text
stringlengths 0
10k
| embeddings_A
list | embeddings_B
list |
|---|---|---|
In this paper, a Bayesian inference network model for automatic indexing with index terms (descriptors) from a prescribed vocabulary is presented. It requires an indexing dictionary with rules mapping terms of the respective subject field onto descriptors and inverted lists for terms occuring in a set of documents of the subject field and descriptors manually assigned to these documents. The indexing dictionary can be derived automatically from a set of manually indexed documents. An application of the network model is described, followed by an indexing example and some experimental results about the indexing performance of the network model.
|
[
-0.0005967279430478811,
0.009649056941270828,
-0.013017265126109123,
0.018571369349956512,
-0.03275665268301964,
-0.006887068971991539,
0.009356282651424408,
-0.00652615912258625,
-0.014962399378418922,
0.004771275445818901,
-0.010343961417675018,
0.015178374946117401,
0.006548617966473103,
-0.00394478952512145,
0.0015407735481858253,
-0.004490354564040899,
0.008357995189726353,
0.00013297644909471273,
0.006346319802105427,
-0.009080683812499046,
-0.0013286690227687359,
-0.0233693215996027,
0.009274392388761044,
0.017658162862062454,
0.008411969058215618,
0.022575171664357185,
-0.0007957741618156433,
-0.015674954280257225,
0.004279952496290207,
0.0016901895869523287,
0.010459319688379765,
-0.013780204579234123,
0.030170021578669548,
-0.004869296681135893,
-0.007654800545424223,
0.001649081939831376,
-0.004603623878210783,
0.027426021173596382,
-0.010970169678330421,
-0.004405301995575428,
-0.005229010246694088,
-0.010686356574296951,
-0.004091309383511543,
0.011293699964880943,
-0.01048933807760477,
0.004468003287911415,
-0.004294799640774727,
0.010553253814578056,
-0.016342274844646454,
0.004124042112380266,
-0.017335468903183937,
-0.028287295252084732,
-0.0004003974609076977,
0.0010513663291931152,
-0.005787547677755356,
-0.02620185911655426,
0.017987847328186035,
0.028555843979120255,
-0.01846405491232872,
0.011489024385809898,
-0.022062718868255615,
0.01689881458878517,
-0.013980399817228317,
-0.025200143456459045,
-0.03481210023164749,
-0.06701736152172089,
0.010435163974761963,
0.021905172616243362,
-0.0003832275979220867,
0.0003054493572562933,
-0.015699926763772964,
0.00966140441596508,
-0.01255149208009243,
0.012780765071511269,
0.01734188199043274,
0.021099304780364037,
-0.015055512078106403,
-0.003524576313793659,
0.04367922991514206,
-0.01928238570690155,
-0.002482789568603039,
0.005485824309289455,
0.013461665250360966,
0.01031237468123436,
-0.014080507680773735,
-0.0007219923427328467,
-0.021093102172017097,
0.014684665948152542,
-0.013159641996026039,
0.03739047795534134,
0.022621072828769684,
0.023460490629076958,
-0.04172615706920624,
-0.008121869526803493,
0.002510571153834462,
-0.015446051023900509,
-0.013718721456825733,
0.005874602124094963,
0.012757793068885803,
0.006557438988238573,
-0.007089819759130478,
0.012815471738576889,
0.022012092173099518,
-0.022161006927490234,
0.008013121783733368,
0.011529747396707535,
0.004563038237392902,
0.023321352899074554,
-0.023725304752588272,
0.010464398190379143,
0.015475034713745117,
0.005860868375748396,
-0.02453608438372612,
0.008929479867219925,
-0.011088143102824688,
-0.024556906893849373,
-0.009840678423643112,
0.019401824101805687,
0.008352878503501415,
-0.004887718707323074,
-0.005353379994630814,
-0.03135780990123749,
-0.010853956453502178,
-0.018940795212984085,
0.01057438924908638,
-0.013570455834269524,
-0.03635241463780403,
-0.017076516523957253,
0.008848956786096096,
-0.005603899713605642,
-0.012304829433560371,
0.00394218135625124,
0.013545315712690353,
0.017306387424468994,
0.01049940474331379,
0.0005461504333652556,
-0.01556815393269062,
-0.01441753376275301,
0.0007669143378734589,
-0.012854409404098988,
0.01097920909523964,
0.0073469774797558784,
0.0007175520295277238,
0.019059211015701294,
0.025682318955659866,
-0.003079033922404051,
-0.023624425753951073,
0.001032685860991478,
0.006099223159253597,
-0.023600157350301743,
-0.002061705570667982,
-0.012470538727939129,
0.005307403393089771,
-0.01108204759657383,
0.012976275756955147,
0.009053165093064308,
-0.0024502603337168694,
0.009489012882113457,
-0.010879052802920341,
-0.005487111397087574,
0.008484812453389168,
-0.010622940957546234,
0.008252235129475594,
0.008863288909196854,
-0.03395749628543854,
0.022616257891058922,
0.027318647131323814,
-0.0026557084638625383,
-0.0047155763022601604,
0.003032357431948185,
-0.012321999296545982,
-0.006786863319575787,
0.006704724393785,
0.008286848664283752,
-0.005552689079195261,
0.0003513857373036444,
-0.008532555773854256,
0.006768519524484873,
-0.015659596771001816,
0.06735935807228088,
0.00900205783545971,
-0.011099571362137794,
0.0077682132832705975,
0.020019125193357468,
0.004994686227291822,
-0.018480924889445305,
0.040418632328510284,
-0.010116295889019966,
0.017974132671952248,
-0.01837511733174324,
-0.009030240587890148,
-0.004402985330671072,
0.015578408725559711,
-0.01912776008248329,
-0.03452632203698158,
0.003390213008970022,
-0.019517483189702034,
-0.014002488926053047,
0.001004180870950222,
0.0005757380276918411,
0.020036939531564713,
-0.006903471425175667,
0.010440720245242119,
0.022889792919158936,
0.008844053372740746,
0.0118422145023942,
0.020443571731448174,
-0.025563988834619522,
-0.018749048933386803,
-0.008050775155425072,
0.002443284960463643,
-0.026811715215444565,
-0.006649601273238659,
-0.015701115131378174,
-0.015724100172519684,
0.006412495858967304,
0.0018131136894226074,
0.01785426214337349,
-0.00028999833739362657,
-0.01342817209661007,
-0.0018305107951164246,
-0.01366810966283083,
0.0017489166930317879,
-0.035902559757232666,
-0.00873248279094696,
-0.01261117309331894,
-0.007684499956667423,
0.013093579560518265,
-0.013158592395484447,
0.0007145535200834274,
-0.005072766914963722,
-0.007849609479308128,
-0.010232172906398773,
-0.00666907848790288,
0.036812350153923035,
-0.004898115526884794,
0.00838414765894413,
-0.004825834650546312,
0.00758364237844944,
-0.008060699328780174,
-0.0029861240182071924,
-0.01970723271369934,
0.003204981330782175,
0.005199314560741186,
-0.006233535706996918,
0.019826818257570267,
0.0010745334438979626,
0.020504705607891083,
0.002737422240898013,
-0.004697582218796015,
0.0063130054622888565,
-0.013752569444477558,
-0.02859203889966011,
0.01811082288622856,
-0.02452576346695423,
-0.016034306958317757,
-0.011546658352017403,
-0.009874250739812851,
0.022981762886047363,
-0.008062937296926975,
-0.008477560244500637,
0.0027405356522649527,
0.0352749228477478,
0.0054851314052939415,
-0.017031734809279442,
0.018348626792430878,
-0.006137439515441656,
0.016476258635520935,
-0.004181550815701485,
-0.041841939091682434,
0.005770117975771427,
-0.0073199402540922165,
-0.001630647573620081,
-0.08102353662252426,
-0.006458574905991554,
-0.010470174252986908,
-0.02401740849018097,
0.01108250580728054,
-0.029214035719633102,
-0.00556192547082901,
0.0178685262799263,
-0.01621329039335251,
-0.014813277870416641,
-0.015257309190928936,
0.015765028074383736,
-0.019048670306801796,
0.0006441399455070496,
0.0013292254880070686,
-0.00826269667595625,
0.01479870080947876,
-0.003957162145525217,
-0.004279970191419125,
0.007217132020741701,
0.008608721196651459,
-0.015817835927009583,
0.006084747146815062,
-0.01609283685684204,
-0.01602288708090782,
0.038771383464336395,
0.015084754675626755,
0.0020123531576246023,
-0.03238522633910179,
0.006472247652709484,
0.007646326906979084,
-0.01478801853954792,
-0.0027854510117322206,
-0.016756277531385422,
0.016289453953504562,
0.016655750572681427,
-0.005772671662271023,
-0.027659529820084572,
-0.004313653334975243,
0.0214214026927948,
0.011024810373783112,
0.008239878341555595,
0.0002447084989398718,
0.011511233635246754,
0.0052377888932824135,
0.018248604610562325,
-0.019548382610082626,
-0.010962623171508312,
0.017423979938030243,
-0.008211228996515274,
0.01198420487344265,
0.0017656253185123205,
-0.01284715998917818,
0.00800328329205513,
-0.009314552880823612,
0.017124153673648834,
0.008525898680090904,
-0.019498862326145172,
-0.00904877483844757,
0.00550176203250885,
-0.03298525884747505,
-0.004403550177812576,
0.011050968430936337,
0.012835701927542686,
-0.001375872059725225,
0.004900382366031408,
0.021206147968769073,
0.013904563151299953,
0.02344859391450882,
-0.012028236873447895,
0.014904032461345196,
-0.024579469114542007,
-0.013807685114443302,
-0.00555292097851634,
0.01689925789833069,
-0.01887044683098793,
-0.016405217349529266,
-0.013566878624260426,
-0.014103506691753864,
0.004268543794751167,
-0.014603684656322002,
0.022173289209604263,
-0.008761501871049404,
0.01484408974647522,
-0.013371715322136879,
-0.011484155431389809,
0.005597524810582399,
0.00002459646202623844,
0.0056094815954566,
-0.00513682933524251,
-0.021754994988441467,
0.037061821669340134,
0.01922791078686714,
0.006825953722000122,
-0.0035724902991205454,
-0.03257887065410614,
-0.0018659140914678574,
-0.01741781271994114,
-0.014866845682263374,
0.009612452238798141,
0.005668371915817261,
-0.003473636694252491,
-0.009035766124725342,
-0.012484127655625343,
0.004970257170498371,
0.008408444002270699,
-0.022040806710720062,
-0.004485517740249634,
-0.0035168705508112907,
-0.0014751548878848553,
-0.0009959753369912505,
-0.0029223328456282616,
-0.011191554367542267,
0.016310064122080803,
0.006304517388343811,
0.017189357429742813,
-0.005540134385228157,
-0.008066661655902863,
0.07257051765918732,
-0.0025336805265396833,
0.022804560139775276,
-0.011391256004571915,
0.02330895885825157,
-0.0163261815905571,
-0.0013342928141355515,
-0.0070639741607010365,
0.016418397426605225,
-0.009666314348578453,
0.011000003665685654,
0.0028759101405739784,
-0.02804088033735752,
0.022152073681354523,
0.005879650823771954,
0.0013790943194180727,
0.011323802173137665,
-0.0006566067459061742,
0.02447804994881153,
-0.024724364280700684,
-0.01442195288836956,
-0.0003426212351769209,
-0.010651825927197933,
0.014145919121801853,
0.010490542277693748,
-0.012177329510450363,
-0.0028314213268458843,
-0.014507771469652653,
0.022399991750717163,
0.009649569168686867,
-0.00042380066588521004,
-0.03059321455657482,
-0.0057645682245492935,
-0.04479236900806427,
-0.029141094535589218,
0.0112629858776927,
0.021661676466464996,
-0.02453843131661415,
0.01922009326517582,
-0.008146217092871666,
0.009804269298911095,
-0.01155422255396843,
-0.0032017305493354797,
0.016567829996347427,
-0.016185007989406586,
0.011443516239523888,
-0.01687733829021454,
-0.005609357263892889,
0.00004950095899403095,
-0.00014389725401997566,
-0.000613881042227149,
0.027705052867531776,
0.013602792285382748,
0.034426674246788025,
0.00772444112226367,
-0.0034111361019313335,
0.031910259276628494,
-0.005086504854261875,
0.00910923071205616,
-0.024456866085529327,
-0.002186640864238143,
-0.00388423353433609,
0.0233761053532362,
-0.011933369562029839,
-0.004653608426451683,
-0.024429060518741608,
-0.015897715464234352,
-0.019608985632658005,
-0.004720928147435188,
-0.02484242618083954,
0.0027829708997160196,
-0.023911360651254654,
-0.0059747942723333836,
0.011438833549618721,
-0.0006179027259349823,
-0.003417144063860178,
0.008456711657345295,
0.00675563607364893,
0.032744456082582474,
-0.016394659876823425,
-0.027878403663635254,
0.01938316784799099,
-0.007654494605958462,
-0.01977110281586647,
0.0051216562278568745,
-0.012418694794178009,
-0.017761675640940666,
-0.07419460266828537,
-0.005883523263037205,
0.003373525571078062,
-0.006483401171863079,
0.021189697086811066,
0.02451859787106514,
0.007915005087852478,
-0.004817780572921038,
0.010336155071854591,
-0.012164273299276829,
-0.03610169142484665,
-0.008916590362787247,
-0.015703484416007996,
-0.00830494798719883,
0.008604578673839569,
-0.006447989493608475,
-0.03145957365632057,
-0.004612200427800417,
-0.009421246126294136,
-0.013528453186154366,
-0.0042828721925616264,
0.008133204653859138,
0.02505851909518242,
-0.004840942565351725,
0.0010842634364962578,
-0.08157481253147125,
0.008360235020518303,
0.004940598271787167,
-0.0027904026210308075,
-0.0020094676874578,
-0.00907202996313572,
0.006436728872358799,
-0.013325214385986328,
0.03022223711013794,
-0.01041797362267971,
0.004019264131784439,
-0.014861440286040306,
-0.03531024605035782,
0.005048803985118866,
-0.007016221061348915,
-0.0033523915335536003,
0.01167044136673212,
-0.02223118767142296,
0.0011436021886765957,
-0.014539141207933426,
0.012605028226971626,
-0.005571024492383003,
-0.007591676898300648,
0.011543545871973038,
-0.005721737630665302,
-0.007727060932666063,
-0.006846248637884855,
0.013137483969330788,
0.0019852425903081894,
-0.01723947562277317,
0.008854499086737633,
0.0019160239025950432,
-0.0025921184569597244,
-0.003917189314961433,
0.006746579427272081,
-0.009327047504484653,
-0.015376904979348183,
0.0006821537390351295,
0.013829119503498077,
-0.007168300449848175,
0.004552801605314016,
0.004619711544364691,
0.019367912784218788,
0.024060232564806938,
-0.015165098011493683,
-0.025504983961582184,
0.0030505191534757614,
-0.003994119353592396,
0.004019696265459061,
0.01970963180065155,
0.006410605274140835,
-0.0348532609641552,
0.03452024608850479,
0.014853972010314465,
0.00010123243555426598,
0.03164421766996384,
0.0007220499683171511,
0.011776875704526901,
-0.01035310048609972,
0.013045583851635456,
-0.003920358140021563,
-0.006372962612658739,
-0.033955954015254974,
0.07230642437934875,
0.023210421204566956,
0.007703513838350773,
0.016093632206320763,
0.001081143505871296,
-0.001966126263141632,
0.00006594043225049973,
0.005196310114115477,
0.018951816484332085,
-0.018032211810350418,
0.0008746953681111336,
-0.012761237099766731,
0.0024648038670420647,
0.01038477011024952,
0.020589984953403473,
-0.02069951966404915,
0.018571248278021812,
-0.007057194132357836,
-0.00986187532544136,
0.009020812809467316,
-0.01897500455379486,
-0.0005625539924949408,
-0.05020258575677872,
-0.008162323385477066,
0.022727450355887413,
-0.01581471785902977,
-0.011005447246134281,
0.00023714592680335045,
-0.001656233798712492,
0.005724809132516384,
-0.01778186671435833,
-0.0006920024752616882,
0.0028401671443134546,
0.000721741933375597,
0.040157124400138855,
0.0019807962235063314,
-0.007543713320046663,
0.0033092666417360306,
-0.0021419976837933064,
-0.008120870217680931,
-0.012584168463945389,
0.008589349687099457,
0.005444969050586224,
0.031056243926286697,
0.0006725485436618328,
0.025120459496974945,
0.01591866835951805,
0.013147486373782158,
0.013053178787231445,
0.0028715303633362055,
0.02617831528186798,
-0.004192588850855827,
0.004760074429214001,
0.0017049084417521954,
-0.006940735504031181,
-0.015338722616434097,
-0.011873535811901093,
0.02070690132677555,
-0.0324021615087986,
0.012077199295163155,
-0.016380036249756813,
-0.015806328505277634,
-0.008412166498601437,
-0.002790024969726801,
-0.009728604927659035,
0.00013147055869922042,
-0.011592288501560688,
-0.01696104370057583,
-0.0014868713915348053,
0.01178357470780611,
-0.0033504811581224203,
0.01168733462691307,
0.003184077562764287,
0.010342962108552456,
0.020338688045740128,
0.014376717619597912,
0.0023837308399379253,
-0.011416525579988956,
0.023254908621311188,
0.0011610242072492838,
-0.0045244935899972916,
0.014756017364561558,
0.0007470450364053249,
0.003887682221829891,
0.005318448878824711,
-0.025497816503047943,
-0.030035685747861862,
0.0018766132416203618,
0.002953792456537485,
0.010458724573254585,
0.008495379239320755,
0.007535041309893131,
0.007489622570574284,
-0.01486886851489544,
0.00506209209561348,
0.03375743329524994,
0.002573575358837843,
0.003912040963768959,
-0.024048876017332077,
0.005646787583827972,
0.007577890995889902,
0.0041838400065898895,
0.016162989661097527,
-0.014567997306585312,
-0.021088559180498123,
0.0028189755976200104,
-0.018782157450914383,
0.004377063363790512,
-0.02635139971971512,
-0.0015551940305158496,
0.021718274801969528,
-0.016984835267066956,
0.011461043730378151,
-0.008723551407456398,
-0.005652789492160082,
-0.015998605638742447,
0.00235546100884676,
0.045290183275938034,
0.01912212371826172,
-0.007532490883022547,
-0.02894734777510166,
0.013139628805220127,
0.045216694474220276,
0.028248928487300873,
-0.010923041962087154,
-0.005551700945943594,
-0.007803656626492739,
0.0005776491016149521,
-0.007833325304090977,
-0.000802681315690279,
0.03451180458068848,
-0.005251292139291763,
-0.0031850964296609163,
0.024677768349647522,
-0.007280728779733181,
0.014774616807699203,
-0.0025190631859004498,
-0.029453353956341743,
0.003124849870800972,
-0.012592584826052189,
0.0029428014531731606,
-0.012903264723718166,
0.007614545524120331,
0.010017268359661102,
0.007743284106254578,
0.00865109357982874,
0.03866313397884369,
-0.0065988157875835896,
-0.001303830766119063,
-0.0055184876546263695,
-0.008002986200153828,
0.014142964035272598,
-0.0008530360646545887,
-0.004694626200944185,
0.008926195092499256,
0.002731513697654009,
0.0009549091337248683,
0.021947329863905907,
-0.009366974234580994,
0.03081338293850422,
-0.0012888778001070023,
0.0043082390911877155,
0.0073775663040578365,
0.025449536740779877,
0.022193854674696922,
0.01645835116505623,
-0.004252579063177109,
0.02427322044968605,
-0.04244445264339447,
-0.00443964172154665,
0.003491681767627597,
-0.013295883312821388,
-0.001693180063739419,
0.017048269510269165,
0.005712280981242657,
-0.011941313743591309,
0.012674562633037567,
0.007542175706475973,
-0.00321296788752079,
0.008866698481142521,
0.01586652174592018,
-0.04163914918899536,
-0.0140083571895957,
-0.01629728078842163,
-0.008555175736546516,
-0.02200128138065338,
-0.002558489330112934,
0.00224283616989851,
-0.001840016571804881,
-0.006598518230021,
0.0006311209872364998,
-0.019861560314893723,
-0.007643057964742184,
0.009272752329707146,
0.003809950780123472,
-0.040931474417448044,
0.0014690801035612822,
-0.02916814014315605,
0.004303125664591789,
0.0034259140957146883,
0.01244937814772129,
-0.024515103548765182
] |
[
-0.2174382358789444,
0.02921077236533165,
0.02348547987639904,
0.30730247497558594,
-0.04364185035228729,
0.280187726020813,
-0.11622821539640427,
-0.4064161777496338,
0.18220843374729156,
-0.45148348808288574,
-0.1704646646976471,
0.46276670694351196,
0.02977617457509041,
0.26732340455055237,
0.26857441663742065,
0.5495201945304871,
0.45711562037467957,
-0.0077362158335745335,
-0.3915780484676361,
-0.5498067736625671,
-0.12876717746257782,
0.18815359473228455,
0.038032423704862595,
-0.2110273838043213,
0.32095345854759216,
0.1126970574259758,
0.3585532009601593,
0.3972814381122589,
-0.2573164403438568,
-0.10127079486846924,
0.04268219321966171,
0.33913007378578186,
-0.21165680885314941,
-0.16519740223884583,
-0.014436904340982437,
0.09539560973644257,
0.004292050376534462,
0.054343633353710175,
0.007166462484747171,
-0.5397623777389526,
-0.15139368176460266,
0.24000072479248047,
-0.29364821314811707,
0.5861961245536804,
-0.4155493676662445,
-0.4527285397052765,
-1.6745028495788574,
-0.06173981726169586,
-0.5609145760536194,
0.09359729290008545,
-0.35793769359588623,
0.22115449607372284,
0.6065101623535156,
0.3659524917602539,
-0.5293425917625427,
0.3425547480583191,
-0.14232559502124786,
-0.460099458694458,
0.3265514671802521,
-0.15841907262802124,
0.3427787721157074,
-0.13755711913108826,
0.18118378520011902,
0.3310305178165436,
0.17243416607379913,
0.5596136450767517,
0.029903611168265343,
-0.4651464521884918,
-0.46149659156799316,
0.051771871745586395,
0.026835422962903976,
-0.20457378029823303,
-0.449426531791687,
0.38867196440696716,
-0.20907601714134216,
0.0005690478719770908,
0.10535861551761627,
-0.12717397511005402,
-0.09615898132324219,
0.09598667919635773,
-0.381001353263855,
-0.006396868731826544,
0.43964457511901855,
-0.43468958139419556,
0.6840170621871948,
0.4783809185028076,
-0.39096733927726746,
0.38214805722236633,
-0.748645007610321,
-0.0256844162940979,
-0.15780720114707947,
-0.2057407796382904,
0.21780630946159363,
0.4121566712856293,
0.4903833270072937,
0.34539514780044556,
0.2141139954328537,
0.011830467730760574,
0.17643462121486664,
0.36150842905044556,
-0.07583250105381012,
-0.18258629739284515,
-0.03634039685130119,
0.010993991047143936,
-0.45185205340385437,
-0.4731515049934387,
-0.6174606680870056,
-0.7778139710426331,
-0.15398374199867249,
0.11544939875602722,
-0.49173617362976074,
0.5872613787651062,
0.3138004243373871,
-0.4096410572528839,
0.10481643676757812,
-0.03875778242945671,
0.29145747423171997,
0.22690999507904053,
-0.25349023938179016,
0.5096091032028198,
-0.21510504186153412,
0.9313547015190125,
0.4348526895046234,
0.20623919367790222,
-0.0708220973610878,
0.2088005691766739,
0.4921174645423889,
0.6461367607116699,
-0.40457746386528015,
0.1716565489768982,
0.11294573545455933,
0.4142145812511444,
0.04678308218717575,
0.24767740070819855,
-0.3802434802055359,
-0.3565731346607208,
0.0344204418361187,
0.13700275123119354,
-0.07920613884925842,
0.2677459716796875,
-0.2726658582687378,
-0.6459461450576782,
-0.3803875744342804,
-0.13535107672214508,
-0.018248407170176506,
-0.4398040473461151,
0.016888104379177094,
-0.32571056485176086,
-0.2417636513710022,
0.3499727249145508,
-0.15689055621623993,
0.16469550132751465,
-0.5843936204910278,
-0.04529629275202751,
-0.1848696768283844,
0.893018364906311,
-0.0912385806441307,
-0.03061935119330883,
0.010319801047444344,
0.02382017858326435,
0.3656979501247406,
0.2284117341041565,
-0.592531144618988,
-0.1568506509065628,
-0.026826564222574234,
-0.6974789500236511,
0.09559382498264313,
0.3058009147644043,
0.4890919625759125,
0.10685689002275467,
0.1722128987312317,
-0.2358192503452301,
-0.07087871432304382,
-0.43448054790496826,
-0.10656984895467758,
0.3670996427536011,
0.14577780663967133,
0.2535650134086609,
0.49700987339019775,
0.06954985111951828,
-0.6611205339431763,
-0.16566409170627594,
-0.06107930839061737,
-0.48728328943252563,
0.0497012697160244,
0.31015118956565857,
0.2754904627799988,
-0.24548867344856262,
-0.08576764166355133,
0.14120298624038696,
-0.04742250218987465,
-0.3032251000404358,
0.09223099797964096,
-0.9857511520385742,
1.3820074796676636,
-0.12599478662014008,
-0.1854296773672104,
1.3323277235031128,
-0.47140616178512573,
0.2553844153881073,
0.017430443316698074,
-0.011823094449937344,
0.30669334530830383,
-0.006304234731942415,
-0.16948020458221436,
0.17383654415607452,
-0.2837020456790924,
-0.02502601034939289,
-0.7888658046722412,
0.43061456084251404,
0.39338505268096924,
0.13160058856010437,
0.03130708262324333,
-0.6250905394554138,
0.18258072435855865,
0.10420265793800354,
-0.05690084397792816,
0.5075424313545227,
-0.15916185081005096,
0.03432977572083473,
1.19171142578125,
-0.19052113592624664,
0.2738092243671417,
0.4780702590942383,
-0.13538020849227905,
0.3443388044834137,
0.6766191720962524,
0.8567410111427307,
0.9623808264732361,
-1.002326250076294,
0.008769063279032707,
-0.3142222762107849,
0.5071325302124023,
-0.6261306405067444,
-0.010395586490631104,
-0.11439445614814758,
0.057755086570978165,
-0.001998657826334238,
0.05817202851176262,
0.08425496518611908,
0.2277916520833969,
0.21708694100379944,
-0.32275548577308655,
0.17601890861988068,
0.2986079454421997,
-0.43699777126312256,
-0.4317234456539154,
0.17226846516132355,
-0.42327097058296204,
-0.21250545978546143,
0.2751782238483429,
0.46037015318870544,
0.071294404566288,
-0.3149639666080475,
-0.26032325625419617,
0.12002036720514297,
-0.13672877848148346,
-0.20549242198467255,
0.33035916090011597,
0.4440339505672455,
0.13126856088638306,
0.034462638199329376,
-0.18251457810401917,
0.02697896771132946,
-0.008116055279970169,
-0.43016761541366577,
-0.8019877076148987,
-0.6997080445289612,
0.27365970611572266,
0.5544211864471436,
0.23641610145568848,
-0.08239039778709412,
-0.24336086213588715,
-0.07491858303546906,
-0.14771509170532227,
-0.9575842618942261,
0.12504695355892181,
0.4909804165363312,
-0.8070878982543945,
-0.5820131897926331,
-0.17115381360054016,
0.009019889868795872,
0.6175236701965332,
0.06708787381649017,
-0.42047226428985596,
-0.5327588319778442,
-0.2529152035713196,
-0.3145461082458496,
-0.29136013984680176,
-0.3874702453613281,
-0.0023625122848898172,
0.719284176826477,
-0.19073905050754547,
-0.3939693868160248,
0.3161994218826294,
0.8373653888702393,
-0.09463397413492203,
0.49710801243782043,
0.0241699256002903,
-0.33810093998908997,
-0.3818339705467224,
0.23603056371212006,
0.0017052344046533108,
-0.09225399047136307,
0.08049597591161728,
-0.31314414739608765,
-0.35423383116722107,
0.6586934924125671,
-6.11735200881958,
-0.13597989082336426,
-0.48717206716537476,
0.18795624375343323,
-0.06356100738048553,
0.16023686528205872,
1.0000203847885132,
-0.0034947367385029793,
0.010473101399838924,
-0.2049359828233719,
0.2322884500026703,
0.04690944030880928,
-0.25764548778533936,
0.5302374958992004,
0.027460170909762383,
0.3244447708129883,
0.19849373400211334,
0.16258852183818817,
0.2947060167789459,
0.289425253868103,
-0.017494846135377884,
-0.18681968748569489,
-0.308150976896286,
0.49017322063446045,
0.4043442904949188,
0.0388968326151371,
-1.1118261814117432,
0.504338800907135,
-0.01878310739994049,
0.20637120306491852,
-0.06566552072763443,
-0.44753172993659973,
-0.21271991729736328,
-0.287626713514328,
0.29681143164634705,
0.4429004490375519,
0.18741363286972046,
0.16551965475082397,
0.2851388454437256,
-0.21731208264827728,
0.0008694056887179613,
0.6366305947303772,
-0.09304006397724152,
-0.17857134342193604,
0.18633846938610077,
-0.18276871740818024,
-0.22625364363193512,
0.0029407094698399305,
-0.19145865738391876,
0.5704572200775146,
-0.6336738467216492,
-0.2111070454120636,
0.4058855473995209,
0.04456324502825737,
0.10315283387899399,
-0.41438576579093933,
0.1685192883014679,
0.07235114276409149,
-0.30677899718284607,
0.06192178279161453,
0.31148722767829895,
-0.8003909587860107,
0.15751959383487701,
-1.1493821144104004,
-0.6309993267059326,
0.2023988962173462,
-0.7037726640701294,
-0.515745997428894,
0.04580171778798103,
0.055182084441185,
-0.4816899597644806,
0.27994874119758606,
-0.18085667490959167,
-0.6898953914642334,
0.08365590870380402,
-0.5636963248252869,
0.2627089321613312,
-0.0814385861158371,
-0.03301181644201279,
-0.231410950422287,
-0.05935192108154297,
-0.43203094601631165,
-0.2685635983943939,
0.5935747027397156,
-0.062017377465963364,
-0.40215814113616943,
-0.29890820384025574,
-0.5061814188957214,
-0.3607650101184845,
-0.12842920422554016,
0.6617184281349182,
0.00026317356969229877,
0.13947680592536926,
0.3094925880432129,
0.24266356229782104,
0.1106886938214302,
0.4923036992549896,
-0.2916948199272156,
0.42484307289123535,
-0.3898080885410309,
0.6121982336044312,
0.003388970624655485,
-0.27589985728263855,
-0.5975566506385803,
0.030650712549686432,
0.3832016587257385,
-0.49355512857437134,
0.15063108503818512,
0.8232429027557373,
-0.5801211595535278,
-0.2649167776107788,
-0.11756002902984619,
-0.21780644357204437,
-0.47518450021743774,
0.2824595868587494,
0.2516554296016693,
-0.2193019837141037,
-0.282635897397995,
0.3375745117664337,
-0.2621592879295349,
-0.017522748559713364,
0.12337001413106918,
0.014438766054809093,
0.15803907811641693,
0.03231465443968773,
-0.46678805351257324,
0.2609848976135254,
0.4285350739955902,
-0.11434893310070038,
-0.155086949467659,
0.322551429271698,
0.2927681505680084,
-0.22499942779541016,
-0.015480869449675083,
0.44640910625457764,
-0.6910592317581177,
-0.1537046581506729,
0.10962606966495514,
0.3274011015892029,
-0.5891332626342773,
0.42263108491897583,
-0.09328897297382355,
-0.07519687712192535,
-0.11021902412176132,
0.050910864025354385,
0.021353771910071373,
-0.13567639887332916,
-0.02183111198246479,
-0.5021700859069824,
0.3277439475059509,
0.09967681020498276,
-0.7353988289833069,
-0.13598601520061493,
0.19337810575962067,
-0.007608153857290745,
-0.05630306527018547,
0.22436924278736115,
0.35116127133369446,
0.2570321559906006,
-0.22692450881004333,
0.39767369627952576,
-0.03938063979148865,
-0.670484185218811,
0.03264540806412697,
0.294703871011734,
0.19913437962532043,
-0.8697465658187866,
0.146349236369133,
-0.2822495698928833,
0.4323260188102722,
0.08364343643188477,
-0.33954179286956787,
-0.09769321978092194,
-0.5290831327438354,
0.21739205718040466,
0.3474249541759491,
0.09169861674308777,
0.36240148544311523,
-0.028803464025259018,
-0.008819772861897945,
0.4203140139579773,
-0.5785800218582153,
0.010296007618308067,
0.6637908816337585,
0.6526719331741333,
0.10830524563789368,
0.27211493253707886,
-0.0017811491852626204,
-0.48331764340400696,
-0.06573795527219772,
0.2701857388019562,
0.40365931391716003,
0.35382387042045593,
-0.048439670354127884,
-0.40244489908218384,
-0.39998263120651245,
0.19144722819328308,
-0.2516285479068756,
-0.15611639618873596,
-0.4679452180862427,
-0.00006549449608428404,
0.6483075022697449,
-0.3172159194946289,
0.6698229908943176,
-0.044881854206323624,
-0.41532450914382935,
-0.15061359107494354,
-0.08067034929990768,
-0.25526219606399536,
-0.10295877605676651,
-0.28906556963920593,
-0.48735082149505615,
0.04156464710831642,
-0.3299170732498169,
-0.34896472096443176,
0.026908956468105316,
0.5440699458122253,
-0.2663145959377289,
-0.3730947971343994,
0.4975477457046509,
0.12957601249217987,
-0.12052939087152481,
-0.08344884216785431,
-0.05161250755190849,
0.026635929942131042,
0.20545363426208496,
0.5296687483787537,
-0.02300473302602768,
-0.18097686767578125,
0.1133243665099144,
-0.4129716455936432,
0.10161217302083969,
0.2212262749671936,
0.010417110286653042,
-0.246751070022583,
-0.5627493262290955,
-0.37310895323753357,
0.3851853013038635,
-0.015676308423280716,
-0.06809236109256744,
-0.009400034323334694,
0.5031180381774902,
-0.3651404082775116,
-0.37554505467414856,
0.13807781040668488,
-0.1641330122947693,
0.24212363362312317,
-0.5418941974639893,
-0.7933440208435059,
-0.08073033392429352,
0.1195162832736969,
-0.03422607481479645,
0.04727445915341377,
-0.081102155148983,
0.5485843420028687,
0.36033886671066284,
-0.3619244396686554,
-0.2990628778934479,
-0.11554335057735443,
0.4537462592124939,
0.11564432084560394,
-0.23977579176425934,
-0.5916997790336609,
-0.48986387252807617,
0.21552874147891998,
0.11156008392572403,
-0.34626877307891846,
-0.34066033363342285,
0.17786353826522827,
-0.19864891469478607,
-0.18089860677719116,
-0.3020423650741577,
0.052983708679676056,
0.7004272937774658,
0.4847148656845093,
0.11934009939432144,
0.014725321903824806,
0.1542208343744278,
-0.2823498547077179,
0.18117360770702362,
-0.29840096831321716,
-0.008578425273299217,
-0.055955443531274796,
-0.07781431078910828,
0.3558522164821625,
0.03076082654297352,
0.009426940232515335,
0.2195146530866623,
0.2580967843532562,
-0.2601015269756317,
-0.44951051473617554,
0.2687191963195801,
-0.7806076407432556,
0.1843460500240326,
-0.2772409915924072,
0.471408486366272,
0.5256931185722351,
0.41743195056915283,
-0.028451591730117798,
0.18798214197158813,
0.12397804856300354,
0.8151276707649231,
0.653910219669342,
-0.49926385283470154,
0.49319812655448914,
0.3340287506580353,
0.32571953535079956,
0.5744349360466003,
0.006224106997251511,
0.07466356456279755,
0.4267563819885254,
0.1762019842863083,
0.10159479826688766,
0.5539960861206055,
-0.338344931602478,
-0.18892334401607513,
0.12355062365531921,
-0.24817195534706116,
0.6472300291061401,
-0.0841958075761795,
0.25295618176460266,
0.49455830454826355,
0.475004106760025,
-0.21426516771316528,
-0.5988368988037109,
0.5374985337257385,
-0.18477998673915863,
0.2714478075504303,
-0.03307958319783211,
0.15600408613681793,
0.49384185671806335,
0.7722985148429871,
-0.18763507902622223,
0.20200781524181366,
-0.22547432780265808,
0.18031927943229675,
0.2569664716720581,
-0.4159882068634033,
-0.07573489844799042,
0.3176538050174713,
0.5502471923828125,
0.621695339679718,
-0.2876652479171753,
-0.19822247326374054,
-0.19988982379436493,
0.3018825948238373,
-0.023922961205244064,
0.3047284781932831,
-0.16835999488830566,
0.3265618085861206,
0.19004149734973907,
0.18928109109401703,
-0.000033167118090204895,
-0.12567704916000366,
-0.4406372010707855,
0.008129669353365898,
0.29591232538223267,
-0.47338831424713135,
-0.17711122334003448,
0.375358521938324,
-0.004475446417927742,
0.6909610629081726,
-0.29678240418434143,
-0.12831737101078033,
-0.23823809623718262,
0.3455917239189148,
0.585373044013977,
0.13923558592796326,
0.418783962726593,
-0.02669687010347843,
-0.22362379729747772,
0.09448728710412979,
-0.5293330550193787,
0.14002659916877747,
-0.041179437190294266,
-0.6992233395576477,
-0.11038979142904282,
0.16302180290222168,
-0.22279182076454163,
0.4119243025779724,
0.1571759432554245,
0.00669795973226428,
-0.45416370034217834,
-0.3485668897628784,
0.09820307046175003,
-0.0737733393907547,
-0.12981028854846954,
0.5275490880012512,
0.17922081053256989,
0.10037195682525635,
-0.29996636509895325,
-0.7840029001235962,
-0.09181875735521317,
0.17772811651229858,
-0.16799098253250122,
0.3252350687980652,
-0.779499351978302,
0.8815757036209106,
0.34554940462112427,
-0.009946134872734547,
-0.22210915386676788,
-0.324309766292572,
0.02027028053998947,
0.5068934559822083,
-0.33343228697776794,
0.3019443452358246,
-0.6385451555252075,
0.33419668674468994,
-0.39834657311439514,
0.08968830853700638,
0.44223785400390625,
0.03338894620537758,
-0.1384713053703308,
-0.15413258969783783,
0.3703552186489105,
0.09350022673606873,
-0.08983223140239716,
-0.27833008766174316,
0.08967459201812744,
0.11564535647630692,
-0.23299188911914825,
-0.19298861920833588,
0.4670066237449646,
-0.018027890473604202,
-0.03581710532307625,
-0.1530512273311615,
0.19745151698589325,
0.2852464020252228,
-0.16117295622825623,
-0.07357872277498245,
0.5564557313919067,
-0.2611384093761444,
-0.6362079977989197,
0.419795423746109,
-0.38770192861557007,
-0.0530221164226532,
-0.061515018343925476,
0.19696232676506042,
0.36514580249786377,
-0.2429061233997345,
-0.4905303418636322,
-0.21401198208332062,
-0.2599676847457886,
0.8688344955444336,
-0.33054712414741516,
0.30257993936538696,
-0.1300545185804367,
-0.2503257393836975,
-0.6075426340103149,
0.3443772494792938,
0.08095474541187286,
0.012120123021304607,
-0.4763108193874359,
-0.23863734304904938,
-0.5445780158042908,
0.3934287428855896,
-0.04388847574591637,
-0.7370249032974243,
0.0754280760884285,
0.036926548928022385
] |
One of the most well-studied problems in data mining is mining for association rules in market basket data. Association rules, whose significance is measured via support and confidence, are intended to identify rules of the type, “A customer purchasing item A often also purchases item B.” Motivated by the goal of generalizing beyond market baskets and the association rules used with them, we develop the notion of mining rules that identify correlations (generalizing associations), and we consider both the absence and presence of items as a basis for generating rules. We propose measuring significance of associations via the chi-squared test for correlation from classical statistics. This leads to a measure that is upward closed in the itemset lattice, enabling us to reduce the mining problem to the search for a border between correlated and uncorrelated itemsets in the lattice. We develop pruning strategies and devise an efficient algorithm for the resulting problem. We demonstrate its effectiveness by testing it on census data and finding term dependence in a corpus of text documents, as well as on synthetic data.
|
[
0.0036007296293973923,
0.013437066227197647,
-0.007703306153416634,
0.017885418608784676,
0.022144606336951256,
0.016148872673511505,
0.011271700263023376,
-0.018216107040643692,
-0.009755926206707954,
0.006317468360066414,
-0.014162451028823853,
0.005981237627565861,
-0.00019072811119258404,
0.012347085401415825,
-0.038837090134620667,
-0.024717949330806732,
-0.0027097321581095457,
0.018634483218193054,
0.005877353250980377,
0.022641703486442566,
0.001974713522940874,
0.004617067985236645,
0.010579420253634453,
0.004472150467336178,
-0.02518404647707939,
-0.005411689169704914,
-0.006884959060698748,
0.010847261175513268,
0.02594992332160473,
-0.0012387008173391223,
-0.006330163683742285,
-0.013862203806638718,
0.009794534184038639,
-0.01643999293446541,
0.00976199097931385,
-0.024678505957126617,
-0.0024920927826315165,
0.01992446929216385,
0.0024046245962381363,
-0.004353280179202557,
-0.0002189003862440586,
-0.007279570214450359,
-0.0008210152154788375,
0.0037378075066953897,
-0.008950985036790371,
0.009646927937865257,
-0.0047334711998701096,
-0.02307043969631195,
-0.019788987934589386,
0.008310578763484955,
-0.0025814352557063103,
-0.004384173080325127,
0.0009261288214474916,
-0.018895462155342102,
-0.0060341618955135345,
-0.008020695298910141,
0.0194869227707386,
0.02183632180094719,
-0.002908950438722968,
0.003048978978767991,
-0.03642840310931206,
-0.019635474309325218,
-0.001432062592357397,
-0.05352066457271576,
-0.011709846556186676,
-0.06716793030500412,
0.006179735995829105,
0.02179926633834839,
-0.012776235118508339,
-0.01587960496544838,
0.001254556467756629,
0.007356706075370312,
-0.019087376073002815,
0.018000546842813492,
-0.008733121678233147,
0.012970220297574997,
-0.0002840130473487079,
-0.0030555345583707094,
0.012529591098427773,
0.003985566087067127,
-0.005068296100944281,
0.013011584989726543,
-0.004934215918183327,
0.007516113109886646,
0.00462723895907402,
0.00404023565351963,
0.0014963365392759442,
-0.001031226827763021,
0.009125450626015663,
0.011306422762572765,
0.011684396304190159,
0.01806780882179737,
-0.014063949696719646,
-0.006337595637887716,
-0.022258548066020012,
0.0027729584835469723,
-0.005711316131055355,
0.022566568106412888,
0.03269919380545616,
0.004843107890337706,
-0.006346933078020811,
0.0028073061257600784,
0.020251434296369553,
-0.010896897874772549,
-0.03287826478481293,
0.009061338379979134,
-0.007286995183676481,
-0.006055274046957493,
0.024657201021909714,
0.005467545706778765,
-0.006301498971879482,
0.006658293306827545,
-0.017850495874881744,
-0.013954440131783485,
0.009908352047204971,
0.0008093290962278843,
0.008796686306595802,
0.012000476941466331,
0.0025547905825078487,
0.009089258499443531,
0.017645860090851784,
0.02471686154603958,
-0.0011433195322751999,
0.016358528286218643,
0.00313391606323421,
0.015861909836530685,
-0.011303486302495003,
0.006865645758807659,
-0.011554151773452759,
0.008115816861391068,
-0.013351082801818848,
-0.00196693348698318,
-0.003566105617210269,
0.014600669965147972,
-0.00357300927862525,
-0.005225702188909054,
0.0220602136105299,
0.011109055951237679,
0.007350066676735878,
0.003983841743320227,
0.001258855452761054,
0.008730275556445122,
0.003521614708006382,
0.016251500695943832,
0.0019280686974525452,
-0.008135410025715828,
0.008192969486117363,
0.008922487497329712,
0.01870149001479149,
-0.012556472793221474,
0.0072318753227591515,
0.002241699490696192,
0.0006955377757549286,
-0.014952817931771278,
-0.030889252200722694,
-0.014768511056900024,
0.00023237382993102074,
0.022980520501732826,
-0.015454063192009926,
0.01331469975411892,
0.01865961402654648,
-0.007982977665960789,
0.0003771679475903511,
0.00755040580406785,
-0.01758170686662197,
0.030102547258138657,
0.00568037386983633,
-0.007321399636566639,
-0.016811206936836243,
0.004659763537347317,
-0.004471995867788792,
0.001257836353033781,
0.019462216645479202,
0.002536721993237734,
-0.011629492044448853,
-0.0013833658304065466,
-0.01209883764386177,
0.007891383022069931,
-0.010561216622591019,
0.0677235871553421,
0.024560024961829185,
0.032948192209005356,
-0.019862763583660126,
0.0032673063687980175,
-0.002876727841794491,
-0.006862487643957138,
0.0066047185100615025,
-0.010671010240912437,
0.015687860548496246,
0.0026234695687890053,
-0.011743389070034027,
0.010090731084346771,
0.014049687422811985,
-0.013787617906928062,
-0.02698858454823494,
0.004644252359867096,
0.01415995229035616,
-0.0048664165660738945,
-0.02000543288886547,
-0.01803496479988098,
-0.024218574166297913,
0.0018487958004698157,
-0.00037807319313287735,
0.019535819068551064,
0.007776077836751938,
0.009899772703647614,
0.020169086754322052,
-0.02075129561126232,
-0.019408471882343292,
0.011138934642076492,
-0.004856170620769262,
0.015284653753042221,
-0.0001299772411584854,
-0.011503324843943119,
0.0004894924350082874,
0.006116875912994146,
-0.016990983858704567,
0.024526521563529968,
0.0007826154469512403,
-0.015362744219601154,
0.006162349134683609,
-0.014626612886786461,
0.013468733057379723,
-0.017229679971933365,
0.026674263179302216,
-0.009690240025520325,
-0.0018126461654901505,
0.01141573116183281,
-0.01687319204211235,
-0.0027623684145510197,
0.004550710320472717,
0.0003029239596799016,
-0.008587192744016647,
0.03314951807260513,
0.014620184898376465,
0.02012864127755165,
0.010343138128519058,
0.002093047369271517,
0.012981610372662544,
0.00038927490822970867,
-0.01621212437748909,
-0.0028723091818392277,
-0.0024073978420346975,
-0.012486547231674194,
0.017214519903063774,
-0.001331080449745059,
0.006302390713244677,
-0.014475805684924126,
0.0042763976380229,
-0.01580061949789524,
0.002913558389991522,
-0.004550280049443245,
-0.01415201835334301,
0.014118573628365993,
0.01669793389737606,
-0.0022978109773248434,
0.0167692843824625,
-0.014730129390954971,
0.023872315883636475,
-0.003256842028349638,
0.001948983408510685,
0.00787254236638546,
-0.028482427820563316,
0.014746311120688915,
0.014692151919007301,
-0.005411757156252861,
0.0007991322781890631,
0.009910798631608486,
-0.008620258420705795,
-0.015319951809942722,
0.0018741238163784146,
-0.00907954853028059,
-0.0063970438204705715,
-0.0812607854604721,
-0.00950835831463337,
0.015337283723056316,
-0.005959669128060341,
0.011919194832444191,
-0.0013677774695679545,
0.0011080913245677948,
0.010434649884700775,
-0.012422800064086914,
-0.031050004065036774,
0.01828083023428917,
-0.0030557075515389442,
-0.01666165143251419,
-0.0033399127423763275,
0.03375546261668205,
-0.00991171132773161,
0.0049678669311106205,
0.005898367613554001,
-0.0002970295026898384,
-0.01269604079425335,
0.01122877188026905,
0.01902783289551735,
-0.003937548026442528,
0.0011828946880996227,
-0.013932722620666027,
-0.0039437031373381615,
0.004103357903659344,
-0.010665148496627808,
0.00009318417869508266,
0.002899480052292347,
-0.024175560101866722,
-0.009091430343687534,
0.0013146456331014633,
-0.008890721946954727,
-0.0007831642869859934,
0.014941448345780373,
0.0161200650036335,
0.0010335774859413505,
-0.010162319988012314,
0.02077833190560341,
0.013998294249176979,
0.004470605868846178,
0.016340598464012146,
0.014944435097277164,
-0.0022664328571408987,
0.012492404319345951,
0.015668148174881935,
-0.002368109067901969,
0.008367693051695824,
-0.006433009635657072,
0.019895093515515327,
-0.0056505361571908,
0.0065346211194992065,
0.009533560834825039,
-0.010261579416692257,
0.014732249081134796,
0.005899702198803425,
-0.005155990831553936,
-0.015335053205490112,
-0.010440297424793243,
-0.007874059490859509,
-0.01002592220902443,
-0.023792214691638947,
0.01593055948615074,
-0.003437948413193226,
-0.03260665386915207,
0.01649574004113674,
-0.00026859052013605833,
-0.0012353360652923584,
-0.009837527759373188,
0.017269203439354897,
-0.005635418463498354,
0.010084262117743492,
-0.0013818726874887943,
0.019447054713964462,
-0.020289111882448196,
-0.010930778458714485,
0.004800775554031134,
-0.019141608849167824,
0.010812001302838326,
0.01052597351372242,
0.012254271656274796,
-0.020257968455553055,
-0.006924103945493698,
-0.017973706126213074,
-0.016227541491389275,
0.00620611198246479,
-0.012004809454083443,
0.014882133342325687,
-0.010201730765402317,
0.00757425744086504,
0.016952205449342728,
0.021681152284145355,
0.00898805633187294,
0.004550123121589422,
-0.0023002666421234608,
0.004380522295832634,
0.0010830201208591461,
0.0015422394499182701,
0.011234335601329803,
0.022072888910770416,
-0.00138054508715868,
-0.003792431205511093,
-0.012665858492255211,
-0.0020588478073477745,
0.009432213380932808,
-0.01352209597826004,
-0.00881226360797882,
0.0014233766123652458,
-0.008276259526610374,
-0.029566530138254166,
-0.016557764261960983,
-0.004622995387762785,
0.017341958358883858,
0.009280303493142128,
0.0017253127880394459,
-0.0004098326899111271,
0.015668172389268875,
0.07232150435447693,
-0.0022675301879644394,
0.012629374861717224,
0.003234000178053975,
0.017309941351413727,
-0.008523479104042053,
-0.02146541327238083,
-0.007337458431720734,
0.016198378056287766,
0.011891454458236694,
0.011721155606210232,
-0.0009717491921037436,
-0.012870948761701584,
-0.002534353407099843,
0.012869082391262054,
0.01993933878839016,
0.04629718139767647,
0.004463040269911289,
-0.015547432005405426,
0.027910791337490082,
-0.03570865839719772,
0.004103736020624638,
-0.009536086581647396,
0.009463329799473286,
-0.0004095444455742836,
-0.0009084613993763924,
-0.03385930880904198,
-0.016590077430009842,
0.006667620036751032,
0.006061166524887085,
0.0007976670749485493,
0.005934970919042826,
-0.001430170377716422,
0.011208876967430115,
-0.0035456859041005373,
0.009935606271028519,
0.03786192461848259,
0.013333659619092941,
0.005963778123259544,
0.011132746934890747,
0.009006088599562645,
-0.01690557599067688,
0.01550702191889286,
0.02180052176117897,
-0.004485356621444225,
-0.01002589799463749,
-0.029232528060674667,
-0.00780071783810854,
0.004570077173411846,
0.02486151084303856,
0.003810445312410593,
0.001534771639853716,
0.0056494553573429585,
0.013962971046566963,
0.002805221127346158,
0.0029485495761036873,
0.017384056001901627,
-0.004942281171679497,
-0.007549038622528315,
-0.016796596348285675,
0.0016792879905551672,
-0.00867094099521637,
0.014293878339231014,
-0.01845518685877323,
-0.00604661600664258,
-0.013577166944742203,
0.016800735145807266,
-0.016392722725868225,
0.002842620015144348,
0.013299716636538506,
-0.016845621168613434,
-0.010928825475275517,
-0.013144785538315773,
-0.023498162627220154,
0.0008830364095047116,
-0.04384046047925949,
0.017621248960494995,
0.006526153534650803,
-0.023474525660276413,
-0.02497410774230957,
0.0038963418919593096,
-0.010785598307847977,
0.012423809617757797,
0.003956256899982691,
0.01432986743748188,
-0.0016715440433472395,
-0.013549662195146084,
-0.0742926225066185,
0.000489452388137579,
-0.00444683525711298,
-0.01036611944437027,
0.0029553696513175964,
0.03168736398220062,
-0.013353328220546246,
-0.007700777146965265,
-0.037568118423223495,
-0.015095421113073826,
0.004718845710158348,
-0.009340735152363777,
0.0038092704489827156,
-0.004957590252161026,
0.011360876262187958,
0.01224549300968647,
0.005846033338457346,
-0.007621924392879009,
-0.01061648316681385,
0.04360545426607132,
-0.019029704853892326,
0.02906344085931778,
-0.03437110036611557,
0.004973138216882944,
-0.0038119815289974213,
-0.0811442956328392,
-0.0004304604372009635,
0.007807088550180197,
-0.027241922914981842,
-0.010624667629599571,
0.017056573182344437,
0.011488876305520535,
-0.013963356614112854,
0.015410351566970348,
-0.014565687626600266,
-0.011389452964067459,
-0.011481584049761295,
-0.019733449444174767,
0.009303230792284012,
-0.009423242881894112,
-0.002587399445474148,
0.009253589436411858,
0.030181601643562317,
-0.014504418708384037,
-0.028200777247548103,
0.019623471423983574,
-0.006146842148154974,
-0.009790501557290554,
0.004730956628918648,
-0.016459431499242783,
-0.004633995704352856,
-0.006865959148854017,
0.010422224178910255,
0.014681187458336353,
-0.011095204390585423,
0.009847145527601242,
0.021803870797157288,
0.009089617989957333,
0.008580707013607025,
-0.012971896678209305,
-0.017666053026914597,
-0.0030120741575956345,
0.014768720604479313,
0.02708193100988865,
-0.004658311605453491,
-0.007127844728529453,
-0.022618882358074188,
-0.016097433865070343,
0.0006347373127937317,
-0.0004183715209364891,
0.0042307209223508835,
0.0030661686323583126,
-0.00867321528494358,
0.00680034002289176,
-0.0034779361449182034,
0.020648367702960968,
0.004123314283788204,
0.03329336270689964,
-0.005713596008718014,
0.01871657557785511,
0.014826377853751183,
-0.008855682797729969,
0.02639743499457836,
0.00066366046667099,
0.012677965685725212,
0.001613658620044589,
0.026816416531801224,
-0.004529380705207586,
0.07265828549861908,
-0.021973228082060814,
0.021434694528579712,
0.009193399921059608,
0.012165859341621399,
-0.005205633118748665,
-0.005256859585642815,
0.010192605666816235,
0.019743377342820168,
-0.009125230833888054,
-0.00931491144001484,
-0.016215667128562927,
0.0031171333976089954,
0.007933554239571095,
0.006721355486661196,
-0.016854174435138702,
-0.009168035350739956,
-0.01679203286767006,
-0.0031228705774992704,
0.00034126045648008585,
0.007394661661237478,
0.023286571726202965,
-0.022696198895573616,
-0.00939197838306427,
0.006878581829369068,
-0.008791987784206867,
-0.0086365956813097,
-0.008284211158752441,
-0.017887767404317856,
-0.0015454734675586224,
-0.007962794043123722,
0.013146981596946716,
0.0033249082043766975,
0.01633567549288273,
0.022332146763801575,
-0.005072574131190777,
0.0161238145083189,
-0.0050334325060248375,
-0.011369717307388783,
0.0015851492062211037,
0.001659334171563387,
0.002561992034316063,
0.008457118645310402,
-0.00042432965710759163,
0.008230458945035934,
0.007571356371045113,
0.022757727652788162,
0.014512622728943825,
0.014718125574290752,
0.014684797264635563,
0.002168284496292472,
-0.0061624497175216675,
0.026554379612207413,
-0.0018769311718642712,
-0.0058389827609062195,
0.0021914509125053883,
-0.018960390239953995,
0.014314603060483932,
0.007971220649778843,
0.022277744486927986,
-0.029824404045939445,
-0.016465185210108757,
-0.005573367699980736,
0.004259026143699884,
0.002348970854654908,
0.02122606709599495,
-0.012065766379237175,
-0.004607331473380327,
0.020365247502923012,
0.019978348165750504,
-0.0014550220221281052,
-0.002484409138560295,
0.004070693161338568,
-0.02153809368610382,
0.01687183603644371,
-0.016288718208670616,
0.004352432209998369,
0.01163896732032299,
0.014534592628479004,
0.002809574594721198,
-0.012400485575199127,
-0.018251750618219376,
-0.011201903223991394,
-0.03053617849946022,
0.000906890956684947,
0.012212470173835754,
0.013384323567152023,
0.007161606568843126,
-0.008890257216989994,
0.008571311831474304,
0.009190503507852554,
0.013431940227746964,
-0.00214013340882957,
-0.003399484558030963,
-0.0033984400797635317,
0.03439381718635559,
-0.013920753262937069,
0.005687335040420294,
0.00853373110294342,
-0.0014103925786912441,
0.02935872972011566,
0.031047910451889038,
0.010560249909758568,
0.03956335783004761,
-0.013205274939537048,
0.0021831649355590343,
-0.011347588151693344,
-0.01774638332426548,
0.009322203695774078,
0.019749661907553673,
-0.00681333290413022,
-0.02400418370962143,
0.008967282250523567,
-0.0029355385340750217,
-0.00821489654481411,
0.022636692970991135,
-0.0038897686172276735,
-0.007796141318976879,
0.020919229835271835,
-0.005783013999462128,
-0.018498746678233147,
-0.00689949793741107,
-0.008951185271143913,
0.016740648075938225,
0.017795026302337646,
-0.0022365935146808624,
-0.004931693430989981,
0.006740818731486797,
0.008930620737373829,
-0.010557923465967178,
0.013933530077338219,
0.024723025038838387,
0.0052274977788329124,
-0.013215070590376854,
0.012463293969631195,
-0.00093805231153965,
-0.0010841814801096916,
-0.00886758603155613,
-0.0021135087590664625,
0.008047912269830704,
0.02185704931616783,
-0.007541404105722904,
0.000041679246351122856,
-0.002160412259399891,
0.008348582312464714,
-0.024760380387306213,
0.03131549432873726,
-0.006640077568590641,
0.009310673922300339,
-0.0070770177990198135,
-0.002729476196691394,
0.012703117914497852,
-0.001554794260300696,
-0.004514383152127266,
0.009631816297769547,
0.014283956028521061,
0.00910254754126072,
-0.004292186349630356,
-0.02685711532831192,
-0.029437221586704254,
-0.007399450987577438,
0.011601878330111504,
-0.01944965496659279,
0.006738139316439629,
-0.002180707175284624,
0.008772231638431549,
-0.004583730362355709,
0.015183735638856888,
-0.0038359996397048235,
-0.01590084284543991,
0.03936830163002014,
-0.018915141001343727,
-0.0002576429396867752,
0.004845933057367802,
-0.005007629282772541,
-0.0052659036591649055,
0.005777065642178059,
0.015134353190660477,
-0.018925238400697708,
-0.0037945397198200226,
0.006251831538975239,
-0.021565817296504974,
-0.004885484464466572,
-0.010540345683693886,
-0.006757204420864582,
-0.00810057669878006,
-0.010999776422977448,
0.006442619487643242,
0.007749469485133886,
-0.0016729230992496014,
0.0026248577050864697,
-0.021251529455184937,
-0.025164077058434486,
0.004255824256688356,
0.0021762195974588394,
-0.017616359516978264,
-0.022778410464525223,
0.0007439220789819956,
0.0025528238620609045,
0.010349760763347149,
0.012814617715775967,
0.0018050232902169228
] |
[
0.209885373711586,
0.12090299278497696,
-0.08776317536830902,
0.4968559443950653,
-0.15896905958652496,
0.007857490330934525,
-0.20948806405067444,
-0.3158419132232666,
-0.19979876279830933,
-0.3746739625930786,
0.0856945589184761,
0.2753332555294037,
-0.40951165556907654,
0.35252970457077026,
-0.24041540920734406,
0.3468543291091919,
0.5131000280380249,
0.2479161024093628,
-0.11662227660417557,
-0.4971642792224884,
-0.23723186552524567,
0.1644659787416458,
-0.057990241795778275,
-0.17234934866428375,
0.362108051776886,
0.13907112181186676,
0.3510223925113678,
0.3600863218307495,
-0.6275891661643982,
-0.2101486474275589,
0.060338396579027176,
0.7366890907287598,
-0.32022374868392944,
0.010067281313240528,
-0.09297192841768265,
0.023977382108569145,
0.0932711660861969,
-0.2736459970474243,
-0.25238990783691406,
-0.43155980110168457,
0.3227309286594391,
0.2359355092048645,
-0.18348906934261322,
0.5805211663246155,
-0.8072598576545715,
-0.3937470614910126,
-1.7278696298599243,
0.017733098939061165,
-0.6141749620437622,
-0.5437924861907959,
-0.19962655007839203,
0.4847940504550934,
0.22742530703544617,
0.49338266253471375,
-0.24823199212551117,
0.38952168822288513,
-0.07817461341619492,
-0.36555424332618713,
0.28110161423683167,
-0.6853709816932678,
0.6763455271720886,
0.17793641984462738,
0.21247370541095734,
-0.07301584631204605,
0.0018338870722800493,
0.34152209758758545,
0.055077336728572845,
-0.07165947556495667,
-0.334953248500824,
-0.34680604934692383,
-0.05890575051307678,
-0.5671490430831909,
-0.4818227291107178,
0.14193929731845856,
-0.7707569003105164,
0.4919125437736511,
0.08677175641059875,
-0.08496041595935822,
-0.1672574132680893,
-0.12587735056877136,
-0.6624799370765686,
0.2014392614364624,
0.47672927379608154,
-0.4031475782394409,
0.9092912673950195,
-0.044340670108795166,
-0.2982977330684662,
0.4554261863231659,
-0.3889022171497345,
0.7717903852462769,
-0.07835983484983444,
-0.5743999481201172,
0.2940692603588104,
0.11929400265216827,
0.1801675260066986,
0.23257480561733246,
0.46777015924453735,
-0.024332460016012192,
0.5705780386924744,
0.17116571962833405,
-0.2205376774072647,
-0.5946939587593079,
0.07690069079399109,
-0.03147366642951965,
0.12798252701759338,
-0.4635898768901825,
-0.40786120295524597,
-0.6603184938430786,
-0.31049787998199463,
0.08435244113206863,
-0.5826531052589417,
0.08126071840524673,
0.13905154168605804,
0.15558043122291565,
0.00026891156448982656,
0.0031743124127388,
0.0892689898610115,
0.30475783348083496,
-0.465003103017807,
0.46873635053634644,
0.23025012016296387,
0.9470529556274414,
0.24237683415412903,
0.06837794929742813,
0.0046273451298475266,
0.10907614976167679,
0.5925451517105103,
0.9028811454772949,
-0.4376393258571625,
0.1358225792646408,
-0.04194747284054756,
0.7622397541999817,
0.05003679543733597,
0.10438348352909088,
-0.3156437575817108,
-0.26254016160964966,
-0.33088967204093933,
-0.13872882723808289,
-0.07542738318443298,
-0.5764033198356628,
-0.36346435546875,
-0.7381611466407776,
0.01572936587035656,
0.12514130771160126,
0.32787978649139404,
-0.3436535596847534,
0.06862501055002213,
-0.3366704285144806,
-0.2697089612483978,
0.5483536124229431,
-0.10849788039922714,
0.4658660888671875,
-0.41727137565612793,
0.11658579111099243,
-0.31671619415283203,
0.3775700032711029,
0.07995982468128204,
-0.010351398028433323,
-0.490973562002182,
0.4684254825115204,
0.10962055623531342,
0.27562415599823,
-0.7022614479064941,
-0.599302351474762,
0.10939927399158478,
-0.614467203617096,
0.5205556750297546,
0.7131409645080566,
0.05159694701433182,
0.08238247781991959,
-0.16229195892810822,
-0.33680927753448486,
-0.02688995748758316,
-0.2228594571352005,
-0.3129919469356537,
0.5495175719261169,
-0.1873614341020584,
-0.0674355998635292,
0.7867844700813293,
0.4955926835536957,
-0.6347832083702087,
0.13617578148841858,
0.3335942029953003,
-0.6454575061798096,
0.639728307723999,
0.3151017129421234,
0.09951241314411163,
-0.43369296193122864,
-0.3933785557746887,
-0.5836832523345947,
-0.027831658720970154,
0.025294775143265724,
-0.06073850393295288,
-1.20331871509552,
1.0261417627334595,
-0.011446301825344563,
-0.5919691324234009,
1.0175524950027466,
-0.1899312287569046,
-0.017458150163292885,
-0.43946748971939087,
-0.2747817635536194,
0.2147376984357834,
-0.21950675547122955,
-0.15225695073604584,
0.21410878002643585,
0.17569749057292938,
0.18846416473388672,
-0.6123290657997131,
0.14112892746925354,
0.28375864028930664,
-0.1831108033657074,
-0.009954872541129589,
-0.40821927785873413,
0.2942681312561035,
0.365263432264328,
-0.37023070454597473,
0.6674799919128418,
0.027011726051568985,
0.009017267264425755,
0.693227231502533,
-0.3512890338897705,
0.1440601497888565,
0.48413345217704773,
-0.06129756569862366,
0.5850059390068054,
0.6607577800750732,
0.2906629741191864,
0.9916757941246033,
-0.8247646689414978,
0.28763535618782043,
0.16874068975448608,
0.6903992295265198,
-0.957751452922821,
-0.25869107246398926,
-0.02244449593126774,
0.24991483986377716,
-0.38040298223495483,
-0.2318577915430069,
0.15819129347801208,
0.07367479056119919,
0.6174575090408325,
-0.1714957356452942,
0.3025286793708801,
0.034783538430929184,
-0.352402001619339,
-0.5697475671768188,
0.2670198082923889,
-0.448647141456604,
-0.035296712070703506,
-0.08803149312734604,
0.43488264083862305,
0.3007061183452606,
-0.5213844776153564,
0.05599005147814751,
-0.1625680774450302,
-0.3837674558162689,
-0.3491145968437195,
0.25109413266181946,
0.40800485014915466,
0.16647663712501526,
-0.019429173320531845,
-0.20260357856750488,
-0.13847386837005615,
-0.15811264514923096,
-0.27874433994293213,
-0.7579482197761536,
-0.1971292495727539,
0.4590034484863281,
1.1642705202102661,
0.6588478088378906,
-0.6566528081893921,
-0.2181803435087204,
0.33936822414398193,
0.09200022369623184,
-0.8474454283714294,
0.18167473375797272,
0.4731099605560303,
-0.9449422359466553,
-0.8105211853981018,
-0.21734808385372162,
0.5970290303230286,
0.7966270446777344,
-0.2758125364780426,
-0.08970915526151657,
-0.45216894149780273,
0.08556346595287323,
-0.09606749564409256,
0.0038566286675632,
0.0009587742388248444,
-0.20384225249290466,
0.7219843864440918,
-0.4202699363231659,
-0.5109402537345886,
0.6480211019515991,
0.9022529721260071,
-0.10662887990474701,
0.2686936557292938,
0.27597278356552124,
-0.20429834723472595,
-0.37757158279418945,
0.2011713683605194,
-0.22054295241832733,
-0.16667310893535614,
0.20637284219264984,
-0.40738195180892944,
-0.4518928825855255,
0.5491143465042114,
-5.837996482849121,
-0.3120938241481781,
-0.3184092938899994,
0.09506148099899292,
-0.46616455912590027,
0.2379220575094223,
1.0253208875656128,
-0.01205240748822689,
0.11073081940412521,
0.08493012934923172,
0.3130010664463043,
-0.3313229978084564,
-0.3237323760986328,
0.6591625213623047,
0.569074273109436,
0.24302174150943756,
0.40763118863105774,
0.20798899233341217,
-0.005606457125395536,
0.18193116784095764,
-0.09248120337724686,
-0.2198430746793747,
-0.25663474202156067,
0.6136395931243896,
-0.17051823437213898,
-0.2896162271499634,
-0.9785041213035583,
0.500871479511261,
0.007270499132573605,
-0.12973034381866455,
0.04729863628745079,
-0.135928213596344,
-0.5733258724212646,
-0.3459396958351135,
0.46710124611854553,
0.40093934535980225,
0.20647147297859192,
-0.2362179011106491,
-0.11413963884115219,
-0.31007441878318787,
0.5018882155418396,
0.963193953037262,
0.2636829912662506,
0.1427631676197052,
0.4407671093940735,
-0.20767538249492645,
-0.3713909387588501,
0.24505004286766052,
-0.6024677753448486,
0.18690542876720428,
-0.12502440810203552,
0.011829540133476257,
0.21282841265201569,
-0.3219577670097351,
0.1353280246257782,
-0.2833692133426666,
0.14189228415489197,
-0.2763352692127228,
-0.44976574182510376,
0.31889450550079346,
0.3955235183238983,
-0.4671938717365265,
0.6380136609077454,
-0.3906935453414917,
-0.9467689394950867,
0.015170893631875515,
-0.8330773711204529,
-0.39346998929977417,
0.19122858345508575,
0.24939517676830292,
-0.6851500272750854,
0.24075298011302948,
-0.004963860847055912,
-0.4230828583240509,
0.307402640581131,
-0.1795039027929306,
0.7123501300811768,
0.32020214200019836,
0.3149123787879944,
0.2313888520002365,
-0.0014964467845857143,
-0.63262540102005,
0.007890025153756142,
0.05405319482088089,
-0.06129537522792816,
-0.18787036836147308,
-0.11283345520496368,
0.13610732555389404,
-0.8812580704689026,
0.15999291837215424,
0.4695034921169281,
0.210232675075531,
0.14460930228233337,
0.7519099712371826,
0.18283863365650177,
0.44592851400375366,
0.4703354835510254,
-0.3357140123844147,
0.3517337441444397,
-0.08621657639741898,
0.5416571497917175,
-0.17914816737174988,
-0.277246356010437,
-0.6715111136436462,
0.05454691872000694,
0.18862727284431458,
-0.47905999422073364,
0.24004919826984406,
0.725955069065094,
-0.21913185715675354,
0.11072838306427002,
0.5682695508003235,
-0.2766375243663788,
-0.07773058116436005,
0.2820982336997986,
0.27133846282958984,
-0.391539067029953,
-0.25158631801605225,
0.274418443441391,
-0.05749441683292389,
0.12148494273424149,
0.14756567776203156,
-0.43307194113731384,
-0.002141139004379511,
-0.1951768696308136,
-0.6721176505088806,
0.2032560557126999,
0.6177879571914673,
-0.03993915393948555,
-0.015866626054048538,
0.31023404002189636,
0.4072219729423523,
-0.4990847110748291,
-0.05866524949669838,
0.34277287125587463,
-0.437967449426651,
0.24342650175094604,
0.16452322900295258,
0.044249217957258224,
-0.5814082622528076,
0.9405078291893005,
-0.3164757192134857,
-0.033660147339105606,
0.17110945284366608,
0.2451397180557251,
-0.2725019156932831,
-0.18585741519927979,
0.016013577580451965,
-0.2821168899536133,
0.07265056669712067,
-0.4123050570487976,
-0.5084725618362427,
0.30730140209198,
-0.05316777899861336,
0.13067346811294556,
-0.19195367395877838,
0.6476321816444397,
0.05863063037395477,
0.44231975078582764,
-0.7043976783752441,
0.18214096128940582,
0.10127681493759155,
-0.8346928358078003,
0.10422146320343018,
-0.11413346230983734,
0.022443965077400208,
-1.097488284111023,
0.07484795898199081,
0.22338299453258514,
0.5965932607650757,
0.09816952794790268,
-0.824637234210968,
-0.0005853694747202098,
-0.6193243265151978,
-0.022818349301815033,
0.01041387114673853,
0.1234205886721611,
0.10769430547952652,
-0.3642007112503052,
-0.4273068904876709,
-0.1668747216463089,
-0.30881133675575256,
-0.4106144607067108,
0.26505061984062195,
0.4838239252567291,
0.37322095036506653,
0.3852059841156006,
0.5431172847747803,
-0.6704987287521362,
-0.4063848555088043,
0.19494718313217163,
0.3536653220653534,
0.3594716787338257,
0.13033586740493774,
0.30994662642478943,
-0.22103680670261383,
0.5009209513664246,
0.003924927208572626,
-0.48713991045951843,
-0.05144953727722168,
0.29879194498062134,
0.17050400376319885,
-0.5937379598617554,
0.11381612718105316,
0.3947865664958954,
-0.3536759316921234,
0.04444155842065811,
-0.06283241510391235,
-0.2956404387950897,
-0.05304528772830963,
-0.7850898504257202,
-0.22129029035568237,
-0.1911051720380783,
-0.1129765510559082,
-0.3260880708694458,
-0.2316732555627823,
0.38410183787345886,
0.05648140236735344,
0.01659945584833622,
0.3789496421813965,
0.42935511469841003,
-0.2308109700679779,
-0.28535670042037964,
0.016475429758429527,
0.009178810752928257,
0.2835575044155121,
0.5129159688949585,
-0.2961452305316925,
-0.3483540117740631,
0.19771027565002441,
-0.4794287383556366,
-0.310563325881958,
0.031220538541674614,
0.1638774424791336,
-0.346379816532135,
-0.3998212218284607,
-0.15766891837120056,
0.5165714621543884,
-0.21613670885562897,
-0.44918352365493774,
0.07043029367923737,
0.6028634905815125,
0.07516510784626007,
-0.1714828461408615,
-0.007679288741201162,
0.2782772183418274,
0.21727833151817322,
-0.36309653520584106,
-0.6897281408309937,
-0.027846042066812515,
0.01723843440413475,
0.15643790364265442,
-0.14578337967395782,
0.4126735031604767,
0.263813853263855,
0.33992624282836914,
-0.3055616617202759,
-0.33638089895248413,
0.2277388721704483,
0.5725051760673523,
0.1414833813905716,
-0.579954981803894,
-0.28059616684913635,
-0.6386707425117493,
0.16986891627311707,
0.5744693875312805,
-0.49730774760246277,
0.054506175220012665,
0.3102087676525116,
-0.4802703559398651,
0.22732864320278168,
0.06541908532381058,
0.39433151483535767,
0.7741038203239441,
0.3896506428718567,
-0.17316177487373352,
0.055651914328336716,
0.2936376929283142,
-0.43018943071365356,
0.014274952933192253,
-0.21651223301887512,
-0.42611151933670044,
0.1894742101430893,
-0.3736974000930786,
0.4206727147102356,
-0.10071296989917755,
0.13819216191768646,
-0.003943044226616621,
0.03340468183159828,
-0.31206467747688293,
-0.7214407920837402,
0.26227664947509766,
-0.45494943857192993,
-0.0643828958272934,
-0.22217649221420288,
-0.17937734723091125,
0.5960467457771301,
0.4544484317302704,
0.15521804988384247,
0.21902327239513397,
-0.23056714236736298,
0.31839826703071594,
0.3376504182815552,
-0.5720717310905457,
0.6860176920890808,
0.09405907988548279,
0.062387727200984955,
0.083955779671669,
0.09655260294675827,
-0.00007490986899938434,
0.2861390709877014,
-0.1530039757490158,
-0.029254110530018806,
0.35595041513442993,
-0.4870027005672455,
-0.1458025425672531,
0.3522557020187378,
-0.24680200219154358,
1.0878745317459106,
0.3971576690673828,
-0.13889934122562408,
0.32897183299064636,
0.7973913550376892,
-0.3373700678348541,
0.009858187288045883,
0.4885014593601227,
-0.13065452873706818,
0.5028385519981384,
-0.197605162858963,
0.012935150414705276,
0.5518766641616821,
0.651777446269989,
-0.11084850877523422,
0.17674152553081512,
-0.055181242525577545,
0.3522515594959259,
0.13011059165000916,
-0.7965012192726135,
0.041325755417346954,
0.03631787747144699,
0.343341588973999,
-0.19652362167835236,
-0.48311907052993774,
-0.19629061222076416,
-0.3471441864967346,
0.1635117083787918,
0.31951236724853516,
-0.03572174534201622,
-0.5052419304847717,
0.7335341572761536,
0.09467580169439316,
0.22727425396442413,
0.23621386289596558,
0.22954973578453064,
-0.3751308023929596,
-0.34415143728256226,
0.3591184616088867,
0.005491992458701134,
-0.2988610565662384,
0.40322306752204895,
0.24843190610408783,
0.6361545324325562,
-0.3757094442844391,
-0.20509102940559387,
-0.27503904700279236,
0.05679582059383392,
0.5017685890197754,
-0.031631290912628174,
0.426663875579834,
0.14461159706115723,
-0.3066159188747406,
0.3854069709777832,
-0.07213340699672699,
0.9167719483375549,
0.028335515409708023,
-0.6432786583900452,
0.3228188455104828,
0.4880272150039673,
-0.11033038049936295,
-0.017260517925024033,
0.17172026634216309,
0.15737086534500122,
0.0009607739048078656,
-0.5141015648841858,
-0.2044125497341156,
-0.5761961936950684,
0.14824500679969788,
0.18290193378925323,
-0.05255716294050217,
-0.1664774864912033,
-0.11250559985637665,
-0.5771005749702454,
-0.06132040545344353,
0.04525350034236908,
0.02045537158846855,
-0.02922803722321987,
-0.8036295175552368,
0.9191238880157471,
0.1257512867450714,
-0.1915607899427414,
-0.11956734210252762,
0.10494488477706909,
0.15553827583789825,
0.30655190348625183,
-0.1313675045967102,
0.25938960909843445,
-0.5436812043190002,
0.16037699580192566,
-0.39721038937568665,
0.17451803386211395,
0.3085842728614807,
-0.5444534420967102,
-0.4821437895298004,
-0.1605561524629593,
0.3796611726284027,
-0.26938512921333313,
0.15322552621364594,
0.01966797560453415,
-0.18033553659915924,
-0.08165499567985535,
-0.27915605902671814,
-0.27837175130844116,
0.5493667721748352,
-0.03954993188381195,
0.04536456987261772,
-0.2652042508125305,
0.23040340840816498,
-0.1575874239206314,
-0.3080107271671295,
0.5731158256530762,
-0.1656958907842636,
0.13918840885162354,
-0.5839720964431763,
0.7994203567504883,
0.005313764326274395,
-0.4414965808391571,
-0.12149427086114883,
0.19480615854263306,
0.7314133048057556,
-0.3943127691745758,
-0.1348491907119751,
-0.20928102731704712,
-0.04983871802687645,
0.21666774153709412,
-0.4365297853946686,
0.9641631245613098,
-0.2577041685581207,
-0.29361197352409363,
-0.7894425988197327,
0.6442190408706665,
0.05400702357292175,
-0.40500715374946594,
-0.610174298286438,
0.09618217498064041,
-0.7567436695098877,
0.17543095350265503,
-0.14177563786506653,
-0.6580746173858643,
-0.3981040418148041,
-0.13253042101860046
] |
Cloud-based speech recognition systems enhance Web surfing, transportation, health care, etc. For example, using voice commands helps drivers search the Internet without affecting traffic safety risks. User frustration with network traffic problems can affect the usability of these applications. The performance of these type of applications should be robust in difficult network conditions. We evaluate the performance of several client-server speech recognition applications, under various network conditions. We measure transcription delay and accuracy of each application under different packet loss and jitter values. Results of our study show that performance of client-server speech recognition systems is affected by jitter and packet loss; which commonly occur in WiFi and cellular networks.
|
[
-0.006641055922955275,
0.004218499641865492,
-0.017231760546565056,
0.0060388012789189816,
0.01870495080947876,
-0.00830460712313652,
0.010601738467812538,
0.010498292744159698,
-0.015722280368208885,
0.014958660118281841,
-0.013184994459152222,
0.02490324154496193,
-0.00035015237517654896,
0.025538042187690735,
0.007728438824415207,
-0.0077394237741827965,
0.009104623459279537,
-0.011323676444590092,
0.010078216902911663,
0.015217375010251999,
0.0078025017865002155,
0.013270935975015163,
0.010212356224656105,
0.021668680012226105,
-0.002611560747027397,
0.03418383374810219,
0.004978165030479431,
-0.02445797435939312,
-0.025328293442726135,
0.01553383283317089,
-0.0014668318908661604,
-0.0036234038416296244,
0.00611523725092411,
0.009297128766775131,
0.0023645851761102676,
0.008138435892760754,
-0.005963640287518501,
0.008944746106863022,
0.023598555475473404,
-0.003907293081283569,
0.003785534994676709,
0.002196268644183874,
-0.0032213926315307617,
-0.014898547902703285,
-0.009152386337518692,
0.006634713150560856,
0.0008913523051887751,
0.026481885462999344,
-0.008300011977553368,
0.007814968936145306,
-0.006510051898658276,
-0.002525658579543233,
-0.0031815404072403908,
0.035488925874233246,
-0.007947864942252636,
-0.009381404146552086,
0.02000223845243454,
0.02578767016530037,
-0.00228753755800426,
-0.00859810970723629,
0.019473053514957428,
-0.0057946620509028435,
-0.010216735303401947,
0.00457508210092783,
-0.005659912247210741,
-0.0665191113948822,
-0.007366317790001631,
0.014999858103692532,
0.018537897616624832,
0.0027510803192853928,
0.007711923215538263,
0.01611814834177494,
-0.03105848841369152,
-0.012343842536211014,
0.003834799397736788,
0.011129634454846382,
-0.005100524052977562,
-0.019828902557492256,
0.00599889038130641,
0.014980267733335495,
-0.0034038228914141655,
-0.010839728638529778,
-0.02291126549243927,
0.013425011187791824,
0.005541895050555468,
-0.015861686319112778,
0.0043939827010035515,
-0.013421399518847466,
-0.009725110605359077,
0.011779975146055222,
0.015899598598480225,
0.007260661572217941,
-0.05415427312254906,
0.02335469424724579,
-0.016121985390782356,
0.011472069658339024,
0.007358810864388943,
-0.013446936383843422,
0.03741925209760666,
-0.005391200538724661,
0.004030508920550346,
0.0017461725510656834,
0.029038656502962112,
-0.011377827264368534,
0.009814528748393059,
0.011737635359168053,
0.015043080784380436,
0.017609834671020508,
-0.01186373084783554,
0.01193217746913433,
0.025451133027672768,
0.010425867512822151,
-0.021635254845023155,
0.025669455528259277,
0.01876940205693245,
-0.00985815841704607,
0.024929804727435112,
-0.012683005072176456,
0.009487626142799854,
-0.026838459074497223,
-0.025073040276765823,
-0.02526349574327469,
0.008461175486445427,
-0.020253974944353104,
0.006806686520576477,
0.0065660858526825905,
-0.02053057588636875,
0.001662632916122675,
-0.026176724582910538,
0.008702385239303112,
-0.012488340958952904,
-0.001443251734599471,
-0.016247984021902084,
-0.005028199404478073,
-0.005064140539616346,
-0.01129903458058834,
0.0045010922476649284,
-0.0043467022478580475,
0.00729997456073761,
-0.029290813952684402,
-0.0027501345612108707,
0.011539231985807419,
0.0007427805103361607,
0.012856222689151764,
0.017795542255043983,
-0.00722232460975647,
0.025078609585762024,
0.016548389568924904,
0.01907246559858322,
-0.04353805631399155,
-0.0030418469104915857,
-0.017382118850946426,
-0.001172543503344059,
-0.0244477279484272,
0.03270933777093887,
0.0008901637047529221,
-0.005616508424282074,
-0.020504772663116455,
-0.002245526295155287,
-0.0044179996475577354,
0.045416273176670074,
-0.008559753187000751,
0.009358479641377926,
0.010432728566229343,
0.025995604693889618,
0.007333490531891584,
0.009529863484203815,
-0.011615414172410965,
0.000283549539744854,
0.002582848072052002,
-0.0011704511707648635,
0.016027625650167465,
0.0002302965149283409,
0.0027809885796159506,
-0.014630621299147606,
-0.005272428505122662,
0.017665596678853035,
0.008210758678615093,
0.001236746204085648,
0.06645451486110687,
-0.0022219871170818806,
-0.006286022253334522,
-0.023379359394311905,
0.022803323343396187,
0.004044553264975548,
-0.00863467063754797,
0.028712457045912743,
-0.0054680705070495605,
0.009215215221047401,
-0.010233847424387932,
-0.0487484447658062,
-0.02867279201745987,
0.00014558364637196064,
-0.00020051118917763233,
0.011176563799381256,
0.005122162401676178,
-0.0008989345515146852,
-0.003985750023275614,
-0.0026830739807337523,
0.007112373597919941,
0.00968346931040287,
0.016401350498199463,
0.010780993849039078,
-0.012482390739023685,
-0.004044737666845322,
0.014173312112689018,
0.014846032485365868,
-0.009462779387831688,
-0.005103950388729572,
0.014362100511789322,
0.03477484732866287,
-0.005448775365948677,
-0.01797965168952942,
-0.0037463270127773285,
0.0032380963675677776,
0.01988130435347557,
0.010629594326019287,
-0.0020274275448173285,
0.003083507064729929,
-0.01444291416555643,
0.004889798350632191,
-0.012203238904476166,
0.02333672344684601,
-0.02245860919356346,
0.006729844957590103,
-0.015095992013812065,
-0.02814001403748989,
0.014785371720790863,
0.012482397258281708,
-0.007243327796459198,
-0.004864639602601528,
-0.03885573893785477,
-0.007368798367679119,
0.002167259342968464,
0.02444284036755562,
-0.00260785105638206,
0.011146820150315762,
-0.011007784865796566,
0.012649087235331535,
-0.012808969244360924,
-0.012233665212988853,
-0.007474126294255257,
0.010112014599144459,
-0.015758581459522247,
0.009104765951633453,
0.01047077588737011,
-0.004760704934597015,
-0.019177772104740143,
-0.015081376768648624,
-0.01344616524875164,
0.0028255481738597155,
-0.0067935967817902565,
0.023541543632745743,
0.013021951541304588,
-0.019424792379140854,
-0.019338831305503845,
0.014281990006566048,
-0.019123956561088562,
0.02834795042872429,
-0.010298561304807663,
0.008711056783795357,
0.006511933635920286,
-0.006937801837921143,
-0.0072137475945055485,
0.013436962850391865,
0.02478499710559845,
0.002339090220630169,
0.002100162673741579,
-0.01841006800532341,
-0.004033330362290144,
0.002363678300753236,
-0.0072092898190021515,
0.004361285362392664,
-0.08179990947246552,
-0.009441825561225414,
0.011610591784119606,
0.022885698825120926,
0.012628525495529175,
-0.0019187007565051317,
-0.016138004139065742,
0.050611644983291626,
-0.016388937830924988,
0.020346805453300476,
0.013751532882452011,
-0.017906218767166138,
-0.02016201987862587,
-0.02728332206606865,
0.02076612040400505,
-0.012715563178062439,
0.011001195758581161,
0.004862044006586075,
0.018053453415632248,
0.025660157203674316,
0.03235476464033127,
0.010851786471903324,
0.008077647536993027,
0.009883761405944824,
-0.05638166144490242,
0.017987119033932686,
0.0014877149369567633,
-0.018811369314789772,
0.023630617186427116,
0.002519869012758136,
0.0016989517025649548,
-0.006128191947937012,
-0.009724954143166542,
0.0009584440849721432,
0.0023335376754403114,
0.00858535896986723,
-0.015106303617358208,
-0.017167897894978523,
0.002650335431098938,
-0.0006643314845860004,
0.014625404961407185,
0.004123713821172714,
-0.00455437833443284,
0.01868363469839096,
0.0023346405941993,
0.021984519436955452,
0.004131212830543518,
0.04567447677254677,
0.0060217054560780525,
0.007224302273243666,
0.005371980369091034,
-0.005272634327411652,
0.01137000136077404,
0.011561691761016846,
0.007759789004921913,
-0.013658581301569939,
-0.0053292675875127316,
-0.01072847843170166,
-0.011376893147826195,
-0.014046220108866692,
-0.011616489849984646,
-0.002310549607500434,
-0.012327112257480621,
0.02140897698700428,
-0.004483398050069809,
-0.024874478578567505,
0.006388794630765915,
0.0064382487908005714,
-0.01500040851533413,
0.0030647143721580505,
-0.0045080119743943214,
0.0026191528886556625,
-0.02749830111861229,
-0.0016435837605968118,
-0.02414095401763916,
-0.01650875248014927,
-0.012026771903038025,
0.002771920757368207,
0.06102955713868141,
0.013078272342681885,
0.006883799098432064,
0.005098463501781225,
-0.0024425270967185497,
0.02251313626766205,
-0.01261746697127819,
0.0032469374127686024,
0.0017119772965088487,
-0.0066721499897539616,
0.010424723848700523,
-0.006960589438676834,
0.04888434708118439,
-0.012316014617681503,
0.035193998366594315,
0.004017646424472332,
0.0020851970184594393,
0.0020891758613288403,
-0.02980288490653038,
-0.009105201810598373,
-0.014263185672461987,
0.011307865381240845,
0.007082733325660229,
-0.0010817451402544975,
-0.00879520270973444,
-0.0019007199443876743,
-0.014293964952230453,
0.010148158296942711,
-0.00744557473808527,
0.003057964378967881,
0.000918590696528554,
-0.007148216012865305,
-0.013426259160041809,
-0.01696615293622017,
-0.014476140029728413,
0.005521778948605061,
0.00024564587511122227,
-0.002771507715806365,
-0.0016541520599275827,
-0.01887272298336029,
0.0720679759979248,
0.002244399394840002,
0.022417806088924408,
-0.016265183687210083,
0.011386856436729431,
-0.01503245159983635,
0.006218583323061466,
-0.007877368479967117,
0.007617010269314051,
-0.020458899438381195,
0.015030141919851303,
-0.0015370703767985106,
0.032923080027103424,
0.007169161923229694,
-0.0011813454329967499,
0.011731883510947227,
-0.012928282842040062,
-0.027132853865623474,
0.003668852150440216,
-0.03471626341342926,
-0.0019318340346217155,
-0.00940790306776762,
0.011452557519078255,
0.02903018146753311,
0.012295088730752468,
-0.02846596948802471,
-0.015447832643985748,
-0.011523835361003876,
0.010918518528342247,
0.0006160814664326608,
0.00939052365720272,
-0.02835889160633087,
-0.0008449589950032532,
-0.007534129545092583,
0.006415019743144512,
-0.027882469817996025,
-0.0026576174423098564,
-0.028611542657017708,
-0.008088670670986176,
0.00033128494396805763,
0.017999496310949326,
-0.015023146755993366,
0.0019466276280581951,
0.009194677695631981,
0.03175027668476105,
0.006348037626594305,
0.01425405777990818,
-0.004719739779829979,
0.004701740574091673,
0.012775806710124016,
-0.014372527599334717,
0.017599012702703476,
0.012463785707950592,
-0.006431311834603548,
0.009464521892368793,
0.016624392941594124,
0.011254766024649143,
0.0016819708980619907,
0.019611872732639313,
-0.0015579811297357082,
-0.024203581735491753,
0.001445619622245431,
-0.012658788822591305,
-0.025060439482331276,
0.004232036881148815,
-0.004150304477661848,
0.001373449107632041,
-0.015958230942487717,
-0.020957641303539276,
0.02768009528517723,
-0.011192956008017063,
-0.020059112459421158,
-0.012210382148623466,
-0.004854616243392229,
-0.016283605247735977,
0.01082945428788662,
0.004956411197781563,
-0.003556467592716217,
0.005426795221865177,
-0.03119560517370701,
0.029126232489943504,
0.0042442819103598595,
0.016887199133634567,
-0.00757945841178298,
-0.0015870444476604462,
0.011015692725777626,
-0.014782867394387722,
-0.07514110952615738,
0.00018072966486215591,
0.015758391469717026,
-0.011809932999312878,
0.008288214914500713,
0.018608566373586655,
-0.020111721009016037,
-0.014895467087626457,
0.02354329265654087,
-0.014082610607147217,
-0.024814579635858536,
-0.01739347353577614,
-0.024244895204901695,
-0.003826279891654849,
0.012375774793326855,
-0.009156400337815285,
-0.029428530484437943,
0.006573250517249107,
0.014504646882414818,
0.03839780390262604,
-0.027120307087898254,
-0.024845700711011887,
-0.006769738160073757,
-0.0001279872376471758,
0.005763312801718712,
-0.0809236690402031,
-0.0058828070759773254,
0.009623617865145206,
-0.012988215312361717,
-0.011979600414633751,
-0.003259990829974413,
0.01513106282800436,
-0.0147281838580966,
0.010744844563305378,
-0.016154766082763672,
-0.018621601164340973,
0.015520833432674408,
-0.0008673807606101036,
-0.01253218948841095,
0.00009328685700893402,
-0.0029449244029819965,
0.019473571330308914,
0.006473330780863762,
0.004350139759480953,
-0.004132687114179134,
0.009701111353933811,
-0.006647065281867981,
-0.00790693610906601,
0.006415549665689468,
-0.022962411865592003,
-0.01760215125977993,
-0.011359249241650105,
0.006166011095046997,
0.01388823613524437,
-0.018439166247844696,
0.012700241059064865,
-0.012611383572220802,
-0.003160146065056324,
0.01161137968301773,
-0.008019401691854,
-0.012885672971606255,
-0.02000998891890049,
0.0013401765609160066,
-0.012389147654175758,
-0.003811456263065338,
-0.00876923929899931,
0.013343768194317818,
-0.0076807523146271706,
0.014942919835448265,
0.003137774532660842,
-0.00641725305467844,
0.0049728332087397575,
-0.014607546851038933,
0.01318173948675394,
-0.0019633870106190443,
-0.00002138456329703331,
0.028937384486198425,
0.028594564646482468,
-0.005799485370516777,
-0.005276934243738651,
0.021846111863851547,
-0.017233647406101227,
0.023352522403001785,
-0.02330421470105648,
0.0129553759470582,
-0.009265055879950523,
0.009639449417591095,
-0.012084981426596642,
0.07141446322202682,
-0.03966677933931351,
0.00334499916061759,
-0.015758678317070007,
-0.009696748107671738,
-0.0019468979444354773,
-0.006400391925126314,
0.0027262079529464245,
0.020150497555732727,
-0.018563583493232727,
0.005008618347346783,
-0.00039925193414092064,
-0.002834910759702325,
0.0049024056643247604,
0.033564791083335876,
-0.004719259217381477,
-0.0004762224853038788,
-0.020263249054551125,
0.029947584494948387,
0.0006082169711589813,
-0.033757828176021576,
0.008897635154426098,
0.0014814669266343117,
0.033478230237960815,
0.018278295174241066,
-0.007884960621595383,
-0.019254939630627632,
0.018776696175336838,
-0.014370545744895935,
-0.014025081880390644,
-0.029100406914949417,
0.026308191940188408,
0.005108026321977377,
0.005609850399196148,
0.0304556917399168,
0.0016031342092901468,
0.01764671690762043,
-0.0018905812175944448,
-0.017488643527030945,
-0.011821767315268517,
0.017949562519788742,
-0.01575477235019207,
0.0005361838266253471,
0.0009066425263881683,
0.016563354060053825,
-0.005124354735016823,
0.05679607018828392,
0.015043930150568485,
0.0256483294069767,
0.006888579111546278,
0.013009598478674889,
0.002287439536303282,
0.021717635914683342,
-0.03056343086063862,
-0.0145054766908288,
-0.019367771223187447,
0.014558539725840092,
0.006844620686024427,
-0.022862158715724945,
-0.015584004111588001,
-0.019690249115228653,
-0.0072919633239507675,
-0.003041805699467659,
0.0011328300461173058,
0.0021704421378672123,
-0.009037191048264503,
-0.017592236399650574,
-0.015750087797641754,
-0.017771996557712555,
0.009126477874815464,
0.007665777578949928,
0.02331320382654667,
0.0035351961851119995,
-0.015078090131282806,
0.019631534814834595,
0.02384023740887642,
-0.03557146340608597,
-0.013406984508037567,
0.016995012760162354,
0.017709828913211823,
0.0033073234371840954,
-0.012860114686191082,
-0.014483596198260784,
-0.010494180023670197,
-0.0063514551147818565,
0.013080812059342861,
-0.023331597447395325,
-0.014706452377140522,
-0.0020297556184232235,
0.014057493768632412,
0.015985239297151566,
0.004578102380037308,
0.0069447774440050125,
0.0063417330384254456,
0.008348848670721054,
0.036433614790439606,
-0.016057275235652924,
0.015283087268471718,
0.004159567877650261,
0.02017580345273018,
0.017776882275938988,
0.02384483627974987,
-0.017947569489479065,
-0.006838690955191851,
-0.013570255599915981,
0.0016569227445870638,
-0.01639264076948166,
-0.014931914396584034,
-0.008245708420872688,
-0.01512148231267929,
0.0075370692647993565,
0.0005232291296124458,
0.011336768046021461,
0.04696458578109741,
0.020571930333971977,
-0.004561167676001787,
-0.00846940465271473,
-0.016694851219654083,
0.01624654233455658,
-0.009255939163267612,
-0.00018137157894670963,
0.012159992009401321,
0.002911660587415099,
0.01275421679019928,
0.006699830759316683,
-0.021458525210618973,
-0.014905985444784164,
0.014678100124001503,
0.023326579481363297,
0.005158800631761551,
0.012179985642433167,
0.03344450891017914,
-0.02777193672955036,
-0.0017541111446917057,
0.008789561688899994,
0.03744204342365265,
0.010625440627336502,
0.0008867240976542234,
-0.0005315449088811874,
-0.015360284596681595,
0.012006036005914211,
-0.014365395531058311,
-0.00612119073048234,
-0.01049739122390747,
0.009279224090278149,
0.0161111019551754,
-0.010734112933278084,
0.006915733218193054,
0.008871481753885746,
0.01772668957710266,
0.007408719044178724,
0.01033511571586132,
0.03316617012023926,
-0.008117903023958206,
-0.01809714175760746,
0.019629105925559998,
-0.0053374990820884705,
0.007048938423395157,
-0.022795315831899643,
0.0065569281578063965,
0.0075324359349906445,
-0.01355547085404396,
-0.003100012429058552,
0.0029959154780954123,
0.03883606195449829,
-0.009231438860297203,
-0.037830106914043427,
-0.005485911853611469,
-0.007057470735162497,
-0.02148350328207016,
-0.008470188826322556,
-0.0063720522448420525,
-0.02461836487054825,
0.009310628287494183,
-0.010059052146971226,
-0.010084608569741249,
-0.0153687484562397,
0.011938420124351978,
-0.025844523683190346,
0.01261444017291069,
0.034145087003707886,
-0.0007657445967197418,
-0.027273010462522507,
-0.009657589718699455,
-0.012531265616416931,
0.01271448191255331,
0.004571512341499329,
-0.01399983000010252,
0.005765437614172697,
0.002642478793859482,
-0.004777479916810989,
0.021990425884723663,
-0.010579586029052734,
-0.008968778885900974,
-0.009893828071653843,
0.00912749208509922,
-0.014916567131876945,
0.00796823762357235,
-0.009072508662939072,
0.00918947160243988,
0.03700532019138336,
-0.02468261681497097
] |
[
0.3495998680591583,
0.4084756672382355,
0.3550677001476288,
0.6215900778770447,
0.28328484296798706,
0.11929120123386383,
-0.12759020924568176,
0.19392436742782593,
-0.2821030914783478,
-0.7037104368209839,
-0.40073803067207336,
0.6548750996589661,
-0.218406081199646,
-0.369758665561676,
0.10215024650096893,
-0.025753460824489594,
0.6258507370948792,
0.6085907220840454,
-0.047778014093637466,
-0.4727504849433899,
-0.46175459027290344,
0.1374482661485672,
0.5752362012863159,
-0.012099064886569977,
0.16404250264167786,
0.3039889335632324,
0.23171627521514893,
0.49387702345848083,
-0.21100080013275146,
-0.14701342582702637,
0.1445854753255844,
0.833032488822937,
-0.2584092617034912,
0.043579213321208954,
-0.2844657301902771,
-0.28525620698928833,
-0.3670262098312378,
-0.13883152604103088,
-0.38266295194625854,
-0.3736165463924408,
-0.3399389088153839,
0.081093430519104,
-0.09578556567430496,
0.2991998791694641,
-0.1310683935880661,
-0.555168628692627,
-1.5638095140457153,
0.0195687934756279,
-0.2666805386543274,
0.10467090457677841,
-0.2119552493095398,
0.49760299921035767,
-0.03215827792882919,
0.1501016914844513,
0.25355854630470276,
0.12121807038784027,
-0.26776123046875,
-0.07254430651664734,
0.10991697013378143,
-0.014981396496295929,
-0.22066280245780945,
-0.4566136300563812,
-0.6362462043762207,
-0.025410594418644905,
0.2599758207798004,
-0.004800750873982906,
0.07911663502454758,
-0.31621843576431274,
-0.7743530869483948,
0.18682581186294556,
0.4434131383895874,
-0.42119884490966797,
-0.03368307277560234,
0.37977901101112366,
-0.5463091135025024,
0.16446709632873535,
0.02145991660654545,
-0.20518673956394196,
0.08080769330263138,
0.07866394519805908,
0.03976850584149361,
0.2415233701467514,
0.5310218334197998,
-0.05423324182629585,
0.6614783406257629,
0.1297357678413391,
-0.1926480233669281,
0.7865946292877197,
-0.3053252398967743,
0.37271225452423096,
0.14197728037834167,
-0.2826789915561676,
0.4468538165092468,
0.7353367209434509,
0.17588332295417786,
0.260846346616745,
0.029190005734562874,
0.03905389457941055,
0.23137006163597107,
0.3781318664550781,
0.23541204631328583,
0.006126178428530693,
0.17978928983211517,
-0.18042472004890442,
-0.3166414797306061,
-0.06286845356225967,
-0.592981219291687,
-0.3825753629207611,
-0.5332086086273193,
0.33468329906463623,
-0.3779701590538025,
0.31737321615219116,
-0.1158285140991211,
0.12059623003005981,
-0.11044006794691086,
0.16956549882888794,
-0.007719081360846758,
0.24867987632751465,
0.1332630217075348,
-0.025703905150294304,
0.7503405809402466,
1.3517781496047974,
0.024714676663279533,
0.38722679018974304,
-0.09080029278993607,
0.4801451861858368,
0.38684460520744324,
0.28589898347854614,
0.14672408998012543,
0.0960981547832489,
0.04985906556248665,
0.7790282368659973,
-0.23490087687969208,
0.0017003517132252455,
-0.23192115128040314,
-0.27565208077430725,
0.5218737721443176,
0.09883906692266464,
0.8487234711647034,
0.17506644129753113,
-0.8998134136199951,
-0.5513052940368652,
-0.2806527316570282,
-0.0645483136177063,
0.014381335116922855,
0.02069082297384739,
-0.22088617086410522,
-0.5458977818489075,
-0.5188674926757812,
-0.024999145418405533,
-0.597159206867218,
0.34176260232925415,
-0.986882746219635,
-0.010601319372653961,
-0.30213719606399536,
0.7819394469261169,
-0.053863681852817535,
-0.19999732077121735,
0.09209436178207397,
-0.17318584024906158,
-0.08759680390357971,
0.16067592799663544,
-0.7622727751731873,
-0.0685531422495842,
-0.01647719368338585,
-0.6200088858604431,
-0.19639652967453003,
0.28898167610168457,
0.33975449204444885,
0.24658727645874023,
-0.0006317354855127633,
0.2454269826412201,
-0.3899889290332794,
-0.1910756230354309,
0.31274518370628357,
0.1199692115187645,
0.595295786857605,
0.4607744514942169,
0.08465218544006348,
0.13317729532718658,
-0.8358860015869141,
0.19521592557430267,
0.35321640968322754,
-0.3758464455604553,
0.1423620879650116,
0.41117915511131287,
0.40768423676490784,
-0.25976797938346863,
-0.14674802124500275,
-0.3885328471660614,
-0.7791501879692078,
-0.5917506217956543,
0.4546545147895813,
-0.7454326748847961,
1.0121848583221436,
-0.10003934055566788,
0.24295863509178162,
0.8315837383270264,
-0.30279019474983215,
-0.0038100797683000565,
0.3805709481239319,
0.13769391179084778,
0.34322085976600647,
-0.39217615127563477,
-0.7929394841194153,
-0.10443146526813507,
-0.026741117238998413,
-0.1850462406873703,
-0.4322619140148163,
-0.17997673153877258,
0.482171893119812,
-0.5559906363487244,
0.15471351146697998,
-0.6425022482872009,
0.16172638535499573,
0.14640624821186066,
-0.5374921560287476,
0.5455963611602783,
-0.23206929862499237,
0.1902984380722046,
0.9858629703521729,
-0.3977443277835846,
0.4908458888530731,
0.9969741106033325,
0.0036572071257978678,
0.6440872550010681,
0.29560160636901855,
-0.08083910495042801,
0.54890376329422,
-0.6947604417800903,
-0.0001068351193680428,
-0.19096949696540833,
-0.28812143206596375,
-0.526340126991272,
-0.26609566807746887,
-0.10484106838703156,
0.1844828873872757,
-0.6130015850067139,
0.015414146706461906,
0.03409813344478607,
-0.36745554208755493,
-0.012287287972867489,
-0.8592394590377808,
0.3422403931617737,
0.2894309163093567,
-0.42550694942474365,
-0.37518763542175293,
-0.19482769072055817,
-0.36101654171943665,
-0.6467017531394958,
0.0511491522192955,
0.20188960433006287,
0.10913017392158508,
-0.7332679033279419,
0.048386380076408386,
0.07760785520076752,
-0.1534709632396698,
-0.0741451233625412,
-0.09235820174217224,
-0.2383287400007248,
-0.19692426919937134,
0.12450409680604935,
0.07123935967683792,
0.46486467123031616,
-0.017463508993387222,
-0.45389068126678467,
-0.025858068838715553,
-0.38253557682037354,
0.25452369451522827,
0.4011867344379425,
0.2376345992088318,
-0.5679904222488403,
-0.27649039030075073,
-0.006202449090778828,
-0.36207062005996704,
-0.9101220965385437,
0.08425228297710419,
0.2962077260017395,
-0.9567474722862244,
-0.36893388628959656,
0.17580489814281464,
0.6596431732177734,
0.6916899085044861,
-0.21087771654129028,
-0.3744560480117798,
-0.3390963077545166,
0.1755560338497162,
-0.6100873947143555,
-0.8137193918228149,
-0.27806371450424194,
-0.2814193665981293,
0.2819903790950775,
-0.044265955686569214,
0.3704816997051239,
0.5872291922569275,
0.7425191402435303,
-0.1292574554681778,
0.5071394443511963,
0.4707430899143219,
-0.3008936047554016,
-0.00016431424592155963,
0.2307903915643692,
-0.3748384416103363,
-0.2430752068758011,
-0.20107509195804596,
-0.4526126980781555,
-0.44428613781929016,
0.0753839910030365,
-5.755888938903809,
0.17378048598766327,
-0.41533201932907104,
-0.1926828920841217,
-0.4370276629924774,
0.10779675841331482,
0.6410195827484131,
-0.20970264077186584,
0.4542698562145233,
0.049480751156806946,
-0.07963651418685913,
0.5607312321662903,
-0.08390375971794128,
0.03106032870709896,
0.24874034523963928,
0.4536333978176117,
0.31816625595092773,
-0.1525183767080307,
0.41002440452575684,
-0.03369883820414543,
0.047097790986299515,
-0.1548805832862854,
0.052054692059755325,
0.49970299005508423,
0.2199450135231018,
-0.19782023131847382,
-0.5800633430480957,
-0.0450776182115078,
-0.08223191648721695,
-0.4197729229927063,
0.17186158895492554,
-0.3733123540878296,
-0.2679833471775055,
-0.09757772088050842,
0.2885720133781433,
-0.17459553480148315,
0.40895959734916687,
0.17773574590682983,
0.06202715262770653,
-0.18759757280349731,
0.17032688856124878,
0.5604968070983887,
0.07448536157608032,
0.5159482955932617,
0.6252949833869934,
-0.7019302845001221,
-0.14205880463123322,
0.020114097744226456,
-0.11133678257465363,
1.1179155111312866,
-0.03625267371535301,
-0.5434244275093079,
0.3199456036090851,
0.3106340765953064,
-0.011506347917020321,
-0.05516112968325615,
0.20703643560409546,
0.2798808217048645,
-0.3780066668987274,
0.4631062150001526,
-0.10565082728862762,
-0.3517410159111023,
-0.04134012758731842,
-1.0807045698165894,
0.06303033232688904,
0.4971727728843689,
-0.7438023090362549,
-0.7411137819290161,
0.28157079219818115,
-0.09804211556911469,
-0.47600141167640686,
0.8392382860183716,
0.31171414256095886,
-0.2802451550960541,
0.6978569626808167,
-0.5524004101753235,
0.2670072019100189,
0.1124325767159462,
-0.3426911234855652,
0.13558118045330048,
-0.2949608564376831,
0.00860491394996643,
-0.19576396048069,
-0.14758960902690887,
0.2527204155921936,
-0.3480764925479889,
-0.1200256273150444,
-0.13135212659835815,
0.06439404934644699,
0.158783420920372,
1.2354556322097778,
-0.44786885380744934,
0.4836229383945465,
0.6869965195655823,
1.022436499595642,
0.4012259840965271,
0.4463013708591461,
0.4625479280948639,
0.05168784782290459,
-0.7098325490951538,
0.3005414307117462,
-0.06112195551395416,
-0.3622726500034332,
-0.8082993030548096,
0.08036843687295914,
0.10596705228090286,
-0.15638986229896545,
-0.03890852630138397,
0.6596964001655579,
-0.37384480237960815,
0.15923237800598145,
-0.13785377144813538,
-0.5249349474906921,
-0.22461241483688354,
0.14375533163547516,
-0.18760280311107635,
-0.007562402170151472,
0.3849876821041107,
0.24238823354244232,
-0.3723908066749573,
0.09902575612068176,
0.3575538694858551,
0.5164725184440613,
0.4244519770145416,
0.08094929903745651,
-0.355686753988266,
-0.06581781059503555,
0.5322129726409912,
-0.2355683594942093,
-0.5530867576599121,
0.4811968207359314,
0.33380845189094543,
-0.035471200942993164,
0.07388610392808914,
-0.19714416563510895,
-0.2472948580980301,
-0.1914714276790619,
-0.18456779420375824,
-0.054391805082559586,
-0.27782970666885376,
0.3016253411769867,
0.16050300002098083,
-0.0015439015114679933,
0.24976278841495514,
0.9933647513389587,
-0.13737019896507263,
-0.662253737449646,
0.18874844908714294,
-0.16421543061733246,
0.27398765087127686,
-0.5162248015403748,
-0.349631130695343,
0.09316826611757278,
-0.23784057796001434,
-0.1611979603767395,
0.06611425429582596,
0.35947999358177185,
0.2270030826330185,
0.3548585772514343,
-0.5093098878860474,
0.694135844707489,
0.1422114223241806,
-0.6309022903442383,
0.1334104686975479,
0.1435251235961914,
0.04539303481578827,
-0.6648783087730408,
-0.100835420191288,
-0.35632628202438354,
0.7085318565368652,
0.2189577966928482,
-0.5067530870437622,
-0.5790557861328125,
-0.30248546600341797,
0.33788496255874634,
-0.1493149846792221,
0.15432316064834595,
0.6111359000205994,
0.07997627556324005,
-0.19838382303714752,
-0.31182780861854553,
-0.8320056796073914,
-0.34382933378219604,
0.15098395943641663,
0.8484116792678833,
0.49979865550994873,
-0.10183890908956528,
-0.2971387803554535,
-0.09949955344200134,
-0.36363229155540466,
0.23594269156455994,
0.4211302399635315,
0.21245470643043518,
0.0003626988618634641,
-0.014636561274528503,
-0.8330493569374084,
0.15238219499588013,
0.1651737093925476,
-0.15799912810325623,
-0.7874497771263123,
-0.2237354815006256,
0.01994393952190876,
-0.6542831063270569,
0.5867615342140198,
0.0189132709056139,
-0.2984975278377533,
0.1348590850830078,
-0.1408614218235016,
-0.09322553128004074,
-0.24742506444454193,
-0.5210487842559814,
-0.42919066548347473,
0.009031608700752258,
0.32821571826934814,
-0.5814932584762573,
0.07968904823064804,
0.40897634625434875,
0.17344941198825836,
-0.7778693437576294,
0.18334181606769562,
-0.08106720447540283,
-0.32260778546333313,
-0.5358428955078125,
0.04828670248389244,
-0.5102882385253906,
0.13738466799259186,
0.3703310787677765,
-0.3592773377895355,
-0.15779007971286774,
-0.257465660572052,
-0.5728158354759216,
0.18173670768737793,
0.2302650660276413,
0.29746678471565247,
-0.16728666424751282,
-0.12903864681720734,
-0.11206279695034027,
0.12258841097354889,
-0.22140851616859436,
0.3172847628593445,
-0.25891202688217163,
0.45478370785713196,
-0.5893813967704773,
-0.3674304485321045,
-0.2783374786376953,
0.5435786843299866,
0.15422484278678894,
-0.3233009874820709,
-1.364952802658081,
-0.3802373707294464,
0.8148098587989807,
-0.06868235766887665,
-0.2080453336238861,
-0.0691344141960144,
0.5740507245063782,
0.08261751383543015,
-0.36535266041755676,
-0.28337013721466064,
-0.1959775686264038,
0.3125295639038086,
-0.24223804473876953,
-0.5836530327796936,
0.12345417588949203,
-0.7044941782951355,
0.45422255992889404,
0.22334088385105133,
-0.2957059144973755,
-0.8221328258514404,
0.18544267117977142,
-0.6963754892349243,
0.36939042806625366,
-0.004860703367739916,
0.7237287163734436,
0.38417568802833557,
0.5589756965637207,
0.0627773329615593,
-0.05566587671637535,
0.0009657943155616522,
-0.08622579276561737,
0.40861356258392334,
0.020321939140558243,
-0.5214661359786987,
0.014182990416884422,
-0.5206891298294067,
0.6116909384727478,
-0.23497633635997772,
0.3706238567829132,
-0.0593104213476181,
-0.0532517209649086,
-0.3428546190261841,
-0.15198911726474762,
0.5207142233848572,
-0.5053253173828125,
0.06873199343681335,
-0.22831344604492188,
-0.34722957015037537,
0.4644794762134552,
0.09990348666906357,
-0.2684793770313263,
0.11125850677490234,
0.020172998309135437,
0.7656130790710449,
0.7368359565734863,
-0.8140122890472412,
0.5645448565483093,
0.497288316488266,
0.15719231963157654,
-0.29152026772499084,
-0.012578324414789677,
-0.26430580019950867,
0.1324346512556076,
-0.08367037028074265,
0.4548851549625397,
0.6819784641265869,
-0.4185488820075989,
0.02178519405424595,
0.06169108301401138,
-0.3577559292316437,
0.998462438583374,
0.3655695915222168,
0.01621607504785061,
0.12664982676506042,
0.5086809396743774,
-0.0028680029790848494,
-0.058651503175497055,
0.41121208667755127,
-0.14178958535194397,
-0.2432088553905487,
0.2232799530029297,
-0.04996786639094353,
0.2151845544576645,
0.8125826716423035,
0.045505866408348083,
0.3508366048336029,
0.3144790232181549,
0.15315689146518707,
0.040814805775880814,
-0.32250112295150757,
-0.868453323841095,
0.19328539073467255,
0.6696392297744751,
0.16875918209552765,
-0.016027210280299187,
0.36395594477653503,
-0.16263291239738464,
0.9133248329162598,
0.007335997186601162,
0.7474891543388367,
-0.6184787750244141,
0.21213386952877045,
-0.151675283908844,
0.38158372044563293,
-0.2778872847557068,
0.34240439534187317,
-0.3499106764793396,
-0.19294437766075134,
0.122783362865448,
-0.022064628079533577,
0.06648559123277664,
0.5081753134727478,
-0.04321029409766197,
0.6328195929527283,
0.294977068901062,
0.29170963168144226,
-0.38782086968421936,
0.1046203076839447,
0.5983846783638,
-0.28305283188819885,
0.04376109689474106,
-0.04935208335518837,
-0.5285899043083191,
0.17691245675086975,
-0.4502682387828827,
0.4446491003036499,
-0.240279421210289,
-0.7107309103012085,
0.017504287883639336,
-0.25512269139289856,
-0.024708200246095657,
0.2751970589160919,
0.05854305997490883,
0.38561853766441345,
0.04619297385215759,
-0.19618763029575348,
0.11184880137443542,
0.29160818457603455,
-0.8608323931694031,
0.19659113883972168,
0.7009538412094116,
0.10140938311815262,
-0.1697694957256317,
-0.2332369089126587,
0.17221735417842865,
0.21227304637432098,
-0.014703430235385895,
0.0415632501244545,
-0.07894477248191833,
0.7744253873825073,
0.21913138031959534,
0.38396239280700684,
0.24595408141613007,
0.07975826412439346,
-0.09747559577226639,
0.42303216457366943,
-0.7382975220680237,
0.5525526404380798,
-0.5858175158500671,
0.012057043612003326,
-0.9674926996231079,
0.00844977330416441,
0.47604334354400635,
0.5692083835601807,
-0.06978929787874222,
-0.06792774796485901,
0.12532438337802887,
0.4169827997684479,
0.4508468508720398,
-0.0817427709698677,
-0.04044000804424286,
-0.37867382168769836,
-0.6087467670440674,
-0.22556228935718536,
0.5692558288574219,
-0.5264059901237488,
0.7244725227355957,
-0.10761097073554993,
0.2584412395954132,
0.32698285579681396,
-0.26750606298446655,
0.15466400980949402,
0.019136609509587288,
-0.1477418839931488,
-0.9237741827964783,
0.6201761960983276,
-0.4982103705406189,
0.4112411439418793,
0.006784596014767885,
0.13899174332618713,
0.2357317954301834,
-0.5556489825248718,
-0.19463945925235748,
-0.3454129993915558,
-0.05239952728152275,
0.09451479464769363,
-0.3331518769264221,
-0.20938867330551147,
-0.414492130279541,
-0.4088907241821289,
-1.0575246810913086,
0.4079477787017822,
-0.13836120069026947,
-0.7823853492736816,
0.2309855818748474,
-0.14834560453891754,
-0.39210689067840576,
0.48556092381477356,
0.3508819341659546,
-0.41482529044151306,
-0.483207106590271,
0.1284593641757965
] |
In this article, we develop an analytical model of the relationship between the wafer/pad friction and process configuration. We also provide experimental validation of this model for in situ process monitoring. CMP thus demonstrates that the knowledge and methodologies developed for friction modeling and control can be used to advance the understanding, monitoring, and control of semiconductor manufacturing processes. Meanwhile, relevant issues and challenges in real-time monitoring of CMP are presented as sources of future development.
|
[
-0.01583673804998398,
0.01323093380779028,
-0.013408832252025604,
0.040686801075935364,
-0.007944528013467789,
-0.01049956027418375,
0.012731085531413555,
-0.03281068429350853,
-0.016549760475754738,
0.019219128414988518,
-0.0027744725812226534,
0.023326445370912552,
-0.005088000558316708,
0.016901331022381783,
0.026061540469527245,
0.002083464991301298,
0.00201453547924757,
-0.015609659254550934,
0.006090555340051651,
0.004187752492725849,
-0.00782538391649723,
0.019876651465892792,
0.012928063049912453,
-0.03170888125896454,
0.0219492856413126,
0.0010868333047255874,
0.01248121913522482,
-0.04281199723482132,
-0.012204664759337902,
-0.020320197567343712,
-0.010379438288509846,
-0.02447531558573246,
0.039206672459840775,
0.021873336285352707,
0.013876847922801971,
-0.003597286995500326,
-0.006389854941517115,
0.03845839202404022,
-0.026906127110123634,
-0.005464775022119284,
-0.017446063458919525,
-0.002290572738274932,
0.00818545836955309,
-0.027626976370811462,
-0.006572830956429243,
0.009997580200433731,
-0.0012859132839366794,
0.008344567380845547,
-0.006915675476193428,
0.01690550334751606,
-0.016047757118940353,
0.003853367641568184,
0.00046872434904798865,
0.04155033826828003,
-0.008496117778122425,
-0.05763861909508705,
0.022258548066020012,
-0.000593573204241693,
-0.009661461226642132,
-0.008593099191784859,
-0.013145157136023045,
-0.027125896885991096,
0.007299263495951891,
-0.015845201909542084,
-0.00041231545037589967,
-0.06614508479833603,
0.014557573944330215,
0.02852584980428219,
0.02108640968799591,
-0.0021283880341798067,
-0.0013092763256281614,
0.00940768327564001,
0.004158753901720047,
0.012485574930906296,
0.022844908758997917,
-0.00857184175401926,
-0.021768592298030853,
0.02032705582678318,
-0.052031997591257095,
-0.018989283591508865,
-0.018570607528090477,
-0.021534578874707222,
-0.001049488433636725,
0.015994448214769363,
0.0012858133995905519,
0.00486961891874671,
-0.00865402165800333,
0.03506089746952057,
0.0008933367789722979,
0.035953156650066376,
0.022702191025018692,
0.010778453201055527,
-0.01088178250938654,
-0.011022630147635937,
-0.016030926257371902,
0.008907758630812168,
-0.023251404985785484,
-0.03181975707411766,
0.024741031229496002,
-0.005006867926567793,
-0.015841512009501457,
0.03043699823319912,
0.0335240475833416,
-0.03448426350951195,
0.017144395038485527,
0.0075296033173799515,
-0.01418668869882822,
0.028585419058799744,
-0.01244546752423048,
0.012086255475878716,
0.01739627495408058,
0.03578411787748337,
-0.007858525961637497,
-0.024398162961006165,
0.02037178911268711,
-0.011850434355437756,
0.00660271942615509,
0.0016223035054281354,
0.011959495954215527,
0.016849281266331673,
-0.019128652289509773,
0.03311903774738312,
0.008603072725236416,
0.008294660598039627,
0.008632265962660313,
0.012661338783800602,
0.027731120586395264,
0.005101582035422325,
0.010352324694395065,
0.009718717075884342,
-0.014684196561574936,
0.004278304520994425,
0.002482621930539608,
-0.013915500603616238,
0.020576491951942444,
0.007538293022662401,
-0.0038636119570583105,
-0.03798479586839676,
0.005131663754582405,
-0.03398215398192406,
0.016138941049575806,
0.012669621035456657,
-0.000904721615370363,
0.023949814960360527,
0.011510987766087055,
-0.010111670009791851,
-0.009838265366852283,
0.01150616817176342,
0.014369597658514977,
0.01832098327577114,
0.010205728001892567,
0.00587517349049449,
-0.0072433436289429665,
-0.019779136404395103,
-0.021239975467324257,
-0.03165562078356743,
-0.0018573019187897444,
-0.005044704303145409,
-0.0044016046449542046,
-0.02658691257238388,
0.0005964553565718234,
-0.011831097304821014,
0.05143993720412254,
0.012718990445137024,
-0.014731911942362785,
0.005949977785348892,
-0.029266849160194397,
-0.006833947263658047,
-0.010119005106389523,
0.0010277203982695937,
-0.009100028313696384,
-0.010845746845006943,
-0.022005675360560417,
0.010077540762722492,
0.0196465365588665,
0.008740633726119995,
0.0074502029456198215,
0.008112351410090923,
-0.022784095257520676,
0.0667848140001297,
0.03685539588332176,
0.010481059551239014,
0.0089704105630517,
0.01552345510572195,
-0.011611111462116241,
-0.03960854187607765,
-0.010230793617665768,
-0.018317662179470062,
0.001007674727588892,
-0.003305023303255439,
-0.029946260154247284,
-0.05749431625008583,
-0.02815915271639824,
-0.002609687391668558,
-0.025532519444823265,
0.004431975074112415,
0.016808923333883286,
0.010646521113812923,
0.022063815966248512,
0.005032639019191265,
-0.02351468615233898,
0.006342729087918997,
0.019149992614984512,
0.0027036666870117188,
0.03716357424855232,
0.012882768176496029,
0.008068397641181946,
-0.008185932412743568,
0.006040864158421755,
0.010410834103822708,
0.012461836449801922,
0.008158345706760883,
-0.004668071866035461,
-0.006894985679537058,
0.0174173004925251,
0.006577336695045233,
0.009061310440301895,
0.010988392867147923,
-0.00008164154132828116,
-0.016149509698152542,
-0.0011384213576093316,
0.020139919593930244,
0.023443397134542465,
0.005593794863671064,
0.006607855670154095,
-0.008446970954537392,
-0.021000955253839493,
0.015422702766954899,
0.022343017160892487,
0.011911537498235703,
-0.009593709371984005,
-0.008230998180806637,
-0.019299207255244255,
-0.0013500625500455499,
0.04901900514960289,
0.00182331760879606,
0.01705102063715458,
-0.04361634701490402,
0.01551048457622528,
-0.02045360393822193,
0.0059244888834655285,
-0.004653803538531065,
0.05422293394804001,
0.000008598451131547336,
0.005165287759155035,
-0.013783729635179043,
0.02018102817237377,
0.00940625462681055,
0.003592778230085969,
0.0008394474862143397,
0.00485584232956171,
-0.0030547732021659613,
-0.029753008857369423,
0.0049155717715620995,
-0.006788403727114201,
-0.02268783003091812,
0.03229038789868355,
0.04018441215157509,
0.025447193533182144,
-0.011829093098640442,
-0.005377593915909529,
0.004162490367889404,
0.00038191836210899055,
0.02356007881462574,
0.002584283472970128,
0.006780453957617283,
0.02339310012757778,
0.017015479505062103,
0.021282006055116653,
0.007909853011369705,
0.0034916503354907036,
-0.009565167129039764,
-0.01301497034728527,
-0.08069518953561783,
-0.025600172579288483,
0.021865209564566612,
0.00321970134973526,
0.012262406758964062,
0.013799598440527916,
-0.0015025670873001218,
0.0007723935414105654,
-0.023730246350169182,
-0.015465861186385155,
-0.0010171289322897792,
0.008954957127571106,
-0.01612251251935959,
0.06740501523017883,
0.01834305189549923,
-0.010564322583377361,
0.011071708053350449,
0.012017055414617062,
-0.0032737241126596928,
0.03511776402592659,
0.0003346970770508051,
-0.005207632668316364,
-0.018500592559576035,
-0.008726575411856174,
0.015620562247931957,
0.003444100497290492,
0.0004088417044840753,
-0.001916498877108097,
0.02116871066391468,
0.014996446669101715,
-0.0010285819880664349,
-0.017157280817627907,
-0.004416593350470066,
0.0002724728547036648,
-0.002784852171316743,
-0.03230060636997223,
0.006060312502086163,
0.0009217371116392314,
-0.024042416363954544,
-0.011532198637723923,
0.0016265817685052752,
0.008480357006192207,
-0.03731502592563629,
0.024966353550553322,
-0.01137856487184763,
0.014838378876447678,
0.012120491825044155,
-0.017891544848680496,
0.015028456225991249,
-0.002721958328038454,
0.024697622284293175,
-0.0006705288542434573,
0.014783569611608982,
0.019634824246168137,
-0.028011435642838478,
-0.013948586769402027,
-0.0004124122206121683,
0.01800086908042431,
-0.014170377515256405,
-0.01910753734409809,
0.01595470681786537,
-0.0034632012248039246,
-0.04594720900058746,
0.04224846512079239,
-0.017453785985708237,
-0.013298739679157734,
0.014016898348927498,
0.03734862804412842,
-0.002401885576546192,
0.009720947593450546,
-0.010253802873194218,
0.014069556258618832,
-0.012836276553571224,
0.014624551869928837,
-0.04202406480908394,
-0.016183463856577873,
-0.029189452528953552,
-0.021201996132731438,
0.01573249325156212,
-0.026494087651371956,
-0.013413130305707455,
0.004209037870168686,
0.009367415681481361,
0.004694349132478237,
-0.015004361979663372,
0.03729448840022087,
0.006052468437701464,
0.023673076182603836,
-0.0008839775109663606,
-0.01655329391360283,
0.004729071166366339,
0.04647006094455719,
0.0014949998585507274,
-0.0007737040286883712,
0.01761350780725479,
-0.007802324835211039,
0.0054656933061778545,
0.011133908294141293,
0.011862315237522125,
0.013222496956586838,
0.006440652534365654,
-0.003233902622014284,
0.007999730296432972,
-0.017582833766937256,
-0.046172305941581726,
0.008700687438249588,
-0.01710500195622444,
-0.01504433061927557,
-0.017308639362454414,
-0.010416642762720585,
-0.025548124685883522,
0.0016459886683151126,
-0.007219008170068264,
0.01898196153342724,
0.014171202667057514,
0.04993600770831108,
-0.005218799691647291,
0.033109117299318314,
0.07127413898706436,
-0.004575437866151333,
0.01100839115679264,
-0.021616799756884575,
0.0002025231224251911,
-0.007676898967474699,
0.014933046884834766,
0.020234454423189163,
0.023305611684918404,
-0.03264477849006653,
0.014658252708613873,
0.017889374867081642,
0.0013574083568528295,
0.0369911752641201,
-0.02302747219800949,
0.013934717513620853,
-0.02727339044213295,
0.002105380641296506,
-0.015149449929594994,
-0.000806523603387177,
0.035870254039764404,
-0.00151867198292166,
0.0026393660809844732,
-0.0003330382169224322,
0.003718649735674262,
-0.04461611434817314,
-0.009606740437448025,
-0.013805355876684189,
-0.019960621371865273,
0.004914690740406513,
0.017819685861468315,
-0.053053077310323715,
-0.006781804841011763,
-0.01818947121500969,
-0.0024031500797718763,
0.007635506335645914,
-0.012519113719463348,
-0.01871316321194172,
0.004603428766131401,
0.010340273380279541,
0.025348180904984474,
-0.020836161449551582,
0.006279981229454279,
0.012303883209824562,
-0.010367307811975479,
-0.006848469376564026,
-0.006307017989456654,
-0.0036315869074314833,
0.008457213640213013,
0.007168034091591835,
-0.014736008830368519,
0.0008341452339664102,
0.01773574948310852,
0.04123255982995033,
0.00855560414493084,
0.0122675821185112,
-0.0022156904451549053,
0.003953568171709776,
-0.00917535088956356,
0.010739536955952644,
-0.007772648707032204,
-0.021505314856767654,
-0.0020180786959826946,
-0.02771684341132641,
-0.0022387683857232332,
-0.020876068621873856,
0.005211581010371447,
-0.003570882836356759,
0.013418820686638355,
0.015241441316902637,
0.032287951558828354,
-0.025131959468126297,
0.010323118418455124,
0.01741931214928627,
-0.003561657387763262,
-0.00261406390927732,
-0.018771084025502205,
-0.009282741695642471,
0.0009095444693230093,
0.017950022593140602,
0.004174326080828905,
-0.010924229398369789,
-0.022394152358174324,
-0.0049988445825874805,
-0.021898798644542694,
0.025930553674697876,
-0.0009904452599585056,
-0.07362359017133713,
-0.021380290389060974,
0.015266082249581814,
-0.008252290077507496,
0.03514964133501053,
0.028347553685307503,
-0.020725945010781288,
0.026625540107488632,
0.0037579943891614676,
-0.008703617379069328,
0.03298071399331093,
-0.007220774423331022,
0.03468629717826843,
0.0026763027999550104,
0.01246113795787096,
-0.028758307918906212,
0.006671917159110308,
0.016702743247151375,
0.0014214455150067806,
0.013444608077406883,
-0.0026985621079802513,
-0.006604935508221388,
-0.02645408920943737,
-0.01274851057678461,
0.0017466205172240734,
-0.08004876971244812,
0.008056213147938251,
-0.023795235902071,
-0.022276971489191055,
-0.021122576668858528,
-0.016793586313724518,
0.026303736492991447,
-0.016822710633277893,
-0.027032313868403435,
-0.018657663837075233,
0.006693072151392698,
0.010670153424143791,
-0.0011055630166083574,
0.025095535442233086,
0.006900324486196041,
0.00014335782907437533,
0.004641708917915821,
-0.0025526259560137987,
0.01348104141652584,
-0.026490863412618637,
0.03809754177927971,
-0.003667037934064865,
-0.011391670443117619,
-0.0028305770829319954,
-0.007928791455924511,
0.012941070832312107,
-0.013805386610329151,
0.012381291948258877,
0.020578021183609962,
0.015367178246378899,
-0.003297870745882392,
-0.008353160694241524,
-0.012299739755690098,
-0.025100668892264366,
-0.016285978257656097,
-0.022834789007902145,
-0.001934132305905223,
0.020050274208188057,
-0.03276072442531586,
-0.012937902472913265,
0.0012120897881686687,
0.010966121219098568,
0.005097723100334406,
-0.011727959848940372,
-0.017349902540445328,
0.026927482336759567,
0.003808756126090884,
-0.004115131683647633,
0.025887249037623405,
0.005367130506783724,
0.008264176547527313,
-0.013348187319934368,
-0.012821687385439873,
-0.0016495981253683567,
0.02132808044552803,
-0.007295121904462576,
-0.004603687208145857,
0.030390985310077667,
0.006052467040717602,
0.00488661415874958,
0.000528039294295013,
0.0035453317686915398,
-0.02335396595299244,
0.07181552052497864,
-0.04442637786269188,
0.00883525051176548,
-0.0006456351256929338,
-0.00031914826831780374,
0.0031055090948939323,
-0.022457294166088104,
-0.0034040354657918215,
0.009500284679234028,
-0.036738306283950806,
0.008535287342965603,
-0.021756116300821304,
0.015620728023350239,
0.01089651882648468,
0.012648152187466621,
0.01630173623561859,
0.018454041332006454,
-0.009527059271931648,
0.002948533045127988,
0.009536010213196278,
-0.0028595635667443275,
-0.015106206759810448,
-0.00931091420352459,
-0.0019252896308898926,
0.03266425430774689,
-0.008384712040424347,
0.01831638254225254,
0.02331979013979435,
0.01248064637184143,
-0.0017180353170260787,
0.0010762725723907351,
0.02253485843539238,
-0.0006426363834179938,
0.018124384805560112,
0.03238988667726517,
-0.008069109171628952,
0.011037305928766727,
0.0015286828856915236,
-0.026127126067876816,
0.006485006306320429,
-0.005662110634148121,
0.035365041345357895,
-0.007367749232798815,
-0.0011881631799042225,
-0.011759733781218529,
0.028864644467830658,
0.002586723305284977,
-0.014362209476530552,
-0.0005880700191482902,
0.004397193435579538,
0.0016259325202554464,
-0.007567485328763723,
-0.021281929686665535,
0.005688539706170559,
0.011920617893338203,
-0.04057050123810768,
0.005776471924036741,
0.009976217523217201,
-0.005358204245567322,
-0.03618186339735985,
0.0006112433620728552,
0.0027359435334801674,
-0.011652650311589241,
-0.003386609023436904,
0.02796219289302826,
0.005160994362086058,
-0.00005921000411035493,
-0.00942306313663721,
-0.007732733152806759,
0.014397164806723595,
-0.018149901181459427,
0.026109259575605392,
0.007386135868728161,
0.010280688293278217,
0.011497780680656433,
0.021827001124620438,
0.013351458124816418,
-0.02144891954958439,
-0.0001605731522431597,
0.015140816569328308,
-0.0193913746625185,
0.0019503252115100622,
0.0004844582290388644,
-0.016460822895169258,
0.015514332801103592,
-0.004477709997445345,
0.010427961125969887,
-0.0009678371716290712,
-0.0036049550399184227,
0.010177716612815857,
0.005471733398735523,
-0.008878984488546848,
-0.004558898974210024,
-0.009263511747121811,
0.010411578230559826,
0.0344749316573143,
0.02342376857995987,
0.0029624735470861197,
0.021169491112232208,
0.007471371907740831,
0.022486550733447075,
-0.013255685567855835,
-0.008725911378860474,
0.016919618472456932,
-0.029527466744184494,
0.0034998466726392508,
0.01786232180893421,
-0.03513713553547859,
-0.003328741993755102,
0.0009827908361330628,
-0.028726790100336075,
-0.0033932675141841173,
0.009576640091836452,
0.0029765188228338957,
-0.010830635204911232,
0.02133246324956417,
-0.009142851456999779,
-0.02530510723590851,
-0.010464231483638287,
-0.007081544958055019,
-0.0040595135651528835,
-0.0127076655626297,
-0.006195627152919769,
0.0038401184137910604,
0.002873877761885524,
-0.02108125574886799,
-0.013923101127147675,
0.024655943736433983,
0.0019807559438049793,
-0.006046146620064974,
0.008922240696847439,
0.026017483323812485,
0.038370925933122635,
-0.0063981483690440655,
-0.01570933870971203,
-0.023712603375315666,
0.02696293406188488,
0.029621709138154984,
0.0001660056586842984,
0.016135988757014275,
0.038745056837797165,
-0.022439608350396156,
0.0020783361978828907,
0.03122655488550663,
0.007457816042006016,
-0.010434241965413094,
0.01693010702729225,
0.002318363403901458,
0.008917388506233692,
0.0007257852703332901,
-0.01166989840567112,
0.03190984949469566,
0.018734989687800407,
-0.007868784479796886,
0.0026185810565948486,
0.02775295078754425,
0.008569680154323578,
-0.030814804136753082,
-0.004077887628227472,
-0.0041753435507416725,
-0.007421980146318674,
-0.0267817173153162,
-0.025919895619153976,
0.021335246041417122,
-0.0019989837892353535,
0.01332862675189972,
0.00151376414578408,
0.02173261158168316,
-0.03865567967295647,
0.003916728775948286,
-0.009076647460460663,
-0.00028847239445894957,
-0.02692626602947712,
0.04278552532196045,
-0.019645631313323975,
-0.015436544083058834,
0.010189373977482319,
0.0020115275401622057,
0.00226532737724483,
0.030444124713540077,
0.011217537336051464,
-0.05815619230270386,
0.007875424809753895,
-0.009366787038743496,
-0.014640807174146175,
0.003297540359199047,
-0.019514190033078194,
-0.02014128305017948,
0.0033701166976243258,
0.022365834563970566,
0.017737694084644318,
0.019096314907073975,
-0.03133769333362579,
0.012240253388881683,
-0.0024541865568608046,
-0.010334739461541176,
0.017058206722140312,
-0.013719678856432438,
-0.004040313418954611,
0.0014023056719452143,
0.0009509716182947159,
-0.027054866775870323
] |
[
0.21283689141273499,
0.3195008337497711,
0.3171065151691437,
0.259378045797348,
0.09999384731054306,
0.09162385016679764,
-0.5634918808937073,
-0.34232810139656067,
-0.48776668310165405,
-0.4154399633407593,
-0.11084921658039093,
0.48154062032699585,
0.20112599432468414,
0.2145649790763855,
-0.1360299438238144,
0.4477993845939636,
0.3983707129955292,
-0.17669473588466644,
0.18310455977916718,
-0.2716540992259979,
-0.32734644412994385,
-0.15986020863056183,
0.4571228623390198,
0.02249838039278984,
-0.367319792509079,
0.01041346788406372,
0.38536545634269714,
0.5791441202163696,
0.021987995132803917,
-0.005223879590630531,
-0.08211274445056915,
0.36140382289886475,
-0.37413039803504944,
-0.3557329475879669,
0.15341238677501678,
0.1588023155927658,
-0.20426690578460693,
-0.04449841007590294,
-0.2575022280216217,
-0.15836945176124573,
-0.2184390425682068,
0.16327223181724548,
-0.2110057771205902,
0.4480067193508148,
-0.05248408392071724,
-0.7477666735649109,
-1.1814264059066772,
-0.012301466427743435,
-0.15976376831531525,
0.253996878862381,
-0.3103545904159546,
0.616818368434906,
-0.013625876978039742,
0.24420367181301117,
0.6019374132156372,
-0.050547271966934204,
-0.1703890860080719,
-0.20377704501152039,
0.07176125794649124,
-0.2461923062801361,
-0.03977636620402336,
-0.2657504677772522,
-0.4530802369117737,
-0.1354515254497528,
0.0932808443903923,
0.7488241791725159,
0.4246828854084015,
-0.6121865510940552,
-0.3684500455856323,
0.18098516762256622,
0.11595157533884048,
-0.4599626958370209,
-0.6118080615997314,
0.4878928065299988,
0.00048777542542666197,
-0.2123434990644455,
0.2024240493774414,
-0.22295443713665009,
-0.37254810333251953,
0.2640559673309326,
0.07477007806301117,
0.057549383491277695,
0.5633605122566223,
-0.22885316610336304,
0.6962348222732544,
0.2551161050796509,
-0.2228802591562271,
0.7643544673919678,
-0.5368014574050903,
0.3559799790382385,
-0.16338278353214264,
-0.17055213451385498,
0.1388215869665146,
0.523584246635437,
0.3010517954826355,
0.20883339643478394,
0.30340391397476196,
-0.09259248524904251,
0.1650131493806839,
0.5583178997039795,
0.19513125717639923,
0.16968995332717896,
0.0008264532079920173,
0.12697230279445648,
-0.04125769063830376,
-0.5988532304763794,
-0.6000903248786926,
-0.7273097634315491,
-0.472290962934494,
0.36065852642059326,
-0.5955407619476318,
0.4128821790218353,
0.1464226245880127,
-0.14368502795696259,
-0.1660979688167572,
0.4067978262901306,
0.038098253309726715,
-0.14410527050495148,
0.12000709772109985,
0.674190878868103,
0.05732332170009613,
1.2571635246276855,
0.06073944270610809,
0.24856236577033997,
0.3336130380630493,
0.2543339431285858,
0.8624781370162964,
0.7776222229003906,
-0.19358712434768677,
0.5184380412101746,
-0.22864672541618347,
0.8778934478759766,
-0.22201606631278992,
-0.13845470547676086,
0.13298092782497406,
-0.17132897675037384,
0.019231054931879044,
0.2660638093948364,
0.05740800499916077,
0.3902607560157776,
-0.5820028781890869,
-0.5103857517242432,
-0.07532361149787903,
-0.08670385926961899,
-0.25673234462738037,
-0.25045543909072876,
-0.32683730125427246,
-0.5505017042160034,
-0.4947216212749481,
0.2973416745662689,
-0.28431224822998047,
0.1199517548084259,
-0.7587280869483948,
0.26097020506858826,
-0.5204688310623169,
0.5509735345840454,
0.185499906539917,
0.47990474104881287,
-0.6247346997261047,
0.15305961668491364,
0.1219044029712677,
-0.23367975652217865,
-0.8034470677375793,
0.1541343331336975,
-0.25997528433799744,
0.008841403760015965,
0.31690648198127747,
-0.160422682762146,
0.47937774658203125,
0.08789409697055817,
0.1859530657529831,
-0.006660750135779381,
-0.5474541783332825,
-0.4887164831161499,
0.0348048135638237,
0.08383069187402725,
0.36414241790771484,
0.5191346406936646,
0.09932371228933334,
0.5093030333518982,
-0.8600248098373413,
-0.38188496232032776,
-0.15501083433628082,
-0.2237386703491211,
-0.04845099896192551,
0.006782251875847578,
0.6304438710212708,
-0.5520224571228027,
-0.32092979550361633,
-0.06108501926064491,
-0.5053566098213196,
-0.10629502683877945,
0.7034974098205566,
-1.0982413291931152,
1.1819288730621338,
0.19126561284065247,
-0.021846147254109383,
0.940187394618988,
-0.4580724239349365,
0.4849412441253662,
-0.15014202892780304,
0.32756564021110535,
0.041123926639556885,
-0.08013211935758591,
-0.681708812713623,
-0.06803195923566818,
0.18895165622234344,
0.2555910646915436,
-0.2410605251789093,
-0.22068239748477936,
0.6535135507583618,
-0.7551740407943726,
-0.21458573639392853,
-0.8242424726486206,
-0.11230581998825073,
-0.2984462082386017,
-0.20893414318561554,
0.2893308103084564,
-0.19982993602752686,
-0.0010403587948530912,
1.046394944190979,
-0.1475686877965927,
0.8557738065719604,
0.8463786244392395,
0.4604113698005676,
0.5635894536972046,
0.3920060694217682,
0.19456057250499725,
0.686504602432251,
-0.5478746294975281,
-0.014475611038506031,
-0.3487289845943451,
0.40747174620628357,
-0.6156603097915649,
-0.09748268872499466,
0.014261624775826931,
0.029796967282891273,
-0.3325505256652832,
0.09545465558767319,
0.08083914965391159,
-0.2774471044540405,
0.5574215650558472,
-0.644225001335144,
0.5455768704414368,
0.08299557119607925,
-0.34682977199554443,
-0.027986790984869003,
0.03601723909378052,
-0.2748064398765564,
-0.3007141649723053,
0.2856893837451935,
0.5614708065986633,
0.26776155829429626,
-0.7127488851547241,
-0.3208864629268646,
0.05740905925631523,
-0.39904704689979553,
-0.3441146910190582,
-0.12483687698841095,
-0.2727105915546417,
0.053104251623153687,
-0.2954370975494385,
0.2261800467967987,
0.14704591035842896,
-0.16962066292762756,
-0.3150574862957001,
-0.1764768809080124,
-0.35687553882598877,
0.20496653020381927,
0.6477003693580627,
0.35776421427726746,
-0.3401419222354889,
-0.2281561940908432,
-0.29241111874580383,
0.11787047982215881,
-0.5667936205863953,
-0.39373189210891724,
0.24879170954227448,
-1.0032316446304321,
-0.3265233337879181,
0.39760449528694153,
0.8032291531562805,
0.7756200432777405,
0.12238945066928864,
-0.4460340738296509,
0.2811290919780731,
-0.18680115044116974,
-0.06374652683734894,
-0.49506184458732605,
-0.34195661544799805,
-0.07448319345712662,
0.09703072160482407,
-0.3753390312194824,
-0.22403784096240997,
0.6115977764129639,
0.6528075337409973,
-0.13424865901470184,
-0.007246272638440132,
0.7043267488479614,
-0.3516138195991516,
-0.19029365479946136,
0.4340542256832123,
-0.463035523891449,
-0.0959477573633194,
-0.18330536782741547,
-0.3799659311771393,
-0.7459461688995361,
0.11064278334379196,
-5.686890602111816,
-0.18422362208366394,
-0.35926106572151184,
-0.14157775044441223,
-0.2572256624698639,
0.23309637606143951,
0.9849268198013306,
-0.09308678656816483,
0.47749388217926025,
-0.12697727978229523,
0.2636297047138214,
0.35564306378364563,
0.3465428948402405,
0.36474183201789856,
0.2326965630054474,
0.252981573343277,
0.6098458766937256,
-0.20027805864810944,
0.6337468028068542,
-0.04461953788995743,
0.25583305954933167,
-0.26919618248939514,
-0.32108914852142334,
0.11291440576314926,
-0.0872383713722229,
-0.13797183334827423,
-1.478373408317566,
0.44431716203689575,
-0.48693883419036865,
0.1913074254989624,
0.13583487272262573,
-0.576715350151062,
-0.2599264085292816,
-0.3695378601551056,
0.28111982345581055,
0.09465350210666656,
0.36301353573799133,
0.25285252928733826,
0.1037803366780281,
-0.0336654931306839,
0.5138059854507446,
0.519730806350708,
-0.3447333872318268,
0.10579018294811249,
0.6174218058586121,
-0.18192823231220245,
-0.18449948728084564,
0.0571976937353611,
0.11630131304264069,
0.9764659404754639,
0.09195861220359802,
-0.3552231192588806,
0.9374455213546753,
-0.08738244324922562,
-0.15556073188781738,
-0.15857462584972382,
0.07800024747848511,
0.12976577877998352,
-0.8914798498153687,
0.20783784985542297,
-0.422197550535202,
-0.5957103967666626,
-0.06432072073221207,
-0.9997323751449585,
-0.6428775787353516,
0.256449431180954,
-0.9035243391990662,
-0.5711779594421387,
0.08378779888153076,
-0.3599340617656708,
-0.14666597545146942,
0.5340496301651001,
0.08506383746862411,
-0.48708707094192505,
0.7327658534049988,
-0.2700382471084595,
0.2759466767311096,
-0.1395711749792099,
-0.15972988307476044,
-0.04847829416394234,
-0.13819651305675507,
-0.46286147832870483,
0.23921477794647217,
0.04738209769129753,
0.19777224957942963,
-0.08955662697553635,
-0.06759774684906006,
-0.7606114745140076,
-0.14357109367847443,
0.04025224968791008,
1.0652529001235962,
-0.3683503568172455,
0.35285240411758423,
0.5858748555183411,
0.37034979462623596,
0.11611783504486084,
0.49040210247039795,
0.39268580079078674,
0.09237855672836304,
-0.635833203792572,
0.10703862458467484,
-0.27721714973449707,
-0.4155203104019165,
-0.6413930058479309,
-0.33486732840538025,
0.28126558661460876,
-0.09324902296066284,
-0.24637815356254578,
0.49944818019866943,
-0.6786261200904846,
0.20015813410282135,
-0.1831524819135666,
-0.45819178223609924,
-0.22881309688091278,
0.5460502505302429,
-0.11142826825380325,
-0.561147928237915,
0.3332838714122772,
0.211253359913826,
-0.2936813533306122,
0.38803353905677795,
-0.14249977469444275,
0.39359715580940247,
0.10138873755931854,
0.4221281409263611,
-0.21718907356262207,
-0.0857335776090622,
0.8668277859687805,
-0.21108926832675934,
0.3726199269294739,
0.2017214596271515,
0.7360864281654358,
-0.27476102113723755,
0.408654123544693,
-0.06048203259706497,
-0.2972303628921509,
-0.430736243724823,
0.03397826850414276,
-0.007681986782699823,
-0.45596030354499817,
0.7597765922546387,
0.060116954147815704,
0.2758747935295105,
-0.2205316722393036,
0.4195225238800049,
0.20942626893520355,
-0.5823476910591125,
0.4117940366268158,
-0.5640851855278015,
0.14464879035949707,
0.02223823219537735,
-0.21579964458942413,
-0.2551646828651428,
-0.11323484033346176,
-0.2369547188282013,
0.16055670380592346,
0.24048137664794922,
0.5146637558937073,
0.5059086084365845,
-0.19655105471611023,
0.4445892870426178,
0.3209986388683319,
-1.059839129447937,
0.0682903602719307,
-0.11394591629505157,
0.4057249128818512,
-0.42513027787208557,
-0.10507424175739288,
0.1575412154197693,
0.46550247073173523,
-0.0025348057970404625,
-0.27437564730644226,
-0.5694069266319275,
-0.4773329794406891,
0.15939803421497345,
0.1997908502817154,
-0.07450774312019348,
0.16540223360061646,
0.024350930005311966,
-0.19201542437076569,
-0.1645621955394745,
-0.7079597115516663,
-0.10697711259126663,
0.2963675260543823,
0.4664446711540222,
-0.19648995995521545,
0.11362116783857346,
-0.5215803980827332,
-0.3548122048377991,
-0.5004169940948486,
0.424216091632843,
0.25650444626808167,
0.22375746071338654,
0.22916293144226074,
-0.18069210648536682,
-0.5749176740646362,
0.3076836168766022,
0.007011211011558771,
-0.6582416296005249,
-0.7614678740501404,
0.16039380431175232,
0.48597830533981323,
-0.9003804922103882,
0.5701119899749756,
0.2762213945388794,
-0.3057267963886261,
0.19410209357738495,
0.28236454725265503,
-0.15464270114898682,
-0.44515663385391235,
-0.44213688373565674,
-0.5573582649230957,
0.13358566164970398,
0.4943428337574005,
-0.5195846557617188,
-0.43384459614753723,
0.460869163274765,
0.01976771280169487,
-0.45904314517974854,
0.5086028575897217,
0.14164084196090698,
-0.3132263720035553,
-0.36290982365608215,
-0.06669671088457108,
-0.3634147047996521,
0.0222949031740427,
0.6395581364631653,
-0.47766828536987305,
-0.1506998986005783,
-0.19338393211364746,
-0.6714058518409729,
-0.042141806334257126,
0.19288945198059082,
-0.2618144154548645,
-0.2694763243198395,
-0.2611373960971832,
-0.811777651309967,
0.37085196375846863,
0.39557012915611267,
0.4892178773880005,
-0.07610608637332916,
0.36360251903533936,
-0.1479213982820511,
-0.7241387367248535,
-0.6422278881072998,
0.08089245110750198,
0.4736092984676361,
-0.7233268618583679,
-0.8032413721084595,
0.19677643477916718,
0.32412832975387573,
-0.07160987704992294,
-0.2827116847038269,
0.045159704983234406,
1.0313717126846313,
0.18249501287937164,
-0.35761192440986633,
-0.6178287267684937,
0.025407157838344574,
0.0009218223276548088,
-0.5413271188735962,
-0.43529266119003296,
-0.5941208600997925,
-0.6970194578170776,
0.0703299343585968,
0.28979840874671936,
-0.09610238671302795,
-0.798541247844696,
0.03719353303313255,
-0.6090492606163025,
-0.38650035858154297,
-0.028539378196001053,
0.3206448256969452,
0.09624643623828888,
0.02829575538635254,
-0.10289229452610016,
0.013232382945716381,
0.09612634032964706,
0.13574279844760895,
-0.08016776293516159,
-0.18049392104148865,
-0.500652015209198,
0.2717965245246887,
0.1386731117963791,
0.8285372257232666,
0.23793718218803406,
0.5834835171699524,
0.0007869249675422907,
0.09889152646064758,
-0.15043407678604126,
-0.1759689748287201,
0.3397231101989746,
-0.6723950505256653,
0.26578450202941895,
-0.2096964418888092,
-0.10969920456409454,
0.5143915414810181,
0.14075830578804016,
-0.21273154020309448,
0.32440781593322754,
-0.02114391326904297,
0.8337677121162415,
0.4709443747997284,
-0.3539714217185974,
0.44063636660575867,
0.08119097352027893,
0.247150257229805,
0.053287651389837265,
-0.3063744902610779,
0.29578685760498047,
0.3777535855770111,
0.10680682212114334,
-0.2381385713815689,
0.6419493556022644,
-0.18881122767925262,
-0.18252576887607574,
0.348505437374115,
-0.34268900752067566,
0.5508847832679749,
0.21076637506484985,
0.17906500399112701,
0.01414183434098959,
0.9198733568191528,
-0.3957011103630066,
-0.46527621150016785,
0.575471043586731,
-0.2483341097831726,
0.07926240563392639,
-0.3947308659553528,
-0.01058816909790039,
0.5136793851852417,
0.33173468708992004,
0.18607299029827118,
0.010677165351808071,
0.4423106610774994,
0.6706584692001343,
0.427102267742157,
-0.3404455780982971,
-0.6654372215270996,
0.1298208087682724,
0.039964593946933746,
0.6474327445030212,
-0.2074478566646576,
0.22501139342784882,
0.5082380175590515,
0.3792378306388855,
0.06719154119491577,
0.32691505551338196,
-0.20387908816337585,
0.13314656913280487,
0.021485012024641037,
-0.014280007220804691,
-0.11034055799245834,
0.14513610303401947,
-0.34896960854530334,
-0.12826134264469147,
0.5270950198173523,
-0.4502609372138977,
0.06732047349214554,
0.9503381848335266,
0.28757378458976746,
0.34372133016586304,
-0.24807555973529816,
0.42503881454467773,
-0.4096924364566803,
-0.121611587703228,
0.5054476261138916,
-0.060511697083711624,
0.2568150460720062,
0.02770099602639675,
-0.02117466740310192,
0.3431701064109802,
-0.754982054233551,
0.49262872338294983,
-0.23424378037452698,
-0.5853246450424194,
0.23439817130565643,
-0.09549396485090256,
0.27713292837142944,
0.46380752325057983,
-0.038388196378946304,
0.7744470238685608,
-0.3308427035808563,
-0.5532007813453674,
0.35612812638282776,
-0.11590428650379181,
-0.03454060107469559,
0.7915262579917908,
0.3096398413181305,
-0.13377311825752258,
-0.05269422009587288,
-0.6975939273834229,
-0.4695381820201874,
0.3181459605693817,
-0.2766364812850952,
0.06729597598314285,
-0.04180010035634041,
0.46203064918518066,
0.6021112203598022,
0.41568952798843384,
0.10072775930166245,
-0.03655802831053734,
-0.14749644696712494,
0.7510730624198914,
-0.4616515338420868,
0.4719291031360626,
-0.6287679672241211,
0.32896673679351807,
-0.7753015756607056,
0.15524448454380035,
0.27460095286369324,
0.6635318994522095,
0.06593780219554901,
-0.2025890052318573,
-0.2087462693452835,
0.07040055096149445,
0.11757838726043701,
-0.4530596137046814,
-0.05777701362967491,
-0.48162922263145447,
-0.44946566224098206,
-1.0457463264465332,
0.663464367389679,
0.09288909286260605,
0.4319014549255371,
-0.7584376335144043,
0.5500730872154236,
0.37158524990081787,
0.047454699873924255,
-0.12380600720643997,
0.35778701305389404,
-0.27982237935066223,
-0.4353960454463959,
0.9251205921173096,
-0.2106412649154663,
0.031470898538827896,
-0.5420640110969543,
0.19387735426425934,
0.2121516913175583,
-0.6794043779373169,
0.2849937379360199,
-0.13234592974185944,
-0.15787772834300995,
0.13513249158859253,
0.019855191931128502,
0.31026339530944824,
-0.5209838151931763,
-0.1883457601070404,
-0.7480791211128235,
0.6557960510253906,
0.09063839167356491,
-0.5004220604896545,
0.11277875304222107,
-0.5801172852516174,
-0.18379296362400055,
-0.30146604776382446,
-0.23928508162498474,
-0.3477828800678253,
-0.19582410156726837,
-0.33664119243621826
] |
In this paper we explore the theoretical boundaries of planning in a setting where no model of the agent’s actions is given. Instead of an action model, a set of successfully executed plans are given and the task is to generate a plan that is safe, i.e., guaranteed to achieve the goal without failing. To this end, we show how to learn a conservative model of the world in which actions are guaranteed to be applicable. This conservative model is then given to an off-the-shelf classical planner, resulting in a plan that is guaranteed to achieve the goal. However, this reduction from a model-free planning to a model-based planning is not complete: in some cases a plan will not be found even when such exists. We analyze the relation between the number of observed plans and the likelihood that our conservative approach will indeed fail to solve a solvable problem. Our analysis show that the number of trajectories needed scales gracefully.
|
[
0.0018725027330219746,
0.02324000746011734,
-0.0018408753676339984,
0.005748726427555084,
0.0058105820789933205,
-0.00984920933842659,
0.007252836599946022,
-0.0012651614379137754,
-0.008657403290271759,
0.0005861698882654309,
-0.022631719708442688,
0.015777606517076492,
0.0044837757013738155,
0.0030534190591424704,
-0.004761562682688236,
0.017963405698537827,
-0.004329402931034565,
-0.006231680512428284,
0.001714177429676056,
-0.0012412392534315586,
-0.01082427054643631,
0.004614048171788454,
0.008110634051263332,
0.0013706099707633257,
-0.023899760097265244,
0.0038303330074995756,
-0.017182685434818268,
-0.0027016703970730305,
0.008539000526070595,
-0.0049989717081189156,
-0.015697192400693893,
0.0005921539850533009,
0.028745222836732864,
-0.015724165365099907,
0.009877386502921581,
-0.0062232064083218575,
-0.002666011918336153,
0.015732765197753906,
0.030362335965037346,
-0.0032298951409757137,
0.017970431596040726,
-0.0038376871962100267,
0.0004540041845757514,
-0.01831478253006935,
-0.006421403028070927,
0.003362061455845833,
0.003505957778543234,
0.015046440996229649,
-0.017089828848838806,
0.006904756184667349,
0.0032382900826632977,
-0.013531392440199852,
-0.00868469662964344,
0.009147698059678078,
-0.0046577611938118935,
-0.0054947379976511,
0.015127243474125862,
0.003773731179535389,
-0.01413876935839653,
0.0036092139780521393,
0.005688626319169998,
0.026159416884183884,
0.006078845355659723,
-0.01484195701777935,
-0.03722674399614334,
-0.0679594874382019,
0.013359654694795609,
0.02197156473994255,
0.007381734903901815,
0.03490632027387619,
0.014103182591497898,
0.007759006693959236,
-0.000004020053893327713,
0.0015415269881486893,
0.000043478794395923615,
0.01346416212618351,
-0.010105188004672527,
0.00808879267424345,
-0.01899118721485138,
0.023523636162281036,
-0.0164077989757061,
0.00373741053044796,
-0.01019476167857647,
0.004752137698233128,
-0.010618578642606735,
0.01042452547699213,
0.0035694995895028114,
0.010251214727759361,
0.01247597485780716,
-0.0003449945361353457,
0.03746413439512253,
0.010818079113960266,
-0.003098511602729559,
-0.010280771180987358,
-0.02090991660952568,
-0.014563623815774918,
-0.001044982811436057,
-0.019579818472266197,
-0.03218098357319832,
-0.013287270441651344,
-0.00563226779922843,
0.015376660972833633,
0.013728379271924496,
-0.00759080657735467,
-0.00922420434653759,
0.0074876113794744015,
-0.004185117781162262,
0.00023799017071723938,
-0.02060120180249214,
0.0014515426009893417,
0.02169959247112274,
0.008261027745902538,
-0.002975720912218094,
-0.001971617341041565,
0.0023021893575787544,
0.0017003871034830809,
-0.00301999575458467,
-0.02505517564713955,
0.008289852179586887,
0.011651509441435337,
-0.0007732203230261803,
-0.013221120461821556,
0.003928077407181263,
-0.009520931169390678,
0.004703506827354431,
0.003772073658183217,
0.009666427969932556,
0.00514424592256546,
-0.0017405800754204392,
0.011139387264847755,
-0.008063854649662971,
-0.007207406684756279,
0.028983116149902344,
0.0007379447342827916,
-0.007549029774963856,
-0.009094604291021824,
0.007475029677152634,
0.004453916102647781,
0.006913771852850914,
0.0068358164280653,
0.01506860926747322,
0.008288398385047913,
-0.0019714192021638155,
0.010387697257101536,
0.013256382197141647,
-0.00413267407566309,
-0.023409128189086914,
0.018434593454003334,
-0.009220816195011139,
-0.010384436696767807,
-0.0012848568148911,
0.0005215809214860201,
0.0005259229801595211,
-0.009659196250140667,
0.015134233050048351,
-0.0027209362015128136,
0.011054228991270065,
-0.0016301916912198067,
-0.023325834423303604,
-0.022141529247164726,
0.015388118103146553,
-0.013584221713244915,
0.0008152811788022518,
0.005564799997955561,
0.018280521035194397,
0.020956363528966904,
0.005377042572945356,
0.0021590660326182842,
-0.009197413921356201,
-0.000548736599739641,
-0.01362549513578415,
-0.01902802102267742,
-0.0014534584479406476,
0.003648576093837619,
-0.005360866896808147,
0.0017443952383473516,
0.003016599453985691,
0.006929977796971798,
-0.004665653686970472,
0.06784287095069885,
0.007824217900633812,
0.009945536032319069,
-0.00040941848419606686,
-0.007227390073239803,
0.006837068125605583,
0.007332059554755688,
0.006164077203720808,
-0.002261282643303275,
-0.020460164174437523,
0.016155285760760307,
0.003957579843699932,
0.0002707522362470627,
-0.006662464234977961,
-0.011844728142023087,
-0.019601047039031982,
0.0035080856177955866,
0.011319898068904877,
-0.007942628115415573,
0.007357098627835512,
0.0012297842185944319,
0.010115891695022583,
0.010998958721756935,
0.02935781329870224,
0.002906183712184429,
0.021078914403915405,
0.0045664068311452866,
0.017459958791732788,
-0.012345717288553715,
-0.00629937369376421,
0.005831759423017502,
0.0220046304166317,
-0.004387848544865847,
0.0006027000490576029,
-0.0007131124148145318,
-0.0007219326216727495,
-0.0002513519721105695,
-0.004468763712793589,
0.014344936236739159,
0.017069000750780106,
-0.007735798135399818,
-0.0006588248652406037,
-0.004946794360876083,
0.001158673781901598,
-0.027554210275411606,
0.01930234394967556,
-0.000659241690300405,
0.010379042476415634,
0.008083546534180641,
-0.004149982240051031,
-0.0007741641602478921,
-0.007645877078175545,
-0.01840067468583584,
-0.004528110846877098,
-0.0025570117868483067,
0.0031768493354320526,
0.01401096023619175,
0.0034760767593979836,
-0.021985746920108795,
0.003976527601480484,
-0.004014482721686363,
0.004955196287482977,
-0.029087569564580917,
0.01471634954214096,
0.019946692511439323,
-0.016347402706742287,
-0.0023239387664943933,
0.02608536183834076,
0.007724754512310028,
-0.015253566205501556,
0.010568864643573761,
0.00127422995865345,
-0.008233992382884026,
-0.012907715514302254,
0.01724798046052456,
0.027356550097465515,
-0.006336031015962362,
0.022131916135549545,
0.01627545803785324,
0.02098456770181656,
-0.004645328503102064,
-0.004349289461970329,
0.0055576832965016365,
0.010881209746003151,
-0.021082710474729538,
0.00640646368265152,
-0.001456370111554861,
0.031675927340984344,
0.014239818789064884,
0.032440654933452606,
0.012131476774811745,
0.000982880825176835,
-0.0075936708599328995,
0.0017131511121988297,
-0.08246465027332306,
-0.011561132967472076,
0.010448000393807888,
0.0121045196428895,
0.0049799052067101,
-0.012795157730579376,
0.0135146863758564,
0.008161821402609348,
-0.01454030629247427,
-0.0008426327258348465,
0.004752247128635645,
-0.00032062677200883627,
-0.013492459431290627,
0.017019852995872498,
0.01510993018746376,
-0.00722855981439352,
-0.0006247976562008262,
0.005114184692502022,
0.00017208512872457504,
-0.022213518619537354,
0.02394339255988598,
-0.013377607800066471,
-0.0024391901679337025,
0.01464441791176796,
0.008936766535043716,
-0.007826379500329494,
-0.00014789123088121414,
0.001605382887646556,
-0.0039775134064257145,
0.010916359722614288,
0.0010973716853186488,
0.007477660663425922,
-0.027816075831651688,
-0.007222792133688927,
0.009525414556264877,
0.0014541232958436012,
0.0009930229280143976,
0.0003767269663512707,
-0.00848551094532013,
-0.01857113093137741,
0.008716368116438389,
0.004046590067446232,
-0.006594368256628513,
0.005456195678561926,
0.0028512696735560894,
0.0015418261755257845,
0.0031478290911763906,
-0.008361904881894588,
0.003883406287059188,
0.000840316410176456,
-0.000399555079638958,
-0.0028664879500865936,
0.014128725044429302,
0.0073691681027412415,
-0.00795796513557434,
0.005630349274724722,
-0.018138639628887177,
-0.013959105126559734,
-0.008022395893931389,
-0.0025439676828682423,
-0.011372893117368221,
0.005312898196280003,
0.008555743843317032,
0.025796908885240555,
-0.009805368259549141,
-0.016744421795010567,
0.004709674045443535,
0.014773755334317684,
0.0080715361982584,
-0.002394718350842595,
0.0029353660065680742,
-0.0019138085190206766,
0.004929760005325079,
-0.004919237457215786,
0.007497073616832495,
-0.010762041434645653,
-0.00952424481511116,
-0.011040065437555313,
0.015546067617833614,
-0.009343305602669716,
0.0046778479591012,
0.010232506319880486,
-0.0048125023022294044,
0.011558367870748043,
-0.014101785607635975,
0.010820847004652023,
0.0018972898833453655,
-0.01637408137321472,
0.003264201106503606,
-0.0070909783244132996,
-0.016678085550665855,
0.010172881186008453,
-0.018436849117279053,
0.00610537501052022,
0.003854597918689251,
-0.020407214760780334,
-0.013435532338917255,
0.006371675990521908,
0.01144730020314455,
0.008559618145227432,
-0.007325233891606331,
0.004799162968993187,
0.017011644318699837,
-0.008038749918341637,
-0.026868373155593872,
0.007426279131323099,
0.005689028650522232,
-0.004837934859097004,
-0.024116801097989082,
-0.011982767842710018,
-0.019391115754842758,
0.012333255261182785,
-0.005066704470664263,
0.010745229199528694,
0.005407814867794514,
0.008180047385394573,
0.012746641412377357,
0.011718031018972397,
0.0735759511590004,
-0.015073719434440136,
0.016786426305770874,
-0.0005995081155560911,
0.011091694235801697,
-0.0005701500922441483,
0.004379137419164181,
-0.003209039568901062,
-0.00246985862031579,
-0.00562245212495327,
0.009001458995044231,
-0.01446341723203659,
-0.002346975263208151,
0.01008807122707367,
-0.019867567345499992,
-0.0015093886759132147,
0.013906638137996197,
-0.008250012993812561,
-0.012585818767547607,
-0.024337848648428917,
0.018745092675089836,
0.00787198543548584,
-0.008007976226508617,
0.0047795712016522884,
-0.002423292025923729,
-0.009104986675083637,
-0.006362785119563341,
-0.015267482027411461,
0.0065645696595311165,
0.0021733269095420837,
0.000640768208540976,
-0.0006522429175674915,
-0.002588118426501751,
0.002013426274061203,
0.010051820427179337,
-0.005382485222071409,
0.01418568380177021,
-0.0038601041305810213,
0.010412229225039482,
0.016091037541627884,
0.0023645302280783653,
-0.012431519106030464,
-0.0039307475090026855,
0.014960946515202522,
-0.008785737678408623,
0.015341345220804214,
-0.03569553792476654,
-0.002898933133110404,
-0.004533030558377504,
0.02222616598010063,
-0.0032774130813777447,
0.01420870516449213,
0.0009128975798375905,
0.011326312087476254,
0.01624118536710739,
-0.015392935834825039,
0.004397008568048477,
-0.013682575896382332,
0.006015036255121231,
0.013310205191373825,
-0.006510076113045216,
-0.021210186183452606,
0.04241485893726349,
0.0006150789558887482,
-0.008767723105847836,
-0.010484613478183746,
0.0035478759091347456,
-0.011422507464885712,
0.010221149772405624,
-0.007260966580361128,
0.006050193682312965,
-0.005807752721011639,
-0.009843731299042702,
0.00795771460980177,
-0.009912416338920593,
-0.0018891510553658009,
-0.006243925541639328,
-0.01496504619717598,
0.00706499395892024,
0.0002834026236087084,
0.008711948990821838,
-0.01787337101995945,
-0.004951233044266701,
0.014173990115523338,
-0.004904286935925484,
-0.006984030827879906,
-0.004406082443892956,
-0.07555029541254044,
0.002806051168590784,
0.026744425296783447,
-0.008355259895324707,
-0.004436692222952843,
0.022779960185289383,
0.0020369705744087696,
-0.003793146926909685,
-0.004837152548134327,
-0.0042080264538526535,
-0.012156269513070583,
-0.01016218215227127,
-0.01695394143462181,
0.0011062235571444035,
0.008840239606797695,
0.000894583179615438,
-0.019718725234270096,
-0.015621751546859741,
-0.0060701253823935986,
0.01038590632379055,
-0.009020852856338024,
0.012016644701361656,
0.016323592513799667,
-0.010172175243496895,
0.01434387732297182,
-0.08245711028575897,
0.0059786606580019,
-0.0011368215782567859,
0.001283599529415369,
-0.011226829141378403,
-0.006328147370368242,
-0.0027779436204582453,
-0.011567634530365467,
0.01811465062201023,
-0.01013397891074419,
0.0025296853855252266,
-0.016750257462263107,
-0.023223264142870903,
-0.0018276611808687449,
-0.004594084806740284,
-0.001994029153138399,
0.006922857835888863,
-0.024216003715991974,
0.01895829662680626,
0.01484250370413065,
0.008850841782987118,
-0.00025327131152153015,
-0.01096309069544077,
0.0017038565129041672,
-0.009423795156180859,
-0.009108118712902069,
0.00025846855714917183,
0.006958546582609415,
0.012400648556649685,
-0.006733471527695656,
0.010368634015321732,
0.015969110652804375,
0.009035884402692318,
-0.021924225613474846,
-0.022315718233585358,
0.00012329657329246402,
0.001641041599214077,
-0.006970554124563932,
0.009957867674529552,
-0.003897997085005045,
-0.0002745388774201274,
0.017556872218847275,
0.024405140429735184,
0.0005918885581195354,
-0.03509722650051117,
0.010382371954619884,
0.0026644403114914894,
-0.0019281919812783599,
0.0072875432670116425,
0.015096087008714676,
0.006763769313693047,
0.005401269998401403,
0.013469280675053596,
-0.006168982945382595,
0.004634516313672066,
-0.010484946891665459,
-0.00308785168454051,
0.0007640033145435154,
0.010540083982050419,
0.009136151522397995,
0.004059799946844578,
0.001720396801829338,
-0.029324110597372055,
0.07280648499727249,
0.0025097765028476715,
0.007895845919847488,
0.007913362234830856,
-0.011237104423344135,
-0.0029905992560088634,
0.009322012774646282,
-0.003947847988456488,
-0.005069239996373653,
-0.010814327746629715,
0.004592033103108406,
-0.004836972802877426,
0.0024155080318450928,
0.0048559727147221565,
-0.006475910544395447,
0.01231442578136921,
0.0011721709743142128,
0.013308360241353512,
0.030800217762589455,
0.005655619781464338,
-0.003214597702026367,
0.0018180866027250886,
-0.020990103483200073,
-0.0041524386033415794,
-0.0067809694446623325,
-0.0038585220463573933,
0.00517955282703042,
0.00137237086892128,
-0.02858111262321472,
-0.008059048093855381,
-0.010869868099689484,
0.015499179251492023,
0.001985475653782487,
0.0028626127168536186,
0.01386532187461853,
-0.00523443054407835,
-0.0019082825165241957,
-0.005369215272367001,
0.006702699698507786,
0.011898864060640335,
-0.01227838359773159,
0.006892059929668903,
0.00035793118877336383,
-0.011582518927752972,
-0.0025787483900785446,
-0.01811991073191166,
0.006521234288811684,
-0.00905913207679987,
-0.01752379722893238,
0.011756157502532005,
0.002506037475541234,
-0.001911602565087378,
0.0017480738461017609,
-0.018586961552500725,
-0.0025181579403579235,
-0.009671883657574654,
-0.009230358526110649,
0.0086160684004426,
-0.01690831407904625,
0.0015618079341948032,
0.01963181421160698,
-0.011048260144889355,
0.025219552218914032,
0.0013786733616143465,
0.00858062319457531,
-0.005971007980406284,
-0.014288033358752728,
-0.0034326263703405857,
-0.0014752605929970741,
0.01306259073317051,
-0.005010499618947506,
0.01874864101409912,
0.0016260207630693913,
-0.009529363363981247,
-0.003943007905036211,
0.005765164270997047,
0.0035224836319684982,
-0.005297391209751368,
0.006150578148663044,
-0.008606256917119026,
-0.006559230387210846,
0.004420641344040632,
-0.013888021931052208,
0.013727782294154167,
-0.00935423281043768,
0.0003186184912919998,
-0.0018804024439305067,
-0.0020926333963871002,
-0.006599816959351301,
0.0021571912802755833,
-0.007425500545650721,
0.0007449254626408219,
0.0009548735688440502,
-0.007642969489097595,
0.0013828682713210583,
0.032945286482572556,
0.012967011891305447,
0.0058420379646122456,
0.0003036570269614458,
-0.000549911055713892,
0.013463634997606277,
-0.0017695692367851734,
0.007887017913162708,
0.002759629162028432,
-0.00641582440584898,
0.004474550485610962,
0.016420917585492134,
-0.0061424956656992435,
-0.001295305322855711,
-0.014887427911162376,
-0.010242419317364693,
-0.004529217723757029,
-0.008698218502104282,
0.0018043650779873133,
0.011263586580753326,
0.001381642883643508,
-0.00899947714060545,
0.001044989563524723,
0.007506386376917362,
-0.0041382648050785065,
-0.027383554726839066,
0.009237849153578281,
-0.018277563154697418,
0.008972696959972382,
0.01572982408106327,
-0.018513593822717667,
-0.007658515125513077,
0.014138941653072834,
0.0004156939685344696,
0.006049623712897301,
0.007185009308159351,
-0.011414172127842903,
-0.0049590542912483215,
-0.0039810012094676495,
-0.0035447818227112293,
0.013204057700932026,
-0.0009602971840649843,
-0.003922187257558107,
-0.012116629630327225,
-0.0014541270211338997,
-0.005587334744632244,
0.01434604823589325,
0.002018227707594633,
-0.01123025082051754,
0.005403347313404083,
-0.019549144431948662,
0.010919005610048771,
0.016226595267653465,
0.01584857515990734,
-0.00293754693120718,
-0.0077687818557024,
0.009328624233603477,
0.027934037148952484,
-0.00480117741972208,
0.0071303145959973335,
0.01658875122666359,
-0.0052625872194767,
0.01271902211010456,
-0.009663889184594154,
0.008027668111026287,
0.0001367935910820961,
-0.015158917754888535,
-0.005637242458760738,
0.0009478020947426558,
-0.005752080120146275,
0.018494637683033943,
0.014583131298422813,
-0.011442877352237701,
-0.01451637502759695,
0.03964376449584961,
0.00017747841775417328,
0.00020528514869511127,
-0.008639084175229073,
0.005525192711502314,
-0.01415218971669674,
-0.008691024035215378,
0.0005960582057014108,
0.00009409553604200482,
-0.015380929224193096,
-0.010010241530835629,
0.0019328910857439041,
-0.024345872923731804,
-0.0002686616498976946,
-0.0028075240552425385,
-0.02079632878303528,
-0.005635709501802921,
-0.005120627582073212,
-0.010163373313844204,
0.022291287779808044,
0.006674246862530708,
-0.004493669606745243,
0.0020216424018144608,
-0.012013247236609459,
-0.0028317642863839865,
-0.007546858862042427,
-0.02318141795694828,
0.005091609433293343,
-0.020961489528417587,
-0.009592784568667412,
-0.0022126107942312956,
0.012965422123670578,
-0.01238667219877243
] |
[
-0.05379517003893852,
-0.35624560713768005,
-0.19850032031536102,
0.09239966422319412,
0.11961449682712555,
0.088060162961483,
0.3515748381614685,
-0.5394866466522217,
-0.03466629609465599,
-0.3519113063812256,
-0.011793858371675014,
0.7229758501052856,
-0.4663463532924652,
-0.008642632514238358,
-0.046356309205293655,
0.4809722602367401,
0.677440881729126,
0.20868057012557983,
-0.3050849735736847,
-0.5564508438110352,
-0.2830747961997986,
0.13028518855571747,
0.15452753007411957,
0.13879908621311188,
0.15551619231700897,
0.018117813393473625,
0.5694388747215271,
0.2124904990196228,
-0.11750379949808121,
-0.11317374557256699,
-0.3269941210746765,
0.2478477656841278,
-0.3920307159423828,
-0.36520496010780334,
-0.010653500445187092,
0.15123112499713898,
0.24812839925289154,
0.060345444828271866,
-0.24657794833183289,
-0.39859738945961,
0.2483876496553421,
0.2180025279521942,
-0.17144104838371277,
0.35851550102233887,
-0.22444497048854828,
-0.40957722067832947,
-1.2005497217178345,
-0.22947776317596436,
0.019687244668602943,
-0.6832096576690674,
-0.17088444530963898,
0.6755804419517517,
0.18220260739326477,
0.23597390949726105,
-0.49615582823753357,
0.3360564112663269,
-0.321916401386261,
-0.40140894055366516,
-0.009951088577508926,
-0.4250822961330414,
0.08927284926176071,
0.00213218224234879,
0.13376259803771973,
0.6895145773887634,
0.0031045933719724417,
0.7502109408378601,
0.047209396958351135,
-0.211938738822937,
-0.35397693514823914,
-0.2630379796028137,
-0.4764540493488312,
-0.3639127314090729,
-0.2536097466945648,
0.10797131806612015,
-0.6089780330657959,
-0.126890167593956,
0.014638369902968407,
-0.30706673860549927,
-0.004007020965218544,
-0.14324109256267548,
-0.051819752901792526,
0.03235946223139763,
0.13931654393672943,
-0.2907068729400635,
0.6380380392074585,
0.3515552580356598,
0.04640054702758789,
0.3684316575527191,
-0.43172895908355713,
0.5254896283149719,
-0.08773482590913773,
-0.216786727309227,
0.20251420140266418,
0.10291441529989243,
0.504584014415741,
0.09356750547885895,
0.2160746455192566,
0.18382440507411957,
0.058016374707221985,
0.4123132824897766,
-0.14770205318927765,
-0.2931622564792633,
-0.04109586030244827,
-0.2988809645175934,
-0.17648349702358246,
-0.7565129399299622,
-0.13544338941574097,
-0.7589260339736938,
-0.5004150867462158,
0.3893136978149414,
-0.47101515531539917,
0.5912925601005554,
0.42098867893218994,
-0.27252277731895447,
-0.08851407468318939,
0.1423085480928421,
-0.102544404566288,
0.23208089172840118,
-0.3487778902053833,
0.6743355393409729,
0.2243107110261917,
1.1046924591064453,
-0.07955435663461685,
0.2603626251220703,
0.27363669872283936,
-0.13865870237350464,
0.282228946685791,
0.6240872144699097,
-0.30748456716537476,
0.00624475535005331,
0.4817410409450531,
0.7865224480628967,
-0.2966788411140442,
0.2528907060623169,
-0.6882035136222839,
-0.0488942451775074,
0.22691714763641357,
0.05201052874326706,
-0.4014270603656769,
-0.040838394314050674,
-0.22395814955234528,
-0.4509679675102234,
0.20227022469043732,
0.022429103031754494,
0.44551903009414673,
-0.06056923419237137,
0.1567305624485016,
-0.002569026779383421,
-0.21341979503631592,
0.03958543762564659,
-0.06062621250748634,
0.34317746758461,
-0.46635985374450684,
0.0942777618765831,
-0.09712685644626617,
0.7586892247200012,
0.3446287214756012,
-0.09714430570602417,
-0.4088599383831024,
0.03986199572682381,
-0.02518843300640583,
0.20583130419254303,
-0.14152778685092926,
-0.18937541544437408,
0.32767894864082336,
-0.591572105884552,
-0.06843941658735275,
0.30985406041145325,
0.37655994296073914,
0.07062005996704102,
-0.3820662498474121,
0.049800530076026917,
0.09199420362710953,
-0.32630816102027893,
0.011408488266170025,
0.07474586367607117,
0.3783969283103943,
0.4774341583251953,
0.5783043503761292,
-0.21320699155330658,
-0.678708553314209,
0.026941126212477684,
0.1417488306760788,
-0.8626074194908142,
0.15015822649002075,
0.08736083656549454,
0.17169985175132751,
-0.010528506711125374,
0.11445660889148712,
-0.041388627141714096,
-0.12667974829673767,
0.08894520998001099,
0.4197358787059784,
-1.2199361324310303,
1.1854047775268555,
-0.21360424160957336,
-0.28270578384399414,
1.4250493049621582,
-0.15217682719230652,
0.14751017093658447,
0.17976324260234833,
-0.3612787127494812,
-0.2226000279188156,
0.09049953520298004,
-0.18452483415603638,
0.3140118420124054,
-0.01840166002511978,
0.3011130690574646,
-0.3572784960269928,
0.49236902594566345,
0.33210286498069763,
0.36819615960121155,
0.005242045037448406,
-0.21729135513305664,
0.22335635125637054,
-0.037020571529865265,
-0.04229864850640297,
0.5617303252220154,
0.29228144884109497,
-0.34540778398513794,
0.5996236801147461,
-0.42467203736305237,
0.18767735362052917,
0.5783852338790894,
0.06269185245037079,
0.2946578562259674,
0.910193145275116,
0.43545272946357727,
0.8061847686767578,
-0.4090559780597687,
-0.014609923586249352,
-0.12638252973556519,
0.3438155949115753,
-0.2596014440059662,
-0.24199886620044708,
0.2659238278865814,
-0.26785945892333984,
-0.2702868580818176,
-0.2387627214193344,
-0.12005861848592758,
0.5084896683692932,
0.35174301266670227,
-0.46543973684310913,
0.44204363226890564,
-0.2618110775947571,
-0.40676820278167725,
-0.48720240592956543,
0.8919294476509094,
-0.7104036808013916,
-0.07737276703119278,
-0.3201338052749634,
0.4019993543624878,
0.2761552631855011,
-0.38833460211753845,
-0.350850373506546,
0.18043148517608643,
-0.6675979495048523,
-0.03875313699245453,
0.2746270000934601,
0.13002264499664307,
-0.15341517329216003,
0.20555102825164795,
-0.19384320080280304,
0.27398547530174255,
-0.003347274847328663,
-0.08439217507839203,
-0.8234726786613464,
-0.33056533336639404,
0.2528626322746277,
1.0307393074035645,
0.4952314794063568,
-0.5628159642219543,
-0.6232232451438904,
0.3906109035015106,
0.21285229921340942,
-0.9482288360595703,
0.16150426864624023,
0.6390296220779419,
-0.6588790416717529,
-0.2891255021095276,
0.02246881276369095,
0.7909928560256958,
0.7348288297653198,
-0.14907832443714142,
-0.29115405678749084,
-0.5109455585479736,
0.24800588190555573,
-0.054482463747262955,
-0.5238259434700012,
0.003233100287616253,
0.09736592322587967,
0.34525004029273987,
-0.4566297233104706,
-0.6824998259544373,
0.16377559304237366,
0.7032116055488586,
-0.24449385702610016,
0.24085234105587006,
0.10568465292453766,
0.10470182448625565,
-0.2667428255081177,
-0.004114503040909767,
0.23024138808250427,
-0.16406215727329254,
0.43806520104408264,
-0.11870415508747101,
-0.34965676069259644,
0.6882418990135193,
-5.981587886810303,
-0.3339354991912842,
0.038206469267606735,
0.08053319156169891,
-0.24124936759471893,
0.13807256519794464,
0.6063531637191772,
-0.3784116804599762,
0.13581854104995728,
0.1894971877336502,
0.2747136950492859,
-0.05092940479516983,
-0.039177801460027695,
0.522532045841217,
0.5128703713417053,
0.14286501705646515,
0.7134851813316345,
0.10165850073099136,
0.3076191246509552,
0.17328040301799774,
0.049675531685352325,
-0.4067543148994446,
-0.2896389067173004,
0.5087713599205017,
0.2763145864009857,
0.5818761587142944,
-0.659151554107666,
0.6452521681785583,
-0.11641979217529297,
0.025335170328617096,
-0.10004235059022903,
-0.5455031394958496,
-0.1100969985127449,
-0.3053974509239197,
0.5035097002983093,
0.513516902923584,
0.13961808383464813,
0.20264111459255219,
-0.04799552634358406,
-0.041437000036239624,
0.40381675958633423,
0.5420583486557007,
-0.43766921758651733,
-0.09580491483211517,
-0.23391883075237274,
-0.13843610882759094,
-0.1950828582048416,
0.1314888894557953,
-0.3184819519519806,
0.40806955099105835,
-0.24248550832271576,
-0.13778306543827057,
0.3036932647228241,
0.1475510448217392,
0.13270722329616547,
-0.1477610021829605,
0.21093961596488953,
-0.11642423272132874,
-0.16430634260177612,
0.386661559343338,
0.2374516725540161,
-0.3583163917064667,
0.014944537542760372,
-0.467347115278244,
0.023949159309267998,
0.15388086438179016,
-0.44683244824409485,
-0.7409916520118713,
0.04876535385847092,
0.17452315986156464,
-0.6169138550758362,
-0.4213899075984955,
0.19447216391563416,
-0.9117639064788818,
0.31259065866470337,
-0.4592673182487488,
-0.09366483241319656,
-0.004123394377529621,
0.5079963803291321,
-0.1993105560541153,
0.17396312952041626,
-0.40809568762779236,
0.1406751126050949,
0.04554937779903412,
0.2435479313135147,
-0.261953741312027,
0.2465420663356781,
0.20504817366600037,
-0.5552493929862976,
0.254224568605423,
0.294677197933197,
-0.2178260087966919,
0.31906363368034363,
0.5677819848060608,
0.27912601828575134,
0.6651108264923096,
0.4849011301994324,
-0.6256556510925293,
0.3856702744960785,
-0.41574737429618835,
0.1662146896123886,
0.15563708543777466,
-0.0001427108363714069,
-0.6972146034240723,
0.0900992900133133,
0.4668709635734558,
-0.5452812910079956,
0.27892106771469116,
0.6169275641441345,
-0.1620166152715683,
-0.0575435571372509,
0.05426719784736633,
-0.01030545774847269,
-0.36185380816459656,
0.5168447494506836,
0.279298335313797,
-0.5042153596878052,
-0.06124190241098404,
0.4318343997001648,
0.03437679260969162,
0.0797581821680069,
-0.1474366933107376,
-0.4479958713054657,
0.2150464802980423,
-0.23817452788352966,
-0.30396169424057007,
0.2650180459022522,
0.4189773499965668,
-0.48989614844322205,
0.21499843895435333,
0.44189363718032837,
0.04188279062509537,
-0.4795507490634918,
0.01128957699984312,
0.49880653619766235,
-0.5872349739074707,
0.24121060967445374,
0.18018004298210144,
0.23141062259674072,
-0.534364640712738,
-0.0730828195810318,
0.3193840980529785,
-0.10095907002687454,
-0.18679597973823547,
-0.21190902590751648,
-0.24076257646083832,
0.4262164235115051,
-0.24327148497104645,
-0.29417866468429565,
0.07492386549711227,
0.1552792638540268,
-0.1950826495885849,
-0.0015216078609228134,
-0.359019011259079,
-0.07107823342084885,
-0.004704264458268881,
0.10489864647388458,
-0.13117581605911255,
0.5561680197715759,
-0.19397702813148499,
0.34702274203300476,
0.276538223028183,
-1.2817609310150146,
-0.01116736326366663,
0.2824697494506836,
-0.1909593939781189,
-0.7679920792579651,
-0.4064032733440399,
-0.019766200333833694,
0.3952149450778961,
-0.30245646834373474,
-0.6614826321601868,
-0.048004455864429474,
-0.4362008571624756,
0.13517789542675018,
-0.3156050145626068,
0.0702260211110115,
-0.3918069303035736,
-0.2639472782611847,
-0.21610374748706818,
0.20791135728359222,
-0.7402047514915466,
-0.2401496171951294,
0.12150491029024124,
0.41528597474098206,
-0.33136850595474243,
0.07701853662729263,
0.20174328982830048,
-0.9334071278572083,
-0.4993557035923004,
0.057260703295469284,
0.5789349675178528,
0.6993491649627686,
0.28105875849723816,
-0.08653472363948822,
-0.2420283854007721,
0.10222946107387543,
0.07259894907474518,
-0.05865129455924034,
-0.3441649079322815,
-0.08874452114105225,
0.2186228632926941,
-0.52238929271698,
0.4653571844100952,
0.2002228945493698,
-0.419381707906723,
-0.00987236388027668,
0.3004992604255676,
0.2432883083820343,
0.1631554663181305,
-0.7930416464805603,
-0.6001977920532227,
-0.20638054609298706,
-0.25282782316207886,
-0.34217771887779236,
-0.16289156675338745,
0.5647491216659546,
-0.627623438835144,
-0.6190646886825562,
0.4130266606807709,
-0.12682804465293884,
-0.4690209925174713,
-0.7383183836936951,
0.03401438519358635,
-0.10281825065612793,
-0.026554903015494347,
0.45006635785102844,
-0.5494157671928406,
0.11886583268642426,
-0.09003572911024094,
-0.08825020492076874,
-0.3175065219402313,
0.23527270555496216,
-0.01952867954969406,
-0.33036336302757263,
-0.3216591477394104,
-0.4664522707462311,
0.5362949371337891,
-0.4160822927951813,
-0.4778132736682892,
-0.25729188323020935,
0.798907458782196,
-0.033645499497652054,
-0.4265303313732147,
0.051474038511514664,
-0.04386748746037483,
0.38147857785224915,
-0.4167684316635132,
-0.6056088805198669,
-0.017303194850683212,
0.19993437826633453,
0.23897333443164825,
0.19663797318935394,
-0.010707469657063484,
0.5845325589179993,
-0.16191266477108002,
-0.2568281292915344,
-0.4134133756160736,
0.039331890642642975,
0.705456554889679,
0.2663848400115967,
-0.3316195011138916,
-0.7943898439407349,
-0.39621636271476746,
0.19580236077308655,
0.31986191868782043,
-0.2329544723033905,
-0.5211910009384155,
0.029526248574256897,
-0.412432998418808,
0.2091144174337387,
0.04939784109592438,
0.08050473779439926,
0.6259790658950806,
0.3420126438140869,
-0.22883635759353638,
-0.01771869696676731,
0.08600079268217087,
-0.13875748217105865,
-0.021234730258584023,
-0.2543109655380249,
-0.1141606941819191,
-0.2686409056186676,
-0.6939740777015686,
-0.12321765720844269,
-0.677946150302887,
0.4387708604335785,
-0.212429478764534,
-0.20962706208229065,
0.049521829932928085,
-0.6699918508529663,
0.025759072974324226,
-0.8504639267921448,
-0.3718794584274292,
-0.14118777215480804,
0.5140907168388367,
0.08683318644762039,
0.2695755362510681,
0.10757849365472794,
0.04537614807486534,
-0.0456385463476181,
0.4946843683719635,
0.26187998056411743,
0.21902231872081757,
0.15738548338413239,
0.45521312952041626,
0.1968209594488144,
0.015663903206586838,
-0.08351904153823853,
0.28818199038505554,
0.16436010599136353,
0.2002761960029602,
0.4130491018295288,
0.5282080769538879,
-0.5181183815002441,
0.004638434387743473,
0.2920892536640167,
-0.2445128709077835,
0.383755087852478,
0.3486018180847168,
0.28062665462493896,
-0.03583154454827309,
0.5358017683029175,
-0.395610511302948,
-0.5334039330482483,
0.3973531424999237,
-0.6921108365058899,
0.23723119497299194,
0.2640625834465027,
0.22894610464572906,
0.8938877582550049,
0.9727451205253601,
-0.1651753932237625,
0.3804973065853119,
-0.2052684873342514,
0.49449649453163147,
0.5738553404808044,
-0.653251051902771,
-0.025593044236302376,
-0.12272630631923676,
0.9710985422134399,
0.024451207369565964,
-0.2769828140735626,
-0.16254916787147522,
-0.3694468140602112,
0.12266805768013,
0.5573615431785583,
0.26118898391723633,
-0.738612949848175,
0.6065381765365601,
0.34161195158958435,
0.029604509472846985,
0.13437657058238983,
-0.140885129570961,
-0.05066441744565964,
-0.284556120634079,
0.4074321687221527,
-0.08340030163526535,
-0.1780075579881668,
0.19021447002887726,
0.340312659740448,
0.20286165177822113,
-0.09882484376430511,
-0.15844565629959106,
-0.030988259240984917,
-0.05986148118972778,
0.5153592824935913,
0.35265666246414185,
0.12811367213726044,
0.3086912930011749,
-0.185589000582695,
0.2285020798444748,
0.055490992963314056,
0.38309791684150696,
-0.1875510960817337,
-0.47574034333229065,
0.26283878087997437,
0.03450364992022514,
0.11113125830888748,
0.18644122779369354,
0.20510262250900269,
-0.057991087436676025,
-0.23863908648490906,
-0.23449400067329407,
-0.030214594677090645,
-0.3146364986896515,
-0.24307414889335632,
-0.16337618231773376,
-0.34005457162857056,
-0.32461002469062805,
-0.10515163838863373,
-0.5671548247337341,
-0.3567814528942108,
0.6493219137191772,
0.1695249080657959,
0.0649908185005188,
-0.5708250403404236,
0.7940605878829956,
0.5056325793266296,
0.10406634956598282,
0.0010088457493111491,
0.25245243310928345,
-0.3006623685359955,
0.7121941447257996,
-0.17865169048309326,
-0.01454441249370575,
-0.9606757164001465,
0.22612380981445312,
-0.804406464099884,
-0.3494236171245575,
0.667160153388977,
0.23394452035427094,
-0.0043896883726119995,
-0.07576369494199753,
0.1602737307548523,
0.3145843744277954,
0.5132194757461548,
-0.4026983380317688,
0.28873568773269653,
-0.16693687438964844,
-0.14606063067913055,
-0.3419533669948578,
0.4204428195953369,
0.1179637685418129,
-0.47429630160331726,
-0.07558953762054443,
0.028789646923542023,
-0.07376446574926376,
-0.710295557975769,
0.23031343519687653,
0.15697823464870453,
-0.7444493174552917,
-0.548774778842926,
0.7060777544975281,
-0.5126729011535645,
0.10434221476316452,
0.1267939805984497,
0.22418008744716644,
0.40695056319236755,
-0.3663005828857422,
-0.3297531306743622,
-0.08690507709980011,
0.1787121593952179,
0.9260890483856201,
-0.378288596868515,
0.3466760218143463,
-0.1605568528175354,
-0.24149596691131592,
-0.07640086114406586,
0.7972010374069214,
-0.11656827479600906,
0.0536334402859211,
-0.5095773339271545,
-0.1260368824005127,
-0.5622698068618774,
0.4892917573451996,
-0.1282985955476761,
-0.6867808699607849,
-0.3910534679889679,
-0.08104083687067032
] |
BACKGROUND
The technological advances that have been made in developing highly functional prostheses are promising for very active patients but we do not yet know whether they cause an increase in biomechanical load along with possibly negative consequences for pressure conditions in the socket. Therefore, this study monitored the socket pressure at specific locations of the stump when using a microprocessor-controlled adaptive prosthetic ankle under different walking conditions.
METHODS
Twelve unilateral transtibial amputees between 43 and 59 years of age were provided with the Proprio-Foot (Ossur) and underwent an instrumented 3D gait analysis in level, stair, and incline walking, including synchronous data capturing of socket pressure. Peak pressures and pressure time integrals (PTI) at three different locations were compared for five walking conditions with and without using the device's ankle adaptation mode.
FINDINGS
Highest peak pressures of 2.4 k Pa/kg were found for incline ascent at the calf muscle as compared to 2.1 k Pa/kg in level walking with large inter-individual variance. In stair ascent a strong correlation was found between maximum knee moment and socket pressure. The most significant pressure changes relative to level walking were seen in ramp descent anteriorly towards the stump end, with PTI values being almost twice as high as those in level walking. Adapting the angle of the prosthesis on stairs and ramps modified the pressure data such that they were closer to those in level walking.
INTERPRETATION
Pressure at the stump depends on the knee moments involved in each walking condition. Adapting the prosthetic ankle angle is a valuable means of modifying joint kinetics and thereby the pressure distribution at the stump. However, large inter-individual differences in local pressures underline the importance of individual socket fitting.
|
[
-0.002972047310322523,
0.010703655891120434,
-0.009170571342110634,
0.021605657413601875,
-0.009225750342011452,
-0.0021183521021157503,
0.009612862020730972,
-0.0031862747855484486,
-0.012199457734823227,
0.00720222108066082,
0.009184366092085838,
0.018034718930721283,
0.008438121527433395,
0.028189130127429962,
0.01727912761271,
0.011180958710610867,
-0.03573703020811081,
-0.008581694215536118,
0.014832036569714546,
-0.0015666892286390066,
-0.013108370825648308,
0.004148334264755249,
0.011688413098454475,
-0.0012537993025034666,
-0.008609653450548649,
0.021270249038934708,
0.017727423459291458,
-0.007320326287299395,
-0.003595119807869196,
0.004878131207078695,
-0.02259829081594944,
0.011925837025046349,
-0.020420705899596214,
-0.011060327291488647,
0.00800247024744749,
0.005197877995669842,
0.0001355998683720827,
0.02489502541720867,
0.0017564278095960617,
-0.004323785658925772,
-0.008288073353469372,
-0.003617312293499708,
0.006521277595311403,
-0.0050577810034155846,
-0.009763576090335846,
-0.011551544070243835,
-0.004605759400874376,
-0.0188857764005661,
-0.025052037090063095,
0.005505541805177927,
0.0004755642730742693,
-0.014457672834396362,
-0.006597770377993584,
-0.01308609452098608,
-0.007626267150044441,
-0.0167754627764225,
0.019823484122753143,
-0.029691772535443306,
-0.0028527078684419394,
0.006219205912202597,
-0.04971427470445633,
-0.014367841184139252,
-0.006938878446817398,
-0.021827897056937218,
0.014370296150445938,
-0.0663343146443367,
0.028682149946689606,
0.03440646454691887,
0.016578782349824905,
-0.01889200508594513,
-0.021222159266471863,
0.009257165715098381,
0.010329673066735268,
-0.013221262022852898,
-0.015318423509597778,
-0.010075971484184265,
-0.004449495114386082,
-0.010857569053769112,
0.0132744824513793,
0.019286712631583214,
-0.043177828192710876,
-0.013881545513868332,
0.031291667371988297,
0.00982048362493515,
0.005291154608130455,
0.014231223613023758,
-0.002852207515388727,
-0.003265910316258669,
-0.0028601912781596184,
-0.002263637026771903,
0.02631903812289238,
-0.0022177081555128098,
-0.009292599745094776,
0.01390782929956913,
0.030582834035158157,
0.0029234550893306732,
-0.02064727619290352,
-0.0008482900448143482,
-0.006673022639006376,
-0.011861398816108704,
-0.005371769890189171,
0.0233612060546875,
0.02649962529540062,
-0.0021976288408041,
0.014647439122200012,
0.01620635762810707,
-0.01882469281554222,
0.001969390083104372,
0.023043278604745865,
0.013255057856440544,
0.01802010089159012,
0.04580273479223251,
-0.009159236215054989,
0.02920612320303917,
0.009239858016371727,
0.012756813317537308,
0.0070564765483140945,
-0.014579391106963158,
0.006310302764177322,
0.00022132741287350655,
-0.0052201817743480206,
-0.0036811053287237883,
-0.0055443462915718555,
0.029398750513792038,
0.0010809809900820255,
0.01768462546169758,
-0.004443905781954527,
-0.021119525656104088,
0.014873290434479713,
0.00012805406004190445,
-0.009689025580883026,
-0.006388861685991287,
-0.010272541083395481,
0.020869683474302292,
0.024158088490366936,
0.005371022969484329,
-0.02139817550778389,
-0.00907768215984106,
0.0052674300968647,
-0.019617902114987373,
0.0010407210793346167,
0.007577984128147364,
-0.0021254338789731264,
0.008034939877688885,
0.0031804731115698814,
-0.015763921663165092,
0.02417101338505745,
0.0028007146902382374,
-0.0027711966540664434,
-0.005358107853680849,
0.006630280986428261,
-0.01305272988975048,
-0.00015404494479298592,
-0.031324971467256546,
0.02801618166267872,
0.00451569352298975,
-0.018515694886446,
-0.014893445186316967,
0.007819319143891335,
-0.005855112336575985,
-0.028612827882170677,
0.016422878950834274,
0.021246686577796936,
0.011078122071921825,
0.008787167258560658,
-0.010861227288842201,
-0.006415638141334057,
-0.002482410753145814,
0.0028075585141777992,
0.007302362471818924,
0.002544991672039032,
0.0013338965363800526,
-0.02529231272637844,
0.01129939965903759,
0.010344999842345715,
0.005700593814253807,
0.02851293608546257,
0.009492995217442513,
-0.01004115678369999,
0.06628923118114471,
0.02527136728167534,
-0.007664531469345093,
0.014997964724898338,
0.031074123457074165,
-0.014748853631317616,
0.0031405887566506863,
-0.008565107360482216,
-0.015323677100241184,
0.010110335424542427,
0.023379873484373093,
0.02019660547375679,
-0.010652894154191017,
-0.0002985633909702301,
-0.0004925606772303581,
0.002901267260313034,
0.004172611515969038,
0.01587342843413353,
0.0009594641160219908,
-0.00607846025377512,
-0.002599358092993498,
0.021069595590233803,
0.000353526440449059,
0.0379829928278923,
-0.01819164678454399,
-0.0024293886963278055,
0.0207681842148304,
0.024551786482334137,
-0.04170963913202286,
0.022162703797221184,
0.025599848479032516,
0.025730211287736893,
0.009631294757127762,
-0.012951691634953022,
-0.010198384523391724,
0.0022211987525224686,
-0.000142386881634593,
0.03172815963625908,
0.005346411373466253,
0.003961062058806419,
-0.013872215524315834,
0.008724993094801903,
-0.012259324081242085,
0.03161972016096115,
0.019608713686466217,
0.01390339806675911,
0.017074864357709885,
-0.006227727048099041,
0.01198630966246128,
0.019114088267087936,
0.006345560308545828,
0.0032249586656689644,
-0.007401511538773775,
-0.012399345636367798,
0.0011352580040693283,
0.01942189782857895,
0.010569472797214985,
0.016387276351451874,
-0.02451377362012863,
0.02382231131196022,
-0.010536284185945988,
0.0009306410793215036,
-0.011698728427290916,
0.03528458625078201,
-0.021339235827326775,
0.004402331076562405,
-0.002564867027103901,
0.0006756088696420193,
0.00020000035874545574,
0.003561480902135372,
0.0002461313270032406,
0.009559803642332554,
-0.006706956773996353,
-0.014074811711907387,
-0.002787572331726551,
0.01973719336092472,
0.017455345019698143,
-0.009576631709933281,
0.013028314337134361,
0.025410454720258713,
-0.010176311247050762,
0.005658883135765791,
0.01129760779440403,
0.004020355641841888,
-0.012522940523922443,
-0.005994194187223911,
-0.0037778012920171022,
0.001748024020344019,
-0.0007060127099975944,
-0.023123327642679214,
-0.008517423644661903,
0.009418804198503494,
-0.0073400866240262985,
-0.0038185270968824625,
-0.08121822029352188,
-0.020802978426218033,
-0.01799577847123146,
0.002845761366188526,
0.004355226643383503,
0.057393185794353485,
-0.0032123366836458445,
0.0029407902620732784,
-0.010265490040183067,
-0.010249215178191662,
-0.021491000428795815,
-0.030413690954446793,
-0.0053004249930381775,
0.003048962913453579,
-0.005953188985586166,
-0.006332807242870331,
0.008823420852422714,
0.04534245654940605,
-0.004283583723008633,
0.011940944008529186,
-0.0027300561778247356,
-0.025368737056851387,
-0.01861988753080368,
0.004258515778928995,
-0.00853054691106081,
-0.03417293727397919,
0.008577575907111168,
-0.0037353006191551685,
0.0169686246663332,
0.009359350427985191,
-0.01073990948498249,
-0.006873011123389006,
0.01288772001862526,
-0.012735292315483093,
-0.013608773238956928,
-0.0033157123252749443,
-0.03943415731191635,
0.004600415006279945,
-0.005512898322194815,
0.003459582105278969,
0.001678996253758669,
0.013041278347373009,
-0.0059404391795396805,
0.005567664746195078,
0.0026899827644228935,
-0.0034224302507936954,
-0.00047708116471767426,
-0.008873028680682182,
0.026232857257127762,
-0.015937531366944313,
0.017442110925912857,
0.002496966626495123,
0.004398714285343885,
0.013869893737137318,
-0.021938148885965347,
-0.0029001827351748943,
-0.02768983319401741,
-0.010092368349432945,
-0.008226219564676285,
-0.015531802549958229,
0.006080699153244495,
-0.009553864598274231,
0.004349579103291035,
0.017378870397806168,
0.010075432248413563,
0.00971196312457323,
0.007631980814039707,
-0.006372596137225628,
-0.0014759793411940336,
0.021395111456513405,
0.015578508377075195,
0.017306063324213028,
-0.0023325306829065084,
-0.012368418276309967,
-0.010791957378387451,
-0.007397993467748165,
-0.02066679671406746,
0.00413008127361536,
0.014942683279514313,
0.01204256247729063,
-0.024834930896759033,
-0.007096034474670887,
-0.0069672116078436375,
0.006082371808588505,
-0.009066978469491005,
0.0004651678027585149,
0.013926771469414234,
0.004046297632157803,
0.012415041215717793,
-0.011354340240359306,
0.0015701735392212868,
0.010808362625539303,
0.01840226538479328,
0.006306575611233711,
0.04367538541555405,
0.020191838964819908,
-0.01066288910806179,
0.020922554656863213,
-0.015526603907346725,
0.009080332703888416,
0.02249688282608986,
-0.0004671404603868723,
0.01603127270936966,
-0.013945860788226128,
-0.0012649870477616787,
0.018287237733602524,
0.020198075100779533,
0.02748849242925644,
-0.00883017759770155,
-0.007636914029717445,
-0.010128497146070004,
0.01007021963596344,
-0.013438627123832703,
0.020589927211403847,
0.014291349798440933,
0.0014077164232730865,
-0.01661255583167076,
0.0081526143476367,
0.07206283509731293,
0.0018995560240000486,
0.006460344418883324,
-0.020341940224170685,
0.018155401572585106,
0.0029025059193372726,
-0.01143401674926281,
-0.016309380531311035,
0.05423811078071594,
-0.03004337288439274,
0.013161945156753063,
-0.0035280969459563494,
0.04209713637828827,
-0.026188228279352188,
-0.028397493064403534,
-0.0009155398001894355,
-0.022923491895198822,
0.0105071309953928,
0.0023796577006578445,
0.00459172111004591,
-0.0009697712957859039,
-0.012456953525543213,
-0.0010217716917395592,
0.01105506345629692,
0.0026751598343253136,
0.0013066558167338371,
-0.03419508412480354,
-0.013456412591040134,
-0.03583495318889618,
0.009071036241948605,
-0.004944659769535065,
-0.0014140964485704899,
-0.006403372157365084,
-0.024024758487939835,
0.02230473794043064,
0.007314759772270918,
-0.004670124500989914,
0.004034445155411959,
0.008758279494941235,
-0.007369187660515308,
-0.028814591467380524,
-0.011496556922793388,
0.007442621514201164,
0.00998951680958271,
0.00815652497112751,
-0.00853077694773674,
-0.02121616154909134,
-0.004102030303329229,
-0.0026271077804267406,
0.01109340414404869,
-0.023725366219878197,
0.014015521854162216,
0.013835977762937546,
-0.019709603860974312,
-0.008555908687412739,
0.015373758971691132,
-0.01930134743452072,
-0.004794629756361246,
-0.004762022756040096,
-0.00491700042039156,
-0.022900372743606567,
0.010835140943527222,
0.013437032699584961,
-0.035922639071941376,
-0.006753586232662201,
-0.0033263368532061577,
0.02231333777308464,
0.0008735531009733677,
0.021041065454483032,
-0.01725609600543976,
0.0013076013419777155,
0.02432693913578987,
-0.0035059696529060602,
-0.025799084454774857,
0.0042726509273052216,
-0.0197156835347414,
0.012244218960404396,
-0.0013467767275869846,
0.010316111147403717,
-0.022733233869075775,
-0.003180678701028228,
-0.009226895868778229,
-0.012532209046185017,
-0.011984864249825478,
0.012281245552003384,
0.02650998719036579,
-0.017938975244760513,
-0.07449226081371307,
-0.004180889576673508,
0.00009897910058498383,
-0.013820643536746502,
-0.021321091800928116,
0.024801600724458694,
-0.02200114168226719,
0.00009978795424103737,
-0.016143541783094406,
0.00015257310587912798,
-0.008371621370315552,
0.005401121452450752,
-0.005132630467414856,
0.004914410412311554,
0.01748695783317089,
-0.0030597010627388954,
-0.008116279728710651,
0.0052889613434672356,
-0.0031974362209439278,
-0.000036653829738497734,
0.023908086121082306,
0.0104123055934906,
-0.017235739156603813,
-0.0025113283190876245,
0.002102873520925641,
-0.08064524084329605,
-0.0028482889756560326,
-0.007783170789480209,
0.022544223815202713,
-0.0037857925053685904,
-0.014856589026749134,
0.012938839383423328,
0.00710741151124239,
-0.00909525714814663,
-0.015777308493852615,
-0.022132474929094315,
0.02100769244134426,
0.022968560457229614,
-0.0037351027131080627,
-0.005688183009624481,
-0.0016710860654711723,
0.005124526098370552,
0.0033253738656640053,
-0.02246512472629547,
0.04617372900247574,
0.03038514032959938,
-0.01683729887008667,
-0.00478366669267416,
-0.00016334233805537224,
-0.009441204369068146,
-0.004427018109709024,
-0.019393036141991615,
0.01165999099612236,
0.008039331994950771,
-0.016554750502109528,
0.004469449631869793,
-0.005659008398652077,
-0.01717524603009224,
-0.027695192024111748,
-0.02071794681251049,
-0.017442278563976288,
-0.01466146856546402,
0.002826521173119545,
-0.04080210626125336,
0.0038345803041011095,
-0.006746247410774231,
0.0031664851121604443,
-0.013448115438222885,
-0.014709295704960823,
-0.015464775264263153,
0.006628938019275665,
0.007358036004006863,
-0.011501623317599297,
0.018488198518753052,
0.020960764959454536,
0.013489879667758942,
0.02560342103242874,
-0.008534880355000496,
0.003303329925984144,
-0.024165606126189232,
-0.023302286863327026,
-0.0067973146215081215,
0.0039963931776583195,
-0.014428559690713882,
-0.0020904485136270523,
0.0035859213676303625,
0.015261627733707428,
-0.013505134731531143,
0.07136701047420502,
-0.031627267599105835,
-0.019647516310214996,
-0.035236578434705734,
0.00865634623914957,
-0.000558856874704361,
-0.011301983147859573,
-0.01688174344599247,
-0.01274918019771576,
0.005409116391092539,
0.01691235788166523,
-0.003383087459951639,
-0.006952031049877405,
0.006878291722387075,
0.024672240018844604,
0.00401692371815443,
-0.006330464500933886,
0.004959867335855961,
-0.014221396297216415,
0.0005272924900054932,
0.0024252310395240784,
0.030381333082914352,
0.009973987936973572,
0.008151654154062271,
-0.00800358597189188,
0.011293158866465092,
0.013050981797277927,
-0.004258325323462486,
0.00797999370843172,
-0.013905894011259079,
-0.025746069848537445,
0.0015337485820055008,
0.009339308366179466,
0.034614428877830505,
0.04162399470806122,
0.021406803280115128,
0.014187349937856197,
0.007660132832825184,
-0.012535014189779758,
-0.026069272309541702,
-0.01949896104633808,
0.019786138087511063,
0.0076545290648937225,
-0.01787644252181053,
0.003884212113916874,
0.006971183232963085,
0.015632331371307373,
0.006656865123659372,
0.01906242035329342,
0.015145267359912395,
-0.001079753041267395,
0.005512026138603687,
-0.018833646550774574,
-0.01853128895163536,
0.014107570052146912,
0.010533407330513,
0.03160163387656212,
0.02017085999250412,
-0.011128008365631104,
-0.03250680863857269,
0.013521342538297176,
0.002316387603059411,
0.006220470182597637,
-0.015216901898384094,
-0.0010412666015326977,
-0.024059737101197243,
0.01944415643811226,
-0.016297034919261932,
-0.010195604525506496,
0.015171395614743233,
0.0014110554475337267,
0.017995547503232956,
0.008399967104196548,
0.02220872789621353,
0.014439878985285759,
-0.004567963071167469,
-0.01887836493551731,
-0.015480708330869675,
0.01527540385723114,
0.013170372694730759,
-0.007551820948719978,
0.025232888758182526,
-0.0032249316573143005,
0.027310073375701904,
-0.0027311414014548063,
0.013845874927937984,
-0.021594328805804253,
0.004093047231435776,
-0.006885851267725229,
0.007093833293765783,
0.020013054832816124,
-0.012225964106619358,
0.004388816189020872,
0.030813034623861313,
0.0056005679070949554,
0.03444095700979233,
-0.015315985307097435,
0.005767227150499821,
0.004809184931218624,
0.017698805779218674,
-0.008585739880800247,
0.008188614621758461,
-0.02413628250360489,
0.018399080261588097,
-0.02199222892522812,
0.016511768102645874,
-0.0064073060639202595,
0.026059508323669434,
0.011402285657823086,
-0.03099818527698517,
-0.04631277918815613,
0.02216131053864956,
-0.00031898170709609985,
0.01281123049557209,
-0.005728302523493767,
-0.00770138343796134,
-0.01652589812874794,
-0.0413670614361763,
0.010843976400792599,
-0.006731491070240736,
-0.022817164659500122,
0.020425356924533844,
-0.01651477999985218,
-0.015924198552966118,
0.011379390954971313,
-0.016561441123485565,
-0.0034773931838572025,
0.014237304218113422,
0.019986068829894066,
0.007330413907766342,
0.016924234107136726,
-0.00038258801214396954,
0.007914558984339237,
-0.000855766236782074,
-0.00013925624080002308,
-0.03267691284418106,
-0.0015082645695656538,
0.008274216204881668,
-0.007427595555782318,
-0.0002724707592278719,
-0.006621481850743294,
-0.004637777805328369,
0.005161009728908539,
-0.0027134947013109922,
0.009647483937442303,
0.009332949295639992,
0.0008879597298800945,
0.010286955162882805,
0.01322840340435505,
-0.006191198714077473,
0.001963034737855196,
-0.01596447452902794,
-0.005872825626283884,
-0.0047774771228432655,
-0.01263780053704977,
0.015322988852858543,
0.005824754945933819,
0.004133729264140129,
-0.025942429900169373,
-0.016003984957933426,
-0.004148838110268116,
0.0007219365797936916,
-0.00782017782330513,
-0.005111177451908588,
0.014411337673664093,
-0.02600879594683647,
-0.01909758523106575,
0.00474823173135519,
-0.005243559367954731,
0.019957734271883965,
0.006966966204345226,
-0.008693063631653786,
-0.01994386315345764,
0.00933059211820364,
0.000628406647592783,
-0.01794394850730896,
-0.009892396628856659,
-0.0019378499127924442,
0.007753666490316391,
0.009878622367978096,
-0.013814941048622131,
0.0058396728709340096,
-0.003329305909574032,
-0.011412037536501884,
0.0012575091095641255,
-0.01469445414841175,
-0.0015753621701151133,
-0.008311662822961807,
-0.0054764822125434875,
0.000048658112064003944,
-0.007100496906787157,
-0.012465674430131912,
-0.017318446189165115,
0.0042687878012657166,
0.002556483494117856,
0.03575313836336136,
0.020132604986429214,
-0.006330132018774748,
0.0008385765831917524,
-0.005512784235179424,
0.013890692964196205,
-0.013442790135741234
] |
[
0.3651357591152191,
0.041373398154973984,
0.3711358606815338,
0.225115105509758,
0.11770514398813248,
0.9027983546257019,
0.5865315198898315,
-0.2516542077064514,
-0.3322458863258362,
-0.37760674953460693,
0.7205628752708435,
0.517194390296936,
0.4406448304653168,
-0.3643137812614441,
-0.1885404884815216,
0.7193467617034912,
0.9411552548408508,
0.17715628445148468,
-0.24112342298030853,
-0.3927534520626068,
-0.24782660603523254,
-0.6477519273757935,
0.7982586026191711,
-0.23111523687839508,
-0.07413754612207413,
0.24849629402160645,
0.473519504070282,
0.2168072760105133,
-0.39543357491493225,
-0.43929097056388855,
-0.08680643886327744,
0.32526153326034546,
0.25374943017959595,
-0.27484723925590515,
0.05290831997990608,
0.02467869408428669,
0.13923731446266174,
-0.0745546966791153,
0.17930568754673004,
-0.29781606793403625,
-0.09127682447433472,
-0.13828144967556,
-0.1743096262216568,
0.3831360340118408,
-0.35984835028648376,
-0.13580873608589172,
-1.052923560142517,
0.06065960228443146,
0.052506353706121445,
0.2920653522014618,
0.1305559128522873,
0.05941474810242653,
0.34533876180648804,
-0.17779548466205597,
0.11605237424373627,
-0.4533956050872803,
-0.26906466484069824,
-0.33427757024765015,
0.2916465997695923,
-0.49879154562950134,
0.15595972537994385,
0.8273767232894897,
-0.004602703265845776,
0.12159882485866547,
-0.46237537264823914,
0.16771866381168365,
0.2511879503726959,
0.20938996970653534,
0.0764121264219284,
0.4672242999076843,
-0.07387128472328186,
-0.08032125979661942,
-0.16148050129413605,
0.25272780656814575,
-0.2795407176017761,
-0.3655896484851837,
0.15122926235198975,
0.10150160640478134,
0.5757331252098083,
-0.5663977861404419,
0.5495042204856873,
-0.050130944699048996,
0.6947780251502991,
-0.05007779970765114,
0.1665804386138916,
0.3485986590385437,
0.259973406791687,
-0.07241972535848618,
-0.2443854808807373,
-0.25481441617012024,
-0.48240935802459717,
-0.1627884805202484,
-0.021179888397455215,
0.9629022479057312,
-0.08733412623405457,
0.44403448700904846,
0.11188969761133194,
-0.4082488417625427,
0.49706634879112244,
-0.40345388650894165,
0.41626960039138794,
-0.22051078081130981,
-0.035553526133298874,
-0.095342256128788,
0.3515271544456482,
-0.6514315605163574,
0.09096792340278625,
-0.10454215109348297,
-0.6362261772155762,
0.22988922894001007,
-0.775190532207489,
0.33334067463874817,
0.051272403448820114,
-0.3121177852153778,
0.19889384508132935,
0.31990131735801697,
0.10724910348653793,
-0.05764409899711609,
-0.4667265713214874,
-0.08836063742637634,
-0.781264066696167,
0.41478151082992554,
-0.12842348217964172,
0.15001951158046722,
-0.34464529156684875,
0.5195710062980652,
0.15111865103244781,
0.13448339700698853,
-0.39026203751564026,
0.3823787569999695,
0.504779040813446,
0.22462812066078186,
-0.12946701049804688,
-0.18375766277313232,
-0.14788351953029633,
-0.2921299338340759,
0.4514513909816742,
0.3138731122016907,
0.2765161693096161,
0.5391457676887512,
-0.2559444308280945,
-0.6159652471542358,
-0.6377269625663757,
-0.10078709572553635,
0.23781168460845947,
-0.6247522234916687,
0.3155232071876526,
0.515796422958374,
-0.5193483233451843,
0.421154648065567,
-0.11277583241462708,
-0.28679096698760986,
-0.42289891839027405,
-0.7289516925811768,
-0.21928881108760834,
0.17586538195610046,
-0.20920464396476746,
-0.42666152119636536,
-0.12438630312681198,
0.07554324716329575,
0.7611072063446045,
0.36004236340522766,
-0.9007700681686401,
-0.17078740894794464,
0.5693497061729431,
-0.262357622385025,
0.289777934551239,
-0.39444494247436523,
-0.12851257622241974,
0.29691073298454285,
-0.10088185220956802,
-0.07557995617389679,
-0.5139734745025635,
-0.6183991432189941,
-0.2903957664966583,
0.1273859143257141,
0.5431948900222778,
0.35292330384254456,
-0.027198154479265213,
-0.009572996757924557,
-0.4601787328720093,
-0.029728829860687256,
0.18612293899059296,
-0.16248135268688202,
0.2805688977241516,
0.01818208023905754,
0.256202757358551,
0.12751494348049164,
0.14726833999156952,
-0.2844803035259247,
-0.08512560278177261,
-0.6658186912536621,
0.7668512463569641,
-0.5295090079307556,
1.3324943780899048,
-0.33075088262557983,
-0.28016409277915955,
0.6669524312019348,
0.046012770384550095,
-0.012830667197704315,
0.18813039362430573,
0.17532281577587128,
0.6159130930900574,
0.10580909997224808,
-0.5259882807731628,
0.3623071610927582,
0.4061395823955536,
-0.5622118711471558,
0.47449755668640137,
-0.18069595098495483,
0.34591594338417053,
-0.47328072786331177,
-0.7208681106567383,
-0.26163172721862793,
-0.0012409656774252653,
-0.12785790860652924,
0.2004508674144745,
-0.056955765932798386,
-0.0624861866235733,
-0.32112354040145874,
0.5311991572380066,
-0.19232161343097687,
0.3163577914237976,
-0.10933120548725128,
-0.3938084542751312,
0.387472540140152,
-0.17117860913276672,
0.09141922742128372,
0.17829014360904694,
-0.6627196073532104,
-0.04336869344115257,
0.5011413097381592,
-0.14838480949401855,
0.3490261137485504,
-0.10294817388057709,
-0.05118298530578613,
-0.06826005131006241,
-0.44187289476394653,
0.40523016452789307,
0.19613386690616608,
-0.28854113817214966,
0.5961893796920776,
-0.7563099265098572,
-0.003167995484545827,
-0.14980991184711456,
-0.4897962212562561,
-0.03284476697444916,
0.9148637056350708,
-0.5544366836547852,
0.2101304680109024,
0.0599282942712307,
0.22394058108329773,
-0.02622784860432148,
-0.11314753443002701,
-0.1356935352087021,
0.06948132812976837,
-0.21973076462745667,
-0.5534138679504395,
0.17707665264606476,
-0.3892630636692047,
-0.2305578589439392,
0.3716226816177368,
0.5220980048179626,
0.22922994196414948,
0.30371326208114624,
-0.57334303855896,
-0.48974648118019104,
-0.577068567276001,
0.7762883305549622,
0.43849289417266846,
0.3942033648490906,
0.49430593848228455,
-0.5001701712608337,
0.11680875718593597,
0.05081508308649063,
-0.11053385585546494,
0.5411191582679749,
0.49914929270744324,
-0.6685184240341187,
-0.7506195902824402,
0.2825371325016022,
0.5820558667182922,
0.9606289863586426,
-0.1691742092370987,
0.16669295728206635,
-0.1931978464126587,
-0.21321208775043488,
0.023363053798675537,
-0.5592412948608398,
-0.048308052122592926,
0.12435896694660187,
0.36223793029785156,
0.2208852767944336,
-0.17021924257278442,
0.6595276594161987,
0.6832309365272522,
0.10172711312770844,
0.6038807034492493,
0.9310787916183472,
0.05938839167356491,
-0.12216030806303024,
0.3606005907058716,
-0.002987845102325082,
0.02820269949734211,
-0.14668424427509308,
0.017595166340470314,
-0.5299458503723145,
-0.34242483973503113,
-5.990904331207275,
0.1740408092737198,
-0.42958664894104004,
-0.14169976115226746,
0.22545601427555084,
0.5971790552139282,
0.8984838724136353,
0.42190587520599365,
-0.0034839364234358072,
0.1999545693397522,
0.17599613964557648,
0.8536675572395325,
0.26068681478500366,
0.09162110835313797,
-0.07458145171403885,
0.40776342153549194,
0.311472624540329,
-0.3492976427078247,
0.2049935907125473,
0.20500537753105164,
0.02525283768773079,
-0.5663996338844299,
-0.3052332401275635,
0.16618388891220093,
0.49806687235832214,
0.06162703037261963,
-1.2002333402633667,
0.5371308922767639,
0.09117937833070755,
-0.3828679323196411,
0.20431531965732574,
-0.456753134727478,
-0.4310615360736847,
-0.2446124404668808,
0.553072452545166,
0.14056873321533203,
0.17356441915035248,
-0.0807354599237442,
0.25045499205589294,
-0.7589095234870911,
-0.23141193389892578,
-0.11246930807828903,
0.31236571073532104,
-0.06396961957216263,
0.21327562630176544,
0.24927474558353424,
0.10411900281906128,
-0.2215098738670349,
0.13926267623901367,
0.7583661675453186,
-0.08545682579278946,
0.015129267238080502,
0.07285462319850922,
0.3946492373943329,
0.4784417152404785,
-0.2860957384109497,
0.26019522547721863,
0.45672738552093506,
0.057458989322185516,
0.39632269740104675,
-0.2857585549354553,
-0.3891502022743225,
-0.01521041989326477,
-1.1679691076278687,
-0.1392652988433838,
0.22181078791618347,
-0.46546465158462524,
-0.09551402181386948,
-0.08308400213718414,
0.02950902096927166,
0.09082008898258209,
0.42777907848358154,
-0.07659710943698883,
-0.5851848125457764,
0.4054161310195923,
-0.35184425115585327,
0.22982315719127655,
0.1485927850008011,
-0.37556740641593933,
-0.511836588382721,
-0.05032172054052353,
-0.2269626259803772,
0.31901973485946655,
0.06899629533290863,
0.20571738481521606,
0.31058138608932495,
-0.1566033661365509,
-0.7807007431983948,
-0.20108507573604584,
0.1410708874464035,
0.5313570499420166,
-0.39135661721229553,
-0.46458375453948975,
0.31375381350517273,
0.23937226831912994,
0.38393187522888184,
0.12047991901636124,
0.6614069938659668,
0.10730364173650742,
-0.01865607686340809,
0.6519409418106079,
0.12191435694694519,
-0.39260873198509216,
-0.4904395043849945,
-0.4283446669578552,
-0.013771242462098598,
-0.841270387172699,
0.05507006123661995,
0.5478613972663879,
-0.8246471881866455,
-0.018416324630379677,
-0.46698909997940063,
-0.054635390639305115,
0.08410956710577011,
0.3535388708114624,
-0.007135607302188873,
-0.24298851191997528,
-0.3269505798816681,
0.40946996212005615,
-0.36199235916137695,
-0.06120971590280533,
0.2752445340156555,
-0.5190550684928894,
0.30680689215660095,
-0.049736857414245605,
-0.7015901207923889,
0.11957970261573792,
0.496115118265152,
-0.8648055195808411,
0.154110848903656,
-0.0721699446439743,
0.8652807474136353,
-0.5863592028617859,
0.30443623661994934,
-0.15397481620311737,
-0.3207157552242279,
-0.32148972153663635,
0.043122243136167526,
0.2939426004886627,
0.10254262387752533,
-0.30349960923194885,
-0.21901674568653107,
-0.2593158483505249,
-0.026690974831581116,
0.37832584977149963,
-0.08890087157487869,
-0.13348789513111115,
-0.22730077803134918,
-0.5630060434341431,
0.34071609377861023,
0.23769035935401917,
-0.4220291078090668,
0.33888381719589233,
-0.16113130748271942,
-0.15259195864200592,
-0.07864236831665039,
-0.046346843242645264,
0.04979122057557106,
0.10111303627490997,
-0.3290883004665375,
0.33250704407691956,
-0.2968416213989258,
-0.6274601817131042,
-0.21896588802337646,
0.1476036161184311,
-0.46370476484298706,
-0.02587645687162876,
-0.9171218276023865,
-0.2613823115825653,
-0.15505997836589813,
0.42535707354545593,
-0.20397762954235077,
0.05733679607510567,
-0.03886623680591583,
0.13517522811889648,
-0.32808971405029297,
-0.4847787022590637,
0.2239280492067337,
0.04920092225074768,
0.11001961678266525,
0.16466297209262848,
-0.0813271775841713,
0.11949675530195236,
-0.07089755684137344,
0.8505163192749023,
0.3672671914100647,
-0.19635239243507385,
-0.3404448330402374,
-0.0535179041326046,
-0.24896401166915894,
-0.006837804336100817,
0.22122329473495483,
0.5943037867546082,
-0.24471017718315125,
0.11278528720140457,
-0.062179017812013626,
0.34161877632141113,
0.7495832443237305,
-0.595077633857727,
0.1227550283074379,
0.06133440509438515,
0.199069544672966,
-0.09485955536365509,
0.8570964932441711,
0.7715211510658264,
0.031944941729307175,
0.03702930733561516,
-0.2764560878276825,
-0.4337809681892395,
-0.48029977083206177,
-0.07901289314031601,
-0.34057363867759705,
-0.25249049067497253,
0.1550527811050415,
-0.9748253226280212,
0.16468308866024017,
0.3257380723953247,
-0.29581713676452637,
-0.5514076948165894,
0.09300091862678528,
0.24381835758686066,
-0.04609937593340874,
-0.5927477478981018,
0.1898404061794281,
-0.337553471326828,
-0.08328751474618912,
0.39058971405029297,
-0.629767894744873,
-0.12717944383621216,
0.11924804747104645,
-0.8121132850646973,
-0.1326025128364563,
0.2613866925239563,
-0.1264132261276245,
-0.7178452014923096,
0.2750644385814667,
-0.4781893491744995,
-0.29563525319099426,
-0.44026651978492737,
0.38804057240486145,
0.07278516888618469,
0.6509107351303101,
0.060200974345207214,
-0.7260935306549072,
-0.1936037242412567,
0.38635626435279846,
0.12824983894824982,
-0.3833844065666199,
0.022155843675136566,
0.24072907865047455,
0.8765778541564941,
-0.36960962414741516,
-0.05051717162132263,
-0.15697620809078217,
-0.07256373763084412,
-0.16067877411842346,
-0.23708920180797577,
-0.6414242386817932,
0.1739584058523178,
0.4281320869922638,
-0.004586123861372471,
-0.4150392413139343,
-0.19378474354743958,
-0.058417484164237976,
-0.1151091530919075,
0.047085195779800415,
-0.20620493590831757,
-0.6476594805717468,
0.32334983348846436,
-0.3219910264015198,
0.15827128291130066,
0.3706248700618744,
0.31784242391586304,
0.014695942401885986,
0.034397225826978683,
-0.4167606830596924,
-0.13239064812660217,
0.389892041683197,
0.5480399131774902,
-0.03410905972123146,
0.00020608385966625065,
0.0487375371158123,
-0.23156937956809998,
-0.3578285574913025,
0.12034402787685394,
-0.12743724882602692,
0.3373786211013794,
-0.18270733952522278,
-0.2382836937904358,
-0.24082936346530914,
-0.27960097789764404,
0.29159316420555115,
-0.7501088380813599,
0.0296391062438488,
0.3023591637611389,
0.6512389183044434,
0.18615637719631195,
0.28581058979034424,
0.4008900821208954,
-0.3600223958492279,
-0.1298477053642273,
0.8912388682365417,
0.5089266300201416,
-0.33966442942619324,
-0.09613208472728729,
0.285884827375412,
0.36462509632110596,
-0.42100098729133606,
0.08490695804357529,
-0.10060657560825348,
0.6563778519630432,
-0.1811342090368271,
0.09772689640522003,
0.8069426417350769,
-0.2852363884449005,
-0.31205978989601135,
-0.25774791836738586,
-0.11718935519456863,
0.08152508735656738,
0.4702625870704651,
-0.07369807362556458,
0.6255391240119934,
0.6853877305984497,
-0.2748277187347412,
-0.018286962062120438,
0.3236153721809387,
-0.20864589512348175,
-0.01664006896317005,
0.09094300866127014,
0.3952628970146179,
0.3175419270992279,
0.32263508439064026,
0.16814543306827545,
0.5620620250701904,
0.5876341462135315,
0.44754111766815186,
0.2966782748699188,
-0.33840540051460266,
0.010117022320628166,
0.08431454747915268,
0.3347971737384796,
0.19212722778320312,
-0.14377982914447784,
-0.026162581518292427,
0.22774934768676758,
0.4422629773616791,
0.04897066205739975,
0.08306204527616501,
0.06818157434463501,
0.31973904371261597,
-0.08964541554450989,
-0.3110272288322449,
-0.15139882266521454,
0.22467997670173645,
-0.05529908463358879,
0.08255510032176971,
0.47652116417884827,
-0.18353214859962463,
-0.9697060585021973,
0.5431921482086182,
0.002401988720521331,
0.11305023729801178,
0.00022517636534757912,
-0.21736972033977509,
-0.579622209072113,
-0.2555241286754608,
0.27304425835609436,
0.32570207118988037,
0.025075366720557213,
-0.07494273036718369,
0.08106236904859543,
0.3017847537994385,
-0.5081870555877686,
0.25922465324401855,
0.05748353153467178,
-0.6393675804138184,
0.23951920866966248,
-0.3692407011985779,
0.19596722722053528,
0.05891997739672661,
-0.11460921168327332,
-0.20104199647903442,
0.1285773366689682,
-0.18725037574768066,
-0.15756845474243164,
0.03672158345580101,
0.2978782057762146,
0.22282002866268158,
0.2842266261577606,
-0.20292136073112488,
-0.3378683626651764,
-0.5276666879653931,
-0.0769747793674469,
-0.09599924087524414,
-0.3205474019050598,
-0.5162994265556335,
-0.38804373145103455,
0.6420819759368896,
0.483214795589447,
0.09946126490831375,
-0.12425033003091812,
0.02155020833015442,
0.05632171407341957,
0.3139582574367523,
0.03447815030813217,
0.5338316559791565,
-0.8930695652961731,
-0.23875027894973755,
-0.20684252679347992,
-0.247108593583107,
0.43356606364250183,
0.40082991123199463,
-0.2859734892845154,
0.18711276352405548,
0.23209041357040405,
0.3746706247329712,
0.2510426640510559,
-0.5256370902061462,
-0.24632346630096436,
-0.5704865455627441,
-0.30486559867858887,
-0.4877007305622101,
0.11772111058235168,
-0.033646732568740845,
-0.6490491032600403,
-0.2781723737716675,
0.30652427673339844,
0.16558440029621124,
-0.4447996914386749,
0.5870047807693481,
-0.46544960141181946,
-0.43779879808425903,
-0.47088050842285156,
0.2400074005126953,
-0.2848190367221832,
0.26448071002960205,
0.45480701327323914,
0.4660865366458893,
0.26464712619781494,
-0.48433277010917664,
-0.5493046641349792,
-0.3088340759277344,
0.14447224140167236,
0.565937340259552,
0.044374123215675354,
0.10829434543848038,
-0.4261184334754944,
-0.19557827711105347,
-0.8029547333717346,
-0.0046551343984901905,
-0.06147719547152519,
-0.1412053257226944,
0.25082725286483765,
-0.33322030305862427,
-0.2078416794538498,
-0.5073243975639343,
-0.43495312333106995,
-0.5048213601112366,
-0.35225000977516174,
-0.4370177388191223
] |
The proliferation of Electronic Health Records (EHRs) challenges data miners to discover potential and previously unknown patterns from a large collection of medical data. One of the tasks that we address in this paper is to reveal previously unknown effects of drugs on laboratory test results. We propose a method that leverages drug information to find a meaningful list of drugs that have an effect on the laboratory result. We formulate the problem as a convex non smooth function and develop a proximal gradient method to optimize it. The model has been evaluated on two important use cases: lowering low-density lipoproteins and glycated hemoglobin test results. The experimental results provide evidence that the proposed method is more accurate than the state-of-the-art method, rediscover drugs that are known to lower the levels of laboratory test results, and most importantly, discover additional potential drugs that may also lower these levels.
|
[
0.027961984276771545,
-0.0008937016827985644,
-0.013329594396054745,
0.003480594139546156,
-0.02555834874510765,
0.0031937677413225174,
0.009238986298441887,
-0.004990005865693092,
-0.008294414728879929,
-0.012663202360272408,
0.006936410907655954,
0.006406542379409075,
-0.0012300065718591213,
0.019037168473005295,
-0.005979398265480995,
-0.010605407878756523,
-0.009515712037682533,
-0.024537062272429466,
0.013578599318861961,
-0.015543147921562195,
0.02053803578019142,
0.002488930243998766,
0.00961514562368393,
-0.003702232614159584,
0.0023516244255006313,
0.012942831963300705,
0.01805267110466957,
-0.022886279970407486,
0.00276020634919405,
-0.0002376055344939232,
0.016916969791054726,
-0.013628615066409111,
0.01517561450600624,
0.030122745782136917,
0.012988618575036526,
-0.006548953242599964,
-0.0019134052563458681,
0.02707217074930668,
0.007961707189679146,
-0.004330455791205168,
0.019029725342988968,
-0.011021900922060013,
0.00362507626414299,
-0.013874702155590057,
-0.0074000852182507515,
-0.004145977087318897,
-0.004329808056354523,
0.005268971435725689,
-0.00609850138425827,
0.003975394181907177,
-0.0117118451744318,
0.000026710215024650097,
-0.004373101517558098,
-0.013134174980223179,
-0.005822375416755676,
0.018557541072368622,
0.01808197982609272,
-0.0000557794701308012,
-0.034671857953071594,
-0.0016728754853829741,
0.021328866481781006,
-0.009166553616523743,
0.015460576862096786,
-0.00007267063483595848,
-0.01706625521183014,
-0.06703093647956848,
-0.018364593386650085,
0.016062572598457336,
0.015893198549747467,
0.003627716563642025,
-0.010436858981847763,
0.009775609709322453,
-0.002053455449640751,
-0.004949480295181274,
0.006813052110373974,
0.02257061004638672,
-0.0029671688098460436,
0.008609135635197163,
-0.0014668416697531939,
-0.02041843719780445,
0.005651460029184818,
0.00464729405939579,
0.008818197064101696,
0.030237264931201935,
-0.0028051231056451797,
0.0041614435613155365,
0.004870944190770388,
0.018456485122442245,
0.024432649835944176,
-0.02315288782119751,
-0.017872318625450134,
-0.012257427908480167,
-0.02925640344619751,
0.00890429224818945,
-0.029599986970424652,
-0.024628080427646637,
0.006338814273476601,
-0.0026297084987163544,
0.023332595825195312,
-0.013912859372794628,
-0.00871344469487667,
0.016278482973575592,
0.019748017191886902,
0.008523941040039062,
-0.005457373335957527,
0.012131929397583008,
0.00033026793971657753,
0.026920553296804428,
-0.01218418963253498,
0.003248173277825117,
-0.006381948012858629,
0.01442878320813179,
-0.023184794932603836,
0.02656945399940014,
0.009501053020358086,
0.007193517405539751,
0.00018290820298716426,
0.016991667449474335,
0.007428668439388275,
0.004383335821330547,
-0.0011138019617646933,
-0.008439796976745129,
0.016086798161268234,
-0.01293353084474802,
0.004015290644019842,
0.0012213676236569881,
-0.011095492169260979,
-0.006320109590888023,
-0.007426145486533642,
-0.009052252396941185,
-0.010079747065901756,
-0.0017441380769014359,
0.01471369992941618,
-0.026623759418725967,
-0.013865331187844276,
-0.00749933859333396,
0.00022627797443419695,
-0.004481092561036348,
0.005779493134468794,
-0.007979409769177437,
-0.008134527131915092,
0.005000196397304535,
0.002685720566660166,
0.01676037162542343,
0.003488528076559305,
-0.007187362760305405,
0.03860047832131386,
-0.005341697484254837,
0.004224239848554134,
-0.023502765223383904,
0.01066499575972557,
-0.017804834991693497,
-0.011148191057145596,
-0.011937332339584827,
-0.03510964289307594,
0.010371137410402298,
-0.006819091271609068,
0.018834838643670082,
-0.006531406193971634,
-0.011790258809924126,
-0.010013928636908531,
0.0013381852768361568,
-0.016299571841955185,
0.007637307979166508,
-0.01888386346399784,
0.007143078371882439,
0.003343879245221615,
-0.006666958332061768,
-0.02016853168606758,
0.003847139421850443,
-0.0006203412194736302,
0.010228140279650688,
-0.0008586657932028174,
0.009153309278190136,
-0.008760797791182995,
-0.0006412497023120522,
-0.011712517589330673,
0.008107942529022694,
-0.017836550250649452,
0.06678120791912079,
0.003023127093911171,
0.016660187393426895,
-0.009863150306046009,
0.03526090085506439,
-0.0022917003370821476,
0.006858144886791706,
-0.02282688580453396,
-0.006832517683506012,
0.007921219803392887,
-0.0011332512367516756,
-0.003066189121454954,
-0.004908638074994087,
0.00965351052582264,
-0.02051827311515808,
-0.008755453862249851,
0.003654340747743845,
0.02238401025533676,
-0.0022852225229144096,
-0.004165245685726404,
-0.023924030363559723,
0.039320208132267,
-0.002450743690133095,
0.026761384680867195,
-0.007050645537674427,
-0.0431387834250927,
0.005870277527719736,
0.009502092376351357,
-0.024546245113015175,
0.02173241600394249,
0.037909720093011856,
-0.0023888954892754555,
0.004958959296345711,
0.008028295822441578,
-0.0017823063535615802,
0.015727577731013298,
0.0017925736028701067,
0.01994463987648487,
0.006804670672863722,
0.016888417303562164,
-0.016384195536375046,
0.006205560173839331,
-0.009083046577870846,
-0.02845555730164051,
0.005269056651741266,
0.0056181964464485645,
-0.0311566349118948,
0.0006247515557333827,
0.011502426117658615,
-0.0087305698543787,
0.009671829640865326,
-0.0017148804618045688,
-0.008809786289930344,
-0.00737366545945406,
0.0008718003518879414,
0.020315909758210182,
-0.0056013260036706924,
0.008372912183403969,
0.0062765274196863174,
0.0087421964854002,
-0.012899292632937431,
-0.00733483349904418,
-0.01378641091287136,
-0.012297742068767548,
0.010410912334918976,
0.018571890890598297,
-0.02053925208747387,
-0.006209989078342915,
0.00444592023268342,
-0.0008530039340257645,
0.009876305237412453,
0.005600414238870144,
0.0035562491975724697,
0.0016072092112153769,
-0.007587653584778309,
0.012379679828882217,
-0.008090101182460785,
0.011578795500099659,
0.010352212935686111,
0.02417963743209839,
-0.007383836433291435,
0.005301326513290405,
0.006150721572339535,
0.015757307410240173,
-0.012520495802164078,
0.018797842785716057,
-0.00465040560811758,
0.0064163715578615665,
0.006901931017637253,
0.006709477864205837,
-0.0029945627320557833,
0.005831683520227671,
-0.0039557116106152534,
-0.010435722768306732,
-0.0815926268696785,
-0.0035512251779437065,
0.0064871227368712425,
-0.015103906393051147,
0.012308791279792786,
0.008843865245580673,
-0.011616453528404236,
0.02446102537214756,
-0.011214091442525387,
-0.009081796742975712,
0.025069715455174446,
-0.0020356897730380297,
-0.010248076170682907,
-0.011030802503228188,
0.0059442464262247086,
-0.009115330874919891,
0.006349780596792698,
-0.033384084701538086,
-0.00120988255366683,
-0.0098515460267663,
-0.013514796271920204,
0.0044049592688679695,
0.02014175057411194,
0.008713113144040108,
0.007328507490456104,
0.017983747646212578,
0.0018064482137560844,
0.0035343316849321127,
0.006281723268330097,
0.015723515301942825,
0.001118210842832923,
-0.019771475344896317,
-0.019544754177331924,
-0.007903184741735458,
0.0037706298753619194,
-0.012572431936860085,
-0.008661729283630848,
0.006162757985293865,
-0.003306490834802389,
0.01999211311340332,
0.003981512971222401,
0.001432657241821289,
0.010340213775634766,
0.0061635784804821014,
-0.002266602125018835,
-0.006502446252852678,
0.00891892146319151,
0.007585212122648954,
0.012302981689572334,
-0.0097745880484581,
-0.004524984396994114,
-0.00933412928134203,
-0.007868272252380848,
0.00993971899151802,
-0.0037432804238051176,
0.007672970183193684,
-0.024279315024614334,
0.00021386798471212387,
-0.010454925708472729,
-0.011207612231373787,
-0.01638088747859001,
-0.010784726589918137,
0.012701356783509254,
0.03813675791025162,
0.02099377103149891,
-0.006038094405084848,
0.006420591380447149,
0.006730327848345041,
-0.0019837068393826485,
0.019388768821954727,
0.0230073444545269,
-0.0012367917224764824,
-0.0010261943098157644,
0.0064331842586398125,
-0.004210400860756636,
-0.01301584206521511,
-0.016602667048573494,
0.009200015105307102,
-0.006119029130786657,
-0.005331413820385933,
-0.008170104585587978,
0.00552527979016304,
-0.008872728794813156,
-0.013492241501808167,
-0.01327988225966692,
-0.021419573575258255,
0.006124116014689207,
0.0032280515879392624,
0.006370597053319216,
-0.014210481196641922,
0.02093677781522274,
0.003435617545619607,
0.018768347799777985,
0.0074991462752223015,
-0.012626254931092262,
-0.01561822835355997,
0.010959201492369175,
0.007231006398797035,
0.015632018446922302,
0.010503157041966915,
-0.01350819319486618,
-0.0037066498771309853,
-0.005627900827676058,
-0.010462644509971142,
-0.011821828782558441,
0.012129897251725197,
-0.007176591083407402,
0.014146128669381142,
0.012407917529344559,
-0.008845881558954716,
-0.0142732635140419,
0.022259876132011414,
-0.011351622641086578,
0.005956136155873537,
0.003300947602838278,
0.0023085724096745253,
0.004346832167357206,
-0.001175504643470049,
0.07253393530845642,
0.015724066644906998,
0.015341337770223618,
-0.019556565210223198,
0.011027492582798004,
-0.027809493243694305,
-0.011150013655424118,
-0.0031536587048321962,
0.013178247958421707,
-0.006903084460645914,
0.011876221746206284,
0.02443544939160347,
-0.009344987571239471,
0.0005457797087728977,
-0.009640613570809364,
-0.01654599793255329,
-0.0005600657314062119,
0.01688551716506481,
-0.012701831758022308,
0.0007452904246747494,
-0.007345281075686216,
-0.017010370269417763,
0.004294807091355324,
-0.007462183479219675,
0.010568398050963879,
-0.016823258250951767,
0.012573057785630226,
-0.012840589508414268,
0.0038135226350277662,
0.009474099613726139,
0.012691894546151161,
0.013576971367001534,
-0.0017921726685017347,
-0.022499997168779373,
-0.007785496301949024,
0.019667617976665497,
-0.0011903373524546623,
0.01934719830751419,
-0.008299083448946476,
0.008125572465360165,
0.021792668849229813,
-0.017832938581705093,
0.009992178529500961,
0.01084749586880207,
-0.01984250918030739,
0.008899824693799019,
-0.029416417703032494,
-0.0025977829936891794,
0.012769673019647598,
-0.004637542646378279,
-0.0039429692551493645,
0.009754092432558537,
0.008699711412191391,
-0.013232482597231865,
0.002411206252872944,
0.01063445582985878,
-0.03148835152387619,
-0.0017103984719142318,
0.02792164497077465,
0.008421888574957848,
-0.0270218662917614,
-0.01507346611469984,
-0.021745529025793076,
-0.01841939054429531,
0.007793008349835873,
-0.016493219882249832,
-0.007674818392843008,
-0.013638504780828953,
-0.0023626359179615974,
0.008422245271503925,
0.003263197373598814,
-0.015582922846078873,
-0.003436212195083499,
-0.00909358449280262,
-0.012254116125404835,
-0.02352091297507286,
-0.016647813841700554,
0.003275786293670535,
-0.031012997031211853,
-0.0029274108819663525,
-0.00555312680080533,
0.00951915979385376,
-0.0016668587923049927,
-0.00208430178463459,
0.0111014936119318,
0.050904836505651474,
0.0030623364727944136,
-0.07503990828990936,
-0.018227528780698776,
0.020942188799381256,
-0.004457545001059771,
-0.0001936117187142372,
-0.01000632531940937,
-0.014730476774275303,
-0.010274928994476795,
0.0002112947404384613,
-0.005959641188383102,
0.0014641606248915195,
-0.013314517214894295,
0.009952833876013756,
-0.0011125537566840649,
0.0103732505813241,
-0.003089729929342866,
-0.003610690124332905,
-0.0035258824937045574,
-0.01528898160904646,
0.007678546942770481,
-0.00988183543086052,
-0.02327270805835724,
-0.0346359983086586,
-0.006095625460147858,
-0.009068361483514309,
-0.081502266228199,
-0.0004380885511636734,
-0.003320236224681139,
-0.011606978252530098,
-0.02349013090133667,
-0.0191042460501194,
0.013112889602780342,
-0.005247226916253567,
-0.009163941256701946,
-0.013805053196847439,
-0.00963724683970213,
-0.01843111589550972,
-0.016554707661271095,
-0.01045757345855236,
0.023562930524349213,
-0.0029427139088511467,
0.000378605502191931,
-0.001109232660382986,
-0.008148943074047565,
-0.01597340777516365,
0.0031750963535159826,
0.01598242297768593,
-0.007932998239994049,
0.021377168595790863,
-0.012346841394901276,
0.005137386731803417,
-0.01231999509036541,
0.005493311211466789,
0.014891943894326687,
-0.014406735077500343,
-0.025654230266809464,
-0.008332651108503342,
-0.0009724516421556473,
0.004163962323218584,
0.0038434683810919523,
-0.01353662833571434,
-0.016299903392791748,
-0.0038586482405662537,
-0.01951625570654869,
0.0030934561509639025,
-0.006301364861428738,
0.0064231520518660545,
-0.010095514357089996,
-0.017401225864887238,
0.011440979316830635,
-0.017813315615057945,
0.00653569120913744,
-0.006231087259948254,
-0.0004986812127754092,
0.020693635568022728,
0.009338914416730404,
-0.007293153088539839,
0.02236146852374077,
0.020289402455091476,
0.008551713079214096,
0.015536153689026833,
-0.010728131979703903,
0.020105324685573578,
0.00010085711255669594,
0.007287102751433849,
-0.009877592325210571,
0.01299920305609703,
-0.00928129255771637,
0.0717925876379013,
-0.001744288019835949,
0.012157872319221497,
-0.015417823567986488,
-0.009393131360411644,
0.00009831675561144948,
0.004398449789732695,
-0.041024692356586456,
-0.013782278634607792,
0.0015955707058310509,
-0.01572103425860405,
-0.01134972833096981,
0.006212676875293255,
0.0111844502389431,
-0.013685507699847221,
0.016334356740117073,
0.0035331128165125847,
0.0024996923748403788,
-0.00017582997679710388,
-0.007994498126208782,
-0.02776050940155983,
0.0040204222314059734,
-0.009561670944094658,
-0.0014649764634668827,
0.02570253051817417,
-0.009936323389410973,
0.0010266811586916447,
0.009266193956136703,
-0.0060249557718634605,
-0.0030366522260010242,
0.00434414017945528,
-0.006776493974030018,
-0.0017430169973522425,
-0.004043175373226404,
-0.003913539461791515,
-0.0016487576067447662,
-0.007369157392531633,
-0.0013785280752927065,
-0.0056541389785707,
0.00644696643576026,
-0.017311375588178635,
-0.007078250870108604,
-0.0015992086846381426,
-0.0017763283103704453,
-0.0033069790806621313,
-0.014043105766177177,
-0.006875880993902683,
0.0030271774157881737,
0.019247639924287796,
0.012076808139681816,
0.027112508192658424,
0.0031603649258613586,
0.01409086212515831,
-0.008416129276156425,
0.009574231691658497,
-0.003026012796908617,
-0.0036173388361930847,
0.015894632786512375,
0.006093032658100128,
-0.009659227915108204,
0.007258486468344927,
-0.030458012595772743,
0.006054752506315708,
-0.015736212953925133,
0.0069758277386426926,
0.0015095921698957682,
-0.007188864983618259,
-0.015575273893773556,
-0.026140734553337097,
0.014271754771471024,
0.0032009214628487825,
0.0013745501637458801,
0.007072543725371361,
0.005531136877834797,
0.025034762918949127,
0.008205736055970192,
0.03936391323804855,
-0.007006357423961163,
0.00845426507294178,
0.006176195107400417,
-0.0055686552077531815,
-0.008694760501384735,
0.013336066156625748,
0.025103148072957993,
-0.017414532601833344,
-0.010512961074709892,
0.01088907103985548,
0.009051349945366383,
-0.0067206621170043945,
0.0061052413657307625,
0.008033983409404755,
-0.006270862650126219,
0.0027320366352796555,
0.009708196856081486,
0.0013288051122799516,
0.03419797122478485,
0.002113914582878351,
-0.0013859692262485623,
0.018784325569868088,
0.01872267946600914,
0.014020583592355251,
0.02208889275789261,
0.021027065813541412,
0.0043156030587852,
0.03407681733369827,
-0.0051705436781048775,
-0.021451890468597412,
-0.019329845905303955,
-0.011575150303542614,
0.008063224144279957,
-0.0201904084533453,
-0.0032403713557869196,
0.02714328095316887,
0.011036241427063942,
0.011513222008943558,
-0.007096781395375729,
0.005448922980576754,
-0.00857290718704462,
-0.028338579460978508,
-0.007495776750147343,
-0.013990171253681183,
-0.017245475202798843,
-0.000011042808182537556,
0.005329242907464504,
0.03895317018032074,
-0.004598056897521019,
-0.002335452940315008,
0.010267152450978756,
-0.019474197179079056,
0.02534637041389942,
0.012622366659343243,
0.036094747483730316,
-0.00827364157885313,
0.020330600440502167,
-0.00048453081399202347,
-0.002789367688819766,
-0.012591185979545116,
0.02402002364397049,
-0.02662583999335766,
-0.006324287503957748,
0.00040943617932498455,
-0.011404930613934994,
-0.004788226913660765,
-0.009314245544373989,
0.008238757029175758,
-0.013313742354512215,
-0.007406534627079964,
0.0265975184738636,
0.010914026759564877,
0.026552461087703705,
0.007527985610067844,
0.02308981493115425,
-0.004623640328645706,
-0.005229425150901079,
0.0011649024672806263,
0.016981203109025955,
-0.0006495832931250334,
0.006040658801794052,
-0.016245122998952866,
-0.004892594646662474,
0.012802605517208576,
0.007489070296287537,
0.00677380058914423,
-0.011988990940153599,
0.014723219908773899,
-0.01524435169994831,
-0.005485215224325657,
0.016518278047442436,
-0.016561906784772873,
-0.0019361719023436308,
0.00533524714410305,
-0.002115875016897917,
-0.009001455269753933,
-0.00232689525000751,
-0.005770931951701641,
-0.011052239686250687,
0.0007537715137004852,
0.004513728432357311,
-0.029363365843892097,
0.0007083986420184374,
0.015496690757572651,
-0.005512255243957043,
-0.002545923227444291,
-0.011748921126127243,
-0.012113823555409908,
-0.0004827182274311781,
-0.007953761145472527,
-0.010913277044892311,
0.002551164710894227,
0.002862179186195135,
-0.02709074690937996,
-0.016156896948814392,
-0.019454553723335266,
-0.003717937273904681,
-0.021310463547706604,
-0.02628905698657036,
0.014919607900083065,
-0.026063285768032074,
0.005468918941915035,
0.014357359148561954,
-0.006638091057538986,
-0.019251041114330292
] |
[
0.24991917610168457,
0.10425923764705658,
0.4475069046020508,
0.32855314016342163,
0.426120400428772,
-0.4522862136363983,
-0.2987232804298401,
-0.03272058069705963,
-0.37842416763305664,
-0.40397530794143677,
0.21907314658164978,
0.6429449319839478,
-0.37318894267082214,
0.11361592262983322,
0.015243291854858398,
0.2513570189476013,
0.538150429725647,
0.3414701223373413,
-0.22388477623462677,
-0.25069475173950195,
-0.5955998301506042,
-0.4415026605129242,
0.13792286813259125,
-0.14047612249851227,
0.08863942325115204,
0.20098626613616943,
-0.0952157974243164,
-0.4847228527069092,
-0.46808767318725586,
0.008560407906770706,
0.16578008234500885,
0.5704280138015747,
-0.19002901017665863,
0.4093567430973053,
-0.057762302458286285,
0.15455539524555206,
-0.3246609568595886,
-0.14994680881500244,
0.10367549955844879,
-0.4343753457069397,
-0.1814265102148056,
0.20009441673755646,
-0.4640387296676636,
0.15985867381095886,
-0.41336801648139954,
-0.41784846782684326,
-1.647139310836792,
0.2707386016845703,
-0.329098641872406,
0.05556539073586464,
-0.1836354285478592,
0.34792086482048035,
0.04025086760520935,
0.5244448184967041,
-0.040911149233579636,
-0.3222123682498932,
-0.2387656569480896,
-0.4083166718482971,
0.327817440032959,
-0.2131081521511078,
0.3199079632759094,
-0.3634737730026245,
-0.3471648395061493,
0.00289866398088634,
0.12430720031261444,
0.35087478160858154,
0.32762929797172546,
-0.15668991208076477,
-0.6320554614067078,
-0.3202589750289917,
-0.023184118792414665,
-0.6564589738845825,
-0.38115763664245605,
-0.10119032859802246,
-0.4832089841365814,
0.43064069747924805,
0.10684054344892502,
0.07296136021614075,
-0.09948848932981491,
-0.19481629133224487,
0.17022524774074554,
0.004195943009108305,
0.4708385169506073,
-0.4238680899143219,
0.5057714581489563,
-0.21774154901504517,
-0.4327058792114258,
1.0590989589691162,
-0.11135286092758179,
0.011750191450119019,
0.20077981054782867,
-0.018048429861664772,
0.34781500697135925,
0.07859916985034943,
0.26734742522239685,
0.5714863538742065,
0.42495471239089966,
-0.5053476095199585,
0.16634225845336914,
0.33264464139938354,
0.504004180431366,
0.21020756661891937,
0.20453354716300964,
-0.5174222588539124,
0.12425288558006287,
-0.28753694891929626,
-0.09494734555482864,
-0.017639847472310066,
-0.2571240961551666,
-0.016666356474161148,
-0.47535133361816406,
0.6770824790000916,
-0.24422228336334229,
0.134765625,
-0.16271956264972687,
0.6406825184822083,
0.4625270366668701,
0.3066042959690094,
0.08309271186590195,
-0.08979854732751846,
-0.06321149319410324,
0.9899204969406128,
0.0903029814362526,
0.4609256386756897,
0.2128857970237732,
0.30411186814308167,
0.41238972544670105,
0.3180716931819916,
-0.4956973195075989,
0.36027273535728455,
-0.12491947412490845,
0.7374681234359741,
-0.17612868547439575,
0.06849372386932373,
0.07641013711690903,
-0.3367191553115845,
0.19051837921142578,
0.24297495186328888,
0.8606399297714233,
0.1411876678466797,
0.033636674284935,
-0.7645034790039062,
-0.20362649857997894,
-0.07580287754535675,
-0.15468919277191162,
-0.36012503504753113,
-0.14685212075710297,
-0.3400706350803375,
0.04756716638803482,
-0.0830136388540268,
0.1820332258939743,
0.16693580150604248,
-0.635194718837738,
-0.21283450722694397,
0.48046380281448364,
0.24672965705394745,
-0.06491465866565704,
-0.30101263523101807,
0.059105951339006424,
0.06491479277610779,
0.15883946418762207,
0.3683290183544159,
-0.6449918150901794,
-0.24173179268836975,
0.04352882504463196,
-0.4851261079311371,
-0.09978073835372925,
0.28336793184280396,
0.2726381719112396,
0.12929706275463104,
-0.25319424271583557,
-0.13118208944797516,
-0.013613254763185978,
-0.4092715084552765,
0.3543139398097992,
0.7023264169692993,
0.4104761481285095,
0.20854313671588898,
0.1718669980764389,
0.5591715574264526,
-1.0130270719528198,
0.28652268648147583,
0.3672850430011749,
-0.6787217259407043,
-0.08871912211179733,
0.18369746208190918,
0.5772120356559753,
0.07461865246295929,
-0.08424336463212967,
-0.17667244374752045,
-0.17834019660949707,
-0.02163611352443695,
0.34378567337989807,
-0.6616536378860474,
1.5319877862930298,
-0.034003667533397675,
0.42697662115097046,
1.0508512258529663,
-0.35924872756004333,
-0.03351886570453644,
-0.15668369829654694,
0.17735403776168823,
0.5619580745697021,
-0.04049305617809296,
-0.7139976620674133,
-0.23528774082660675,
0.01218572910875082,
-0.19368794560432434,
-0.37145182490348816,
-0.07454422116279602,
0.7589361071586609,
-0.20183557271957397,
-0.1779102385044098,
-0.318393349647522,
0.30059346556663513,
0.2552163302898407,
-0.1885579377412796,
0.0976116731762886,
-0.2630520462989807,
-0.09936147928237915,
0.4700194001197815,
-0.4416189193725586,
0.46657830476760864,
0.7788166403770447,
0.1385364532470703,
0.55458664894104,
0.39162734150886536,
0.17514224350452423,
0.9988497495651245,
-0.9485552310943604,
0.10006456077098846,
-0.11147572845220566,
0.4932405948638916,
-0.34310027956962585,
-0.23855800926685333,
0.1981564462184906,
0.32886505126953125,
-0.2647749185562134,
-0.421242892742157,
-0.5387047529220581,
-0.2665960192680359,
0.11748789250850677,
-0.6649619340896606,
0.4745948016643524,
0.32395267486572266,
-0.5375781655311584,
-0.16157309710979462,
0.2515541613101959,
-0.6134461164474487,
-0.15281559526920319,
-0.00781874917447567,
0.6607208251953125,
0.03409925103187561,
-0.6432967782020569,
0.3349154591560364,
-0.186883345246315,
0.4450500011444092,
0.4275294542312622,
-0.050844598561525345,
-0.052093505859375,
-0.2730332016944885,
0.3484322726726532,
0.0667426660656929,
0.1932740956544876,
-0.14817695319652557,
-0.2506497800350189,
-0.29779085516929626,
-0.5443442463874817,
0.47840115427970886,
0.40786775946617126,
0.5449157953262329,
0.24984446167945862,
-0.4577959477901459,
0.1467873603105545,
-0.32750383019447327,
-0.7168223857879639,
-0.0708228051662445,
0.6456584334373474,
-0.4251128137111664,
-0.12517763674259186,
-0.09664057940244675,
0.7626634836196899,
0.6315568685531616,
-0.5579033493995667,
-0.19811785221099854,
-0.17178304493427277,
-0.35945194959640503,
-0.4258436858654022,
-0.2803131639957428,
-0.32008597254753113,
-0.23757563531398773,
0.4114234149456024,
-0.09793432801961899,
-0.22519198060035706,
0.2929643392562866,
0.3810955584049225,
0.21245718002319336,
0.4899749159812927,
0.43091267347335815,
0.0852992981672287,
-0.21303774416446686,
0.4643869698047638,
0.011400780640542507,
0.12256649136543274,
-0.3064282536506653,
-0.35189488530158997,
-0.25499847531318665,
0.10835450142621994,
-6.036880016326904,
0.2534704804420471,
0.21623018383979797,
-0.053401920944452286,
-0.527193546295166,
0.06992443650960922,
0.9346638917922974,
-0.23606853187084198,
0.15742601454257965,
-0.06307032704353333,
0.2804016172885895,
0.4725753366947174,
-0.07838699966669083,
0.316094309091568,
0.13409684598445892,
0.2488728016614914,
0.11614290624856949,
-0.022937139496207237,
0.256350040435791,
0.17948780953884125,
-0.04878765344619751,
-0.08422344923019409,
0.187932088971138,
0.5197402238845825,
-0.17828060686588287,
-0.13371363282203674,
-0.6869069337844849,
0.25921523571014404,
-0.2759355306625366,
-0.1257162094116211,
0.11432308703660965,
-0.3454097509384155,
-0.14622199535369873,
-0.33059805631637573,
-0.04239511862397194,
0.12959979474544525,
0.3539819121360779,
-0.12385602295398712,
-0.3268653452396393,
-0.5758156180381775,
0.16673298180103302,
0.3875972628593445,
0.05944579094648361,
0.13111774623394012,
0.2515597939491272,
0.12375207990407944,
0.2543186545372009,
-0.1088414192199707,
-0.35393214225769043,
0.7455223798751831,
-0.16544440388679504,
-0.301736444234848,
0.423779159784317,
-0.058943092823028564,
0.09126774221658707,
-0.023593919351696968,
0.012384399771690369,
0.27397897839546204,
-0.3022317886352539,
0.09229166805744171,
0.1479293256998062,
-0.3841628432273865,
-0.04969039559364319,
-0.5868778824806213,
-0.07107414305210114,
0.18183216452598572,
-0.8478153944015503,
-0.7611660361289978,
0.6198049187660217,
0.14747381210327148,
-0.3132636547088623,
0.7252858281135559,
0.29098546504974365,
-0.5522040724754333,
0.2890399992465973,
-0.2518329918384552,
0.3625056743621826,
0.19774964451789856,
0.016560357064008713,
-0.10615671426057816,
-0.24581928551197052,
0.03009278140962124,
0.03586697578430176,
-0.2966720461845398,
0.25282037258148193,
-0.28450807929039,
-0.0815429612994194,
-0.006032648496329784,
-0.30012381076812744,
0.14676997065544128,
0.6134943962097168,
0.09498795866966248,
0.19283096492290497,
0.5797894597053528,
0.5854971408843994,
0.42989978194236755,
0.26863643527030945,
0.3930262327194214,
0.1727423369884491,
-0.09113237261772156,
0.7276468276977539,
0.19721412658691406,
-0.5106596946716309,
-0.9115240573883057,
-0.2647783160209656,
0.20219269394874573,
-0.5059841871261597,
0.2392686903476715,
0.27089428901672363,
-1.0104646682739258,
-0.10144326090812683,
0.4440310001373291,
-0.26651397347450256,
-0.3751335144042969,
0.18590547144412994,
-0.06805502623319626,
-0.13395878672599792,
-0.0241945069283247,
0.780604898929596,
-0.5088722705841064,
0.2687446177005768,
0.2683509588241577,
-0.016564320772886276,
0.18733853101730347,
0.4429880380630493,
-0.21690469980239868,
0.07789330184459686,
0.7809514403343201,
-0.4244641363620758,
-0.0014808474807068706,
0.4850449860095978,
0.4219367504119873,
-0.2524874210357666,
-0.00810571014881134,
0.6514963507652283,
-0.4089983105659485,
-0.20357172191143036,
0.3044794797897339,
0.005887683480978012,
-0.003911819774657488,
0.4986954629421234,
-0.5065183043479919,
0.10775702446699142,
0.3128684461116791,
0.5368147492408752,
0.02770727314054966,
-0.35184094309806824,
-0.10504239052534103,
0.19701974093914032,
0.0648600310087204,
-0.19568364322185516,
-0.3853226602077484,
0.09896104782819748,
-0.17643862962722778,
0.3378784954547882,
0.40218526124954224,
0.8231644630432129,
-0.21726088225841522,
-0.11972139030694962,
-0.6341670751571655,
0.3540361225605011,
0.5768364071846008,
-1.0047342777252197,
-0.15368160605430603,
-0.04769117385149002,
0.053454890847206116,
-0.46557408571243286,
-0.15246151387691498,
-0.13689015805721283,
0.36217010021209717,
-0.19721683859825134,
-0.544830322265625,
-0.5469896793365479,
-0.12987226247787476,
0.14713628590106964,
-0.1468728482723236,
-0.17297431826591492,
0.6143667697906494,
0.022066662088036537,
0.0037502706982195377,
0.3082461655139923,
-0.46510347723960876,
-0.4662878215312958,
0.5056806802749634,
0.7701348662376404,
-0.24753661453723907,
0.270963191986084,
-0.05075063183903694,
-0.7530471086502075,
-0.25780048966407776,
0.3615662157535553,
0.023410966619849205,
0.15693891048431396,
0.06848554313182831,
-0.08259793370962143,
-0.5967406034469604,
-0.1633787602186203,
-0.20114362239837646,
-0.16717462241649628,
-0.19510184228420258,
0.5841861963272095,
0.23051157593727112,
-0.0828237384557724,
0.3864058256149292,
-0.011943727731704712,
-0.0361388623714447,
-0.22006839513778687,
-0.0011190074728801847,
-0.41186150908470154,
0.18527723848819733,
-0.22133028507232666,
-0.5132644772529602,
-0.41091227531433105,
0.21035343408584595,
-0.1677687168121338,
-0.12093543261289597,
-0.16437774896621704,
-0.23543673753738403,
-0.47045791149139404,
0.506284236907959,
0.3703465759754181,
0.0405653677880764,
-0.04622360318899155,
0.04611820727586746,
-0.45784273743629456,
0.03859001398086548,
0.24567872285842896,
-0.783113420009613,
0.07242555171251297,
-0.06447635591030121,
-0.794058620929718,
-0.11395073682069778,
0.14599472284317017,
0.18329769372940063,
-0.5531662702560425,
-0.19655534625053406,
0.14076805114746094,
0.32632577419281006,
0.005607930943369865,
0.4581615924835205,
-0.38362446427345276,
0.23415009677410126,
-0.7049089670181274,
-0.44856807589530945,
-0.14103856682777405,
0.8331924676895142,
0.14743824303150177,
-0.6708170771598816,
-0.751787006855011,
0.23255327343940735,
0.20920808613300323,
-0.006207523867487907,
0.1268702894449234,
-0.017528485506772995,
0.35794275999069214,
0.1786828190088272,
0.016178986057639122,
-0.7000797390937805,
-0.1687311977148056,
0.03914857655763626,
-0.3897070288658142,
-0.7161771059036255,
-0.3162798285484314,
-0.4865105450153351,
0.5178208351135254,
0.0873638316988945,
-0.2895069718360901,
-0.38837844133377075,
0.19790571928024292,
-0.5108943581581116,
-0.06540937721729279,
-0.0051673525013029575,
0.5356245040893555,
0.3936191499233246,
0.277436763048172,
0.13612805306911469,
-0.3666312098503113,
-0.20191900432109833,
-0.35065019130706787,
0.1781127154827118,
-0.24683599174022675,
-0.6888111233711243,
0.20975781977176666,
-0.08607374876737595,
0.5044798254966736,
0.12731178104877472,
0.2680741548538208,
-0.17813372611999512,
0.31222057342529297,
-0.3861163556575775,
-0.5695797801017761,
0.2690756022930145,
-0.3891231119632721,
-0.20049959421157837,
0.06647655367851257,
-0.21112486720085144,
0.5402222871780396,
0.14536383748054504,
-0.22333790361881256,
-0.5446441769599915,
-0.2635282278060913,
0.26929429173469543,
0.4239656627178192,
-0.5115437507629395,
0.33147624135017395,
0.28777965903282166,
0.08015503734350204,
0.1911136358976364,
-0.213277667760849,
-0.413762629032135,
0.19857579469680786,
0.109349325299263,
0.18802718818187714,
0.7057757377624512,
-0.26602253317832947,
0.0349576473236084,
-0.07225261628627777,
-0.21218663454055786,
0.8419892191886902,
0.025873171165585518,
-0.0745769590139389,
0.25482800602912903,
0.47375360131263733,
-0.4031210243701935,
-0.22146059572696686,
0.1140906810760498,
0.2380175143480301,
0.24919211864471436,
-0.09774043411016464,
0.3509370982646942,
0.6012310981750488,
0.7088512778282166,
-0.004311427474021912,
0.2432117462158203,
0.061271727085113525,
-0.019450828433036804,
0.12359386682510376,
-0.7805469036102295,
-0.37523794174194336,
0.31289082765579224,
0.9961671829223633,
0.3907512128353119,
-0.2732926905155182,
0.2348591387271881,
-0.248755544424057,
0.4708811938762665,
0.41487228870391846,
-0.078129343688488,
-0.4656987190246582,
-0.0856882855296135,
0.09555301815271378,
0.11355040222406387,
-0.5704230666160583,
0.031634774059057236,
-0.09219460934400558,
-0.32830655574798584,
0.3626612424850464,
-0.4732039272785187,
0.08601214736700058,
0.26265719532966614,
-0.2100372165441513,
0.3454391658306122,
-0.20938201248645782,
0.41153979301452637,
-0.08518092334270477,
0.3302452862262726,
0.3710722327232361,
0.12012506276369095,
0.21699555218219757,
-0.13134567439556122,
-0.2169990837574005,
-0.24627022445201874,
-0.20472899079322815,
0.1151568740606308,
0.15076297521591187,
-0.8421658873558044,
0.17508813738822937,
0.2043333351612091,
-0.16731762886047363,
0.11724215000867844,
0.01874133199453354,
0.31495875120162964,
0.13358816504478455,
-0.3957188129425049,
0.3653183877468109,
0.16782693564891815,
-0.3907274603843689,
0.12069696187973022,
0.16902689635753632,
0.3338121175765991,
-0.33600401878356934,
-0.6332988739013672,
0.13162921369075775,
0.2844928801059723,
-0.09909164160490036,
0.2101372331380844,
-0.029172735288739204,
0.6877891421318054,
0.06403996050357819,
0.36051037907600403,
-0.27379941940307617,
0.29800838232040405,
-0.24954712390899658,
0.16568438708782196,
-0.6151751279830933,
0.6221694946289062,
-0.5953606367111206,
-0.13656745851039886,
-0.5792665481567383,
0.27724114060401917,
0.5822443962097168,
0.47619208693504333,
-0.4352280795574188,
-0.07149387896060944,
-0.29733049869537354,
-0.1411338746547699,
0.1900814026594162,
-0.3066679835319519,
-0.46716219186782837,
-0.7668792009353638,
-0.5394396185874939,
-0.19986197352409363,
0.5182681083679199,
-0.3413510024547577,
-0.021157333627343178,
-0.14939889311790466,
0.3569657802581787,
0.16553013026714325,
-0.11386371403932571,
0.19381733238697052,
-0.5494301915168762,
0.09416339546442032,
-0.30761611461639404,
0.1847907304763794,
-0.36329886317253113,
0.12963710725307465,
-0.280048668384552,
-0.04823289066553116,
0.0790567696094513,
-0.15203215181827545,
0.2439400851726532,
-0.13406269252300262,
-0.366544634103775,
0.030902253463864326,
-0.015017767436802387,
0.2739722430706024,
-0.2655569911003113,
-0.4408379793167114,
-0.2514236569404602,
0.2417207956314087,
-0.11563397943973541,
-0.6751775741577148,
-0.1379069983959198,
-0.04391581192612648,
-0.49652454257011414,
-0.2890053987503052,
-0.10344935953617096,
-0.21855676174163818,
-0.11211808770895004,
-0.42020899057388306
] |
In recent years, the aspect of vehicular ad hoc network (VANET) is becoming an interesting research area; VANET is a mobile ad hoc network considered as a special case of mobile ad hoc network (MANET). Similar to MANET, VANET is characterized as autonomous and self-configured wireless network. However, VANET has very dynamic topology, large and variable network size, and constrained mobility; these characteristics led to the need for efficient routing and resource saving VANET protocols, to fit with different VANET environments. These differences render traditional MANET’s protocols unsuitable for VANET. The aim of this work is to give a survey of the VANETs routing mechanisms, this paper gives an overview of Vehicular ad hoc networks (VANETs) and the existing VANET routing protocols; mainly it focused on vehicle to vehicle (V2V) communication and protocols. The paper also represents the general outlines and goals of VANETs, investigates different routing schemes that have been developed for VANETs, as well as providing classifications of VANET routing protocols (focusing on two classification forms), and gives summarized comparisons between different classes in the context of their methodologies used, strengths, and limitations of each class scheme compared to other classes. Finally, it extracts the current trends and the challenges for efficient routing mechanisms in VANETs.
|
[
-0.027989022433757782,
0.004454342648386955,
-0.006379918660968542,
0.0007715232204645872,
0.00920625776052475,
-0.027016807347536087,
0.010767489671707153,
0.005542251281440258,
-0.006276704370975494,
0.013028116896748543,
-0.016069140285253525,
0.018426790833473206,
0.0037103001959621906,
0.009152881801128387,
0.03837406635284424,
0.015539707615971565,
-0.00587672833353281,
-0.009341809898614883,
0.012203188613057137,
-0.021552588790655136,
-0.013720845803618431,
0.019334916025400162,
0.00718074943870306,
-0.011137258261442184,
0.012212589383125305,
0.019948935136198997,
-0.01673131436109543,
0.0027223441284149885,
-0.016620688140392303,
-0.023587455973029137,
-0.0026574914809316397,
-0.018565628677606583,
0.006699658464640379,
0.0070771099999547005,
-0.01036969106644392,
0.008711827918887138,
-0.009726348333060741,
0.02027703821659088,
0.004338622093200684,
-0.005892351269721985,
0.011692285537719727,
-0.0007054556044749916,
0.0042006708681583405,
-0.002579004503786564,
-0.005496074911206961,
0.029810532927513123,
0.0029257263522595167,
0.006699810270220041,
0.0029654353857040405,
0.008489636704325676,
-0.013540631160140038,
0.027106624096632004,
-0.00040378147969022393,
-0.007013691123574972,
-0.005296721123158932,
0.020572539418935776,
0.014630415476858616,
-0.03540278598666191,
0.027034467086195946,
-0.013343335129320621,
0.010334649123251438,
0.01355817075818777,
-0.0064814770594239235,
-0.019767068326473236,
0.0166899636387825,
-0.06758768856525421,
0.02402576431632042,
-0.002860358916223049,
-0.00182199920527637,
0.014384671114385128,
0.01052013784646988,
0.008915513753890991,
-0.012319381348788738,
0.02293156459927559,
0.009543724358081818,
0.0020721061155200005,
-0.02644604630768299,
-0.029147885739803314,
0.02171061560511589,
0.025726348161697388,
0.013642869889736176,
0.0017964413855224848,
-0.020575737580657005,
0.00677439896389842,
0.011580472812056541,
0.004369698464870453,
-0.01640278846025467,
-0.00451594078913331,
0.007045703940093517,
0.02875201404094696,
0.0036060179118067026,
0.004127534106373787,
0.0025307820178568363,
-0.01804480142891407,
-0.014202138409018517,
0.033831655979156494,
0.0188714861869812,
0.037325091660022736,
0.028981495648622513,
0.009155470877885818,
-0.013859458267688751,
-0.006649220362305641,
0.018992632627487183,
-0.0038430076092481613,
0.01410709135234356,
0.011450525373220444,
-0.0020184870809316635,
-0.02971605211496353,
0.0264422707259655,
0.009254494681954384,
-0.012949320487678051,
-0.027074959129095078,
-0.00255204108543694,
0.038411494344472885,
-0.017770206555724144,
0.002928913803771138,
0.005155651364475489,
-0.009344896301627159,
0.009866777807474136,
0.019557323306798935,
-0.027601419016718864,
-0.03239504247903824,
0.0025479914620518684,
-0.009445754811167717,
0.011142824776470661,
0.0027641523629426956,
-0.022709209471940994,
0.001609211671166122,
0.0049674552865326405,
0.01308656670153141,
-0.009329931810498238,
0.016439393162727356,
0.008869143202900887,
0.03530348464846611,
0.03717038780450821,
-0.0008826556149870157,
0.007485197391360998,
0.018877971917390823,
-0.0007091729203239083,
-0.015033003874123096,
0.026310168206691742,
0.011981058865785599,
0.008678531274199486,
-0.0010932658333331347,
0.032644547522068024,
-0.0018118505831807852,
-0.010079683735966682,
0.026020340621471405,
0.012297508306801319,
-0.004415621515363455,
-0.021148553118109703,
-0.03603634238243103,
0.0007947343401610851,
0.0015198508044704795,
0.03808429837226868,
-0.0033210450783371925,
-0.007468344643712044,
0.005716333165764809,
-0.01982337422668934,
0.0005106483586132526,
-0.0026837848126888275,
0.0014968505129218102,
0.0006344147259369493,
0.005849173292517662,
0.008044484071433544,
-0.010090279392898083,
0.011403881013393402,
0.0022332952357828617,
-0.018025070428848267,
0.0110545065253973,
-0.008970167487859726,
-0.00923977978527546,
-0.002960563637316227,
0.009556323289871216,
-0.01344292052090168,
0.0006128025706857443,
0.006048163399100304,
0.007744785398244858,
-0.01621304452419281,
0.0674482211470604,
0.018521416932344437,
-0.000056759221479296684,
0.01845216378569603,
-0.027641721069812775,
0.0014801060315221548,
-0.03276987746357918,
0.0280134379863739,
-0.009959705173969269,
0.004623131826519966,
-0.01630803570151329,
-0.005953608080744743,
0.01733742095530033,
-0.02388572320342064,
-0.01864512264728546,
0.007925447076559067,
0.004379811231046915,
0.002048893366008997,
0.0049146125093102455,
-0.034165605902671814,
-0.00416729599237442,
-0.0018473952077329159,
0.004251511767506599,
0.0035374718718230724,
-0.0011073993518948555,
0.002523893490433693,
0.009225970134139061,
0.02883862517774105,
0.048524826765060425,
-0.00938335619866848,
0.0002510154154151678,
0.03006918355822563,
0.022213567048311234,
-0.0203237347304821,
-0.017928732559084892,
0.036880068480968475,
0.0022224425338208675,
0.0001969159347936511,
0.023517077788710594,
-0.0027905369643121958,
-0.0074173808097839355,
-0.0199067834764719,
-0.017264973372220993,
0.055587321519851685,
-0.0032307978253811598,
0.0157492496073246,
0.020120365545153618,
0.012915590777993202,
0.010746881365776062,
0.0035541197285056114,
-0.0127780232578516,
-0.018625790253281593,
-0.011037405580282211,
-0.009294122457504272,
-0.003617816837504506,
-0.01747613586485386,
0.008071893826127052,
0.010500467382371426,
-0.024852778762578964,
0.010121816769242287,
-0.008366812020540237,
0.01068240124732256,
-0.019677795469760895,
-0.014488199725747108,
0.008513986133038998,
-0.006002574227750301,
0.010637941770255566,
-0.009057097136974335,
-0.024791210889816284,
-0.025509778410196304,
-0.015417160466313362,
0.00505829369649291,
0.0020133545622229576,
0.016397930681705475,
-0.029314426705241203,
-0.0065288301557302475,
-0.03363669291138649,
0.019663479179143906,
-0.014366058632731438,
0.022355401888489723,
-0.001642745453864336,
-0.001700892113149166,
0.009817138314247131,
0.028707431629300117,
-0.02143532782793045,
-0.009255803190171719,
0.013902168720960617,
0.009817489422857761,
0.01921270787715912,
0.007181096822023392,
-0.013283198699355125,
0.0051186284981667995,
-0.011476898565888405,
-0.00026926444843411446,
-0.0823761373758316,
-0.018444497138261795,
-0.005451904609799385,
-0.015480473637580872,
0.006477941758930683,
-0.02985880710184574,
0.0011968393810093403,
0.006455371156334877,
-0.011876266449689865,
0.003178684040904045,
-0.018107764422893524,
0.012830905616283417,
-0.019718274474143982,
-0.02226165123283863,
0.013542470522224903,
-0.014354033395648003,
0.011742147617042065,
-0.007071895524859428,
0.00022964715026319027,
-0.013812081888318062,
0.02830572798848152,
-0.019428737461566925,
-0.01237109862267971,
0.0035873879678547382,
-0.009686993435025215,
0.008772902190685272,
-0.0027581187896430492,
0.009386035613715649,
-0.01858299970626831,
0.003117007203400135,
0.01265181414783001,
0.012965686619281769,
0.0017044702544808388,
0.011114314198493958,
0.034385357052087784,
-0.010578127577900887,
-0.005618034861981869,
-0.011195497587323189,
0.011998433619737625,
0.024124756455421448,
-0.005038231145590544,
0.01876651681959629,
-0.009041430428624153,
0.00799444317817688,
0.012236804701387882,
-0.001014789449982345,
0.000442231772467494,
0.006117480807006359,
0.011537380516529083,
-0.02615998685359955,
0.008543739095330238,
-0.009662758558988571,
0.04111331328749657,
0.012258106842637062,
-0.0012884761672466993,
0.014697701670229435,
-0.011558069847524166,
0.0328635647892952,
-0.009710878133773804,
0.005748933646827936,
-0.015902221202850342,
0.003933967091143131,
-0.01721489429473877,
0.00015753787010908127,
-0.009174633771181107,
-0.01122785173356533,
0.007957907393574715,
-0.022416425868868828,
0.002911215415224433,
0.012036452069878578,
-0.020650813356041908,
0.007863027974963188,
-0.006379729136824608,
-0.0044953287579119205,
0.014296254143118858,
-0.008000269532203674,
-0.012335751205682755,
-0.00497247651219368,
0.008285424672067165,
0.008282097987830639,
0.007517777383327484,
0.0046140896156430244,
-0.00663568452000618,
-0.005274612456560135,
-0.01307330559939146,
-0.013240736909210682,
0.0035848042462021112,
0.026256827637553215,
0.0026353932917118073,
-0.011819079518318176,
-0.005613462999463081,
0.009864259511232376,
-0.009079424664378166,
0.008498451672494411,
-0.0025657913647592068,
-0.013839222490787506,
0.015140402130782604,
0.0183034036308527,
-0.014096428640186787,
0.0096785519272089,
-0.012146079912781715,
0.008095665834844112,
0.019615814089775085,
-0.011060966178774834,
0.007570951245725155,
0.01219770684838295,
0.014596246182918549,
0.028413325548171997,
-0.005090687423944473,
-0.004713431000709534,
0.003160323714837432,
-0.016710927709937096,
-0.010696370154619217,
0.007706542499363422,
0.01422145776450634,
0.013459868729114532,
-0.012993412092328072,
-0.014944398775696754,
0.07315549999475479,
0.002351196249946952,
0.015597768127918243,
0.003394165076315403,
0.005535685457289219,
-0.010436614975333214,
0.0007303403690457344,
-0.011388414539396763,
-0.02924242801964283,
-0.009239823557436466,
0.010120674967765808,
-0.018689103424549103,
0.015830256044864655,
-0.024270672351121902,
0.003787591587752104,
0.000536271370947361,
0.011989150196313858,
0.004298452287912369,
-0.01939036324620247,
0.0033743814565241337,
-0.022844135761260986,
-0.0007203704444691539,
-0.023781653493642807,
0.005860529374331236,
-0.010488685220479965,
0.02725297212600708,
0.018935881555080414,
-0.010921713896095753,
-0.0008921315893530846,
0.006128713022917509,
-0.023360181599855423,
-0.02901117503643036,
-0.010218198411166668,
-0.030831407755613327,
0.04339117556810379,
0.004882649518549442,
-0.01486329734325409,
-0.01770249754190445,
-0.008751936256885529,
-0.005451935343444347,
-0.024050448089838028,
-0.010535486973822117,
0.036606565117836,
0.015459570102393627,
0.00046479515731334686,
0.01638910360634327,
0.01975279301404953,
-0.004310018382966518,
-0.012066632509231567,
-0.017829028889536858,
-0.005922406911849976,
0.01168840378522873,
0.005676811560988426,
0.03814072906970978,
-0.010589269921183586,
0.009803561493754387,
-0.008135475218296051,
-0.003121195826679468,
0.003574660513550043,
-0.029552441090345383,
-0.012090416625142097,
0.007032426539808512,
0.026407422497868538,
-0.0006100723403505981,
-0.00833097007125616,
-0.00003188592381775379,
-0.006045535672456026,
-0.01085669919848442,
-0.031701672822237015,
0.020337706431746483,
-0.011042358353734016,
-0.009544897824525833,
-0.0360296368598938,
-0.005019498057663441,
-0.0064564840868115425,
-0.0008727869717404246,
-0.006871430203318596,
-0.0071898349560797215,
0.03980391100049019,
0.006135814357548952,
0.022101622074842453,
-0.004640162456780672,
0.017364321276545525,
0.007118456531316042,
0.009328068234026432,
0.03025190345942974,
0.00036183837801218033,
-0.07514655590057373,
0.03671536594629288,
0.0009905969491228461,
-0.0019456780282780528,
-0.006812661420553923,
0.012518695555627346,
-0.0016378473956137896,
-0.02155541256070137,
-0.01630762405693531,
-0.005345198791474104,
0.010700548067688942,
-0.019048288464546204,
-0.0071936664171516895,
0.012986376881599426,
0.010332643985748291,
0.012488264590501785,
-0.02731456235051155,
0.0073274243623018265,
-0.006774491630494595,
-0.0023071677424013615,
-0.021014496684074402,
-0.021262474358081818,
0.006502393167465925,
0.011958721093833447,
0.007519355975091457,
-0.08205922693014145,
0.014248569495975971,
0.008519749157130718,
0.013714220374822617,
0.001914185588248074,
0.0011308500543236732,
0.021591559052467346,
-0.010410308837890625,
0.042457956820726395,
-0.011181803420186043,
0.006124690640717745,
0.01935618929564953,
0.016828130930662155,
-0.013418054208159447,
-0.018894992768764496,
-0.01065836288034916,
0.02519143745303154,
0.010798979550600052,
0.01502687856554985,
-0.005719885230064392,
-0.0025548371486365795,
0.006442413665354252,
-0.00844503566622734,
-0.0012743901461362839,
-0.012055800296366215,
0.0009166000527329743,
-0.004261183086782694,
0.013257757760584354,
0.007211917079985142,
-0.014905969612300396,
0.01822267845273018,
-0.008829696103930473,
0.0019828658550977707,
-0.023097287863492966,
0.007822168990969658,
-0.0030295047909021378,
0.022109195590019226,
-0.015424229204654694,
0.00026674196124076843,
0.001878355978988111,
-0.005678525194525719,
-0.01056747417896986,
0.005519484169781208,
0.018464356660842896,
-0.004008163698017597,
-0.02130809612572193,
0.008503030985593796,
-0.005688231438398361,
-0.00041362224146723747,
-0.019430676475167274,
0.0009686758858151734,
0.01286720298230648,
0.031939756125211716,
-0.020037030801177025,
-0.01223025843501091,
0.02180096134543419,
0.009109998121857643,
-0.0029390226118266582,
0.007893672212958336,
0.022500982508063316,
-0.01319713145494461,
0.02593812346458435,
0.00007793816621415317,
0.07275430113077164,
-0.005765968933701515,
0.03685199096798897,
-0.017515789717435837,
-0.0018069888465106487,
0.011293482035398483,
-0.02835468016564846,
-0.022071897983551025,
0.025037050247192383,
-0.010796189308166504,
0.018166009336709976,
-0.0014795723836869001,
-0.018648633733391762,
0.007443125359714031,
0.012230940163135529,
0.00881117396056652,
-0.01392638124525547,
-0.03641904145479202,
0.028019506484270096,
-0.03480824455618858,
0.02002541907131672,
0.014735791832208633,
-0.0270010344684124,
0.001401241635903716,
0.0037097760941833258,
-0.002094630617648363,
-0.02139681577682495,
-0.009569447487592697,
-0.006173737347126007,
0.008689459413290024,
0.009939372539520264,
0.01289339642971754,
0.0064375619404017925,
-0.0020366201642900705,
0.011065061204135418,
-0.016437187790870667,
0.0096515454351902,
0.004465621896088123,
0.02388390526175499,
-0.015882965177297592,
0.006387785077095032,
-0.00555970286950469,
-0.0012093926779925823,
0.00037145381793379784,
-0.023102104663848877,
0.028935428708791733,
-0.00172245514113456,
-0.00444043567404151,
0.04166499897837639,
0.010491820052266121,
-0.014270495623350143,
0.011531620286405087,
0.0033670435659587383,
-0.02473364770412445,
0.02180977538228035,
-0.03824552148580551,
-0.0005306396633386612,
0.0046638925559818745,
-0.029080085456371307,
0.011815701611340046,
-0.011126846075057983,
0.0008078893879428506,
0.0005636692512780428,
0.010455820709466934,
0.024726495146751404,
0.03531486541032791,
-0.010180027224123478,
-0.019924920052289963,
-0.008827771991491318,
0.013546966016292572,
0.028574487194418907,
-0.005976250395178795,
0.009392761625349522,
-0.004465606063604355,
-0.0060566929168999195,
-0.003816619049757719,
-0.00472051277756691,
-0.005132612772285938,
0.022702321410179138,
0.0021355273202061653,
-0.006176436319947243,
-0.01982947811484337,
0.007475333753973246,
-0.02388937398791313,
-0.011160253547132015,
0.024533048272132874,
-0.009920253418385983,
-0.008209479972720146,
-0.0024079177528619766,
0.008606601506471634,
0.026288434863090515,
-0.0027640536427497864,
0.010406437329947948,
-0.009124255739152431,
0.008358349092304707,
0.033967405557632446,
0.011834746226668358,
0.004323027562350035,
-0.0030988305807113647,
-0.00634554959833622,
0.00010616460349410772,
0.017706401646137238,
-0.002583045046776533,
-0.004698031581938267,
-0.01422438770532608,
-0.0018723909743130207,
0.0318739153444767,
0.05454908311367035,
-0.009806754067540169,
0.0007309739012271166,
0.02788548544049263,
0.00712547218427062,
-0.012599456124007702,
0.013757018372416496,
-0.0019090984715148807,
0.010731104761362076,
-0.017448199912905693,
0.04057127609848976,
-0.013757649809122086,
-0.011557331308722496,
0.012484045699238777,
0.002275202888995409,
-0.0048221261240541935,
-0.0017618592828512192,
0.008838866837322712,
0.003080053487792611,
-0.010676098056137562,
-0.02048233337700367,
0.03972968831658363,
-0.0030792998149991035,
0.019305791705846786,
-0.0008684583008289337,
0.03112701326608658,
0.00039608124643564224,
-0.001139320433139801,
0.01120486669242382,
0.019034653902053833,
-0.0313410609960556,
-0.010732335969805717,
-0.026957623660564423,
-0.016544975340366364,
-0.01710144802927971,
-0.0005967715987935662,
-0.052206434309482574,
0.005986402276903391,
-0.011028037406504154,
-0.01223005075007677,
-0.022853128612041473,
0.0023324000649154186,
0.010908825322985649,
-0.01103358343243599,
0.014349328354001045,
-0.014026286080479622,
-0.007631245069205761,
0.014353342354297638,
0.020351940765976906,
0.007453602738678455,
-0.007914893329143524,
0.03050815872848034,
-0.001805305713787675,
-0.012680950574576855,
-0.012877712957561016,
0.019255954772233963,
0.004056164063513279,
-0.0027638438623398542,
-0.007033971603959799,
-0.008425659500062466,
0.015401985496282578,
-0.015490120276808739,
0.0003558546304702759,
-0.010728833265602589,
-0.011500773951411247,
-0.024389658123254776,
0.008527367375791073,
-0.018122585490345955,
-0.0059293643571436405,
0.0016309891361743212,
-0.012605691328644753,
0.0023152967914938927,
-0.000013304641470313072,
-0.010722251608967781,
-0.020721126347780228,
0.004289116710424423,
-0.0038372669368982315,
-0.01609921269118786,
0.008350529707968235,
-0.0015494597610086203,
0.01708887703716755,
0.02192886732518673,
-0.017928509041666985,
-0.025546662509441376,
0.002302641747519374,
-0.00794081762433052,
-0.01616387814283371,
0.01577836461365223,
-0.01627347432076931,
-0.02050349861383438,
-0.011112445965409279,
0.006547195836901665,
-0.011135746724903584,
-0.009192964062094688,
-0.013854515738785267
] |
[
0.2673811614513397,
-0.13234221935272217,
0.3550341725349426,
0.05428805202245712,
-0.19966667890548706,
-0.07589057832956314,
0.4657287299633026,
-0.34119006991386414,
-0.29574674367904663,
-0.5115388631820679,
-0.21710918843746185,
0.30241090059280396,
-0.6823757886886597,
0.08336159586906433,
-0.3346295952796936,
0.5096756815910339,
0.6053213477134705,
0.3126797676086426,
-0.1466033160686493,
-0.43436968326568604,
-0.3760044574737549,
-0.02408803068101406,
0.347882479429245,
-0.1920778602361679,
-0.12004037201404572,
0.21999035775661469,
0.4891948103904724,
0.6612807512283325,
-0.15567125380039215,
0.11378397047519684,
0.369596391916275,
0.22959168255329132,
-0.3890950679779053,
-0.3088896870613098,
0.05559154972434044,
-0.030313022434711456,
0.22172817587852478,
-0.27864059805870056,
-0.3544449508190155,
-0.6488372087478638,
0.14845305681228638,
-0.18305091559886932,
-0.5320277214050293,
0.3442135155200958,
-0.11100617796182632,
-0.5372268557548523,
-1.1991583108901978,
0.47399452328681946,
-0.23193269968032837,
-0.02498173899948597,
-0.4663265347480774,
0.015312308445572853,
0.26981109380722046,
0.556135892868042,
0.21900877356529236,
0.04647010937333107,
-0.6548031568527222,
-0.2748461067676544,
0.1827399730682373,
-0.17540498077869415,
-0.22677713632583618,
-0.14125287532806396,
-0.030534669756889343,
-0.1344536542892456,
-0.021281985566020012,
0.10677041113376617,
0.1814737617969513,
-0.6266087293624878,
-0.2918151617050171,
-0.2445092797279358,
0.31221142411231995,
-0.23552145063877106,
-0.00461995555087924,
0.31184059381484985,
-0.5710217356681824,
-0.3665905296802521,
0.2515967786312103,
-0.22612547874450684,
0.2735787630081177,
0.5185396671295166,
-0.0917695015668869,
0.29395604133605957,
0.31781715154647827,
0.03767497465014458,
0.5707353949546814,
0.24435341358184814,
-0.13893955945968628,
0.4744355082511902,
-0.8460315465927124,
0.15062910318374634,
0.20802372694015503,
-0.7030916810035706,
0.42397990822792053,
0.051488686352968216,
0.44639065861701965,
0.4711311161518097,
0.3023459315299988,
0.3208340108394623,
0.35231921076774597,
0.25820407271385193,
0.06723831593990326,
0.025344569236040115,
0.0626068040728569,
-0.4329480826854706,
-0.3922729194164276,
-0.5423499941825867,
-0.6914958953857422,
-0.6191368103027344,
-0.217119500041008,
0.15377400815486908,
-0.5103921890258789,
0.006284404546022415,
0.32087841629981995,
-0.23062273859977722,
0.15512502193450928,
0.22633664309978485,
0.28106749057769775,
0.023106155917048454,
0.18974250555038452,
0.6276525259017944,
0.07693582028150558,
0.9165234565734863,
0.14718252420425415,
0.28133654594421387,
-0.16021977365016937,
0.06530754268169403,
0.5651097893714905,
0.5874782204627991,
-0.7206584215164185,
0.4452657103538513,
0.04720684885978699,
0.9646756052970886,
-0.40479928255081177,
0.24969512224197388,
-0.2330726832151413,
-0.5157659649848938,
-0.01390727050602436,
-0.14034247398376465,
0.20188266038894653,
0.010195079259574413,
-0.9101055264472961,
-0.4806142747402191,
-0.16716498136520386,
0.40475785732269287,
0.28729504346847534,
-0.21327485144138336,
0.15239159762859344,
-0.37493643164634705,
-0.08272428065538406,
-0.34704408049583435,
-0.570052444934845,
0.33573389053344727,
-0.40250808000564575,
0.04123691841959953,
-0.2828402519226074,
0.3846971094608307,
0.39914214611053467,
-0.0068724858574569225,
0.3054221272468567,
0.05307943373918533,
-0.0950113981962204,
0.2962178885936737,
-0.5389589071273804,
0.2857246398925781,
0.19325681030750275,
-0.37577715516090393,
0.031247664242982864,
0.8856591582298279,
0.5069208145141602,
0.11712521314620972,
-0.005442393943667412,
-0.15639054775238037,
-0.12553530931472778,
-0.14279012382030487,
0.3533349633216858,
0.3671143352985382,
0.3376133143901825,
0.13960574567317963,
-0.06351657956838608,
0.3331071436405182,
-0.7497164011001587,
0.33478546142578125,
0.20511208474636078,
-0.43968522548675537,
0.12705281376838684,
0.5775631666183472,
0.42731982469558716,
0.04837249219417572,
-0.5135344862937927,
-0.3657006323337555,
-0.1989595741033554,
-0.31743717193603516,
0.2192561775445938,
-0.850131630897522,
1.2223552465438843,
-0.21965806186199188,
-0.1713608205318451,
1.0436732769012451,
0.14076495170593262,
0.5068743824958801,
0.20861873030662537,
-0.03559119626879692,
0.5063686370849609,
-0.23432159423828125,
-0.3507579267024994,
-0.04765796288847923,
-0.06754813343286514,
0.08949854969978333,
-0.35326194763183594,
-0.04942609742283821,
0.7092925906181335,
-0.6359745860099792,
0.3278796076774597,
-0.48954030871391296,
-0.07245050370693207,
-0.32711783051490784,
-0.330549418926239,
0.4258880019187927,
-0.24003294110298157,
0.45080462098121643,
0.9916212558746338,
-0.718489944934845,
-0.0628906860947609,
1.1239415407180786,
-0.09638891369104385,
0.3394041061401367,
0.585341215133667,
0.07496290653944016,
1.03948175907135,
-0.38418272137641907,
-0.10828574001789093,
0.12764938175678253,
-0.026977792382240295,
-0.6216982007026672,
-0.3572654128074646,
0.14254117012023926,
0.5985891222953796,
-0.3377409875392914,
0.14430062472820282,
0.17658208310604095,
-0.05033810809254646,
0.7947800159454346,
-0.05648841708898544,
0.3596346974372864,
0.029515445232391357,
-0.22393102943897247,
-0.5174719095230103,
-0.14884032309055328,
0.05019049346446991,
-0.4441225528717041,
-0.042753104120492935,
0.2425537407398224,
0.12698884308338165,
-0.6453728079795837,
0.4361371695995331,
0.31056392192840576,
0.30359238386154175,
-0.15661682188510895,
-0.014301660470664501,
-0.2409963458776474,
-0.11767701059579849,
0.1595313549041748,
-0.1738562285900116,
0.25888708233833313,
-0.032066166400909424,
-0.6480299830436707,
-0.5535048842430115,
-0.3735302984714508,
0.5202878713607788,
0.8859254121780396,
0.7686586976051331,
-0.4438764154911041,
-0.4179628789424896,
0.09311461448669434,
-0.20496053993701935,
-0.4799030125141144,
0.004344599321484566,
0.5395826697349548,
-0.5254460573196411,
-0.5833615064620972,
-0.20277215540409088,
0.7851276397705078,
0.7778898477554321,
-0.2585965692996979,
-0.6469825506210327,
-0.32805901765823364,
0.2243676781654358,
-0.205050528049469,
-0.575104832649231,
-0.134537011384964,
-0.12019237130880356,
0.1900094747543335,
0.21029077470302582,
0.14226293563842773,
0.024735672399401665,
0.6772100925445557,
0.008697734214365482,
-0.0014029289595782757,
0.22671391069889069,
-0.028560560196638107,
-0.29342618584632874,
0.19942127168178558,
-0.28102347254753113,
-0.38699135184288025,
0.052429165691137314,
-0.2668236792087555,
-0.49845340847969055,
0.3461310565471649,
-5.895860195159912,
-0.13089875876903534,
-0.8155555725097656,
0.04383295029401779,
-0.497598797082901,
-0.17774604260921478,
0.8162405490875244,
0.03851845860481262,
0.11344030499458313,
-0.19420436024665833,
0.19305409491062164,
0.4934251606464386,
0.21179239451885223,
0.12757709622383118,
0.07914874702692032,
-0.10356614738702774,
0.4352892339229584,
0.3049810826778412,
0.4125237464904785,
-0.44484859704971313,
0.09357190877199173,
-0.18918362259864807,
-0.1186215803027153,
0.09289076924324036,
0.5309661030769348,
-0.45047077536582947,
-0.731584906578064,
0.34920698404312134,
-0.3093993067741394,
-0.1178973838686943,
0.014947746880352497,
-0.16362610459327698,
-0.1552843600511551,
-0.1880730390548706,
0.558929979801178,
0.06568571925163269,
0.5364747643470764,
0.14484722912311554,
-0.03709421679377556,
-0.49660706520080566,
0.5538502335548401,
0.5691385269165039,
0.19395418465137482,
0.08955440670251846,
0.3809998035430908,
-0.5330619812011719,
-0.3444952070713043,
0.44756388664245605,
-0.3020670711994171,
0.8442733883857727,
0.15389207005500793,
-0.20702403783798218,
0.33399704098701477,
0.20933881402015686,
-0.13523542881011963,
-0.3783678114414215,
0.240240678191185,
-0.5328102111816406,
-0.5540102124214172,
0.5408132672309875,
0.11314880102872849,
-0.4927462041378021,
0.401464581489563,
-0.8415536284446716,
-0.0447615310549736,
0.3986404240131378,
-0.5479999780654907,
-0.6754807829856873,
0.23695428669452667,
0.035589154809713364,
-0.7172644734382629,
0.5570009350776672,
0.10954850912094116,
-0.48787182569503784,
0.513740599155426,
-0.47628724575042725,
0.6918203830718994,
0.1004788875579834,
-0.06751711666584015,
0.04594035819172859,
-0.05586569756269455,
-0.3732926845550537,
-0.24473366141319275,
0.1733768731355667,
0.0865701213479042,
-0.2647310495376587,
0.11298069357872009,
0.014728865586221218,
-0.4338225722312927,
0.23015186190605164,
1.236613392829895,
-0.3463462293148041,
0.5547928810119629,
0.32223573327064514,
0.3262036144733429,
0.3381669819355011,
0.2760777175426483,
0.02749776467680931,
0.23308590054512024,
-0.4933440089225769,
0.48683229088783264,
0.18461856245994568,
-0.29158705472946167,
-0.5696699619293213,
0.21701858937740326,
0.1520509570837021,
-0.3057824969291687,
0.2463134527206421,
0.886798620223999,
-0.04451414942741394,
-0.10526023060083389,
-0.06574363261461258,
-0.25590819120407104,
-0.5078997015953064,
0.3261033594608307,
-0.177407905459404,
-0.12510716915130615,
0.04454644024372101,
0.09148580580949783,
0.10066517442464828,
0.25763779878616333,
0.5568013191223145,
0.21885384619235992,
0.21198947727680206,
-0.029490485787391663,
0.04224817827343941,
-0.20395159721374512,
0.41938114166259766,
0.009286929853260517,
-0.1413825899362564,
0.5135292410850525,
0.6192600727081299,
-0.3547910153865814,
-0.05705587565898895,
0.24001727998256683,
-0.3510616421699524,
-0.1670178323984146,
-0.15759678184986115,
0.41781777143478394,
-0.6712708473205566,
0.18468306958675385,
-0.12849031388759613,
-0.3247016966342926,
0.23688644170761108,
0.12999485433101654,
0.35551461577415466,
-0.2570984363555908,
-0.1420218050479889,
-0.4878615140914917,
0.06846459209918976,
-0.47941434383392334,
-0.5149429440498352,
0.2032233327627182,
-0.2784102261066437,
-0.14342239499092102,
-0.07217586785554886,
0.2954137623310089,
0.1818721741437912,
0.11377575993537903,
-0.4174095392227173,
0.15623414516448975,
0.05099494010210037,
-0.8270711898803711,
0.2621942162513733,
0.07050992548465729,
0.1372472196817398,
-0.8026211261749268,
-0.4469338357448578,
-0.27762219309806824,
0.2819560766220093,
0.00949384830892086,
-0.43939992785453796,
-0.40248382091522217,
-0.5358652472496033,
0.14947570860385895,
-0.003363531781360507,
-0.21933779120445251,
0.5665419697761536,
-0.2750149369239807,
-0.021742025390267372,
-0.008706546388566494,
-0.02052074484527111,
-0.32860979437828064,
0.3631672263145447,
0.8267883062362671,
-0.04855814203619957,
0.03172900155186653,
-0.18794310092926025,
-0.16289979219436646,
-0.125717431306839,
0.13448217511177063,
0.7104899883270264,
0.3054836690425873,
-0.2925754487514496,
0.2731122374534607,
-0.801291823387146,
0.06101848557591438,
0.24050988256931305,
-0.3450443148612976,
-0.4554091989994049,
0.3898096978664398,
0.40678641200065613,
-0.6538651585578918,
0.6045591235160828,
-0.3004201650619507,
-0.4689004421234131,
0.39435121417045593,
-0.07223892956972122,
-0.07658947259187698,
-0.27344220876693726,
-0.5273156762123108,
-0.6247515678405762,
0.04608291760087013,
0.4043915867805481,
-0.552796483039856,
-0.05542922765016556,
0.37979206442832947,
-0.1086849793791771,
-0.7869217991828918,
0.16656488180160522,
0.1850549876689911,
-0.4337615966796875,
-0.5236189365386963,
-0.07540664821863174,
-0.7060020565986633,
0.5793063640594482,
0.5388257503509521,
-0.611261248588562,
-0.27382177114486694,
0.3530990183353424,
-0.26244914531707764,
0.007402075920253992,
0.2220122367143631,
-0.5006721615791321,
-0.5079506039619446,
-0.4293953478336334,
-0.2090381681919098,
0.2222573459148407,
-0.19891734421253204,
0.29321351647377014,
-0.008378662168979645,
0.7743082642555237,
-0.2767491936683655,
-0.8085429072380066,
-0.34075137972831726,
0.4635690748691559,
0.1380869448184967,
-0.4713602364063263,
-1.115452527999878,
0.15031664073467255,
0.142277330160141,
-0.17010658979415894,
-0.016926920041441917,
0.13337074220180511,
0.6655572652816772,
0.1921416074037552,
-0.28306856751441956,
-0.29680192470550537,
0.2801954746246338,
0.1859511286020279,
-0.14711451530456543,
-0.44325166940689087,
-0.2742428481578827,
-0.6161521077156067,
0.0658111572265625,
0.3060344159603119,
-0.06753136217594147,
-0.9113296866416931,
0.10638023167848587,
-0.27000588178634644,
0.16658847033977509,
-0.2574843764305115,
0.8303237557411194,
0.11257584393024445,
0.2921135425567627,
0.025461586192250252,
0.13309921324253082,
0.4524126350879669,
0.20622052252292633,
0.18359917402267456,
-0.38903361558914185,
-0.3193313479423523,
-0.0019436031579971313,
0.13204926252365112,
0.2823247015476227,
-0.12577930092811584,
0.12172582745552063,
0.0514841228723526,
-0.1395729035139084,
-0.2127208411693573,
-0.08225887268781662,
0.08043017238378525,
-0.8181578516960144,
0.564373254776001,
-0.04062622785568237,
0.03424343839287758,
0.2741987109184265,
0.25524061918258667,
0.2960015833377838,
0.25018566846847534,
-0.14959868788719177,
0.5232770442962646,
0.24844595789909363,
-0.7048640251159668,
0.3558070659637451,
-0.008723469451069832,
0.48318323493003845,
-0.09540770947933197,
0.1957182139158249,
0.012266053818166256,
0.6346402168273926,
0.08706294000148773,
0.4791090488433838,
0.6409300565719604,
-0.30962759256362915,
0.1431317925453186,
0.03789707273244858,
0.08812197297811508,
0.5414049625396729,
0.10308711975812912,
0.2738856375217438,
0.15314294397830963,
0.2772761881351471,
-0.12069118767976761,
-0.05133236572146416,
0.6551372408866882,
-0.18561188876628876,
0.03017006441950798,
0.3934585452079773,
0.05848110467195511,
0.6579768061637878,
0.5448158383369446,
-0.4913647174835205,
0.3046703040599823,
0.05554607883095741,
0.3439554274082184,
-0.0589369535446167,
-0.20103968679904938,
-0.4505523443222046,
0.30500105023384094,
0.5205575227737427,
0.09409519284963608,
-0.6932135224342346,
-0.09131907671689987,
-0.24756501615047455,
0.47626781463623047,
0.4845123589038849,
0.09928411990404129,
-0.1017623022198677,
0.6823104619979858,
0.10651061683893204,
-0.08914270251989365,
-0.15059171617031097,
0.362332284450531,
-0.5620205998420715,
-0.5661339163780212,
0.17788057029247284,
-0.5667465329170227,
0.05080041289329529,
0.3841940760612488,
0.2468402236700058,
-0.06555479019880295,
-0.5502903461456299,
0.20996879041194916,
-0.2527730464935303,
0.28500601649284363,
0.34368953108787537,
-0.6658792495727539,
0.4514029920101166,
-0.12471552938222885,
-0.1231694445014,
0.37685537338256836,
-0.3373328149318695,
0.6181653738021851,
-0.315921425819397,
-0.4432351291179657,
0.3879621922969818,
0.11765529960393906,
-0.6035634875297546,
-0.25971364974975586,
-0.321753591299057,
0.48634591698646545,
0.38145795464515686,
-0.46254247426986694,
-0.38281118869781494,
-0.5977456569671631,
-0.15131089091300964,
0.010533750988543034,
0.5994417667388916,
-0.22896435856819153,
-0.06090369075536728,
-0.5024614334106445,
-0.47382688522338867,
0.05055216699838638,
-0.06715724617242813,
0.003746044123545289,
-0.15724492073059082,
0.6070080399513245,
0.5469876527786255,
0.3331015408039093,
-0.2611538767814636,
0.367218017578125,
0.11274553090333939,
0.002335544442757964,
-0.29752400517463684,
0.15654540061950684,
-0.7593641877174377,
-0.30855050683021545,
-0.43701913952827454,
-0.26243269443511963,
0.7573854923248291,
0.12599462270736694,
-0.14295895397663116,
-0.08212029188871384,
0.26888522505760193,
0.3261041045188904,
0.04542769119143486,
-0.6089659333229065,
-0.23131528496742249,
-0.46933865547180176,
-0.41143062710762024,
-0.4359430968761444,
0.2502087652683258,
-0.11606337875127792,
0.08799846470355988,
-0.6231833696365356,
0.16471925377845764,
-0.10824105888605118,
-0.4836040735244751,
0.6324905157089233,
-0.09063360095024109,
-0.21867012977600098,
-0.5169326663017273,
0.3950713872909546,
-0.5977701544761658,
0.19987356662750244,
-0.4244736433029175,
0.4894355535507202,
0.8379538059234619,
-0.27165767550468445,
0.2330711930990219,
-0.1604366898536682,
-0.3095191717147827,
0.840685248374939,
-0.2595616281032562,
0.1444282829761505,
-0.13726896047592163,
-0.3536960482597351,
-0.6336174011230469,
0.5023722052574158,
0.041636448353528976,
-0.21732266247272491,
0.2041873335838318,
-0.6338359117507935,
-0.19295521080493927,
0.2376824915409088,
0.2572282552719116,
-0.9336515665054321,
-0.3040007948875427,
0.4945429265499115
] |
OBJECTIVE
To predict hospital admission at the time of ED triage using patient history in addition to information collected at triage.
METHODS
This retrospective study included all adult ED visits between March 2014 and July 2017 from one academic and two community emergency rooms that resulted in either admission or discharge. A total of 972 variables were extracted per patient visit. Samples were randomly partitioned into training (80%), validation (10%), and test (10%) sets. We trained a series of nine binary classifiers using logistic regression (LR), gradient boosting (XGBoost), and deep neural networks (DNN) on three dataset types: one using only triage information, one using only patient history, and one using the full set of variables. Next, we tested the potential benefit of additional training samples by training models on increasing fractions of our data. Lastly, variables of importance were identified using information gain as a metric to create a low-dimensional model.
RESULTS
A total of 560,486 patient visits were included in the study, with an overall admission risk of 29.7%. Models trained on triage information yielded a test AUC of 0.87 for LR (95% CI 0.86-0.87), 0.87 for XGBoost (95% CI 0.87-0.88) and 0.87 for DNN (95% CI 0.87-0.88). Models trained on patient history yielded an AUC of 0.86 for LR (95% CI 0.86-0.87), 0.87 for XGBoost (95% CI 0.87-0.87) and 0.87 for DNN (95% CI 0.87-0.88). Models trained on the full set of variables yielded an AUC of 0.91 for LR (95% CI 0.91-0.91), 0.92 for XGBoost (95% CI 0.92-0.93) and 0.92 for DNN (95% CI 0.92-0.92). All algorithms reached maximum performance at 50% of the training set or less. A low-dimensional XGBoost model built on ESI level, outpatient medication counts, demographics, and hospital usage statistics yielded an AUC of 0.91 (95% CI 0.91-0.91).
CONCLUSION
Machine learning can robustly predict hospital admission using triage information and patient history. The addition of historical information improves predictive performance significantly compared to using triage information alone, highlighting the need to incorporate these variables into prediction models.
|
[
0.019034892320632935,
0.021625123918056488,
-0.018032966181635857,
0.016092242673039436,
-0.03627403825521469,
-0.007105538155883551,
0.007230188697576523,
-0.011575261130928993,
-0.013470114208757877,
-0.01797458902001381,
-0.008049272932112217,
0.007346238475292921,
0.017360324040055275,
0.018254859372973442,
-0.00007542152889072895,
0.010694572702050209,
-0.012357818894088268,
0.003281165612861514,
0.0070987269282341,
-0.01044793426990509,
0.009176844730973244,
0.013424132019281387,
0.009251164272427559,
0.0035072755999863148,
-0.03120247833430767,
0.013753938488662243,
0.031611815094947815,
0.0007575142662972212,
0.020589100196957588,
-0.011402826756238937,
0.0034721011761575937,
-0.0013953193556517363,
0.009313688613474369,
0.02228156104683876,
-0.0028951349668204784,
-0.01460660994052887,
-0.001596843940205872,
0.012629939243197441,
-0.016940634697675705,
-0.004004322923719883,
0.01557835377752781,
-0.014461386017501354,
0.008139774203300476,
-0.004502627998590469,
-0.007297705393284559,
0.021551836282014847,
-0.012621743604540825,
0.006060261279344559,
-0.010469705797731876,
0.007975596003234386,
-0.017163250595331192,
0.008762698620557785,
-0.012045416049659252,
-0.008470913395285606,
-0.004817571025341749,
-0.004483985248953104,
0.016660522669553757,
0.0031965377274900675,
-0.01426936686038971,
-0.013004819862544537,
-0.020034296438097954,
0.017676562070846558,
0.005541861988604069,
-0.01733328402042389,
-0.02251400426030159,
-0.06684301793575287,
0.006986832711845636,
0.015599614009261131,
0.008526723831892014,
-0.0010863756760954857,
-0.011522813700139523,
0.0069552576169371605,
-0.014154225587844849,
0.019900353625416756,
0.014504363760352135,
0.012373961508274078,
0.004622615873813629,
0.01913262903690338,
0.023322559893131256,
-0.017806828022003174,
-0.012116187252104282,
-0.002492712577804923,
-0.021034318953752518,
0.018632173538208008,
-0.024277960881590843,
-0.009232969023287296,
-0.006682476494461298,
0.004760304000228643,
0.017668696120381355,
-0.015751944854855537,
-0.01555405929684639,
-0.02450830116868019,
0.0014673997648060322,
0.0009378031827509403,
-0.002634373726323247,
0.003746135625988245,
-0.010808027349412441,
0.018584871664643288,
0.008240221068263054,
-0.02086327224969864,
-0.00870125275105238,
-0.009579097852110863,
0.020536666736006737,
0.01667783409357071,
-0.005898208823055029,
0.008261531591415405,
-0.008942264132201672,
0.0025817465502768755,
-0.0033954468090087175,
0.002445503603667021,
0.006547232158482075,
-0.01137018296867609,
0.020807109773159027,
0.0036011231131851673,
0.019583482295274734,
-0.0011374680325388908,
0.013449297286570072,
0.013541525229811668,
0.002438632072880864,
0.010648973286151886,
0.009752592071890831,
-0.02917565405368805,
-0.009755482897162437,
-0.006294261664152145,
0.004303552210330963,
-0.006153977941721678,
-0.009965530596673489,
0.006337380036711693,
0.008879497647285461,
-0.00017099594697356224,
-0.00604269141331315,
-0.012499434873461723,
-0.015141032636165619,
0.003931411076337099,
-0.005675369407981634,
0.006030168849974871,
-0.003173522651195526,
-0.01717451959848404,
-0.011071897111833096,
-0.020779095590114594,
-0.00425573717802763,
0.0061569418758153915,
-0.00382840633392334,
0.014396199025213718,
0.008555269800126553,
0.003074847161769867,
-0.011524314060807228,
-0.006877847947180271,
-0.02080349065363407,
-0.02237691543996334,
0.01448904164135456,
-0.025951670482754707,
0.008645892143249512,
-0.013351311907172203,
-0.010770459659397602,
0.015193823724985123,
-0.0006702218670397997,
0.00433398736640811,
0.010838447138667107,
0.003830139059573412,
-0.007308839354664087,
0.00451296241953969,
0.0154444370418787,
0.00875913817435503,
0.011149915866553783,
0.02714979276061058,
0.010972391813993454,
0.010623415932059288,
-0.02428978681564331,
0.002752377651631832,
0.004950971342623234,
0.016897136345505714,
-0.00489448569715023,
0.008793221786618233,
0.00454768305644393,
-0.002310819225385785,
-0.004839929286390543,
0.005939907394349575,
-0.0018103013280779123,
0.06635760515928268,
0.03421932831406593,
0.006779555696994066,
-0.004907796159386635,
-0.003262048354372382,
0.012910673394799232,
-0.009925618767738342,
0.013879228383302689,
-0.0061592478305101395,
0.020078575238585472,
-0.010107960551977158,
-0.017877493053674698,
0.007194100879132748,
0.005432870704680681,
-0.011538108810782433,
-0.00931472796946764,
0.002261487301439047,
0.012499295175075531,
-0.0019335701363161206,
0.007042125798761845,
-0.017558062449097633,
0.028529230505228043,
-0.0033012856729328632,
0.029304947704076767,
0.020860863849520683,
-0.015200409106910229,
0.016172006726264954,
0.011235661804676056,
-0.011196962557733059,
-0.025493402034044266,
0.01753154955804348,
0.00761723518371582,
-0.01394735649228096,
0.014296203851699829,
0.015678957104682922,
0.009414135478436947,
-0.0026076079811900854,
0.01076135877519846,
0.0011518371757119894,
0.009418101981282234,
-0.01786283776164055,
0.008522206917405128,
-0.0007217554375529289,
0.00036590080708265305,
0.018347056582570076,
-0.0008062412962317467,
-0.0175519697368145,
0.00034398678690195084,
0.009820501320064068,
0.019260477274656296,
-0.0044590774923563,
0.022331595420837402,
-0.036088667809963226,
-0.008651886135339737,
0.0068661486729979515,
0.03072892129421234,
-0.0059690214693546295,
0.011134861037135124,
-0.01079217903316021,
0.011120477691292763,
-0.01109129749238491,
-0.004850422497838736,
-0.022468170151114464,
-0.0007075900211930275,
0.016990184783935547,
0.031582411378622055,
-0.0041086096316576,
-0.004374317824840546,
0.009170809760689735,
0.012667683884501457,
0.0063240104354918,
0.0062408121302723885,
-0.010718603618443012,
0.0008074297802522779,
-0.017276939004659653,
0.023301053792238235,
-0.0001377919688820839,
0.005611016880720854,
0.006489071995019913,
0.02304576151072979,
0.015514450147747993,
0.01372258085757494,
0.009249527007341385,
0.023675166070461273,
-0.008010083809494972,
-0.011883651837706566,
-0.003196039702743292,
-0.01435359288007021,
0.002760522998869419,
0.009239761158823967,
-0.018849892541766167,
0.007608193904161453,
-0.0011555291712284088,
-0.007032163441181183,
-0.08109501004219055,
-0.011965325102210045,
0.013709926046431065,
-0.008902952075004578,
0.0003528713423293084,
0.0037941245827823877,
0.01137659139931202,
0.01657150872051716,
-0.006982536520808935,
0.0040223123505711555,
0.005102595314383507,
-0.00017796875908970833,
-0.008342794142663479,
0.017595486715435982,
-0.005736093968153,
-0.007064728531986475,
-0.0010104456450790167,
0.000033770804293453693,
-0.022391121834516525,
-0.022816414013504982,
0.0067506637424230576,
0.011222352273762226,
0.02474481612443924,
0.006863848771899939,
-0.0041245361790061,
0.011907868087291718,
0.003906346391886473,
-0.0066250343807041645,
-0.03069615550339222,
0.006333925295621157,
0.00041877501644194126,
-0.03272300213575363,
0.012081675231456757,
0.009029119275510311,
-0.00970090739428997,
-0.015983950346708298,
-0.002035302110016346,
-0.024306725710630417,
0.0021024360321462154,
0.013060961849987507,
0.015383867546916008,
0.011005734093487263,
0.0005510991904884577,
0.006115988828241825,
0.00047270936192944646,
-0.0006510377861559391,
0.015909522771835327,
-0.0035705408081412315,
0.02585335448384285,
0.004095231182873249,
0.012186696752905846,
0.00109637132845819,
0.0042288415133953094,
0.01065813284367323,
-0.009493216872215271,
-0.002777990885078907,
-0.035453952848911285,
0.024505682289600372,
-0.008410301990807056,
-0.014114096760749817,
-0.0058125089854002,
-0.01456863060593605,
0.0011819347273558378,
0.0020952150225639343,
-0.013011002913117409,
-0.0010345375631004572,
0.004003726411610842,
0.016721053048968315,
0.0051737758331000805,
0.014163619838654995,
0.030367571860551834,
-0.011192770674824715,
-0.0015598144382238388,
-0.009711840189993382,
-0.0022019927855581045,
-0.008135616779327393,
-0.012880189344286919,
-0.0046077873557806015,
0.008430380374193192,
-0.002573492005467415,
0.012525293976068497,
-0.0012634641025215387,
-0.004961493890732527,
-0.012179484590888023,
-0.013811924494802952,
0.009982205927371979,
0.015649735927581787,
0.0239989273250103,
0.01698797568678856,
-0.014998658560216427,
0.021472562104463577,
0.016586896032094955,
0.0005143079906702042,
0.009028407745063305,
0.016541045159101486,
-0.023370202630758286,
0.027178030461072922,
-0.006609623320400715,
0.008000112138688564,
0.007864437997341156,
-0.012560132890939713,
-0.018377456814050674,
-0.025172211229801178,
-0.01335178967565298,
-0.03481719642877579,
0.008905461058020592,
0.0029694237746298313,
-0.004290537443011999,
0.014140085317194462,
-0.005705781280994415,
-0.005575825460255146,
-0.004765872843563557,
-0.008964139968156815,
0.018540026620030403,
0.005085926502943039,
0.023212799802422523,
0.004111559130251408,
0.005977892316877842,
0.07301882654428482,
0.0033158869482576847,
0.013385224156081676,
-0.01690419763326645,
0.018244381994009018,
-0.005520022474229336,
-0.0069707534275949,
0.013108991086483002,
0.010178420692682266,
-0.012560516595840454,
0.010440696030855179,
-0.00003206217661499977,
0.007417602464556694,
-0.01023727934807539,
-0.012932880781590939,
-0.008212754502892494,
-0.00962192565202713,
0.019720572978258133,
-0.017208227887749672,
-0.00021262932568788528,
0.014388684183359146,
0.013466956093907356,
-0.011351857334375381,
0.007175383158028126,
-0.00018093828111886978,
-0.02878650277853012,
-0.0028201118111610413,
-0.013702185824513435,
0.0021291340235620737,
0.008670282550156116,
0.005868356674909592,
0.01257353276014328,
-0.0041862293146550655,
-0.011008328758180141,
-0.013298029080033302,
0.022877145558595657,
-0.02024148218333721,
-0.00988042913377285,
0.009917277842760086,
0.00864153727889061,
0.006928249262273312,
-0.010160991922020912,
0.012797372415661812,
0.0045338221825659275,
-0.0027664415538311005,
-0.0030163258779793978,
0.0025593875907361507,
-0.005303600803017616,
0.004101573955267668,
-0.010510142892599106,
-0.011698544025421143,
0.013028934597969055,
0.014797814190387726,
0.021027179434895515,
-0.018961699679493904,
0.004675272386521101,
-0.03201647102832794,
-0.013924036175012589,
-0.021421460434794426,
-0.003628925886005163,
0.0008096590172499418,
-0.034999653697013855,
-0.03779561072587967,
-0.01023187767714262,
-0.030432485044002533,
-0.019082970917224884,
-0.0094417380169034,
-0.004482097923755646,
0.014431435614824295,
0.0038152614142745733,
0.01943211629986763,
-0.012149006128311157,
0.0009637540206313133,
-0.010187203995883465,
0.0017761241178959608,
-0.005766565911471844,
-0.004883302375674248,
-0.019677001982927322,
-0.0096464604139328,
0.014329684898257256,
-0.014451415278017521,
0.005404024384915829,
0.005724986083805561,
-0.007494909223169088,
0.01842193305492401,
0.0027319216169416904,
-0.02606772631406784,
-0.0752217024564743,
-0.002661522012203932,
0.02091323770582676,
-0.013937132433056831,
-0.031842321157455444,
0.005569620057940483,
-0.010775614529848099,
-0.023760216310620308,
-0.005439726635813713,
-0.010843740776181221,
0.02908196486532688,
-0.010360865853726864,
-0.004436889663338661,
0.010681775398552418,
0.012993501499295235,
0.009014762938022614,
0.00233932095579803,
-0.005093391984701157,
-0.006922298111021519,
0.028532933443784714,
0.016365896910429,
0.017403494566679,
0.009981120005249977,
-0.006882176268845797,
-0.010128357447683811,
-0.08195039629936218,
0.02800253964960575,
-0.0017531393095850945,
-0.0017623438034206629,
-0.0064360881224274635,
-0.007738156709820032,
0.014329198747873306,
0.009805222973227501,
0.006607056595385075,
-0.012488231994211674,
-0.01006421446800232,
-0.011561321094632149,
0.011374428868293762,
-0.02689569629728794,
-0.003997843712568283,
0.004822307266294956,
0.008659737184643745,
-0.015755970031023026,
-0.0095761027187109,
-0.006621142849326134,
-0.028302831575274467,
-0.0011210190132260323,
-0.0021816357038915157,
0.011564340442419052,
-0.005138600245118141,
-0.027034934610128403,
-0.010545261204242706,
0.006665368564426899,
0.012147821485996246,
-0.018394455313682556,
0.00020819110795855522,
0.010575403459370136,
-0.003677928354591131,
-0.017780104652047157,
-0.014112760312855244,
-0.016617203131318092,
0.013896945863962173,
-0.028892315924167633,
0.04369480162858963,
-0.020184965804219246,
-0.0011033527553081512,
-0.016179054975509644,
0.004454305395483971,
-0.013397413305938244,
-0.02253851667046547,
0.015023642219603062,
0.005312275607138872,
-0.013782601803541183,
0.006444733124226332,
-0.006334532517939806,
0.007637134753167629,
-0.004688439425081015,
0.0047884248197078705,
0.0028703368734568357,
-0.003457407932728529,
0.013249028474092484,
-0.013174429535865784,
0.024509411305189133,
0.02328827790915966,
-0.00481807766482234,
0.0009817712707445025,
0.01075331773608923,
-0.009437939152121544,
0.07170827686786652,
-0.0011852229945361614,
0.012224025093019009,
0.004874195903539658,
-0.012745252810418606,
-0.0011838157661259174,
0.003183825872838497,
-0.009553328156471252,
-0.024181228131055832,
-0.005370812956243753,
-0.00868592131882906,
-0.008153330534696579,
0.014375620521605015,
0.005349630955606699,
0.002224210649728775,
-0.010178660042583942,
0.014369259588420391,
0.007070318795740604,
0.013264029286801815,
-0.008683161810040474,
-0.007788112387061119,
0.00887711625546217,
-0.03327528387308121,
-0.003637427929788828,
0.017925702035427094,
0.0022666973527520895,
0.011988149024546146,
0.009646983817219734,
0.004518349654972553,
-0.0038696802221238613,
-0.007231961935758591,
0.005027588922530413,
0.010181918740272522,
-0.012253545224666595,
0.012936577200889587,
-0.0075644636526703835,
0.0028266378212720156,
0.007779850158840418,
-0.016935421153903008,
-0.0053370436653494835,
0.009211834520101547,
-0.009940825402736664,
-0.00002934667281806469,
-0.017282865941524506,
0.01184825599193573,
0.007838800549507141,
0.025366276502609253,
-0.016386892646551132,
-0.00852866843342781,
0.017870893701910973,
0.0018260508077219129,
0.0040488047525286674,
0.012064430862665176,
-0.0021183649078011513,
0.012128248810768127,
-0.002692503621801734,
-0.019872410222887993,
0.019090916961431503,
-0.0038628249894827604,
0.003332653548568487,
-0.004968196153640747,
-0.015463223680853844,
0.02118256688117981,
-0.007237336598336697,
-0.009512330405414104,
-0.01778281480073929,
-0.009667806327342987,
-0.02092869207262993,
-0.0019288752228021622,
0.009838331490755081,
0.007360200397670269,
0.018901653587818146,
0.0021159613970667124,
0.0018870594212785363,
-0.00629136199131608,
-0.008570697158575058,
0.008846924640238285,
-0.005480843596160412,
0.014221197925508022,
0.004811400547623634,
-0.006846500560641289,
-0.015946045517921448,
0.009949959814548492,
-0.010495621711015701,
0.0119905024766922,
-0.00015009799972176552,
-0.008008591830730438,
0.011358100920915604,
-0.01674034632742405,
0.0018963932525366545,
0.016903836280107498,
0.007065895013511181,
0.0033641725312918425,
0.014341602101922035,
0.0037759440019726753,
0.03311765566468239,
-0.010307902470231056,
0.004232432693243027,
0.013369867578148842,
-0.014198953285813332,
0.009432606399059296,
-0.001958160661160946,
0.007420028559863567,
-0.009184654802083969,
0.03042573481798172,
-0.000852957833558321,
0.0038472970481961966,
0.0012593944557011127,
-0.01668669655919075,
-0.004010163247585297,
-0.0037734194193035364,
-0.0354280062019825,
0.013079713098704815,
-0.005165379960089922,
-0.005188664421439171,
0.0009790040785446763,
-0.0014552654465660453,
0.0025859749875962734,
-0.02060827985405922,
-0.008874399587512016,
-0.01420875359326601,
-0.007191846612840891,
0.007108591962605715,
0.03355277329683304,
0.006104230415076017,
-0.007490143179893494,
-0.007200140506029129,
0.006961736362427473,
-0.018677035346627235,
-0.024389691650867462,
0.011104737408459187,
0.027656447142362595,
-0.009695933200418949,
0.031738005578517914,
-0.01247452199459076,
-0.018188880756497383,
-0.010329185053706169,
0.000026028603315353394,
-0.004558365326374769,
-0.005598864052444696,
0.026221001520752907,
-0.010339688509702682,
0.012466128915548325,
-0.017197702080011368,
0.008032807148993015,
-0.010041815228760242,
-0.01321824174374342,
0.008073772303760052,
0.012396560981869698,
0.009760480374097824,
-0.006972587667405605,
0.0036413841880857944,
-0.012712684459984303,
0.0000630980939604342,
-0.0031221085228025913,
0.0016871406696736813,
0.005394611973315477,
0.019756078720092773,
-0.004262521397322416,
-0.005586068145930767,
0.004631079733371735,
-0.03998717665672302,
-0.021521825343370438,
0.01264640036970377,
-0.02060665562748909,
0.007712690159678459,
0.010290950536727905,
0.018477119505405426,
-0.004357360303401947,
-0.003380661830306053,
-0.008804070763289928,
0.003178053069859743,
0.0017012495081871748,
0.026228923350572586,
-0.014681811444461346,
-0.0025721704587340355,
0.0057218968868255615,
0.004370149690657854,
-0.01376260444521904,
0.03299196437001228,
0.018093032762408257,
-0.010313954204320908,
-0.006876674480736256,
-0.012813548557460308,
-0.009068053215742111,
-0.012326419353485107,
-0.0033220567274838686,
-0.007199607323855162,
0.006121660582721233,
-0.0062669431790709496,
-0.027415473014116287,
0.0053271944634616375,
-0.024646051228046417,
-0.0011120084673166275,
0.0023978869430720806,
0.011037039570510387,
-0.025156110525131226,
0.00260360911488533,
0.0036508054472506046,
0.010572332888841629,
-0.011146673932671547,
-0.016853472217917442
] |
[
0.281810998916626,
-0.2745163142681122,
0.3786715269088745,
0.1992195099592209,
0.08742860704660416,
0.8618443012237549,
0.34838390350341797,
-0.39793887734413147,
0.27085962891578674,
-0.13950425386428833,
0.335800439119339,
0.5026772618293762,
-0.16667549312114716,
-0.16047470271587372,
0.09248106926679611,
0.7218102216720581,
0.46943286061286926,
-0.21651241183280945,
0.16489039361476898,
-0.4552631676197052,
0.0018643344519659877,
-0.304755300283432,
0.2651403248310089,
-0.00891875196248293,
-0.20592494308948517,
0.23568283021450043,
0.38704580068588257,
-0.48949405550956726,
-0.28327372670173645,
-0.07765615731477737,
0.042360641062259674,
0.7938020825386047,
-0.22203417122364044,
-0.18439319729804993,
0.1825200468301773,
0.5735443830490112,
0.12018706649541855,
0.2513602674007416,
0.1743164211511612,
-0.7030583024024963,
-0.3148144781589508,
-0.17342449724674225,
-0.13998223841190338,
0.20755450427532196,
-0.6469208002090454,
-0.44865328073501587,
-1.5610054731369019,
-0.2455875277519226,
-0.24758781492710114,
0.04501109570264816,
-0.12216384708881378,
0.49223268032073975,
0.41285640001296997,
0.12268904596567154,
-0.38254961371421814,
0.49135926365852356,
0.12883037328720093,
-0.38352149724960327,
0.1894451379776001,
-0.2871263027191162,
0.45620816946029663,
-0.1923295259475708,
0.12020575255155563,
0.42715466022491455,
-0.03215774521231651,
0.21365584433078766,
-0.13799631595611572,
0.09230352193117142,
-0.17275848984718323,
-0.47649243474006653,
-0.036251530051231384,
0.17397285997867584,
-0.4494765102863312,
0.2595713138580322,
-0.7193059325218201,
0.00547171663492918,
-0.3811430335044861,
-0.027134142816066742,
0.32476407289505005,
-0.19465294480323792,
0.13528811931610107,
0.14838841557502747,
0.5208408832550049,
-0.4627780616283417,
0.1800137162208557,
0.32741883397102356,
0.22931095957756042,
0.4487757086753845,
-0.21144962310791016,
0.0730910673737526,
-0.31428906321525574,
-0.32986384630203247,
0.291393905878067,
0.8056805729866028,
0.13501118123531342,
0.1325114518404007,
0.2913692593574524,
-0.5497897267341614,
0.12383842468261719,
-0.046377938240766525,
0.03208736330270767,
0.2140069305896759,
0.020068489015102386,
-0.013899918645620346,
-0.5202497839927673,
-0.11216027289628983,
-0.1420220583677292,
-0.7952858209609985,
-0.7308226823806763,
0.1751035898923874,
-0.9640836119651794,
0.5658749938011169,
-0.38774070143699646,
-0.24109449982643127,
-0.3919304311275482,
-0.0018294210312888026,
0.48311421275138855,
-0.19088444113731384,
-0.19254466891288757,
0.4168784022331238,
-0.3791085481643677,
0.6494677662849426,
0.04641622304916382,
0.11677086353302002,
0.033655937761068344,
0.008324715308845043,
0.4244759976863861,
0.04278988763689995,
0.28018805384635925,
0.5416038632392883,
-0.0570874959230423,
0.36254799365997314,
0.14649873971939087,
0.025765296071767807,
-0.11808965355157852,
-0.5601752996444702,
0.03395397216081619,
0.034650448709726334,
0.010515897534787655,
0.14608599245548248,
-0.06342358887195587,
-0.8256255388259888,
-0.24510520696640015,
-0.3529507517814636,
0.19476766884326935,
-0.45128074288368225,
0.30874449014663696,
-0.0007651610649190843,
-0.31652581691741943,
-0.09515342861413956,
-0.0729333832859993,
0.35527533292770386,
-0.24475640058517456,
-0.798969566822052,
0.26999402046203613,
0.4259057641029358,
-0.7655418515205383,
-0.19900278747081757,
-0.2155296355485916,
-0.03382112458348274,
0.5284911394119263,
0.6471020579338074,
-0.20836342871189117,
-0.33047938346862793,
0.20555876195430756,
-0.42411115765571594,
0.43285834789276123,
0.21535266935825348,
0.18890367448329926,
-0.06294157356023788,
-0.2044127732515335,
-0.677638590335846,
0.1720840185880661,
-0.12219802290201187,
-0.8339591026306152,
0.10392358154058456,
0.7863901853561401,
0.37913867831230164,
0.3642919361591339,
-0.044255807995796204,
-0.5269100069999695,
0.17897635698318481,
0.17414803802967072,
-0.28358349204063416,
0.28447163105010986,
-0.14374668896198273,
0.3851862847805023,
-0.01242690347135067,
0.3306518495082855,
0.3869066536426544,
0.13294383883476257,
-0.4290095567703247,
0.42436516284942627,
-0.6415131688117981,
1.1291344165802002,
-0.4788592457771301,
-0.5293804407119751,
0.8713241815567017,
-0.10842977464199066,
-0.39893797039985657,
0.2718840539455414,
0.020861972123384476,
0.36811962723731995,
-0.14548492431640625,
-0.25863325595855713,
-0.3260473608970642,
-0.17312869429588318,
-0.2723425328731537,
-0.8130906820297241,
0.3928724527359009,
0.09811457991600037,
-0.10210536420345306,
-0.4802660644054413,
-0.07597938925027847,
0.08626031875610352,
0.23205305635929108,
-0.26201316714286804,
0.3347877562046051,
0.4263762831687927,
-0.366102010011673,
0.8257611989974976,
-0.4525931179523468,
0.33849748969078064,
0.3002517521381378,
0.04008345678448677,
0.4603084623813629,
0.7059235572814941,
0.2373609095811844,
0.8775026798248291,
-1.100919246673584,
0.2843666970729828,
-0.22760862112045288,
0.2574262320995331,
-0.25437769293785095,
0.13892601430416107,
0.49785929918289185,
0.03013540804386139,
-0.392328143119812,
0.49435022473335266,
0.02933386340737343,
-0.06022670865058899,
-0.033522263169288635,
0.005538174416869879,
0.2954956591129303,
0.28617170453071594,
-0.2872547507286072,
-0.3943752646446228,
0.3305688798427582,
-0.8796210289001465,
0.045679572969675064,
-0.10701635479927063,
0.21601128578186035,
-0.3802270293235779,
0.16124926507472992,
0.4627711772918701,
0.21762871742248535,
0.23026008903980255,
-0.5118575096130371,
0.09541348367929459,
-0.07564304769039154,
-0.2727574110031128,
-0.04505733773112297,
0.02924755960702896,
-0.24407503008842468,
0.6591653823852539,
-0.6514288187026978,
-0.8469239473342896,
-0.32840052247047424,
0.3949982523918152,
0.317970871925354,
0.38869383931159973,
0.39117398858070374,
-0.23893193900585175,
0.46855661273002625,
0.1877775639295578,
-0.7507898211479187,
0.16452862322330475,
0.6710199117660522,
-0.8003364205360413,
-0.32515019178390503,
0.38254839181900024,
-0.07603497058153152,
0.37504732608795166,
0.02848442830145359,
0.1326705366373062,
-0.5333753228187561,
-0.21514584124088287,
-0.22137810289859772,
0.0006278393557295203,
-0.27247047424316406,
-0.10837176442146301,
0.8905953168869019,
-0.35409167408943176,
-0.6754100918769836,
0.07581653445959091,
0.37499868869781494,
0.24337315559387207,
0.37885528802871704,
0.27967938780784607,
0.034321945160627365,
-0.25356870889663696,
0.10343492031097412,
0.16899584233760834,
-0.13697563111782074,
0.21376767754554749,
-0.23253481090068817,
-0.26490163803100586,
0.08138560503721237,
-6.099096298217773,
0.17590740323066711,
-0.806947648525238,
0.0068155331537127495,
-0.20704402029514313,
0.22698335349559784,
0.5625361800193787,
0.1885637491941452,
-0.39930060505867004,
-0.29205790162086487,
-0.09336110204458237,
0.2004837542772293,
-0.023523010313510895,
0.5109008550643921,
0.22325198352336884,
0.5116373300552368,
0.6496002674102783,
0.07029035687446594,
0.17853011190891266,
0.5778950452804565,
0.08440126478672028,
-0.65052729845047,
-0.18366681039333344,
0.4702121317386627,
0.13684019446372986,
0.44217073917388916,
-0.25927311182022095,
0.20978035032749176,
0.3468742072582245,
-0.23979489505290985,
0.0458429753780365,
-0.6824877262115479,
-0.35192668437957764,
0.06180714815855026,
0.21444573998451233,
0.3576110005378723,
0.2561124265193939,
-0.16053658723831177,
0.34033218026161194,
-0.558735191822052,
0.030300820246338844,
0.44128915667533875,
-0.24596941471099854,
-0.6757005453109741,
-0.3800811469554901,
-0.15061809122562408,
0.10344329476356506,
0.46023035049438477,
-0.47894471883773804,
0.14342255890369415,
0.0808531641960144,
0.14840903878211975,
-0.26004838943481445,
0.5959882736206055,
-0.08109977096319199,
-0.2841690480709076,
-0.06424108892679214,
0.5291876792907715,
-0.521888017654419,
0.5705708265304565,
0.21170766651630402,
-0.00424420740455389,
-0.47350072860717773,
-0.8974505662918091,
-0.2723063826560974,
0.22771215438842773,
-0.4251234829425812,
-0.5482274889945984,
0.08948659151792526,
0.2636716365814209,
-0.09744765609502792,
-0.2050509750843048,
0.3328968584537506,
-0.4437596797943115,
-0.05795850604772568,
-0.35805216431617737,
0.6708258986473083,
-0.15605732798576355,
-0.06634977459907532,
0.06684992462396622,
-0.1879807859659195,
-0.6532189249992371,
0.33880195021629333,
-0.14996717870235443,
0.0899210125207901,
-0.2178584635257721,
-0.0946240946650505,
0.3378176987171173,
-0.1295223981142044,
-0.25172778964042664,
0.1488366276025772,
-0.1106235533952713,
0.2577829957008362,
0.28149065375328064,
0.27890756726264954,
0.20520009100437164,
0.5630062818527222,
0.12899315357208252,
0.2222047746181488,
-0.2961151897907257,
0.6741576194763184,
-0.09563670307397842,
-0.08353935182094574,
-1.118143081665039,
-0.1603458672761917,
0.21405231952667236,
-0.702546238899231,
-0.1472298949956894,
0.7869942784309387,
-0.6505135893821716,
0.025771837681531906,
0.0579087920486927,
0.1577896624803543,
-0.18153680860996246,
0.6706020832061768,
-0.017860587686300278,
-0.12262475490570068,
-0.13824842870235443,
0.7813408374786377,
-0.07728437334299088,
0.09642057865858078,
-0.09180718660354614,
-0.3875924348831177,
-0.2262391299009323,
-0.08556318283081055,
-0.3046605885028839,
0.22983264923095703,
0.563392162322998,
-0.5797085762023926,
0.010689881630241871,
0.34663471579551697,
0.1793907731771469,
-0.25669047236442566,
0.4161682426929474,
-0.03086627647280693,
-0.5777139067649841,
-0.26632601022720337,
0.04702547937631607,
0.1353919953107834,
0.14363661408424377,
0.7167454361915588,
-0.14649754762649536,
0.01892789453268051,
0.1913403570652008,
0.0008987206383608282,
-0.2396116405725479,
0.0764920637011528,
-0.5156232714653015,
-0.3390282690525055,
-0.18292555212974548,
0.4046512246131897,
-0.2684222161769867,
0.13426056504249573,
0.0658118799328804,
-0.09211579710245132,
0.4519077241420746,
0.5601896047592163,
-0.24083147943019867,
0.057401157915592194,
-0.39554062485694885,
0.6107162237167358,
0.30175578594207764,
-0.9404011964797974,
-0.3064039945602417,
-0.22216491401195526,
0.2886708080768585,
-0.052671775221824646,
-0.12274200469255447,
0.018457693979144096,
0.26127806305885315,
0.15733924508094788,
-0.5369246006011963,
0.1092444658279419,
0.09407287836074829,
-0.08748466521501541,
0.15308716893196106,
-0.32267898321151733,
-0.1824173927307129,
-0.14139734208583832,
0.28484463691711426,
-0.03581331670284271,
-0.4939071834087372,
-0.31105440855026245,
0.12751507759094238,
0.6617816686630249,
0.34849536418914795,
-0.1410391479730606,
-0.012540238909423351,
-0.30988165736198425,
0.12116178870201111,
-0.15024235844612122,
-0.21976801753044128,
0.5209285020828247,
-0.11620386689901352,
-0.42392653226852417,
-0.38443225622177124,
0.05544310435652733,
0.3700692057609558,
-0.23250803351402283,
-0.1457550972700119,
0.08706727623939514,
0.22828589379787445,
-0.08652046322822571,
0.33531883358955383,
0.41900634765625,
-0.389778196811676,
-0.22517019510269165,
0.0354229137301445,
-0.16648930311203003,
-0.06278012692928314,
-0.23728172481060028,
-0.2575264871120453,
-0.36227378249168396,
0.09901005774736404,
-0.3390392065048218,
0.33724233508110046,
-0.131972998380661,
-0.6166406869888306,
-0.2997063398361206,
0.08396060764789581,
0.27864518761634827,
-0.10171453654766083,
-0.20639097690582275,
0.09478678554296494,
-0.27575236558914185,
-0.40712612867355347,
0.6544827222824097,
-1.003891944885254,
-0.06380973756313324,
0.38110992312431335,
-0.49032965302467346,
0.06709937006235123,
0.07403326779603958,
0.26127004623413086,
-0.26130548119544983,
-0.05042334645986557,
-0.608363151550293,
0.34232208132743835,
0.07006818801164627,
-0.5725862383842468,
-0.48385393619537354,
0.7540391087532043,
-0.19138595461845398,
0.10364511609077454,
0.2986796498298645,
0.6338846683502197,
-0.05089237913489342,
-0.1691187471151352,
-0.39207422733306885,
0.005571229849010706,
0.06478536128997803,
-0.4430331289768219,
0.13727325201034546,
-0.34271252155303955,
0.642154335975647,
0.292038232088089,
0.14569805562496185,
-0.36238595843315125,
-0.09924496710300446,
0.35566437244415283,
-0.151817187666893,
-0.7035647034645081,
-0.08186744898557663,
-0.2548612058162689,
0.12128157913684845,
0.22361814975738525,
0.08354814350605011,
-0.1364060640335083,
0.21499432623386383,
-0.3813741207122803,
0.2949679493904114,
0.2032051831483841,
-0.07041207700967789,
0.6483039855957031,
0.298244446516037,
-0.44709011912345886,
0.23210017383098602,
0.4077741205692291,
0.07896464318037033,
-0.2098245620727539,
-0.2778013050556183,
-0.14877715706825256,
0.26560115814208984,
-0.16052095592021942,
0.3943692147731781,
-0.34876811504364014,
0.14770373702049255,
-0.16709578037261963,
-0.3460365831851959,
-0.3190990686416626,
0.2885669767856598,
0.2925427258014679,
-0.36484837532043457,
-0.4044652283191681,
-0.3054032027721405,
0.5925605893135071,
0.225047767162323,
0.46515142917633057,
-0.18369317054748535,
-0.12168394029140472,
-0.05141865462064743,
0.6210435032844543,
0.5096607208251953,
-0.36678436398506165,
-0.20114357769489288,
0.2227075845003128,
0.5644748210906982,
-0.1043727770447731,
-0.23507805168628693,
-0.03229770064353943,
0.5561520457267761,
0.1284508854150772,
0.4410263001918793,
0.42599043250083923,
-0.6459282636642456,
-0.1321665644645691,
-0.3135238587856293,
-0.1588727831840515,
0.6353533864021301,
0.3314779996871948,
-0.22414259612560272,
0.6620857119560242,
0.9602886438369751,
-0.37790778279304504,
-0.33334481716156006,
0.14486545324325562,
0.16762667894363403,
0.7552614808082581,
0.03487322852015495,
0.6655747890472412,
0.5295343995094299,
0.15002495050430298,
0.14047099649906158,
0.31315404176712036,
-0.014378082007169724,
0.11616197973489761,
-0.10224942862987518,
-0.010818303562700748,
-0.06354498863220215,
0.03719832003116608,
1.0113381147384644,
0.593605637550354,
0.04877099394798279,
-0.05409182608127594,
-0.18032874166965485,
0.43860429525375366,
-0.129507914185524,
0.3514198958873749,
-0.35251525044441223,
0.15476928651332855,
0.0471402145922184,
-0.19610504806041718,
0.13296367228031158,
-0.13377463817596436,
-0.15595100820064545,
-0.40212783217430115,
0.3854748010635376,
0.006334556732326746,
-0.6550224423408508,
0.06781918555498123,
-0.23032207787036896,
0.20437461137771606,
0.02255116030573845,
-0.34436899423599243,
-0.3407650589942932,
-0.2770764231681824,
0.697932779788971,
0.17297755181789398,
0.12055979669094086,
0.07227399200201035,
-0.2418336272239685,
0.2300536185503006,
-0.20318999886512756,
0.18582986295223236,
-0.15416491031646729,
-0.5051102638244629,
-0.3003372848033905,
-0.043686747550964355,
0.08522854000329971,
0.34246736764907837,
0.11173853278160095,
-0.3062259554862976,
-0.003921561408787966,
-0.4004751145839691,
0.10759979486465454,
-0.04022182524204254,
-0.2837359309196472,
0.23254650831222534,
0.4753227233886719,
0.013742690905928612,
0.15638978779315948,
-0.4528004825115204,
0.32115012407302856,
-0.10222382843494415,
-0.09052581340074539,
0.044480349868535995,
-0.47025030851364136,
0.3141818046569824,
0.30282554030418396,
0.09660420566797256,
-0.14008036255836487,
0.08365130424499512,
-0.15038731694221497,
0.21330372989177704,
-0.3449549078941345,
0.3993501663208008,
-0.617897629737854,
0.3090055286884308,
-0.19006380438804626,
-0.18255548179149628,
0.46065592765808105,
-0.06219782307744026,
-0.5640695095062256,
0.018106045201420784,
-0.18382389843463898,
0.36711809039115906,
0.27958011627197266,
-0.1305781900882721,
-0.32533422112464905,
0.050981342792510986,
-0.5543811917304993,
0.08284009248018265,
0.2435251772403717,
-0.22212742269039154,
-0.47699981927871704,
0.38042405247688293,
0.09084736555814743,
-0.1106860414147377,
-0.20279735326766968,
0.5593153238296509,
-0.3213307559490204,
-0.37450218200683594,
-0.42058226466178894,
0.09687499701976776,
-0.7624950408935547,
-0.2765846848487854,
0.2607305347919464,
0.2717258930206299,
-0.06658995896577835,
-0.19399084150791168,
-0.367175817489624,
-0.21201318502426147,
0.250937283039093,
0.1975172907114029,
0.47959432005882263,
0.42783454060554504,
0.05616399273276329,
-0.1280348002910614,
-0.5060433149337769,
0.3730919063091278,
-0.4253237843513489,
0.09150408208370209,
-0.4483436048030853,
-0.05349898338317871,
-0.33068007230758667,
0.07566111534833908,
-0.07585034519433975,
-0.2867831587791443,
-0.2528098225593567,
0.08642183989286423
] |
We present a new three-dimensional inventory of the southern San Francisco Bay area faults and use it to calculate stress applied principally by the 1989 M=7.1 Loma Prieta earthquake, and to compare fault seismicity rates before and after 1989. The major high-angle right-lateral faults exhibit a different response to the stress change than do minor oblique (rightlateral/thrust) faults. Seismicity on oblique-slip faults in the southern Santa Clara Valley thrust belt increased where the faults were unclamped. The strong dependence of seismicity change on normal stress change implies a high coefficient of static friction. In contrast, we observe that faults with significant offset (> 50-100 km) behave differently; microseismicity on the Hayward fault diminished where right-lateral shear stress was reduced, and where it was unclamped by the Loma Prieta earthquake. We observe a similar response on the San Andreas fault zone in southern California after the Landers earthquake sequence. Additionally, the offshore San Gregorio fault shows a seismicity rate increase where right-lateral/oblique shear stress was increased by the Loma Prieta earthquake despite also being clamped by it. These responses are consistent with either a low coefficient of static friction or high pore fluid pressures within the fault zones. We can explain the different behavior of the two styles of faults if those with large cumulative offset become impermeable through gouge buildup; coseismically pressurized pore fluids could be trapped and negate imposed normal stress changes, whereas in more limited offset faults fluids could rapidly escape. The difference in behavior between minor and major faults may explain why frictional failure criteria that apply intermediate coefficients of static friction can be effective in describing the broad distributions of aftershocks that follow large earthquakes, since many of these events occur both inside and outside major fault zones.
|
[
-0.008626086637377739,
0.018314924091100693,
-0.016072968021035194,
0.001851324108429253,
-0.00028508296236395836,
0.021141264587640762,
0.011920005083084106,
0.03268148750066757,
-0.011320598423480988,
-0.0009452952072024345,
-0.009072639048099518,
0.02092307060956955,
-0.02855682745575905,
0.004561400040984154,
0.010347784496843815,
-0.007970687001943588,
-0.008006785064935684,
0.025249619036912918,
0.006686367094516754,
-0.00392853282392025,
0.02239672839641571,
-0.013984791934490204,
0.010041022673249245,
-0.005069746635854244,
-0.024098578840494156,
-0.014837048947811127,
-0.011282713152468204,
0.004749904852360487,
-0.007547325454652309,
-0.0005759662017226219,
-0.012993449345231056,
-0.007185867056250572,
0.0033129858784377575,
0.02184821106493473,
0.0003013787791132927,
0.01475596148520708,
-0.0076750498265028,
0.012248335406184196,
0.0009118806337937713,
-0.00562983239069581,
-0.011436321772634983,
-0.009159833192825317,
0.015938902273774147,
-0.019419454038143158,
-0.010060183703899384,
-0.014796833507716656,
-0.004475927446037531,
0.0326693020761013,
-0.000017128069885075092,
0.0016534383175894618,
-0.013455912470817566,
-0.020562151446938515,
-0.005688190460205078,
0.023686576634645462,
-0.007062016054987907,
-0.01757335476577282,
0.019478924572467804,
-0.001710258424282074,
0.009401114657521248,
-0.025707220658659935,
-0.016360463574528694,
0.002782168798148632,
-0.012092255987226963,
-0.0319778248667717,
0.010633004829287529,
-0.06658874452114105,
-0.004607366863638163,
0.0020048697479069233,
-0.010879069566726685,
0.02077789604663849,
0.0017645243788138032,
0.0031576240435242653,
-0.015996553003787994,
-0.023701513186097145,
0.009620735421776772,
0.014305751770734787,
-0.027417879551649094,
0.0031161876395344734,
-0.010088122449815273,
0.04310060292482376,
-0.002554293256253004,
0.006918640341609716,
-0.010356318205595016,
0.020731544122099876,
-0.00016814353875815868,
-0.020652351900935173,
0.006298700347542763,
0.02917896956205368,
-0.013362706638872623,
-0.014850045554339886,
0.009583937004208565,
-0.0071782395243644714,
-0.038319602608680725,
0.00654191430658102,
-0.0015128764789551497,
0.009616379626095295,
-0.001440334366634488,
-0.0033328556455671787,
-0.016743745654821396,
0.0011020409874618053,
-0.021553268656134605,
0.03168315440416336,
0.01662156730890274,
-0.013946551829576492,
-0.029801402240991592,
0.005835656076669693,
-0.012233173474669456,
-0.0017894376069307327,
-0.03499242663383484,
0.008048420771956444,
0.0025942211505025625,
0.011040641926229,
-0.010654624551534653,
-0.003182442858815193,
-0.009376847185194492,
0.03222893923521042,
-0.0004174220375716686,
0.00282122939825058,
-0.004740222357213497,
-0.01296439953148365,
0.0174595694988966,
-0.02957715280354023,
-0.007074998691678047,
0.04001539945602417,
0.0007333512185141444,
0.00025400053709745407,
-0.025491109117865562,
-0.007459528744220734,
-0.01195523701608181,
-0.003688706550747156,
-0.005063502583652735,
0.010053694248199463,
0.008792098611593246,
-0.0012205603998154402,
0.001019041519612074,
0.0016532185254618526,
-0.028535377234220505,
-0.0038058217614889145,
0.0005753748118877411,
0.0003731357865035534,
-0.00046984246000647545,
0.014475145377218723,
-0.004858800675719976,
0.008493324741721153,
-0.008544623851776123,
-0.008088641799986362,
0.005663837306201458,
0.01824324205517769,
0.0069739799946546555,
-0.019406424835324287,
0.014520707540214062,
-0.009821183048188686,
-0.008434856310486794,
-0.025271199643611908,
-0.02730419859290123,
0.014692875556647778,
-0.007760613225400448,
-0.006381792947649956,
-0.0077458578161895275,
0.0036906376481056213,
0.006488426122814417,
0.0032533123157918453,
0.002451477572321892,
0.010227828286588192,
0.010041136294603348,
0.018970265984535217,
0.004437239840626717,
-0.003741998691111803,
-0.0001454672310501337,
0.004768141079694033,
0.0003694526385515928,
-0.011982882395386696,
-0.015246535651385784,
0.01784396916627884,
0.021379882469773293,
0.001932293875142932,
0.0018116948194801807,
0.008544603362679482,
-0.008840332739055157,
0.06658139824867249,
0.013388723134994507,
-0.0009997235611081123,
0.003994953818619251,
-0.005348806269466877,
0.020627837628126144,
-0.01604355126619339,
0.014642873778939247,
-0.005026884377002716,
0.006320921238511801,
-0.01310980599373579,
0.016004793345928192,
0.0065881190821528435,
0.014951547607779503,
0.006146205123513937,
-0.002188131446018815,
0.003925775643438101,
0.008125136606395245,
-0.010092349722981453,
0.0038632480427622795,
0.00942655373364687,
-0.03013991378247738,
-0.024921279400587082,
0.0019204821437597275,
0.0059851789847016335,
-0.017135273665189743,
0.011035509407520294,
0.028136011213064194,
-0.003129906253889203,
0.008910317905247211,
-0.0003106333315372467,
-0.0040830946527421474,
-0.004114745184779167,
0.02685658074915409,
0.0016280675772577524,
0.0018476773984730244,
-0.008109595626592636,
-0.006391402333974838,
0.00785083882510662,
-0.0174170583486557,
-0.017512131482362747,
0.0077179204672575,
-0.009626800194382668,
0.006024742498993874,
0.005411038175225258,
0.028777891770005226,
-0.02954462729394436,
0.011516720987856388,
0.006903835106641054,
0.00820435956120491,
-0.002041633939370513,
-0.001924488809891045,
0.006045423448085785,
-0.012122439220547676,
0.006164251361042261,
0.0013117524795234203,
0.00532881636172533,
0.014548636972904205,
0.0006125156069174409,
0.0008872528560459614,
-0.01295018196105957,
0.0062858471646904945,
0.0030669821426272392,
-0.014800004661083221,
-0.01685277745127678,
0.03415297344326973,
0.02449643239378929,
-0.02534477412700653,
0.005463340785354376,
0.02589986100792885,
0.013026969507336617,
0.004071847535669804,
0.005099933594465256,
0.003747087437659502,
-0.007887909188866615,
0.014223892241716385,
0.01197763904929161,
-0.0104263536632061,
0.038721390068531036,
0.026688747107982635,
-0.015944890677928925,
0.016393017023801804,
0.004595787264406681,
0.022984132170677185,
-0.0009385403245687485,
0.02698899433016777,
0.014012966305017471,
-0.002267437055706978,
0.003585503436625004,
0.0035614129155874252,
-0.008879723027348518,
0.005728342570364475,
-0.01605192758142948,
0.001111112185753882,
-0.08140479028224945,
-0.02010912261903286,
0.011262059211730957,
-0.00915555190294981,
0.009342570789158344,
0.027744781225919724,
-0.002760332077741623,
0.002640446648001671,
-0.009461317211389542,
0.013460107147693634,
-0.01700736954808235,
0.020814497023820877,
-0.007031265180557966,
-0.028166715055704117,
0.00010173791088163853,
-0.019435372203588486,
0.009648812934756279,
-0.022062363103032112,
0.0027056154794991016,
0.007189605385065079,
0.008754192851483822,
-0.031041763722896576,
0.025712866336107254,
0.013810875825583935,
0.0016842694021761417,
0.014636268839240074,
0.006230637896806002,
-0.014089000411331654,
0.0069585018791258335,
0.002665359992533922,
0.003017689101397991,
0.017024433240294456,
0.005116197746247053,
-0.014539188705384731,
0.004501312971115112,
0.01434832252562046,
-0.01544601283967495,
-0.01643950492143631,
-0.012375087477266788,
-0.012991301715373993,
0.001034727436490357,
0.014404498971998692,
-0.0302746444940567,
0.011858942918479443,
-0.01843428984284401,
0.0015467270277440548,
-0.02310009114444256,
0.03426956385374069,
0.02135584130883217,
-0.0032320632599294186,
-0.006974999327212572,
-0.004733315669000149,
0.016651906073093414,
0.004048577044159174,
-0.009551342576742172,
-0.009824566543102264,
-0.0065561700612306595,
0.006100818980485201,
-0.008918209001421928,
-0.024231038987636566,
0.015962257981300354,
-0.002045983914285898,
-0.020005270838737488,
-0.0026505147106945515,
-0.02092880941927433,
-0.003239486599341035,
0.002793197752907872,
0.012699541635811329,
-0.03151790425181389,
0.01716214045882225,
0.024776268750429153,
0.013374319300055504,
-0.012035801075398922,
-0.006731211207807064,
0.002583474852144718,
-0.0013845021603628993,
-0.01414675172418356,
-0.00761373620480299,
-0.0026265429332852364,
-0.010407231748104095,
-0.019665278494358063,
0.000779027002863586,
0.0011018702061846852,
0.02070670947432518,
-0.005280013661831617,
0.03588351607322693,
0.012470122426748276,
0.007731935940682888,
0.0167915690690279,
-0.020213713869452477,
0.00858748983591795,
0.004822767339646816,
-0.02478715404868126,
0.013733741827309132,
0.017543915659189224,
0.001594942412339151,
-0.010412788949906826,
-0.010729986242949963,
-0.005735237151384354,
0.00949860829859972,
-0.021711669862270355,
-0.007253020536154509,
-0.02818465046584606,
-0.009353484958410263,
-0.016489408910274506,
0.00947943888604641,
0.01564561203122139,
-0.005744910798966885,
0.0029435651376843452,
-0.010532802902162075,
-0.012693841941654682,
-0.02102281153202057,
0.0011159873101860285,
-0.001441445667296648,
0.01881859451532364,
0.03112543746829033,
0.007048957049846649,
0.0013505141250789165,
0.07166766375303268,
0.00862329825758934,
0.011232106015086174,
0.016549892723560333,
0.02646314539015293,
-0.004198097623884678,
0.013904151506721973,
-0.00525150028988719,
-0.001320854527875781,
-0.02525990828871727,
0.013804472982883453,
0.002727087354287505,
0.034596968442201614,
0.011031145229935646,
0.0013754763640463352,
0.010092858225107193,
-0.010103490203619003,
0.021123403683304787,
-0.0004936100449413061,
0.005630001425743103,
0.004337501246482134,
-0.031227240338921547,
-0.017189983278512955,
-0.010822017677128315,
0.008132965303957462,
-0.022927235811948776,
-0.014962682500481606,
-0.017946399748325348,
-0.01862122304737568,
0.00984984915703535,
-0.013418200425803661,
0.00196731835603714,
-0.01014647725969553,
0.014241574332118034,
-0.00014953024219721556,
-0.0010514154564589262,
-0.008210845291614532,
0.011601489968597889,
-0.02071753889322281,
0.0066985017620027065,
0.016458794474601746,
-0.021119877696037292,
-0.0013778072316199541,
0.0070221140049397945,
0.025310754776000977,
0.0008707439992576838,
0.0007636373629793525,
-0.005938508547842503,
0.006889338605105877,
0.01827896758913994,
0.004769593942910433,
0.006558969616889954,
0.012263047508895397,
-0.006478895898908377,
0.010684730485081673,
0.007905149832367897,
0.0034232649486511946,
0.00038747931830585003,
0.024621397256851196,
0.007478745654225349,
0.01802118495106697,
0.012408104725182056,
-0.03453567624092102,
-0.013790235854685307,
0.00801812019199133,
-0.0059496015310287476,
-0.014854510314762592,
-0.009683744981884956,
-0.031148476526141167,
0.030199769884347916,
-0.0013203630223870277,
-0.0021799923852086067,
-0.006220330949872732,
0.007902562618255615,
-0.017798738554120064,
-0.01708431914448738,
-0.011750582605600357,
-0.007750699296593666,
-0.02653662860393524,
-0.014617117121815681,
0.010497340932488441,
-0.033845894038677216,
-0.03262241929769516,
-0.014819329604506493,
-0.024022933095693588,
-0.04195355251431465,
0.009715122170746326,
-0.07471996545791626,
-0.006992079317569733,
0.006368943955749273,
-0.008891352452337742,
-0.02839178778231144,
0.035702940076589584,
0.0007111456943675876,
-0.026945535093545914,
0.00803257804363966,
-0.0037092012353241444,
0.004029212519526482,
-0.0016065286472439766,
0.0037314072251319885,
-0.007325093261897564,
0.01959037408232689,
0.008597226813435555,
-0.0027745768893510103,
0.00982426293194294,
0.0002935496158897877,
0.0009633288718760014,
0.004080827347934246,
-0.011590464971959591,
0.00354689359664917,
-0.01657051220536232,
0.004480119328945875,
-0.08069004118442535,
-0.004995277151465416,
0.00892220064997673,
-0.005298578646034002,
-0.0003180198837071657,
-0.028954828158020973,
-0.009226963855326176,
-0.02146110311150551,
-0.013821830973029137,
-0.015105683356523514,
-0.01577978953719139,
-0.009956929832696915,
0.00986945629119873,
-0.002919090911746025,
0.03467387333512306,
-0.002958219964057207,
0.032112330198287964,
-0.02108018659055233,
0.0029762829653918743,
0.0260684285312891,
0.0160011425614357,
-0.034511491656303406,
-0.01050744578242302,
0.01988111436367035,
-0.008083213120698929,
-0.020539147779345512,
-0.027361661195755005,
0.0067059192806482315,
0.013482445850968361,
-0.00652431370690465,
-0.0025449893437325954,
-0.004610558971762657,
0.018864452838897705,
0.002179696224629879,
-0.005701822694391012,
-0.022502344101667404,
0.019382372498512268,
-0.011256007477641106,
0.016634929925203323,
0.012711279094219208,
-0.011998958885669708,
0.003336268477141857,
0.014687213115394115,
0.017486244440078735,
-0.008954565040767193,
-0.0055701578967273235,
0.008256933651864529,
-0.019458908587694168,
0.009300959296524525,
0.0003250816371291876,
0.00830064620822668,
-0.006609765812754631,
0.016094645485281944,
0.008487093262374401,
0.017513936385512352,
-0.010058911517262459,
-0.0008383628446608782,
0.005950252991169691,
-0.014612787403166294,
-0.00380672886967659,
-0.0033561899326741695,
0.00023998459801077843,
0.005459034815430641,
0.07162602990865707,
0.0006905188784003258,
0.0037188781425356865,
0.013298433274030685,
-0.01010937336832285,
0.004108164459466934,
-0.02263958938419819,
-0.032481662929058075,
0.002519677858799696,
0.000026460736989974976,
-0.009769312106072903,
-0.006747139617800713,
0.005627659149467945,
0.011557197198271751,
0.023159006610512733,
-0.02666754648089409,
0.005025569815188646,
-0.00242579635232687,
0.003738103900104761,
0.006803994067013264,
0.01214771531522274,
0.019690925255417824,
-0.020835041999816895,
0.0018901685252785683,
0.030348896980285645,
-0.014761561527848244,
-0.006441549398005009,
0.0279679037630558,
0.00942474789917469,
-0.0061409263871610165,
-0.02053288370370865,
-0.021004393696784973,
0.015201067551970482,
0.011382757686078548,
0.019656602293252945,
-0.025205541402101517,
0.005511927418410778,
0.016291415318846703,
0.02542375959455967,
0.014948620460927486,
-0.008781282231211662,
0.00925716944038868,
-0.006958430632948875,
0.012391897849738598,
-0.016923613846302032,
-0.022295089438557625,
0.022850435227155685,
-0.0029201400466263294,
-0.013627308420836926,
0.027788760140538216,
0.0028719056863337755,
0.014243840239942074,
0.013979246839880943,
-0.0009292908944189548,
0.012026848271489143,
0.011836825869977474,
0.01473142672330141,
0.018419239670038223,
-0.001958511769771576,
0.000987577484920621,
-0.0127112977206707,
-0.010628893971443176,
0.03184787184000015,
-0.010654947720468044,
0.001588011160492897,
-0.020620262250304222,
-0.01232774369418621,
-0.01448128279298544,
-0.017709583044052124,
0.013147047720849514,
-0.0009388618636876345,
0.0027036794926971197,
0.007073661778122187,
0.008373619057238102,
-0.009187561459839344,
0.016950717195868492,
0.006092755123972893,
-0.005779886152595282,
0.013198252767324448,
0.022345352917909622,
-0.0037302481941878796,
0.01818813756108284,
-0.023825813084840775,
0.005551760550588369,
0.019951602444052696,
0.0034292913042008877,
-0.03219618275761604,
0.014969154261052608,
-0.007622105535119772,
0.009114498272538185,
0.006842879578471184,
0.014628629200160503,
-0.006404401734471321,
0.01399597804993391,
0.011709673330187798,
0.03543679416179657,
-0.004356246441602707,
0.006672188639640808,
-0.003249135334044695,
-0.006263445131480694,
0.028011908754706383,
0.02955123782157898,
-0.00682894978672266,
0.0023028990253806114,
-0.022291837260127068,
-0.012216228991746902,
0.014678427018225193,
0.00016934890300035477,
-0.01265552919358015,
-0.0011291359551250935,
-0.00972694344818592,
-0.0015981360338628292,
0.014819527976214886,
-0.008598553016781807,
0.0029221768490970135,
0.0016519740456715226,
-0.00843545701354742,
-0.032824642956256866,
-0.010402691550552845,
-0.011703813448548317,
0.0016087242402136326,
0.011827744543552399,
0.026718199253082275,
0.04551556706428528,
-0.01750412955880165,
-0.004576873499900103,
-0.005024312064051628,
0.004547170829027891,
-0.032789088785648346,
-0.010368558578193188,
0.005709157790988684,
0.014602188020944595,
-0.008995100855827332,
-0.006675057578831911,
-0.011686502024531364,
-0.03309705853462219,
0.0065095797181129456,
0.0006673184689134359,
-0.0028544398956000805,
-0.003560843877494335,
0.013224110938608646,
0.003796825185418129,
0.004163435194641352,
0.017928794026374817,
0.011185262352228165,
0.002360850339755416,
0.0071419607847929,
0.007704113610088825,
0.019087400287389755,
0.0006251882296055555,
0.010849458165466785,
-0.004048781469464302,
0.022296445444226265,
-0.007757502608001232,
-0.02626327984035015,
-0.006702760234475136,
0.01610513962805271,
0.020496642217040062,
-0.017029544338583946,
0.0004378538578748703,
-0.0019419610034674406,
0.003081795759499073,
-0.004376640543341637,
-0.01763206534087658,
0.001581342425197363,
0.016122499480843544,
-0.004330404568463564,
-0.01652459427714348,
-0.025816090404987335,
-0.0288749597966671,
-0.02935321256518364,
-0.015360161662101746,
-0.02219807729125023,
-0.0023516351357102394,
-0.004849233198910952,
-0.01216904353350401,
-0.0005138060078024864,
-0.013097003102302551,
-0.01860363408923149,
0.015439133159816265,
0.014929545111954212,
0.014796407893300056,
0.005801038816571236,
-0.008519694209098816,
0.0011909925378859043,
0.0017242419999092817,
0.005374125204980373,
0.016714850440621376,
0.020545296370983124,
0.05180862173438072,
-0.012272562831640244,
0.0015944292536005378,
0.00113703403621912,
-0.009552361443638802,
0.005969969090074301,
0.0026471398305147886,
0.0055824266746640205,
0.007838718593120575,
-0.011328219436109066,
-0.027674971148371696,
-0.005487754009664059,
-0.011470170691609383
] |
[
-0.22836528718471527,
-0.19410713016986847,
0.24323640763759613,
-0.017061550170183182,
-0.10767681151628494,
0.4375488758087158,
0.4672270715236664,
0.0939389318227768,
-0.4145238995552063,
-0.025373494252562523,
0.21761929988861084,
0.9438931345939636,
0.13535962998867035,
0.1011357381939888,
0.015941830351948738,
0.32719966769218445,
0.7045554518699646,
-0.07243261486291885,
0.04771609231829643,
-0.1862168312072754,
-0.059653185307979584,
-0.15870773792266846,
0.7274865508079529,
0.17403362691402435,
-0.3931809067726135,
-0.4819110333919525,
0.36000320315361023,
0.23205216228961945,
0.3559243381023407,
0.01569516956806183,
-0.09175310283899307,
0.7674648761749268,
-0.13893425464630127,
-0.6838185787200928,
-0.653868556022644,
0.01735631749033928,
0.22704274952411652,
-0.1604299545288086,
-0.11113794147968292,
-0.03881101682782173,
0.14832039177417755,
-0.1826435923576355,
-0.07694626599550247,
0.15637797117233276,
-0.14506497979164124,
-0.09147113561630249,
-1.566961646080017,
-0.3802933394908905,
-0.062265872955322266,
-0.01072065532207489,
-0.26928266882896423,
0.6487568616867065,
0.20713557302951813,
0.14594438672065735,
-0.3692786693572998,
0.32737359404563904,
-0.6884503364562988,
-0.3971717059612274,
0.41752922534942627,
-0.5133926868438721,
-0.1712823212146759,
-0.1429809182882309,
-0.2787800431251526,
0.06555399298667908,
-0.4740498661994934,
0.8705253601074219,
0.2046688199043274,
-0.01710125431418419,
-0.16834865510463715,
0.14662092924118042,
0.5826212763786316,
-0.2530757486820221,
0.08809979259967804,
-0.2221703827381134,
-0.1730249673128128,
0.022825466468930244,
-0.5294603109359741,
-0.3242137134075165,
-0.1365259736776352,
0.04187961295247078,
-0.08923068642616272,
0.2250668704509735,
0.5527670383453369,
-0.7876675724983215,
0.6379255056381226,
-0.22087176144123077,
0.053822148591279984,
0.6495966911315918,
-0.25321030616760254,
0.6084681749343872,
-0.7803272604942322,
0.30104386806488037,
0.41264116764068604,
0.44541361927986145,
0.6908432841300964,
0.03900500759482384,
0.24117223918437958,
0.1146094873547554,
-0.05254792422056198,
0.3814857006072998,
-0.4221218228340149,
-0.025463933125138283,
0.5761227011680603,
0.12237794697284698,
-0.21633832156658173,
-0.4954169988632202,
0.03417394310235977,
-0.31029999256134033,
-0.5862852334976196,
0.049425963312387466,
-0.4562395513057709,
0.02212168648838997,
0.45310086011886597,
-0.14114463329315186,
-0.07711715996265411,
-0.434723436832428,
0.31114867329597473,
-0.49501916766166687,
0.2776895761489868,
-0.011404483579099178,
0.05654479190707207,
0.7785801291465759,
-0.10678837448358536,
-0.0839797779917717,
-0.05084935203194618,
0.21423666179180145,
0.8709660172462463,
0.3197591006755829,
-0.40045422315597534,
0.22911038994789124,
-0.2962307929992676,
0.9289007186889648,
0.1329539269208908,
0.2212515026330948,
0.13290619850158691,
-0.6506272554397583,
-0.15408457815647125,
0.2716124355792999,
-0.45553675293922424,
0.15665914118289948,
-0.2671312391757965,
-0.09813060611486435,
-0.02507648430764675,
-0.4087453782558441,
0.16872960329055786,
-0.46880877017974854,
0.08545473217964172,
-0.14311626553535461,
-0.3083093464374542,
-0.2541798949241638,
-0.1338375061750412,
0.06161421909928322,
-0.309999018907547,
0.05487116798758507,
-0.044334523379802704,
0.13895228505134583,
-0.07074063271284103,
0.009668988175690174,
0.05777966231107712,
0.13950073719024658,
-0.27000099420547485,
0.06838493049144745,
0.16243821382522583,
0.2822646498680115,
0.16542665660381317,
-0.2081494927406311,
0.1508701741695404,
-0.14326466619968414,
0.1742188185453415,
0.3101409375667572,
-0.22583572566509247,
0.09906664490699768,
-0.053911056369543076,
-0.15541519224643707,
-0.44516560435295105,
-0.6181367635726929,
0.7566596865653992,
0.7174920439720154,
-0.16105453670024872,
0.22897379100322723,
-0.590214729309082,
-0.01641703210771084,
-0.24957914650440216,
0.18274343013763428,
0.46924421191215515,
0.03552131727337837,
0.3228422999382019,
0.06355181336402893,
0.41443943977355957,
-0.0669081062078476,
-0.0005496817175298929,
-0.2305835336446762,
0.080718994140625,
-0.7954341173171997,
1.0278977155685425,
0.39970871806144714,
-0.522040843963623,
1.248018741607666,
0.15838401019573212,
0.40619227290153503,
-0.002774992026388645,
-0.0013914561131969094,
0.2576087415218353,
0.008996532298624516,
-0.48945125937461853,
-0.1328318864107132,
0.3113654851913452,
0.3549114465713501,
0.2439967393875122,
-0.011733360588550568,
0.0012550592655315995,
-0.18533776700496674,
-0.26396942138671875,
-0.08211112767457962,
-0.3358510434627533,
0.1325235813856125,
0.22902904450893402,
-0.080337293446064,
-0.09611142426729202,
-0.477039098739624,
0.6356492042541504,
-0.35415035486221313,
0.6018043160438538,
0.4028806984424591,
-0.22497928142547607,
0.45749086141586304,
0.5698354244232178,
0.35399746894836426,
0.7739144563674927,
-0.4466013014316559,
0.25383251905441284,
-0.37541434168815613,
0.4385051727294922,
-0.5362318754196167,
0.2211083322763443,
0.4586065411567688,
0.1432250589132309,
-0.22088615596294403,
-0.2837424576282501,
0.131964772939682,
0.30816128849983215,
0.15992452204227448,
-0.42568084597587585,
1.0232479572296143,
-0.28000879287719727,
-0.1119140237569809,
0.4835517704486847,
0.21629978716373444,
-1.1348395347595215,
0.21113187074661255,
0.3016127943992615,
0.44383254647254944,
-0.08136224746704102,
0.33279064297676086,
-0.052511051297187805,
0.21139399707317352,
-0.07906044274568558,
-0.44324150681495667,
0.14104250073432922,
-0.3317781984806061,
0.07151640951633453,
-0.04505312815308571,
-0.24411295354366302,
0.04885968938469887,
0.16965453326702118,
-0.13935332000255585,
-0.25758591294288635,
-0.38425958156585693,
0.12386897951364517,
0.10308992862701416,
-0.005213154945522547,
0.26355257630348206,
-0.5058335065841675,
0.37506476044654846,
0.32473599910736084,
-0.03286031261086464,
-0.5133893489837646,
0.13302206993103027,
-0.5881292819976807,
0.023200832307338715,
-0.060366176068782806,
0.6924682259559631,
0.2512988746166229,
-0.2847606837749481,
-0.4739997088909149,
-0.3847121000289917,
0.10158449411392212,
-0.1836877167224884,
-0.669706404209137,
-0.30079352855682373,
-0.12930655479431152,
-0.8924729228019714,
-0.2281476855278015,
-0.2649393379688263,
-0.21771353483200073,
0.28688427805900574,
0.20157723128795624,
-0.006461618933826685,
0.6084675192832947,
-0.3714161217212677,
-0.390225350856781,
-0.09900271147489548,
-0.25757989287376404,
-0.34738072752952576,
-0.13308598101139069,
0.05469851568341255,
-0.9418061375617981,
-0.0016658767126500607,
-6.062252521514893,
0.10452431440353394,
-0.3516707718372345,
-0.5053406953811646,
-0.3519001603126526,
0.0975303128361702,
0.4511062800884247,
0.09604979306459427,
0.304533988237381,
-0.2125941962003708,
0.4272066354751587,
0.24332788586616516,
-0.07977111637592316,
0.27407848834991455,
0.21836765110492706,
0.05193740874528885,
0.16045565903186798,
0.18700695037841797,
-0.10798602551221848,
-0.256646066904068,
0.26695242524147034,
-0.1891273856163025,
-0.2324465811252594,
0.2846241295337677,
0.3893764615058899,
0.7353025674819946,
-0.46934157609939575,
0.10565613210201263,
-0.10948114842176437,
-0.09730533510446548,
-0.13811074197292328,
-0.09999336302280426,
-0.3140030801296234,
0.3427315354347229,
-0.13555237650871277,
0.24125981330871582,
0.41054803133010864,
-0.10139714926481247,
0.4241674542427063,
-0.37604689598083496,
0.23683211207389832,
0.36655133962631226,
-0.6804547905921936,
-0.47470930218696594,
-0.12605659663677216,
0.04710579663515091,
-0.1855771839618683,
0.41957393288612366,
-0.1771034598350525,
0.9232118725776672,
-0.05843809247016907,
-0.14298629760742188,
0.595862627029419,
0.22203367948532104,
0.033012278378009796,
-0.04887029901146889,
0.3317909836769104,
-0.015742775052785873,
-0.40621426701545715,
0.3919852375984192,
-0.32507920265197754,
-0.1838577836751938,
-0.022892577573657036,
-0.8524548411369324,
-0.18932102620601654,
0.06646643579006195,
-1.2081393003463745,
-0.05095658078789711,
0.598888635635376,
0.0010318016866222024,
-0.21994546055793762,
-0.04945816099643707,
-0.008269608952105045,
-0.87119460105896,
0.0451960451900959,
-0.40360066294670105,
-0.05260098725557327,
0.0029618421103805304,
-0.49382731318473816,
0.11500425636768341,
-0.07188703864812851,
-0.08989924937486649,
0.3195437788963318,
0.13235518336296082,
-0.034009646624326706,
-0.09264636784791946,
0.33391696214675903,
-0.4745963215827942,
-0.48090630769729614,
-0.06383736431598663,
0.329782098531723,
-0.5307286381721497,
0.174707293510437,
0.06641347706317902,
0.0376981720328331,
0.5539969801902771,
0.2984714210033417,
-0.016454756259918213,
0.11111803352832794,
-0.4798958897590637,
0.7913112640380859,
-0.553920567035675,
0.06417124718427658,
-0.43320921063423157,
-0.006310613360255957,
-0.15503154695034027,
-0.46258461475372314,
0.5915926694869995,
0.03615374490618706,
0.00918920524418354,
0.35023564100265503,
-0.5407808423042297,
-0.6341268420219421,
-0.26493534445762634,
0.6982232928276062,
0.17770616710186005,
-0.4192078709602356,
-0.02347750961780548,
0.27576369047164917,
0.008431409485638142,
0.7871884703636169,
-0.12184730917215347,
-0.09589086472988129,
-0.17401763796806335,
0.10400545597076416,
-0.38222041726112366,
-0.12810474634170532,
0.6880683898925781,
-0.34797772765159607,
0.3299083709716797,
0.24619564414024353,
0.31325429677963257,
-0.22158464789390564,
0.5293072462081909,
0.05434739962220192,
-0.12175947427749634,
-0.4470978379249573,
-0.05270982161164284,
0.1591578871011734,
-0.17419059574604034,
-0.025469714775681496,
0.08091620355844498,
-0.8490020632743835,
0.06165722385048866,
0.18364226818084717,
0.3718368411064148,
-0.21463456749916077,
-0.5319140553474426,
-0.3298758566379547,
-0.09377042204141617,
0.19072939455509186,
-0.4640223979949951,
-0.6495319604873657,
-0.16931544244289398,
-0.2146744579076767,
-0.15852054953575134,
0.09717153757810593,
0.2825942933559418,
-0.06868918985128403,
-0.18680442869663239,
0.383855402469635,
0.4161405563354492,
-0.8522406220436096,
0.04803764820098877,
0.24388690292835236,
-0.646722137928009,
-0.26063501834869385,
-0.35831311345100403,
0.08295593410730362,
0.7410688400268555,
0.24919721484184265,
-0.4596027135848999,
-0.02947181463241577,
-0.3643335998058319,
0.17867134511470795,
-0.09605403989553452,
0.09790293127298355,
-0.5193269848823547,
0.4872267544269562,
0.0834897980093956,
0.21260853111743927,
-0.4800819754600525,
-0.11935245245695114,
0.6908922791481018,
0.32536470890045166,
-0.17220881581306458,
-0.4396321475505829,
-0.12695732712745667,
-0.13803836703300476,
0.16482914984226227,
0.6155130863189697,
0.19559213519096375,
0.1402265876531601,
0.07032109797000885,
-0.23000478744506836,
-0.18960437178611755,
0.3970281779766083,
0.3161810636520386,
0.05698225274682045,
-0.38020360469818115,
-0.42547398805618286,
0.10600432753562927,
-0.5155395865440369,
0.3621949851512909,
0.4592727720737457,
-0.4293566942214966,
0.19136542081832886,
0.13649412989616394,
-0.4918440878391266,
-0.5237843990325928,
0.0039327917620539665,
-0.3207896649837494,
-0.011903753504157066,
0.4448905289173126,
0.215241938829422,
0.08929411321878433,
0.3880164325237274,
-0.1855095475912094,
-0.35603827238082886,
0.10192649811506271,
0.1321033388376236,
-0.1566590964794159,
-0.7003099918365479,
-0.3969241678714752,
-0.20522280037403107,
0.14000064134597778,
-0.15987342596054077,
-0.9004634022712708,
0.14304035902023315,
0.255254328250885,
0.02120324783027172,
-0.27355578541755676,
0.16761687397956848,
0.15611547231674194,
-0.2931693494319916,
0.1778898388147354,
-0.6702327132225037,
-0.5393117070198059,
-0.3786076307296753,
0.21102289855480194,
0.3721334934234619,
0.6389784216880798,
0.32864895462989807,
-0.35349053144454956,
-0.08687197417020798,
-0.2541263997554779,
0.3987605571746826,
-0.5554229021072388,
-0.2870178818702698,
0.41834816336631775,
0.39418572187423706,
-0.1728600114583969,
-0.42680585384368896,
-0.2375129908323288,
0.6734685897827148,
0.08625305444002151,
-0.5397278070449829,
-0.6181256175041199,
-0.13778646290302277,
0.25706636905670166,
0.019652873277664185,
-0.3366983234882355,
-0.076398104429245,
-0.03174213320016861,
0.2791658341884613,
0.2937641143798828,
0.03626866266131401,
-0.6940274834632874,
0.5931870341300964,
-0.5732425451278687,
0.29556038975715637,
0.01661842316389084,
-0.11363835632801056,
0.1340010166168213,
-0.18874678015708923,
-0.08451519161462784,
0.11459667235612869,
0.14788411557674408,
0.05845683440566063,
-0.14322780072689056,
-0.4496699571609497,
-0.16735729575157166,
-0.337507426738739,
-0.22020313143730164,
-0.15298843383789062,
0.11433232575654984,
-0.06989934295415878,
-0.10191114991903305,
-0.40833619236946106,
-0.08556263893842697,
-0.11549121886491776,
-0.07909630984067917,
-0.5864952206611633,
-0.5886741280555725,
0.0503794327378273,
0.25829654932022095,
-0.2410174161195755,
0.461887925863266,
-0.6466997265815735,
-0.21183577179908752,
-0.318294495344162,
0.881892740726471,
0.17269426584243774,
-0.22793567180633545,
0.0049172742292284966,
-0.1622523069381714,
0.11316868662834167,
0.6308412551879883,
-0.07102666795253754,
0.28030428290367126,
0.22418498992919922,
0.18294881284236908,
-0.1843765527009964,
0.9308447241783142,
-0.5751612782478333,
0.08829590678215027,
0.1965889185667038,
0.01315781194716692,
0.15108303725719452,
0.32896190881729126,
0.4387671947479248,
0.34423279762268066,
0.47480180859565735,
0.06489919126033783,
-0.04325180500745773,
0.837562084197998,
-0.3330931067466736,
0.10069858282804489,
0.13944582641124725,
0.3551378846168518,
0.6369487643241882,
0.23437316715717316,
-0.3178911507129669,
-0.13063909113407135,
0.042634155601263046,
-0.20458635687828064,
0.31354978680610657,
-0.08392757922410965,
-0.23405486345291138,
0.08862816542387009,
0.5721009373664856,
0.6028547286987305,
0.20967185497283936,
0.16522759199142456,
0.02493778057396412,
-0.20115703344345093,
-0.029528308659791946,
-0.012433000840246677,
-0.030795304104685783,
-0.3179939091205597,
0.4455970525741577,
-0.16651098430156708,
0.29457852244377136,
0.054679688066244125,
0.2971663773059845,
-0.02638411335647106,
0.2467019110918045,
0.03843669220805168,
0.03650940582156181,
0.1229621097445488,
0.008655707351863384,
0.688029408454895,
-0.3333316445350647,
-0.17584635317325592,
-0.12021146714687347,
-0.2406630963087082,
0.7217075824737549,
0.5317578315734863,
-0.4283331036567688,
0.10939722508192062,
0.23646079003810883,
0.5501947402954102,
-0.1524575799703598,
0.623048722743988,
0.11412442475557327,
0.13719706237316132,
0.41768085956573486,
0.3106192946434021,
0.0859464704990387,
0.6029806137084961,
0.05733194947242737,
0.8402294516563416,
-0.3619631230831146,
-0.33945825695991516,
-0.03740441054105759,
-0.10495328903198242,
0.19240078330039978,
0.6383901834487915,
0.03840513899922371,
-0.44264623522758484,
0.10999484360218048,
-1.0008513927459717,
-0.5445260405540466,
0.29307329654693604,
-0.13696883618831635,
-0.07071653008460999,
-0.699985921382904,
0.5684515237808228,
0.8433753848075867,
0.22988787293434143,
0.13704946637153625,
-0.23123471438884735,
0.2618327736854553,
0.5292091369628906,
-0.6091155409812927,
0.16956466436386108,
-0.4732833206653595,
0.09180378913879395,
-0.4398655295372009,
0.012594716623425484,
0.3955724835395813,
0.6837134957313538,
-0.2819116711616516,
-0.12070713192224503,
-0.7773466110229492,
0.25785598158836365,
0.813877284526825,
-0.5672423243522644,
-0.1692536622285843,
-0.4739798307418823,
-0.2673722803592682,
-0.8886843323707581,
0.28879478573799133,
0.2740645706653595,
0.2870579659938812,
-0.47569379210472107,
0.10250941663980484,
0.21976077556610107,
-0.287080854177475,
0.1812286376953125,
0.4810347557067871,
-0.46771812438964844,
-0.2992185652256012,
0.5224795937538147,
-0.6041927337646484,
-0.2857210636138916,
-0.1371583789587021,
0.11371473222970963,
0.5896017551422119,
-0.19671256840229034,
0.16728484630584717,
-0.49277040362358093,
-0.28709137439727783,
-0.08240532130002975,
0.31295156478881836,
0.06647524237632751,
-0.24865707755088806,
-0.3931442201137543,
-0.2933911681175232,
0.5916454195976257,
0.41348525881767273,
0.2875681519508362,
-0.1555308699607849,
-0.04782693460583687,
0.4393657147884369,
-0.36313116550445557,
-0.06532666087150574,
-0.5329852104187012,
0.09230263531208038,
-0.38601475954055786
] |
Arterial stiffness index is one of the biomechanical indices of vascular healthiness. These indexes are based on detailed pulse waveform analysis which is presented here. After photoplethysmographyic (PPG) pulse wave measurement, we decompose the pulse waveform for the estimation and determination of arterial elasticity. Firstly, it is electro-optically measured PPG signal and by electromechanical film (EMFi) measured signal that are analyzed and investigated by dividing each wave into five logarithmic normal function components. For both the PPG and EMFi waveform we can find very easily a good fit between the original and overlapped and summed wave components. Each wave component is assumed to resemble certain phenomenon in the arteries and certain indexes can be calculated for example based on the mutual timing of the components. Several studies have demonstrated that these kinds of indexes calculated based on actual biomechanical processed can predict future cardiovascular events. Many dynamic factors, e.g., arterial stiffness, depend on fixed structural features of the arterial wall. For more accurate description, arterial stiffness is estimated based on pulse wave decomposition analysis in the radial measured by EMFi and PPG method and tibial arterial walls measured by PPG method parallelly. Elucidation of the precise relationship between endothelial function and arterial stiffness can be done through biomechanics. However, arterial wall elasticity awaits still further biomechanical studies with clinical relations and the influence of arterial flexibility, resistance and ageing inside of the radial pulse waveform.
|
[
-0.008857719600200653,
0.007328560575842857,
-0.006248379126191139,
0.019791074097156525,
0.019811656326055527,
0.012242598459124565,
0.01213869173079729,
-0.013607572764158249,
-0.011442946270108223,
0.004982702434062958,
0.00305599020794034,
0.010604356415569782,
-0.006395541597157717,
-0.00314201507717371,
0.01424373034387827,
-0.001791181042790413,
-0.012794943526387215,
-0.009287824854254723,
0.007493570912629366,
0.013897682540118694,
0.009454323910176754,
0.00513509102165699,
0.010299945250153542,
-0.0006695475894957781,
0.025796573609113693,
-0.032479558140039444,
0.01945302076637745,
-0.03589168190956116,
-0.014576708897948265,
-0.012318296357989311,
0.030255839228630066,
0.0012696452904492617,
-0.007937822490930557,
-0.0403171107172966,
0.005029644817113876,
0.006947215646505356,
0.001904207980260253,
0.01611652970314026,
-0.027510840445756912,
-0.004221691284328699,
-0.0005985116586089134,
-0.011456417851150036,
0.010533202439546585,
0.008513806387782097,
-0.0070715732872486115,
-0.0009394646622240543,
-0.0010201697004958987,
-0.000032734591513872147,
-0.018645942211151123,
0.004967126064002514,
-0.009660599753260612,
-0.030800309032201767,
0.00689911050722003,
-0.014267905615270138,
-0.00705987773835659,
-0.012179752811789513,
0.016559680923819542,
0.027608707547187805,
-0.023507095873355865,
-0.0008531231433153152,
0.007864103652536869,
-0.022093798965215683,
-0.015376031398773193,
-0.031180555000901222,
-0.02994486875832081,
-0.06692257523536682,
0.010538628324866295,
0.004751586355268955,
0.006388965994119644,
-0.007807321846485138,
-0.022684922441840172,
0.01108694076538086,
0.019118094816803932,
0.009609192609786987,
0.02606261521577835,
0.03330707550048828,
-0.007204871624708176,
0.015344850718975067,
-0.025558743625879288,
-0.008595485240221024,
-0.022118747234344482,
-0.014981834217905998,
-0.0020856806077063084,
0.0156395360827446,
0.011759564280509949,
-0.0012612342834472656,
-0.008378349244594574,
-0.003647372592240572,
0.001794450101442635,
0.023080850020051003,
-0.015487086027860641,
-0.025369243696331978,
0.009288131259381771,
-0.018315650522708893,
0.009639780037105083,
0.040559303015470505,
-0.0032644569873809814,
-0.00033612269908189774,
-0.0006197848706506193,
-0.009366163052618504,
-0.005965546239167452,
-0.019058827310800552,
0.02030370756983757,
-0.008319959975779057,
-0.001065433956682682,
0.00932231079787016,
-0.012163814157247543,
0.010901165194809437,
0.009227124974131584,
0.00621154997497797,
-0.0030650566332042217,
0.04079456627368927,
0.009086742997169495,
0.02514018304646015,
-0.0049655139446258545,
-0.017427563667297363,
-0.013319218531250954,
0.03546137735247612,
0.006509199272841215,
0.014029031619429588,
0.01241756696254015,
0.01995113119482994,
0.00035267160274088383,
0.029054850339889526,
0.002087781671434641,
-0.03746993467211723,
-0.01902676932513714,
0.005328617990016937,
-0.00604051910340786,
-0.014750952832400799,
-0.012013476341962814,
0.017664894461631775,
0.017037618905305862,
0.03184942528605461,
0.015076210722327232,
-0.003188829403370619,
-0.009019313380122185,
-0.00881263054907322,
-0.01947033777832985,
-0.02028200961649418,
-0.001834553200751543,
0.01210787519812584,
0.008356419391930103,
0.01862131990492344,
-0.014360545203089714,
-0.0026629932690411806,
0.017490189522504807,
0.005479445680975914,
-0.034964628517627716,
-0.013350846245884895,
0.030855298042297363,
-0.015859484672546387,
-0.011990858241915703,
-0.015049600973725319,
-0.03344713896512985,
-0.002089116256684065,
0.0005790777504444122,
0.008104868233203888,
-0.0007213435601443052,
-0.004577408544719219,
-0.01582731492817402,
0.017063505947589874,
0.011096403934061527,
0.009093675762414932,
-0.0017705239588394761,
-0.002257640240713954,
0.002524161711335182,
-0.024319564923644066,
-0.020069599151611328,
0.003838500939309597,
-0.008558208122849464,
0.017509812489151955,
-0.018392592668533325,
0.013671145774424076,
0.003898973111063242,
-0.0011181705631315708,
-0.01900649070739746,
0.007789171766489744,
-0.016439314931631088,
0.0666985809803009,
0.012118738144636154,
-0.012146481312811375,
0.0058378661051392555,
-0.004178842529654503,
0.006897971034049988,
-0.026279985904693604,
0.009566177614033222,
-0.008123628795146942,
0.03785738721489906,
0.027830610051751137,
-0.015200312249362469,
-0.025304622948169708,
0.04359573870897293,
0.005515065044164658,
-0.0065665640868246555,
0.004020834807306528,
0.01472321804612875,
0.0051304977387189865,
-0.0016673142090439796,
-0.029937775805592537,
0.009389098733663559,
-0.027891390025615692,
0.009912915527820587,
-0.0011535505764186382,
-0.0017646732740104198,
0.018841322511434555,
-0.0048856595531105995,
-0.052123431116342545,
-0.01155442651361227,
0.029129566624760628,
0.016662731766700745,
-0.020123813301324844,
-0.004062752239406109,
-0.002379273995757103,
0.0058805448934435844,
-0.008143908344209194,
-0.011728446930646896,
-0.011904935352504253,
0.013008782640099525,
-0.013533147051930428,
0.00007900911441538483,
0.01567474566400051,
-0.011267822235822678,
0.00963367149233818,
0.0061155688017606735,
-0.015342731028795242,
0.006935254670679569,
0.014168038964271545,
0.01865609735250473,
-0.0028708758763968945,
-0.006743530742824078,
0.008995234966278076,
-0.013873763382434845,
-0.00846667867153883,
0.04605557769536972,
0.009260178543627262,
0.012660278007388115,
-0.022251717746257782,
0.011882874183356762,
-0.007209794595837593,
-0.007918749004602432,
-0.0005358168855309486,
0.012167789041996002,
-0.03172645717859268,
0.02697858214378357,
-0.007543002720922232,
-0.0016276019159704447,
0.004546578507870436,
0.015568962320685387,
-0.00495565589517355,
0.007098785601556301,
-0.010823083110153675,
-0.026821624487638474,
-0.011813647113740444,
0.003132503479719162,
-0.0017885507550090551,
0.016081906855106354,
0.00003977678716182709,
0.024797329679131508,
0.0017111188499256968,
0.010724341496825218,
0.006326860282570124,
0.004820897709578276,
0.0009534964337944984,
-0.016333777457475662,
0.009365132078528404,
-0.01180066168308258,
-0.0013815183192491531,
0.011652768589556217,
-0.024706633761525154,
0.0031756858807057142,
-0.014781905338168144,
-0.0044973972253501415,
-0.08073118329048157,
-0.021339887753129005,
0.0041820514015853405,
-0.0005141487345099449,
0.010751817375421524,
0.006033057812601328,
0.029663076624274254,
-0.025726735591888428,
-0.011456790380179882,
-0.04530823975801468,
-0.004199857823550701,
-0.007783079985529184,
-0.01319092232733965,
0.012788398191332817,
-0.01833573915064335,
-0.008614616468548775,
0.013107460923492908,
0.009633580222725868,
0.003679901361465454,
-0.010362501256167889,
-0.012135675176978111,
-0.004155379720032215,
-0.019630517810583115,
0.008728684857487679,
0.00728235300630331,
0.0030060592107474804,
0.005302324425429106,
-0.0066929892636835575,
-0.010448445565998554,
0.005400907248258591,
-0.009425931610167027,
-0.004103722982108593,
0.02683745138347149,
0.020461902022361755,
-0.00006963778287172318,
-0.013435175642371178,
-0.004763897508382797,
0.012315250933170319,
-0.009452229365706444,
0.01388922892510891,
-0.017285145819187164,
0.007676559966057539,
0.0019314652308821678,
-0.016464419662952423,
-0.014421065337955952,
-0.00910166185349226,
-0.017139598727226257,
-0.017301257699728012,
0.016127390787005424,
-0.020570218563079834,
0.0005338083719834685,
0.012329120188951492,
0.0013943673111498356,
0.02270084246993065,
-0.017373979091644287,
-0.011058255098760128,
-0.013672597706317902,
0.011685523204505444,
-0.006882958114147186,
-0.00911383144557476,
0.011001232080161572,
0.037094246596097946,
-0.02799072489142418,
0.016765741631388664,
0.015341242775321007,
0.012166506610810757,
0.014209844172000885,
-0.01841016113758087,
-0.011541837826371193,
0.007338700350373983,
0.020036417990922928,
0.006664346903562546,
-0.022068588063120842,
0.004346808884292841,
0.01677163876593113,
-0.01456536166369915,
-0.012537581846117973,
-0.008280002512037754,
-0.02850053459405899,
-0.019095193594694138,
-0.026887234300374985,
0.00957581214606762,
0.014204856008291245,
0.001372192520648241,
-0.024293797090649605,
0.008569099009037018,
-0.0007691304781474173,
0.01021614670753479,
0.006148091517388821,
-0.01790517568588257,
0.006442609708756208,
0.022181397303938866,
-0.008036717772483826,
0.01316309254616499,
-0.031246662139892578,
-0.03012712486088276,
0.005327886901795864,
-0.004934435710310936,
0.028157401829957962,
0.011090997606515884,
-0.021238911896944046,
0.00006428826600313187,
0.021364979445934296,
-0.015170666389167309,
-0.02363685518503189,
0.015457402914762497,
-0.00457169022411108,
0.011332673951983452,
0.008110664784908295,
0.0013911148998886347,
-0.020094307139515877,
-0.007141987793147564,
-0.004868197254836559,
0.01363104023039341,
0.006675621960312128,
0.013943377882242203,
0.013184460811316967,
0.04662763699889183,
0.07217442989349365,
-0.010113120079040527,
-0.00037597346818074584,
-0.006623260211199522,
0.02138909325003624,
-0.013161111623048782,
-0.003966557327657938,
0.005246133543550968,
0.012289967387914658,
0.017569538205862045,
0.01278297696262598,
0.0031595914624631405,
0.012415632605552673,
0.008336981758475304,
0.002442986471578479,
0.013559652492403984,
0.003092207945883274,
-0.014152251183986664,
-0.009703705087304115,
-0.002426157472655177,
-0.011514591053128242,
-0.01716793142259121,
-0.019144974648952484,
0.007955478504300117,
-0.009133154526352882,
0.026525093242526054,
-0.0090571204200387,
-0.0162556953728199,
-0.016587696969509125,
0.00801029521971941,
-0.00752687081694603,
-0.02671857550740242,
-0.009137727320194244,
-0.005865398794412613,
0.01717803254723549,
0.008472179993987083,
0.007339055184274912,
0.00729462131857872,
0.015520582906901836,
0.00995607953518629,
-0.009603692218661308,
-0.012925218790769577,
0.008880864828824997,
0.0026707244105637074,
0.005343470256775618,
0.02093084342777729,
-0.01425781100988388,
-0.009190941229462624,
-0.008996151387691498,
-0.007005391642451286,
-0.01473894901573658,
0.0018555151764303446,
0.010275399312376976,
0.008502911776304245,
0.0009557456942275167,
0.020497146993875504,
0.0234536025673151,
0.0032197150867432356,
0.02081836387515068,
-0.002177267335355282,
0.016671132296323776,
-0.008127812296152115,
-0.017461135983467102,
-0.004916197620332241,
-0.007216022349894047,
-0.004500326234847307,
-0.006316173821687698,
-0.021140318363904953,
0.020107436925172806,
-0.008718918077647686,
0.01914983056485653,
0.04358164221048355,
-0.0158336590975523,
-0.024249549955129623,
0.015190083533525467,
-0.01473294012248516,
0.007681357208639383,
-0.019124366343021393,
-0.013533798977732658,
0.01061671320348978,
0.010980471968650818,
0.011471152305603027,
-0.012098616920411587,
-0.034253254532814026,
0.0009648976847529411,
0.00258751236833632,
-0.015791846439242363,
-0.07476669549942017,
0.0046463641338050365,
0.011638675816357136,
-0.004106608685106039,
-0.034252360463142395,
0.023282434791326523,
-0.009919270873069763,
-0.0026100650429725647,
-0.009374345652759075,
-0.009046479128301144,
0.017791010439395905,
0.0021566059440374374,
0.0030900747515261173,
-0.009510457515716553,
0.013567715883255005,
0.03319190442562103,
-0.00640000170096755,
0.013133144937455654,
0.00556760560721159,
0.009511636570096016,
-0.0019502746872603893,
0.0021962053142488003,
-0.018969859927892685,
-0.01876171864569187,
-0.017088938504457474,
-0.08099400997161865,
0.003377710934728384,
-0.010844566859304905,
-0.03305749595165253,
-0.001607408165000379,
-0.01402212493121624,
0.01712167076766491,
0.0004126149578951299,
0.004245696123689413,
-0.0151677830144763,
-0.008764933794736862,
-0.009629630483686924,
-0.013487315736711025,
0.013303618878126144,
-0.004255007021129131,
-0.004858739208430052,
0.022253593429923058,
-0.008387644775211811,
-0.002865510992705822,
-0.00144742033444345,
0.0030732895247638226,
0.00533869955688715,
-0.009194687008857727,
-0.001153025310486555,
-0.011437825858592987,
-0.021728303283452988,
-0.009373626671731472,
0.015756534412503242,
0.022140631452202797,
-0.021019693464040756,
-0.0231543630361557,
0.0018030297942459583,
0.0020669971127063036,
-0.01586141251027584,
-0.03240961953997612,
-0.01691501773893833,
0.027285359799861908,
-0.01961006037890911,
-0.0064567443914711475,
-0.01943383179605007,
-0.0021676914766430855,
-0.027875449508428574,
-0.015266413800418377,
-0.01205364428460598,
-0.01277281902730465,
-0.007167716510593891,
0.0025759683921933174,
-0.008868585340678692,
0.0043008700013160706,
0.007274984382092953,
0.01171240396797657,
0.009476987645030022,
0.003844254883006215,
-0.01666591688990593,
0.0013763606548309326,
-0.0008601623121649027,
-0.009959278628230095,
0.009318975731730461,
-0.022982541471719742,
-0.00021669548004865646,
-0.009955496527254581,
0.020295871421694756,
0.012106104753911495,
0.07156714797019958,
-0.015393990091979504,
0.015585723333060741,
-0.0034419274888932705,
-0.013974735513329506,
0.0005838873912580311,
-0.02479396015405655,
-0.0054239546880126,
0.016288112848997116,
-0.005125020630657673,
-0.013266684487462044,
-0.013326517306268215,
0.0015752906911075115,
0.008109305053949356,
0.0014878753572702408,
-0.004358180798590183,
-0.008906077593564987,
0.030052173882722855,
-0.0055226972326636314,
0.026911821216344833,
0.024426599964499474,
0.015404930338263512,
-0.01741260103881359,
0.004249516874551773,
0.030269483104348183,
0.002814412582665682,
0.006494476459920406,
0.002943575382232666,
-0.01916373148560524,
-0.03670389577746391,
0.006127508357167244,
-0.03688923269510269,
0.00213442905806005,
0.014672157354652882,
0.02163514494895935,
-0.009128195233643055,
0.01274039689451456,
0.009685885161161423,
-0.006307060830295086,
-0.03163763880729675,
0.025022974237799644,
0.014726133085787296,
0.004142076708376408,
-0.026289165019989014,
0.020912090316414833,
0.022696662694215775,
0.027625255286693573,
0.02875388413667679,
0.02208125591278076,
-0.010565324686467648,
-0.00075180409476161,
-0.005400889087468386,
0.005381174851208925,
-0.0024236291646957397,
0.0019708387553691864,
0.014938060194253922,
0.004548076074570417,
0.0007062541553750634,
0.015016315504908562,
-0.002460388233885169,
-0.003936117514967918,
-0.007866882719099522,
-0.010405495762825012,
-0.01312939077615738,
0.006415337324142456,
-0.0036683480720967054,
0.015446092933416367,
0.00045009353198111057,
-0.01661377027630806,
0.01860075071454048,
-0.011263895779848099,
0.01315707340836525,
0.00802580639719963,
-0.007517772261053324,
0.016699116677045822,
0.003433698322623968,
-0.008871451951563358,
-0.01242747064679861,
0.02469594217836857,
-0.002818476874381304,
-0.006319816689938307,
0.022067436948418617,
0.02477123960852623,
0.0028484018985182047,
0.01475838664919138,
-0.0004987923894077539,
-0.010107061825692654,
-0.008400177583098412,
-0.003099065972492099,
0.013397394679486752,
0.0202022697776556,
0.011031407862901688,
-0.00030869035981595516,
-0.0004560918314382434,
0.006809585727751255,
0.034182071685791016,
0.015340602025389671,
0.0076660956256091595,
-0.001395095488987863,
-0.009782491251826286,
0.04659741371870041,
0.009176098741590977,
-0.01823081076145172,
0.014527522958815098,
0.015875954180955887,
-0.0021665776148438454,
-0.006263490300625563,
0.005813551135361195,
-0.007018836680799723,
-0.03972966969013214,
-0.017421303316950798,
0.015683727338910103,
0.020121058449149132,
0.03126797825098038,
0.009158805012702942,
0.03555753454566002,
-0.0012311579193919897,
0.02669598162174225,
-0.001660963287577033,
-0.010978377424180508,
-0.00343084498308599,
-0.014633465558290482,
-0.010123297572135925,
-0.013971805572509766,
0.028335288166999817,
-0.02211408130824566,
-0.00870681181550026,
-0.010256721638143063,
0.028962403535842896,
-0.01483571995049715,
0.028691979125142097,
-0.02710855007171631,
0.004543599206954241,
-0.005245829001069069,
-0.0028556971810758114,
-0.014378734864294529,
-0.01103089191019535,
0.00427305418998003,
-0.009842216037213802,
-0.006093545351177454,
0.014118935912847519,
-0.010295445099473,
0.0060943313874304295,
0.024256829172372818,
0.007541914936155081,
-0.005045074038207531,
-0.009112225845456123,
0.017717065289616585,
0.0011030513560399413,
0.020658796653151512,
0.01025510672479868,
0.0011503021232783794,
-0.0025944840162992477,
-0.00921124592423439,
0.0003026456106454134,
0.017375398427248,
-0.0043647512793540955,
-0.03103935718536377,
-0.010312872938811779,
0.006018608808517456,
-0.006846144795417786,
0.010015282779932022,
0.0038987859152257442,
0.01352634746581316,
0.02666035294532776,
0.0026630559004843235,
0.008509942330420017,
-0.0010999026708304882,
-0.0306148212403059,
-0.003786609508097172,
0.009603533893823624,
-0.0038816998712718487,
0.00738232396543026,
0.010433538816869259,
-0.012385784648358822,
-0.014827176928520203,
0.011225603520870209,
0.009981625713407993,
0.001121540437452495,
0.0044700088910758495,
0.021976156160235405,
0.006542634684592485,
-0.00011725910007953644,
-0.012272428721189499,
0.002438122173771262,
0.014391202479600906,
-0.010617363266646862,
0.0025190096348524094,
-0.005750884301960468,
0.030516311526298523,
-0.01799619570374489,
-0.009346049278974533,
-0.01803281158208847,
0.007955084554851055,
-0.01002772431820631,
0.019132858142256737,
-0.013148872181773186,
0.006234435830265284,
0.003805394284427166,
-0.003831292502582073,
-0.009324281476438046,
-0.02075919136404991
] |
[
-0.31698480248451233,
-0.4431566298007965,
0.9994165301322937,
-0.027230842038989067,
-0.39277195930480957,
0.09291549772024155,
-0.008287795819342136,
-0.24039408564567566,
-0.041181780397892,
-0.45020174980163574,
0.463501513004303,
0.7388297915458679,
-0.15107077360153198,
0.024749333038926125,
0.21384358406066895,
0.655470609664917,
0.27778196334838867,
0.18387579917907715,
0.3129022717475891,
-0.33911266922950745,
-0.27811869978904724,
-0.32864275574684143,
0.9783065319061279,
-0.10724425315856934,
0.23059901595115662,
-0.17056967318058014,
-0.002358752768486738,
0.2767021059989929,
-0.018029985949397087,
-0.08743378520011902,
0.39750906825065613,
0.5800145864486694,
-0.4836341440677643,
-0.18355059623718262,
0.08534330129623413,
0.06780311465263367,
0.040247950702905655,
0.09114522486925125,
0.23359501361846924,
-0.44357770681381226,
-0.3518376052379608,
-0.1703970581293106,
0.18547751009464264,
0.5350919365882874,
-0.29702702164649963,
-0.6758936643600464,
-1.2508127689361572,
0.10013699531555176,
-0.2553292512893677,
0.29188695549964905,
0.11929456144571304,
0.3840292692184448,
0.6561235189437866,
0.1798790991306305,
0.0888950303196907,
-0.13798677921295166,
-0.5134100317955017,
-0.11283555626869202,
0.46921467781066895,
-0.3385235667228699,
0.5529220700263977,
0.28741535544395447,
-0.1881871074438095,
0.22220741212368011,
-0.18073903024196625,
0.6258431077003479,
0.14202414453029633,
-0.4209555387496948,
-0.37015557289123535,
0.19754718244075775,
0.39239928126335144,
-0.11941597610712051,
0.04813046380877495,
0.01470088493078947,
-0.20670810341835022,
-0.2608773410320282,
-0.43301019072532654,
-0.09779644012451172,
0.04846920818090439,
0.29667624831199646,
0.5621271133422852,
0.16861318051815033,
0.39656439423561096,
-0.09222764521837234,
0.2797325849533081,
0.15516184270381927,
-0.07613508403301239,
0.797374963760376,
-0.417093425989151,
0.24044010043144226,
-0.24173058569431305,
-0.03757522255182266,
0.40073463320732117,
0.060415513813495636,
0.2109622061252594,
-0.1869848221540451,
0.19873832166194916,
-0.36207640171051025,
0.02254815399646759,
0.33440423011779785,
0.08444417268037796,
-0.2082531601190567,
-0.27024248242378235,
-0.8019389510154724,
0.03246487304568291,
0.04592159017920494,
-0.576927900314331,
-0.02513458952307701,
-0.209374338388443,
0.40973564982414246,
-1.0119779109954834,
0.01100851222872734,
-0.31527191400527954,
-0.5839526057243347,
-0.047552578151226044,
0.10610733181238174,
-0.07742422819137573,
-0.05957410857081413,
0.12994420528411865,
0.5247589945793152,
-0.5245674252510071,
0.4916628301143646,
0.010462087579071522,
0.35015374422073364,
0.17917011678218842,
-0.29056379199028015,
0.4141174554824829,
0.636462390422821,
-0.23886696994304657,
1.0051113367080688,
-0.08960389345884323,
0.9640906453132629,
-0.4024654030799866,
0.1702534556388855,
0.007333936169743538,
-0.9320229887962341,
-0.27241766452789307,
0.28200653195381165,
0.0028075547888875008,
-0.12895166873931885,
-0.1533246636390686,
-0.8853813409805298,
-0.3989518880844116,
-0.4233191907405853,
-0.12235220521688461,
-0.5731930136680603,
-0.1401873379945755,
-0.2330176830291748,
-0.19648587703704834,
-0.5070200562477112,
0.31713926792144775,
-0.0009303450933657587,
-0.7195116281509399,
0.31907668709754944,
0.07456988841295242,
0.13591782748699188,
0.43280571699142456,
-0.031219737604260445,
-0.423235684633255,
0.2966292202472687,
-0.17166362702846527,
0.07665702700614929,
-0.35487669706344604,
-0.19245895743370056,
0.5000289678573608,
-0.2564883828163147,
0.2059696465730667,
0.23913440108299255,
0.051782019436359406,
0.07890637964010239,
-0.142781063914299,
-0.16424857079982758,
-0.06593532860279083,
-0.3811343312263489,
0.1902180314064026,
0.4360599219799042,
0.31384575366973877,
0.22467386722564697,
0.16828399896621704,
-0.03329499810934067,
-0.6029379963874817,
0.42632532119750977,
-0.009618743322789669,
-0.024468613788485527,
0.33846184611320496,
0.43354490399360657,
0.5430021286010742,
0.16677933931350708,
-0.0011103018186986446,
-0.1946566253900528,
0.22873851656913757,
-0.0745372548699379,
0.29167279601097107,
-0.9141526818275452,
1.5209577083587646,
-0.07204554975032806,
-0.025440027937293053,
1.0058342218399048,
-0.5453544855117798,
0.3117641806602478,
0.13356943428516388,
0.28569304943084717,
0.41054588556289673,
-0.6595931649208069,
-0.6568320989608765,
-0.06405232846736908,
0.6320762634277344,
-0.03539830446243286,
-0.15831848978996277,
-0.014119897969067097,
0.7298329472541809,
-0.40251731872558594,
-0.4258023202419281,
-0.7648074626922607,
0.19521096348762512,
-0.497092068195343,
-0.017826158553361893,
0.12356822937726974,
0.035396888852119446,
-0.31414127349853516,
1.1038342714309692,
-0.46285712718963623,
0.3089418113231659,
0.7557353973388672,
-0.32279378175735474,
0.5430015325546265,
0.7773975133895874,
0.3065120279788971,
0.5634104013442993,
-0.20859941840171814,
0.26849713921546936,
-0.5847863554954529,
0.2847904860973358,
-0.4293038547039032,
-0.21226243674755096,
0.08084698021411896,
0.1227540522813797,
-0.1438789963722229,
0.6995386481285095,
-0.36865052580833435,
0.330610990524292,
0.5576682686805725,
-0.7272923588752747,
0.2162346988916397,
0.39389607310295105,
-0.4478078782558441,
-0.06272175163030624,
-0.088624969124794,
-0.7206436991691589,
-0.05664704740047455,
0.2747478485107422,
0.7351055145263672,
0.16930504143238068,
-0.17410731315612793,
0.05242496728897095,
0.2672669589519501,
0.07899389415979385,
0.05771440267562866,
-0.09850964695215225,
-0.08256935328245163,
-0.3707970678806305,
-0.20836950838565826,
0.2155483514070511,
0.2384621798992157,
-0.08946960419416428,
0.2281118929386139,
-0.6645593047142029,
-0.6856555342674255,
0.6648040413856506,
0.5065601468086243,
0.5026545524597168,
0.5055815577507019,
-0.5158089995384216,
0.16038820147514343,
-0.2195463329553604,
-0.7703786492347717,
0.4599427282810211,
0.6822813749313354,
-0.439602792263031,
-0.2890985310077667,
0.31250911951065063,
0.9106422066688538,
1.2156805992126465,
-0.5257956385612488,
-0.5856326222419739,
-0.3002201318740845,
-0.25145798921585083,
0.3045457899570465,
-0.38522541522979736,
-0.565785825252533,
-0.32557299733161926,
0.3320023715496063,
-0.5760547518730164,
-0.09788306802511215,
0.0035572098568081856,
0.11661228537559509,
0.08796472102403641,
0.47310030460357666,
0.5932730436325073,
-0.29321447014808655,
-0.0154570322483778,
0.4368191063404083,
0.3946572542190552,
-0.34784913063049316,
-0.2711847722530365,
-0.08172500878572464,
-0.6449073553085327,
0.2967454493045807,
-5.738405227661133,
0.030671047046780586,
-0.34410861134529114,
-0.11015889048576355,
-0.14134834706783295,
-0.15272203087806702,
0.8515099287033081,
-0.13586077094078064,
-0.14033205807209015,
-0.004599370528012514,
0.3445779085159302,
0.6065241098403931,
0.4622008800506592,
-0.027561789378523827,
0.24351191520690918,
0.17927968502044678,
0.0695076659321785,
-0.2336534857749939,
0.22342585027217865,
0.5802371501922607,
0.04342719912528992,
-0.23937521874904633,
0.0827711671590805,
0.21431751549243927,
0.06695354729890823,
0.026062047109007835,
-0.6175670623779297,
0.35829243063926697,
-0.4390811026096344,
-0.137576624751091,
-0.03460465744137764,
-0.3130699098110199,
0.43110156059265137,
-0.4622313678264618,
0.4930850565433502,
-0.1689927726984024,
0.13819687068462372,
0.20561480522155762,
-0.0440744124352932,
-0.5147457718849182,
-0.13445861637592316,
0.18826016783714294,
-0.12004167586565018,
-0.2520841360092163,
0.039640162140131,
0.29053807258605957,
0.13833631575107574,
0.38739722967147827,
-0.20362482964992523,
1.0031869411468506,
0.11466170102357864,
-0.23382584750652313,
0.22100749611854553,
0.2631549835205078,
0.2081918865442276,
0.13381674885749817,
0.25178292393684387,
0.2070152908563614,
-0.36181843280792236,
0.09178237617015839,
-0.46066221594810486,
-0.23054511845111847,
-0.08634721487760544,
-0.3921538293361664,
-0.26408228278160095,
0.5273763537406921,
-0.6512901186943054,
-0.44381171464920044,
0.29505455493927,
0.18129166960716248,
0.08199242502450943,
-0.02065294422209263,
0.27624934911727905,
-0.6211811900138855,
0.5473966598510742,
-0.7095558047294617,
0.7781527042388916,
0.21312901377677917,
-0.10349246859550476,
-0.26658111810684204,
-0.050816792994737625,
-0.3916911780834198,
-0.44032371044158936,
0.0012963813496753573,
0.1547180712223053,
-0.5746856331825256,
0.2903920114040375,
-0.833539605140686,
-0.31035539507865906,
-0.1252761334180832,
0.18695548176765442,
-0.3270929753780365,
0.03152050822973251,
-0.1404351145029068,
-0.13754600286483765,
-0.15206794440746307,
0.32148030400276184,
0.4579757750034332,
0.29101940989494324,
-0.5791687369346619,
0.7645009756088257,
-0.23093153536319733,
-0.2938501834869385,
-0.7545559406280518,
0.2505643367767334,
0.2709464430809021,
-0.4450315535068512,
-0.01577715203166008,
0.8683460354804993,
-0.8353230357170105,
0.03524511307477951,
-0.20303036272525787,
-0.36676496267318726,
-0.27340182662010193,
0.5881843566894531,
-0.14472591876983643,
-0.27226510643959045,
-0.07071585208177567,
0.2565459907054901,
-0.2736000716686249,
0.2855488359928131,
0.460580438375473,
0.2688329815864563,
-0.06857439875602722,
-0.16838066279888153,
0.13538338243961334,
0.03815033659338951,
0.7592348456382751,
-0.7991691827774048,
0.12724612653255463,
0.3952578902244568,
0.5601189136505127,
-0.401012659072876,
0.03210001811385155,
0.13511580228805542,
-0.35237404704093933,
-0.28192564845085144,
0.5172157883644104,
0.42756786942481995,
-0.3913905620574951,
0.6815670728683472,
-0.38201090693473816,
-0.665398359298706,
-0.4831775724887848,
0.5002879500389099,
0.4802120625972748,
-0.3724631369113922,
-0.17249900102615356,
-0.27767062187194824,
0.035525523126125336,
0.09214459359645844,
-0.1336391568183899,
-0.5043979287147522,
-0.19660814106464386,
-0.04389147832989693,
0.20594675838947296,
0.19435901939868927,
-0.2739512622356415,
-0.11170973628759384,
-0.5647544860839844,
0.39364275336265564,
0.5581660270690918,
-0.8584213256835938,
-0.3722519874572754,
-0.14778394997119904,
-0.11961998790502548,
-0.7349821925163269,
-0.365313857793808,
-0.03281692788004875,
0.2848532199859619,
-0.20178915560245514,
-0.03961537778377533,
-0.2886863946914673,
-0.410247266292572,
-0.014231971465051174,
0.08366555720567703,
-0.5358480215072632,
-0.008388545364141464,
0.21371963620185852,
0.26697468757629395,
0.44266796112060547,
-0.45906898379325867,
0.15879331529140472,
0.47299063205718994,
0.5253380537033081,
-0.10505042225122452,
-0.013058502227067947,
-0.2413266897201538,
-0.5779779553413391,
0.32424625754356384,
0.7796250581741333,
0.06777473539113998,
0.22993583977222443,
-0.28375962376594543,
0.13944998383522034,
-0.42307257652282715,
0.09059872478246689,
0.39124876260757446,
-0.30813878774642944,
-0.4872575104236603,
0.08936550468206406,
0.521536111831665,
-0.3664941191673279,
0.7058032155036926,
-0.21849463880062103,
0.04866630956530571,
-0.1806187480688095,
0.37198591232299805,
-0.6447959542274475,
-0.34115439653396606,
-0.45452114939689636,
-1.0504552125930786,
-0.15265882015228271,
0.43165069818496704,
-0.49283111095428467,
0.13426928222179413,
0.07373970746994019,
-0.5799925327301025,
-0.32389041781425476,
0.0633060485124588,
0.4035976231098175,
-0.42335325479507446,
-0.16634401679039001,
-0.08251029253005981,
-0.277283251285553,
0.20785938203334808,
0.3473663926124573,
-1.061402440071106,
0.33076539635658264,
0.4418948292732239,
-0.42440953850746155,
-0.12298177182674408,
0.24445243179798126,
-0.1552562415599823,
-0.18224528431892395,
0.2426513433456421,
-1.2821176052093506,
-0.08364264667034149,
-0.3769991099834442,
0.13050903379917145,
-0.35978689789772034,
1.120621919631958,
-0.6467581987380981,
-0.5131011009216309,
0.05401274934411049,
0.6353176832199097,
0.4223315119743347,
-0.6098970770835876,
-0.30586162209510803,
0.14816415309906006,
0.2320169061422348,
-0.32140010595321655,
0.20319627225399017,
-0.026288732886314392,
0.7403156161308289,
0.4007725119590759,
0.21592213213443756,
-0.5176820158958435,
-0.11982975155115128,
0.3092512786388397,
-0.45724985003471375,
-0.011105318553745747,
-0.10027686506509781,
0.05538802593946457,
0.4239446222782135,
0.2328089028596878,
-0.049991484731435776,
-0.6689469814300537,
0.2683012783527374,
-0.17578595876693726,
0.5320980548858643,
-0.03508501127362251,
0.6478017568588257,
0.2989646792411804,
-0.4972715377807617,
0.25245201587677,
-0.6935535669326782,
-0.28908348083496094,
-0.02018650993704796,
0.17224597930908203,
-0.3399621844291687,
-0.5382687449455261,
-0.1448686420917511,
-0.04353165626525879,
0.07959571480751038,
0.12412948161363602,
0.17351092398166656,
0.170811265707016,
-0.47657060623168945,
0.16116540133953094,
0.11077432334423065,
-0.1463196873664856,
-0.8447256684303284,
-0.0759931206703186,
0.24080486595630646,
0.3893759548664093,
-0.2285122275352478,
0.2634987235069275,
-0.27297478914260864,
-0.23160320520401,
-0.25414443016052246,
0.5729725360870361,
0.3728526532649994,
-0.4043924808502197,
0.21896904706954956,
0.21363286674022675,
0.12798213958740234,
-0.02567320317029953,
0.09556679427623749,
-0.5028224587440491,
0.5105094313621521,
0.1829833686351776,
-0.29730653762817383,
0.5641686916351318,
-0.16557444632053375,
-0.08191504329442978,
0.03381923958659172,
0.07579740881919861,
0.2720072269439697,
0.6361222267150879,
0.018060432747006416,
0.32059553265571594,
0.9129574298858643,
-0.045896630734205246,
-0.7505608797073364,
0.6225395798683167,
-0.19449421763420105,
0.05900801345705986,
-0.18358832597732544,
0.9679089188575745,
0.9764906764030457,
0.23735959827899933,
-0.31745681166648865,
0.4302269220352173,
-0.03777221962809563,
0.05616140365600586,
0.4451327919960022,
-0.5295465588569641,
-0.33760181069374084,
-0.10830754041671753,
0.7760377526283264,
0.6806489825248718,
-0.20803938806056976,
0.5316256284713745,
-0.0010277946712449193,
0.30904409289360046,
0.09189842641353607,
0.2807011306285858,
0.07345054298639297,
-0.41755056381225586,
0.022150741890072823,
-0.5559427738189697,
0.22089511156082153,
-0.41114842891693115,
-0.4240397810935974,
0.19766788184642792,
0.1186736449599266,
-0.5038489103317261,
-0.33721962571144104,
0.1786866933107376,
-0.5745828747749329,
0.1097877249121666,
0.08006825298070908,
0.04547912999987602,
-0.4179282486438751,
-0.02181576006114483,
0.4793459475040436,
0.23509132862091064,
-0.19446775317192078,
0.025309745222330093,
-0.30734968185424805,
0.19936099648475647,
-0.6219626069068909,
0.3360913395881653,
-0.058596786111593246,
-0.31072962284088135,
-0.03818934038281441,
0.5941591858863831,
0.18802358210086823,
0.4636991322040558,
-0.203155979514122,
0.9913795590400696,
-0.1767192929983139,
-0.7655391693115234,
0.028203856199979782,
-0.32526901364326477,
-0.07989902049303055,
0.15992024540901184,
0.42704063653945923,
-0.0713457390666008,
0.08884907513856888,
-0.7032210826873779,
0.1729670912027359,
0.1521918922662735,
0.022224582731723785,
-0.5027620792388916,
-0.19254258275032043,
0.7136418223381042,
0.6317892670631409,
-0.04895760118961334,
-0.5517111420631409,
0.2733650207519531,
-0.2679280638694763,
0.17482024431228638,
-0.6569152474403381,
0.8658323884010315,
-0.5108055472373962,
0.28489458560943604,
-0.34068742394447327,
0.22732804715633392,
0.5820363759994507,
0.4169776737689972,
-0.4087880551815033,
0.02541237324476242,
-0.3595505356788635,
0.15216273069381714,
0.10453061759471893,
-0.8085256218910217,
-0.4375109374523163,
-0.8732265830039978,
-0.8961937427520752,
-0.0652412548661232,
0.5693764090538025,
0.14758868515491486,
0.2237592339515686,
-0.0067240106873214245,
0.07611733675003052,
0.6434150338172913,
-0.10396502166986465,
0.1254609078168869,
-0.519685685634613,
0.05390612408518791,
-0.42276731133461,
0.4463443458080292,
-0.26904717087745667,
0.984857976436615,
-0.21147947013378143,
0.05667298287153244,
0.05473845824599266,
0.011689438484609127,
0.3488771319389343,
-0.41581404209136963,
-0.5466616749763489,
0.08314870297908783,
0.30929648876190186,
0.019869770854711533,
-0.17260843515396118,
-0.48717164993286133,
-0.673502504825592,
0.4465714991092682,
0.2317541092634201,
-1.0747729539871216,
0.4135102927684784,
-0.3498386740684509,
-0.10530862212181091,
0.24074426293373108,
-0.5932525992393494,
-0.20832490921020508,
-0.3937533497810364,
-0.17039258778095245
] |
Iterated learning describes the process whereby an individual learns their behaviour by exposure to another individual's behaviour, who themselves learnt it in the same way. It can be seen as a key mechanism of cultural evolution. We review various methods for understanding how behaviour is shaped by the iterated learning process: computational agent-based simulations; mathematical modelling; and laboratory experiments in humans and non-human animals. We show how this framework has been used to explain the origins of structure in language, and argue that cultural evolution must be considered alongside biological evolution in explanations of language origins.
|
[
-0.01642356812953949,
0.01860344596207142,
-0.007373939733952284,
0.011795978993177414,
0.010818050242960453,
-0.008992933668196201,
0.008929220028221607,
-0.01711607351899147,
-0.014385854825377464,
0.026770152151584625,
-0.0031263006385415792,
0.010097729042172432,
-0.0005003705155104399,
0.011902478523552418,
0.019349902868270874,
0.014740982092916965,
0.01245963666588068,
0.01363960187882185,
0.0046731214970350266,
-0.02112436294555664,
-0.013678046874701977,
0.014970832504332066,
0.009703454561531544,
-0.001689643831923604,
0.014648783951997757,
0.03308454528450966,
-0.006265896838158369,
-0.013508478179574013,
0.028569968417286873,
-0.027375956997275352,
-0.0317700132727623,
0.009509031660854816,
-0.02467907778918743,
0.03345448896288872,
0.0018204812658950686,
0.002152089262381196,
-0.003961723297834396,
0.024073274806141853,
0.01412277016788721,
-0.003623625263571739,
0.024307196959853172,
-0.008252343162894249,
0.00590425543487072,
-0.01970798335969448,
-0.006547121796756983,
-0.017286907881498337,
0.0027214265428483486,
-0.0016489616828039289,
-0.02754031866788864,
0.004109635949134827,
-0.019188622012734413,
-0.020722774788737297,
-0.004432084038853645,
0.007169147953391075,
-0.005666735582053661,
-0.00897172186523676,
0.01950392872095108,
-0.016016418114304543,
-0.000011028289918613154,
0.0008491621119901538,
-0.027514465153217316,
0.014432784169912338,
-0.004583671689033508,
-0.04024796560406685,
-0.029815539717674255,
-0.0666862204670906,
-0.020742299035191536,
0.0315009206533432,
0.011532365344464779,
0.021188152953982353,
-0.015419415198266506,
0.006589049473404884,
-0.0118184769526124,
0.03541808947920799,
0.02856832556426525,
0.03427689149975777,
-0.001802956685423851,
-0.01064304169267416,
0.021440628916025162,
-0.028186775743961334,
-0.013212847523391247,
0.00043049381929449737,
0.02485869638621807,
0.024556776508688927,
-0.02107996679842472,
0.013161757960915565,
0.008159165270626545,
0.0024842519778758287,
0.03254074230790138,
0.010566744022071362,
0.012539209797978401,
0.012108336202800274,
0.014122354798018932,
0.029864437878131866,
-0.046959541738033295,
-0.016559148207306862,
0.008516144007444382,
-0.022873012349009514,
-0.008229433558881283,
0.02228834293782711,
-0.01573936641216278,
0.028158999979496002,
0.024066125974059105,
-0.013210296630859375,
0.028400586917996407,
0.015719842165708542,
0.0009285135311074555,
0.010229712352156639,
0.019761230796575546,
0.0033365178387612104,
0.016976920887827873,
-0.014231020584702492,
-0.01095034833997488,
0.015866529196500778,
0.008915797807276249,
-0.051939863711595535,
0.0016412728000432253,
0.023812133818864822,
0.008154914714396,
0.005784980487078428,
0.009441097266972065,
-0.02953164093196392,
0.00388549966737628,
-0.005937458947300911,
0.010135947726666927,
0.011661556549370289,
-0.021253062412142754,
0.01083691231906414,
0.0049926843494176865,
0.017082802951335907,
-0.009479227475821972,
-0.0014882745454087853,
0.04127233847975731,
-0.02928849495947361,
0.013014056719839573,
-0.006614386569708586,
-0.006053128279745579,
0.0038449375424534082,
0.006364605855196714,
-0.004784707445651293,
-0.0006124129286035895,
0.0027090474031865597,
0.006283612921833992,
0.008068584837019444,
0.0204311553388834,
-0.01093875803053379,
-0.004973360802978277,
0.015577639453113079,
-0.00003392553480807692,
-0.005227650981396437,
-0.0055118403397500515,
-0.002887879963964224,
-0.013456027954816818,
-0.005727653857320547,
-0.024164188653230667,
-0.006136816926300526,
-0.006384433712810278,
-0.0190828125923872,
-0.0036158522125333548,
-0.016951775178313255,
0.015698326751589775,
0.003928028047084808,
0.014530031010508537,
0.005201178137212992,
-0.00907872337847948,
-0.0034403596073389053,
0.004973097704350948,
0.002951404545456171,
-0.029723895713686943,
0.004044095054268837,
-0.013829542323946953,
0.03676192834973335,
0.020506180822849274,
0.009324285201728344,
0.0006316261133179069,
0.006417613010853529,
0.006479156203567982,
0.008458715863525867,
-0.010664308443665504,
0.06703663617372513,
0.0057549611665308475,
-0.010393176227807999,
-0.008420064114034176,
0.02848716452717781,
-0.010999157093465328,
0.005933335982263088,
0.02472720853984356,
-0.00016844728088472039,
0.02111656777560711,
-0.014437160454690456,
-0.026867559179663658,
-0.006283906754106283,
0.0016814169939607382,
-0.015115275979042053,
-0.02145565114915371,
0.0041620489209890366,
0.009612154215574265,
-0.011837564408779144,
-0.0075578573159873486,
-0.021104130893945694,
0.008205097168684006,
0.013425331562757492,
-0.007220777682960033,
0.02346709556877613,
-0.040497053414583206,
-0.00021122694306541234,
0.027178557589650154,
-0.0018969549564644694,
-0.0022027199156582355,
0.010030735284090042,
0.021826595067977905,
-0.02653367631137371,
-0.0034032172989100218,
-0.01859944313764572,
0.019160250201821327,
-0.0022001180332154036,
0.010929504409432411,
0.009909318760037422,
0.017220748588442802,
-0.012481889687478542,
0.00039306579856202006,
-0.00010109138383995742,
0.02702183648943901,
0.006918861530721188,
0.011017734184861183,
0.0032890159636735916,
-0.010153699666261673,
0.013843908905982971,
-0.015314626507461071,
-0.014006192795932293,
-0.002523984992876649,
0.004210126120597124,
-0.007499363273382187,
0.022094890475273132,
-0.0006096130819059908,
0.00741979107260704,
0.0056725433096289635,
0.009083731099963188,
0.028260113671422005,
-0.00560346432030201,
-0.028133107349276543,
-0.04361250251531601,
0.009131132625043392,
-0.029177287593483925,
-0.02052326872944832,
-0.018866010010242462,
0.005867569707334042,
-0.020806903019547462,
-0.013296270743012428,
-0.006806737743318081,
0.004641165025532246,
0.01782025583088398,
-0.03960634022951126,
-0.024847058579325676,
0.017113182693719864,
-0.010984513908624649,
-0.010770581662654877,
-0.039535798132419586,
0.02434762753546238,
0.02631561830639839,
0.003710896475240588,
0.0069869221188127995,
-0.016288740560412407,
-0.017115727066993713,
-0.021471010521054268,
0.030424542725086212,
0.0010929990094155073,
0.011036483570933342,
0.0017750868573784828,
0.03275987133383751,
0.0032958234660327435,
-0.012716846540570259,
0.004150773398578167,
-0.08149793744087219,
-0.005274925380945206,
-0.015407172031700611,
0.008128846995532513,
0.011407735757529736,
-0.0041903420351445675,
0.03312103450298309,
0.00815743487328291,
-0.010949227027595043,
-0.009654965251684189,
0.017565222457051277,
0.021958956494927406,
-0.012518375180661678,
0.01499480102211237,
0.0024762554094195366,
-0.013722498901188374,
0.01917973719537258,
-0.017048360779881477,
-0.01601957529783249,
0.010791161097586155,
-0.01322943065315485,
-0.006822969764471054,
-0.006521481554955244,
-0.005608972627669573,
-0.011080282740294933,
0.0049476767890155315,
0.03559811785817146,
0.0062366146594285965,
-0.020345749333500862,
0.0043003130704164505,
0.001110715907998383,
-0.027733493596315384,
-0.0005935559165664017,
-0.01699121855199337,
0.015537818893790245,
-0.03083714470267296,
-0.00984917487949133,
-0.004338697995990515,
-0.016618404537439346,
0.017268363386392593,
0.023722853511571884,
0.001559272757731378,
-0.016085145995020866,
-0.005530760623514652,
0.014426994137465954,
0.010143381543457508,
-0.006984307896345854,
0.004765544086694717,
0.014965981245040894,
0.006286507938057184,
0.00011745691153919324,
-0.00046462725731544197,
0.006802983582019806,
0.006556754466146231,
-0.009485743008553982,
-0.0070611219853162766,
-0.015496114268898964,
0.005776556208729744,
-0.007847967557609081,
-0.0003341919800732285,
-0.019223827868700027,
-0.010644042864441872,
-0.004409473855048418,
0.005836724769324064,
0.02736583724617958,
0.023555301129817963,
0.014014137908816338,
0.022232063114643097,
0.01133238896727562,
0.011820598505437374,
0.004140382632613182,
-0.00004818177330889739,
-0.01855260320007801,
-0.003411425044760108,
0.027830973267555237,
-0.011967042461037636,
-0.013422365300357342,
0.0008079730323515832,
0.036688368767499924,
-0.025907596573233604,
-0.003602194832637906,
0.007498568389564753,
0.005800454877316952,
-0.0024456202518194914,
-0.011348016560077667,
0.007029547821730375,
0.0028229188174009323,
0.017029592767357826,
0.006813194137066603,
-0.009991716593503952,
-0.008058352395892143,
-0.009610430337488651,
-0.0027318010106682777,
0.006854950450360775,
-0.028539806604385376,
-0.05938981473445892,
-0.012548000551760197,
-0.01824129745364189,
0.003240046324208379,
0.009250769391655922,
-0.014401307329535484,
0.005927557125687599,
0.012160053476691246,
-0.018268221989274025,
-0.015435947105288506,
0.01220640167593956,
0.007198167033493519,
0.010087833739817142,
0.007406527642160654,
-0.0018766379216685891,
0.009306863881647587,
0.011387546546757221,
-0.009042510762810707,
0.017976703122258186,
0.009152013808488846,
0.006855715531855822,
-0.00600802805274725,
0.005397821310907602,
0.07202610373497009,
0.010247386991977692,
0.00339139299467206,
-0.022560495883226395,
-0.013270833529531956,
-0.000926628359593451,
-0.0064312247559428215,
-0.0025678053498268127,
0.007490544579923153,
0.00090776541037485,
0.012475763447582722,
-0.013308166526257992,
-0.04271470382809639,
0.015882473438978195,
-0.010156715288758278,
-0.009946676902472973,
0.01970805786550045,
0.01524748932570219,
0.017698101699352264,
-0.008883615955710411,
0.017652373760938644,
0.017159152776002884,
0.0011508825700730085,
-0.012861701659858227,
0.005652192980051041,
-0.018196601420640945,
0.023342346772551537,
-0.014253434725105762,
0.0013623125851154327,
0.0007042955257929862,
-0.008805796504020691,
-0.007575806230306625,
-0.002431181725114584,
-0.00658500287681818,
-0.003469487652182579,
0.015225771814584732,
0.015318207442760468,
-0.012582717463374138,
0.0064931223168969154,
0.0070050545036792755,
0.009914636611938477,
-0.012942986562848091,
-0.009796497412025928,
0.027775952592492104,
-0.02783755213022232,
0.001801775419153273,
0.01629103161394596,
-0.0006378941470757127,
-0.014201467856764793,
0.011395471170544624,
-0.018750999122858047,
0.02573351375758648,
0.006983608473092318,
0.0070911492221057415,
0.00979986134916544,
0.0035461036022752523,
0.007387305144220591,
-0.004868238233029842,
-0.005739961285144091,
-0.007551594637334347,
-0.03075253777205944,
-0.03426898643374443,
-0.015197977423667908,
-0.03158798813819885,
-0.014757453463971615,
-0.033067550510168076,
0.00010567009303485975,
-0.014771714806556702,
0.02684955485165119,
-0.012534931302070618,
0.030624980106949806,
0.002801018301397562,
-0.008761640638113022,
0.0020286107901483774,
-0.00482757855206728,
0.005983874201774597,
-0.015493186190724373,
0.006462251767516136,
0.0016596030909568071,
0.0247623510658741,
0.014284791424870491,
-0.0010657740058377385,
-0.024154454469680786,
-0.009558449499309063,
-0.008784146048128605,
-0.01649024523794651,
0.006913263350725174,
-0.07439687848091125,
0.013543364591896534,
0.009222391061484814,
-0.008328204974532127,
0.0003069181402679533,
0.02754398062825203,
-0.010078812018036842,
0.004273169208317995,
0.027862073853611946,
-0.00904906913638115,
-0.011941974982619286,
0.016204731538891792,
-0.01962401531636715,
0.01617424376308918,
0.010660232976078987,
-0.015424921177327633,
-0.0250965878367424,
0.008823556825518608,
-0.006324964575469494,
-0.0016463956562802196,
-0.00327808759175241,
-0.015993250533938408,
0.009730151854455471,
0.014622866176068783,
-0.0050133890472352505,
-0.0807953029870987,
0.0156826414167881,
-0.017298871651291847,
0.004617572762072086,
-0.010804391466081142,
0.029932312667369843,
0.014339882880449295,
0.0026380657218396664,
0.015818243846297264,
-0.01819048635661602,
-0.0068476274609565735,
-0.0038793059065937996,
-0.003049821825698018,
0.014711631461977959,
0.014911893755197525,
-0.0011778228217735887,
0.004543346352875233,
-0.03745874762535095,
-0.02161375805735588,
-0.01680314727127552,
0.03646528720855713,
-0.01425455417484045,
-0.011617886833846569,
0.0026997695676982403,
-0.011195875704288483,
-0.005659686867147684,
-0.011444377712905407,
0.01005331426858902,
-0.004011439625173807,
0.0010986800771206617,
0.0012865772005170584,
-0.005128145217895508,
0.012257657945156097,
-0.033821213990449905,
-0.003511662594974041,
0.0005592083907686174,
-0.01777852512896061,
0.01124563254415989,
0.011180875822901726,
-0.01817496120929718,
-0.011750342324376106,
-0.029566409066319466,
0.00995419081300497,
0.006574366707354784,
-0.024483516812324524,
-0.026337340474128723,
0.0012415247038006783,
-0.0010975421173498034,
0.010805602185428143,
-0.0077697294764220715,
0.005653435364365578,
0.010772028006613255,
0.04780837148427963,
-0.009257650934159756,
-0.01076939981430769,
0.016676906496286392,
-0.001557013252750039,
0.014429247006773949,
-0.007142059504985809,
0.01393090095371008,
-0.008921059779822826,
0.016247587278485298,
-0.02700498141348362,
0.07189152389764786,
-0.005054215434938669,
0.013419284485280514,
-0.005782854277640581,
-0.0037936114240437746,
-0.008028129115700722,
-0.014767698012292385,
-0.032446298748254776,
-0.001480821636505425,
-0.03234833851456642,
0.00967298075556755,
-0.005632817279547453,
0.0004204177821520716,
0.008022131398320198,
0.018444078043103218,
0.005683422088623047,
-0.007978271692991257,
0.0005680453614331782,
-0.00052925682393834,
0.01225425023585558,
-0.03012658841907978,
0.00479712150990963,
-0.0026405935641378164,
0.0012202472425997257,
-0.002005960326641798,
0.0065773562528193,
-0.02575765550136566,
-0.011561308056116104,
0.014674253761768341,
0.008565688505768776,
-0.022247131913900375,
0.0027100620791316032,
-0.006212060805410147,
0.0021615552250295877,
0.022504640743136406,
0.01064743660390377,
0.011649620719254017,
-0.004832277074456215,
-0.01794612780213356,
-0.011636405251920223,
0.0016255053924396634,
0.022894838824868202,
0.01210748590528965,
0.0023911786265671253,
0.012236728332936764,
-0.0012930097291246057,
0.0241292305290699,
-0.009591447189450264,
0.0183886531740427,
0.025904744863510132,
-0.001117295236326754,
-0.006474586669355631,
0.0029310465324670076,
0.016701171174645424,
-0.001374520594254136,
-0.0045353323221206665,
-0.015073459595441818,
0.010310356505215168,
-0.0055669210851192474,
-0.034887660294771194,
-0.009980452246963978,
-0.019973773509263992,
-0.004779971204698086,
-0.01064907293766737,
0.004962333478033543,
-0.0014794454909861088,
0.0027549404185265303,
-0.017067138105630875,
-0.020936070010066032,
0.015836894512176514,
0.023006528615951538,
-0.02274133451282978,
0.00215690559707582,
0.002607302740216255,
0.029351871460676193,
0.0073083569295704365,
0.011063861660659313,
0.004438124597072601,
0.008188306353986263,
0.0011812953744083643,
-0.021218273788690567,
0.0013047934044152498,
0.009367858059704304,
0.0007612705230712891,
0.01776653714478016,
-0.0070479270070791245,
-0.002234458224847913,
0.024624615907669067,
-0.0005262429476715624,
0.004899917636066675,
-0.00537110585719347,
0.006277656648308039,
0.006964200176298618,
-0.01625865325331688,
0.00967762153595686,
0.03512239083647728,
0.002051421208307147,
0.0032022781670093536,
-0.007148595992475748,
0.0036884851288050413,
-0.009200847707688808,
0.01921529322862625,
-0.010390098206698895,
0.03312500938773155,
-0.0056413705460727215,
-0.011888052336871624,
-0.007684148382395506,
-0.0017434568144381046,
-0.014458284713327885,
-0.037154264748096466,
0.009795820340514183,
0.01045973040163517,
0.0009610250126570463,
-0.008021011017262936,
-0.024707961827516556,
-0.0052553825080394745,
-0.004694656003266573,
-0.014649022370576859,
0.023886874318122864,
-0.004375830292701721,
-0.027937809005379677,
0.007487691938877106,
-0.004226437769830227,
0.02538081631064415,
0.014995578676462173,
-0.005709083750844002,
-0.009442546404898167,
0.019546374678611755,
0.007342505268752575,
0.009764822199940681,
0.014200075529515743,
0.017849309369921684,
-0.0014288186794146895,
0.02315239980816841,
0.01237340085208416,
-0.012183322571218014,
0.011505882255733013,
0.00750355888158083,
-0.006556280422955751,
0.021813208237290382,
0.008274642750620842,
-0.023686671629548073,
0.0046196249313652515,
-0.017354832962155342,
0.008130213245749474,
-0.019483381882309914,
0.030433356761932373,
0.011791465803980827,
0.014161723665893078,
0.01615547388792038,
0.023422706872224808,
0.02110152319073677,
-0.001019577495753765,
-0.006406348664313555,
0.012338700704276562,
0.01784103363752365,
0.014015202410519123,
0.012641058303415775,
-0.010288722813129425,
0.020790891721844673,
-0.008283029310405254,
-0.008691350929439068,
-0.016153529286384583,
0.014612037688493729,
0.02389947511255741,
0.01765967160463333,
-0.011080767028033733,
0.03068232350051403,
-0.020925438031554222,
0.01720709726214409,
0.025238921865820885,
-0.014597747474908829,
-0.03157918155193329,
-0.010303876362740993,
0.0029195761308073997,
-0.028052857145667076,
0.00750821502879262,
0.0343652069568634,
0.00107513926923275,
0.003199780359864235,
0.018350593745708466,
-0.012217638082802296,
-0.002919538412243128,
-0.006762485485523939,
-0.011412665247917175,
-0.005888038314878941,
-0.010667571797966957,
0.003871086984872818,
-0.007776001933962107,
-0.001930281170643866,
-0.009519295766949654,
0.013833683915436268,
-0.008933109231293201,
0.019621720537543297,
-0.003568520536646247,
-0.03234594687819481,
-0.012290277518332005,
-0.024821434170007706,
-0.00213964213617146,
-0.005539263132959604,
0.017925258725881577,
-0.002733162371441722
] |
[
0.2149866372346878,
-0.19511842727661133,
-0.07892131805419922,
0.010125425644218922,
-0.027773026376962662,
0.40221479535102844,
0.17804740369319916,
0.19660046696662903,
0.022561360150575638,
-0.6130438446998596,
-0.06534519791603088,
0.4163762032985687,
0.0858178436756134,
0.05939781665802002,
-0.26752281188964844,
0.20515862107276917,
0.3943081796169281,
-0.18059766292572021,
0.009208722040057182,
-0.27442869544029236,
-0.5190426111221313,
0.31021198630332947,
0.13529829680919647,
0.3273163437843323,
0.5885119438171387,
0.0252725537866354,
0.5237019658088684,
-0.00825066864490509,
-0.2270563542842865,
-0.6208113431930542,
0.08992307633161545,
0.21923303604125977,
-0.18425312638282776,
-0.10685639828443527,
-0.3711474537849426,
-0.13939376175403595,
-0.5892575979232788,
-0.42286497354507446,
-0.16798286139965057,
-0.96953946352005,
-0.055757831782102585,
0.5554763078689575,
-0.23949696123600006,
0.24604955315589905,
-0.4072574973106384,
-0.4557937681674957,
-1.7177925109863281,
0.1452953815460205,
-0.39056339859962463,
-0.018463796004652977,
-0.5054803490638733,
0.073512502014637,
0.8147186636924744,
0.1283073127269745,
0.008709585294127464,
0.3319541811943054,
-0.41878557205200195,
-0.26257622241973877,
0.17272627353668213,
-0.4483562707901001,
0.3612409234046936,
0.44814902544021606,
-0.211781308054924,
0.1824500560760498,
-0.046034496277570724,
0.04046863317489624,
0.005057155154645443,
0.032735712826251984,
-0.34471994638442993,
-0.49466532468795776,
-0.26648780703544617,
-0.5098158121109009,
-0.4090462625026703,
0.4819447696208954,
-0.6448919773101807,
-0.21266038715839386,
-0.06912995874881744,
-0.06542348861694336,
0.1960197538137436,
-0.23173312842845917,
-0.40897950530052185,
0.4646373689174652,
0.36292386054992676,
-0.6805520057678223,
0.9117874503135681,
0.38333505392074585,
-0.1565297544002533,
0.5674729347229004,
-0.3942146599292755,
-0.19678233563899994,
-0.4794906675815582,
-0.42312783002853394,
0.03943368047475815,
0.5892818570137024,
0.4840325713157654,
0.054669056087732315,
0.304236501455307,
0.05522780120372772,
0.2685220241546631,
0.36155351996421814,
-0.10880526900291443,
-0.11499680578708649,
0.29148152470588684,
-0.08323587477207184,
-0.07058154791593552,
-0.3597423732280731,
-0.20298261940479279,
-0.9361125230789185,
-0.44496357440948486,
0.09885729849338531,
-0.8990915417671204,
0.24888139963150024,
-0.35089603066444397,
-0.10682443529367447,
-0.11952652037143707,
-0.35696330666542053,
-0.05693758651614189,
0.4372531473636627,
-0.38814833760261536,
0.4313960671424866,
-0.18464763462543488,
0.7057282328605652,
0.23910097777843475,
0.47456082701683044,
0.02509135566651821,
0.019519343972206116,
0.24072320759296417,
0.4169365465641022,
-0.5809323191642761,
-0.2758427560329437,
0.6907923817634583,
0.5942678451538086,
0.19936728477478027,
0.2540454566478729,
-0.3884029686450958,
0.15403616428375244,
0.6318529844284058,
0.16062010824680328,
-0.2572217881679535,
0.16345590353012085,
-0.4628441035747528,
-0.5374653339385986,
0.030549397692084312,
-0.26049062609672546,
-0.09712998569011688,
-0.4662739634513855,
-0.10948646813631058,
-0.01891486719250679,
-0.19562990963459015,
0.13948649168014526,
0.1470792144536972,
0.013120277784764767,
-0.3286892771720886,
-0.18817618489265442,
-0.09399580955505371,
0.5053340792655945,
-0.43665793538093567,
-0.2610854208469391,
-0.3596539795398712,
0.14871253073215485,
0.19949652254581451,
0.12836997210979462,
-0.24474139511585236,
-0.3828728497028351,
0.4148571789264679,
-0.665337324142456,
-0.4697321057319641,
0.29699504375457764,
0.09002185612916946,
-0.1085430234670639,
-0.10843639820814133,
-0.16443808376789093,
0.13855178654193878,
-0.7176332473754883,
-0.1903880536556244,
-0.08830541372299194,
-0.22346217930316925,
0.22881339490413666,
0.552653968334198,
-0.046587493270635605,
-0.6214251518249512,
0.13834825158119202,
0.1478322446346283,
-0.4368913769721985,
-0.19447021186351776,
-0.02086092345416546,
0.19663606584072113,
-0.6825046539306641,
-0.21421052515506744,
0.3635592460632324,
-0.595185399055481,
-0.12182911485433578,
0.4372798800468445,
-1.0784645080566406,
1.2279587984085083,
-0.23693911731243134,
-0.37753814458847046,
1.1093177795410156,
-0.07458291947841644,
-0.19309964776039124,
-0.08718938380479813,
-0.32633891701698303,
-0.22088050842285156,
-0.343178927898407,
-0.030002813786268234,
-0.20058129727840424,
-0.046079590916633606,
-0.02239859290421009,
-0.027484366670250893,
-0.05299551784992218,
0.13702383637428284,
0.2118416577577591,
0.14747372269630432,
-0.20462599396705627,
0.20527386665344238,
0.25816112756729126,
-0.10046497732400894,
0.39919787645339966,
0.05839233100414276,
-0.3544518053531647,
0.6614100337028503,
-0.436919242143631,
0.4603836238384247,
0.20386704802513123,
0.31443583965301514,
0.4877946674823761,
0.36078277230262756,
0.6886942982673645,
1.153899073600769,
-0.5270354747772217,
0.0036532836966216564,
0.1273769587278366,
0.4611257016658783,
-0.5794374942779541,
0.09126519411802292,
0.09390737116336823,
-0.0664312094449997,
-0.57844078540802,
0.15410339832305908,
-0.22475185990333557,
-0.00042335246689617634,
0.1535416692495346,
-0.46651336550712585,
0.2682107090950012,
0.21849201619625092,
-0.017331259325146675,
-0.46398964524269104,
0.5718203186988831,
-0.880338728427887,
0.049573518335819244,
0.4034360945224762,
0.7544366717338562,
0.17864879965782166,
-0.42435958981513977,
-0.46775123476982117,
-0.2348935604095459,
-0.8396148681640625,
-0.47182008624076843,
0.24320529401302338,
0.2384411245584488,
0.20963655412197113,
-0.01211179792881012,
-0.1924642026424408,
0.3179432451725006,
0.06010885536670685,
-0.359215646982193,
-0.6807088255882263,
-0.3585765063762665,
0.440921813249588,
0.5038093328475952,
0.7621901631355286,
-0.30518871545791626,
-0.306595116853714,
0.3658258020877838,
-0.11234644055366516,
-0.4084220826625824,
0.18211780488491058,
-0.03010820969939232,
-0.17569273710250854,
-0.7004060745239258,
-0.8031364679336548,
0.6251039505004883,
0.20862916111946106,
-0.3495389521121979,
-0.11253784596920013,
-0.43054428696632385,
-0.24431951344013214,
-0.21498209238052368,
-0.18850678205490112,
-0.3009296655654907,
0.12279744446277618,
0.5260916948318481,
-0.3597467541694641,
-0.3516998589038849,
0.8902880549430847,
0.5845522880554199,
-0.29267609119415283,
0.5292393565177917,
0.6254993677139282,
0.0008299278561025858,
0.12160226702690125,
0.31730490922927856,
-0.17249292135238647,
-0.016604069620370865,
0.30458971858024597,
-0.19505222141742706,
-0.16848991811275482,
0.23413509130477905,
-5.888706684112549,
-0.26563164591789246,
-0.18370899558067322,
-0.06158763915300369,
0.23234562575817108,
-0.22575253248214722,
0.9804939031600952,
-0.10179160535335541,
-0.254121333360672,
0.26995378732681274,
-0.13560810685157776,
0.11292091012001038,
0.027655696496367455,
0.7290896773338318,
-0.05033927410840988,
0.12566640973091125,
0.199069082736969,
-0.08127927035093307,
-0.0789247527718544,
0.7394863963127136,
-0.04826720431447029,
-0.07885193824768066,
-0.2587974965572357,
0.8828780651092529,
-0.2426552176475525,
-0.46266812086105347,
-0.5988814830780029,
0.1399884968996048,
-0.05776328966021538,
0.10819130390882492,
-0.022038806229829788,
-0.42715394496917725,
0.030786974355578423,
-0.18578752875328064,
0.5218528509140015,
0.3677874505519867,
0.41746118664741516,
0.22412623465061188,
0.2937866747379303,
-0.47486063838005066,
-0.11702348291873932,
0.6098114252090454,
0.1788218468427658,
-0.3292124271392822,
-0.06683368235826492,
0.20803721249103546,
-0.1688835322856903,
-0.17226895689964294,
-0.3062496483325958,
0.8332270383834839,
-0.26604920625686646,
0.002998865209519863,
0.45676127076148987,
0.19125644862651825,
0.41455647349357605,
-0.5452373623847961,
0.21300077438354492,
-0.28754922747612,
-0.22375892102718353,
0.3843613564968109,
0.0006615710444748402,
-0.31939753890037537,
-0.4098360240459442,
-1.0928972959518433,
-0.03461383283138275,
-0.009846908040344715,
-1.0122872591018677,
-0.4015962779521942,
0.22118616104125977,
0.2926502227783203,
-0.53642338514328,
-0.24280710518360138,
0.3632487654685974,
-0.6447670459747314,
0.5781267285346985,
-0.13935711979866028,
-0.13863176107406616,
-0.013220899738371372,
0.4867042303085327,
0.22679784893989563,
0.1097235232591629,
-0.5206045508384705,
-0.13463538885116577,
-0.43128594756126404,
0.07427795976400375,
-0.43507808446884155,
0.01890484243631363,
-0.1968778371810913,
-0.37563374638557434,
0.25327274203300476,
0.6030972599983215,
-0.031679488718509674,
-0.2613563537597656,
0.3910289704799652,
0.1800636649131775,
0.41025012731552124,
-0.036971185356378555,
0.47139471769332886,
0.44082409143447876,
-0.3911776840686798,
0.5137978792190552,
-0.38797909021377563,
-0.2662178874015808,
-0.17679151892662048,
0.4412558674812317,
0.24187485873699188,
-0.48718488216400146,
-0.31764933466911316,
1.1621603965759277,
-0.5798619389533997,
-0.0449276901781559,
0.25253963470458984,
-0.7341846823692322,
-0.07806733250617981,
-0.08156987279653549,
0.09480278939008713,
-0.2706812024116516,
-0.10278580337762833,
0.6455004215240479,
-0.3753308355808258,
0.30719608068466187,
0.1909833699464798,
-0.8046055436134338,
0.4823122024536133,
-0.18204982578754425,
-0.3996943235397339,
0.29100778698921204,
0.5089887976646423,
-0.4337286949157715,
0.0035575234796851873,
0.27255919575691223,
-0.4697246849536896,
-0.5289847254753113,
0.057346899062395096,
0.28839311003685,
-0.15000899136066437,
0.2203417420387268,
0.2552052140235901,
-0.12354081869125366,
-0.4551776647567749,
0.37991297245025635,
-0.34792256355285645,
0.5529734492301941,
-0.3823484480381012,
0.5355843305587769,
-0.09168440848588943,
-0.21675843000411987,
-0.09445630759000778,
-0.6787607669830322,
0.04784482717514038,
0.23902089893817902,
-0.002537111286073923,
-0.37297526001930237,
0.6627529859542847,
-0.06897150725126266,
-0.13782718777656555,
-0.11012902855873108,
0.007186497561633587,
0.7500269412994385,
-0.3213299810886383,
0.6644346714019775,
-0.3491229712963104,
-0.6964260339736938,
0.07154253870248795,
0.14108698070049286,
0.5634491443634033,
-0.529590904712677,
-0.18776340782642365,
0.27479445934295654,
0.1765185296535492,
-0.10442684590816498,
-0.5416703224182129,
-0.49638453125953674,
-0.327871710062027,
0.020141994580626488,
-0.3309841454029083,
0.07524130493402481,
-0.037416450679302216,
0.022767771035432816,
-0.14313367009162903,
0.03277357295155525,
-0.42630353569984436,
-0.3117079436779022,
0.1559542417526245,
0.05086361616849899,
-0.13285797834396362,
0.21591387689113617,
0.22573769092559814,
-0.5536919832229614,
-0.8196291327476501,
0.32195353507995605,
0.49076858162879944,
0.46162956953048706,
0.08897215127944946,
-0.06723721325397491,
-0.42207926511764526,
-0.016559643670916557,
-0.20194582641124725,
0.19448915123939514,
-0.3891514241695404,
0.206424281001091,
0.5189156532287598,
-0.01288906391710043,
0.2634409964084625,
0.29295074939727783,
-0.5230868458747864,
-0.02870563603937626,
-0.15097741782665253,
-0.16756831109523773,
-0.012720492668449879,
-0.4021381139755249,
-0.8443661332130432,
-0.5044401288032532,
0.2440679967403412,
-0.047430913895368576,
-0.30927935242652893,
0.3437306880950928,
-0.27402642369270325,
-0.05631186440587044,
0.8845093250274658,
0.3586525022983551,
0.014261885546147823,
-0.8782064318656921,
0.0797516480088234,
-0.41321685910224915,
-0.12208575010299683,
0.28403472900390625,
-0.5377562046051025,
0.12438096851110458,
0.1623460352420807,
0.40402281284332275,
0.24421288073062897,
0.5773020386695862,
0.39281928539276123,
-0.23025451600551605,
-0.32200053334236145,
-0.3742111921310425,
0.6518410444259644,
0.14688372611999512,
-0.13520462810993195,
0.45750802755355835,
0.7755823731422424,
-0.1145089864730835,
0.10979975759983063,
0.10397014021873474,
0.5580535531044006,
0.16915859282016754,
-0.05804147943854332,
-0.7870867252349854,
-0.2095143049955368,
0.31456804275512695,
0.09877980500459671,
0.1393546313047409,
0.3303680121898651,
0.6385362148284912,
-0.23703698813915253,
-0.1722862273454666,
-0.3718831539154053,
0.191696435213089,
0.2550337314605713,
0.31050243973731995,
-0.09699352830648422,
-0.32606542110443115,
-0.24535711109638214,
0.501490592956543,
0.26339709758758545,
-0.13383005559444427,
-0.10903848707675934,
-0.14295844733715057,
-0.4717550575733185,
0.22606220841407776,
-0.16329984366893768,
-0.06082168594002724,
0.6000471115112305,
0.7378305792808533,
-0.2866972088813782,
-0.07665704190731049,
-0.1454230546951294,
-0.1859542578458786,
-0.310323566198349,
0.34911635518074036,
-0.4097321927547455,
0.05993635579943657,
-0.514912486076355,
0.12950965762138367,
-0.08090193569660187,
0.3297364413738251,
-0.6893062591552734,
-0.12452429533004761,
-0.5071855187416077,
-0.28001827001571655,
0.28811946511268616,
-0.08163195103406906,
0.3750346601009369,
-0.4209342300891876,
0.12966986000537872,
-0.003959659021347761,
-0.0890842080116272,
0.23240254819393158,
0.19369518756866455,
0.004793774802237749,
0.6796495318412781,
0.569754958152771,
-0.2976614236831665,
0.27766263484954834,
0.5025755763053894,
0.29310378432273865,
-0.19734302163124084,
0.04503164812922478,
0.20396074652671814,
0.40366387367248535,
-0.06460916250944138,
0.3553374111652374,
0.02573486976325512,
-0.28013691306114197,
0.23133093118667603,
0.45240890979766846,
-0.36248016357421875,
0.6775828003883362,
0.47031906247138977,
0.03131304308772087,
0.18520504236221313,
0.9151976704597473,
-0.24165590107440948,
0.15180286765098572,
0.37267088890075684,
-0.08559887111186981,
0.028393788263201714,
-0.1976729780435562,
0.3195500075817108,
0.5734100937843323,
0.8048681020736694,
0.0569455660879612,
0.7142095565795898,
0.49940991401672363,
-0.0017942686099559069,
0.4033360779285431,
0.018107393756508827,
-0.03638520836830139,
0.38845765590667725,
0.5078069567680359,
0.010206381790339947,
-0.13761645555496216,
0.1688871681690216,
-0.05230958014726639,
0.35092514753341675,
0.5519771575927734,
0.663478434085846,
-0.4544079005718231,
0.4599342942237854,
0.48806673288345337,
-0.20977650582790375,
0.41848450899124146,
-0.3373684585094452,
-0.2147655338048935,
-0.1513127237558365,
0.7486653327941895,
0.0380554236471653,
-0.710693895816803,
0.5147802233695984,
0.2419658750295639,
0.5517410039901733,
0.30493488907814026,
-0.7075945734977722,
-0.07045356184244156,
0.13613444566726685,
0.4846653938293457,
-0.2497301697731018,
0.43026360869407654,
0.5570939183235168,
0.12091808766126633,
-0.026207491755485535,
-0.2401343137025833,
-0.013828686438500881,
0.05706200376152992,
-0.6223188042640686,
0.40418291091918945,
0.09084771573543549,
0.2414189577102661,
0.42689716815948486,
-0.0008323580259457231,
0.03539391979575157,
-0.31130698323249817,
-0.22457697987556458,
0.09638181328773499,
-0.06039263680577278,
-0.23830002546310425,
0.288664847612381,
-0.8468209505081177,
0.20430706441402435,
-0.33281898498535156,
-0.8671022653579712,
0.04354521632194519,
0.27778199315071106,
-0.4562854766845703,
0.020213108509778976,
-0.2685728073120117,
0.6207976341247559,
0.263838529586792,
-0.06828799098730087,
-0.1463155746459961,
0.5365048050880432,
-0.5385486483573914,
0.026618806645274162,
-0.20792023837566376,
0.31798994541168213,
-1.1506547927856445,
-0.26958179473876953,
-0.38253626227378845,
0.0754004567861557,
0.9108603596687317,
-0.08833719044923782,
-0.13697384297847748,
-0.2810109555721283,
0.28374961018562317,
0.4250384271144867,
-0.14122802019119263,
0.006159165408462286,
-0.07232794165611267,
0.14078055322170258,
0.21585781872272491,
0.14369221031665802,
0.5916951894760132,
-0.4343632459640503,
-0.21770650148391724,
0.19006341695785522,
0.23465164005756378,
0.6228710412979126,
-0.819171667098999,
-0.007000235375016928,
0.024733010679483414,
-0.48997533321380615,
-0.4190981090068817,
0.64429771900177,
-0.5177057981491089,
-0.45226573944091797,
-0.09067457169294357,
0.16323837637901306,
0.37479275465011597,
-0.2851791977882385,
0.17784292995929718,
-0.3841763436794281,
0.8684156537055969,
0.2865789830684662,
-0.3960416316986084,
0.13027489185333252,
0.21020062267780304,
0.17890994250774384,
-1.0824778079986572,
0.0999535396695137,
0.024241261184215546,
0.000981591292656958,
-0.5746853351593018,
0.10447950661182404,
-0.17628322541713715,
0.050038691610097885,
-0.09074100106954575,
-0.5833767056465149,
-0.5498815774917603,
-0.16754397749900818
] |
Finding the most interesting correlations among items is essential for problems in many commercial, medical, and scientific domains. For example, what kinds of items should be recommended with regard to what has been purchased by a customer? How to arrange the store shelf in order to increase sales? How to partition the whole social network into several communities for successful advertising campaigns? Which set of individuals on a social network should we target to convince in order to trigger a large cascade of further adoptions? When conducting correlation analysis, traditional methods have both effectiveness and efficiency problems, which will be addressed in this dissertation. Here, we explore the effectiveness problem in three ways. First, we expand the set of desirable properties and study the property satisfaction for different correlation measures. Second, we study different techniques to adjust original correlation measure, and propose two new correlation measures: the Simplified χ with Continuity Correction and the Simplified χ with Support. Third, we study the upper and lower bounds of different measures and categorize them by the bound differences. Combining with the above three directions, we provide guidelines for users to choose the proper measure according to their situations. With the proper correlation measure, we start to solve the efficiency problem for a large dataset. Here, we propose a fully-correlated itemset (FCI) framework to decouple the correlation measure from the need for efficient search. By wrapping the desired measure in our FCI framework, we take advantage of the desired measure’s superiority in evaluating itemsets, eliminate itemsets with irrelevant items, and achieve good computational performance. In addition, we identify a 1-dimensional monotone property of the upper bound of any good correlation measure, and different 2-dimensional
|
[
0.013992862775921822,
-0.000157118309289217,
-0.024631086736917496,
0.020369261503219604,
-0.004099701065570116,
-0.004871690180152655,
0.006262117996811867,
0.006766332313418388,
-0.014020364731550217,
-0.014844123274087906,
0.0003010543587151915,
0.008507383055984974,
-0.013806063681840897,
0.009626921266317368,
-0.008772045373916626,
-0.0001282626180909574,
-0.01061723567545414,
0.02870979532599449,
0.0066375271417200565,
0.0006959719466976821,
0.000010949559509754181,
0.003449441632255912,
0.009835205972194672,
0.01861194521188736,
-0.007499500177800655,
0.011556550860404968,
-0.029493436217308044,
-0.00619928166270256,
0.010033857077360153,
0.004804156720638275,
0.00469961017370224,
-0.013364449143409729,
0.011120425537228584,
0.005271912552416325,
0.011099409312009811,
0.0034727994352579117,
-0.002820841735228896,
0.019299466162919998,
-0.01036544144153595,
-0.0029354598373174667,
0.020806698128581047,
-0.004061623942106962,
-0.0007246608729474247,
-0.004738792777061462,
-0.009275978431105614,
0.0051896460354328156,
-0.0013430977705866098,
0.0011299951002001762,
-0.008764908649027348,
0.011499142274260521,
-0.01306835189461708,
0.02171795256435871,
-0.0027914911042898893,
0.00038074469193816185,
-0.005371303763240576,
0.004388267174363136,
0.01922660693526268,
0.008750496432185173,
-0.019820306450128555,
-0.0017286795191466808,
-0.004414896015077829,
0.008711055852472782,
0.005596124101430178,
-0.0067856814712285995,
0.01731352135539055,
-0.06716324388980865,
0.011684322729706764,
0.021892966702580452,
0.012172801420092583,
-0.010017710737884045,
-0.016299592331051826,
0.010669173672795296,
-0.039786577224731445,
-0.006817823275923729,
0.016318321228027344,
0.01223287545144558,
0.0066361622884869576,
-0.021566350013017654,
0.0067133172415196896,
-0.008729643188416958,
0.0012836129171773791,
0.007726883981376886,
-0.008119141682982445,
0.016518929973244667,
0.012595024891197681,
0.0005042821867391467,
0.0047775995917618275,
-0.0066697727888822556,
0.007803700864315033,
0.03546407073736191,
-0.010681740939617157,
-0.01890542358160019,
-0.007625358644872904,
0.0032971666660159826,
0.0038666315376758575,
-0.011617714539170265,
0.003530314890667796,
-0.006150754168629646,
0.037404220551252365,
-0.027653750032186508,
-0.004991799592971802,
0.0005619637668132782,
0.026217909529805183,
-0.011617402546107769,
-0.0221954844892025,
0.014509595930576324,
-0.032930657267570496,
-0.007276435382664204,
0.025722963735461235,
0.0063859825022518635,
0.0135567057877779,
0.004702891688793898,
0.007621359080076218,
-0.00006131548434495926,
0.00546564906835556,
-0.008181137032806873,
-0.00572338979691267,
-0.008200757205486298,
0.008627403527498245,
-0.01322305016219616,
0.00882871262729168,
-0.009141441434621811,
0.00514011736959219,
-0.01614377275109291,
0.003838632721453905,
0.007895059883594513,
-0.024723846465349197,
-0.005752388387918472,
0.008033787831664085,
0.006626168265938759,
-0.01096092164516449,
-0.011475477367639542,
-0.001527781831100583,
0.004904887638986111,
0.011966289952397346,
-0.0071059782058000565,
-0.002136930823326111,
-0.0030579252634197474,
0.011538755148649216,
-0.008867614902555943,
0.0146007826551795,
0.0051065776497125626,
0.002841387642547488,
0.011524556204676628,
0.0009372127242386341,
-0.0023838053457438946,
0.0153664480894804,
0.004926175810396671,
0.013206562027335167,
0.010110344737768173,
0.01663219928741455,
-0.0021066083572804928,
-0.025704586878418922,
-0.017027627676725388,
-0.0011725063668563962,
-0.01262646447867155,
-0.007615415379405022,
0.011812659911811352,
-0.014674544334411621,
-0.007231392432004213,
-0.00833872240036726,
0.004236500710248947,
0.005459710955619812,
0.008440718054771423,
0.010352067649364471,
0.011880600824952126,
0.008415119722485542,
-0.0014310807455331087,
-0.014818748459219933,
0.001009295228868723,
-0.006768250372260809,
0.0032057389616966248,
-0.008288562297821045,
0.0035765173379331827,
0.012302778661251068,
0.001062010764144361,
0.017347922548651695,
0.006533222738653421,
-0.010704506188631058,
0.06671559810638428,
-0.0010910596465691924,
0.020406274124979973,
-0.009329144842922688,
0.007999037392437458,
0.0028546852990984917,
-0.011712567880749702,
-0.003508941503241658,
-0.0035104735288769007,
0.016528256237506866,
-0.0070503223687410355,
-0.01293489895761013,
-0.020313072949647903,
0.014249498955905437,
-0.008660785853862762,
-0.000008068978786468506,
0.0022777998819947243,
0.011834746226668358,
-0.00971892662346363,
-0.020657360553741455,
-0.006486264057457447,
-0.008429458364844322,
-0.00038707349449396133,
0.007907372899353504,
-0.004405770916491747,
-0.0023652450181543827,
0.009926265105605125,
-0.00546899763867259,
-0.006450107786804438,
0.018961913883686066,
0.0005573153030127287,
0.0034606661647558212,
0.019685333594679832,
-0.0036138526629656553,
-0.0050707715563476086,
-0.002140388824045658,
0.013327399268746376,
0.01596740446984768,
-0.004150218330323696,
-0.011302825063467026,
-0.01759684458374977,
-0.0007236646488308907,
-0.00011085241567343473,
0.016369154676795006,
-0.00858224369585514,
0.0015473077073693275,
0.016697142273187637,
-0.0128093883395195,
0.015291502699255943,
0.015029730275273323,
-0.002252936130389571,
-0.0060839238576591015,
0.004078113008290529,
-0.0044423253275454044,
0.014578372240066528,
0.013695519417524338,
0.022344140335917473,
0.009629135951399803,
-0.009758980944752693,
0.0038179666735231876,
-0.0075181336142122746,
-0.004538917914032936,
0.0003554536961019039,
-0.000974663533270359,
0.007894349284470081,
0.008005104959011078,
-0.016269855201244354,
0.025516174733638763,
0.0010718416888266802,
0.013218825682997704,
0.005049026571214199,
-0.0014999520499259233,
-0.0003857826814055443,
0.007208637427538633,
-0.0001864694058895111,
-0.000655036186799407,
0.006331823766231537,
-0.006285603623837233,
-0.007566005922853947,
0.02340828627347946,
-0.016927650198340416,
-0.0023185601457953453,
0.00529358210042119,
-0.00753026083111763,
0.008406445384025574,
0.007279348559677601,
-0.0019502299837768078,
0.007277884520590305,
0.0008678408339619637,
0.028715889900922775,
0.0153821324929595,
0.003877133596688509,
-0.01056385412812233,
0.002428014064207673,
-0.08167006820440292,
-0.007700423710048199,
0.0068742660805583,
-0.019505297765135765,
0.010507541708648205,
-0.005103703588247299,
0.015608739107847214,
0.021037418395280838,
-0.013464696705341339,
-0.02108139730989933,
0.02120385877788067,
0.017885027453303337,
-0.008020615205168724,
-0.0016169794835150242,
0.03572873771190643,
-0.009724646806716919,
0.009381706826388836,
0.007175189442932606,
0.002751163439825177,
0.0074333688244223595,
0.0018695659236982465,
-0.022974979132413864,
-0.015151793137192726,
-0.01625543273985386,
0.013506827875971794,
-0.020466826856136322,
0.003190728835761547,
-0.0003986605443060398,
0.0009010517969727516,
0.003551793284714222,
0.005581040866672993,
-0.01704481430351734,
-0.007056602276861668,
-0.0012773385969921947,
0.00732776802033186,
0.006787988822907209,
-0.006203737575560808,
0.007490209769457579,
-0.006997596472501755,
-0.0034776809625327587,
0.020851589739322662,
0.005473277997225523,
-0.002860264852643013,
0.010066907852888107,
0.009286090731620789,
0.0033610069658607244,
-0.004618753679096699,
0.03523530438542366,
0.004597659222781658,
0.007871558889746666,
0.013382288627326488,
-0.00567884836345911,
0.024509873241186142,
0.005407591816037893,
-0.014694997109472752,
-0.009282208979129791,
0.0032926597632467747,
-0.0009692567400634289,
-0.015621242113411427,
-0.005739843472838402,
-0.002362122992053628,
0.001658337190747261,
-0.009856713935732841,
0.004626008216291666,
-0.002313793171197176,
-0.029665164649486542,
0.010272066108882427,
-0.0024130207020789385,
-0.0019323036540299654,
0.004431488923728466,
0.01202175859361887,
-0.004306986927986145,
-0.011523669585585594,
-0.000719779054634273,
0.013457017950713634,
-0.015511860139667988,
-0.017129847779870033,
0.005056898109614849,
-0.010323403403162956,
0.00203491747379303,
-0.010585553012788296,
0.0046001011505723,
-0.014980781823396683,
-0.006007043644785881,
-0.01494691800326109,
-0.010952109470963478,
0.008096644654870033,
-0.04221780598163605,
0.003156015183776617,
-0.014876448549330235,
0.015171278268098831,
-0.015427421778440475,
0.00849766656756401,
0.002922783838585019,
0.012224441394209862,
-0.0009940750896930695,
-0.001509715337306261,
0.014203343540430069,
-0.017011787742376328,
0.008570890873670578,
-0.00041004945524036884,
0.0031955046579241753,
-0.0037649120204150677,
-0.016082923859357834,
-0.007642881479114294,
0.006254807114601135,
-0.011628587730228901,
-0.0032795006409287453,
0.006799323949962854,
-0.015454214066267014,
-0.013841340318322182,
-0.012539560906589031,
-0.008632328361272812,
0.0324120856821537,
0.004255435895174742,
0.01882171258330345,
-0.022796999663114548,
0.0039930567145347595,
0.07330724596977234,
0.007038260344415903,
0.024720028042793274,
-0.009579956531524658,
-0.007258024998009205,
-0.016551857814192772,
-0.015587211586534977,
0.007509367540478706,
0.028198756277561188,
-0.011174410581588745,
0.010403800755739212,
0.004635810852050781,
-0.006805539596825838,
-0.01600591279566288,
0.00365147995762527,
0.0015404416481032968,
0.017031878232955933,
-0.015428915619850159,
-0.003294344525784254,
0.007127942517399788,
-0.04179956763982773,
-0.0007502558291889727,
-0.016696322709321976,
0.0119356419891119,
0.011190290562808514,
-0.01236722432076931,
-0.003886548802256584,
-0.012510927394032478,
0.0028850045055150986,
-0.0008672894909977913,
0.013456801883876324,
0.024773163720965385,
0.0017079237150028348,
-0.006468880921602249,
0.0368930920958519,
0.021540947258472443,
0.0072171809151768684,
-0.0034582195803523064,
0.00417453795671463,
0.015431564301252365,
0.006696152500808239,
-0.01264919713139534,
-0.0031657745130360126,
0.013860625214874744,
0.013239338994026184,
0.003667211625725031,
-0.0013378043659031391,
-0.007178776431828737,
-0.0015799799002707005,
0.009814714081585407,
0.005042112432420254,
0.0023930156603455544,
0.002422673860564828,
0.011934387497603893,
-0.011606335639953613,
0.00231748865917325,
0.0066136568784713745,
-0.0022045080550014973,
-0.01626749522984028,
-0.005319342482835054,
-0.017495065927505493,
0.01959148794412613,
0.011524036526679993,
0.005090434104204178,
-0.010455702431499958,
-0.01559421606361866,
0.004922729451209307,
-0.015827558934688568,
0.0010775001719594002,
0.021824052557349205,
-0.0043926299549639225,
-0.020736277103424072,
-0.006871356163173914,
-0.007633817382156849,
-0.0028219674713909626,
-0.03996828943490982,
0.01839672029018402,
-0.011405862867832184,
-0.015262560918927193,
-0.027246221899986267,
-0.01003171969205141,
-0.006958984769880772,
-0.011417659930884838,
-0.0006257118657231331,
-0.001441093161702156,
0.011376453563570976,
-0.02803398109972477,
-0.07526323199272156,
-0.007346329279243946,
0.0010323112364858389,
-0.0037334314547479153,
-0.00889074057340622,
0.021467149257659912,
-0.01364173274487257,
-0.02054811827838421,
-0.02071360871195793,
-0.0034034433774650097,
-0.007514897268265486,
-0.006775162182748318,
-0.025217805057764053,
0.005736140534281731,
0.007616390008479357,
0.0001568109728395939,
-0.00796845369040966,
0.0036553170066326857,
0.0004599879030138254,
0.01895095221698284,
-0.004930408671498299,
0.006796934176236391,
-0.014151032082736492,
-0.007646741345524788,
0.010587086901068687,
-0.08210879564285278,
-0.01888573355972767,
-0.008728458546102047,
-0.03004610538482666,
-0.005932146683335304,
0.0015890039503574371,
0.0015127607621252537,
-0.024790551513433456,
0.005663720890879631,
-0.014047039672732353,
-0.006690935231745243,
-0.01632702723145485,
-0.020524505525827408,
-0.007064534351229668,
-0.006669454276561737,
0.0005123534356243908,
0.008107966743409634,
0.014947755262255669,
0.010339047759771347,
-0.002748034428805113,
0.013609521090984344,
0.0022932635620236397,
-0.008583839982748032,
0.003976550418883562,
-0.010593431070446968,
-0.01572577655315399,
-0.00510831456631422,
0.0019515394233167171,
-0.0011220418382436037,
0.015091189183294773,
0.034860238432884216,
0.0005623148754239082,
0.00753767741844058,
0.005704764276742935,
-0.009638647548854351,
-0.004318871535360813,
-0.025353513658046722,
0.00551154650747776,
-0.013216822408139706,
0.00483916187658906,
-0.0011394416214898229,
0.014646659605205059,
-0.0009262638632208109,
0.004244975280016661,
0.0024715708568692207,
-0.005737795494496822,
0.0005699438042938709,
-0.003472378244623542,
0.010730180889368057,
-0.00561230955645442,
0.00878412276506424,
-0.012287077493965626,
0.006683219224214554,
-0.002151775173842907,
0.015601162798702717,
0.006559167522937059,
0.00003150172415189445,
0.005635522771626711,
-0.01569255068898201,
0.015758980065584183,
0.003979776985943317,
0.005354903172701597,
-0.0036080507561564445,
0.0717172920703888,
-0.01610208861529827,
0.019338658079504967,
0.004220772068947554,
-0.001320989103987813,
-0.0038026648107916117,
-0.0005610226653516293,
-0.002603356260806322,
0.0063470592722296715,
-0.010826286859810352,
-0.010375380516052246,
-0.011704858392477036,
-0.0007889282424002886,
0.0032962672412395477,
-0.004021376837044954,
-0.0032934704795479774,
0.001647148746997118,
-0.008431162685155869,
-0.004938230384141207,
-0.013775486499071121,
-0.0013038318138569593,
0.011697323061525822,
-0.02105989307165146,
0.022901318967342377,
0.019882429391145706,
0.000046349246986210346,
0.0066663664765655994,
0.007713424041867256,
-0.0012338049709796906,
-0.005700551904737949,
-0.013456640765070915,
-0.0018935459665954113,
0.0003200991195626557,
-0.017434503883123398,
0.024734515696763992,
0.002801727270707488,
0.0028585586696863174,
-0.008899213746190071,
-0.016491813585162163,
0.009814191609621048,
-0.0036461884155869484,
-0.005066399462521076,
0.0018357513472437859,
-0.013359364122152328,
0.0008212528191506863,
-0.01914670690894127,
-0.001348773017525673,
-0.0049997600726783276,
0.0154001135379076,
0.01177135482430458,
-0.006724715232849121,
0.0002949218323919922,
-0.008025032468140125,
-0.013576929457485676,
0.0031884389463812113,
-0.006591446232050657,
0.007678803522139788,
0.023450512439012527,
-0.004759043455123901,
-0.017171071842312813,
-0.006831731181591749,
-0.014004871249198914,
-0.007377145811915398,
-0.0017495171632617712,
-0.006618469022214413,
0.00413665222004056,
-0.013107994571328163,
-0.007287840824574232,
-0.02132197469472885,
0.017682204023003578,
-0.006988931447267532,
-0.013498969376087189,
-0.0019180928356945515,
0.008084574714303017,
0.02018236741423607,
-0.01174893043935299,
0.013662399724125862,
-0.013565290719270706,
0.010097656399011612,
-0.0064585404470562935,
-0.003366776742041111,
0.009328081272542477,
-0.0016434136778116226,
-0.038817014545202255,
0.018172290176153183,
0.0008786956313997507,
0.006657108664512634,
0.0010096877813339233,
-0.007599075324833393,
0.005347376223653555,
0.004015704616904259,
0.008101550862193108,
0.007309604436159134,
0.028106285259127617,
0.0015469539212062955,
0.03350945562124252,
0.013728576712310314,
0.0033122855238616467,
0.0036530066281557083,
0.016665708273649216,
0.022946054115891457,
0.03598169982433319,
0.0037502169143408537,
0.012010709382593632,
-0.01590002328157425,
-0.0006043401081115007,
0.018881693482398987,
-0.01131896860897541,
0.004764035809785128,
-0.0060552991926670074,
-0.013105933554470539,
-0.014284498058259487,
0.007946827448904514,
-0.011326304636895657,
-0.00015015248209238052,
-0.01365053839981556,
-0.012485344894230366,
-0.021459005773067474,
0.00156724127009511,
-0.00551811046898365,
-0.02646949514746666,
-0.0036857493687421083,
-0.012143313884735107,
0.008326588198542595,
0.01168825663626194,
-0.02459418959915638,
-0.004357397556304932,
0.015665486454963684,
0.006618436425924301,
-0.018435301259160042,
0.00045183312613517046,
0.00220320001244545,
0.01048525795340538,
0.0032845400273799896,
-0.0006131727714091539,
-0.0207272507250309,
-0.013041406869888306,
-0.010360323823988438,
0.01639946550130844,
-0.025089003145694733,
0.017037566751241684,
-0.013984614983201027,
-0.00895155780017376,
-0.01591074839234352,
0.008251107297837734,
-0.01281166821718216,
0.01904257759451866,
0.03152301535010338,
0.01604393869638443,
0.016636939719319344,
-0.011849945411086082,
0.021289028227329254,
0.012571055442094803,
-0.0026122857816517353,
0.012746555730700493,
0.023840615525841713,
-0.004944968968629837,
0.004702216014266014,
-0.01673518866300583,
0.003200176637619734,
-0.004657607525587082,
0.007201158441603184,
-0.0070772673934698105,
0.008323178626596928,
-0.00982775166630745,
0.024809574708342552,
-0.02015937864780426,
0.003910021856427193,
-0.002009778516367078,
0.00010930560529232025,
0.00262502976693213,
0.00016687012976035476,
0.003909281920641661,
0.0034153414890170097,
-0.04051979258656502,
-0.014475979842245579,
-0.0011992596555501223,
-0.00016257562674582005,
-0.022832199931144714,
0.01846054382622242,
0.009450869634747505,
0.010640867054462433,
-0.010191168636083603,
-0.012454608455300331,
-0.019803769886493683,
0.011041393503546715,
-0.0062706973403692245,
0.012599997222423553,
0.010488506406545639,
0.003595739835873246,
0.005892985500395298,
-0.013822237960994244,
-0.022933727130293846,
0.006395065225660801,
-0.016492493450641632,
-0.01901031658053398,
-0.005138857290148735,
-0.010779380798339844,
-0.002997795818373561,
0.003173390869051218,
0.00718954810872674,
-0.009953891858458519
] |
[
0.4083641767501831,
0.1907728761434555,
0.2312358319759369,
0.5125194191932678,
-0.07635520398616791,
0.014773726463317871,
-0.06245441734790802,
-0.05135054886341095,
-0.16500483453273773,
-0.4279269576072693,
0.15894299745559692,
0.39712703227996826,
-0.22170808911323547,
0.2261594831943512,
-0.2930472195148468,
0.5871182084083557,
0.42136716842651367,
0.6403916478157043,
-0.18298543989658356,
-0.28069666028022766,
-0.40926241874694824,
0.23216381669044495,
-0.02840353175997734,
-0.23772943019866943,
0.20594124495983124,
0.11458218097686768,
0.12463855743408203,
0.29502591490745544,
-0.14840541779994965,
-0.11291578412055969,
0.15945352613925934,
0.6082490086555481,
-0.21802560985088348,
-0.05223899334669113,
-0.20890645682811737,
-0.03364365175366402,
0.31413769721984863,
-0.3952428698539734,
0.25882503390312195,
-0.40386250615119934,
0.13321083784103394,
0.2675650119781494,
-0.048819392919540405,
0.6004992723464966,
-0.5755812525749207,
-0.6350734233856201,
-1.9550018310546875,
0.29912394285202026,
-0.31946107745170593,
-0.1850169599056244,
0.028187360614538193,
0.24476411938667297,
0.4765613079071045,
0.47109270095825195,
-0.2616240084171295,
0.6560945510864258,
-0.03051096387207508,
-0.13849695026874542,
0.27422600984573364,
-0.27416351437568665,
0.4437362551689148,
-0.06128501519560814,
0.05554474517703056,
-0.23717020452022552,
-0.09238322079181671,
0.30075401067733765,
0.2613993287086487,
-0.007966391742229462,
-0.4503464996814728,
-0.30185991525650024,
-0.10979387909173965,
-0.582776665687561,
-0.185361847281456,
0.21223723888397217,
-0.5090464353561401,
0.3934355676174164,
0.1200164183974266,
0.07390401512384415,
0.27991265058517456,
-0.4376252293586731,
-0.32170066237449646,
0.0864449217915535,
0.1212816834449768,
-0.6424396634101868,
0.6329268217086792,
0.06825923919677734,
-0.1717907190322876,
0.6336622834205627,
-0.5024447441101074,
0.5055242776870728,
0.034705039113759995,
-0.5023200511932373,
0.21956907212734222,
0.39861059188842773,
0.4952259659767151,
0.2378333956003189,
0.6753139495849609,
-0.38415390253067017,
0.26653873920440674,
0.49193906784057617,
0.16874626278877258,
-0.055524881929159164,
0.19307437539100647,
-0.17003169655799866,
-0.20518803596496582,
-0.20483890175819397,
-0.26647332310676575,
-0.6636543869972229,
-0.39105379581451416,
0.19595667719841003,
-0.8269286155700684,
0.44930949807167053,
0.12305106222629547,
0.4701593518257141,
-0.42268186807632446,
0.35328608751296997,
0.09918229281902313,
0.19642266631126404,
-0.45215025544166565,
0.3322538733482361,
-0.05793916806578636,
1.2642124891281128,
0.13033422827720642,
0.24226413667201996,
0.17177985608577728,
0.2976040542125702,
0.6704590320587158,
0.4466205835342407,
-0.282179057598114,
0.30354800820350647,
0.20225833356380463,
0.39643236994743347,
-0.1654316931962967,
-0.2260788232088089,
-0.2842363119125366,
-0.6375307440757751,
-0.06280248612165451,
0.3174785375595093,
-0.0038581760600209236,
-0.1848553568124771,
-0.11495845019817352,
-0.7810505628585815,
-0.18127848207950592,
0.020155329257249832,
0.3505437970161438,
-0.1757705956697464,
-0.39443421363830566,
-0.20597851276397705,
-0.25417420268058777,
0.1815233677625656,
-0.19543904066085815,
0.261470228433609,
-0.5274856686592102,
0.014660781249403954,
-0.07969123870134354,
0.6278678178787231,
-0.3062567114830017,
-0.43967482447624207,
0.14007379114627838,
0.10756975412368774,
0.30359917879104614,
0.05521633103489876,
-0.5648145079612732,
-0.3788248300552368,
-0.27540653944015503,
-0.4998074471950531,
-0.08212588727474213,
0.8305613398551941,
0.019315175712108612,
0.23983585834503174,
-0.3458806276321411,
0.15825368463993073,
-0.23754698038101196,
-0.47811248898506165,
0.009761959314346313,
0.5485520958900452,
-0.01302630640566349,
0.03210766986012459,
0.3184943199157715,
0.5491244792938232,
-0.6963284015655518,
0.24887315928936005,
-0.09718049317598343,
-0.7806852459907532,
0.08836734294891357,
0.09765112400054932,
0.07891801744699478,
0.14401334524154663,
-0.2388216257095337,
-0.09532053023576736,
-0.018985221162438393,
-0.32430803775787354,
0.12802328169345856,
-0.8362343311309814,
1.5745688676834106,
-0.24571630358695984,
-0.24012087285518646,
0.9058643579483032,
0.049380939453840256,
-0.46298378705978394,
-0.21953418850898743,
-0.1517241895198822,
0.3916980028152466,
0.113833948969841,
-0.5238788723945618,
0.1853017359972,
0.029347414150834084,
-0.14083769917488098,
-0.7877293825149536,
0.298312246799469,
0.2757374942302704,
-0.053704921156167984,
-0.05931922793388367,
-0.4057067036628723,
0.12463721632957458,
0.19782155752182007,
-0.2826623022556305,
0.7759343385696411,
-0.16215506196022034,
0.3022178113460541,
0.6559414863586426,
-0.3327609896659851,
0.4200625717639923,
0.6327419877052307,
0.1751781553030014,
0.6324801445007324,
0.6577617526054382,
0.32486453652381897,
0.7129537463188171,
-0.5577586889266968,
0.24313777685165405,
0.11913900822401047,
0.914135217666626,
-0.5954809784889221,
-0.6893232464790344,
-0.1836821734905243,
-0.022068064659833908,
-0.14311814308166504,
-0.40372592210769653,
-0.10202404856681824,
-0.24859899282455444,
0.3558034598827362,
-0.3329932391643524,
0.4988296926021576,
-0.0028363720048218966,
-0.2759205996990204,
-0.6908422708511353,
0.19938139617443085,
-0.5940213799476624,
0.03518402576446533,
-0.13183781504631042,
0.6067398190498352,
0.2643755078315735,
-0.4717700779438019,
0.4813671410083771,
0.04678397998213768,
-0.00021626877423841506,
-0.36159610748291016,
0.06609634310007095,
0.10872902721166611,
0.08208822458982468,
-0.11513356119394302,
-0.030326075851917267,
-0.09195562452077866,
-0.21206964552402496,
-0.36025333404541016,
-0.6793937683105469,
-0.6292798519134521,
0.45073527097702026,
0.7168082594871521,
0.5347206592559814,
-0.09953140467405319,
-0.3583810329437256,
0.2778807282447815,
0.03489535674452782,
-0.6799333095550537,
0.3627418279647827,
0.6626409888267517,
-0.5184100270271301,
-0.4212673604488373,
-0.12832710146903992,
0.5748265385627747,
0.6584600210189819,
-0.13155461847782135,
-0.17859598994255066,
-0.4965613782405853,
0.18147288262844086,
-0.32985919713974,
-0.2441508024930954,
-0.08458619564771652,
-0.2432221919298172,
0.5386514663696289,
-0.15411654114723206,
-0.7868205904960632,
0.3987334668636322,
0.4619799256324768,
-0.06765422224998474,
0.3216440975666046,
0.19813424348831177,
-0.1765907108783722,
0.03137406334280968,
0.5114594101905823,
-0.10215985029935837,
-0.1900830715894699,
0.23242521286010742,
-0.4271441400051117,
-0.6501870155334473,
0.3511039614677429,
-6.06292724609375,
0.00963655672967434,
-0.31707534193992615,
0.13267762959003448,
-0.23174341022968292,
-0.03182782977819443,
0.8314486742019653,
-0.3046947121620178,
0.15086059272289276,
-0.05887171998620033,
0.01626443676650524,
0.3187538981437683,
-0.1430937796831131,
0.447665810585022,
0.16881178319454193,
0.5108137130737305,
0.3928496837615967,
0.2634376883506775,
0.15549471974372864,
0.2613650858402252,
0.017871124669909477,
0.08371491730213165,
0.03160136938095093,
0.944405734539032,
0.03687990456819534,
-0.24183474481105804,
-0.9866093397140503,
0.07576963305473328,
0.17022116482257843,
-0.20045121014118195,
0.34963998198509216,
0.029477914795279503,
-0.5422348380088806,
-0.14351040124893188,
0.4850601553916931,
0.49731728434562683,
0.3008698523044586,
-0.2960774898529053,
0.0020997419487684965,
0.010245092213153839,
0.2825102210044861,
1.0059086084365845,
-0.09677630662918091,
-0.027205727994441986,
0.1678987592458725,
-0.15286919474601746,
-0.3158494532108307,
0.11192207038402557,
-0.6272003054618835,
0.2924428880214691,
0.04204803705215454,
0.05496985465288162,
0.4471276104450226,
-0.0023038703948259354,
0.15897220373153687,
-0.2153346985578537,
0.23777227103710175,
0.20363397896289825,
-0.32618260383605957,
-0.04694141820073128,
0.27734124660491943,
-0.1833294779062271,
0.42771273851394653,
-0.598508358001709,
-0.5990939140319824,
0.08047982305288315,
-0.8161707520484924,
-0.739739179611206,
0.29482170939445496,
-0.13070082664489746,
-0.7008029222488403,
0.21559500694274902,
0.31672796607017517,
-0.5128756761550903,
0.29861459136009216,
-0.08731313049793243,
0.3805878460407257,
0.2805130183696747,
0.21710701286792755,
0.41532790660858154,
-0.22361546754837036,
-0.5199967622756958,
-0.1893707662820816,
0.08906307071447372,
0.11030521243810654,
-0.6122980713844299,
-0.13788652420043945,
0.1416100561618805,
-0.34421655535697937,
0.089558444917202,
0.18430878221988678,
-0.01802881993353367,
0.29657021164894104,
0.6238479614257812,
0.34778648614883423,
0.8582783341407776,
0.30356907844543457,
-0.07169362157583237,
0.22841669619083405,
-0.32549142837524414,
1.1010617017745972,
-0.049102190881967545,
-0.3342158794403076,
-0.6794860363006592,
-0.002030997071415186,
0.08686693012714386,
-0.13324594497680664,
0.03310807794332504,
0.461306095123291,
-0.5310809016227722,
0.02648455649614334,
-0.042329173535108566,
-0.7222724556922913,
-0.14193733036518097,
0.4684857428073883,
-0.2094702422618866,
-0.21037057042121887,
0.160292848944664,
0.15945079922676086,
0.15590524673461914,
0.168590247631073,
0.0895262062549591,
-0.2979750335216522,
0.06967315822839737,
-0.07618729025125504,
-0.4633566439151764,
-0.10171676427125931,
0.13819816708564758,
-0.193868488073349,
0.23967301845550537,
0.28566768765449524,
0.40188199281692505,
-0.3644160032272339,
-0.06900625675916672,
0.40976110100746155,
-0.3070862889289856,
0.0924893394112587,
0.15034444630146027,
-0.08846593648195267,
-0.4492967426776886,
0.49312087893486023,
-0.12254400551319122,
-0.13625742495059967,
0.30520933866500854,
0.29326045513153076,
-0.19678835570812225,
-0.3755975067615509,
-0.0024636045563966036,
-0.2292366623878479,
-0.01086941547691822,
-0.5820063948631287,
-0.10380946844816208,
-0.19212882220745087,
-0.022352591156959534,
0.1941222846508026,
0.057073209434747696,
0.6464245319366455,
0.243666872382164,
0.06361638754606247,
-0.652378499507904,
0.1242547556757927,
-0.04792625457048416,
-1.000640630722046,
0.16444389522075653,
0.015203711576759815,
-0.05419643968343735,
-0.9856422543525696,
0.23057891428470612,
-0.07896347343921661,
0.6153634786605835,
-0.08237411826848984,
-0.2945901155471802,
-0.5255500674247742,
-0.3728848993778229,
-0.022082144394516945,
-0.17285150289535522,
0.10853338241577148,
0.22434808313846588,
-0.35151755809783936,
-0.207833930850029,
-0.19348382949829102,
-0.6232271790504456,
-0.5203990340232849,
-0.029044996947050095,
0.7177472710609436,
0.12151560187339783,
0.18645307421684265,
-0.11668645590543747,
-0.20243240892887115,
-0.2704741060733795,
0.23271717131137848,
0.08511705696582794,
0.28541475534439087,
-0.0339491032063961,
-0.01718655601143837,
-0.5546263456344604,
0.06120564043521881,
0.018031885847449303,
-0.09788656234741211,
-0.26054370403289795,
0.10556987673044205,
0.4297062158584595,
-0.5460616946220398,
0.15048207342624664,
0.5012303590774536,
-0.5919989347457886,
0.09118270874023438,
0.2757773697376251,
-0.2891618609428406,
-0.04144163802266121,
-0.6998845338821411,
-0.5405504107475281,
-0.16084666550159454,
-0.07473177462816238,
-0.23354817926883698,
-0.05197229981422424,
0.12886330485343933,
-0.11106301844120026,
-0.2934069335460663,
0.42781031131744385,
0.2710559368133545,
-0.43477678298950195,
-0.2795059382915497,
-0.18559899926185608,
-0.046554241329431534,
-0.2880084216594696,
0.5318837761878967,
-0.3223389983177185,
-0.06808820366859436,
0.28241223096847534,
-0.369808167219162,
0.07359295338392258,
0.19947941601276398,
0.49558794498443604,
-0.6235033273696899,
-0.2811485826969147,
-0.3222520053386688,
0.2791055738925934,
0.07541254162788391,
-0.20617446303367615,
-0.20057052373886108,
0.2662823498249054,
-0.01910879649221897,
-0.6750714778900146,
-0.00011639058357104659,
0.5905712246894836,
0.5161192417144775,
-0.1674192100763321,
-0.651089072227478,
-0.36327826976776123,
0.03463675454258919,
-0.19267049431800842,
-0.06892643123865128,
0.1581680327653885,
0.2393568754196167,
0.19800472259521484,
-0.5126106142997742,
-0.22766636312007904,
-0.16001611948013306,
0.2695971131324768,
-0.18932895362377167,
-0.46445712447166443,
-0.1938808560371399,
-0.5559670925140381,
0.24657796323299408,
0.016741881147027016,
-0.5374065637588501,
-0.45515409111976624,
0.12369000166654587,
-0.522271990776062,
0.13660979270935059,
-0.0018861298449337482,
0.3465743362903595,
0.6780773401260376,
0.08331842720508575,
-0.11372023820877075,
-0.14223352074623108,
0.26074835658073425,
-0.4762123227119446,
-0.07579237967729568,
-0.02805154398083687,
-0.5493433475494385,
-0.08537182211875916,
-0.20951345562934875,
0.39822256565093994,
-0.1673358529806137,
0.08421258628368378,
0.13980287313461304,
0.22053499519824982,
-0.3803592324256897,
-0.42758581042289734,
0.28353533148765564,
-0.5451281070709229,
-0.02218070812523365,
-0.04470318555831909,
0.17088276147842407,
0.6275156736373901,
0.2913401126861572,
-0.04193146154284477,
-0.20027269423007965,
-0.2092784345149994,
0.3485682010650635,
0.6221558451652527,
-0.7494604587554932,
0.645175576210022,
0.3164387047290802,
-0.11741970479488373,
0.17209112644195557,
0.03408968821167946,
-0.024423226714134216,
0.2096209079027176,
0.06676913052797318,
0.12625795602798462,
0.5837811231613159,
-0.42001140117645264,
-0.01987401209771633,
0.05572247877717018,
-0.11343373358249664,
1.0599077939987183,
0.4174391031265259,
-0.03430308774113655,
0.16246536374092102,
0.8259621262550354,
-0.30868956446647644,
-0.44525566697120667,
0.5434621572494507,
0.34892213344573975,
0.6728776693344116,
0.03364827483892441,
0.14448824524879456,
0.4093800485134125,
0.9676212072372437,
-0.13932229578495026,
-0.006774491164833307,
0.17300543189048767,
0.23927521705627441,
-0.038009099662303925,
-0.5388473868370056,
-0.2629305124282837,
0.24130435287952423,
0.6924040913581848,
0.024485161527991295,
-0.3692459762096405,
-0.11787214875221252,
-0.34022006392478943,
0.24922113120555878,
0.160010427236557,
0.026068802922964096,
-0.6184431910514832,
0.3734508454799652,
0.2473990023136139,
0.45577725768089294,
-0.25011634826660156,
0.43301716446876526,
-0.028103459626436234,
-0.10741280764341354,
0.5228292942047119,
-0.33327460289001465,
-0.5394464731216431,
0.22669348120689392,
0.3497592508792877,
0.6017370223999023,
-0.08128281682729721,
-0.1861063539981842,
-0.16781476140022278,
0.24653290212154388,
0.4410393238067627,
0.316316694021225,
0.10110034048557281,
-0.03683367371559143,
-0.3231554627418518,
0.11289599537849426,
-0.17500793933868408,
0.40498533844947815,
-0.3013667166233063,
-0.46694064140319824,
0.3172607421875,
0.03994538262486458,
-0.1937214881181717,
0.3220292329788208,
-0.022273432463407516,
0.3167615830898285,
-0.26599016785621643,
-0.2252708077430725,
0.07337834686040878,
0.11026839911937714,
-0.4501773715019226,
0.34940284490585327,
0.29174521565437317,
-0.05339697375893593,
0.2330980896949768,
-0.658381462097168,
0.026050889864563942,
0.16424065828323364,
-0.19920608401298523,
0.07965969294309616,
-0.14692552387714386,
0.7931624054908752,
0.2534111440181732,
-0.3702743649482727,
-0.29471996426582336,
0.21584951877593994,
-0.05428922921419144,
0.5249472856521606,
-0.4190639853477478,
0.409322589635849,
-0.6875922083854675,
-0.06943166255950928,
-0.6291311979293823,
0.06759214401245117,
0.15714137256145477,
-0.11891502887010574,
-0.5045626759529114,
-0.4096950888633728,
0.06758132576942444,
0.05275439843535423,
0.30988621711730957,
-0.11006204038858414,
-0.20558099448680878,
-0.01962260529398918,
-0.08308197557926178,
-0.21122437715530396,
0.3050253987312317,
-0.07263155281543732,
-0.08254420012235641,
-0.14623190462589264,
-0.21711108088493347,
0.12536519765853882,
-0.5365541577339172,
0.46611788868904114,
-0.3167461156845093,
-0.05142045021057129,
-0.2702748775482178,
0.3602953851222992,
-0.07238303869962692,
-0.4953794479370117,
0.04712741822004318,
0.22050528228282928,
0.6642391085624695,
-0.28910836577415466,
-0.30966049432754517,
-0.41818955540657043,
0.15648382902145386,
0.26800617575645447,
-0.3496966063976288,
0.49177759885787964,
-0.030659755691885948,
-0.22572240233421326,
-0.3551968038082123,
0.5215016007423401,
-0.24219031631946564,
-0.43151798844337463,
-0.3304229974746704,
0.011500206775963306,
-0.6655405759811401,
0.15364305675029755,
0.061558328568935394,
-0.4567188024520874,
0.24138914048671722,
-0.3078220784664154
] |
In this paper, corporate-feed circularly polarized microstrip array antennas are studied. The antenna element is a series-feed slot-coupled structure. Series feeding causes sequential rotation effect at the element level. Antenna elements are then used to form the subarray by applying sequential rotation to their feeding. Arrays having 4, 16, and 64 elements were made. The maximum achieved gains are 15.3, 21, and 25.4 dBic, respectively. All arrays have less than 15 dB return loss and 3 dB axial ratio from 10 to 13 GHz. The patterns are all quite symmetrical.
|
[
-0.010493973270058632,
0.010828652419149876,
-0.017409510910511017,
0.022365249693393707,
0.03411857783794403,
-0.028269143775105476,
0.010039860382676125,
-0.006827394012361765,
-0.012656710110604763,
-0.0074880607426166534,
-0.014401376247406006,
0.009341037832200527,
-0.024565257132053375,
0.012672009877860546,
-0.01879131980240345,
-0.00781653355807066,
-0.03485962003469467,
-0.00419049896299839,
0.006630636751651764,
-0.004307519644498825,
0.013699276372790337,
0.012182861566543579,
0.009866406209766865,
0.01270340196788311,
0.02933228388428688,
0.012945469468832016,
0.02484791725873947,
-0.003255261806771159,
-0.008314340375363827,
0.010584808886051178,
-0.00746063981205225,
-0.019096024334430695,
-0.0015645744279026985,
-0.019131066277623177,
0.012378549203276634,
-0.02027129754424095,
-0.009144584648311138,
0.02438904345035553,
0.05177302658557892,
-0.004495678469538689,
-0.006773378700017929,
-0.012934580445289612,
-0.0009090998210012913,
0.012854044325649738,
-0.009725391864776611,
-0.0045325374230742455,
-0.006243859883397818,
0.009172645397484303,
0.0030434024520218372,
0.0035005344543606043,
-0.024098630994558334,
-0.00817685853689909,
-0.0053183347918093204,
-0.01421893946826458,
-0.006962970364838839,
-0.016191711649298668,
0.01638948917388916,
-0.02781183086335659,
-0.008295640349388123,
0.013974132016301155,
-0.013226235285401344,
0.03401985391974449,
-0.007281136699020863,
-0.021261392161250114,
0.008760579861700535,
-0.06676226854324341,
0.017004135996103287,
-0.012188177555799484,
0.00853059720247984,
-0.009791355580091476,
0.008143225684762001,
0.008731813170015812,
-0.030829081311821938,
0.008485361933708191,
0.01704675890505314,
-0.01430116780102253,
-0.026221489533782005,
0.004753971938043833,
-0.01741049997508526,
0.0038072357419878244,
0.009356547147035599,
-0.011335060000419617,
0.004644089378416538,
0.0035520424135029316,
-0.019952576607465744,
0.0027996497228741646,
-0.032574307173490524,
0.00904977135360241,
0.008628624491393566,
0.0376618467271328,
-0.010619869455695152,
-0.02207580953836441,
-0.015154498629271984,
0.004152604378759861,
0.03141063451766968,
0.010481294244527817,
-0.02403099089860916,
-0.0372622050344944,
0.04252411052584648,
-0.005467504262924194,
-0.02101100981235504,
0.00842750258743763,
0.010432804003357887,
-0.007872194051742554,
0.002430049702525139,
0.012569813057780266,
-0.019686724990606308,
0.02259647659957409,
-0.0010107283014804125,
0.0040299128741025925,
0.020749302580952644,
-0.002578247804194689,
-0.004757329821586609,
-0.012366806156933308,
0.001059969188645482,
-0.010406437329947948,
-0.017499495297670364,
0.005497148726135492,
0.005562694743275642,
-0.005950380116701126,
0.006578394211828709,
-0.01686798594892025,
-0.005162850953638554,
-0.0012883394956588745,
0.002842749236151576,
0.010888165794312954,
-0.002755186054855585,
-0.020196707919239998,
0.016619306057691574,
0.003995252773165703,
-0.01299314945936203,
0.00015229545533657074,
-0.017055222764611244,
-0.004673449322581291,
-0.008935082703828812,
0.005625557154417038,
-0.00812907237559557,
0.00013586250133812428,
-0.005975682754069567,
0.0031803371384739876,
0.0361168198287487,
0.008968282490968704,
0.008029619231820107,
0.013766300864517689,
-0.006454139016568661,
-0.007574677933007479,
0.023146694526076317,
0.001040248665958643,
0.03180559352040291,
-0.0025461665354669094,
0.010107683949172497,
0.01569208689033985,
-0.001483954256400466,
-0.025907203555107117,
0.001843469450250268,
-0.01122971810400486,
-0.006615666672587395,
-0.004001394845545292,
-0.008176818490028381,
0.014852385967969894,
-0.0009338874369859695,
-0.006494889035820961,
0.02192573994398117,
0.009090874344110489,
-0.007625505793839693,
-0.02174183540046215,
0.018038040027022362,
-0.0061826021410524845,
-0.022373273968696594,
0.004650254268199205,
0.003145618364214897,
0.03453565388917923,
0.006344440393149853,
0.012835824862122536,
-0.010233297944068909,
0.003671913407742977,
0.0017348681576550007,
0.008874046616256237,
-0.009092515334486961,
0.06695421785116196,
-0.012216541916131973,
-0.004396387841552496,
-0.0005786274559795856,
-0.02751746028661728,
0.027797117829322815,
-0.020099030807614326,
-0.005201253574341536,
-0.012648601084947586,
-0.004152356646955013,
-0.01762394979596138,
-0.0009468072094023228,
-0.003696202766150236,
0.011684063822031021,
-0.022075045853853226,
-0.02772609144449234,
0.004896863363683224,
0.014887710101902485,
0.00035928154829889536,
-0.006103347986936569,
-0.012069187127053738,
-0.0186301376670599,
-0.0014051629696041346,
0.010940715670585632,
-0.032983455806970596,
0.022806735709309578,
0.004102186765521765,
-0.022618506103754044,
-0.04372706264257431,
0.00826676469296217,
0.01508270762860775,
0.015667658299207687,
0.012885048985481262,
-0.026752518489956856,
-0.01747722551226616,
0.03473604843020439,
0.005332524888217449,
0.016672909259796143,
-0.002734873676672578,
-0.04531322792172432,
-0.013530494645237923,
0.004545101895928383,
0.0045158895663917065,
-0.011251313611865044,
-0.01998569816350937,
-0.006545159034430981,
0.011214949190616608,
0.0028007114306092262,
0.008879318833351135,
0.0032504694536328316,
0.00678334292024374,
0.0038415887393057346,
-0.0008749626576900482,
-0.013847552239894867,
0.029935017228126526,
-0.0075095947831869125,
-0.015429561957716942,
0.013091903179883957,
-0.008413384668529034,
0.0047336146235466,
-0.003117450512945652,
0.0080946059897542,
0.030696749687194824,
0.024607153609395027,
-0.02502753585577011,
-0.00296209380030632,
-0.024583449587225914,
0.02726166509091854,
-0.02497207745909691,
0.058159537613391876,
-0.0046297782100737095,
0.004665951244533062,
-0.007775977253913879,
-0.030845221132040024,
0.0013885474763810635,
-0.027846291661262512,
-0.014795256778597832,
-0.020227733999490738,
-0.01194334588944912,
0.02474445290863514,
-0.000632062554359436,
0.0016205508727580309,
0.006074863485991955,
-0.01206321083009243,
-0.000021663960069417953,
-0.028193965554237366,
0.023444615304470062,
-0.019476091489195824,
-0.009385545738041401,
0.013107206672430038,
-0.0070043811574578285,
0.0037036719731986523,
-0.007659130729734898,
0.0044093746691942215,
-0.08101627230644226,
-0.015325095504522324,
-0.0013136076740920544,
-0.02252991870045662,
0.011643711477518082,
0.015031457878649235,
0.000122888945043087,
0.045888759195804596,
-0.014548059552907944,
-0.0021813083440065384,
0.005500223487615585,
0.025721032172441483,
-0.010886626318097115,
-0.004265198018401861,
-0.004979586228728294,
-0.003156913910061121,
0.015246974304318428,
-0.0035767541266977787,
0.005921592470258474,
-0.013635274954140186,
0.013501198031008244,
0.02535564824938774,
-0.012084453366696835,
-0.0040682232938706875,
-0.02016283944249153,
0.03781683370471001,
-0.01477525569498539,
-0.0010114398319274187,
0.033641181886196136,
0.004728847183287144,
-0.003907953854650259,
-0.012765944004058838,
-0.009318321011960506,
0.007259217090904713,
0.021655818447470665,
0.02581361122429371,
-0.027996737509965897,
-0.009251754730939865,
-0.01668669655919075,
-0.015175187960267067,
0.0036904781591147184,
0.01898820511996746,
0.001922481693327427,
0.016382351517677307,
0.006626549176871777,
0.012288226746022701,
-0.04696344956755638,
0.02497885376214981,
0.02259749546647072,
-0.02379767969250679,
0.010405899956822395,
-0.006088424474000931,
0.021132487803697586,
0.0045792097225785255,
-0.012524593621492386,
0.0005991668440401554,
0.007700357586145401,
0.014879395253956318,
-0.012673569843173027,
-0.013356346637010574,
-0.02275931090116501,
0.013111459091305733,
-0.003008788451552391,
-0.009539686143398285,
0.00590610271319747,
-0.008925605565309525,
0.011090338230133057,
0.008312568999826908,
-0.0012303582625463605,
0.01528141088783741,
0.005225494038313627,
0.014113049954175949,
0.00017687538638710976,
-0.005493213422596455,
-0.023331083357334137,
-0.022112585604190826,
-0.014383898116648197,
-0.007532351650297642,
-0.014233136549592018,
0.003505405504256487,
-0.00348999397829175,
-0.006181292235851288,
0.015360839664936066,
0.012727400287985802,
-0.008315146900713444,
0.002457397524267435,
0.008915304206311703,
0.03247391805052757,
0.009427833370864391,
-0.013954149559140205,
0.009413668885827065,
-0.0026985914446413517,
-0.0038914638571441174,
0.009346459060907364,
0.00010714959353208542,
0.012213528156280518,
-0.007604330312460661,
0.02688448503613472,
-0.0017648609355092049,
0.010336260311305523,
-0.012063153088092804,
-0.004284530878067017,
-0.027303699404001236,
-0.008560121059417725,
0.0038782735355198383,
0.010885441675782204,
0.006639574188739061,
-0.02938704937696457,
0.0005260300822556019,
0.004987882450222969,
0.020019207149744034,
-0.021755313500761986,
-0.01140301488339901,
0.048280879855155945,
0.00537228025496006,
0.0007128355791792274,
-0.007365189027041197,
0.01446039043366909,
0.07236342132091522,
-0.011924665421247482,
0.0005919714458286762,
-0.009200485423207283,
-0.018206026405096054,
0.006909719668328762,
-0.031105298548936844,
0.01674523390829563,
0.020305950194597244,
-0.013441815041005611,
0.01227550208568573,
0.02203064039349556,
-0.0216965414583683,
0.03849196806550026,
-0.011776478961110115,
0.011558829806745052,
-0.007587260566651821,
-0.00983789935708046,
-0.01130685955286026,
0.008477097377181053,
-0.01375733781605959,
0.006349816918373108,
-0.012332511134445667,
0.028247658163309097,
-0.0012485561892390251,
-0.011000972241163254,
-0.01469832006841898,
-0.01803884655237198,
-0.008479251526296139,
0.004234028048813343,
0.0035164523869752884,
0.011949851177632809,
-0.0029430915601551533,
-0.020938662812113762,
-0.014206115156412125,
-0.0052642421796917915,
-0.005147960968315601,
-0.0029635904356837273,
0.012557169422507286,
-0.00943286158144474,
0.019454028457403183,
-0.01145029254257679,
0.01336944755166769,
0.013927011750638485,
0.015980131924152374,
0.018902823328971863,
0.0007117204368114471,
-0.010862331837415695,
0.016061587259173393,
0.0009193511214107275,
-0.0048207128420472145,
-0.004589115735143423,
0.009246235713362694,
-0.0051288665272295475,
0.007690022233873606,
0.027348576113581657,
0.021171357482671738,
-0.007448386400938034,
-0.0034962380304932594,
-0.025195613503456116,
-0.04413650929927826,
0.03839056193828583,
0.0013033309951424599,
0.00453551160171628,
-0.010392725467681885,
-0.015028217807412148,
0.004669982474297285,
-0.006474704947322607,
0.020680399611592293,
-0.019965101033449173,
0.005296897608786821,
0.025448007509112358,
-0.011956064030528069,
0.002272698562592268,
-0.01388393435627222,
-0.021635988727211952,
-0.030054761096835136,
-0.02024693600833416,
0.013856858946383,
-0.0052227843552827835,
0.019658956676721573,
0.028693154454231262,
-0.01218862272799015,
-0.012844313867390156,
0.002888968912884593,
0.012049965560436249,
0.006523020565509796,
-0.07512998580932617,
0.0016769603826105595,
0.0068904682993888855,
-0.0043496545404195786,
-0.014978146180510521,
0.011152815073728561,
0.006928741466253996,
-0.00711249653249979,
-0.01870599202811718,
-0.014872338622808456,
0.009151702746748924,
-0.013235628604888916,
0.010511566884815693,
0.0024012532085180283,
0.012483026832342148,
-0.011347913183271885,
-0.012169836089015007,
0.013344813138246536,
-0.006824490148574114,
0.00033474480733275414,
0.02309320494532585,
0.0004694052040576935,
-0.016077864915132523,
0.004234700929373503,
-0.0001587045844644308,
-0.08112972974777222,
-0.031134363263845444,
0.005242167040705681,
0.008525642566382885,
-0.007001888006925583,
-0.009120071306824684,
0.01961980015039444,
-0.009152037091553211,
0.01180559303611517,
-0.012984280474483967,
-0.004262139089405537,
0.012252992950379848,
0.005369512364268303,
-0.007053059060126543,
-0.006832949351519346,
-0.00385799678042531,
0.0019299359992146492,
-0.018326712772250175,
0.002258867956697941,
0.026012122631072998,
0.019691340625286102,
-0.011748780496418476,
-0.008690145798027515,
0.005862642079591751,
-0.008139178156852722,
0.015604758635163307,
-0.004542311653494835,
0.009749000892043114,
-0.01054828055202961,
-0.00341007299721241,
0.004040258936583996,
0.00502343475818634,
-0.0035917009226977825,
0.008587293326854706,
-0.009590046480298042,
-0.016692519187927246,
0.03440137580037117,
0.0053208330646157265,
-0.019928952679038048,
-0.0056226821616292,
-0.01119571179151535,
0.01381676085293293,
-0.003432809142395854,
-0.0030128490179777145,
-0.02009154111146927,
-0.006468305829912424,
0.006972418166697025,
-0.010000908747315407,
0.00694399094209075,
-0.005543575622141361,
0.016579708084464073,
0.0024622310884296894,
0.01755974255502224,
0.004609378986060619,
-0.0033896658569574356,
0.006918459665030241,
-0.006690183654427528,
0.022062931209802628,
0.005021469667553902,
0.016423530876636505,
-0.004298843443393707,
0.018047362565994263,
-0.005809109658002853,
0.07208472490310669,
-0.013967868871986866,
-0.008208409883081913,
-0.03001491352915764,
0.0008041220717132092,
0.004975730553269386,
0.0018035715911537409,
-0.008980285376310349,
0.01892584189772606,
-0.010691235773265362,
-0.0050226375460624695,
-0.002531815553084016,
0.0009043589234352112,
0.010325916111469269,
0.02672760747373104,
-0.006780973635613918,
-0.029838193207979202,
-0.014310692436993122,
0.01268704328685999,
0.010521592572331429,
-0.01414813008159399,
0.006206263322383165,
-0.015654852613806725,
0.0008061276748776436,
-0.00944176409393549,
-0.016277391463518143,
-0.00921056792140007,
-0.011310522444546223,
-0.028044629842042923,
-0.0014259186573326588,
-0.01328386552631855,
-0.003871098393574357,
0.008863109163939953,
0.0070109898224473,
0.027785934507846832,
0.017495200037956238,
0.015370245091617107,
0.010109756141901016,
-0.0005626115016639233,
-0.01203959621489048,
0.020075839012861252,
-0.0019980573561042547,
0.0017893209587782621,
0.01233764924108982,
-0.0035521527752280235,
0.003296785056591034,
-0.00034360215067863464,
0.015605948865413666,
-0.008211103267967701,
0.0027985696215182543,
-0.011769302189350128,
-0.007248545065522194,
0.012367192655801773,
-0.043864525854587555,
0.008446439169347286,
-0.02017756924033165,
-0.006016966421157122,
0.007269596215337515,
-0.012903979048132896,
-0.023421619087457657,
-0.013455037027597427,
-0.0018693356541916728,
-0.01266093086451292,
0.007961257360875607,
-0.01363112311810255,
-0.03220231831073761,
-0.014591224491596222,
-0.007958674803376198,
-0.005239177029579878,
0.01085998211055994,
-0.009982438758015633,
-0.00828249379992485,
0.005818777251988649,
0.020263316109776497,
0.013341309502720833,
-0.0032232855446636677,
0.0006995229050517082,
-0.007471335120499134,
0.011598623357713223,
0.014234302565455437,
-0.0029096058569848537,
0.026689961552619934,
0.030780643224716187,
-0.036691680550575256,
0.0003187570837326348,
-0.013836629688739777,
-0.02001182548701763,
0.0014926544390618801,
-0.00034258002415299416,
0.010809564962983131,
0.02286043018102646,
-0.006739186123013496,
0.004994961898773909,
0.0014606649056077003,
0.004149284213781357,
0.03438207507133484,
0.02016398310661316,
0.00314509030431509,
0.011445412412285805,
-0.028080331161618233,
-0.0023923651315271854,
0.00558221060782671,
-0.01851903647184372,
-0.001357546541839838,
0.0010830424726009369,
0.007209720555692911,
0.02640756033360958,
0.02872605249285698,
-0.012918469496071339,
-0.027981925755739212,
0.029719606041908264,
0.014297987334430218,
0.030274728313088417,
0.0010737120173871517,
0.0016685808077454567,
0.04680367559194565,
0.007173420861363411,
0.01887189783155918,
-0.004249827470630407,
-0.010946707800030708,
0.0018075783737003803,
0.00880876462906599,
0.013575815595686436,
0.007622473873198032,
0.009007301181554794,
-0.007235794328153133,
-0.001454248558729887,
0.037791334092617035,
-0.005528438836336136,
-0.009083381853997707,
0.029231827706098557,
-0.023688307031989098,
0.018888359889388084,
-0.01529928483068943,
-0.00040581426583230495,
0.0030531578231602907,
0.023265954107046127,
0.01148458942770958,
0.028330810368061066,
0.022586051374673843,
0.028060875833034515,
-0.008814258500933647,
0.007483494468033314,
0.01470183301717043,
0.0062688253819942474,
-0.013280910439789295,
-0.000889437971636653,
0.002629416063427925,
0.001374400919303298,
-0.012747186236083508,
0.005335862282663584,
0.010257532820105553,
0.01038250420242548,
-0.008888022974133492,
-0.031330034136772156,
0.007644358556717634,
0.003025776008144021,
-0.005440850742161274,
-0.0016988632269203663,
-0.007001759484410286,
0.009236149489879608,
-0.022612931206822395,
-0.006726410705596209,
-0.004701063968241215,
-0.016122981905937195,
-0.0037278197705745697,
0.025774231180548668,
0.05396665632724762,
-0.02747769095003605,
-0.018059149384498596,
0.02516225352883339,
-0.0026522930711507797,
-0.04464856535196304,
0.03359565511345863,
-0.021640000864863396,
-0.004324898589402437,
-0.025310393422842026,
0.010099660605192184,
-0.012927327305078506,
-0.0015813810750842094,
0.011411018669605255,
-0.020395714789628983,
0.013288330286741257,
-0.014092331752181053,
-0.0007442175410687923,
-0.020571207627654076,
-0.009239709004759789,
0.010860495269298553,
-0.0010622232221066952,
-0.000996950431726873,
-0.005098900757730007,
0.02872561849653721,
-0.008808864280581474,
-0.012981702573597431,
0.004788488149642944,
-0.01492723636329174,
-0.002670224756002426,
-0.014885450713336468,
-0.001102640526369214,
-0.018184859305620193,
-0.010756297037005424,
-0.010167119093239307
] |
[
0.6157403588294983,
-0.41121160984039307,
0.5877719521522522,
-0.03263397142291069,
-0.2870670258998871,
0.22282756865024567,
0.1814003735780716,
-0.6678393483161926,
-0.2693682014942169,
-0.07828651368618011,
-0.16659414768218994,
0.3332730531692505,
-0.3306049406528473,
0.2204049676656723,
-0.2964409291744232,
0.604956865310669,
0.9068501591682434,
-0.03533589467406273,
-0.46267929673194885,
-0.47649991512298584,
-0.08118340373039246,
-0.051573287695646286,
0.9835825562477112,
0.08132072538137436,
0.04643307253718376,
0.4012497663497925,
0.3074825704097748,
0.05846598744392395,
0.24382807314395905,
0.18797029554843903,
0.13194961845874786,
0.3967394530773163,
0.30916455388069153,
-0.23763816058635712,
0.6083962321281433,
0.052826303988695145,
-0.04418123885989189,
0.020804664120078087,
-0.26913005113601685,
-0.4930519461631775,
-0.15701794624328613,
-0.231540709733963,
-0.28842443227767944,
0.38220712542533875,
-0.4855564534664154,
-0.5607119798660278,
-1.0517264604568481,
0.570880651473999,
-0.388412207365036,
0.125379279255867,
-0.49138885736465454,
-0.28890275955200195,
0.4716419279575348,
0.1538427621126175,
-0.04087669402360916,
0.674911618232727,
-0.4807165861129761,
0.02989857830107212,
0.010605771094560623,
-0.03593451529741287,
-0.11984943598508835,
-0.412426620721817,
-0.05987401679158211,
0.3386476933956146,
-0.21598315238952637,
0.1368977278470993,
-0.06091872230172157,
-0.3018534183502197,
-0.056910645216703415,
-0.10981272161006927,
0.2459479719400406,
0.23049412667751312,
-0.07959985733032227,
0.3962208330631256,
-0.22923512756824493,
-0.29954156279563904,
-0.3138287663459778,
0.010391074232757092,
0.3291688561439514,
-0.1819511204957962,
-0.16624616086483002,
0.14924246072769165,
0.012779247015714645,
-0.35517239570617676,
0.5331528186798096,
-0.1054815724492073,
-0.07227389514446259,
0.5921763777732849,
-0.38967734575271606,
0.452828973531723,
-0.11121262609958649,
-0.2547536790370941,
0.22828949987888336,
1.1242613792419434,
-0.022467181086540222,
-0.4918344020843506,
-0.36199766397476196,
-0.3851262629032135,
0.4267783463001251,
0.4477655291557312,
0.0731114074587822,
0.15210919082164764,
0.4535474181175232,
0.001204277272336185,
-0.003707823110744357,
-0.4681777060031891,
-0.524586021900177,
-1.1320174932479858,
-0.6657769083976746,
0.04758502170443535,
-0.6219054460525513,
0.23797401785850525,
-0.011390883475542068,
-0.30963829159736633,
-0.037320371717214584,
0.05282667651772499,
0.2468177080154419,
-0.08299744129180908,
-0.026806486770510674,
0.3768481910228729,
0.09506027400493622,
1.2514877319335938,
0.09003295749425888,
-0.20813113451004028,
-0.37420210242271423,
-0.06686990708112717,
0.37914910912513733,
0.38701897859573364,
-0.8092877864837646,
0.22633232176303864,
-0.11075356602668762,
0.5034351348876953,
-0.20355582237243652,
0.5369125604629517,
-0.37756025791168213,
-0.7544825673103333,
0.20688721537590027,
-0.22093981504440308,
0.13286755979061127,
-0.040208108723163605,
-0.5146670341491699,
-0.45953428745269775,
-0.04053684324026108,
-0.0891815572977066,
-0.0320904441177845,
-0.412154883146286,
0.02785198949277401,
-0.21680158376693726,
-0.4079454243183136,
0.30256786942481995,
-0.28256869316101074,
0.3602292835712433,
-0.5161308646202087,
-0.26740774512290955,
-0.14869289100170135,
-0.4947405159473419,
-0.10968579351902008,
0.11219768226146698,
0.02288166433572769,
0.1398136019706726,
0.3798595666885376,
0.2552039325237274,
-0.33451542258262634,
0.031902607530355453,
0.2744613587856293,
-0.2841860353946686,
0.6142359972000122,
0.48212093114852905,
0.059262052178382874,
0.3703794777393341,
0.03223814442753792,
0.03048050031065941,
-0.06209390237927437,
0.3951420187950134,
-0.1801520138978958,
-0.20427186787128448,
0.1774108111858368,
0.17377997934818268,
-0.0634971335530281,
0.1497531533241272,
-0.6034653186798096,
-0.07375703752040863,
0.11860878765583038,
-0.2796083092689514,
0.08372605592012405,
0.32539528608322144,
0.5469194650650024,
0.15422646701335907,
-0.056820016354322433,
0.2546406388282776,
-0.1672387719154358,
-0.10845812410116196,
0.08504919707775116,
-0.6907615065574646,
0.8785775303840637,
-0.10231184959411621,
-0.10279136151075363,
0.4873766005039215,
0.1961924284696579,
-0.18184107542037964,
-0.06931109726428986,
0.014847536571323872,
0.37955352663993835,
-0.2906230092048645,
-0.7530798316001892,
-0.30974262952804565,
0.18642568588256836,
0.10352759063243866,
0.045742060989141464,
-0.25892630219459534,
0.2635231614112854,
-0.6101892590522766,
0.14526021480560303,
-0.26535722613334656,
0.06403674930334091,
-0.2619491219520569,
-0.22913490235805511,
0.5227795839309692,
0.31384554505348206,
0.3970915675163269,
1.0091025829315186,
-0.1461872011423111,
-0.14801344275474548,
1.073055624961853,
-0.21996499598026276,
0.7083756327629089,
0.7143222093582153,
0.1817743480205536,
0.37885355949401855,
0.02225717529654503,
0.09402809292078018,
-0.7606515288352966,
0.1783982217311859,
-0.07825329899787903,
0.1040988340973854,
0.19559898972511292,
-0.09441374242305756,
0.12329297512769699,
0.3240402042865753,
-0.5464590191841125,
0.1681465357542038,
0.4282463788986206,
-0.5519044995307922,
0.20979921519756317,
0.18461662530899048,
-0.2715977728366852,
-0.025796426460146904,
0.011662574484944344,
-0.11299877613782883,
-0.34008321166038513,
0.30865320563316345,
0.019693544134497643,
0.37335771322250366,
-0.7606064677238464,
-0.157037615776062,
0.06915128976106644,
0.09876527637243271,
-0.3467297852039337,
0.012556451372802258,
-0.10859868675470352,
-0.474531888961792,
-0.2804749011993408,
0.1212172582745552,
-0.853381335735321,
-0.043129075318574905,
-0.2839401662349701,
-0.6907665133476257,
-0.42094701528549194,
0.7965059876441956,
0.07007762044668198,
0.7672643065452576,
-0.03196622431278229,
-0.4570481479167938,
-0.20192961394786835,
-0.610160231590271,
-1.1445844173431396,
0.5854482054710388,
0.1501096934080124,
-0.5169472694396973,
-1.0006272792816162,
0.20890310406684875,
0.49219685792922974,
0.5309751033782959,
-0.12567952275276184,
-0.4456450045108795,
-0.32659676671028137,
-0.06921516358852386,
-0.036191675812006,
-0.48250776529312134,
-0.5927159786224365,
-0.3055088222026825,
0.32008543610572815,
-0.28343555331230164,
-0.4571625292301178,
-0.1381545066833496,
0.8839066624641418,
-0.023510286584496498,
0.05182154104113579,
0.7621469497680664,
-0.3581002354621887,
0.12038101255893707,
-0.421144038438797,
-0.26440852880477905,
0.059753526002168655,
-0.371943861246109,
-0.7043022513389587,
-0.13384318351745605,
0.22660017013549805,
-5.982281684875488,
-0.04786006733775139,
-0.30550456047058105,
0.1584102213382721,
0.32122859358787537,
-0.11059939116239548,
0.5270736813545227,
-0.04534293711185455,
0.49008482694625854,
-0.08291824907064438,
-0.4149349629878998,
-0.13469673693180084,
-0.07035648822784424,
0.19858475029468536,
0.3724350035190582,
0.3850589394569397,
0.38650429248809814,
-0.005088193342089653,
0.7949932813644409,
0.15413372218608856,
0.6181393265724182,
-0.4518519639968872,
0.08976340293884277,
-0.008454233407974243,
0.06129462271928787,
-0.2240758091211319,
-0.6462910175323486,
0.06219298765063286,
-0.4928804934024811,
-0.4295792877674103,
-0.3188073933124542,
-0.7792112827301025,
-0.12813565135002136,
-0.08963871002197266,
0.35350748896598816,
0.2354348748922348,
0.1222890168428421,
0.08869469910860062,
0.46880680322647095,
-0.21475553512573242,
0.9750696420669556,
0.3172209858894348,
0.28031665086746216,
-0.057684823870658875,
0.5827586054801941,
-0.3318735659122467,
-0.4291916489601135,
-0.22047752141952515,
0.0874822661280632,
0.6443831920623779,
0.2923741638660431,
0.20024988055229187,
0.7951657176017761,
0.23421227931976318,
-0.4223518967628479,
-0.5165809988975525,
-0.12602612376213074,
0.3966406583786011,
-0.5306971073150635,
0.5717969536781311,
-0.40966856479644775,
-0.1768636256456375,
-0.13615082204341888,
-0.5620042681694031,
-0.11843124032020569,
0.41625744104385376,
-0.43826180696487427,
-0.14825987815856934,
0.37720081210136414,
0.08374152332544327,
-0.41232791543006897,
0.1834167093038559,
0.017255647107958794,
-0.6209583878517151,
0.585236132144928,
-0.3997245132923126,
0.8158063292503357,
-0.04172660782933235,
-0.15055294334888458,
0.40202534198760986,
-0.19063927233219147,
-0.5951123237609863,
0.19165101647377014,
0.07518326491117477,
-0.09099319577217102,
-0.9066102504730225,
-0.40671446919441223,
-0.2048720419406891,
-0.022430719807744026,
0.4462645947933197,
0.6508280038833618,
-0.31742531061172485,
0.2266649454832077,
0.2200983464717865,
0.6803406476974487,
-0.3927052915096283,
0.11854525655508041,
-0.033080410212278366,
0.6428943276405334,
0.17665039002895355,
0.4540879726409912,
0.08512701839208603,
-0.0665883794426918,
-0.7060521245002747,
-0.1560998260974884,
-0.06513520330190659,
-0.26449063420295715,
0.05125477910041809,
0.39041057229042053,
0.03131258115172386,
0.2982248365879059,
0.09228960424661636,
-0.3558712601661682,
-0.024577366188168526,
0.6241158843040466,
0.06471380591392517,
-0.7112638354301453,
0.09534957259893417,
0.4816466271877289,
0.014785324223339558,
0.014915854670107365,
0.026384860277175903,
-0.1765364706516266,
0.09738186001777649,
0.05006541311740875,
-0.6313106417655945,
0.013461647555232048,
0.2019640952348709,
-0.242548406124115,
0.09159132838249207,
0.5213577151298523,
0.13654926419258118,
-0.44977131485939026,
-0.692721962928772,
-0.09735141694545746,
-0.16784049570560455,
0.10618788003921509,
0.10607209801673889,
-0.12590011954307556,
-0.27337971329689026,
0.20016705989837646,
0.2720244824886322,
0.20240719616413116,
0.2889018654823303,
-0.024391936138272285,
0.3934246301651001,
-0.13111090660095215,
-0.18992175161838531,
0.08829336613416672,
-0.20981401205062866,
0.018781322985887527,
-0.22604116797447205,
0.02737470343708992,
0.06860877573490143,
-0.10669633746147156,
0.20260557532310486,
0.4479523003101349,
-0.16874991357326508,
0.49145931005477905,
-0.3247196078300476,
0.48650169372558594,
0.2835537791252136,
-1.1244820356369019,
0.4109475016593933,
-0.45410463213920593,
0.3653523027896881,
-0.7931792140007019,
-0.08196745812892914,
0.24347735941410065,
0.1729070544242859,
-0.17821158468723297,
-0.6358930468559265,
0.02359865792095661,
-0.17141485214233398,
0.34590384364128113,
0.24435754120349884,
0.42594996094703674,
-0.4355151057243347,
0.2070998102426529,
-0.23972077667713165,
-0.25918981432914734,
0.02852473221719265,
-0.5199424624443054,
1.2270678281784058,
0.5628219842910767,
0.01745239458978176,
-0.7087709307670593,
0.10698239505290985,
-0.5688420534133911,
-0.09514577686786652,
0.21420080959796906,
0.2427034080028534,
0.21751758456230164,
-0.16229383647441864,
0.04946797341108322,
-0.22152267396450043,
0.07219015061855316,
0.8135745525360107,
-0.495988667011261,
-0.2479400783777237,
-0.2840155065059662,
0.6390470862388611,
-0.2838204503059387,
0.3953973650932312,
0.016073517501354218,
0.011224376037716866,
-0.059340950101614,
0.10760810226202011,
0.19203706085681915,
-0.3990033268928528,
0.0673520416021347,
-0.15257205069065094,
-0.49244973063468933,
0.11037346720695496,
-0.4898946285247803,
0.014258014969527721,
0.09037015587091446,
-0.07375827431678772,
0.06606856733560562,
-0.04136982560157776,
0.11824338883161545,
-0.4486253559589386,
0.15721382200717926,
0.1082458347082138,
-0.5609641075134277,
0.3316376805305481,
-0.14302514493465424,
-0.66282719373703,
-0.25766631960868835,
0.13612021505832672,
-0.09143853187561035,
0.27840563654899597,
-0.046826135367155075,
-0.0015902358572930098,
-0.12052120268344879,
-0.15959960222244263,
-0.5488614439964294,
0.4102950394153595,
-0.30474185943603516,
0.1715509444475174,
-0.3354529142379761,
0.5504616498947144,
0.09462480992078781,
0.2854463458061218,
-0.10404422134160995,
0.30629709362983704,
0.4857408404350281,
-0.42546480894088745,
-0.8134532570838928,
-0.13518397510051727,
0.17690370976924896,
-0.20868416130542755,
0.15285257995128632,
0.04259676858782768,
1.0538526773452759,
0.001831887406297028,
-0.18157821893692017,
-0.8103855848312378,
0.05864531546831131,
0.5618506073951721,
-0.30610352754592896,
0.3801775574684143,
-0.5414190888404846,
-0.3388996720314026,
0.5054181218147278,
0.44965660572052,
-0.32304245233535767,
-0.5658372640609741,
0.43645888566970825,
0.07300667464733124,
0.20238174498081207,
-0.03259844705462456,
0.10497163236141205,
0.6882925033569336,
0.34949249029159546,
0.5907909870147705,
0.03580578416585922,
0.24542678892612457,
0.16087043285369873,
-0.06980272382497787,
-0.16376893222332,
-0.4236506223678589,
0.2676207423210144,
-0.09132065623998642,
0.19577305018901825,
0.13181796669960022,
-0.19339619576931,
-0.0489659421145916,
-0.21153272688388824,
0.014650962315499783,
0.029080113396048546,
-0.06695397943258286,
-0.6619113683700562,
-0.15935198962688446,
-0.4125645160675049,
0.5853518843650818,
0.6009296178817749,
0.3184680938720703,
-0.26997727155685425,
-0.16851460933685303,
-0.3529486656188965,
0.15070587396621704,
0.5707463026046753,
-0.7681258916854858,
0.07177547365427017,
-0.07086488604545593,
0.8302496075630188,
-0.11411498486995697,
-0.37430641055107117,
-0.2987727224826813,
0.05674933269619942,
0.16025879979133606,
0.1420591175556183,
0.3005804419517517,
-0.6087145805358887,
0.14991068840026855,
0.34900596737861633,
0.3280698359012604,
0.16236115992069244,
0.3138783276081085,
0.22696879506111145,
0.3466147482395172,
0.06049547716975212,
0.08119857311248779,
-0.45572513341903687,
0.01553670410066843,
-0.1043686717748642,
-0.3690205514431,
-0.10996561497449875,
0.16957184672355652,
0.05622958764433861,
0.34175974130630493,
-0.46625572443008423,
0.7375231385231018,
-0.012749739922583103,
0.21139484643936157,
-0.34664401412010193,
-0.15992948412895203,
-0.37712711095809937,
0.5785406827926636,
0.20340031385421753,
1.0178263187408447,
-0.14307323098182678,
0.05516856163740158,
-0.11872885376214981,
0.11837731301784515,
0.4845251142978668,
0.12610502541065216,
-0.11931208521127701,
0.5930598974227905,
-0.06290865689516068,
-0.12602269649505615,
0.31982284784317017,
-0.21634641289710999,
-0.5196041464805603,
-0.10955511778593063,
0.5429131388664246,
-0.089997299015522,
0.3341710567474365,
-0.05498132109642029,
0.08706249296665192,
0.6468678116798401,
-0.972577691078186,
0.0148351164534688,
-0.5606707334518433,
-0.25985920429229736,
-0.04583347216248512,
-0.3840414881706238,
0.09808085113763809,
0.11489706486463547,
0.22919410467147827,
0.553870677947998,
-0.18220578134059906,
0.1751260906457901,
-0.015309779904782772,
-0.07977097481489182,
-0.2723950445652008,
0.19628536701202393,
-0.47477269172668457,
-0.06323061883449554,
-0.09294136613607407,
0.3977988362312317,
-0.19681167602539062,
-0.46942585706710815,
-0.6014217734336853,
0.048573777079582214,
-0.08647959679365158,
-0.04864037036895752,
0.44605663418769836,
-0.13050055503845215,
0.623329222202301,
-0.6709784865379333,
-0.34709611535072327,
0.08559020608663559,
0.4531093239784241,
0.33129674196243286,
-0.09186466038227081,
0.24069838225841522,
0.7850449085235596,
0.4403366446495056,
0.45149293541908264,
0.09484127163887024,
0.19302856922149658,
0.4857349693775177,
0.12477404624223709,
0.3913542926311493,
-0.25777772068977356,
-0.24621522426605225,
-0.6121549010276794,
-0.2298532873392105,
0.8553823828697205,
-0.24760302901268005,
0.07776034623384476,
-0.1238798126578331,
0.48725199699401855,
-0.09711289405822754,
0.4233725070953369,
-0.80311119556427,
-0.11846743524074554,
-0.3869225084781647,
-0.4037761390209198,
-0.3743702173233032,
-0.005551837384700775,
0.32583290338516235,
0.08495601266622543,
-0.3373500406742096,
0.437517374753952,
0.041065771132707596,
-0.6243621110916138,
0.6648730039596558,
0.14544501900672913,
-0.2355518639087677,
-0.2328685224056244,
0.2896724045276642,
-0.15113253891468048,
-0.1209653913974762,
-0.1242992952466011,
0.24410277605056763,
0.31737154722213745,
-0.181269109249115,
-0.10208814591169357,
-0.21123303472995758,
-0.5996019244194031,
-0.03156789392232895,
0.0027883825823664665,
0.2121138870716095,
0.33968764543533325,
-0.25941288471221924,
-0.7973946332931519,
0.5452449321746826,
-0.008050743490457535,
-0.4468221962451935,
-0.3657928705215454,
-0.03264185041189194,
-0.5493571758270264,
0.023884227499365807,
0.2412654012441635,
0.0201780516654253,
-0.17285048961639404,
0.02940359152853489
] |
Social bots are automatic or semi-automatic computer programs that mimic humans and/or human behavior in online social networks. Social bots can attack users (targets) in online social networks to pursue a variety of latent goals, such as to spread information or to influence targets. Without a deep understanding of the nature of such attacks or the susceptibility of users, the potential of social media as an instrument for facilitating discourse or democratic processes is in jeopardy. In this paper, we study data from the Social Bot Challenge 2011 an experiment conducted by the WebEcologyProject during 2011 in which three teams implemented a number of social bots that aimed to influence user behavior on Twitter. Using this data, we aim to develop models to (i) identify susceptible users among a set of targets and (ii) predict users’ level of susceptibility. We explore the predictiveness of three different groups of features (network, behavioral and linguistic features) for these tasks. Our results suggest that susceptible users tend to use Twitter for a conversational purpose and tend to be more open and social since they communicate with many different users, use more social words and show more affection than non-susceptible users.
|
[
-0.01594226434826851,
-0.002046159002929926,
0.004969454370439053,
0.008092997595667839,
0.01325828768312931,
-0.026389574632048607,
0.0066660745069384575,
-0.004300491884350777,
-0.010226879268884659,
0.008211173117160797,
-0.010871147736907005,
0.009734292514622211,
0.00681190425530076,
0.026129452511668205,
0.014302967116236687,
0.007447166368365288,
-0.011854532174766064,
-0.011176262982189655,
-0.0033338950015604496,
-0.010918565094470978,
0.008558792993426323,
-0.006335527636110783,
0.006375602446496487,
0.006424653809517622,
-0.0038664049934595823,
0.023495525121688843,
-0.015270311385393143,
0.00932271871715784,
0.004077604506164789,
0.007733283564448357,
-0.042533695697784424,
0.004573218524456024,
0.00754774734377861,
-0.009539137594401836,
0.008128316141664982,
0.01260259561240673,
0.0020417075138539076,
0.0051168943755328655,
0.007804038003087044,
-0.0020747471135109663,
0.003725071670487523,
0.0019888270180672407,
-0.0007827666122466326,
-0.02243342250585556,
-0.00882490910589695,
0.015005199238657951,
0.000045166147174313664,
0.0066466378048062325,
-0.01160413958132267,
-0.000036124722100794315,
-0.003954350482672453,
0.025039277970790863,
0.011739969253540039,
-0.003488828195258975,
-0.003641777904704213,
0.0074496702291071415,
0.013366134837269783,
0.0029952360782772303,
-0.01857249066233635,
-0.009816618636250496,
0.0027696930337697268,
0.04366563633084297,
-0.011127007193863392,
-0.00501431617885828,
-0.0077144065871834755,
-0.06789419054985046,
-0.015221023000776768,
0.0237303227186203,
0.002933837240561843,
0.003176717320457101,
-0.014029373414814472,
0.009939907118678093,
-0.023406419903039932,
-0.015306195244193077,
-0.011218128725886345,
-0.002890396863222122,
0.0030471961945295334,
-0.0244569331407547,
0.0021261484362185,
0.033048924058675766,
0.0027835750952363014,
0.019633997231721878,
0.03789132460951805,
0.016735374927520752,
-0.008596926927566528,
0.018637441098690033,
-0.0010405185166746378,
-0.02343038097023964,
0.0058977846056222916,
0.003296222072094679,
0.014726649038493633,
0.017580028623342514,
-0.00449800118803978,
-0.005910713225603104,
0.004171228967607021,
-0.008412515744566917,
0.014809435233473778,
0.005372320301830769,
-0.005838320590555668,
0.000643464270979166,
-0.005927305668592453,
0.0024923975579440594,
0.009505385532975197,
-0.013205204159021378,
-0.01282108947634697,
0.007249272894114256,
-0.008927123621106148,
-0.009856486693024635,
-0.031545549631118774,
0.00834173895418644,
0.00658600265160203,
-0.022121237590909004,
-0.004030053503811359,
-0.008311545476317406,
-0.008304244838654995,
0.01864718273282051,
0.009194247424602509,
-0.014090968295931816,
0.00902545265853405,
-0.005401341710239649,
-0.009099431335926056,
-0.009168311953544617,
0.0026569287292659283,
-0.0011797447223216295,
0.008915024809539318,
0.021500665694475174,
-0.006652784999459982,
-0.01321416161954403,
0.01246778666973114,
0.01300610601902008,
-0.009221235290169716,
-0.00833135936409235,
-0.019643258303403854,
0.014484628103673458,
0.00205666059628129,
-0.011741997674107552,
-0.0037432131357491016,
-0.009485049173235893,
-0.00011561275459825993,
-0.019252898171544075,
-0.005707583390176296,
0.008321195840835571,
0.00709148682653904,
0.013849751092493534,
0.006608789321035147,
-0.004340219311416149,
-0.0346093624830246,
0.011699935421347618,
-0.004434403497725725,
0.019735999405384064,
-0.003247024491429329,
-0.023491833359003067,
-0.02051464095711708,
-0.004477095790207386,
0.006762526463717222,
0.006205720826983452,
-0.007618853356689215,
-0.020028267055749893,
-0.009152134880423546,
-0.01849382370710373,
0.008167948573827744,
0.008931318297982216,
0.007028014864772558,
0.0055875759571790695,
-0.00396237475797534,
0.008219853974878788,
0.005431340076029301,
-0.0017680972814559937,
-0.0015822774730622768,
0.0010483746882528067,
-0.0003836537362076342,
0.017753547057509422,
-0.0005903562996536493,
0.000894686731044203,
-0.01962185464799404,
0.006140565034002066,
0.017910273745656013,
0.003952871076762676,
-0.015200454741716385,
0.06750385463237762,
0.0016901993658393621,
-0.0032550757750868797,
0.003246787004172802,
-0.000156281515955925,
0.008379898965358734,
0.00010538799688220024,
-0.005199851933866739,
-0.01093999482691288,
-0.0029151681810617447,
0.0116911381483078,
-0.022566398605704308,
0.009280149824917316,
-0.025500133633613586,
-0.003987053409218788,
0.005700096022337675,
0.0034277939703315496,
0.02067134529352188,
-0.004000484477728605,
-0.009390408173203468,
-0.006508437916636467,
-0.0008379570208489895,
0.020060693845152855,
0.017151396721601486,
0.04616750776767731,
-0.010651816613972187,
-0.00013752595987170935,
0.012430068105459213,
-0.011534132994711399,
0.015123815275728703,
0.012004166841506958,
0.004077361896634102,
0.0030277203768491745,
-0.007631923072040081,
-0.012442681938409805,
0.002799808280542493,
0.0036212829872965813,
0.02541755884885788,
0.011941175907850266,
0.009453527629375458,
-0.013255199417471886,
-0.007782771717756987,
0.0028951975982636213,
0.015679942443966866,
-0.003641607705503702,
0.02803090028464794,
0.007884335704147816,
0.0076461960561573505,
0.0071953171864151955,
-0.01635664515197277,
0.004244832322001457,
-0.011999236419796944,
-0.015753863379359245,
-0.003561996389180422,
-0.03188982978463173,
-0.005763259716331959,
-0.008543448522686958,
0.0037375502288341522,
0.004472224973142147,
0.013264847919344902,
-0.0038062864914536476,
0.01093301735818386,
0.010084785521030426,
-0.010093371383845806,
-0.01659836247563362,
-0.012851226143538952,
0.02868036925792694,
0.01147373579442501,
-0.004126266576349735,
0.023883678019046783,
0.008387801237404346,
0.0024485262110829353,
0.021534021943807602,
0.03343939781188965,
-0.02240907773375511,
-0.009315627627074718,
-0.0029454436153173447,
-0.0036627037916332483,
-0.02497314289212227,
0.020401954650878906,
-0.03176330029964447,
0.004290862940251827,
0.003112578298896551,
0.014000080525875092,
0.010595579631626606,
0.03506217524409294,
0.019660387188196182,
0.011179616674780846,
0.0024768775328993797,
0.016013476997613907,
-0.022570712491869926,
0.0027818826492875814,
-0.0081708412617445,
-0.0019640671089291573,
-0.0822393149137497,
-0.003799612168222666,
-0.007279561832547188,
0.01581302285194397,
0.01594279147684574,
0.0007753073005005717,
-0.019283294677734375,
0.029496226459741592,
-0.012105192057788372,
0.00603393604978919,
-0.009973672218620777,
0.020222853869199753,
-0.01281745359301567,
-0.025088664144277573,
0.0030711477156728506,
-0.004397332668304443,
0.006180640775710344,
0.027371708303689957,
0.0011358661577105522,
0.012045986019074917,
0.030341364443302155,
-0.0102017130702734,
-0.010896255262196064,
0.003780364990234375,
-0.010330133140087128,
-0.002535860985517502,
0.011594820767641068,
-0.005684180185198784,
-0.0076183415949344635,
0.00006178277544677258,
0.0023510612081736326,
0.007530184928327799,
-0.010070491582155228,
-0.019360708072781563,
0.0021262280642986298,
0.020125802606344223,
-0.012813612818717957,
0.0033761675003916025,
-0.004404235165566206,
0.005145293660461903,
-0.0007844355423003435,
0.008203459903597832,
-0.008831247687339783,
0.006980860140174627,
0.018724950030446053,
0.016231384128332138,
-0.00020386232063174248,
0.03811017796397209,
0.005445658694952726,
-0.01616736501455307,
-0.004942161962389946,
-0.00009998440509662032,
-0.013987904414534569,
0.0011476750951260328,
-0.0039150295779109,
0.002792594488710165,
0.0008222623728215694,
0.02169298753142357,
-0.007976988330483437,
0.0017901310930028558,
-0.011526248417794704,
-0.016533097252249718,
-0.0348171591758728,
0.02956630289554596,
-0.003178955055773258,
-0.010728972963988781,
0.024964895099401474,
0.012961380183696747,
0.008960713632404804,
-0.0046357871033251286,
-0.004749062936753035,
-0.004763834644109011,
-0.0047919731587171555,
0.0002096285461448133,
0.01337679848074913,
-0.009021028876304626,
-0.003134859958663583,
-0.0002649646485224366,
0.0023753864225000143,
0.004530885256826878,
-0.0028293230570852757,
0.007031676359474659,
0.00004646345041692257,
0.0030958768911659718,
0.002262991154566407,
0.0028610997833311558,
-0.00018529192311689258,
-0.0029593987856060266,
-0.0022474757861346006,
-0.008852045983076096,
0.028542490676045418,
-0.008008015342056751,
0.01068208273500204,
0.005711759440600872,
-0.0014704118948429823,
-0.023462487384676933,
-0.048749007284641266,
0.0004617352969944477,
-0.011724160052835941,
0.005757464095950127,
0.008697845041751862,
-0.0008435519994236529,
0.002753480803221464,
-0.008642138913273811,
0.019483961164951324,
0.008582952432334423,
0.005238425452262163,
0.010857716202735901,
-0.0021686935797333717,
-0.00479341484606266,
0.0017046115826815367,
0.018107576295733452,
-0.011209268122911453,
0.0035823758225888014,
0.008028620854020119,
-0.00021450815256685019,
0.00027632364071905613,
-0.010312563739717007,
0.07343694567680359,
0.00781561154872179,
0.00007171649485826492,
-0.004841984249651432,
0.029102150350809097,
-0.00829477421939373,
-0.007258937694132328,
-0.014632215723395348,
-0.025927655398845673,
-0.0200244951993227,
0.008934732526540756,
-0.014795368537306786,
-0.0009056827984750271,
-0.012695210985839367,
-0.008871427737176418,
0.0014622367452830076,
-0.018990768119692802,
-0.024016909301280975,
0.004150024149566889,
0.003326570615172386,
-0.009886464104056358,
0.013539479114115238,
-0.00022530718706548214,
0.01643277332186699,
-0.015337101183831692,
-0.00989354308694601,
-0.0227968730032444,
-0.012992332689464092,
0.0010629859752953053,
0.00255912309512496,
0.010556740686297417,
-0.0034944755025207996,
-0.0009083289187401533,
0.012049399316310883,
0.0009913319954648614,
-0.003645333694294095,
-0.010605040937662125,
-0.004929492715746164,
0.0006093772826716304,
0.012462656944990158,
0.0026657581329345703,
-0.0063159409910440445,
0.006776060909032822,
0.023069359362125397,
0.017008550465106964,
-0.004618940409272909,
0.0005669125821441412,
-0.005345163866877556,
-0.0184877160936594,
0.006076516583561897,
0.00531399343162775,
0.008476538583636284,
0.0025989492423832417,
0.012631854973733425,
0.014917263761162758,
0.0031393803656101227,
0.02852691523730755,
0.005782032385468483,
0.003843453014269471,
-0.020996566861867905,
-0.03751473128795624,
0.0071595171466469765,
0.02397724986076355,
0.007282255217432976,
-0.0034883166663348675,
-0.00895024836063385,
0.02887502685189247,
0.0017230547964572906,
0.008796753361821175,
-0.03647065907716751,
-0.021126627922058105,
0.009840579703450203,
-0.005274529103189707,
0.003093333449214697,
-0.012771847657859325,
-0.015637189149856567,
0.007194114848971367,
0.007882320322096348,
0.005285816267132759,
0.0009214941528625786,
-0.01192853506654501,
-0.01629086211323738,
-0.008638778701424599,
0.020062066614627838,
-0.015180518850684166,
0.026032619178295135,
-0.01604415662586689,
-0.07532531023025513,
-0.008226974867284298,
0.00023138197138905525,
-0.004269409459084272,
-0.012007733806967735,
0.005257647484540939,
0.0062341634184122086,
-0.00978772807866335,
-0.003069220809265971,
-0.013782665133476257,
-0.02577902376651764,
-0.005002297926694155,
-0.007369112689048052,
0.006337336264550686,
0.008502372540533543,
0.00017459166701883078,
0.007622245699167252,
0.009156938642263412,
0.000491785875055939,
0.02256586030125618,
-0.018487339839339256,
0.0004443677607923746,
0.01114857941865921,
0.01137411780655384,
0.005530543625354767,
-0.08227663487195969,
-0.0086117098107934,
0.008320712484419346,
-0.019455522298812866,
-0.02155190333724022,
-0.014228885062038898,
0.001745553337968886,
-0.0011829138966277242,
-0.011559749953448772,
-0.013828336261212826,
-0.015447947196662426,
0.015533369034528732,
0.005736246705055237,
0.010160926729440689,
0.007106945849955082,
-0.002284805988892913,
0.00003015226684510708,
0.0003676610067486763,
-0.007383669726550579,
0.021723870187997818,
-0.0050999997183680534,
0.005443134810775518,
-0.004687236621975899,
-0.002266372786834836,
-0.014378894120454788,
-0.017336400225758553,
-0.0035886294208467007,
0.007142015267163515,
-0.009841292165219784,
0.013911389745771885,
0.02270672284066677,
0.025422226637601852,
0.008406627923250198,
-0.017472876235842705,
0.0013005987275391817,
-0.0021716663613915443,
-0.029896676540374756,
0.008220820687711239,
0.0004894024459645152,
-0.022236384451389313,
-0.00845419242978096,
0.010303841903805733,
0.02626221254467964,
0.008131767623126507,
0.02986418828368187,
-0.012878866866230965,
0.00392487645149231,
0.0032715164124965668,
0.0033635287545621395,
-0.0033295126631855965,
0.01082749292254448,
0.014219104312360287,
0.013941802084445953,
-0.025558533146977425,
-0.024910319596529007,
0.006239841692149639,
-0.0044636232778429985,
0.020662404596805573,
0.003771569114178419,
0.015551690012216568,
0.00549382995814085,
0.011060620658099651,
0.008012778125703335,
0.07269537448883057,
-0.0017409846186637878,
0.006080825813114643,
0.01972050592303276,
0.014895127154886723,
0.0004235160886310041,
0.021327916532754898,
-0.00929255224764347,
0.0060548922047019005,
-0.00887121632695198,
-0.015534752048552036,
-0.003906846512109041,
0.0019475789740681648,
0.0006504348712041974,
0.01847328245639801,
-0.01615145057439804,
-0.028022702783346176,
-0.018757374957203865,
0.009829452261328697,
0.009825163520872593,
0.01836024411022663,
-0.01326446607708931,
-0.010583184659481049,
-0.009509583003818989,
0.04484238475561142,
0.014610674232244492,
-0.028958700597286224,
0.012910891324281693,
0.007621279451996088,
-0.028313253074884415,
-0.015986040234565735,
0.004478145390748978,
-0.0020009230356663465,
0.002785984892398119,
0.0061050960794091225,
-0.02862280234694481,
0.002457528840750456,
-0.005406081676483154,
-0.017448104918003082,
-0.004627888090908527,
-0.012316448614001274,
-0.020208898931741714,
0.00916411355137825,
-0.006378392223268747,
-0.013139556162059307,
0.01061965525150299,
0.010202146135270596,
0.008044497109949589,
0.030513858422636986,
0.021601859480142593,
-0.006422634702175856,
0.0024889111518859863,
0.0018955082632601261,
0.019797194749116898,
-0.010220279917120934,
-0.001954126637428999,
-0.002076765289530158,
0.0011602112790569663,
-0.022265272215008736,
-0.02869950607419014,
0.008916787803173065,
-0.007094157859683037,
0.007912195287644863,
0.0021103534381836653,
0.006805700249969959,
0.006197045557200909,
-0.014437580481171608,
-0.005183068104088306,
0.0017214203253388405,
0.00998564250767231,
-0.008449889719486237,
0.015280675143003464,
0.00042949148337356746,
-0.0032098600640892982,
-0.026249974966049194,
0.017983950674533844,
-0.005339106544852257,
-0.0129162035882473,
0.02286452054977417,
0.006169562228024006,
0.0006671089213341475,
-0.014617543667554855,
0.016177833080291748,
-0.005073739215731621,
0.005989894736558199,
-0.000020825769752264023,
-0.0030350591987371445,
0.005966503638774157,
-0.007668344769626856,
0.007801354862749577,
0.00950375385582447,
0.0006860862486064434,
0.006603940390050411,
0.014085967093706131,
0.009360780008137226,
0.03290318325161934,
-0.020093057304620743,
0.013772213831543922,
-0.0009567189845256507,
0.022908279672265053,
0.010628294199705124,
0.01622048392891884,
0.025299811735749245,
0.021896913647651672,
-0.017116453498601913,
-0.0031934292055666447,
0.020399732515215874,
0.01083984412252903,
0.023014236241579056,
-0.004921018145978451,
0.028031017631292343,
0.01227356493473053,
-0.017511362209916115,
0.031157750636339188,
-0.006991018541157246,
-0.013406938873231411,
-0.004677453078329563,
-0.0023862675298005342,
0.007215302903205156,
-0.0044107032008469105,
0.0016853581182658672,
0.007219293620437384,
-0.006105372682213783,
-0.0029366305097937584,
0.0025261850096285343,
-0.008207510225474834,
-0.0006593815633095801,
-0.0025521970819681883,
0.015798315405845642,
0.010202165693044662,
0.007367366924881935,
-0.018869632855057716,
-0.022434843704104424,
0.0076397499069571495,
-0.002519293688237667,
0.0007010516710579395,
0.0179851446300745,
0.0033438161481171846,
0.0243634432554245,
-0.01756032183766365,
0.00709946034476161,
-0.009532492607831955,
0.00630241259932518,
-0.011038289405405521,
0.006554508116096258,
0.00462298933416605,
0.03199067711830139,
-0.012659004889428616,
0.007464728783816099,
0.008951584808528423,
0.00463691633194685,
0.01860395073890686,
0.002366432221606374,
-0.002627101493999362,
0.010802670381963253,
0.012837233021855354,
0.0017429515719413757,
0.01304592564702034,
-0.004122997168451548,
0.020072847604751587,
0.01094893179833889,
0.0077279601246118546,
0.003531206864863634,
0.01621779426932335,
0.004878705367445946,
-0.0007645552977919579,
-0.029243003576993942,
0.011138343252241611,
0.0019741682335734367,
0.005357339978218079,
0.007880397140979767,
-0.016687290742993355,
0.005940777249634266,
-0.021763835102319717,
-0.015242615714669228,
-0.020327232778072357,
-0.010535720735788345,
0.014062738977372646,
-0.011952845379710197,
0.02130449004471302,
0.009714433923363686,
-0.021684490144252777,
0.003980741836130619,
-0.003699603723362088,
-0.026030469685792923,
-0.005806050729006529,
-0.006263962015509605,
0.008859237655997276,
0.018965497612953186,
-0.022741349413990974,
0.006264297291636467,
-0.017351068556308746,
0.008425954729318619,
-0.011082611978054047,
-0.0017464368138462305,
-0.025986025109887123,
-0.018278583884239197,
-0.0006767245940864086,
0.012346656993031502,
0.004370257258415222,
-0.020653702318668365,
-0.008414407260715961
] |
[
0.5039126873016357,
-0.310502290725708,
0.10181959718465805,
0.39333176612854004,
-0.03583166375756264,
-0.0887940302491188,
0.4297317862510681,
0.43817007541656494,
-0.07643849402666092,
-0.5499227046966553,
-0.20139984786510468,
0.531517744064331,
-0.5994889736175537,
-0.12045370042324066,
-0.511435866355896,
-0.07422247529029846,
0.5363768935203552,
0.20058698952198029,
-0.3199746310710907,
-0.11031895875930786,
-0.6717575192451477,
-0.03896746784448624,
0.16446879506111145,
-0.29003477096557617,
0.03582628443837166,
0.1995231956243515,
0.5966298580169678,
0.14149199426174164,
-0.4634254574775696,
0.2150254100561142,
0.5445899963378906,
0.5329539775848389,
-0.05506517365574837,
-0.23305587470531464,
-0.5457659363746643,
-0.22695769369602203,
-0.7967279553413391,
-0.043563663959503174,
-0.0973697081208229,
-0.42618328332901,
-0.11204691976308823,
0.07801429182291031,
-0.363095760345459,
0.5569165945053101,
-0.2805880606174469,
-0.3306659758090973,
-1.6049885749816895,
0.524188220500946,
-0.16983677446842194,
0.06402242928743362,
-0.5280777215957642,
0.6385530829429626,
0.2743381857872009,
0.32234132289886475,
0.016905006021261215,
0.3396519422531128,
-0.005368174519389868,
-0.6120576858520508,
0.0498468354344368,
-0.4804365038871765,
0.16705204546451569,
0.05594706907868385,
0.13883663713932037,
-0.15329867601394653,
-0.4373449385166168,
0.388040155172348,
0.21778172254562378,
0.20705650746822357,
-0.5245612859725952,
-0.476604700088501,
0.007742567919194698,
-0.40102866291999817,
-0.3704405426979065,
0.16944600641727448,
-0.6942616105079651,
0.007656924892216921,
0.37199828028678894,
-0.13171793520450592,
0.2883782982826233,
0.3186354339122772,
-0.04071898013353348,
0.5561513304710388,
0.6789427995681763,
0.19905859231948853,
0.8498757481575012,
0.15641365945339203,
-0.15389053523540497,
0.7285627722740173,
-0.14073477685451508,
-0.14138785004615784,
0.23412597179412842,
-0.10853337496519089,
0.5812296867370605,
0.31843748688697815,
0.24431642889976501,
0.41086244583129883,
0.13819676637649536,
-0.08115371316671371,
0.20483779907226562,
0.26484379172325134,
-0.10206746309995651,
0.20970721542835236,
-0.30684635043144226,
-0.15699991583824158,
-0.18908919394016266,
-0.07817409187555313,
-0.160349503159523,
-0.5806562304496765,
-0.2199762761592865,
0.2978666126728058,
-0.5993406176567078,
0.5300987958908081,
-0.12520191073417664,
0.09999651461839676,
-0.11065614223480225,
0.31652185320854187,
-0.1923656165599823,
0.28917980194091797,
-0.14604273438453674,
0.28806325793266296,
0.3540026843547821,
1.0978997945785522,
0.07004685699939728,
0.1513630747795105,
-0.008058205246925354,
0.20220991969108582,
0.3713112771511078,
0.2800849676132202,
-0.3535815179347992,
0.12146538496017456,
0.47041934728622437,
1.183038353919983,
-0.19051609933376312,
0.04455992951989174,
-0.11969639360904694,
-0.3797113299369812,
0.641082227230072,
0.17062358558177948,
0.1700233817100525,
0.136118546128273,
-0.6977453231811523,
-0.7544706463813782,
-0.2904558777809143,
0.021637598052620888,
0.25618645548820496,
-0.2975767254829407,
0.4006440043449402,
-0.4451214373111725,
-0.4170719087123871,
-0.3674088418483734,
-0.6861333847045898,
0.2234496772289276,
-0.6426315307617188,
0.09478237479925156,
-0.03763341158628464,
0.5576913952827454,
-0.2093789279460907,
-0.5028180480003357,
0.18188269436359406,
0.09149011224508286,
-0.039991606026887894,
0.31364890933036804,
-1.0040966272354126,
-0.19274404644966125,
0.17083758115768433,
-0.6659868955612183,
-0.26002198457717896,
0.7451298832893372,
0.6620901823043823,
0.05646109580993652,
-0.27421584725379944,
0.14307847619056702,
0.13517917692661285,
-0.4361744821071625,
0.0027767647989094257,
0.23953354358673096,
0.07907335460186005,
-0.3370051681995392,
0.4652547240257263,
0.471569299697876,
-0.792436957359314,
-0.07235341519117355,
0.1509498804807663,
-0.24925823509693146,
-0.25943368673324585,
0.19312810897827148,
0.27793365716934204,
-0.13216440379619598,
-0.2793968617916107,
0.05287467688322067,
-0.855793297290802,
-0.12385453283786774,
0.16835883259773254,
-0.3711927831172943,
1.4874591827392578,
-0.20195408165454865,
-0.5766106247901917,
1.4418208599090576,
0.010793311521410942,
-0.052126444876194,
0.1462552696466446,
0.15628162026405334,
0.28710922598838806,
-0.22091637551784515,
-0.7846978306770325,
-0.3696035146713257,
-0.3052462935447693,
-0.11159861832857132,
-0.5840224027633667,
0.21353107690811157,
0.3761714696884155,
-0.36560866236686707,
0.30211740732192993,
-0.3681643307209015,
-0.03469712287187576,
0.619592010974884,
-0.7408941984176636,
0.3244328796863556,
-0.20774488151073456,
-0.07158902287483215,
0.8599953651428223,
-0.6020722985267639,
0.12723521888256073,
0.6023784875869751,
0.16833938658237457,
0.6102811694145203,
0.5727055072784424,
0.2592153251171112,
0.9463704824447632,
-0.8200225234031677,
-0.18345493078231812,
0.3129228353500366,
0.10550567507743835,
-0.9164401888847351,
-0.4224027395248413,
0.13262969255447388,
0.2786467671394348,
-0.36378195881843567,
-0.06159934774041176,
-0.19993160665035248,
-0.15345162153244019,
0.33191680908203125,
-0.31339889764785767,
0.3987596929073334,
-0.15637603402137756,
-0.21143221855163574,
-0.1850944459438324,
0.32074764370918274,
-0.28451576828956604,
-0.03335407376289368,
-0.04224554821848869,
0.6562826037406921,
0.12372808903455734,
-0.7600660920143127,
0.32791104912757874,
0.2420959770679474,
-0.2878701686859131,
-0.2731269896030426,
-0.1894865781068802,
-0.11157657206058502,
-0.012889270670711994,
0.17792166769504547,
-0.5128172636032104,
0.4500448703765869,
0.26480212807655334,
-0.9127938747406006,
-0.05373232066631317,
-0.28931257128715515,
0.22620895504951477,
0.597168505191803,
0.5434385538101196,
-0.25486794114112854,
-0.3679090738296509,
0.2341366559267044,
-0.12224864959716797,
-0.3142806589603424,
0.24189846217632294,
0.3398817181587219,
-0.43177226185798645,
-0.6155550479888916,
-0.6247707009315491,
0.6559943556785583,
0.49236127734184265,
-0.4984452426433563,
-0.20294009149074554,
-0.6826145052909851,
0.06198098137974739,
-0.5657678842544556,
-0.5822213292121887,
-0.004866395145654678,
-0.1737101823091507,
0.4305014908313751,
-0.03384792059659958,
0.32979413866996765,
0.30500897765159607,
0.46899551153182983,
-0.1540221869945526,
0.5076938271522522,
0.2948301136493683,
0.14459766447544098,
-0.15452887117862701,
0.3029063940048218,
-0.6399506330490112,
-0.6082491874694824,
0.1156342551112175,
-0.3841537833213806,
-0.4346400499343872,
0.43351995944976807,
-5.8305559158325195,
0.07281842827796936,
-0.0021847900934517384,
0.15653809905052185,
-0.3047860860824585,
0.20880307257175446,
0.6645340919494629,
-0.10582118481397629,
-0.14711427688598633,
0.04722025990486145,
0.025512469932436943,
0.38392528891563416,
-0.2836581766605377,
0.29580533504486084,
-0.10084114968776703,
0.1306266486644745,
0.22431686520576477,
-0.19714638590812683,
0.1866535246372223,
-0.1153147891163826,
-0.534310519695282,
0.04402695223689079,
0.10384958237409592,
0.47383084893226624,
0.029567966237664223,
-0.34431493282318115,
-0.28638148307800293,
-0.19093289971351624,
0.20777837932109833,
0.13243301212787628,
0.09433553367853165,
-0.1033330038189888,
-0.3799735903739929,
0.15321023762226105,
0.1344689279794693,
0.31054118275642395,
0.6909911632537842,
-0.2699348032474518,
-0.41754162311553955,
-0.2890622019767761,
-0.18108072876930237,
0.6242372989654541,
-0.35006779432296753,
0.18227128684520721,
0.7317001819610596,
-0.28753137588500977,
-0.10933023691177368,
0.12165097892284393,
-0.39388424158096313,
0.10248551517724991,
-0.16458040475845337,
-0.3549951910972595,
0.32483571767807007,
0.3449307382106781,
0.15655645728111267,
-0.42193493247032166,
0.46636703610420227,
-0.05086755380034447,
-0.30131739377975464,
0.24761100113391876,
0.21355855464935303,
-0.1539391130208969,
-0.15962372720241547,
-0.641364574432373,
0.4503328502178192,
0.1221429854631424,
-0.5702605843544006,
-1.1917402744293213,
0.5875389575958252,
-0.3253856897354126,
-0.583874523639679,
0.44905295968055725,
0.2664135992527008,
-0.6606312394142151,
0.6692498922348022,
-0.12688171863555908,
-0.09779559075832367,
-0.09012856334447861,
0.06959269940853119,
0.3341904282569885,
-0.39432328939437866,
-0.2868458032608032,
-0.4381197690963745,
-0.4170498847961426,
-0.08494386076927185,
-0.9919430017471313,
0.059771839529275894,
-0.07135972380638123,
-0.01748807542026043,
0.40674182772636414,
1.202160358428955,
-0.2098138928413391,
0.39570116996765137,
0.4766919016838074,
0.8373132944107056,
0.8443464636802673,
0.14321701228618622,
0.2673945426940918,
0.18505680561065674,
0.11010117828845978,
0.3664073348045349,
-0.19905796647071838,
0.05806133523583412,
-0.6411037445068359,
0.5231993198394775,
0.3994837999343872,
-0.35599496960639954,
0.2961455285549164,
0.6861149072647095,
-0.4142396152019501,
-0.06081245839595795,
-0.03583046421408653,
-0.6417036056518555,
0.17901651561260223,
0.3627820909023285,
0.03872418776154518,
0.2111082673072815,
0.2533321976661682,
0.4605937600135803,
-0.2545388638973236,
-0.022340040653944016,
0.529629647731781,
-0.42167535424232483,
0.3216128647327423,
-0.020072055980563164,
-0.5113169550895691,
0.08278915286064148,
0.49463632702827454,
0.13736897706985474,
-0.4338456988334656,
0.786744236946106,
0.6464186310768127,
-0.5278390049934387,
0.028170589357614517,
0.38882917165756226,
0.06288713216781616,
0.03848809376358986,
-0.4828832745552063,
0.018980160355567932,
-0.49713006615638733,
0.0010081242071464658,
-0.34936660528182983,
0.05133341625332832,
0.11352649331092834,
0.36090561747550964,
-0.13720616698265076,
0.03789020702242851,
-0.20985066890716553,
0.03406909480690956,
0.16817091405391693,
-0.47556495666503906,
-0.31299489736557007,
0.03268176689743996,
-0.007976166903972626,
0.15050317347049713,
-0.08092214912176132,
0.5690972805023193,
-0.04175223037600517,
0.03833702579140663,
-0.11354459822177887,
0.3537309169769287,
-0.16241537034511566,
-0.592212438583374,
-0.1424192488193512,
-0.34338217973709106,
-0.07052663713693619,
-0.48350128531455994,
-0.4250766336917877,
-0.12702815234661102,
0.2765045762062073,
-0.06088627129793167,
-0.20005616545677185,
-0.6950880885124207,
-0.18677890300750732,
0.21656286716461182,
-0.3535710275173187,
-0.40103474259376526,
0.0507202073931694,
-0.32867708802223206,
0.015930965542793274,
-0.05064680054783821,
-0.493447482585907,
-0.1888127624988556,
0.030759986490011215,
0.8109109997749329,
-0.20225778222084045,
0.0762246772646904,
0.4716598689556122,
0.027814099565148354,
-0.1669577658176422,
0.10200846195220947,
0.4778206944465637,
0.6968767046928406,
-0.11951974779367447,
0.16898544132709503,
-0.3440019190311432,
0.29284822940826416,
0.5178346037864685,
0.143064484000206,
-0.4783874750137329,
0.058644238859415054,
0.530839741230011,
-0.9341945052146912,
0.1353519707918167,
0.007127935532480478,
-0.2557549774646759,
0.005012367386370897,
-0.1994272768497467,
0.227424755692482,
-0.012050521560013294,
-0.5626810193061829,
-0.33883488178253174,
-0.33883005380630493,
0.10156288743019104,
-0.543510913848877,
-0.13796022534370422,
-0.00833940226584673,
-0.1519285887479782,
-0.6166489720344543,
0.5597890019416809,
-0.20077277719974518,
-0.16166551411151886,
-0.4866200387477875,
0.17226244509220123,
-0.4188581705093384,
-0.16850118339061737,
0.1983773559331894,
-0.6442903876304626,
-0.008679342456161976,
0.13292370736598969,
0.2531874179840088,
0.6313788294792175,
0.39573031663894653,
0.10485270619392395,
-0.22106224298477173,
-0.6618754267692566,
0.40884310007095337,
0.5091212391853333,
-0.09273188561201096,
-0.09763722121715546,
-0.051427703350782394,
0.38128918409347534,
-0.5401973128318787,
-0.21594855189323425,
0.4188789427280426,
0.25558900833129883,
-0.11553795635700226,
-0.39077383279800415,
-1.0642298460006714,
-0.5310841798782349,
0.33717405796051025,
0.006590328644961119,
-0.24411079287528992,
0.18855832517147064,
0.2673131227493286,
-0.3091203570365906,
-0.062017470598220825,
-0.24964413046836853,
0.017862295731902122,
0.11583555489778519,
-0.18865439295768738,
-0.3336257338523865,
-0.3712989091873169,
-0.2928926348686218,
0.21058043837547302,
-0.026396993547677994,
0.15223819017410278,
-0.5785185098648071,
0.031880151480436325,
-0.468414306640625,
0.6199169754981995,
0.29798921942710876,
0.6509633660316467,
0.7903560400009155,
0.3410949409008026,
-0.07495496422052383,
-0.06246824562549591,
0.28054049611091614,
-0.5688201189041138,
0.13204847276210785,
0.079380102455616,
-0.21120382845401764,
-0.24671202898025513,
-0.6338168978691101,
0.42065995931625366,
-0.5218864679336548,
0.7234465479850769,
-0.2926504611968994,
0.02736644260585308,
-0.570018470287323,
-0.09887422621250153,
0.5143016576766968,
-0.11285145580768585,
0.2051043063402176,
-0.356216162443161,
0.06210500746965408,
0.2491544783115387,
-0.3402150571346283,
0.04272470623254776,
-0.11155114322900772,
-0.22063316404819489,
-0.05724726989865303,
0.5033087134361267,
-0.470614492893219,
0.673513650894165,
0.1613216996192932,
0.19872882962226868,
-0.5010842680931091,
-0.12764233350753784,
-0.11242219060659409,
-0.13809330761432648,
0.015281124040484428,
0.3240007758140564,
0.5371814370155334,
-0.6319694519042969,
0.11831438541412354,
-0.060081277042627335,
-0.4267275929450989,
0.7002841830253601,
0.013890225440263748,
-0.023517876863479614,
0.3823246359825134,
0.6063690185546875,
0.03484884649515152,
0.21582865715026855,
0.045429542660713196,
-0.01997131109237671,
0.14772076904773712,
0.09182067215442657,
0.40155258774757385,
0.6060723066329956,
0.7461365461349487,
-0.25222253799438477,
0.2020064890384674,
0.6289446353912354,
-0.38457563519477844,
0.2866066098213196,
-0.10722317546606064,
-0.47185543179512024,
0.5368604063987732,
0.4409037232398987,
-0.09493418037891388,
0.1155490130186081,
0.13679736852645874,
-0.40980634093284607,
0.6556198596954346,
0.6736736297607422,
0.5828067064285278,
-0.4988996386528015,
0.902394711971283,
0.3878161907196045,
0.10291380435228348,
-0.312770277261734,
0.24511584639549255,
0.03897341713309288,
-0.5807452201843262,
0.33839139342308044,
-0.1080458015203476,
-0.46562904119491577,
0.0742616206407547,
0.40094852447509766,
0.4766392111778259,
-0.1278410106897354,
-0.04832051321864128,
-0.5630926489830017,
0.6505750417709351,
0.3885451555252075,
-0.03863042965531349,
0.34139835834503174,
-0.19807447493076324,
0.05980854108929634,
-0.014793203212320805,
-0.18634392321109772,
0.6290520429611206,
-0.1301422268152237,
-0.4876592755317688,
0.6862614154815674,
0.36740216612815857,
-0.30150774121284485,
-0.14560513198375702,
-0.1914418488740921,
0.44042471051216125,
0.012357797473669052,
-0.2106541246175766,
0.1738436371088028,
0.1376803070306778,
-0.5961113572120667,
0.006822535768151283,
0.15113836526870728,
-0.16116194427013397,
-0.3839307725429535,
-0.5213888883590698,
0.05788589268922806,
0.5238572955131531,
-0.2669277489185333,
0.2542276084423065,
-0.1884935200214386,
0.8072333335876465,
0.25972434878349304,
0.15844930708408356,
0.13503292202949524,
0.4694215655326843,
-0.21527493000030518,
0.28557857871055603,
-0.7007637619972229,
0.18304261565208435,
-1.2215054035186768,
-0.7386487126350403,
-0.3199123442173004,
0.059025365859270096,
0.5614112615585327,
0.2833594083786011,
-0.14284755289554596,
-0.0162067748606205,
0.06254663318395615,
0.6614503860473633,
0.2993134558200836,
-0.3448689877986908,
-0.21041688323020935,
-0.2685118615627289,
0.2784305214881897,
-0.03365817293524742,
0.26605698466300964,
-0.47579053044319153,
0.13103128969669342,
0.207279235124588,
0.16754887998104095,
-0.4650128185749054,
-0.18632033467292786,
0.17263688147068024,
-0.33319833874702454,
-0.17565135657787323,
-0.4093540608882904,
0.3810724914073944,
-0.8186452388763428,
-0.2891106605529785,
0.22001592814922333,
0.36187267303466797,
0.6943005323410034,
-0.5506444573402405,
-0.012464141473174095,
-0.363289475440979,
0.19140173494815826,
-0.13075217604637146,
-0.3104902505874634,
0.20099662244319916,
-0.12708976864814758,
0.13965027034282684,
-0.4806619882583618,
-0.09144962579011917,
0.11675994098186493,
-0.19904223084449768,
-0.21180497109889984,
-0.062092266976833344,
-0.09926657378673553,
0.3338336646556854,
0.24810300767421722,
-0.8949832320213318,
-0.41393160820007324,
0.08424974232912064
] |
Motivated by the increasing industry trends towards autonomous driving, vehicles, and transportation we focus on developing a traffic analysis framework for the automatic exploitation of a large pool of available data relative to traffic applications. We propose a cooperative detection and tracking algorithm for the retrieval of vehicle trajectories in video surveillance footage based on deep CNN features that is ultimately used for two separate traffic analysis modalities: (a) vehicle speed estimation based on a state of the art fully automatic camera calibration algorithm and (b) the detection of possibly abnormal events in the scene using robust optical flow descriptors of the detected vehicles and Fisher vector representations of spatiotemporal visual volumes. Finally we measure the performance of our proposed methods in the NVIDIA AI CITY challenge evaluation dataset.
|
[
-0.017612306401133537,
0.010553307831287384,
-0.008270921185612679,
0.0033639625180512667,
-0.008183473721146584,
-0.023112686350941658,
0.007381679490208626,
-0.010738212615251541,
-0.008052827790379524,
0.004928894340991974,
-0.009593085385859013,
0.014118166640400887,
0.009610358625650406,
0.02369878813624382,
-0.015185121446847916,
0.017507441341876984,
0.0024144803173840046,
-0.010199267417192459,
0.0021858091931790113,
-0.022356538102030754,
0.014662578701972961,
-0.019454535096883774,
0.008375929668545723,
0.0049931057728827,
-0.014420256949961185,
0.005386051256209612,
-0.04560564458370209,
-0.014186385087668896,
0.010881111025810242,
-0.01896888017654419,
0.004088198766112328,
-0.011499165557324886,
0.01229829527437687,
0.012651896104216576,
-0.010481651872396469,
-0.02576778456568718,
0.003465129993855953,
0.013636223040521145,
0.004429196938872337,
-0.002865957096219063,
0.004273009020835161,
-0.004665152169764042,
0.008183939382433891,
-0.018275583162903786,
-0.010849688202142715,
-0.005992577411234379,
-0.003124118782579899,
0.00029523298144340515,
0.008389913477003574,
0.007731796242296696,
-0.0056367432698607445,
0.009937111288309097,
0.0000620564678683877,
0.007820414379239082,
-0.00534440204501152,
-0.016715995967388153,
0.01660139486193657,
-0.004813184030354023,
-0.024836618453264236,
-0.008523577824234962,
-0.009543152526021004,
0.0010375035926699638,
-0.011282339692115784,
0.012530259788036346,
-0.0036690966226160526,
-0.06730344146490097,
-0.01221753004938364,
-0.018899261951446533,
0.007961750030517578,
0.0010234471410512924,
-0.006848310120403767,
0.011750057339668274,
-0.015819042921066284,
-0.013843348249793053,
0.004121322184801102,
-0.0023566922172904015,
-0.015366907231509686,
-0.013633102178573608,
0.005337712354958057,
0.0183864813297987,
-0.00608734181150794,
0.000009205425158143044,
-0.0057848477736115456,
0.02050534263253212,
-0.002444390207529068,
0.012737695127725601,
0.005663393996655941,
-0.0021022381260991096,
-0.008438306860625744,
0.005611042492091656,
0.013413078151643276,
-0.024083256721496582,
0.002663620049133897,
0.0120228361338377,
-0.015249574556946754,
0.01386183686554432,
0.001915060100145638,
0.004819858819246292,
-0.008629517629742622,
-0.017858289182186127,
-0.002389058703556657,
0.00835627131164074,
0.014661500230431557,
-0.04025442898273468,
-0.015541489236056805,
0.004470742307603359,
-0.022955968976020813,
-0.006597334984689951,
0.00756487250328064,
0.004481448791921139,
0.013899699784815311,
0.0020459946244955063,
-0.0026977763045579195,
0.007202767767012119,
0.0015651900321245193,
-0.00911724753677845,
0.00605868361890316,
-0.013030271045863628,
0.0016836184076964855,
0.005807290785014629,
0.011688390746712685,
0.009176475927233696,
0.009432246908545494,
-0.01805565506219864,
0.005602959543466568,
0.0010356723796576262,
0.019491057842969894,
-0.01904454454779625,
0.029421959072351456,
0.005191414151340723,
-0.012304321862757206,
0.0013130931183695793,
-0.0029129507020115852,
-0.00609276769682765,
0.0021567530930042267,
0.00790856871753931,
-0.013058101758360863,
-0.008283407427370548,
-0.0028026914224028587,
-0.00021967757493257523,
0.013645047321915627,
0.01207477692514658,
-0.003081357339397073,
0.017297858372330666,
0.010674378834664822,
-0.011111564934253693,
-0.011949801817536354,
0.0060441563837230206,
-0.015276776626706123,
-0.01584654487669468,
0.01788702979683876,
0.009204314090311527,
-0.00925515964627266,
-0.019015874713659286,
-0.010586488991975784,
0.0061971875838935375,
0.0035343251656740904,
-0.00746049452573061,
-0.013629627414047718,
-0.007541699334979057,
0.032779157161712646,
-0.014244996942579746,
-0.00521693704649806,
0.009574631229043007,
0.018568092957139015,
0.008217064663767815,
-0.003419571090489626,
0.0013981941156089306,
-0.01174649316817522,
0.0018164350185543299,
-0.004847656935453415,
0.0288107767701149,
-0.029861105605959892,
0.00666262861341238,
0.011819379404187202,
0.004685614258050919,
0.02062225714325905,
0.003944702446460724,
-0.0103793665766716,
0.06692365556955338,
0.016895417124032974,
0.0018446044996380806,
0.014437488280236721,
0.03538532555103302,
0.002996365539729595,
-0.022312022745609283,
0.01717284321784973,
-0.003638655412942171,
0.0007949144346639514,
-0.013600248843431473,
-0.020035481080412865,
-0.0017050511669367552,
-0.006432403810322285,
-0.02012738399207592,
0.006578110624104738,
0.002226839307695627,
0.0032035266049206257,
0.004262441769242287,
0.0066911205649375916,
0.004031344782561064,
-0.0031143147498369217,
-0.0015557946171611547,
0.006232178770005703,
0.0014011980965733528,
-0.011075973510742188,
-0.011136125773191452,
-0.002563301008194685,
-0.00926198810338974,
0.011594641953706741,
-0.010126135312020779,
0.018913090229034424,
0.014723625034093857,
-0.018874086439609528,
-0.0057271914556622505,
-0.002172604203224182,
-0.004108634777367115,
-0.002242567017674446,
0.004587422125041485,
0.00017003505490720272,
-0.010005888529121876,
-0.006871234625577927,
0.005116020329296589,
0.002674667164683342,
0.006914342753589153,
0.025489168241620064,
0.007579616270959377,
-0.011569607071578503,
0.008992772549390793,
0.014687582850456238,
-0.018956229090690613,
-0.0029530066531151533,
0.0012663248926401138,
-0.009394388645887375,
-0.01801525056362152,
0.021321475505828857,
0.011680747382342815,
0.009861240163445473,
-0.022315826267004013,
0.003852968802675605,
-0.008797284215688705,
0.005936804227530956,
0.015175980515778065,
0.026855356991291046,
-0.005604547448456287,
-0.02603256329894066,
-0.0051940917037427425,
-0.0016866851365193725,
-0.004726300947368145,
0.009972124360501766,
-0.016841864213347435,
0.0035497071221470833,
0.01312490738928318,
0.0013024804648011923,
-0.016356907784938812,
0.003398291999474168,
-0.029612379148602486,
0.015247528441250324,
0.0064653572626411915,
0.022160910069942474,
-0.022014599293470383,
0.00010844809003174305,
0.006127869710326195,
0.02135021612048149,
0.0045142085291445255,
-0.0016891807317733765,
0.033719614148139954,
0.014161577448248863,
0.02907148003578186,
0.013832086697220802,
-0.024783477187156677,
0.007452527526766062,
-0.013186922296881676,
-0.0026188476476818323,
-0.08154354989528656,
-0.016943491995334625,
-0.002736169844865799,
-0.02488154172897339,
0.01490393653512001,
0.015507488511502743,
-0.002594888210296631,
0.008920136839151382,
-0.023979268968105316,
0.004968989174813032,
0.02158702164888382,
0.0034509620163589716,
-0.012417787685990334,
-0.004105188883841038,
0.02123955450952053,
-0.01126378308981657,
0.006606611888855696,
-0.027416743338108063,
0.01861151121556759,
0.01089319959282875,
0.014733846299350262,
0.005199032370001078,
-0.007279782090336084,
-0.004353256896138191,
-0.023015256971120834,
0.02480153925716877,
-0.020280594006180763,
0.0025446757208555937,
-0.002306132111698389,
0.008568068034946918,
0.01051767822355032,
0.002295517595484853,
0.00705320481210947,
-0.014832270331680775,
0.02780168503522873,
-0.00918376911431551,
-0.004470211453735828,
-0.001159127801656723,
-0.007434424944221973,
0.03671275079250336,
0.014819057658314705,
0.00816328078508377,
-0.011565959081053734,
0.00654425285756588,
0.004569262266159058,
0.0015220383647829294,
-0.0092260567471385,
0.007724922616034746,
0.012292656116187572,
-0.013573778793215752,
0.0322771817445755,
-0.004637125879526138,
-0.008414827287197113,
0.010083310306072235,
0.0028143469244241714,
-0.0041588167659938335,
0.0003935291897505522,
-0.006266022566705942,
-0.00645673181861639,
0.0017477930523455143,
-0.011586138978600502,
-0.02427305467426777,
-0.026906263083219528,
0.012151958420872688,
-0.008532203733921051,
-0.02780001237988472,
0.014146724715828896,
0.002586493967100978,
0.00047088321298360825,
-0.0024045086465775967,
-0.005176575854420662,
0.0003389660269021988,
-0.00873667560517788,
0.009314503520727158,
-0.01106078177690506,
-0.012987621128559113,
-0.013064751401543617,
-0.002650025999173522,
0.01490979827940464,
-0.0005563616286963224,
-0.0038966077845543623,
0.024937666952610016,
0.0012093347031623125,
-0.0012226752005517483,
-0.0035896182525902987,
0.007700538262724876,
0.005125288851559162,
0.007168254815042019,
0.002963182982057333,
-0.0077964975498616695,
0.018443355336785316,
-0.0010006607044488192,
0.0066521791741251945,
0.0005533301737159491,
0.01713119074702263,
-0.016290314495563507,
-0.024761362001299858,
0.01434414554387331,
0.006464504171162844,
0.0081032058224082,
0.0010605743154883385,
-0.004694252274930477,
-0.00021953042596578598,
-0.014041080139577389,
-0.023973973467946053,
0.008443018421530724,
-0.0025314632803201675,
0.011800359934568405,
-0.00456217909231782,
-0.003907452337443829,
-0.019422048702836037,
-0.024667561054229736,
-0.013691304251551628,
0.011179384775459766,
0.0037879450246691704,
0.027870262041687965,
-0.009022153913974762,
0.004648938775062561,
0.07330787181854248,
0.002773244632408023,
0.014849478378891945,
-0.009613677859306335,
-0.030626412481069565,
-0.00969273503869772,
-0.017368599772453308,
0.00041534053161740303,
0.0022985730320215225,
-0.0070616453886032104,
0.00943736545741558,
-0.0072926925495266914,
0.00046127475798130035,
0.015727367252111435,
0.028005406260490417,
0.005365416407585144,
0.016127921640872955,
0.018750764429569244,
0.00538984639570117,
-0.01896357163786888,
-0.01634196564555168,
-0.004001706372946501,
-0.00351494993083179,
-0.004020891152322292,
-0.005762073211371899,
-0.013407859019935131,
0.016691289842128754,
-0.013346793130040169,
0.003909691236913204,
0.004008935298770666,
0.005236747674643993,
0.02360282838344574,
-0.001727780792862177,
-0.008047119714319706,
0.0061575872823596,
0.012169173918664455,
0.014083534479141235,
0.005627959500998259,
0.006408613175153732,
-0.00133456289768219,
0.01728183403611183,
-0.015389829874038696,
0.03077555075287819,
0.012229569256305695,
0.010767018422484398,
-0.011066385544836521,
-0.0031489478424191475,
-0.0021213050931692123,
0.0034278081730008125,
0.00659406092017889,
0.0016784901963546872,
-0.006185153499245644,
0.007662589196115732,
-0.01575629413127899,
0.022886384278535843,
-0.015395823866128922,
-0.015129746869206429,
0.001095387153327465,
-0.02040594257414341,
-0.006202670745551586,
-0.02706197090446949,
-0.012564120814204216,
0.006518885493278503,
-0.0005638087168335915,
-0.008303655311465263,
-0.0009208463598042727,
0.01595701277256012,
-0.009168119169771671,
-0.0045830244198441505,
-0.0006604357622563839,
-0.02201687917113304,
0.008103454485535622,
0.000028806738555431366,
-0.012263751588761806,
0.009230376221239567,
-0.038423486053943634,
0.0020516091026365757,
-0.030412809923291206,
-0.011692402884364128,
0.010005870833992958,
0.0045850868336856365,
-0.0007442380301654339,
-0.027251387014985085,
-0.0009723097900860012,
-0.0178795475512743,
0.030991684645414352,
-0.01730230823159218,
-0.07502183318138123,
-0.006780222523957491,
0.009835467673838139,
-0.0052362047135829926,
0.026432892307639122,
0.028369707986712456,
-0.0040440806187689304,
-0.01680014468729496,
0.012880023568868637,
-0.005987413227558136,
0.02421460673213005,
0.0003744483692571521,
-0.004145882558077574,
0.008126294240355492,
0.0098771583288908,
0.010801239870488644,
-0.022060878574848175,
-0.0013003915082663298,
-0.005406834185123444,
0.0095607815310359,
0.006706770043820143,
0.012062608264386654,
0.014420351944863796,
0.004347511101514101,
0.0003587461542338133,
-0.08198243379592896,
-0.007768971845507622,
0.0037882302422076464,
-0.014047509990632534,
0.012671824544668198,
0.002452701795846224,
0.022156845778226852,
-0.004037355538457632,
0.0017008314607664943,
-0.008689327165484428,
-0.018139347434043884,
-0.01961131952702999,
0.0020986245945096016,
0.004515792243182659,
0.006225719582289457,
0.0010857603047043085,
0.00018907710909843445,
-0.011565088294446468,
0.009723121300339699,
-0.00866394117474556,
0.014341908507049084,
0.010832509025931358,
-0.006929246708750725,
0.017606668174266815,
-0.012955418787896633,
-0.006606318987905979,
-0.014250969514250755,
0.010890903882682323,
0.001289444975554943,
-0.006973882205784321,
0.021461864933371544,
-0.009267753921449184,
-0.014740226790308952,
-0.017883652821183205,
0.0010493737645447254,
-0.009493323042988777,
-0.01420899759978056,
0.01652330532670021,
-0.011721180751919746,
-0.007750755175948143,
-0.0051302481442689896,
-0.004708358086645603,
-0.0014353999868035316,
-0.006366967689245939,
0.0011036824434995651,
0.00003670272417366505,
0.0028880606405436993,
0.0023549413308501244,
0.018213674426078796,
0.007902653887867928,
0.006071781739592552,
-0.005395820364356041,
0.031740494072437286,
-0.012506124563515186,
0.0023456583730876446,
0.002139507094398141,
-0.0010589879238978028,
0.006701813079416752,
0.015324973501265049,
0.0011503224959596992,
0.005960858426988125,
0.018818827345967293,
0.013475077226758003,
0.07203160226345062,
-0.02307547628879547,
0.007608714979141951,
0.006431020330637693,
0.0017436754424124956,
-0.0031054234132170677,
-0.010683244094252586,
0.02871926873922348,
-0.010846622288227081,
-0.019645610824227333,
0.000911172479391098,
0.003106463700532913,
0.011276989243924618,
0.0012482639867812395,
0.010165736079216003,
-0.024445924907922745,
-0.016168784350156784,
0.00230526365339756,
0.012525077909231186,
-0.012213789857923985,
0.002253314945846796,
0.005897206254303455,
-0.014321033842861652,
0.02059607394039631,
0.011294207535684109,
-0.0069217374548316,
-0.013260908424854279,
0.0007908858824521303,
-0.019985713064670563,
-0.007383536081761122,
-0.022207848727703094,
0.01830207370221615,
-0.005188901908695698,
-0.013461686670780182,
0.019727367907762527,
-0.012442645616829395,
0.010251354426145554,
0.002117077587172389,
-0.012602412141859531,
-0.026574736461043358,
-0.027719877660274506,
0.004894666373729706,
-0.00020064041018486023,
-0.011889360845088959,
-0.011011973023414612,
0.011134035885334015,
0.0057156565599143505,
0.023897135630249977,
0.015001928433775902,
0.0153588205575943,
-0.003040108596906066,
-0.005099843256175518,
-0.019368842244148254,
0.005123532842844725,
0.015650581568479538,
0.00033616553992033005,
0.004346228204667568,
0.007322671357542276,
-0.007095996290445328,
0.012952758930623531,
-0.010233918204903603,
-0.008320892229676247,
0.0011212104000151157,
0.0006859296699985862,
0.025236256420612335,
0.014032060280442238,
-0.007302792742848396,
-0.015242830850183964,
0.02537127584218979,
0.00441631767898798,
-0.02240890823304653,
0.0008483350975438952,
0.000987429404631257,
0.018452120944857597,
0.0002864252310246229,
0.015591958537697792,
-0.005668893456459045,
-0.004280403722077608,
0.01355049293488264,
0.003570795524865389,
-0.0059330035001039505,
0.018692390993237495,
0.0010018518660217524,
-0.007691327482461929,
0.013104747980833054,
0.006766722071915865,
-0.03387388586997986,
0.01667933166027069,
0.003261599224060774,
0.01172272115945816,
0.018254149705171585,
-0.001641376526094973,
0.0031853243708610535,
-0.011961206793785095,
0.004908393137156963,
0.03279457613825798,
0.009067993611097336,
0.006001489236950874,
0.0063233207911252975,
0.015180552378296852,
-0.005851168651133776,
0.005808895919471979,
-0.013229543343186378,
0.006939241662621498,
-0.012929161079227924,
0.004119770601391792,
-0.0026672009844332933,
0.005318407900631428,
0.008250808343291283,
0.004270236939191818,
0.0006434663664549589,
0.0033659925684332848,
-0.009271958842873573,
0.011872096918523312,
-0.006710437126457691,
0.0012963886838406324,
-0.007708089426159859,
-0.0048899780958890915,
0.023209456354379654,
-0.007013917434960604,
-0.005870313383638859,
0.001220580656081438,
-0.018015028908848763,
0.018889838829636574,
0.013011541217565536,
-0.007470789365470409,
-0.00726842088624835,
-0.011872179806232452,
-0.00972115807235241,
-0.02155298739671707,
0.002552115824073553,
-0.004282028414309025,
0.004569073207676411,
-0.008462651632726192,
0.002636101096868515,
-0.02076580375432968,
0.007610483095049858,
-0.00981549359858036,
0.015389208681881428,
-0.007314957212656736,
0.008614698424935341,
-0.01927759125828743,
0.0003827547188848257,
-0.02644406259059906,
0.0057417550124228,
-0.012917489744722843,
0.029134701937437057,
0.008182214573025703,
0.012718630954623222,
0.012111665681004524,
-0.006735203787684441,
0.013484660536050797,
0.01106804795563221,
-0.0043322681449353695,
0.01341990102082491,
0.011548974551260471,
0.00023110362235456705,
-0.00668102502822876,
-0.03082568384706974,
-0.003946390468627214,
-0.0026109698228538036,
0.01427432894706726,
-0.016091924160718918,
-0.007960598915815353,
0.0026936843059957027,
0.029946673661470413,
-0.00672448705881834,
0.024621836841106415,
0.0007272893562912941,
-0.022888079285621643,
0.010859888978302479,
-0.016307421028614044,
-0.0142745953053236,
0.006425709929317236,
-0.02680010348558426,
-0.006917155813425779,
-0.011658433824777603,
0.014686940237879753,
-0.010432672686874866,
0.002724076621234417,
0.004602784290909767,
-0.012101978063583374,
-0.0057157049886882305,
-0.01014593243598938,
-0.011382625438272953,
0.007149411831051111,
-0.002409375971183181,
0.004984578117728233,
0.011191882193088531,
0.013465294614434242,
0.0025129076093435287,
-0.0004574675112962723,
-0.008164835162460804,
0.010376887395977974,
-0.0015204288065433502,
0.018611816689372063,
0.005374479107558727,
-0.008343737572431564,
0.0014795414172112942,
0.0034328042529523373,
-0.0017429189756512642,
0.017478259280323982
] |
[
0.15734443068504333,
-0.0006888186326250434,
0.3349466621875763,
0.44279709458351135,
0.19800332188606262,
0.16873793303966522,
-0.12022905051708221,
-0.07948960363864899,
-0.07645726948976517,
-0.6290192008018494,
0.12601779401302338,
0.630583643913269,
0.0367981493473053,
0.00020024947298225015,
0.4209393560886383,
0.49631139636039734,
0.45833924412727356,
0.05195315182209015,
-0.05307014659047127,
-0.3000272810459137,
-0.30534622073173523,
-0.34459030628204346,
0.21336960792541504,
-0.007629468571394682,
-0.06340424716472626,
0.3151024878025055,
0.3143501579761505,
0.6247199773788452,
-0.16314782202243805,
0.018332412466406822,
0.3679710030555725,
0.453480988740921,
-0.5627561211585999,
-0.19122903048992157,
0.0663926750421524,
-0.12533649802207947,
0.0829724594950676,
-0.11067696660757065,
-0.20191794633865356,
-0.1900210976600647,
-0.1538832187652588,
0.24472668766975403,
-0.5961119532585144,
0.19796991348266602,
-0.0978054478764534,
-0.5818899869918823,
-1.2805743217468262,
0.1171700730919838,
-0.3907228708267212,
-0.27684450149536133,
0.010792404413223267,
0.46427375078201294,
0.18611635267734528,
0.3568636476993561,
-0.15603052079677582,
0.6252241730690002,
-0.10467609763145447,
-0.7702947854995728,
0.1805182844400406,
-0.29465538263320923,
0.4807884097099304,
-0.062145210802555084,
0.033053919672966,
0.1930411159992218,
-0.06065129488706589,
0.420415997505188,
0.12922662496566772,
-0.22940970957279205,
-0.4091665744781494,
-0.22175531089305878,
0.09666992723941803,
-0.0929405614733696,
-0.5823311805725098,
0.5118715763092041,
-0.5811315774917603,
-0.19547761976718903,
0.32543691992759705,
-0.4734130799770355,
0.020107313990592957,
-0.023107334971427917,
0.124920554459095,
0.22142627835273743,
0.44574540853500366,
0.03253433480858803,
0.7393863797187805,
0.515409529209137,
-0.23620526492595673,
0.3693377673625946,
-0.27141591906547546,
0.4314640760421753,
-0.33265820145606995,
-0.4099876582622528,
0.3237767219543457,
0.2213354855775833,
0.596638560295105,
0.34256860613822937,
0.3241578936576843,
0.17973387241363525,
0.22362682223320007,
0.3873756527900696,
-0.04547876492142677,
0.035154443234205246,
-0.3704996705055237,
-0.17024362087249756,
0.0145775331184268,
-0.4736449718475342,
-0.7538798451423645,
-0.5836340188980103,
-0.4107711911201477,
0.13916948437690735,
-0.395666241645813,
0.20159591734409332,
0.09379895776510239,
0.055446967482566833,
0.07889338582754135,
-0.10725971311330795,
-0.04248301684856415,
-0.32095521688461304,
0.0556267574429512,
0.296014666557312,
-0.31871911883354187,
1.0101805925369263,
-0.12954281270503998,
0.40974101424217224,
0.10442908108234406,
0.07042022049427032,
0.5162909030914307,
0.3116808235645294,
-0.6080201268196106,
0.5293455719947815,
0.053202975541353226,
0.5145641565322876,
-0.4560495615005493,
0.2215171456336975,
-0.22253219783306122,
-0.4559934139251709,
-0.1765417754650116,
0.18941223621368408,
-0.010216270573437214,
0.13600368797779083,
-0.6454196572303772,
-0.9515897631645203,
0.03511219844222069,
-0.18526601791381836,
0.15392352640628815,
0.03302210941910744,
0.2536121904850006,
-0.16123034060001373,
-0.7100980877876282,
-0.0785326287150383,
-0.44891682267189026,
0.31460168957710266,
-1.103832721710205,
-0.07638168334960938,
0.01128431223332882,
0.951717734336853,
-0.16501030325889587,
0.07818404585123062,
-0.144969642162323,
0.23058299720287323,
0.1585170179605484,
0.2976386547088623,
-0.8233975172042847,
-0.39237791299819946,
-0.17145679891109467,
-0.5903923511505127,
0.2957676351070404,
0.3159608244895935,
0.292598694562912,
-0.15106156468391418,
0.08494244515895844,
-0.3780399262905121,
-0.17494046688079834,
-0.3464473783969879,
0.05633806437253952,
0.24618381261825562,
0.4913266897201538,
0.03814754635095596,
0.22591181099414825,
0.433027058839798,
-0.7571790814399719,
-0.14350569248199463,
-0.08498086780309677,
-0.5662574768066406,
-0.07538294792175293,
0.06990204006433487,
0.24686463177204132,
-0.11005173623561859,
-0.6666032075881958,
-0.07735390216112137,
-0.11595179885625839,
-0.30935853719711304,
0.370394229888916,
-0.8498418927192688,
1.228714942932129,
-0.6128703355789185,
-0.31687697768211365,
1.1151163578033447,
-0.02611580118536949,
0.4420555531978607,
-0.17192937433719635,
0.07316621392965317,
0.02013316936790943,
-0.26922932267189026,
-0.3016270101070404,
-0.1846371740102768,
0.2160356044769287,
-0.050463877618312836,
-0.535101056098938,
0.04248754307627678,
0.363908976316452,
-0.5770835876464844,
0.006181354634463787,
-0.4956226348876953,
0.1700926125049591,
0.1186283752322197,
-0.48934024572372437,
0.4447239637374878,
-0.1750420778989792,
-0.13107216358184814,
0.8594967722892761,
-0.6928200721740723,
0.25927141308784485,
0.3497874140739441,
-0.12467735260725021,
0.15555422008037567,
0.5956210494041443,
0.4002743661403656,
0.841161847114563,
-0.8899791240692139,
0.18966524302959442,
-0.31686821579933167,
-0.10040917247533798,
-0.693105161190033,
-0.5263621211051941,
0.28988200426101685,
0.26118865609169006,
-0.06415539979934692,
0.03660579025745392,
0.13876798748970032,
-0.03061486780643463,
0.35552409291267395,
-0.4098261594772339,
0.5291789174079895,
0.18370822072029114,
-0.8203713893890381,
-0.23519712686538696,
0.03754458948969841,
-0.2258690744638443,
-0.2504880428314209,
-0.18455770611763,
0.3234090805053711,
0.3076869249343872,
-0.5547504425048828,
0.22702094912528992,
-0.21381784975528717,
0.031169099733233452,
-0.15736785531044006,
0.2043972909450531,
-0.2671579420566559,
0.10630150139331818,
0.09038366377353668,
-0.094354547560215,
-0.029696600511670113,
0.07868786156177521,
-0.5842777490615845,
-0.6510834693908691,
-0.16890497505664825,
0.28641271591186523,
0.9415253400802612,
0.38426169753074646,
-0.0075049977749586105,
0.04183905944228172,
0.12191393226385117,
0.33205148577690125,
-0.5482628345489502,
0.1541212946176529,
0.5818281769752502,
-0.5892768502235413,
-0.37069863080978394,
0.03306666016578674,
0.4327963590621948,
0.8450642228126526,
-0.1224798709154129,
-0.3894940912723541,
-0.45517638325691223,
0.136139377951622,
0.11911614239215851,
-0.7335789203643799,
-0.12602514028549194,
-0.09287173300981522,
-0.0018226306419819593,
-0.4106394946575165,
-0.008507839404046535,
0.283934086561203,
0.5430409908294678,
-0.20213299989700317,
-0.163495734333992,
0.19563856720924377,
-0.21100229024887085,
-0.35147973895072937,
0.5652827024459839,
0.06360587477684021,
-0.3166254758834839,
0.25006476044654846,
0.026052076369524002,
-0.6433079838752747,
0.5324308276176453,
-5.991623878479004,
-0.3765662610530853,
-0.7122398018836975,
0.021564697846770287,
-0.2737886607646942,
0.24609291553497314,
0.9128298759460449,
-0.3874374032020569,
0.28930214047431946,
-0.2061004489660263,
-0.06492941826581955,
0.6263130903244019,
-0.26764702796936035,
0.13514773547649384,
0.1564430296421051,
0.15939494967460632,
0.23130600154399872,
0.3917064964771271,
0.19236527383327484,
0.3631246089935303,
-0.15800511837005615,
-0.6021466255187988,
-0.44968244433403015,
0.5369226336479187,
0.005970032885670662,
-0.08379106968641281,
-1.1410595178604126,
0.5263947248458862,
0.18164817988872528,
0.25087425112724304,
0.2531094253063202,
-0.5086601376533508,
-0.3316855728626251,
-0.26338058710098267,
0.31062304973602295,
0.331663578748703,
0.21624784171581268,
-0.009616493247449398,
0.2906396687030792,
-0.18241634964942932,
0.28928467631340027,
0.4767570495605469,
0.05345895513892174,
-0.16811978816986084,
0.34869977831840515,
-0.2920767366886139,
-0.2716143727302551,
0.465347558259964,
-0.3309333026409149,
0.5971983671188354,
-0.12280222773551941,
-0.08411270380020142,
0.2565530836582184,
0.015664013102650642,
0.06839854270219803,
-0.28266069293022156,
0.21248231828212738,
0.11834856867790222,
0.07291217148303986,
0.22646111249923706,
0.16701343655586243,
-0.6157023310661316,
0.02687867172062397,
-0.36197176575660706,
-0.21138769388198853,
0.3365776836872101,
-0.36153438687324524,
-0.7314001321792603,
-0.1893155425786972,
0.031799402087926865,
-0.568654477596283,
0.28525015711784363,
0.09521473944187164,
-0.6010302305221558,
0.3168746531009674,
-0.26579561829566956,
0.5384805798530579,
-0.23414114117622375,
-0.14281144738197327,
0.11432605236768723,
0.08070888370275497,
-0.3408462703227997,
0.1568317860364914,
-0.1914617419242859,
0.27233490347862244,
-0.3812529444694519,
0.23644834756851196,
-0.2967369258403778,
-0.2684376835823059,
-0.1950708031654358,
0.6804215312004089,
-0.12661410868167877,
0.7012829780578613,
0.3892943263053894,
0.24770183861255646,
0.5707128643989563,
0.20376168191432953,
0.19418694078922272,
-0.20512667298316956,
-0.7973544001579285,
0.42946159839630127,
-0.09607060998678207,
-0.1724250614643097,
-0.5734918117523193,
0.11770447343587875,
0.15286830067634583,
0.18612942099571228,
-0.038898758590221405,
0.5058133602142334,
0.010748220607638359,
-0.07496467977762222,
0.02108149603009224,
-0.11764666438102722,
-0.1359291523694992,
0.477338969707489,
0.27823224663734436,
-0.03935888409614563,
-0.0983552485704422,
0.34299004077911377,
-0.12029159814119339,
0.2914019227027893,
0.16299958527088165,
-0.05734485387802124,
0.3526971936225891,
0.39571434259414673,
-0.5345377326011658,
0.16169728338718414,
0.6372774839401245,
-0.06113208830356598,
-0.2199724316596985,
0.5331463813781738,
0.6576995849609375,
-0.4357682168483734,
0.4228968620300293,
0.2018592804670334,
-0.5981641411781311,
-0.25943922996520996,
-0.08606652915477753,
0.4536902606487274,
-0.2635856568813324,
0.546123206615448,
-0.07056025415658951,
-0.2475719302892685,
-0.10166187584400177,
-0.05167320370674133,
0.260647177696228,
-0.14558455348014832,
0.24088509380817413,
-0.5834559798240662,
-0.04649123176932335,
-0.22539161145687103,
-0.6484384536743164,
-0.4025697410106659,
-0.1888744831085205,
0.25482532382011414,
-0.003772428724914789,
0.5541967153549194,
0.09106392413377762,
0.30952587723731995,
-0.4718208909034729,
0.5071487426757812,
0.2806706726551056,
-0.7848373651504517,
0.05585620924830437,
-0.2602730095386505,
0.6993342638015747,
-0.5070825219154358,
-0.6333675980567932,
0.12477410584688187,
0.5566721558570862,
-0.1496518850326538,
-0.8606892228126526,
-0.4372156262397766,
-0.7804311513900757,
0.21667076647281647,
-0.25147756934165955,
-0.05338887497782707,
0.005231213290244341,
-0.3901612162590027,
-0.12137623876333237,
-0.040320076048374176,
-0.2083129733800888,
-0.27151042222976685,
0.49440813064575195,
1.013698935508728,
-0.006220301613211632,
-0.13411074876785278,
-0.16519401967525482,
-0.3974725008010864,
-0.022662576287984848,
-0.068010114133358,
0.6810160279273987,
0.20686651766300201,
0.37879320979118347,
0.07223696261644363,
-0.4378095865249634,
0.07679158449172974,
-0.019804270938038826,
-0.3801138699054718,
-0.6255236268043518,
-0.0051178839057683945,
0.5710551142692566,
-0.28464314341545105,
0.8670467138290405,
0.15154923498630524,
-0.031033199280500412,
0.17706844210624695,
0.18538281321525574,
-0.12557101249694824,
-0.069123774766922,
-0.5233393311500549,
-0.2317432016134262,
0.2334461212158203,
0.40505191683769226,
-0.6526885032653809,
0.1258094310760498,
0.5582385659217834,
-0.41800203919410706,
-0.62067049741745,
0.615770697593689,
0.0912439301609993,
-0.1287030130624771,
-0.16165071725845337,
-0.2080535739660263,
-0.4143293499946594,
0.24033454060554504,
0.40632203221321106,
-0.47070521116256714,
-0.18328942358493805,
0.7898302674293518,
-0.4956607222557068,
-0.08719978481531143,
-0.022789422422647476,
-0.026869501918554306,
-0.11471031606197357,
-0.15418574213981628,
-0.2769419550895691,
0.21229776740074158,
0.3296624422073364,
0.0983813926577568,
0.05082670971751213,
0.8543033599853516,
-0.08987647294998169,
-0.4284624457359314,
-0.34501615166664124,
0.22712238132953644,
0.26579049229621887,
-0.10400888323783875,
-0.434305876493454,
-0.12181654572486877,
0.05987978354096413,
-0.304300993680954,
0.14890775084495544,
-0.13584387302398682,
0.7860971689224243,
0.2937714457511902,
-0.47062408924102783,
-0.6680624485015869,
0.007734169252216816,
0.20603710412979126,
-0.0452837310731411,
-0.39838671684265137,
-0.36737096309661865,
-0.5602213144302368,
-0.20102541148662567,
0.2651481330394745,
-0.39187219738960266,
-0.6817739605903625,
0.2597263753414154,
-0.3148088753223419,
0.24922743439674377,
0.11984267085790634,
0.33832889795303345,
0.6296893954277039,
0.06588207930326462,
-0.13366015255451202,
0.10564800351858139,
0.26558443903923035,
-0.10523154586553574,
0.3617270588874817,
0.02619810588657856,
-0.012576228007674217,
-0.19129006564617157,
-0.21406696736812592,
0.3925570845603943,
0.2952946722507477,
0.48692676424980164,
-0.37382209300994873,
0.03050508163869381,
0.0937141552567482,
-0.22851592302322388,
0.2906041145324707,
-0.38590529561042786,
0.1516224890947342,
-0.07791265100240707,
0.24635718762874603,
0.878388524055481,
0.3777726888656616,
0.006156454794108868,
0.22862780094146729,
-0.05374268814921379,
0.6027937531471252,
0.15924739837646484,
-0.7041470408439636,
0.03281141817569733,
0.040320828557014465,
0.18243643641471863,
0.39521324634552,
0.08244121074676514,
0.1276548057794571,
0.5621464252471924,
0.11259344220161438,
0.259966105222702,
1.0579479932785034,
-0.18233858048915863,
0.18243394792079926,
-0.03313794732093811,
-0.30009105801582336,
0.6297376751899719,
0.3988405764102936,
0.09214698523283005,
0.41139787435531616,
0.3360183537006378,
-0.46282193064689636,
-0.2393498718738556,
0.5822216868400574,
-0.20064948499202728,
0.2657232880592346,
0.013668947853147984,
0.5403115153312683,
0.1397738754749298,
0.5625421404838562,
-0.49038541316986084,
0.4499839246273041,
-0.02163952775299549,
0.5296624898910522,
0.16872137784957886,
-0.6346956491470337,
-0.5807399153709412,
-0.07425310462713242,
0.2099413275718689,
0.28835180401802063,
-0.3372485637664795,
0.06458108872175217,
-0.09023057669401169,
0.5464038848876953,
0.2586264908313751,
0.16849659383296967,
-0.7063308954238892,
0.22726669907569885,
0.00892147421836853,
-0.0042264158837497234,
0.02819899655878544,
0.29542702436447144,
-0.09316777437925339,
-0.429859459400177,
0.17383825778961182,
-0.41666093468666077,
-0.170425146818161,
0.30380013585090637,
0.12010344117879868,
0.7070144414901733,
0.3204832673072815,
0.011025354266166687,
-0.4237571656703949,
-0.06714558601379395,
0.8043234944343567,
0.1078810915350914,
0.09678606688976288,
-0.047692641615867615,
-0.2994299530982971,
0.5815151929855347,
-0.7344251275062561,
0.3533841371536255,
-0.027191221714019775,
-0.6677713394165039,
-0.14300304651260376,
0.249821275472641,
-0.05777648463845253,
0.006852129939943552,
0.14148765802383423,
0.42103850841522217,
0.08993086218833923,
-0.7177975177764893,
0.18256692588329315,
-0.06250011175870895,
-0.35782235860824585,
0.4530850052833557,
0.6624991297721863,
0.07052501291036606,
0.2715691924095154,
-0.8351847529411316,
-0.2792387008666992,
0.1318666934967041,
-0.3572593927383423,
-0.1412353813648224,
-0.2885231673717499,
0.7755829095840454,
0.4330812990665436,
0.16362452507019043,
-0.07710589468479156,
-0.06285163760185242,
-0.44304636120796204,
0.587659478187561,
-0.43836814165115356,
0.09415547549724579,
-1.039250373840332,
0.20172813534736633,
-0.13970248401165009,
-0.15956604480743408,
0.6323035955429077,
-0.43227478861808777,
-0.4315980076789856,
-0.21405963599681854,
0.0632728859782219,
0.1589294821023941,
0.4050220847129822,
-0.43243375420570374,
0.1851418912410736,
-0.31578749418258667,
-0.2819287180900574,
-0.1715807467699051,
0.6865521669387817,
-0.002075823489576578,
0.19589555263519287,
-0.24557173252105713,
-0.07228898257017136,
0.017928695306181908,
-0.35211169719696045,
0.716543436050415,
-0.016130486503243446,
-0.14665938913822174,
-0.6965609788894653,
0.24290047585964203,
-0.03697988763451576,
-0.34830763936042786,
-0.017266791313886642,
0.2876053750514984,
0.6465831995010376,
-0.13851122558116913,
0.29978594183921814,
-0.07263632118701935,
-0.09172037243843079,
0.04405561089515686,
-0.16784025728702545,
0.2651093602180481,
-0.43598535656929016,
-0.16824643313884735,
-0.5937783718109131,
0.4232308864593506,
0.047094497829675674,
-0.2946780323982239,
-0.3814299702644348,
-0.04250173643231392,
-0.48308148980140686,
-0.006861298810690641,
-0.23087292909622192,
-0.9571807384490967,
-0.34137871861457825,
-0.6781426072120667
] |
We investigate the prospect of using bicoherence features for blind image splicing detection. Image splicing is an essential operation for digital photomontaging, which in turn is a technique for creating image forgery. We examine the properties of bicoherence features on a data set, which contains image blocks of diverse image properties. We then demonstrate the limitation of the baseline bicoherence features for image splicing detection. Our investigation has led to two suggestions for improving the performance of bicoherence features, i.e., estimating the bicoherence features of the authentic counterpart and incorporating features that characterize the variance of the feature performance. The features derived from the suggestions are evaluated with support vector machine (SVM) classification and is shown to improve the image splicing detection accuracy from 62% to about 70%.
|
[
-0.006891787983477116,
0.00963851623237133,
0.0014144082088023424,
0.013442772440612316,
-0.0022017990704625845,
-0.033292803913354874,
0.011749482713639736,
0.004813207313418388,
-0.014517457224428654,
0.027754375711083412,
-0.017130443826317787,
0.01724885031580925,
0.0047492459416389465,
0.01341917458921671,
-0.006752713583409786,
0.005876501090824604,
-0.00378987705335021,
0.007022828795015812,
0.006679362617433071,
-0.012841960415244102,
0.033492378890514374,
-0.013158041052520275,
0.008320272900164127,
0.0033688663970679045,
0.02424367144703865,
0.0032691191881895065,
-0.031543806195259094,
-0.0117001011967659,
0.008236599154770374,
-0.02070528268814087,
0.008795347064733505,
-0.002261056099087,
0.0209231898188591,
-0.0010549614671617746,
0.01241152361035347,
0.0023940815590322018,
-0.0013120173243805766,
0.019506311044096947,
0.01211090199649334,
-0.004194017034024,
-0.0020355188753455877,
-0.009784961119294167,
0.006520329043269157,
0.004151339642703533,
-0.008221331052482128,
-0.02785884402692318,
-0.00021035379904787987,
0.017064761370420456,
0.0023475110065191984,
0.004542107228189707,
-0.012141977436840534,
-0.03171373903751373,
0.0032387031242251396,
0.00572986202314496,
-0.0062502180226147175,
-0.010414831340312958,
0.018943287432193756,
0.004950609989464283,
-0.009608956053853035,
0.00815920066088438,
0.012994365766644478,
-0.01786881498992443,
-0.019689274951815605,
0.0022567743435502052,
-0.012217113748192787,
-0.0667918473482132,
-0.006898309104144573,
0.0006594383157789707,
0.006252169143408537,
-0.028191471472382545,
-0.0034614382311701775,
0.015641439706087112,
-0.039725758135318756,
-0.012575898319482803,
0.04370919615030289,
-0.005514074116945267,
-0.005215995479375124,
-0.00937182828783989,
0.017368324100971222,
0.0010093643795698881,
0.00752574298530817,
-0.0018119877204298973,
0.01768854260444641,
0.039800453931093216,
-0.010192621499300003,
0.0010460545308887959,
-0.021138891577720642,
0.02464422956109047,
0.012337200343608856,
-0.008057708851993084,
0.0264304019510746,
-0.02930498495697975,
0.004364033695310354,
0.012448446825146675,
-0.05216781049966812,
0.018980849534273148,
0.01779942959547043,
0.028446272015571594,
-0.018162503838539124,
-0.012100346386432648,
-0.01952052302658558,
0.009352799504995346,
0.024492306634783745,
0.015936091542243958,
-0.022192316129803658,
0.013832325115799904,
0.008372935466468334,
0.06498615443706512,
-0.0049020759761333466,
0.0112392483279109,
0.015109403990209103,
0.027207259088754654,
0.010205339640378952,
0.01916668936610222,
-0.005823147017508745,
0.010169781744480133,
-0.011110495775938034,
0.013299901969730854,
0.006867128424346447,
0.008843096904456615,
0.03347086161375046,
0.00022522290237247944,
0.005595080554485321,
-0.0026394096203148365,
0.011908367276191711,
0.011151752434670925,
-0.0005805687978863716,
-0.0037987306714057922,
0.021781880408525467,
-0.012075897306203842,
-0.010365359485149384,
0.0082969069480896,
-0.021568093448877335,
-0.002322822343558073,
0.01312384381890297,
0.002987968036904931,
-0.013856524601578712,
-0.027392815798521042,
0.013502456247806549,
0.01216189842671156,
0.0014814685564488173,
0.010213848203420639,
0.004287300631403923,
0.01813909038901329,
0.004452223423868418,
0.005314899608492851,
-0.013011886738240719,
-0.0015329604502767324,
0.026499636471271515,
0.00640632351860404,
-0.009477410465478897,
-0.012533243745565414,
-0.0446120910346508,
-0.012690830044448376,
0.00946848839521408,
0.012645039707422256,
-0.022770997136831284,
-0.01448406558483839,
-0.00036441005067899823,
-0.023548999801278114,
0.01164873968809843,
-0.012346168980002403,
0.008330235257744789,
0.008039461448788643,
0.008248817175626755,
0.001104201772250235,
-0.027950894087553024,
-0.008146495558321476,
-0.01954520121216774,
0.0037657562643289566,
-0.010146664455533028,
0.030848156660795212,
-0.017790284007787704,
0.002693038433790207,
0.007125223521143198,
-0.008111613802611828,
0.017427701503038406,
0.006976129487156868,
-0.021699275821447372,
0.06708721071481705,
0.02012075111269951,
-0.02978319488465786,
-0.022883735597133636,
-0.005456672050058842,
0.022920403629541397,
0.0007184494752436876,
-0.04569348692893982,
-0.011693139560520649,
-0.0013482891954481602,
0.02212091162800789,
-0.027037424966692924,
-0.011430089361965656,
-0.008453413844108582,
0.009459082037210464,
0.006483772769570351,
0.004102702252566814,
-0.007464156486093998,
0.01996566355228424,
0.021670160815119743,
-0.005055846646428108,
0.005865914281457663,
-0.0049705482088029385,
0.022638622671365738,
0.03491702303290367,
-0.0073514943942427635,
0.007432816084474325,
-0.00900174118578434,
-0.02538381516933441,
-0.03983405604958534,
0.02266748622059822,
0.011238615959882736,
-0.007369739469140768,
-0.00809490866959095,
-0.025981107726693153,
-0.024886351078748703,
0.013875891454517841,
0.011233188211917877,
0.005722724832594395,
-0.013572504743933678,
-0.011128056794404984,
0.005663307383656502,
-0.009912241250276566,
0.021374886855483055,
-0.018633153289556503,
-0.002316135913133621,
0.0031134679447859526,
-0.02263953909277916,
0.012758954428136349,
-0.00013600126840174198,
0.01876724511384964,
0.0033871461637318134,
-0.003746430389583111,
-0.012169845402240753,
-0.018209129571914673,
0.017071906477212906,
0.004849667195230722,
0.008125299587845802,
0.004258923698216677,
0.01532111968845129,
-0.012032139115035534,
-0.008971212431788445,
0.015174662694334984,
0.00960196740925312,
-0.009365757927298546,
-0.02352958358824253,
-0.02078157290816307,
0.023454584181308746,
0.00973981712013483,
0.019281044602394104,
-0.03682080656290054,
0.005419530905783176,
0.013023702427744865,
-0.01564556360244751,
0.004844191018491983,
0.0019722706638276577,
-0.01323711033910513,
-0.02158987522125244,
0.01519675925374031,
0.024695416912436485,
-0.010365752503275871,
0.003070474835112691,
0.003767230547964573,
-0.014776894822716713,
-0.013252073898911476,
0.024698344990611076,
0.007778441067785025,
0.05024562403559685,
0.02745598554611206,
-0.03455891087651253,
-0.014771997928619385,
0.003964165225625038,
-0.012114624492824078,
-0.016052912920713425,
-0.08089132606983185,
-0.009252989664673805,
0.001059752656146884,
0.027920600026845932,
0.015606600791215897,
-0.02975328080356121,
-0.01717495545744896,
0.011269615963101387,
-0.020881235599517822,
-0.032935481518507004,
0.03632371872663498,
0.01667218841612339,
-0.00816064141690731,
0.011084115132689476,
-0.02530675008893013,
-0.01401063334196806,
0.019840706139802933,
0.002495015971362591,
0.03372206911444664,
-0.002730969339609146,
-0.020426493138074875,
-0.007440810091793537,
-0.014143428765237331,
0.01313096098601818,
-0.017644012346863747,
-0.016155149787664413,
-0.008183162659406662,
-0.007939217612147331,
0.005575430579483509,
-0.002351852133870125,
0.004228048026561737,
0.003115653060376644,
0.023346999660134315,
-0.0008868854492902756,
-0.01105883065611124,
0.019336838275194168,
0.011764905415475368,
-0.01642807014286518,
-0.016689486801624298,
0.012384599074721336,
0.01032781507819891,
0.002281829249113798,
0.004017953295260668,
-0.005854894407093525,
-0.003844887251034379,
0.01753225177526474,
-0.030554819852113724,
0.041517775505781174,
0.009149724617600441,
-0.012263145297765732,
0.025169843807816505,
-0.013271482661366463,
-0.011617624200880527,
0.016049891710281372,
-0.013703977689146996,
0.015757855027914047,
0.0005670064128935337,
0.008551230654120445,
-0.007321618497371674,
-0.004968545399606228,
0.026850618422031403,
0.03292396664619446,
-0.008641422726213932,
0.006448268424719572,
-0.02349199168384075,
-0.03946519270539284,
0.0253172405064106,
-0.013998256996273994,
0.0051812538877129555,
-0.01119720097631216,
0.01604614593088627,
0.01834687404334545,
-0.0037608034908771515,
0.0017018676735460758,
0.016407620161771774,
-0.004299992695450783,
-0.011967554688453674,
-0.004292615689337254,
0.024902764707803726,
-0.010465972125530243,
0.0075341579504311085,
0.011621648445725441,
0.0009656761540099978,
-0.009333907626569271,
-0.013351647183299065,
-0.010066360235214233,
0.004639813210815191,
-0.016304846853017807,
0.014023467898368835,
-0.012952479533851147,
-0.020578939467668533,
0.02230805531144142,
-0.00003818119876086712,
0.007504391949623823,
0.004715091083198786,
-0.001323087140917778,
-0.013022316619753838,
-0.0035598271060734987,
-0.00029889855068176985,
0.01056127529591322,
-0.012290842831134796,
-0.0051560066640377045,
0.02016606554389,
-0.016774270683526993,
0.0016310890205204487,
0.013645302504301071,
-0.016378680244088173,
-0.011900441721081734,
0.014334248378872871,
0.001835537375882268,
0.01170503068715334,
-0.02593640610575676,
-0.013619501143693924,
-0.001468968577682972,
0.013136190362274647,
-0.01657474786043167,
-0.005510174669325352,
-0.012303395196795464,
0.07196656614542007,
0.013094525784254074,
0.0004415889270603657,
-0.03977670893073082,
-0.001097048749215901,
-0.0061571779660880566,
0.008625912480056286,
0.003775410819798708,
-0.0037165796384215355,
0.00028417794965207577,
0.012816425412893295,
0.0022067453246563673,
0.0058183385990560055,
0.02110327035188675,
0.009734289720654488,
0.01615177094936371,
0.010337721556425095,
-0.019085654988884926,
0.015394870191812515,
0.0033481651917099953,
0.030808258801698685,
-0.0005529453046619892,
0.0277623999863863,
-0.011410755105316639,
-0.02311309240758419,
-0.02049500122666359,
0.0039315298199653625,
-0.01613401435315609,
-0.0211669709533453,
0.006080687046051025,
-0.010948354378342628,
-0.018717467784881592,
-0.005452968180179596,
-0.016652651131153107,
-0.01717028208076954,
-0.004465270321816206,
0.016438476741313934,
0.007637960836291313,
-0.024922266602516174,
0.014135677367448807,
0.03720734640955925,
-0.019077936187386513,
-0.012732621282339096,
0.026987481862306595,
-0.0035289153456687927,
-0.009237322956323624,
-0.0029391294810920954,
-0.0024662399664521217,
-0.00245651719160378,
-0.006638525985181332,
-0.00007400976028293371,
0.0021928385831415653,
0.011419327929615974,
0.009204335510730743,
0.04436330497264862,
-0.01095174252986908,
0.019153054803609848,
0.0043709976598620415,
-0.02414664626121521,
-0.013061126694083214,
-0.027839193120598793,
-0.048424504697322845,
-0.00029231514781713486,
0.0019425591453909874,
-0.012329347431659698,
-0.017179906368255615,
0.007582979742437601,
0.003016501199454069,
0.005705089308321476,
0.018301477655768394,
0.0030407581944018602,
0.012084431014955044,
-0.031006842851638794,
-0.01623096503317356,
-0.00784997921437025,
0.0027865429874509573,
0.043229274451732635,
0.0006983112543821335,
0.0047012027353048325,
-0.0015592803247272968,
0.001912497915327549,
0.01779128983616829,
0.003355772001668811,
-0.013321606442332268,
-0.0059068528935313225,
0.016285333782434464,
0.024175092577934265,
-0.0743885487318039,
-0.010882064700126648,
0.0004093124298378825,
-0.004993818700313568,
-0.004321002867072821,
0.02064692974090576,
0.007575275842100382,
-0.011433395557105541,
0.03192191570997238,
-0.009827167727053165,
0.019809763878583908,
-0.009978421963751316,
-0.02249750867486,
-0.02321094647049904,
0.007001711055636406,
0.01170934084802866,
-0.029408778995275497,
0.008558152243494987,
0.005704328417778015,
-0.0028893526177853346,
0.0449543222784996,
-0.006946508307009935,
0.02372792921960354,
-0.0005507172318175435,
-0.002864815993234515,
-0.08069132268428802,
0.012033463455736637,
-0.005726455710828304,
-0.027551446110010147,
0.0014049052260816097,
0.027546333149075508,
0.0002128053456544876,
-0.01863747648894787,
-0.03692832216620445,
-0.014311108738183975,
0.03378280997276306,
0.007874958217144012,
0.004568943753838539,
0.000030670082196593285,
0.006217812187969685,
-0.004765092395246029,
0.002918186131864786,
0.010100704617798328,
0.04012579470872879,
0.021221864968538284,
0.006374823860824108,
-0.006907022558152676,
-0.014537293463945389,
0.010364813730120659,
-0.010043313726782799,
0.0026019338984042406,
-0.030984841287136078,
0.010812032036483288,
-0.005067053716629744,
-0.005511817522346973,
0.0013592822942882776,
-0.020692169666290283,
-0.011164240539073944,
-0.012652363628149033,
0.004585744347423315,
0.0014365443494170904,
0.023711267858743668,
0.004984880797564983,
-0.02218707464635372,
-0.0077481078915297985,
-0.0035066003911197186,
-0.006793871056288481,
0.019645240157842636,
0.0010439424077048898,
0.025087041780352592,
-0.01629379391670227,
0.005776432808488607,
-0.003068392165005207,
0.016088245436549187,
0.03164556995034218,
0.008694683201611042,
-0.007106689736247063,
0.04104618728160858,
-0.010849861428141594,
0.051188454031944275,
0.00020927400328218937,
-0.009437231346964836,
0.03333485871553421,
-0.009102672338485718,
0.008819224312901497,
-0.007487441413104534,
0.013598070479929447,
-0.005262590013444424,
0.07174728065729141,
-0.015007032081484795,
0.020051613450050354,
-0.026462038978934288,
0.005916106980293989,
0.003983027301728725,
-0.009336544200778008,
-0.008892352692782879,
-0.01281239464879036,
-0.020635085180401802,
-0.005654414650052786,
-0.016719777137041092,
0.012702549807727337,
0.00417662737891078,
0.04120531678199768,
0.006261640228331089,
-0.013657198287546635,
-0.018346047028899193,
-0.030642297118902206,
0.0014717921148985624,
0.006208354141563177,
0.029760953038930893,
-0.012865387834608555,
0.012061398476362228,
-0.0013930293498560786,
0.005983178969472647,
-0.03528698533773422,
0.01897987350821495,
-0.03413398563861847,
-0.014781903475522995,
-0.012334242463111877,
0.014859332703053951,
-0.0016063239891082048,
-0.05740733817219734,
0.003933507017791271,
-0.042504869401454926,
0.007198994979262352,
0.005053042899817228,
-0.0006177849136292934,
0.007831894792616367,
-0.02590486966073513,
0.003185263369232416,
0.006581143941730261,
-0.0177614688873291,
0.003294718451797962,
0.02968534454703331,
-0.005244580563157797,
0.018087569624185562,
0.013521755114197731,
0.01175270602107048,
-0.0297946035861969,
-0.007898611947894096,
0.006249658763408661,
-0.000032128067687153816,
0.011931448243558407,
-0.014905999414622784,
-0.019038911908864975,
0.011964954435825348,
0.018449820578098297,
0.014196805655956268,
0.008873453363776207,
-0.011661503463983536,
-0.031092941761016846,
-0.012166552245616913,
-0.0075886445119977,
0.0016141845844686031,
0.00473422184586525,
-0.019493918865919113,
0.0059099094942212105,
0.018099987879395485,
-0.04356813803315163,
-0.020896106958389282,
0.006735124625265598,
0.0008336750324815512,
-0.005122064612805843,
0.0007648863829672337,
-0.017783047631382942,
0.00760671915486455,
-0.006132693029940128,
0.021743398159742355,
0.001273918547667563,
-0.0009688874706625938,
0.0018030449282377958,
-0.004821636248379946,
0.0057343989610672,
-0.011670762673020363,
-0.034941211342811584,
0.04364824295043945,
0.005869017913937569,
0.012871486134827137,
0.011079025454819202,
0.03168683126568794,
0.002908174879848957,
-0.018338283523917198,
0.008071128278970718,
0.035157281905412674,
0.03919941931962967,
0.010555990971624851,
-0.023961374536156654,
0.007771169766783714,
-0.00022857310250401497,
-0.0003529057139530778,
0.000003177206963300705,
-0.009580844081938267,
-0.01693672314286232,
-0.009839344769716263,
-0.014147741720080376,
0.026056479662656784,
0.0032213469967246056,
-0.0063286349177360535,
0.027908828109502792,
0.01859522983431816,
-0.0013975580222904682,
-0.04224926233291626,
-0.000525888055562973,
0.002706635743379593,
0.004910794086754322,
0.02828393131494522,
-0.00795074738562107,
-0.007367415819317102,
-0.023307528346776962,
0.016757803037762642,
0.014469368383288383,
0.014979863539338112,
-0.0011729407124221325,
-0.024691786617040634,
-0.004397695418447256,
0.02985609695315361,
-0.007595193572342396,
-0.020381737500429153,
0.009274061769247055,
-0.04554946720600128,
0.005450100172311068,
0.021639607846736908,
0.009052500128746033,
-0.011777851730585098,
0.008984217420220375,
-0.001056584995239973,
0.0388883575797081,
0.0010823262855410576,
0.03435716778039932,
-0.013059715740382671,
0.010013662278652191,
-0.0007834774442017078,
0.008534932509064674,
-0.01898200437426567,
0.015804581344127655,
-0.0021191095001995564,
0.002106959465891123,
0.00554769579321146,
-0.01000569574534893,
0.006882517598569393,
-0.001534289214760065,
-0.009636586531996727,
-0.013830887153744698,
0.017100688070058823,
-0.0022117123007774353,
0.008540967479348183,
-0.024187486618757248,
0.017285950481891632,
-0.013419048860669136,
0.022211408242583275,
0.019542230293154716,
0.0011309562250971794,
0.039414599537849426,
0.007352402899414301,
-0.005460682790726423,
0.038425881415605545,
-0.014974301680922508,
0.02083560638129711,
0.019517555832862854,
-0.0058290790766477585,
0.007924232631921768,
-0.004079958889633417,
-0.014153311029076576,
-0.010046837851405144,
-0.01555156335234642,
-0.009772920981049538,
0.0008108867332339287,
0.008735504001379013,
0.008741959929466248,
0.023879975080490112,
0.004116375930607319,
-0.012168459594249725,
-0.01758773997426033,
0.0015289869625121355,
-0.012180869467556477,
-0.01464783400297165,
-0.0010448867687955499,
-0.030967161059379578,
0.012882189825177193,
0.008166716434061527,
-0.010904881171882153,
-0.0035874664317816496,
0.03520851954817772,
-0.01637382060289383,
-0.0013844401109963655,
0.008404424414038658,
0.008237358182668686,
0.004981170874089003,
0.004931619390845299,
-0.010695211589336395
] |
[
0.30340975522994995,
-0.03491361439228058,
-0.16983014345169067,
0.6065770387649536,
0.12719345092773438,
0.1478448361158371,
0.09446470439434052,
-0.25456786155700684,
-0.18424172699451447,
-0.6272432208061218,
0.1340264528989792,
0.5484621524810791,
0.0216206144541502,
0.26345786452293396,
-0.12899522483348846,
0.6624171733856201,
0.545381486415863,
0.18036969006061554,
-0.3306260108947754,
-0.611770749092102,
-0.033782266080379486,
-0.010559205897152424,
0.45563632249832153,
-0.3588721454143524,
-0.11169713735580444,
0.14302802085876465,
0.5378809571266174,
0.4761752188205719,
-0.40806564688682556,
-0.27438074350357056,
0.10102296620607376,
0.505359947681427,
-0.5605219006538391,
-0.48759835958480835,
-0.14190304279327393,
0.16845612227916718,
0.20161300897598267,
-0.37151575088500977,
0.0284102950245142,
-0.24538955092430115,
0.2684401273727417,
0.34722334146499634,
-0.3735863268375397,
0.7319982051849365,
-0.29477980732917786,
-0.6995454430580139,
-1.6593801975250244,
0.28963059186935425,
-0.1657414585351944,
-0.22621674835681915,
-0.11413031071424484,
0.42046767473220825,
0.2954947352409363,
0.3294396698474884,
-0.010890725068747997,
0.4151790738105774,
-0.6272955536842346,
-0.4561558663845062,
0.2751244008541107,
-0.1773727983236313,
0.11489732563495636,
-0.09898831695318222,
-0.1647116243839264,
0.023544717580080032,
-0.005847804713994265,
0.6199820637702942,
0.2762875556945801,
-0.2852363884449005,
-0.680612325668335,
-0.03202120587229729,
0.6453700065612793,
0.00044035803875885904,
-0.08977162837982178,
0.34738394618034363,
-0.16550809144973755,
0.4775431156158447,
0.33879122138023376,
-0.43154916167259216,
0.2762869894504547,
-0.01668337546288967,
-0.09370515495538712,
-0.17019659280776978,
0.20354385673999786,
-0.20820660889148712,
0.3992638885974884,
0.1717715710401535,
-0.4249751567840576,
0.6724346280097961,
-0.7049220204353333,
0.04483508691191673,
-0.3009072244167328,
-0.5771275162696838,
0.07358536869287491,
0.6278982758522034,
0.6540098190307617,
0.2719607353210449,
0.20321202278137207,
-0.30590683221817017,
-0.02448119781911373,
0.5068694353103638,
-0.10263928025960922,
-0.39445772767066956,
-0.04035338759422302,
-0.05811110511422157,
-0.09187468141317368,
-0.6141475439071655,
-0.6600860357284546,
-0.6557103991508484,
-0.6449267268180847,
0.2822967767715454,
-0.5522818565368652,
0.5434388518333435,
0.033885303884744644,
-0.2784111201763153,
-0.40061208605766296,
-0.27793562412261963,
0.35629966855049133,
0.08191732317209244,
-0.3976864218711853,
0.5734964609146118,
-0.12461863458156586,
1.4743820428848267,
-0.15773439407348633,
-0.21840959787368774,
-0.07932212948799133,
0.02693055011332035,
0.8371434807777405,
0.7233406901359558,
-0.30512115359306335,
0.2804892063140869,
-0.04120616987347603,
0.9368741512298584,
-0.17769286036491394,
-0.05243177339434624,
-0.20122715830802917,
-0.8547577857971191,
0.039919160306453705,
-0.20710428059101105,
-0.12386851012706757,
0.006714812014251947,
-0.10428046435117722,
-0.6332842111587524,
-0.3992052674293518,
-0.02166544646024704,
0.038076210767030716,
-0.3968832194805145,
-0.3616188168525696,
0.3438589572906494,
-0.16858939826488495,
0.08981287479400635,
-0.2972274422645569,
0.16868387162685394,
-0.6774133443832397,
-0.009128284640610218,
-0.45571208000183105,
0.5193721055984497,
-0.14375711977481842,
-0.3009645342826843,
-0.3264005482196808,
0.3821937143802643,
0.3353324234485626,
-0.28700897097587585,
-0.6571339964866638,
-0.10516983270645142,
0.28400662541389465,
-0.4034130573272705,
-0.0268692709505558,
0.6247469186782837,
0.07805740833282471,
0.011506052687764168,
0.16316136717796326,
-0.19895294308662415,
-0.3075273633003235,
-0.8177919387817383,
0.048292312771081924,
0.3396679162979126,
0.14562413096427917,
0.331177681684494,
0.3261606693267822,
0.07128114998340607,
-0.9179366230964661,
-0.289896696805954,
-0.14373165369033813,
-0.3553287982940674,
0.1660752147436142,
0.4790962338447571,
0.5039502382278442,
0.2453560084104538,
-0.4097776710987091,
-0.2628113031387329,
-0.2620452344417572,
-0.28816983103752136,
0.5702978372573853,
-1.157382845878601,
1.5891053676605225,
-0.013724413700401783,
-0.32350343465805054,
1.3508716821670532,
-0.3621160387992859,
0.27192041277885437,
-0.3291015028953552,
-0.07004076987504959,
0.1794845014810562,
-0.03997435420751572,
-0.4077841639518738,
0.22817912697792053,
0.3004834055900574,
0.06787880510091782,
-0.410717248916626,
0.1741356998682022,
0.8667113780975342,
-0.3860306441783905,
-0.07738324999809265,
-0.2892102599143982,
-0.10646092146635056,
0.1449802964925766,
-0.1490403562784195,
0.1379859298467636,
-0.18317431211471558,
-0.1429073065519333,
0.8385749459266663,
-0.4277385175228119,
0.3489185571670532,
0.5948063135147095,
0.10966897755861282,
0.9498989582061768,
0.04584844410419464,
0.16894832253456116,
0.8383617997169495,
-0.6474404335021973,
0.1037767082452774,
-0.055264912545681,
0.7212915420532227,
-0.8635312914848328,
-0.40674611926078796,
0.05370796471834183,
0.3243003189563751,
-0.25567471981048584,
0.46583372354507446,
0.11652301251888275,
-0.12614937126636505,
0.5510879158973694,
-0.5911981463432312,
0.2881493866443634,
0.13569608330726624,
-0.1794821321964264,
-0.4932486414909363,
0.4280089735984802,
-0.4569457769393921,
-0.5530548095703125,
0.44437333941459656,
0.2858857214450836,
0.11519327759742737,
-0.9764965772628784,
0.3902220129966736,
0.06076440587639809,
-0.16756969690322876,
-0.4874742329120636,
0.29335886240005493,
-0.23113662004470825,
0.10977579653263092,
0.07674936205148697,
-0.011853822506964207,
-0.14842014014720917,
-0.158762127161026,
-0.36394068598747253,
-0.8177075982093811,
-0.42872974276542664,
0.7453776001930237,
0.6067068576812744,
0.4248071610927582,
-0.06128372251987457,
-0.5361321568489075,
0.2868621349334717,
0.06801795214414597,
-0.053359806537628174,
0.018919769674539566,
0.589171290397644,
-0.9849703311920166,
-0.5506857633590698,
-0.06950681656599045,
0.6077969670295715,
0.6096479892730713,
0.09841561317443848,
-0.91202712059021,
-0.2176535427570343,
-0.08107627928256989,
-0.3165392577648163,
-0.5670499205589294,
-0.24826763570308685,
-0.07624460011720657,
0.8398127555847168,
-0.1080455556511879,
-0.38591843843460083,
0.41038748621940613,
0.5758984684944153,
-0.4577023983001709,
0.06427536904811859,
0.32170283794403076,
-0.2922417223453522,
-0.12634342908859253,
0.3093034029006958,
-0.20426081120967865,
-0.5536129474639893,
0.07053443789482117,
0.07322722673416138,
-0.7797105312347412,
0.2459482103586197,
-5.816215991973877,
-0.1294410675764084,
-0.6216094493865967,
0.03336570784449577,
-0.6219896078109741,
-0.2906302809715271,
0.7492536902427673,
-0.15824361145496368,
0.24709032475948334,
0.09107531607151031,
-0.08320542424917221,
0.41084015369415283,
0.07545553892850876,
0.42517316341400146,
0.22201694548130035,
0.41257551312446594,
0.13208429515361786,
-0.01311547216027975,
0.6267839670181274,
0.6100253462791443,
-0.02614622190594673,
-0.007054501678794622,
0.03792686387896538,
0.3969798684120178,
0.45483264327049255,
0.01729019358754158,
-1.0258365869522095,
0.1984788477420807,
0.23101690411567688,
-0.0833243578672409,
0.5475146770477295,
-0.1271374225616455,
-0.030815379694104195,
-0.39553770422935486,
0.5948076248168945,
0.23876391351222992,
0.42693695425987244,
-0.2804391086101532,
0.00006166502862470224,
-0.19304582476615906,
0.3233439028263092,
0.5908703804016113,
-0.1011137068271637,
-0.09207940846681595,
0.22747652232646942,
-0.24012447893619537,
-0.2238200455904007,
-0.17263351380825043,
0.05757402256131172,
1.0330133438110352,
-0.21586383879184723,
-0.42621225118637085,
0.21381331980228424,
0.06554202735424042,
-0.19796985387802124,
-0.5020617246627808,
0.35670000314712524,
-0.18428032100200653,
-0.49465009570121765,
0.20057792961597443,
-0.007319536525756121,
-0.40056711435317993,
-0.020946821197867393,
-0.8961173295974731,
-0.38788682222366333,
0.4028967618942261,
-0.836617648601532,
-0.579792857170105,
-0.029249414801597595,
0.331777423620224,
-0.20351183414459229,
0.31456995010375977,
0.2399093210697174,
-0.4285238981246948,
0.4007643759250641,
0.028809810057282448,
-0.048623379319906235,
-0.08581725507974625,
-0.3176145851612091,
0.2593035399913788,
-0.16699287295341492,
-0.41986072063446045,
0.020915847271680832,
0.34776896238327026,
0.5009137988090515,
-0.6377553939819336,
-0.048538390547037125,
-0.17624977231025696,
-0.30369871854782104,
0.13964708149433136,
0.5109497904777527,
-0.23619291186332703,
0.09399345517158508,
0.48082175850868225,
0.08131144940853119,
0.6717464327812195,
0.6205961108207703,
0.29964032769203186,
0.399712473154068,
-0.2988409996032715,
0.6716009974479675,
0.16013990342617035,
-0.17502667009830475,
-1.0197888612747192,
0.2537764310836792,
0.14047595858573914,
-0.23122000694274902,
-0.034591250121593475,
0.6824754476547241,
-0.4266088902950287,
-0.16222578287124634,
-0.0772966668009758,
-0.6026057600975037,
0.19461077451705933,
0.24551691114902496,
-0.1897193342447281,
0.061988938599824905,
-0.12126227468252182,
0.35827702283859253,
-0.3351306617259979,
0.4228406548500061,
0.3504437804222107,
-0.012364880181849003,
0.46332231163978577,
-0.26881447434425354,
-0.22758276760578156,
-0.004386137239634991,
1.111065149307251,
-0.4817413091659546,
0.08960448205471039,
0.30621224641799927,
0.24976573884487152,
-0.6994654536247253,
-0.007226500194519758,
0.3603394329547882,
-0.16631419956684113,
-0.3292795717716217,
-0.013944140635430813,
0.32169753313064575,
-0.6293303966522217,
0.8629188537597656,
-0.6101016402244568,
-0.2104523479938507,
0.1014234721660614,
0.2801154553890228,
0.03095858171582222,
-0.09089691191911697,
-0.25018298625946045,
-0.706176221370697,
0.08878353238105774,
-0.3039025366306305,
-0.47338107228279114,
-0.18855129182338715,
-0.038975127041339874,
0.22307969629764557,
0.16451601684093475,
0.5217313766479492,
0.06430977582931519,
0.5000790357589722,
-0.458697646856308,
0.2383851557970047,
0.30558791756629944,
-0.6646837592124939,
-0.050716131925582886,
0.15085352957248688,
-0.04036401957273483,
-0.7019236087799072,
-0.15022291243076324,
-0.14014506340026855,
0.46826237440109253,
-0.34098565578460693,
-0.4256336987018585,
0.06105232983827591,
-0.4546932578086853,
0.06512393802404404,
-0.37855082750320435,
-0.1635221242904663,
0.3987813889980316,
-0.27370485663414,
-0.056130144745111465,
0.10991700738668442,
-0.5869408845901489,
-0.20848138630390167,
0.32249918580055237,
0.8234420418739319,
0.22107075154781342,
-0.08401377499103546,
-0.22563031315803528,
-0.799496591091156,
-0.37185078859329224,
0.40634071826934814,
0.556440532207489,
0.3077896535396576,
0.18951433897018433,
-0.07386969774961472,
-0.6318599581718445,
-0.1910676509141922,
0.11793152987957001,
0.06191210076212883,
-0.3666153848171234,
0.26207372546195984,
0.37700438499450684,
-0.21568377315998077,
0.5280994176864624,
0.2598660886287689,
-0.11313343048095703,
0.10285783559083939,
0.24123699963092804,
-0.5368805527687073,
-0.28349798917770386,
-0.307119220495224,
-0.6059417724609375,
0.06274127960205078,
0.1437731683254242,
-0.33231183886528015,
-0.08220148831605911,
0.6765515208244324,
0.1557692289352417,
-0.2877134382724762,
0.4146006405353546,
0.6037349700927734,
-0.3700701892375946,
0.06533113867044449,
-0.06804486364126205,
-0.1689830869436264,
-0.22535015642642975,
0.5050968527793884,
-0.2545630931854248,
-0.14788943529129028,
0.47230565547943115,
-0.15111926198005676,
-0.20161138474941254,
0.267085462808609,
0.015060389414429665,
-0.38321319222450256,
-0.21147653460502625,
-0.3928353488445282,
0.5794604420661926,
0.19878798723220825,
-0.08173999190330505,
0.5176504254341125,
0.29574108123779297,
-0.13740895688533783,
0.13770177960395813,
-0.5951846837997437,
0.37711387872695923,
0.24135378003120422,
-0.30594977736473083,
-0.9222173094749451,
-0.05759657919406891,
-0.13346527516841888,
0.22692589461803436,
-0.1732148975133896,
-0.016693778336048126,
0.5278084874153137,
0.5601646304130554,
-0.12839625775814056,
-0.3133091330528259,
-0.3025539815425873,
0.7178851366043091,
0.08359359949827194,
-0.3726656138896942,
-0.19164228439331055,
-0.40436938405036926,
0.13227368891239166,
0.23110297322273254,
0.08746883273124695,
-0.5307515263557434,
0.2528303265571594,
-0.18343541026115417,
-0.05309373140335083,
0.15174274146556854,
0.40568169951438904,
0.2148112952709198,
-0.433510959148407,
-0.03851829469203949,
-0.4959656000137329,
0.7291516661643982,
-0.5541881322860718,
0.16520030796527863,
0.21775950491428375,
-0.5076506733894348,
0.11201576888561249,
-0.1909468024969101,
0.11404813081026077,
0.15698951482772827,
0.42806553840637207,
-0.02273087576031685,
0.14498092234134674,
-0.4627484083175659,
-0.18786948919296265,
0.02608923241496086,
-0.6786494255065918,
0.06369607150554657,
-0.08750990033149719,
-0.14769773185253143,
0.3330124020576477,
0.23355217278003693,
-0.04044049605727196,
-0.3524014949798584,
-0.028268268331885338,
0.49048909544944763,
0.3889812231063843,
-0.9127166271209717,
0.28629040718078613,
0.06714591383934021,
0.5060775876045227,
0.030014464631676674,
0.2946542203426361,
0.24526581168174744,
0.364714115858078,
0.20144544541835785,
0.14415332674980164,
0.41132670640945435,
-0.07847195118665695,
-0.09421782940626144,
0.3814966678619385,
-0.0415397472679615,
0.5665404796600342,
0.27090150117874146,
0.1657164990901947,
0.19184063374996185,
0.7594893574714661,
-0.20049943029880524,
-0.820830225944519,
0.9275485277175903,
-0.14075088500976562,
0.21265128254890442,
-0.13726571202278137,
-0.027946675196290016,
0.392355352640152,
0.64570152759552,
-0.3042169213294983,
0.26643961668014526,
0.31326502561569214,
0.34933942556381226,
0.10679779946804047,
-0.34878435730934143,
-0.3969459533691406,
0.1422012895345688,
0.27615439891815186,
0.3935427665710449,
-0.619742751121521,
-0.23746272921562195,
0.014336691237986088,
0.49979710578918457,
0.1416103094816208,
0.45651981234550476,
-0.2140105813741684,
0.4145796298980713,
0.53077632188797,
0.03420198708772659,
-0.2129732221364975,
0.38922420144081116,
-0.37649551033973694,
-0.25584661960601807,
0.4430723488330841,
-0.2906621992588043,
-0.8341572284698486,
0.5743666291236877,
0.27597418427467346,
0.6805443167686462,
-0.04828915745019913,
0.0852222815155983,
-0.3328346908092499,
-0.11798055469989777,
0.7583072185516357,
0.3628060519695282,
0.08186131715774536,
-0.06609273701906204,
-0.21189655363559723,
-0.01700490154325962,
-0.13071495294570923,
0.38460057973861694,
-0.10038696974515915,
-0.7207935452461243,
0.15327201783657074,
-0.09846676141023636,
-0.301775187253952,
0.15262290835380554,
-0.008247796446084976,
0.5112833976745605,
-0.3554329574108124,
-0.6998142004013062,
0.08154723048210144,
-0.24193143844604492,
0.1453796923160553,
0.22330138087272644,
0.3100806176662445,
-0.15123943984508514,
-0.23894664645195007,
-1.0434976816177368,
-0.24554738402366638,
0.44622233510017395,
-0.06443994492292404,
-0.5268765091896057,
-0.43386808037757874,
0.7978907227516174,
0.10719259828329086,
-0.15564805269241333,
0.08729573339223862,
0.16930285096168518,
0.1070200502872467,
0.5332459807395935,
-0.5591397881507874,
0.3207518458366394,
-0.5255508422851562,
0.23745538294315338,
-0.6971709728240967,
-0.2896904945373535,
0.501323401927948,
0.32310476899147034,
-0.3865908682346344,
-0.175834059715271,
0.1944395750761032,
0.29183298349380493,
-0.10327910631895065,
-0.19132888317108154,
0.12526707351207733,
-0.3174886703491211,
-0.17358624935150146,
-0.4538710117340088,
0.6060495376586914,
-0.09345794469118118,
0.08760883659124374,
-0.3947433531284332,
0.003295306582003832,
0.2357446551322937,
-0.2394864410161972,
0.42491957545280457,
0.2822563946247101,
-0.06519294530153275,
-0.17992104589939117,
0.590000569820404,
-0.3094500005245209,
-0.3159297704696655,
-0.3722425401210785,
-0.05042807385325432,
0.09027639776468277,
-0.39584729075431824,
-0.07235231250524521,
-0.25235357880592346,
0.0483112558722496,
0.4309777021408081,
0.12688642740249634,
0.20030328631401062,
-0.24774567782878876,
-0.2130318433046341,
-0.5783719420433044,
0.40329068899154663,
-0.14165745675563812,
-0.10515543073415756,
-0.28742608428001404,
-0.17716148495674133,
-0.479280948638916,
0.09799601882696152,
-0.08124738931655884,
-0.5080544352531433,
-0.20924748480319977,
-0.40963953733444214
] |
We build a conversational agent which knowledge base is an online forum for parents of autistic children. We collect about 35,000 threads totalling some 600,000 replies, and label 1% of them for usefulness using Amazon Mechanical Turk. We train a Random Forest Classifier using sent2vec features to label the remaining thread replies. Then, we use word2vec to match user queries conceptually with a thread, and then a reply with a predefined context window.
|
[
0.008161388337612152,
0.01320762000977993,
-0.004735049791634083,
0.011129052378237247,
0.0019975118339061737,
-0.017663022503256798,
0.010832490399479866,
-0.012697440572082996,
-0.013586923480033875,
0.012415044009685516,
-0.010326466523110867,
0.008944614790380001,
0.01953163743019104,
0.0265993420034647,
0.00015317241195589304,
0.028932325541973114,
-0.015208517201244831,
-0.023938700556755066,
0.011675179935991764,
-0.01569546014070511,
0.01782061718404293,
-0.004432075656950474,
0.009485162794589996,
0.020646072924137115,
-0.011868025176227093,
0.02548784203827381,
0.003957700449973345,
-0.006091639865189791,
0.01940697617828846,
0.0048000686801970005,
-0.017273519188165665,
0.018087515607476234,
0.02116592787206173,
-0.022120673209428787,
-0.006147532723844051,
0.0063705830834805965,
-0.005018883850425482,
0.01598905771970749,
0.0015273872995749116,
-0.005299855023622513,
-0.004948360845446587,
-0.0046376255340874195,
-0.0011321463389322162,
0.022637803107500076,
-0.004924227017909288,
0.03746846318244934,
-0.012374990619719028,
0.03060746192932129,
-0.01987537555396557,
0.01265573501586914,
-0.009480397216975689,
-0.004921159707009792,
-0.00021465418103616685,
0.00639673788100481,
-0.005824083462357521,
-0.024194641038775444,
0.018913952633738518,
0.011601234786212444,
0.00575197022408247,
-0.02716323360800743,
-0.01789190247654915,
0.0034105179365724325,
0.006501225288957357,
-0.016628414392471313,
-0.01377636007964611,
-0.06647457927465439,
-0.006958608981221914,
0.004587873350828886,
-0.0033757933415472507,
0.038077034056186676,
-0.0033867363817989826,
0.015843506902456284,
-0.006310754455626011,
0.03248286247253418,
0.006306834984570742,
-0.023720599710941315,
0.008102980442345142,
-0.008588839322328568,
0.021679941564798355,
-0.009769001044332981,
0.0041146716102957726,
0.007103171665221453,
0.02814335934817791,
0.006794449873268604,
-0.01467057690024376,
0.003482749918475747,
-0.012365122325718403,
0.00021033495431765914,
0.02698892541229725,
-0.018439505249261856,
0.004741427954286337,
-0.011021818034350872,
0.02546432800590992,
-0.017720842733979225,
-0.007322750519961119,
-0.03746377304196358,
0.007612192537635565,
-0.023133093491196632,
0.02501372992992401,
-0.00011915952200070024,
-0.006179153453558683,
0.016279427334666252,
0.02139993943274021,
0.019465360790491104,
-0.0015360522083938122,
0.011747521348297596,
-0.0028116293251514435,
0.0161497350782156,
-0.022476425394415855,
0.00557551858946681,
0.020243113860487938,
0.005970196798443794,
0.013425431214272976,
0.01594184897840023,
-0.0207546167075634,
0.007826440036296844,
0.00608418695628643,
-0.005388657562434673,
0.017022710293531418,
-0.020575232803821564,
-0.03454340249300003,
-0.022648200392723083,
0.008546910248696804,
-0.01661345735192299,
0.009782802313566208,
0.02684124745428562,
-0.03793901950120926,
0.014600853435695171,
-0.005143297370523214,
-0.008040057495236397,
-0.00852589588612318,
-0.001663455506786704,
-0.0013010839466005564,
-0.01689014583826065,
0.008254103362560272,
-0.008782492950558662,
-0.014794076792895794,
-0.027979174628853798,
-0.00863946694880724,
-0.01697264239192009,
0.01667645573616028,
0.00717948516830802,
0.004799224901944399,
0.014302569441497326,
0.0017123866127803922,
-0.01313627976924181,
-0.00046215992188081145,
0.009598800912499428,
-0.02857404761016369,
-0.0008936040685512125,
0.023180518299341202,
-0.01188892312347889,
-0.035745058208703995,
-0.0322411023080349,
0.008106691762804985,
0.0003118554304819554,
-0.005122714675962925,
-0.01392697636038065,
-0.009442349895834923,
0.0075957984663546085,
-0.007919397205114365,
-0.009273841045796871,
0.012997541576623917,
0.010497252456843853,
0.023372896015644073,
-0.0014365059323608875,
-0.0021154750138521194,
0.00863382127135992,
-0.008951237425208092,
0.0014322908828034997,
-0.0023693402763456106,
-0.014697027392685413,
0.0102989561855793,
-0.002597186714410782,
0.011457907035946846,
-0.010433395393192768,
-0.0027796514332294464,
0.005248861387372017,
-0.01674412190914154,
0.06667403131723404,
0.011875971220433712,
-0.0008095862576738,
-0.007641152013093233,
0.009216993115842342,
0.020501496270298958,
-0.016278348863124847,
0.03246350958943367,
-0.0144334826618433,
-0.006994054652750492,
-0.010953647084534168,
-0.0030464567244052887,
-0.0376540906727314,
0.015219982713460922,
-0.0014692991971969604,
0.026862163096666336,
0.004288403317332268,
0.007662510499358177,
0.004023006651550531,
-0.004068542737513781,
0.011445452459156513,
0.003625506768003106,
0.026626786217093468,
-0.012274332344532013,
-0.005440607201308012,
0.01960962451994419,
0.011793515644967556,
0.0025976873002946377,
-0.03097503073513508,
0.028172889724373817,
0.000863194465637207,
0.008532785810530186,
-0.0024519681464880705,
-0.002646153327077627,
-0.014681962318718433,
-0.0041458699852228165,
0.003718342399224639,
0.024903547018766403,
-0.023394418880343437,
-0.01910599134862423,
-0.011882704682648182,
-0.006557995453476906,
0.013766209594905376,
0.013244288973510265,
-0.006017968524247408,
0.024252060800790787,
0.04366238787770271,
-0.005579454358667135,
0.007869581691920757,
0.004323156550526619,
0.006664913613349199,
0.01472910214215517,
-0.03359001502394676,
-0.006310243159532547,
0.0007054423331283033,
0.020140860229730606,
-0.01471520122140646,
0.009200388565659523,
-0.008980629965662956,
0.00005564908860833384,
-0.014775089919567108,
-0.01058055181056261,
-0.010920623317360878,
0.021858669817447662,
-0.019967634230852127,
0.014279928058385849,
-0.007824534550309181,
0.012684185989201069,
-0.016540005803108215,
-0.01289574708789587,
-0.027497610077261925,
0.003313915804028511,
0.013546961359679699,
0.007560940459370613,
0.032917506992816925,
0.006789914797991514,
-0.006903388537466526,
-0.007152698468416929,
-0.00046200683573260903,
0.026739705353975296,
0.011123274452984333,
-0.017135584726929665,
0.006513764150440693,
-0.000032469066354678944,
0.007458296604454517,
-0.009925049729645252,
-0.0009735467028804123,
-0.009020691737532616,
0.03813677281141281,
0.030460231006145477,
0.005293022841215134,
0.006925647612661123,
-0.007122189272195101,
0.001846005325205624,
-0.08120246976613998,
-0.014544554054737091,
0.0022766790352761745,
0.01292817760258913,
0.01101435162127018,
0.02607811987400055,
-0.009078871458768845,
0.00889501627534628,
-0.0007484325906261802,
0.01082853227853775,
0.002846411196514964,
0.019802449271082878,
-0.012784021906554699,
-0.008556213229894638,
-0.0012714946642518044,
-0.01607993245124817,
0.016202634200453758,
-0.005135057028383017,
0.023894818499684334,
0.026533737778663635,
0.0012716813944280148,
0.025381380692124367,
0.013137377798557281,
-0.00337963062338531,
-0.01949695311486721,
0.009949254803359509,
0.015200554393231869,
-0.007124904077500105,
-0.0000864213943714276,
0.010828081518411636,
-0.004525011405348778,
-0.004846483003348112,
0.007997172884643078,
0.0037689984310418367,
0.015878718346357346,
-0.001705401111394167,
-0.010636747814714909,
-0.007803863380104303,
-0.011227725073695183,
-0.0005770831485278904,
-0.002961494494229555,
0.0046591074205935,
-0.014833267778158188,
-0.009950968436896801,
0.009401323273777962,
0.0188848115503788,
-0.004359064623713493,
0.00458616204559803,
0.013612997718155384,
-0.00029338165768422186,
-0.00022311860811896622,
0.00046409512287937105,
-0.001271973131224513,
0.004686927422881126,
-0.007131981197744608,
-0.016283849254250526,
-0.026130307465791702,
0.01816016249358654,
-0.012553625740110874,
-0.002134552923962474,
-0.008701839484274387,
-0.031867675483226776,
0.004993222653865814,
0.012539161369204521,
0.0029325836803764105,
-0.014546704478561878,
0.024885449558496475,
-0.0038354217540472746,
0.009071094915270805,
-0.014126772992312908,
-0.0025908469688147306,
0.021512357518076897,
-0.01014370284974575,
-0.0034106066450476646,
-0.022432873025536537,
-0.02205674536526203,
-0.01734997145831585,
-0.014980618841946125,
-0.012550052255392075,
-0.02632548287510872,
0.005192568060010672,
0.012618986889719963,
-0.013398226350545883,
0.018144516274333,
-0.01572919450700283,
0.0041139740496873856,
0.00898418016731739,
0.02298162877559662,
0.0033688340336084366,
-0.007665357086807489,
0.01467062346637249,
0.0008864324190653861,
-0.007115098647773266,
0.004940784070640802,
0.03307141363620758,
-0.011739683337509632,
0.000928780937101692,
-0.015783514827489853,
0.006093689706176519,
0.00755373015999794,
0.001655869884416461,
-0.0044911629520356655,
0.0033819247037172318,
-0.016304902732372284,
-0.017987553030252457,
0.011727792210876942,
-0.03344251587986946,
-0.003089657286182046,
-0.0024309433065354824,
-0.007416191976517439,
0.005461240652948618,
-0.00848074909299612,
-0.018763704225420952,
0.028347108513116837,
0.013981644995510578,
-0.012910095043480396,
0.0189596489071846,
-0.004505125340074301,
0.07189812511205673,
-0.011117769405245781,
0.019360534846782684,
-0.02450779266655445,
0.0016871083062142134,
-0.008198775351047516,
0.011712816543877125,
-0.0022118077613413334,
0.0023718015290796757,
-0.01767275109887123,
0.013949980959296227,
-0.011836654506623745,
0.007913604378700256,
0.010252734646201134,
-0.025005457922816277,
0.00038789998507127166,
0.006410086993128061,
-0.006153456401079893,
-0.017001813277602196,
-0.012949347496032715,
0.040161460638046265,
0.015058944933116436,
-0.003490128554403782,
-0.0005285956431180239,
-0.025999482721090317,
-0.002313318196684122,
0.022946707904338837,
-0.0160095002502203,
0.012363692745566368,
0.012469682842493057,
0.02916804514825344,
-0.0500505194067955,
-0.007525018882006407,
-0.02681027352809906,
0.01737121306359768,
-0.027185983955860138,
0.02007187344133854,
-0.003826200496405363,
0.0015627581160515547,
0.003401957219466567,
0.022014696151018143,
-0.018468404188752174,
0.0023431710433214903,
0.016005078330636024,
-0.012412632815539837,
0.0164447333663702,
0.013157014735043049,
-0.006777123548090458,
-0.023355083540081978,
0.01932157389819622,
-0.008906261995434761,
0.026479041203856468,
0.017202261835336685,
0.026600606739521027,
0.013723267242312431,
0.0011270110262557864,
0.022067848592996597,
-0.00758241955190897,
0.019374074414372444,
-0.03915199264883995,
-0.04804572835564613,
-0.027317270636558533,
-0.001401250367052853,
-0.016741368919610977,
0.00011957746028201655,
-0.02650904282927513,
-0.008034717291593552,
0.0052357204258441925,
0.03396552801132202,
-0.04088945686817169,
-0.041557613760232925,
-0.01759740710258484,
0.02194657362997532,
-0.018981782719492912,
0.0049417391419410706,
0.01838865876197815,
-0.0330645777285099,
0.010573288425803185,
0.004025482106953859,
-0.0009141428163275123,
-0.013693955726921558,
-0.012060659937560558,
-0.0013150671729817986,
-0.014926865696907043,
0.006712978705763817,
0.012254391796886921,
-0.017488259822130203,
-0.07470902800559998,
-0.0062676905654370785,
0.011039023287594318,
-0.008395704440772533,
0.009730583988130093,
-0.0076818037778139114,
-0.004818653222173452,
-0.03892149031162262,
0.04212779924273491,
-0.012259997427463531,
-0.013442041352391243,
-0.001388660748489201,
-0.015186651609838009,
0.017826326191425323,
0.005057982634752989,
0.056865252554416656,
-0.0005772601580247283,
-0.004109781701117754,
-0.00822233222424984,
-0.015884486958384514,
0.004822425078600645,
-0.006166321691125631,
0.04501490667462349,
0.011924602091312408,
0.0037801058497279882,
-0.08091073483228683,
0.009877734817564487,
0.0015912429662421346,
-0.013423060066998005,
-0.006696369964629412,
-0.023123307153582573,
0.004456192255020142,
-0.007171981036663055,
0.00424649054184556,
-0.01346522755920887,
-0.02706204727292061,
-0.021463116630911827,
-0.01596492901444435,
-0.024928398430347443,
0.012708484195172787,
-0.0004915059544146061,
0.018858548253774643,
0.013948111794888973,
-0.005343395750969648,
0.02121119759976864,
-0.04483945295214653,
0.003410997800529003,
-0.003993712365627289,
-0.0031706742011010647,
-0.006511335726827383,
-0.005772241856902838,
0.005139904096722603,
0.01155844982713461,
-0.00924487505108118,
-0.0055059147998690605,
0.03027896210551262,
0.015034923329949379,
-0.006294480990618467,
-0.030626490712165833,
0.01069584395736456,
-0.0011507595190778375,
0.020255152136087418,
-0.018531402572989464,
0.025351611897349358,
-0.02294541709125042,
-0.008667932823300362,
0.016535380855202675,
0.027598915621638298,
0.008037066087126732,
0.007557133678346872,
-0.015154697932302952,
0.003361412324011326,
-0.012839104048907757,
0.008821458555758,
0.005760081112384796,
0.014603971503674984,
-0.008046267554163933,
0.007279783021658659,
0.010123319923877716,
0.011379225179553032,
-0.00614977115765214,
-0.014285266399383545,
0.017406415194272995,
0.0013744945172220469,
0.02498563565313816,
0.0035415622405707836,
-0.0024670050479471684,
-0.019497647881507874,
0.07142028212547302,
-0.038499392569065094,
0.01290621142834425,
0.00832552369683981,
0.010556694120168686,
-0.0004629656614270061,
0.0035356825683265924,
0.005752159748226404,
0.011205815710127354,
-0.012862925417721272,
-0.016211029142141342,
0.0018948971992358565,
0.019964775070548058,
0.014037626795470715,
-0.010347208008170128,
-0.04114194214344025,
-0.036709241569042206,
-0.011430766433477402,
-0.017870856449007988,
0.0058418321423232555,
-0.006323345471173525,
-0.0062421527691185474,
-0.026473043486475945,
-0.01736418344080448,
0.03136106953024864,
-0.009161080233752728,
-0.02249448001384735,
-0.0034663593396544456,
-0.01718452014029026,
-0.018083948642015457,
-0.02612501010298729,
0.019405629485845566,
0.007760839536786079,
0.018567321822047234,
0.022455982863903046,
-0.005825400818139315,
0.008116258308291435,
0.007415822707116604,
-0.0000535952603968326,
-0.002417150419205427,
-0.01913524605333805,
-0.015316805802285671,
0.009237421676516533,
-0.006367807276546955,
-0.013435822911560535,
-0.035426340997219086,
0.01554968673735857,
0.02187926135957241,
0.007951945066452026,
0.02443860098719597,
0.004383119288831949,
0.0073578329756855965,
-0.011217843741178513,
0.007104530464857817,
0.00038948204019106925,
-0.025497088208794594,
-0.005767165683209896,
0.014623591676354408,
-0.015423557721078396,
-0.017025679349899292,
-0.011404120363295078,
-0.0076838587410748005,
-0.01979059725999832,
0.006581699475646019,
0.004487876780331135,
0.0027014208026230335,
0.002630250994116068,
-0.01041190605610609,
0.02061784453690052,
0.011601647362112999,
-0.029460933059453964,
0.015119241550564766,
0.006730680353939533,
0.011458132416009903,
0.006832994520664215,
0.02116398699581623,
-0.02795172482728958,
-0.012958359904587269,
0.01191391609609127,
0.004233666695654392,
-0.01534308586269617,
-0.011088273487985134,
-0.006376265548169613,
-0.01837378554046154,
-0.03126907721161842,
-0.02476966381072998,
-0.032570887356996536,
0.014896131120622158,
-0.0010414844145998359,
0.011059405282139778,
0.02038750797510147,
-0.0029337401501834393,
0.009151778183877468,
0.009121786803007126,
0.004217043519020081,
0.03522978350520134,
-0.010876993648707867,
0.009346897713840008,
0.00046532784472219646,
0.003814451629295945,
0.019101900979876518,
0.04389939084649086,
0.009316361509263515,
0.0037721542175859213,
-0.013031543232500553,
0.013127201236784458,
0.0008674983982928097,
0.003797234268859029,
-0.004748751409351826,
0.017547473311424255,
0.01697544939815998,
-0.018286515027284622,
0.0235760360956192,
0.017807556316256523,
-0.007314256392419338,
-0.00009080654854187742,
0.001353320199996233,
-0.004293414764106274,
0.010711378417909145,
-0.0116947116330266,
-0.0029144990257918835,
-0.00209733285009861,
0.003380363341420889,
0.007616633549332619,
-0.017470132559537888,
0.006154702510684729,
0.00008033762424020097,
-0.008817195892333984,
0.004180185496807098,
-0.0015285616973415017,
0.027321401983499527,
0.011496569029986858,
-0.016697240993380547,
0.0045458609238266945,
0.007954945787787437,
0.01981913298368454,
0.0021934635005891323,
-0.003414510516449809,
0.000020984209186281078,
0.012118209153413773,
0.008481549099087715,
0.0028715229127556086,
0.007889789529144764,
0.0019310766365379095,
0.007027517072856426,
-0.016558200120925903,
0.0067882598377764225,
0.0031012455001473427,
0.013646847568452358,
-0.013146021403372288,
0.018145421519875526,
-0.0040764533914625645,
-0.0019417854491621256,
-0.009168216958642006,
0.002396525116637349,
0.015345539897680283,
0.010263959877192974,
0.0090826116502285,
-0.01355676632374525,
0.005050474777817726,
-0.004946788307279348,
-0.008615014143288136,
-0.020414868369698524,
-0.003540510544553399,
0.009732826612889767,
0.008974429219961166,
-0.03099660761654377,
0.0021647766698151827,
-0.004060725681483746,
0.01125528197735548,
0.024005869403481483,
-0.022499218583106995,
0.005572631489485502,
0.014381755143404007,
-0.013478271663188934,
-0.007418917957693338,
-0.001640550559386611,
0.044529955834150314,
-0.006697012111544609,
0.04347605258226395,
-0.012747809290885925,
-0.01376557257026434,
-0.023141181096434593,
-0.012954707257449627,
-0.012853448279201984,
-0.01904863677918911,
-0.004518629051744938,
0.007758590392768383,
0.014101368375122547,
-0.011956365779042244,
-0.026643279939889908,
-0.01342808548361063,
-0.02372056059539318,
-0.029750552028417587,
0.0017017862992361188,
0.010815737769007683,
0.012986122630536556,
-0.007471748162060976,
0.020648259669542313,
-0.011181948706507683,
0.006878267042338848,
-0.023798707872629166
] |
[
0.19991077482700348,
-0.18894748389720917,
0.22545570135116577,
0.4683084487915039,
0.09155295789241791,
0.34817132353782654,
0.5770630240440369,
-0.010226760990917683,
0.06149674579501152,
-0.5498465299606323,
-0.14285938441753387,
0.028259798884391785,
-0.06699622422456741,
0.12351004034280777,
0.2017238885164261,
0.07238306850194931,
0.25997886061668396,
0.489185631275177,
-0.34383344650268555,
-0.3044925332069397,
-0.7286926507949829,
-0.2831062078475952,
0.042396582663059235,
-0.48574990034103394,
0.30883029103279114,
0.4791538715362549,
0.43484756350517273,
0.05038538947701454,
-0.5127153992652893,
-0.2684435546398163,
0.25910240411758423,
0.5920882225036621,
-0.04853322356939316,
-0.3563854992389679,
-0.07333113998174667,
-0.6610202193260193,
-0.259188711643219,
-0.03234315663576126,
0.17377713322639465,
-0.7745198607444763,
-0.23704752326011658,
0.30993130803108215,
-0.13090796768665314,
0.3185264766216278,
-0.01646917313337326,
-0.2593618631362915,
-1.3971209526062012,
0.1680048555135727,
-0.10853077471256256,
0.19336311519145966,
-0.6458377242088318,
0.325581818819046,
0.6574017405509949,
0.01622886396944523,
-0.1726170927286148,
0.32392454147338867,
-0.12362921237945557,
-0.3133854568004608,
0.212750643491745,
0.004452156834304333,
0.2693665623664856,
-0.3445790708065033,
0.2956386208534241,
0.1272672414779663,
-0.08526748418807983,
0.23093171417713165,
0.15462681651115417,
0.19363394379615784,
-0.38231000304222107,
-0.31788215041160583,
0.7865774035453796,
-0.2902999520301819,
-0.47613489627838135,
0.28112292289733887,
-0.15810659527778625,
0.181082084774971,
-0.1029653549194336,
-0.0398661345243454,
0.3391622006893158,
-0.13565216958522797,
-0.5968220829963684,
0.45647960901260376,
0.7017502188682556,
-0.4461265206336975,
0.5983540415763855,
0.5223701596260071,
0.034967586398124695,
0.6681075096130371,
-0.24303801357746124,
0.22069309651851654,
-0.10819867253303528,
-0.31473082304000854,
0.3363456428050995,
0.4877327084541321,
0.4619823396205902,
0.10899820178747177,
0.09345049411058426,
-0.3464123606681824,
0.18758489191532135,
0.27082228660583496,
0.15090972185134888,
0.019738713279366493,
-0.018122028559446335,
-0.3574751913547516,
-0.16518491506576538,
-0.06984923034906387,
-0.5671384334564209,
-0.7559322714805603,
-0.15114815533161163,
0.19539745151996613,
0.012250150553882122,
0.4264355003833771,
-0.284144788980484,
0.20784036815166473,
0.11339831352233887,
0.09775955975055695,
0.1576341688632965,
-0.23136577010154724,
0.04263715073466301,
0.21180656552314758,
-0.08481987565755844,
1.0535662174224854,
0.6729483604431152,
-0.08070268481969833,
0.21990925073623657,
0.18819162249565125,
0.3610258996486664,
0.28058549761772156,
-0.16956639289855957,
0.4007588326931,
0.19924138486385345,
0.7179147005081177,
0.10837249457836151,
0.16503620147705078,
-0.41281411051750183,
-0.3058653771877289,
0.23951250314712524,
0.2904740273952484,
0.18198509514331818,
0.19009080529212952,
-0.34538736939430237,
-0.4515683948993683,
-0.22525592148303986,
0.01481375377625227,
0.28047770261764526,
0.027877597138285637,
-0.41251713037490845,
-0.48515549302101135,
-0.1384395807981491,
-0.0878487303853035,
-0.8179928660392761,
0.3803102970123291,
-0.47098425030708313,
-0.26234838366508484,
-0.28103113174438477,
0.6620736718177795,
-0.2791743576526642,
-0.22653700411319733,
0.041025977581739426,
0.229335218667984,
0.6562296152114868,
0.5183956027030945,
-0.5780826210975647,
0.18728801608085632,
-0.2134707123041153,
-0.0746651366353035,
-0.08734919875860214,
0.6378452777862549,
0.11289563030004501,
0.08817829191684723,
0.10272226482629776,
0.028190650045871735,
0.0052138762548565865,
-0.14876607060432434,
-0.2082132250070572,
0.2853336036205292,
0.37690266966819763,
0.1716240644454956,
0.36203113198280334,
-0.16208240389823914,
-0.5357688665390015,
0.036914847791194916,
-0.05784253031015396,
-0.5586652755737305,
0.12345142662525177,
0.21632391214370728,
0.18388932943344116,
0.24207347631454468,
-0.2535538673400879,
-0.1187875047326088,
-0.30917173624038696,
-0.4596724212169647,
0.3746321499347687,
-0.590291440486908,
1.3086594343185425,
-0.3374735116958618,
0.004880266264081001,
0.9998729228973389,
0.3228338062763214,
-0.012918282300233841,
0.09577225893735886,
0.18804895877838135,
0.17619386315345764,
-0.3791157901287079,
-0.5000134110450745,
-0.021129759028553963,
-0.23951582610607147,
-0.0915629118680954,
-1.0153238773345947,
0.07463017106056213,
-0.21061740815639496,
-0.4089556932449341,
-0.03892054781317711,
-0.5069206357002258,
-0.2062036097049713,
0.5289543867111206,
0.09527012705802917,
0.26577824354171753,
0.19077910482883453,
-0.020732419565320015,
1.1231627464294434,
-0.5739079713821411,
0.15772375464439392,
0.7601897716522217,
-0.5212538242340088,
0.3953353464603424,
0.2543194591999054,
0.6994501352310181,
0.8869984149932861,
-0.6606419682502747,
0.15044783055782318,
-0.35855337977409363,
0.06654399633407593,
-0.6728103160858154,
-0.14797019958496094,
-0.08450847119092941,
-0.036496300250291824,
-0.1951063722372055,
0.26062825322151184,
0.08856695145368576,
0.0720851868391037,
0.4066609740257263,
-0.24149446189403534,
0.29484763741493225,
0.13488291203975677,
-0.23236370086669922,
-0.21507538855075836,
-0.0032372018322348595,
-0.3990596830844879,
-0.4435580372810364,
0.1530052125453949,
0.27518558502197266,
-0.2326807677745819,
-0.44876933097839355,
0.008307083509862423,
0.2459171712398529,
0.10905401408672333,
-0.3283245861530304,
-0.1153133288025856,
0.4750846028327942,
0.1395510882139206,
-0.19823002815246582,
-0.3051723539829254,
0.45045337080955505,
0.3158155083656311,
-0.6926593780517578,
-0.35540133714675903,
-0.7834033370018005,
0.6196267008781433,
0.5234410762786865,
0.31697267293930054,
-0.046090830117464066,
-0.08850796520709991,
0.1430865377187729,
0.2055211216211319,
-0.7972087860107422,
0.32969602942466736,
0.1523212194442749,
-0.49879178404808044,
-1.067326307296753,
-0.6757645010948181,
0.33952319622039795,
0.5541907548904419,
-0.20428113639354706,
0.22482052445411682,
-0.3260042667388916,
0.29993027448654175,
-0.22900864481925964,
-0.3463578522205353,
0.16530902683734894,
0.150900736451149,
0.2522684931755066,
-0.11567533016204834,
-0.03375808522105217,
0.7454613447189331,
0.2374029904603958,
0.02938252128660679,
0.3047933280467987,
0.2499234676361084,
0.27107805013656616,
-0.1623014211654663,
0.3762985169887543,
-0.1963033378124237,
-0.3731314241886139,
0.22534450888633728,
-0.33891019225120544,
-0.19368082284927368,
0.042357347905635834,
-6.050623893737793,
-0.2507736384868622,
-0.6041420102119446,
-0.0006978262681514025,
-0.35135337710380554,
0.40072035789489746,
0.6430689692497253,
-0.18220937252044678,
0.4031592011451721,
0.04240732640028,
-0.12516182661056519,
0.817496120929718,
0.00805675145238638,
-0.2047768235206604,
0.14437220990657806,
0.2589804530143738,
0.1574437916278839,
0.3863852024078369,
0.4617390036582947,
-0.018327366560697556,
-0.2348717600107193,
0.016297176480293274,
0.23202644288539886,
0.630733847618103,
0.17976075410842896,
0.0445648618042469,
-0.927505373954773,
0.1898350864648819,
0.5366241931915283,
0.22894074022769928,
-0.0961456373333931,
-0.3136569559574127,
-0.3938026428222656,
-0.15763811767101288,
-0.18918439745903015,
-0.06535845249891281,
0.3388803005218506,
0.006007393356412649,
-0.2226286232471466,
-0.26562318205833435,
0.3886193037033081,
0.7341101169586182,
0.17947612702846527,
-0.5265715718269348,
0.19568657875061035,
-0.09973720461130142,
-0.32333990931510925,
-0.13942253589630127,
-0.391376256942749,
0.526244044303894,
-0.3671397268772125,
-0.09865475445985794,
0.29051995277404785,
0.2716440260410309,
-0.17363637685775757,
-0.3535184860229492,
0.15313199162483215,
-0.06292422860860825,
-0.4261537194252014,
0.18100705742835999,
0.2860037684440613,
-0.3334066569805145,
0.083806611597538,
-0.7694927453994751,
-0.1189093366265297,
0.27120736241340637,
-0.6957567930221558,
-0.2051207572221756,
-0.09752941131591797,
0.005977818742394447,
-0.7014903426170349,
0.4273163378238678,
0.11264608800411224,
-0.6199479103088379,
0.4488087594509125,
-0.5945690274238586,
0.028236953541636467,
0.19132676720619202,
-0.1283779740333557,
0.1275840550661087,
0.09247366338968277,
-0.7485876679420471,
-0.350543349981308,
-0.012545798905193806,
0.08100999146699905,
-1.0779237747192383,
0.0019997379276901484,
-0.5851886868476868,
-0.1309167891740799,
-0.04762118682265282,
0.3331354260444641,
-0.34215956926345825,
0.04400990530848503,
0.19576749205589294,
0.7128579020500183,
0.622340977191925,
0.16990239918231964,
0.08453880250453949,
-0.17048166692256927,
-0.17632950842380524,
1.2780758142471313,
-0.1831231415271759,
-0.2518564760684967,
-1.0567386150360107,
-0.03018907830119133,
0.38882699608802795,
-0.45790818333625793,
0.01181949395686388,
0.7573579549789429,
-0.2265666276216507,
-0.5604463815689087,
-0.08279416710138321,
-0.47044941782951355,
-0.21160636842250824,
0.31889820098876953,
0.2674499452114105,
-0.1322839856147766,
0.057318903505802155,
0.3709656000137329,
-0.1234796792268753,
0.1239599734544754,
0.3154224753379822,
0.0863569974899292,
0.3465130925178528,
0.255062460899353,
-0.42435890436172485,
0.4180809557437897,
0.08836560696363449,
0.1734967678785324,
-0.5419050455093384,
0.1522209197282791,
-0.19771841168403625,
-0.45979171991348267,
-0.20496883988380432,
0.24324104189872742,
-0.48552191257476807,
-0.1235690712928772,
-0.1724637746810913,
-0.11527324467897415,
-0.19779691100120544,
0.3474992513656616,
-0.10704915225505829,
-0.17046687006950378,
0.4637094736099243,
0.3638617694377899,
-0.0682494193315506,
-0.10616488754749298,
-0.03758842870593071,
-0.49867475032806396,
0.20639106631278992,
-0.48067164421081543,
-0.7030734419822693,
0.0507730171084404,
-0.19024334847927094,
0.09276825189590454,
0.1225515827536583,
0.34249597787857056,
0.38613277673721313,
0.25065261125564575,
-0.5132694244384766,
0.2420460432767868,
0.07528351992368698,
-1.1135717630386353,
-0.11766096949577332,
0.39622053503990173,
0.023029383271932602,
-0.7339134812355042,
0.20335017144680023,
-0.1731763631105423,
0.30257558822631836,
-0.05169524997472763,
-0.3554155230522156,
-0.2362186759710312,
-0.18858255445957184,
0.13088099658489227,
0.1026100292801857,
-0.24674038589000702,
-0.012701116502285004,
0.2054465413093567,
0.4002285897731781,
-0.33635327219963074,
-0.06963594257831573,
-0.011872253380715847,
0.5694864392280579,
1.023864984512329,
-0.04080810770392418,
0.12598919868469238,
-0.019413869827985764,
-0.371530681848526,
-0.024979298934340477,
0.04457401484251022,
0.3592800796031952,
0.4375708997249603,
-0.07389450818300247,
-0.14501148462295532,
-0.6976907253265381,
0.06843314319849014,
0.2433321475982666,
-0.09509412199258804,
-0.6660431027412415,
0.32404276728630066,
0.43768617510795593,
-0.5807968974113464,
0.4431600868701935,
0.22867262363433838,
-0.5489358305931091,
0.03104562684893608,
-0.08068481832742691,
0.008631490170955658,
-0.16347844898700714,
-0.185472309589386,
-0.2585309147834778,
-0.45962080359458923,
0.0769619345664978,
-0.45488327741622925,
-0.0018886348698288202,
0.06313896179199219,
-0.4541400372982025,
-0.21433071792125702,
0.5121136903762817,
-0.32976391911506653,
-0.5179589986801147,
-0.3515162169933319,
-0.15708206593990326,
-0.4401480555534363,
0.0459524467587471,
0.5756809115409851,
-0.4760299623012543,
-0.34167930483818054,
0.28114500641822815,
0.24378742277622223,
-0.018058115616440773,
0.2726491689682007,
0.1781754493713379,
-0.30645322799682617,
-0.35066893696784973,
-0.3805360198020935,
-0.16331817209720612,
0.2144431471824646,
0.07454413175582886,
-0.3890693783760071,
0.4073852300643921,
-0.3170009255409241,
-0.4751274287700653,
-0.05897997319698334,
0.2876095473766327,
0.05523400753736496,
-0.35605156421661377,
-0.6827414035797119,
-0.3683329224586487,
0.38178741931915283,
-0.1624435931444168,
0.041373252868652344,
-0.3905332088470459,
0.8431049585342407,
0.15390528738498688,
-0.24169836938381195,
-0.516518235206604,
-0.08151774108409882,
0.2442743182182312,
-0.10268053412437439,
-0.12029420584440231,
-0.22123393416404724,
-0.2804466187953949,
0.12019205093383789,
0.43450993299484253,
-0.35865479707717896,
-0.5783155560493469,
-0.05967123061418533,
-0.7160753607749939,
-0.194902703166008,
0.11819908022880554,
0.2579357922077179,
0.4985777735710144,
-0.07741740345954895,
-0.2799217700958252,
-0.25271373987197876,
0.23835188150405884,
-0.2956607937812805,
0.4548892676830292,
-0.17679454386234283,
-0.48716065287590027,
-0.04928310588002205,
0.0706217810511589,
0.5795995593070984,
-0.21643029153347015,
0.17895738780498505,
-0.18541449308395386,
0.5552053451538086,
-0.21657246351242065,
-0.41161301732063293,
0.5152053236961365,
-0.43071335554122925,
0.38810035586357117,
0.11198355257511139,
0.16717448830604553,
0.5646468997001648,
-0.0017294350545853376,
-0.21126613020896912,
-0.0035184361040592194,
-0.14824435114860535,
0.48683106899261475,
0.7428616881370544,
-0.7022152543067932,
0.07506328076124191,
0.06669895350933075,
0.2265014797449112,
0.09641221165657043,
0.2097197026014328,
0.11865705251693726,
0.5972303748130798,
0.09717699140310287,
0.5247781872749329,
0.2139265090227127,
-0.46748024225234985,
-0.05244053155183792,
-0.0022687448654323816,
-0.18754304945468903,
0.3525352478027344,
-0.23911815881729126,
0.42861422896385193,
0.7528461217880249,
0.6165175437927246,
-0.059294771403074265,
-0.7744877934455872,
0.8573502898216248,
-0.16476111114025116,
-0.0009951252723112702,
-0.02256840281188488,
0.3356304466724396,
0.43775320053100586,
0.8357627391815186,
-0.2518504559993744,
-0.012858238071203232,
0.5331446528434753,
-0.10781890153884888,
0.019328109920024872,
0.20084349811077118,
-0.6818570494651794,
0.3086126744747162,
0.651897668838501,
0.16792568564414978,
-0.49397918581962585,
-0.08443892747163773,
-0.18245820701122284,
0.16896198689937592,
0.25170594453811646,
0.3426763713359833,
0.053908903151750565,
0.3741377890110016,
0.054648011922836304,
0.03740835562348366,
-0.0002679519238881767,
0.4261021018028259,
-0.4078918397426605,
-0.5016207695007324,
0.22399279475212097,
-0.016952291131019592,
-0.5074760317802429,
0.09403344988822937,
0.24751342833042145,
0.5044562220573425,
0.08896586298942566,
0.29267606139183044,
-0.32872262597084045,
0.3485679626464844,
0.7744408249855042,
0.09284505993127823,
0.4235585033893585,
-0.2504843473434448,
-0.17420156300067902,
0.16343580186367035,
-0.42838096618652344,
0.27130401134490967,
-0.5367999076843262,
-0.4689723551273346,
0.05733681470155716,
-0.019749043509364128,
-0.16771255433559418,
0.3335243761539459,
-0.00620177760720253,
0.32150202989578247,
-0.04719493165612221,
-0.07611893862485886,
0.5313463807106018,
0.044918812811374664,
-0.2686782777309418,
-0.1059892326593399,
0.23240025341510773,
0.08833437412977219,
0.011949807405471802,
-0.7440665364265442,
-0.2626013457775116,
0.3838830590248108,
-0.12274391949176788,
0.3674042820930481,
-0.21805554628372192,
1.051876425743103,
-0.03477482870221138,
0.2108992487192154,
0.10526620596647263,
-0.27504023909568787,
0.2351057380437851,
0.48782533407211304,
-0.13211233913898468,
0.25890418887138367,
-1.0659877061843872,
-0.40658465027809143,
-0.6489976644515991,
0.10059892386198044,
0.5336025953292847,
0.33081433176994324,
-0.225765198469162,
-0.2675439715385437,
-0.09812257438898087,
0.6307773590087891,
0.08435431122779846,
-0.40359368920326233,
-0.04666871950030327,
-0.2956077456474304,
-0.2919183075428009,
-0.21491463482379913,
0.8343222141265869,
0.05825502425432205,
0.19403956830501556,
0.024344151839613914,
0.05760011076927185,
0.14795026183128357,
-0.6071026921272278,
0.4074367582798004,
-0.10232321918010712,
-0.1920408010482788,
-0.4528616666793823,
0.32119545340538025,
-0.25058361887931824,
-0.0835915207862854,
0.00019566703122109175,
0.589107096195221,
0.3228846490383148,
-0.6149471998214722,
-0.1471082866191864,
0.008625365793704987,
-0.0006900270818732679,
0.2680320143699646,
-0.19554440677165985,
0.38121458888053894,
0.15756744146347046,
-0.26051321625709534,
-1.0299253463745117,
-0.1833471953868866,
-0.04723955690860748,
-0.19323445856571198,
-0.391715407371521,
-0.31387442350387573,
-0.02500547468662262,
0.4639439284801483,
0.04220043867826462,
-0.4889412820339203,
-0.009417830966413021,
-0.003816029755398631
] |
Cyber attacks occur on a near daily basis and are becoming exponentially more common. While some research aims to detect the characteristics of an attack, little focus has been given to patterns of attacks in general. This paper aims to exploit temporal correlations between the number of attacks per day in order to predict future intensity of cyber incidents. Through analysis of attack data collected from Hackmageddon, correlation was found among reported attack volume in consecutive days. This paper presents a forecasting system that aims to predict the number of cyber attacks on a given day based only on a set of historical attack count data. Our system conducts ARIMA time series forecasting on all previously collected incidents to predict the expected number of attacks on a future date. Our tool is able to use only a subset of data relevant to a specific attack method. Prediction models are dynamically updated over time as new data is collected to improve accuracy. Our system outperforms naive forecasting methods by 14.1% when predicting attacks of any type, and up to 21.2% when forecasting attacks of a specific type. Our system also produces a model which more accurately predicts future cyber attack intensity behavior.
|
[
0.0033560986630618572,
0.035375915467739105,
-0.015941010788083076,
0.01766660436987877,
0.012136578559875488,
-0.019718769937753677,
0.008457746356725693,
-0.005263256840407848,
-0.010322527028620243,
-0.042101480066776276,
-0.0008644270128570497,
0.02032354101538658,
0.011875266209244728,
0.014832761138677597,
0.01488405093550682,
0.00635923957452178,
-0.0020315097644925117,
0.011882703751325607,
0.003290138440206647,
-0.004174975212663412,
0.017367517575621605,
-0.004581884481012821,
0.010078920051455498,
-0.005028401501476765,
0.010871639475226402,
0.0195002518594265,
0.001749094226397574,
0.002542750909924507,
0.02055029757320881,
-0.022098852321505547,
-0.03464607521891594,
0.01740616001188755,
-0.0019575352780520916,
0.02878297120332718,
0.014863371849060059,
0.010528218001127243,
-0.003223520703613758,
0.01714451052248478,
-0.009068126790225506,
-0.002196771092712879,
0.008697520941495895,
-0.00815579853951931,
0.003280465956777334,
-0.00394330732524395,
-0.009337158873677254,
0.01872345432639122,
-0.009485955350100994,
0.015619970858097076,
-0.010678339749574661,
0.010144178755581379,
-0.01020110584795475,
0.02086671069264412,
-0.013685692101716995,
0.007072463631629944,
-0.006540402770042419,
0.0033699998166412115,
0.01836804300546646,
0.02660347707569599,
-0.018832921981811523,
0.011332071386277676,
-0.0014856649795547128,
-0.020964758470654488,
-0.0019296575337648392,
-0.02995326742529869,
-0.02142232470214367,
-0.06716074049472809,
0.021695397794246674,
0.026651382446289062,
0.011670712381601334,
-0.007906470447778702,
0.01738572306931019,
0.007714451290667057,
-0.026833418756723404,
0.022637726739048958,
0.010137254372239113,
-0.01678045652806759,
-0.014035486616194248,
-0.006594472099095583,
0.008053270168602467,
0.01372433453798294,
-0.008545917458832264,
0.0065780989825725555,
-0.026281891390681267,
0.021412692964076996,
-0.005646826233714819,
0.0070001231506466866,
0.0007405956275761127,
-0.0017589563503861427,
-0.003112948965281248,
0.006381217855960131,
-0.014784961938858032,
0.011531027033925056,
-0.0178021639585495,
0.004138746298849583,
-0.029444817453622818,
-0.0009756726212799549,
-0.01714138500392437,
0.04535514861345291,
0.004227139987051487,
-0.011680309660732746,
-0.0020545655861496925,
0.0247223898768425,
0.01934022828936577,
-0.026520783081650734,
-0.027108948677778244,
0.004664400592446327,
-0.036758746951818466,
-0.014333879575133324,
-0.006894844118505716,
-0.0010607786243781447,
0.022578023374080658,
-0.005191921256482601,
0.0045532481744885445,
-0.007729092612862587,
-0.0022981599904596806,
0.012563169933855534,
0.006947261746972799,
0.019473059102892876,
-0.00113936816342175,
0.004009822383522987,
-0.003211407922208309,
-0.020013175904750824,
0.0034160278737545013,
-0.013732993975281715,
0.002158966613933444,
-0.0005533527582883835,
0.005012013949453831,
-0.020126421004533768,
0.016238607466220856,
0.0010820857714861631,
-0.009895546361804008,
0.002766737714409828,
-0.013639445416629314,
0.005985235795378685,
-0.017081476747989655,
-0.0013557798229157925,
-0.010605910792946815,
-0.008302133530378342,
-0.0024894149973988533,
-0.009525935165584087,
0.009439281187951565,
0.007868885062634945,
-0.0027888754848390818,
0.017958346754312515,
-0.01526307687163353,
-0.008337552659213543,
-0.016239572316408157,
0.023869037628173828,
-0.014178874902427197,
-0.024375328794121742,
0.005309334956109524,
-0.00613207183778286,
-0.0039572520181536674,
-0.007647677790373564,
-0.013952125795185566,
0.0064950548112392426,
-0.010913473553955555,
0.01514615211635828,
-0.004439417738467455,
-0.003508199006319046,
0.023825768381357193,
-0.005839179269969463,
0.00827624462544918,
0.0080286655575037,
-0.017988165840506554,
0.026647409424185753,
-0.00786370038986206,
0.0013758125714957714,
-0.02806464582681656,
0.0027062403969466686,
0.004634612239897251,
0.03357556834816933,
-0.01365975383669138,
0.011552320793271065,
0.013590523973107338,
-0.001110524870455265,
0.009444328024983406,
0.005480900872498751,
0.007387364283204079,
0.06719975173473358,
0.006516176741570234,
-0.004197625909000635,
-0.006379001773893833,
-0.00033576053101569414,
0.013376634567975998,
-0.022773468866944313,
-0.00328992772847414,
-0.017762575298547745,
0.02322385273873806,
-0.016647672280669212,
-0.017371751368045807,
0.00015126867219805717,
0.007139780092984438,
0.0008937714155763388,
0.03019866533577442,
0.0040140459313988686,
-0.0028029759414494038,
0.00019676471129059792,
0.003691451158374548,
-0.0037773188669234514,
-0.04249722510576248,
0.010692138224840164,
0.02281102165579796,
0.003096629399806261,
0.004693195223808289,
0.0009130009566433728,
0.008885894902050495,
0.007200037129223347,
-0.03638950735330582,
0.032280243933200836,
0.024278851225972176,
-0.009405439719557762,
0.0035673980601131916,
-0.0011059183161705732,
0.03022352233529091,
0.005039357580244541,
0.03657030686736107,
-0.0004928376292809844,
-0.0014745178632438183,
-0.014215121045708656,
0.005332070402801037,
0.006750001572072506,
0.03459692373871803,
-0.0002210061065852642,
0.047911565750837326,
-0.0019108598353341222,
-0.014870409853756428,
0.0069136302918195724,
-0.015564864501357079,
0.006876103579998016,
0.007404799107462168,
-0.025206308811903,
-0.005458298604935408,
0.008179927244782448,
0.01471098605543375,
0.014438080601394176,
0.010697253979742527,
-0.023659130558371544,
0.0019441272597759962,
-0.007557159289717674,
-0.0005519927944988012,
0.01200840249657631,
0.004648735746741295,
-0.002249276265501976,
0.019686181098222733,
0.016278404742479324,
0.029328148812055588,
0.0001496350159868598,
0.02100979909300804,
-0.013438976369798183,
0.007374271284788847,
-0.019787747412919998,
0.017583703622221947,
0.005297936964780092,
-0.003885710844770074,
-0.005305013619363308,
0.017182745039463043,
0.008028849959373474,
0.02309305965900421,
-0.01684342883527279,
0.008866110816597939,
0.007111788727343082,
0.024001993238925934,
0.013464432209730148,
0.0012403551954776049,
-0.004184289835393429,
0.018018901348114014,
0.004837124142795801,
-0.006431125104427338,
-0.008663708344101906,
0.00281514972448349,
-0.010151461698114872,
-0.004376336932182312,
-0.0817478597164154,
-0.010675476863980293,
0.0025633738841861486,
-0.004635903984308243,
0.01479366235435009,
0.0019795792177319527,
-0.003361807204782963,
0.02340945228934288,
-0.014399153180420399,
0.0040719653479754925,
0.0019286333117634058,
0.017827391624450684,
-0.01625760644674301,
0.0044800518080592155,
-0.006442629266530275,
-0.010849430225789547,
0.006247411947697401,
-0.004831172525882721,
0.022319370880723,
-0.0048340787179768085,
0.029350610449910164,
0.02467004582285881,
0.006029654759913683,
0.004337911959737539,
-0.0007825267966836691,
0.029564518481492996,
-0.0012032249942421913,
-0.01972225122153759,
-0.021348852664232254,
0.004169045947492123,
0.010990485548973083,
-0.019296910613775253,
0.014701252803206444,
-0.010747169144451618,
0.006010181736201048,
0.007260750979185104,
-0.002463300246745348,
0.015927322208881378,
-0.023743266239762306,
-0.0008066433947533369,
0.026610935106873512,
0.0036704910453408957,
-0.014602274633944035,
0.00020654918625950813,
0.00574516411870718,
0.006938663776963949,
0.02121611312031746,
0.02527477964758873,
0.011343194171786308,
0.008933871053159237,
-0.0016354420222342014,
0.004008617717772722,
-0.026552973315119743,
0.0025270592886954546,
-0.003972869366407394,
-0.026575425639748573,
0.005784462206065655,
-0.008755585178732872,
-0.01132085919380188,
-0.003507500747218728,
-0.02184767834842205,
0.008212637156248093,
-0.03157634660601616,
0.027765236794948578,
-0.009494638070464134,
-0.018388928845524788,
0.025272158905863762,
0.013019462116062641,
0.019751569256186485,
-0.007103110197931528,
-0.031032441183924675,
-0.0038469391874969006,
0.0046109287068247795,
-0.00011805444955825806,
0.024415167048573494,
-0.011877527460455894,
-0.01836387626826763,
-0.010371807962656021,
0.009179620072245598,
-0.012650731950998306,
0.019621364772319794,
0.011865872889757156,
0.020982395857572556,
-0.009549325332045555,
-0.00951501727104187,
0.034022457897663116,
0.008558223955333233,
-0.014324760064482689,
0.022391721606254578,
-0.014493103139102459,
0.007398050278425217,
0.02174796536564827,
-0.014289229176938534,
0.0065835206769406796,
0.011850249022245407,
-0.029856573790311813,
0.008273026905953884,
-0.013706187717616558,
0.0038995177019387484,
0.010655628517270088,
0.0014372162986546755,
-0.010507275350391865,
-0.010332299396395683,
-0.0059482138603925705,
-0.008787906728684902,
0.009502952918410301,
0.00368053512647748,
-0.02459525130689144,
-0.01803618296980858,
-0.006186028942465782,
0.006195216439664364,
0.0034773722290992737,
-0.003435804508626461,
0.011623464524745941,
0.009064728394150734,
0.002199239796027541,
0.011578654870390892,
-0.033583760261535645,
0.07255869358778,
0.0014044789131730795,
0.021123431622982025,
0.00027254270389676094,
-0.017601054161787033,
-0.02698196843266487,
0.004329609218984842,
-0.01837480068206787,
0.029785126447677612,
-0.007223900407552719,
0.011559223756194115,
-0.015728678554296494,
-0.016208454966545105,
-0.0067815026268363,
-0.006889019161462784,
0.004765053279697895,
-0.02191564440727234,
-0.016373880207538605,
-0.023354368284344673,
-0.008827907033264637,
-0.012287995778024197,
0.0067597548477351665,
-0.00942985713481903,
-0.0035641705617308617,
-0.0014028542209416628,
-0.02558811940252781,
-0.00994386151432991,
-0.013331294059753418,
0.004040307365357876,
0.006962524726986885,
-0.0022131474688649178,
0.029651043936610222,
-0.00002882789704017341,
-0.008008141070604324,
-0.02826332114636898,
0.011324852705001831,
0.017320597544312477,
0.019951092079281807,
0.00826528761535883,
0.006981946527957916,
-0.007565241772681475,
-0.013548949733376503,
-0.02713535539805889,
0.021370779722929,
0.010554434731602669,
0.01151026226580143,
-0.0037543061189353466,
-0.007553199306130409,
-0.023790286853909492,
0.0012631728313863277,
0.00012317707296460867,
0.025195378810167313,
0.0045024435967206955,
0.054019495844841,
0.018381262198090553,
-0.013656745664775372,
-0.0169659610837698,
-0.0010537439957261086,
-0.0030184555798768997,
-0.029938915744423866,
-0.017435606569051743,
-0.03705193102359772,
0.0006815001834183931,
-0.010507380589842796,
-0.025478899478912354,
0.003836505813524127,
0.012574849650263786,
-0.013074025511741638,
-0.008485881611704826,
-0.028118133544921875,
0.025913309305906296,
-0.015079004690051079,
-0.00018996372818946838,
-0.011436392553150654,
0.008208339102566242,
0.020059458911418915,
-0.020447473973035812,
-0.0003104449715465307,
-0.014201338402926922,
0.0025447348598390818,
-0.00036891677882522345,
-0.009546639397740364,
-0.017597492784261703,
0.017580285668373108,
-0.004355915822088718,
0.031233737245202065,
-0.02958947792649269,
-0.07440885901451111,
-0.010227863676846027,
-0.01668248139321804,
-0.007729117292910814,
-0.017342690378427505,
0.01952970027923584,
-0.0010563512332737446,
-0.019149210304021835,
-0.005303302779793739,
-0.012573270127177238,
0.021463826298713684,
-0.006310024298727512,
0.011296181939542294,
-0.001689224736765027,
0.012200546450912952,
0.015715794637799263,
0.0023363824002444744,
0.01886635273694992,
0.0006336835213005543,
0.0215144120156765,
-0.008666573092341423,
0.01065036654472351,
0.003117307787761092,
0.0026293243281543255,
-0.0007789370138198137,
-0.08138135075569153,
-0.006071324460208416,
0.001711544580757618,
-0.01281522773206234,
-0.014955513179302216,
-0.0018966388888657093,
0.010720891878008842,
-0.02092021517455578,
-0.014638206921517849,
-0.012304699048399925,
-0.015180259943008423,
0.009235440753400326,
0.01315121166408062,
0.01671881601214409,
0.015383257530629635,
-0.009286187589168549,
0.01653290167450905,
0.005706936586648226,
-0.01908206194639206,
-0.005407404154539108,
0.006225060671567917,
0.01099836453795433,
-0.005705192685127258,
-0.00520833395421505,
-0.01290961541235447,
-0.015778865665197372,
-0.018428510054945946,
0.012669043615460396,
0.013780969195067883,
0.004591126926243305,
0.018139343708753586,
-0.007818344049155712,
0.007387394551187754,
-0.00680877547711134,
0.0020440025255084038,
-0.008419436402618885,
-0.006923106964677572,
-0.0014352789148688316,
0.024007931351661682,
-0.01621178165078163,
-0.004017354920506477,
0.03802715614438057,
0.014347192831337452,
-0.015878800302743912,
0.015308067202568054,
0.024245735257864,
0.006505418568849564,
-0.005866232328116894,
0.009711002930998802,
-0.0012868413468822837,
0.00580075616016984,
-0.014463423751294613,
0.023387577384710312,
-0.01707157865166664,
-0.019153740257024765,
0.013502683490514755,
-0.008119625970721245,
0.022641103714704514,
-0.01826954260468483,
0.022793997079133987,
0.0046537769958376884,
0.0039215958677232265,
-0.020129911601543427,
0.07219509035348892,
0.0010014595463871956,
0.009046482853591442,
-0.02435215562582016,
0.0014205076731741428,
-0.0012416716199368238,
-0.015308612026274204,
0.005545199383050203,
0.03927832469344139,
-0.030179988592863083,
-0.0018616440938785672,
-0.009073281660676003,
0.00958111509680748,
0.00021740782540291548,
0.003863696940243244,
-0.019544707611203194,
-0.005009970627725124,
-0.0019944903906434774,
0.01525329053401947,
0.005160951521247625,
0.0008553530788049102,
0.043712664395570755,
0.005663166753947735,
0.007853470742702484,
0.016367917880415916,
0.009324154816567898,
-0.009880758821964264,
-0.004234617576003075,
-0.005408704746514559,
-0.0059926253743469715,
-0.011250803247094154,
-0.003978861961513758,
-0.002032439224421978,
0.010987432673573494,
0.010999362915754318,
-0.004082720261067152,
0.012304089963436127,
0.006039355881512165,
-0.014221260324120522,
0.022341400384902954,
-0.01769174635410309,
0.0026835938915610313,
0.010518999770283699,
0.016253717243671417,
0.00489021884277463,
0.0048021478578448296,
0.009606481529772282,
0.01050702016800642,
0.008486308157444,
0.016740191727876663,
-0.0067200735211372375,
0.006653746590018272,
0.01281164400279522,
0.015237294137477875,
-0.003416657680645585,
-0.0034806798212230206,
-0.005388946738094091,
0.019246317446231842,
-0.007503454573452473,
0.0228639617562294,
-0.02443799003958702,
-0.006755084730684757,
-0.015835661441087723,
-0.007422058843076229,
0.0010748493950814009,
-0.005584016442298889,
-0.009314227849245071,
-0.009399626404047012,
0.031769994646310806,
0.008977934718132019,
-0.004904702305793762,
0.013042531907558441,
0.006980469916015863,
0.006056354381144047,
-0.009331850335001945,
0.017670324072241783,
-0.005560737568885088,
0.010655386373400688,
0.010580458678305149,
0.009032435715198517,
-0.011150209233164787,
-0.0020654387772083282,
0.025339044630527496,
-0.021176714450120926,
0.0017784761730581522,
0.00043939915485680103,
0.006381284911185503,
-0.011049522086977959,
-0.008524218574166298,
0.008844122290611267,
0.0440453365445137,
0.001158104743808508,
-0.00007577135693281889,
-0.0023051367606967688,
0.006917589344084263,
0.03465857356786728,
0.011391231790184975,
0.004122496582567692,
0.0399974063038826,
-0.026418181136250496,
0.01215780433267355,
-0.0015240113716572523,
0.01916959322988987,
-0.009076099842786789,
-0.0035622911527752876,
0.008853309787809849,
0.015390610322356224,
0.019066084176301956,
0.0036993068642914295,
0.004653736017644405,
0.00855039618909359,
0.0041565014980733395,
-0.017925536260008812,
0.01771177351474762,
0.008214102126657963,
0.008502217940986156,
-0.0032877547200769186,
0.027839483693242073,
0.011105621233582497,
-0.007003177888691425,
-0.010071134194731712,
0.013254878111183643,
-0.032192669808864594,
0.010613511316478252,
0.05614481121301651,
-0.006061051040887833,
-0.004240667913109064,
0.0013556298799812794,
0.008608808740973473,
-0.0064845820888876915,
0.006540933158248663,
0.004190954379737377,
0.0007109930156730115,
0.021710772067308426,
-0.024776535108685493,
-0.021733105182647705,
-0.002192518673837185,
0.01177302747964859,
0.02416142262518406,
-0.031748030334711075,
0.0003185980021953583,
-0.02180599421262741,
0.008995004929602146,
-0.020563798025250435,
0.007871344685554504,
-0.0037056717555969954,
-0.02171212062239647,
-0.016994638368487358,
0.013646043837070465,
-0.006741080898791552,
0.017733870074152946,
0.003502899780869484,
0.02921321429312229,
-0.00010350823868066072,
0.018460243940353394,
0.01856434904038906,
0.015339872799813747,
-0.004093543626368046,
-0.014608537778258324,
0.018052753061056137,
-0.011462192051112652,
-0.0031883339397609234,
-0.020468302071094513,
0.0024126917123794556,
0.0037935529835522175,
0.005763627123087645,
0.0016954455059021711,
0.030718304216861725,
-0.012531254440546036,
-0.03227256238460541,
0.006593785248696804,
0.002689859364181757,
-0.009797426871955395,
0.03155112266540527,
-0.01741265319287777,
-0.00999518297612667,
-0.0156780444085598,
0.0018884870223701,
-0.016326377168297768,
0.0075784167274832726,
0.021851692348718643,
-0.012849737890064716,
0.005254355259239674,
-0.008172459900379181,
-0.011179725639522076,
-0.02994626574218273,
-0.01302540022879839,
-0.008214293047785759,
0.012873208150267601,
0.00827602855861187,
-0.004330978263169527,
0.028180260211229324,
-0.002575538121163845,
0.0184775497764349,
0.021533068269491196,
-0.022080041468143463,
-0.018673202022910118,
0.02827097289264202,
0.00041120086098089814,
0.008636864833533764,
0.0015678456984460354,
-0.002904485212638974
] |
[
0.2600960433483124,
-0.15121938288211823,
0.11550310254096985,
0.0760708898305893,
-0.36953917145729065,
0.045425813645124435,
0.8158228993415833,
0.19282127916812897,
-0.2458311915397644,
-0.4301724135875702,
-0.2720091938972473,
0.2330048531293869,
-0.1144537627696991,
0.11247822642326355,
-0.17463365197181702,
0.3770805895328522,
0.039897117763757706,
-0.026387082412838936,
-0.353426992893219,
-0.17643775045871735,
-0.5983873605728149,
-0.1266973465681076,
0.8060529828071594,
-0.14363442361354828,
-0.024701004847884178,
0.08132103830575943,
0.5913212299346924,
0.3069298565387726,
0.053448811173439026,
-0.1723482608795166,
0.0031261080875992775,
0.6344096660614014,
-0.259645015001297,
-0.05085873231291771,
0.1657654196023941,
0.005161029752343893,
-0.39518141746520996,
-0.1340663880109787,
0.1692914515733719,
-0.5472566485404968,
0.19116584956645966,
0.1225324496626854,
-0.3121785819530487,
0.31737086176872253,
-0.3760739266872406,
-0.4020769000053406,
-1.4952306747436523,
0.13728268444538116,
-0.09119252115488052,
0.004217054694890976,
-0.08770806342363358,
0.4725069999694824,
0.423652321100235,
-0.09595804661512375,
-0.08668994903564453,
0.41112372279167175,
-0.4892978072166443,
-0.5119936466217041,
0.1629418134689331,
0.008634332567453384,
0.5522580146789551,
-0.5674862861633301,
-0.1373070627450943,
0.29450100660324097,
-0.39922037720680237,
0.28784143924713135,
0.3860846757888794,
0.024701347574591637,
-0.06103627756237984,
-0.16050885617733002,
0.0772523507475853,
-0.26327791810035706,
-0.05032937601208687,
0.5115154981613159,
-0.5332210659980774,
0.03634672984480858,
0.2818560004234314,
-0.3201149106025696,
-0.10250546038150787,
0.09056734293699265,
-0.1346675306558609,
-0.12264896929264069,
0.4851459860801697,
-0.36222708225250244,
0.5953106880187988,
0.18898048996925354,
-0.31033340096473694,
0.4979327321052551,
-0.3602687418460846,
0.6258125901222229,
0.3800203204154968,
-0.16210994124412537,
0.5358361601829529,
0.5894438624382019,
-0.010704993270337582,
0.3611563444137573,
0.30658259987831116,
-0.12119142711162567,
0.2767029106616974,
0.1474580019712448,
0.5351665019989014,
0.454749196767807,
-0.22057969868183136,
-0.2704727053642273,
-0.24275383353233337,
-0.20036464929580688,
-0.09669113159179688,
-0.6742121577262878,
-0.2409399449825287,
-0.0348629504442215,
-0.6238855123519897,
0.22082191705703735,
-0.11017248779535294,
-0.022755321115255356,
-0.16473974287509918,
0.04867161065340042,
0.10992670804262161,
-0.3662724494934082,
0.010694864206016064,
0.08984105288982391,
-0.23604020476341248,
0.8402361273765564,
0.09999765455722809,
0.2934739589691162,
0.10247212648391724,
0.012195241637527943,
0.4608464539051056,
0.17926274240016937,
-0.18288402259349823,
0.021609507501125336,
0.17832954227924347,
0.7695296406745911,
-0.3123302161693573,
-0.1931431144475937,
0.01123721431940794,
-0.3847823739051819,
0.07484646141529083,
0.34918737411499023,
0.18018381297588348,
-0.06143239513039589,
-0.47515562176704407,
-1.029626727104187,
-0.3730754554271698,
-0.06182831525802612,
-0.02470075711607933,
-0.5701289176940918,
-0.0971280038356781,
-0.4362303614616394,
-0.047717563807964325,
-0.17280852794647217,
-0.4824815094470978,
0.2940780222415924,
-1.0038511753082275,
-0.023728035390377045,
-0.015254002064466476,
0.14577670395374298,
-0.13106191158294678,
-0.18973837792873383,
0.08976493030786514,
0.1574426144361496,
0.03463253006339073,
0.30894598364830017,
-0.7204602956771851,
0.017927374690771103,
0.26290884613990784,
-0.3690948188304901,
0.1494753062725067,
-0.09401265531778336,
0.2529420852661133,
-0.15048667788505554,
-0.4326991140842438,
0.07320710271596909,
-0.1527927815914154,
-0.3285485804080963,
-0.1326175183057785,
0.27467080950737,
0.25331050157546997,
0.06184249371290207,
0.2972515821456909,
0.025882797315716743,
-0.67742919921875,
-0.2988331615924835,
0.42828720808029175,
0.09760946780443192,
0.1827772557735443,
0.2644983232021332,
-0.007209001109004021,
0.040332600474357605,
-0.4614790081977844,
0.25470367074012756,
-0.24152402579784393,
0.0005279424949549139,
0.7290078401565552,
-0.6482271552085876,
1.2375935316085815,
0.03659382462501526,
-0.0018491025548428297,
1.0618669986724854,
-0.3034963011741638,
0.04760607331991196,
0.29189974069595337,
-0.03832556679844856,
0.4415619373321533,
-0.33370503783226013,
-0.515958845615387,
-0.20746880769729614,
-0.2243703454732895,
0.054026223719120026,
-0.6183481812477112,
-0.1481482833623886,
0.6335994005203247,
-0.5498277544975281,
-0.17017997801303864,
-0.6236310601234436,
0.135101780295372,
0.5311232805252075,
-0.504228413105011,
0.13527250289916992,
0.14747938513755798,
-0.3897290527820587,
0.7123502492904663,
-0.3832152187824249,
0.41316884756088257,
0.7604974508285522,
0.317097544670105,
0.5252394676208496,
0.22045008838176727,
0.23216944932937622,
0.8344976305961609,
-1.1216950416564941,
0.10890229046344757,
-0.5921063423156738,
0.13926002383232117,
-0.21360105276107788,
-0.041926804929971695,
0.26244741678237915,
-0.16002945601940155,
-0.06647171825170517,
0.045402947813272476,
-0.37329140305519104,
0.13510750234127045,
0.20985327661037445,
-0.4978408217430115,
1.0429081916809082,
0.05354151874780655,
-0.010889330878853798,
0.0014934033388271928,
0.0895402729511261,
-0.7337766885757446,
0.058777809143066406,
0.12293042242527008,
0.27411913871765137,
0.24339275062084198,
-0.5928598642349243,
0.07471408694982529,
-0.3842855393886566,
0.23114082217216492,
-0.12397996336221695,
-0.20827004313468933,
0.020932244136929512,
-0.5026980638504028,
0.053524695336818695,
-0.12964968383312225,
0.41796109080314636,
-0.029520902782678604,
-0.2962185740470886,
-0.5299695730209351,
-0.5294088125228882,
0.3097493648529053,
0.246809184551239,
0.47711020708084106,
-0.1402718722820282,
-0.2910468876361847,
0.03982040286064148,
-0.004770866595208645,
-0.6555425524711609,
0.15601186454296112,
0.6565982699394226,
-0.4985479414463043,
0.15479139983654022,
-0.24326717853546143,
0.6738103628158569,
0.4878378212451935,
-0.8273356556892395,
-0.1781231015920639,
-0.6490643620491028,
0.4047892093658447,
-0.3272281289100647,
-0.7340096831321716,
-0.01672234758734703,
-0.08283083140850067,
0.29589101672172546,
-0.16694915294647217,
0.08244852721691132,
0.2266615480184555,
0.3180157244205475,
-0.4968908131122589,
0.30415210127830505,
0.31259992718696594,
-0.34404629468917847,
-0.016590246930718422,
0.33678048849105835,
-0.5544331073760986,
-0.2251177728176117,
-0.16907289624214172,
-0.5415166020393372,
-0.6465131640434265,
0.6717468500137329,
-6.092452526092529,
-0.12128914892673492,
-0.4076857566833496,
-0.28581884503364563,
-0.5261207818984985,
0.16672688722610474,
0.7351810932159424,
-0.25938132405281067,
-0.02382645569741726,
-0.18457740545272827,
0.35973691940307617,
0.2405550330877304,
0.2343284636735916,
0.1530759483575821,
0.03455132991075516,
0.09507350623607635,
0.5158981084823608,
0.015370787121355534,
0.4742688834667206,
0.12822212278842926,
0.19037482142448425,
-0.16198058426380157,
-0.049590498208999634,
0.5532506108283997,
0.017714593559503555,
0.24348865449428558,
-0.4165804088115692,
-0.20660394430160522,
-0.0711621344089508,
-0.029425499960780144,
0.11292141675949097,
-0.3614571988582611,
-0.2557353973388672,
0.04058060422539711,
0.2748124897480011,
-0.05174906924366951,
0.39284831285476685,
-0.14999094605445862,
0.0003883893077727407,
-0.3957326114177704,
0.043703705072402954,
0.3884251117706299,
-0.20931293070316315,
-0.12777327001094818,
0.3940959572792053,
-0.1916816085577011,
-0.04616115614771843,
0.07441947609186172,
-0.39998099207878113,
0.31910964846611023,
0.04388869181275368,
-0.5060915350914001,
0.28648918867111206,
-0.13121873140335083,
0.05749959498643875,
-0.5258592963218689,
-0.043798767030239105,
-0.14096610248088837,
0.06139266490936279,
0.29473719000816345,
-0.12953951954841614,
-0.2293044775724411,
0.4394417405128479,
-0.7890581488609314,
0.0752745121717453,
0.3245973587036133,
-0.4409194588661194,
-0.85684734582901,
0.3324580788612366,
-0.06413543969392776,
-0.46314114332199097,
0.27737176418304443,
0.1653556227684021,
-0.5731605887413025,
0.18910524249076843,
-0.02605009637773037,
0.20035378634929657,
0.2918495237827301,
0.2872321903705597,
-0.09573335945606232,
-0.3090464174747467,
-0.17270535230636597,
-0.27538353204727173,
-0.30866867303848267,
0.34404927492141724,
-0.8437497019767761,
0.31744909286499023,
-0.19577670097351074,
0.2423708140850067,
0.31743964552879333,
0.5014787316322327,
-0.4944595396518707,
0.3190729320049286,
0.19006438553333282,
0.7110196948051453,
0.5984728932380676,
0.1017431765794754,
0.3388558030128479,
0.36324143409729004,
-0.5133760571479797,
0.677083432674408,
-0.026296112686395645,
0.033885058015584946,
-0.9325234889984131,
0.22764839231967926,
0.32147103548049927,
0.13504371047019958,
0.18949805200099945,
0.37812283635139465,
-0.5419615507125854,
0.010605253279209137,
-0.3842605948448181,
-0.6715465188026428,
-0.3117753863334656,
0.4717227816581726,
-0.5602221488952637,
0.0025704370345920324,
0.4034138023853302,
0.6082512140274048,
-0.03806183859705925,
-0.25914549827575684,
0.38632071018218994,
0.014319164678454399,
0.19885794818401337,
0.39960405230522156,
-0.455133855342865,
-0.19996044039726257,
0.3589695692062378,
-0.009681973606348038,
0.049024153500795364,
0.5176291465759277,
0.8044320940971375,
-0.18756985664367676,
0.16270926594734192,
0.07756666094064713,
-0.42191702127456665,
0.20757848024368286,
-0.5163141489028931,
-0.33829429745674133,
-0.44492319226264954,
0.25776150822639465,
0.23673807084560394,
-0.1250462383031845,
0.5085098147392273,
0.17315801978111267,
0.16212041676044464,
-0.17184622585773468,
-0.039534807205200195,
0.002197409048676491,
0.28916245698928833,
-0.03516368940472603,
-0.3728775382041931,
0.19805283844470978,
-0.17534855008125305,
-0.016142940148711205,
0.5632418394088745,
0.3896816074848175,
0.10012607276439667,
-0.4418257474899292,
-0.1998855620622635,
0.6147650480270386,
-0.046386051923036575,
-0.7433614134788513,
0.0794447809457779,
0.052395787090063095,
0.047966934740543365,
-0.45743876695632935,
-0.11892347782850266,
0.11515861004590988,
0.39357131719589233,
-0.1632048636674881,
-0.3565619885921478,
-0.33082664012908936,
-0.11902052909135818,
0.23875737190246582,
-0.03215637430548668,
-0.35186582803726196,
0.4606267213821411,
0.2461671233177185,
-0.054681647568941116,
0.31424087285995483,
-0.18787497282028198,
-0.21261249482631683,
0.8045302629470825,
0.6256103515625,
0.14995184540748596,
0.042271122336387634,
0.22701798379421234,
-0.5820834040641785,
0.010854823514819145,
0.48392254114151,
0.11348357796669006,
0.27700868248939514,
-0.1619773954153061,
0.2237863391637802,
-0.4501746892929077,
0.44148558378219604,
0.49582168459892273,
-0.2348637729883194,
-0.3027268350124359,
0.4396471381187439,
0.4673751890659332,
-0.611065149307251,
0.3248574435710907,
0.12516677379608154,
0.11569392681121826,
-0.019143449142575264,
0.23333746194839478,
-0.13104300200939178,
-0.14490793645381927,
-0.7629497647285461,
-0.3815001845359802,
-0.3126319646835327,
0.2509687542915344,
-0.2994142174720764,
-0.06720805913209915,
-0.09934979677200317,
-0.4352684020996094,
-0.2523368299007416,
0.2949970066547394,
0.057803526520729065,
0.24244065582752228,
-0.33154088258743286,
0.1398032307624817,
-0.49695733189582825,
-0.0819777175784111,
0.4461464583873749,
-0.8055117130279541,
-0.15663258731365204,
0.10864448547363281,
-0.20976898074150085,
0.24836768209934235,
0.48945924639701843,
-0.0015296440105885267,
0.2190934419631958,
-0.46806153655052185,
0.3292107880115509,
0.02166258916258812,
-0.10199974477291107,
0.3991484045982361,
-0.5286757946014404,
0.3285338282585144,
-0.07113663852214813,
-0.2424202710390091,
-0.2059275060892105,
0.2543871998786926,
0.5455731153488159,
-0.3977678716182709,
-0.8628642559051514,
-0.025930870324373245,
-0.08542086184024811,
0.04590243846178055,
0.02036178857088089,
-0.03625873476266861,
0.63400799036026,
-0.338079035282135,
0.03960778936743736,
-0.4017590582370758,
0.03314591571688652,
-0.08682218194007874,
-0.09355778247117996,
-0.34272322058677673,
-0.5543004870414734,
-0.22145818173885345,
0.4822368323802948,
0.2898697555065155,
-0.5163766145706177,
-0.5386364459991455,
-0.09427927434444427,
-0.2779330313205719,
0.22836609184741974,
0.05909879505634308,
0.7754837870597839,
0.590989887714386,
0.39121928811073303,
0.1612309068441391,
-0.3580862879753113,
0.2504204213619232,
-0.49205291271209717,
0.4179132580757141,
0.22161857783794403,
-0.4003226161003113,
-0.03236047551035881,
-0.8147726058959961,
0.43219515681266785,
-0.41099998354911804,
0.4058024287223816,
-0.03995205834507942,
0.062449485063552856,
-0.13867254555225372,
0.2503560781478882,
0.0692833736538887,
-0.3361991345882416,
-0.12608584761619568,
-0.2560983896255493,
0.4530203342437744,
0.1028985008597374,
0.04918045923113823,
-0.31904858350753784,
-0.19512420892715454,
-0.166337788105011,
0.41767674684524536,
0.1119396761059761,
-0.649506151676178,
0.3299015462398529,
-0.08646649867296219,
0.17348270118236542,
0.12970547378063202,
-0.03332134336233139,
-0.10446332395076752,
0.13337166607379913,
0.5537592172622681,
0.09002195298671722,
0.9184252619743347,
-0.36542952060699463,
-0.08145817369222641,
0.22243410348892212,
-0.3217633068561554,
0.2700900435447693,
0.18484315276145935,
0.08815190941095352,
0.5265035629272461,
0.7152334451675415,
0.021868864074349403,
-0.19645695388317108,
0.5673729181289673,
0.009819794446229935,
0.0038689023349434137,
-0.22872427105903625,
0.12102223187685013,
0.4637947082519531,
0.4437430799007416,
-0.4263191521167755,
0.4912573993206024,
0.5265055298805237,
-0.11267504096031189,
0.2104654610157013,
-0.3642588257789612,
-0.6608197689056396,
0.23723335564136505,
1.1238701343536377,
0.17540904879570007,
-0.22404001653194427,
0.5419281721115112,
-0.25095584988594055,
0.512810468673706,
0.6501243114471436,
0.693839430809021,
-0.35228902101516724,
0.1996169239282608,
0.3067362308502197,
0.06910218298435211,
0.08492837846279144,
-0.01689537614583969,
-0.0433388389647007,
-0.5272954106330872,
-0.052497923374176025,
-0.2238730937242508,
-0.3036307692527771,
0.03071650303900242,
0.23820377886295319,
0.24463798105716705,
-0.07895743101835251,
-0.11456973850727081,
-0.048304785043001175,
0.1873929351568222,
0.09335362911224365,
0.1588861048221588,
0.02532787434756756,
-0.03207330033183098,
-0.12495527416467667,
0.11155258119106293,
-0.42303240299224854,
0.067826047539711,
-0.03885125368833542,
-0.7659153938293457,
0.20373043417930603,
0.37380629777908325,
-0.2360578328371048,
-0.04057176783680916,
-0.2575083374977112,
0.6263601183891296,
-0.27069270610809326,
-0.6078899502754211,
0.2808319926261902,
0.40419667959213257,
-0.46623289585113525,
0.35250967741012573,
0.2545326352119446,
-0.07864358276128769,
0.289350301027298,
-0.37510740756988525,
-0.5512140989303589,
0.5255419611930847,
0.002116523450240493,
-0.3868037462234497,
-0.3948000967502594,
0.5974738597869873,
0.43818482756614685,
0.31738415360450745,
0.02793278358876705,
-0.12401296943426132,
-0.28620848059654236,
0.27508610486984253,
-0.8681843876838684,
0.29366403818130493,
-0.5518539547920227,
-0.42423439025878906,
-0.8592483997344971,
0.214955136179924,
0.8143573999404907,
0.22138763964176178,
-0.1390054076910019,
-0.10758614540100098,
-0.544228732585907,
-0.3086394667625427,
0.3729366064071655,
-0.5850095152854919,
-0.10067860037088394,
-0.906470537185669,
0.07988075166940689,
-0.17554859817028046,
0.5327334403991699,
-0.18438026309013367,
0.22558577358722687,
-0.18301166594028473,
0.37660273909568787,
0.13866128027439117,
0.10240764915943146,
0.2651974856853485,
-0.16302348673343658,
-0.3344511389732361,
-0.4963282346725464,
0.22193804383277893,
-0.6398046612739563,
0.09399708360433578,
0.5793901681900024,
0.23949487507343292,
0.5190699696540833,
-0.20162434875965118,
0.1869875192642212,
-0.5234039425849915,
0.05275335535407066,
0.027894195169210434,
-0.029461318626999855,
0.05187826603651047,
-0.26454275846481323,
-0.3299797475337982,
-0.3276306688785553,
0.539154052734375,
0.22529731690883636,
-0.06385066360235214,
0.18407484889030457,
0.3781372308731079,
-0.08986824005842209,
0.19755515456199646,
0.02658781409263611,
-0.6735627055168152,
-0.30971238017082214,
-0.6111185550689697
] |
Function recognition in program binaries serves as the foundation for many binary instrumentation and analysis tasks. However, as binaries are usually stripped before distribution, function information is indeed absent in most binaries. By far, identifying functions in stripped binaries remains a challenge. Recent research work proposes to recognize functions in binary code through machine learning techniques. The recognition model, including typical function entry point patterns, is automatically constructed through learning. However, we observed that as previous work only leverages syntax-level features to train the model, binary obfuscation techniques can undermine the pre-learned models in real-world usage scenarios. In this paper, we propose FID, a semantics-based method to recognize functions in stripped binaries. We leverage symbolic execution to generate semantic information and learn the function recognition model through well-performing machine learning techniques.FID extracts semantic information from binary code and, therefore, is effectively adapted to different compilers and optimizations. Moreover, we also demonstrate that FID has high recognition accuracy on binaries transformed by widely-used obfuscation techniques. We evaluate FID with over four thousand test cases. Our evaluation shows that FID is comparable with previous work on normal binaries and it notably outperforms existing tools on obfuscated code.
|
[
0.025477856397628784,
0.014095380902290344,
-0.018970320001244545,
0.01039932295680046,
-0.007856030017137527,
-0.017778171226382256,
0.0104341059923172,
0.012307574041187763,
-0.016557980328798294,
0.031395260244607925,
-0.020316116511821747,
0.012565402314066887,
0.009894093498587608,
0.01051652804017067,
-0.025654178112745285,
0.031962133944034576,
-0.0039111035875976086,
0.005680378060787916,
0.0071993921883404255,
0.0110851489007473,
0.0030326414853334427,
0.000046584755182266235,
0.010289056226611137,
0.013763954862952232,
-0.0072856503538787365,
-0.00008631870150566101,
-0.011773872189223766,
-0.002298313658684492,
0.000023205531761050224,
-0.025640573352575302,
-0.0018270737491548061,
0.010900281369686127,
0.012130961753427982,
0.019159656018018723,
0.009302353486418724,
-0.0037625590339303017,
-0.00008081659325398505,
0.015880879014730453,
0.012606298550963402,
-0.0037524483632296324,
0.003995338920503855,
-0.00875926110893488,
0.0001969474833458662,
0.011465991847217083,
-0.011595360934734344,
-0.01674792356789112,
-0.005056500434875488,
-0.01811361499130726,
-0.008206618018448353,
0.009931189939379692,
-0.012635000050067902,
-0.025091685354709625,
0.006968923844397068,
0.041781529784202576,
-0.006159420590847731,
-0.003461840096861124,
0.020903676748275757,
0.026902543380856514,
-0.011489982716739178,
-0.003009046660736203,
0.007570886984467506,
0.054325833916664124,
-0.021383553743362427,
-0.028736315667629242,
-0.03007085993885994,
-0.06707886606454849,
-0.028927644714713097,
0.0031834100373089314,
-0.012251358479261398,
-0.027694419026374817,
-0.005149794742465019,
0.015698539093136787,
-0.03949756920337677,
-0.0418076366186142,
0.041005343198776245,
0.033926814794540405,
-0.012722517363727093,
-0.006180563010275364,
-0.0038092434406280518,
0.019683726131916046,
-0.0049123805947601795,
0.01710667461156845,
0.021176734939217567,
0.020389044657349586,
-0.018634550273418427,
-0.031766097992658615,
-0.014720385894179344,
0.015141330659389496,
-0.011518403887748718,
-0.004000774119049311,
-0.004534340463578701,
0.009168552234768867,
0.004390483722090721,
0.03275742381811142,
-0.01902519166469574,
0.013451368547976017,
0.017303576692938805,
0.017893359065055847,
0.003962176386266947,
0.008472492918372154,
-0.01860758103430271,
0.00289094727486372,
0.025599656626582146,
-0.01665763184428215,
-0.01492377556860447,
0.013334143906831741,
0.02623632177710533,
-0.0007836273871362209,
-0.0088128000497818,
0.00774509459733963,
-0.0038559066597372293,
0.008463794365525246,
-0.013203607872128487,
-0.003249895991757512,
-0.011545327492058277,
-0.01981201581656933,
-0.013118023984134197,
-0.015885908156633377,
0.01370808482170105,
-0.03466539457440376,
0.029019853100180626,
0.00704559963196516,
0.006440724711865187,
0.013819866813719273,
0.012816213071346283,
0.004696570802479982,
-0.018867850303649902,
0.003448106814175844,
-0.002710837870836258,
0.006133181508630514,
-0.014054232276976109,
-0.0028543593361973763,
-0.03167353570461273,
0.013316508382558823,
0.019377516582608223,
-0.0006098877638578415,
-0.011282871477305889,
-0.027121054008603096,
0.025960519909858704,
0.01323534082621336,
0.03697510063648224,
0.006752967368811369,
0.0014703290071338415,
0.02104879915714264,
0.014700300991535187,
-0.0018885217141360044,
-0.019151154905557632,
0.013477136380970478,
0.014623377472162247,
-0.029830070212483406,
0.011112038046121597,
0.0012111673131585121,
-0.016666416078805923,
-0.013335897587239742,
0.0019712354987859726,
0.022083744406700134,
-0.023136815056204796,
-0.008388686925172806,
-0.019665133208036423,
-0.029907451942563057,
0.043473340570926666,
-0.01813139207661152,
0.02200162597000599,
0.010824725963175297,
0.0074242595583200455,
-0.00839680340141058,
0.006549471523612738,
-0.005514484364539385,
-0.02219419926404953,
0.003059807699173689,
-0.0036439383402466774,
0.01684722676873207,
0.003278380259871483,
0.010808652266860008,
-0.03043503873050213,
0.009754763916134834,
0.025564827024936676,
0.009235221892595291,
-0.008944767527282238,
0.06725616753101349,
0.026231545954942703,
-0.03022778406739235,
-0.0028812328819185495,
0.023505600169301033,
0.0196196548640728,
-0.01562720164656639,
-0.016598504036664963,
-0.01739693246781826,
-0.011020340025424957,
0.006578683853149414,
-0.010741716250777245,
-0.026215221732854843,
-0.009190930984914303,
0.009276805445551872,
0.0067905401811003685,
0.0032809460535645485,
0.007304925471544266,
-0.003960440866649151,
-0.00391201488673687,
-0.011544263921678066,
0.0038759286981076,
0.013060260564088821,
-0.015327411703765392,
0.06073453277349472,
-0.03597183898091316,
0.006378020625561476,
0.02140815369784832,
-0.030406005680561066,
-0.020844116806983948,
0.03269651159644127,
0.014523847959935665,
-0.02960469201207161,
-0.001809360459446907,
-0.014462858438491821,
0.019120115786790848,
0.009619350545108318,
0.02315865457057953,
0.015648020431399345,
0.021889645606279373,
-0.02103877067565918,
0.013643549755215645,
-0.01624263823032379,
0.015510604716837406,
0.010876854881644249,
0.014398643746972084,
-0.046700455248355865,
-0.007377423346042633,
0.011879324913024902,
-0.010348571464419365,
0.0034432546235620975,
0.008849826641380787,
-0.02810235507786274,
-0.00839175283908844,
0.00534909637644887,
0.030499167740345,
0.01056019775569439,
0.011213218793272972,
-0.010059170424938202,
0.008665374480187893,
-0.00564334262162447,
-0.008244677446782589,
-0.003466274356469512,
0.02054644003510475,
-0.03004029393196106,
0.0020874086767435074,
0.0083234254270792,
-0.028230756521224976,
0.006396258715540171,
0.023859204724431038,
-0.013869408518075943,
0.00423536729067564,
0.003902674652636051,
0.017047256231307983,
-0.02806704491376877,
-0.009345423430204391,
0.00920822098851204,
0.0329563245177269,
0.00947935227304697,
0.021863136440515518,
-0.011793570592999458,
-0.007242278195917606,
0.006322440225630999,
0.008015439845621586,
0.011052507907152176,
0.05060195177793503,
-0.008344999514520168,
0.018125681206583977,
-0.001472321804612875,
-0.015842389315366745,
-0.0347650982439518,
0.0050105438567698,
-0.01392744667828083,
-0.012811724096536636,
-0.08101765066385269,
-0.01009454671293497,
0.0029529291205108166,
0.01198308914899826,
0.01511092483997345,
-0.02251959592103958,
0.008794578723609447,
-0.007131658028811216,
-0.015054511837661266,
-0.006104494910687208,
0.004758857190608978,
0.024562038481235504,
-0.012384181842207909,
-0.014932531863451004,
0.01978675276041031,
-0.0073886229656636715,
0.014374318532645702,
-0.010342899709939957,
-0.00594461802393198,
-0.011548654176294804,
0.009814878925681114,
0.00030407984741032124,
0.0005660566966980696,
-0.0360870361328125,
-0.028652144595980644,
-0.012184785678982735,
0.010401301085948944,
-0.02381075918674469,
0.02161257714033127,
-0.006082277279347181,
-0.006585916504263878,
-0.020289359614253044,
0.02004065364599228,
0.0008977468824014068,
0.04393722489476204,
0.012707073241472244,
0.002762144897133112,
-0.027011703699827194,
-0.01969202235341072,
0.006843682378530502,
0.021592631936073303,
0.014540073461830616,
-0.019583549350500107,
0.025903698056936264,
0.008395487442612648,
0.027056485414505005,
0.010913829319179058,
0.04782572388648987,
0.018687795847654343,
-0.007254695054143667,
0.05560297518968582,
-0.0001924831885844469,
-0.014772309921681881,
0.008459718897938728,
-0.014723366126418114,
0.019098704680800438,
-0.0008146704640239477,
0.01066870242357254,
-0.012431953102350235,
-0.006365005858242512,
-0.017878135666251183,
-0.0392039492726326,
0.007403914351016283,
-0.019115891307592392,
-0.026713695377111435,
-0.015072296373546124,
0.016728105023503304,
0.01860787533223629,
-0.006612943485379219,
0.004732786677777767,
0.0036077380646020174,
-0.011498184874653816,
-0.0012179580517113209,
0.005493761505931616,
0.003437824547290802,
-0.012170175090432167,
-0.011887341737747192,
-0.0042118653655052185,
0.014176134951412678,
-0.004300188273191452,
0.0213621836155653,
0.030616985633969307,
-0.004125349689275026,
-0.0160318985581398,
-0.013105957768857479,
-0.02228599600493908,
0.00829312764108181,
-0.004247404634952545,
0.012688934803009033,
-0.009656280279159546,
0.014075033366680145,
0.01605934090912342,
-0.04304845631122589,
0.006663784384727478,
0.013169292360544205,
-0.052370212972164154,
0.01827356033027172,
-0.006275175139307976,
0.013832168653607368,
0.011130301281809807,
0.0033264346420764923,
0.003914375323802233,
-0.0003602015785872936,
-0.01483173482120037,
-0.04643923044204712,
0.004292172379791737,
-0.021097902208566666,
0.011586220934987068,
0.0020555704832077026,
-0.006951701361685991,
-0.007918858900666237,
0.020613424479961395,
-0.015651743859052658,
-0.04316605627536774,
0.0015773826744407415,
0.019639313220977783,
-0.01677912473678589,
-0.016747374087572098,
0.07238739728927612,
0.012686196714639664,
0.012354318983852863,
-0.020291421562433243,
0.010425204411149025,
-0.019097844138741493,
0.003055281937122345,
0.016341354697942734,
0.038118187338113785,
-0.010691978968679905,
0.010233831591904163,
0.01401690673083067,
0.008292729035019875,
0.014798649586737156,
0.0010204380378127098,
0.012114648707211018,
0.015273302793502808,
0.026625800877809525,
0.04683598875999451,
0.008749661967158318,
-0.011461067944765091,
-0.014842234551906586,
-0.004364431835711002,
-0.0004042873624712229,
-0.022401243448257446,
-0.02731280028820038,
0.02722373604774475,
-0.01691243425011635,
0.005625518970191479,
0.006627184338867664,
0.00280953710898757,
-0.0007602893747389317,
-0.0013253381475806236,
-0.009268488734960556,
-0.032720521092414856,
0.019232098013162613,
-0.002926053013652563,
-0.014249500818550587,
-0.004828722216188908,
0.01487702690064907,
0.01759818196296692,
-0.017436109483242035,
-0.003130704164505005,
0.02469662018120289,
-0.029469367116689682,
0.006962792947888374,
-0.014300964772701263,
-0.0005398279754444957,
0.005923809949308634,
0.015980670228600502,
-0.010258244350552559,
-0.007492480333894491,
0.0071145459078252316,
-0.014471414498984814,
-0.0037992079742252827,
-0.012469746172428131,
0.03225824981927872,
-0.0011996193788945675,
-0.0392632819712162,
-0.027379024773836136,
-0.0070291608572006226,
0.017130766063928604,
-0.0034364252351224422,
-0.004967439919710159,
0.02230682410299778,
-0.031109768897294998,
-0.007110875099897385,
-0.014668594114482403,
0.012400134466588497,
-0.006031400989741087,
0.007263027131557465,
0.0208437480032444,
-0.011259777471423149,
-0.01158498227596283,
0.008351044729351997,
-0.011916102841496468,
0.03568204492330551,
0.00686531001701951,
0.0028556017205119133,
0.01173547375947237,
-0.0041393497958779335,
-0.010784577578306198,
0.005578787066042423,
0.008917046710848808,
-0.012499102391302586,
0.016771327704191208,
0.030856264755129814,
-0.07382833957672119,
-0.025338107720017433,
-0.005356683395802975,
-0.005583042278885841,
-0.00971345603466034,
0.02298295684158802,
-0.003963063471019268,
-0.005484343506395817,
-0.031071579083800316,
-0.02157651074230671,
0.009212704375386238,
0.013376576825976372,
0.019182823598384857,
0.024952737614512444,
0.012737398035824299,
0.006815012078732252,
-0.009729874320328236,
0.003242126666009426,
0.00611481349915266,
0.004043962340801954,
0.00026244879700243473,
0.017618020996451378,
-0.0030800076201558113,
0.004714713431894779,
-0.011517982929944992,
-0.08124549686908722,
0.019593266770243645,
0.019067686051130295,
-0.009452398866415024,
-0.026726145297288895,
0.031887538731098175,
0.013335714116692543,
-0.018272629007697105,
0.003898192197084427,
-0.01570267044007778,
0.0012530181556940079,
0.007503492292016745,
-0.017799874767661095,
-0.0045908186584711075,
0.01754240319132805,
-0.006011425517499447,
-0.006120436359196901,
0.009598891250789165,
-0.008019162341952324,
0.04617449268698692,
-0.03528609126806259,
-0.011986338533461094,
-0.009329698979854584,
0.020284593105316162,
-0.014379443600773811,
-0.019603919237852097,
-0.012684855610132217,
0.009479018859565258,
0.007690025959163904,
-0.002672878559678793,
0.008644585497677326,
0.008935912512242794,
-0.005522765219211578,
-0.010578623041510582,
-0.008464542217552662,
-0.012645769864320755,
-0.026532836258411407,
-0.005734458100050688,
-0.0028983280062675476,
-0.02069566771388054,
-0.00727632874622941,
-0.004573608748614788,
0.006851737387478352,
-0.0037563450168818235,
-0.01649853028357029,
0.006900438107550144,
0.002643752843141556,
-0.0033662687055766582,
0.01952034793794155,
0.02532394975423813,
0.01282569020986557,
-0.0025330539792776108,
0.03175255283713341,
0.0019189068116247654,
0.05590476840734482,
0.01556391827762127,
0.00027137529104948044,
0.018017776310443878,
0.010800398886203766,
0.014385828748345375,
-0.014217504300177097,
0.03511650487780571,
-0.020745106041431427,
0.07224053889513016,
-0.01364636979997158,
0.010861552320420742,
-0.011298611760139465,
0.005662985146045685,
-0.004268214572221041,
-0.007437138818204403,
-0.008269880898296833,
0.02182719111442566,
-0.017254546284675598,
-0.02159254252910614,
-0.022750746458768845,
0.0012957379221916199,
0.010089123621582985,
0.029327338561415672,
-0.011113785207271576,
-0.04743049293756485,
-0.03372770920395851,
-0.025217216461896896,
0.010599200613796711,
0.011429039761424065,
0.023691821843385696,
-0.023228749632835388,
0.011415936052799225,
0.009532317519187927,
0.0089891217648983,
0.006736937444657087,
0.028405673801898956,
-0.005787818692624569,
-0.023073598742485046,
-0.011020807549357414,
0.036409854888916016,
0.00043829187052324414,
-0.03362780064344406,
0.017653318122029305,
-0.04237029701471329,
0.018065566197037697,
0.0004934020107612014,
0.0002521807327866554,
0.004245743155479431,
0.0017076940275728703,
-0.00007027364335954189,
0.001373153179883957,
-0.01640705205500126,
0.03298496454954147,
0.0003777802921831608,
0.0533437505364418,
0.019335824996232986,
0.03267630934715271,
0.005938131362199783,
0.014846178703010082,
-0.0024244235828518867,
-0.013769160024821758,
0.009321792051196098,
0.005075139459222555,
-0.0008941721171140671,
-0.045243240892887115,
0.02171129733324051,
-0.01113731600344181,
-0.011539624072611332,
-0.010113532654941082,
-0.014695149846374989,
0.0025472661945968866,
-0.000904965098015964,
0.028083330020308495,
-0.018116140738129616,
0.005650276318192482,
-0.011970562860369682,
-0.017981359735131264,
0.019376682117581367,
-0.01593105122447014,
0.035832032561302185,
0.0063158608973026276,
0.011278907768428326,
0.002145125064998865,
0.01580515317618847,
-0.0017059121746569872,
-0.01652998849749565,
0.002681498182937503,
0.0019960827194154263,
-0.005142510402947664,
0.01378219947218895,
0.017625581473112106,
-0.013535196892917156,
0.0015788140008226037,
0.0383002944290638,
-0.0494859404861927,
-0.0028518838807940483,
-0.006309980060905218,
0.011524823494255543,
0.003526287153363228,
0.03363662585616112,
0.0043824221938848495,
-0.033158622682094574,
0.005447807721793652,
0.032775938510894775,
0.01237871591001749,
0.0147088672965765,
-0.03964180871844292,
0.014198368415236473,
0.022852823138237,
0.015566023997962475,
0.001570262247696519,
-0.0352088026702404,
-0.020126156508922577,
-0.011327974498271942,
0.010164416395127773,
0.037345729768276215,
0.00038077356293797493,
-0.008065498434007168,
0.01099482737481594,
0.024884628131985664,
0.004848482087254524,
-0.004979596473276615,
-0.014132557436823845,
0.021509651094675064,
-0.011694569140672684,
0.012536164373159409,
0.006234127562493086,
-0.007718393113464117,
-0.009263215586543083,
0.015166239812970161,
-0.004674211144447327,
0.019788045436143875,
-0.0009243229869753122,
-0.027794675901532173,
-0.003091974649578333,
0.024497821927070618,
-0.005635900888592005,
0.003186139278113842,
0.027520351111888885,
0.016880515962839127,
0.013404909521341324,
0.021176178008317947,
0.022764138877391815,
-0.0007505550747737288,
0.007059601601213217,
-0.004015508107841015,
0.018442900851368904,
0.020026035606861115,
-0.012805666774511337,
-0.027824092656373978,
-0.0038378520403057337,
-0.0019729300402104855,
0.008060584776103497,
-0.023893222212791443,
0.014293622225522995,
-0.014022184535861015,
-0.003051341976970434,
-0.0007121267262846231,
-0.008538738824427128,
0.002377319149672985,
-0.026218902319669724,
-0.005265401676297188,
-0.04044710472226143,
0.01049305684864521,
0.00837155245244503,
-0.010381180793046951,
-0.03764588385820389,
0.004405570682138205,
0.0004541162634268403,
-0.008401061408221722,
-0.010580012574791908,
0.003913626074790955,
-0.016410846263170242,
0.06180188059806824,
0.013588042929768562,
0.014986500144004822,
-0.015504535287618637,
0.00498234573751688,
-0.01865251362323761,
-0.024239646270871162,
-0.0048659797757864,
0.0013159908121451735,
-0.021947264671325684,
-0.01864730194211006,
-0.033000361174345016,
0.0060842400416731834,
-0.008895112201571465,
0.028323831036686897,
0.005529691930860281,
-0.02492833510041237,
-0.011838827282190323,
-0.012768464162945747,
-0.01268993504345417,
0.003421054221689701,
0.0017453567124903202,
-0.009300637990236282,
0.010957683436572552,
0.0025733548682183027,
-0.0022564143873751163,
0.004999492317438126,
-0.0217587947845459,
0.013367482461035252,
-0.013993600383400917,
-0.02498154155910015,
0.016390185803174973,
-0.02417091093957424,
0.02784710004925728,
0.022738445550203323,
0.006884438917040825,
-0.027709683403372765
] |
[
-0.3122878074645996,
-0.004297920037060976,
-0.19764231145381927,
0.05979490280151367,
-0.17461082339286804,
0.12126944214105606,
0.23778770864009857,
-0.13491351902484894,
-0.050093039870262146,
-0.6270723938941956,
-0.5803537964820862,
0.5153506398200989,
-0.40848153829574585,
-0.08218150585889816,
-0.339910626411438,
0.36945176124572754,
0.529726505279541,
0.4342931807041168,
-0.25566762685775757,
-0.167660653591156,
-0.22881218791007996,
0.3257521986961365,
-0.07750647515058517,
-0.6444519758224487,
0.19882573187351227,
0.00003171727803419344,
0.17886146903038025,
0.11442524939775467,
-0.6579110622406006,
-0.18776187300682068,
-0.34729069471359253,
0.24224646389484406,
-0.24354413151741028,
-0.4609948992729187,
-0.3845936357975006,
0.10953964293003082,
0.09029058367013931,
-0.11760128289461136,
0.3400627672672272,
0.035287413746118546,
0.2190094143152237,
-0.3228541314601898,
-0.01512831263244152,
0.47695285081863403,
-0.20537227392196655,
-0.2759430706501007,
-2.0331690311431885,
-0.23846927285194397,
-0.6117361783981323,
-0.6151244044303894,
-0.4628509283065796,
0.16031110286712646,
-0.07585301995277405,
0.40807265043258667,
-0.023543933406472206,
-0.07172967493534088,
-0.3096100091934204,
-0.5244410634040833,
0.6127503514289856,
-0.2070610523223877,
0.42930614948272705,
-0.03867511823773384,
-0.28835269808769226,
0.161160409450531,
0.002144566737115383,
0.6401413083076477,
-0.19191476702690125,
-0.4468178451061249,
-1.013614296913147,
-0.31836551427841187,
0.45665743947029114,
-0.6686884760856628,
-0.29266557097435,
0.211624875664711,
-0.46803757548332214,
0.06838353723287582,
-0.2879534363746643,
0.13743168115615845,
-0.23540355265140533,
-0.08090901374816895,
-0.4502861499786377,
0.5061095952987671,
0.5953379273414612,
-0.047520700842142105,
0.7057511210441589,
0.0034742774441838264,
-0.2614409625530243,
0.7556105256080627,
-0.3427828550338745,
0.1208556517958641,
-0.031204892322421074,
-0.3416714370250702,
-0.02716272696852684,
0.5005281567573547,
0.28810545802116394,
0.19207720458507538,
-0.0007989977020770311,
0.4527762532234192,
0.4059487581253052,
0.34488534927368164,
-0.5229960680007935,
-0.3391755223274231,
0.2619801461696625,
-0.10685265809297562,
-0.49574026465415955,
-0.4742221236228943,
-0.5063510537147522,
0.0543217770755291,
-0.2941571772098541,
0.5715322494506836,
-0.4642476439476013,
0.07248207181692123,
0.14290837943553925,
0.10879281163215637,
-0.450662225484848,
-0.34215015172958374,
-0.05367888882756233,
0.3414994478225708,
-0.40484949946403503,
0.3946291506290436,
-0.12387024611234665,
1.067510962486267,
0.3714894950389862,
0.4356696307659149,
0.1931227296590805,
0.3361971378326416,
0.5033339262008667,
1.214245080947876,
-0.21675461530685425,
0.41378816962242126,
0.2593035399913788,
1.0907045602798462,
0.20673398673534393,
-0.003184549044817686,
-0.0047756158746778965,
-0.30227646231651306,
0.27186745405197144,
-0.07243344932794571,
-0.1289559304714203,
-0.3612308204174042,
-0.3873355984687805,
-0.3065972924232483,
-0.35101744532585144,
0.23932446539402008,
0.4305313229560852,
-0.4041191339492798,
-0.002896658144891262,
0.11190128326416016,
-0.08724561333656311,
0.1472156047821045,
-0.12628060579299927,
-0.12545843422412872,
-0.7217797040939331,
-0.08531845360994339,
-0.3126080334186554,
0.7341675162315369,
-0.15198521316051483,
-0.14274311065673828,
-0.4329659640789032,
0.23617719113826752,
-0.17536121606826782,
-0.0064194295555353165,
-0.7784958481788635,
-0.12564480304718018,
0.09530726075172424,
-0.8160532712936401,
0.1728866994380951,
0.4994736611843109,
0.37086454033851624,
0.16677500307559967,
0.03739473223686218,
-0.47454217076301575,
-0.0013922331854701042,
-0.37489446997642517,
-0.4942544102668762,
-0.01956850476562977,
0.20553283393383026,
-0.09352849423885345,
0.418906569480896,
-0.03289252892136574,
-0.9626701474189758,
0.03769775480031967,
0.047397367656230927,
0.025933096185326576,
0.40389421582221985,
0.3734155297279358,
0.4012111723423004,
-0.25781700015068054,
-0.6095432043075562,
-0.5231183767318726,
-0.15939930081367493,
-0.4232185482978821,
0.04878570884466171,
-1.1213302612304688,
0.9628372192382812,
0.41552796959877014,
-0.8572741150856018,
1.2113447189331055,
-0.41636738181114197,
0.3441227972507477,
-0.017935678362846375,
0.08099307864904404,
0.1549561768770218,
-0.0765015110373497,
-0.046123214066028595,
0.1343073546886444,
0.1977946013212204,
0.561809778213501,
-0.4795873761177063,
0.09556930512189865,
0.5903096795082092,
-0.3562253713607788,
-0.05957724153995514,
-0.07960525900125504,
0.13213051855564117,
0.39608699083328247,
-0.08511169254779816,
-0.0739264041185379,
0.04778856039047241,
0.013786672614514828,
0.5607486963272095,
-0.46229520440101624,
0.12889696657657623,
0.14408022165298462,
-0.07040271162986755,
0.5776910781860352,
0.5313616394996643,
0.453862726688385,
0.989903450012207,
-0.21161749958992004,
0.2585958242416382,
-0.3620626926422119,
0.3979279398918152,
-0.5437100529670715,
-0.32571718096733093,
-0.031159210950136185,
0.2984139025211334,
-0.2504879832267761,
-0.12362859398126602,
0.3460819125175476,
0.12873440980911255,
0.11218868941068649,
-0.006358888000249863,
-0.40558627247810364,
0.1481713354587555,
-0.82210373878479,
-0.36924004554748535,
-0.11948952078819275,
-0.2924361228942871,
-0.32709917426109314,
0.12636029720306396,
0.5494996905326843,
-0.03898824751377106,
-0.7980244159698486,
0.2359992265701294,
0.5139318108558655,
-0.3276853561401367,
-0.18198871612548828,
0.3037630021572113,
0.26884594559669495,
-0.1170087531208992,
-0.0653189867734909,
-0.26049160957336426,
0.1645229607820511,
-0.32458367943763733,
-0.3047716021537781,
-0.4100230634212494,
-0.05466718599200249,
0.5370338559150696,
0.8621916174888611,
0.2484951764345169,
-0.2482653707265854,
-0.4182393252849579,
0.2337091863155365,
-0.5617241263389587,
-0.2829282283782959,
-0.23427565395832062,
0.10956361889839172,
-1.07724928855896,
-0.5711309313774109,
-0.04744097217917442,
0.529170036315918,
0.6046383380889893,
-0.14315326511859894,
-0.6240467429161072,
-0.15703736245632172,
0.21149176359176636,
-0.41424503922462463,
-0.6906905174255371,
-0.34480026364326477,
-0.3838922679424286,
0.4968671202659607,
-0.2855149507522583,
-0.2356346696615219,
0.6800757050514221,
0.6785483360290527,
0.06571053713560104,
0.02870876155793667,
0.11581391841173172,
-0.4940088987350464,
-0.5755696296691895,
0.4284771680831909,
-0.3593733608722687,
-0.4711233377456665,
0.08926817774772644,
0.040441371500492096,
-0.33603256940841675,
0.6558759808540344,
-5.65862512588501,
0.17254185676574707,
-0.5572478175163269,
0.07030688971281052,
-0.29539790749549866,
-0.22833411395549774,
0.8267593383789062,
-0.15289811789989471,
0.3621476888656616,
-0.09061282128095627,
0.16278420388698578,
0.18414966762065887,
0.04689650237560272,
0.9645373821258545,
-0.07858198881149292,
-0.4678618311882019,
0.6373435854911804,
0.1433226317167282,
0.301313579082489,
0.4740886390209198,
0.24317717552185059,
-0.5419321656227112,
0.13185586035251617,
0.610539972782135,
-0.09612631797790527,
0.05227210745215416,
-0.4889904260635376,
0.5490726828575134,
-0.1347707211971283,
-0.48653119802474976,
-0.15773090720176697,
-0.09242958575487137,
-0.27647900581359863,
-0.29575595259666443,
0.12705817818641663,
0.4175809919834137,
0.4527539908885956,
-0.13378547132015228,
0.49250730872154236,
-0.4500564634799957,
0.5295707583427429,
0.33933961391448975,
0.14991089701652527,
-0.21482005715370178,
0.003144505200907588,
-0.12120956927537918,
-0.5674260854721069,
-0.027906930074095726,
0.09245021641254425,
0.6708998680114746,
-0.35468989610671997,
-0.40853220224380493,
0.08890388160943985,
0.3500189781188965,
0.12097378075122833,
-0.3948015570640564,
0.4045752286911011,
-0.15586930513381958,
-0.341852068901062,
0.33597683906555176,
0.4199616014957428,
-0.5767709016799927,
0.27985262870788574,
-1.2074395418167114,
-0.7226189374923706,
0.24107082188129425,
-0.5608798861503601,
-0.3422141671180725,
0.18420657515525818,
0.3076518476009369,
-0.596829354763031,
0.20132552087306976,
-0.23869331181049347,
-0.5877637267112732,
0.6018458604812622,
-0.12594306468963623,
-0.3089708387851715,
-0.2970515787601471,
-0.19847014546394348,
0.42011216282844543,
-0.12287483364343643,
-0.8362370729446411,
-0.10309938341379166,
-0.0005044197314418852,
0.263896107673645,
-0.2689509093761444,
0.009063071571290493,
0.21240709722042084,
0.13395249843597412,
0.043790657073259354,
0.9901218414306641,
-0.2944139838218689,
0.05397651717066765,
0.5457547903060913,
0.6231269836425781,
0.5523974895477295,
0.6678863763809204,
-0.08050179481506348,
0.35470566153526306,
-0.15700146555900574,
0.13243629038333893,
-0.33595946431159973,
-0.4299212396144867,
-0.4624163508415222,
0.45474880933761597,
0.17453913390636444,
-0.7162254452705383,
-0.030693667009472847,
0.7169297933578491,
-0.3741634786128998,
-0.12088236212730408,
0.15526220202445984,
-0.48553410172462463,
-0.5736444592475891,
0.4698896110057831,
0.0769934207201004,
0.24245817959308624,
-0.31822773814201355,
0.24387818574905396,
-0.3373010754585266,
-0.02453385852277279,
0.16616612672805786,
-0.37369659543037415,
0.37541988492012024,
0.09046266227960587,
-0.6790869832038879,
0.21136896312236786,
0.9905837178230286,
-0.11333901435136795,
-0.2622438073158264,
0.5796387195587158,
0.7155672311782837,
-0.07846139371395111,
0.4676583707332611,
0.5039045214653015,
-0.7448182702064514,
0.24867817759513855,
0.1271834820508957,
-0.0693816989660263,
-1.15851628780365,
0.9488885998725891,
-0.5255864858627319,
-0.24084623157978058,
-0.08322185277938843,
0.39380812644958496,
-0.1857113391160965,
-0.018760113045573235,
-0.37764981389045715,
-0.2402667999267578,
0.07712595909833908,
-0.1931792050600052,
-0.6244957447052002,
0.35525742173194885,
0.17226040363311768,
-0.03013092651963234,
-0.14932142198085785,
0.3075641393661499,
0.48895084857940674,
0.3551482558250427,
-0.5581175684928894,
0.456053227186203,
0.3527345359325409,
-0.6370024085044861,
-0.04350857809185982,
0.06812658905982971,
-0.14300212264060974,
-0.2725297808647156,
0.06550523638725281,
-0.2554199695587158,
0.3204682171344757,
-0.2759726345539093,
-0.4966740012168884,
0.19975055754184723,
-0.19939307868480682,
0.2631778419017792,
-0.16157148778438568,
0.3110641539096832,
0.5318909883499146,
-0.22016553580760956,
-0.10460822284221649,
0.15740717947483063,
-0.26992982625961304,
-0.2322835922241211,
0.3921358585357666,
0.5272923707962036,
0.21325187385082245,
-0.2218254655599594,
0.28534436225891113,
-0.7531948685646057,
-0.9938459396362305,
-0.006282078567892313,
0.23216594755649567,
0.6074910759925842,
0.050676293671131134,
-0.30921444296836853,
-0.3444254398345947,
0.25673872232437134,
0.8399237394332886,
-0.016065331175923347,
-0.47286900877952576,
0.039803940802812576,
0.2806303799152374,
-0.5012272596359253,
0.40001362562179565,
0.45096322894096375,
-0.6251016855239868,
0.2219562530517578,
0.22080136835575104,
-0.22935327887535095,
-0.10451198369264603,
-0.4301728308200836,
-0.5429195165634155,
0.15900108218193054,
0.003574992064386606,
-0.07328494638204575,
-0.2217520773410797,
0.5552379488945007,
0.26481369137763977,
-0.21520328521728516,
0.23298949003219604,
0.19842197000980377,
-0.27860158681869507,
-0.39308127760887146,
0.33333683013916016,
-0.29588496685028076,
0.04746302589774132,
0.33706367015838623,
-0.6344497799873352,
0.2945844233036041,
0.17164605855941772,
0.44936808943748474,
-0.08211136609315872,
0.3322318494319916,
0.5416242480278015,
0.11076708883047104,
-0.5620428919792175,
-0.4981919229030609,
0.7394517064094543,
-0.3326832354068756,
-0.220339834690094,
0.31615254282951355,
0.7542327046394348,
-0.2369655817747116,
-0.047312479466199875,
-0.2101515829563141,
-0.23641912639141083,
0.18240997195243835,
-0.16107787191867828,
-0.7799234390258789,
0.35936403274536133,
0.014511936344206333,
0.40706247091293335,
0.0031261860858649015,
0.17286574840545654,
0.7419869899749756,
0.261476069688797,
-0.49284040927886963,
-0.6376093029975891,
-0.03963492065668106,
0.7074247598648071,
0.287950336933136,
-0.26091086864471436,
-0.041670188307762146,
-0.4301690459251404,
0.25562623143196106,
0.4854613244533539,
-0.29575809836387634,
-0.3407134711742401,
0.6593348383903503,
-0.45152896642684937,
-0.07347839325666428,
-0.2052396535873413,
0.08293388783931732,
0.33893921971321106,
-0.01780657283961773,
-0.40114811062812805,
0.160539910197258,
0.08957259356975555,
-0.2888749837875366,
0.40342989563941956,
-0.17673923075199127,
-0.713923454284668,
-0.04186469689011574,
-0.8209976553916931,
0.1560792773962021,
-0.37782755494117737,
0.4051930904388428,
0.08526582270860672,
0.20806030929088593,
0.2558765411376953,
-0.5618860125541687,
0.720980167388916,
-0.5505009293556213,
-0.10092855244874954,
-0.3800545930862427,
-0.052845679223537445,
0.39435580372810364,
0.544240415096283,
-0.21820370852947235,
-0.47144538164138794,
0.0948764979839325,
0.35503023862838745,
0.3923255205154419,
-1.042932391166687,
0.6185204386711121,
0.1898449957370758,
0.18674813210964203,
0.3013560175895691,
-0.3293415307998657,
0.2117106318473816,
-0.08159633725881577,
0.0886545479297638,
0.7725026607513428,
0.37090712785720825,
-0.30919164419174194,
0.21005091071128845,
0.48830604553222656,
-0.024491826072335243,
0.7837350964546204,
0.18577156960964203,
-0.04054102674126625,
-0.24890945851802826,
0.7165006399154663,
-0.4713827073574066,
-0.7986317276954651,
0.635496973991394,
0.0906267911195755,
0.18101415038108826,
0.13541613519191742,
0.0478556752204895,
0.6437271237373352,
0.3894585072994232,
0.13370150327682495,
0.10956893861293793,
0.07562308758497238,
-0.24531152844429016,
0.18380442261695862,
-0.4050535559654236,
0.08506173640489578,
0.007630830630660057,
0.8837177753448486,
0.5612747669219971,
-0.26176580786705017,
-0.24516676366329193,
-0.017478294670581818,
0.37894493341445923,
-0.02140600048005581,
0.3973263204097748,
0.16970078647136688,
0.452601820230484,
0.3709300458431244,
-0.05681176111102104,
0.004861732944846153,
0.42847388982772827,
0.2314104586839676,
-0.8138282895088196,
0.38994020223617554,
-0.21223221719264984,
-0.4155004322528839,
0.43033748865127563,
-0.15677222609519958,
0.7416540384292603,
-0.11988069117069244,
0.020052148029208183,
-0.7037943601608276,
0.15344269573688507,
0.9929704070091248,
0.5316420197486877,
0.409417062997818,
-0.38322991132736206,
-0.318044513463974,
0.31269407272338867,
-0.2234477549791336,
0.5003315210342407,
0.22769111394882202,
-0.740023136138916,
0.35427218675613403,
0.08696877956390381,
-0.49455705285072327,
0.014103108085691929,
0.19386982917785645,
0.18301509320735931,
-0.3232913911342621,
-0.5984346866607666,
0.2581493556499481,
-0.19746360182762146,
-0.09441356360912323,
0.023673342540860176,
0.23262731730937958,
0.07329322397708893,
-0.2930235266685486,
-0.3836761713027954,
-0.017066869884729385,
0.14032700657844543,
0.050308842211961746,
0.09432422369718552,
-0.8419947624206543,
0.9458949565887451,
0.45617157220840454,
-0.40474578738212585,
-0.013168790377676487,
0.4585493803024292,
0.1966530829668045,
0.42498037219047546,
-0.9642236828804016,
0.49072518944740295,
-0.331646591424942,
-0.3918774127960205,
-0.44711869955062866,
0.004328063223510981,
0.7692727446556091,
0.41520869731903076,
-0.020740270614624023,
-0.3545839190483093,
0.03238501772284508,
0.24583911895751953,
0.14849552512168884,
-0.3266483247280121,
0.12523582577705383,
-0.04910408705472946,
-0.3174585998058319,
-0.35646599531173706,
0.8583961725234985,
-0.498462975025177,
0.24973313510417938,
-0.11244381219148636,
0.17204628884792328,
0.3403986990451813,
-0.6263286471366882,
-0.13165879249572754,
0.4555705487728119,
0.02644459344446659,
-0.27159637212753296,
0.8485845923423767,
-0.4033213257789612,
-0.08048554509878159,
0.2186320722103119,
0.011237070895731449,
0.16915887594223022,
-0.5978420376777649,
-0.3871353566646576,
-0.05064903572201729,
-0.06841634213924408,
0.352953165769577,
0.08227451890707016,
0.5015770792961121,
-0.21909058094024658,
-0.8227270841598511,
-0.8200029134750366,
0.22792725265026093,
-0.09409467875957489,
0.30883684754371643,
-0.17841467261314392,
0.08387207239866257,
-0.520672082901001,
0.14275582134723663,
0.3083687722682953,
-0.49729472398757935,
-0.661305844783783,
0.16029773652553558
] |
Contemporary museums are much more than places devoted to the placement and the exhibition of collections and artworks; indeed, they are nowadays considered as a privileged means for communication and play a central role in making culture accessible to the mass audience. One of the keys to approach the general public is the use of new technologies and novel interaction paradigms. These means, which bring with them an undeniable appeal, allow curators to modulate the cultural proposal by structuring different courses for different user profiles. Immersive Virtual reality (VR) is probably one of the most appealing and potentially effective technologies to serve this purpose; nevertheless, it is still quite uncommon to find immersive installations in museums. Starting from our 10 years’ experience in this topic, and following an in-depth survey about these technologies and their use in cultural contexts, we propose a classification of VR installations, specifically oriented to cultural heritage applications, based on their features in terms of interaction and immersion. On the basis of this classification, aiming to provide a tool for framing VR systems which would hopefully suggest indications related to costs, usability and quality of the sensorial experience, we analyze a series of live examples of which we point out strengths and weak points. We then summarize the current state and the very next future, identifying the major issues that prevent these technologies from being actually widespread, and outline proposals for a more se of pervasive and effective u
|
[
0.003384999232366681,
0.0013355468399822712,
-0.00688577676191926,
-0.0004929404240101576,
0.0005831320304423571,
-0.029389241710305214,
0.007286337204277515,
-0.019960403442382812,
-0.007477157283574343,
-0.005363875068724155,
-0.007405944634228945,
0.011907445266842842,
0.00379837560467422,
0.022964486852288246,
-0.0014362542424350977,
-0.01262288261204958,
0.01346423476934433,
0.0309999268501997,
0.0015727509744465351,
-0.01231035590171814,
0.004942281637340784,
0.011140802875161171,
0.009560361504554749,
-0.01786450669169426,
0.0028240648098289967,
0.0029981816187500954,
0.0035478430800139904,
-0.026239553466439247,
-0.005331750959157944,
-0.008858026936650276,
0.006318158935755491,
-0.015159355476498604,
0.007466922979801893,
0.00958639569580555,
-0.00023218244314193726,
-0.011898348107933998,
-0.0022338603157550097,
0.017568036913871765,
0.016562186181545258,
-0.002199063543230295,
0.005881062708795071,
-0.000006385555025190115,
0.0021762391552329063,
-0.010608877055346966,
-0.006344336085021496,
-0.0076736826449632645,
0.0020211951341480017,
0.013624146580696106,
-0.01682284288108349,
0.009937339462339878,
-0.009133969433605671,
-0.012059233151376247,
0.00017315917648375034,
0.016362309455871582,
-0.0057959724217653275,
0.001111124875023961,
0.015407782979309559,
0.004217255860567093,
0.003291917499154806,
-0.003950192127376795,
-0.0010506424587219954,
0.011880539357662201,
0.001826753607019782,
-0.02729642018675804,
-0.01599297486245632,
-0.06763406842947006,
0.0008117009419947863,
0.017863819375634193,
0.005944858305156231,
0.0012926941271871328,
-0.01876889541745186,
0.008634638041257858,
-0.0065476358868181705,
0.0201275572180748,
-0.007355282083153725,
0.018643131479620934,
0.003044376615434885,
0.00037544965744018555,
0.0012133489362895489,
0.000746175879612565,
-0.013935277238488197,
0.0000026373891159892082,
0.022254763171076775,
0.0027666364330798388,
0.009446042589843273,
0.01737687550485134,
0.005727289244532585,
-0.010288753546774387,
-0.02254418097436428,
0.017749447375535965,
-0.007573425769805908,
-0.03055865690112114,
-0.02979419007897377,
-0.0024657445028424263,
0.008317663334310055,
0.0205935500562191,
0.002090639667585492,
-0.0030405321158468723,
0.010268607176840305,
-0.00219338433817029,
-0.0029308339580893517,
-0.009215039201080799,
0.019695984199643135,
0.007609644439071417,
-0.004709198139607906,
0.0077460817992687225,
-0.0013058227486908436,
0.0001825937069952488,
-0.0038549432065337896,
0.004606128204613924,
0.009956464171409607,
0.0007822180632501841,
-0.006145457271486521,
0.006034794729202986,
-0.00418065907433629,
-0.007127251476049423,
0.022961579263210297,
0.022634269669651985,
0.0015823941212147474,
0.003654047381132841,
-0.01761251501739025,
-0.0050789411179721355,
0.015821548178792,
-0.007311131805181503,
0.004730286076664925,
0.01692170649766922,
0.0033741863444447517,
-0.0032033417373895645,
0.007092725485563278,
0.00033281079959124327,
-0.011298643425107002,
0.00025340751744806767,
0.007760500535368919,
-0.009848974645137787,
0.008333333767950535,
-0.008190523833036423,
-0.010241005569696426,
-0.005167156457901001,
-0.002441367134451866,
0.0005204519256949425,
-0.000796541222371161,
0.008938377723097801,
0.0008715798612684011,
0.014463303610682487,
0.016084322705864906,
-0.006247648503631353,
-0.008627273142337799,
0.016913317143917084,
-0.0044175670482218266,
0.016063081100583076,
0.007898951880633831,
-0.0028948273975402117,
-0.012933426536619663,
-0.012167812325060368,
-0.02616116777062416,
-0.0015683432575315237,
-0.005368172191083431,
0.008128800429403782,
-0.011764829978346825,
-0.01938294991850853,
0.0209803506731987,
0.004321081098169088,
0.000659527606330812,
0.007209477014839649,
0.0008524956647306681,
0.011473288759589195,
-0.00479915551841259,
-0.00560918590053916,
-0.0007296311669051647,
0.002074143150821328,
-0.01735212653875351,
0.019368525594472885,
-0.0013765239855274558,
0.005075213499367237,
0.008381392806768417,
0.004133041016757488,
0.013715321198105812,
0.006712775211781263,
-0.013194294646382332,
0.06725902855396271,
-0.00721319392323494,
0.015048887580633163,
0.022848395630717278,
-0.000808606157079339,
0.005863230675458908,
-0.006672984920442104,
0.0077866967767477036,
-0.004550210665911436,
0.006159577518701553,
-0.01433570496737957,
-0.025985635817050934,
-0.0177144892513752,
0.01943296007812023,
0.002852307166904211,
0.008155697956681252,
0.0042031193152070045,
0.011058679781854153,
0.001453106990084052,
0.008744196966290474,
-0.008625682443380356,
-0.006238988600671291,
-0.008311585523188114,
-0.0018232617294415832,
0.003770533250644803,
-0.002498570829629898,
0.004791185259819031,
0.005854642018675804,
-0.003145884722471237,
0.014306391589343548,
0.0007084158714860678,
0.022201038897037506,
0.006560168229043484,
-0.008841038681566715,
-0.004896386060863733,
0.012076965533196926,
-0.009720221161842346,
0.005528660491108894,
-0.03891555964946747,
0.005464700050652027,
-0.01082405261695385,
-0.006009019445627928,
0.0097686517983675,
0.006396894343197346,
0.0027890598867088556,
0.024600084871053696,
0.03540379926562309,
0.0017906182911247015,
0.008409444242715836,
0.02236710488796234,
-0.004260403569787741,
-0.007513748947530985,
-0.012897161766886711,
-0.0053251925855875015,
-0.019747981801629066,
0.020131364464759827,
0.0032510687597095966,
0.006693185772746801,
-0.02557540498673916,
0.007872217334806919,
-0.008291615173220634,
0.006425813306123018,
-0.03164060413837433,
-0.0032810652628540993,
0.00016773026436567307,
-0.0033401509281247854,
-0.006405689753592014,
0.006882438436150551,
-0.023368995636701584,
0.013273894786834717,
-0.03454583138227463,
0.00010145532723981887,
0.00864984467625618,
-0.005457818042486906,
-0.010324401780962944,
0.011210205033421516,
0.018065758049488068,
0.016926269978284836,
0.008175276219844818,
0.022397443652153015,
0.013032456859946251,
0.001838863012380898,
0.0075432718731462955,
-0.011926647275686264,
-0.03263033926486969,
-0.005804281681776047,
-0.0013997441856190562,
0.008807731792330742,
0.00030108867213129997,
-0.004149770829826593,
-0.0057599227875471115,
0.0042399754747748375,
-0.007878690958023071,
0.0032762200571596622,
-0.08204656839370728,
-0.0052675786428153515,
0.004677860997617245,
0.015008574351668358,
0.013761884532868862,
-0.016919255256652832,
0.0008254270069301128,
0.023135481402277946,
-0.00753334816545248,
0.007635639514774084,
0.0007846065564081073,
0.004966260399669409,
-0.01315210573375225,
0.02110457420349121,
-0.0188516303896904,
-0.006493330933153629,
0.004891184624284506,
0.016366656869649887,
-0.015828391537070274,
0.013652639463543892,
-0.011064531281590462,
0.002184622921049595,
-0.0050760600715875626,
0.015204974450170994,
0.02374492958188057,
0.0018869907362386584,
0.0022898383904248476,
0.007820317521691322,
-0.008950799703598022,
0.004455281421542168,
0.010772842913866043,
-0.011805033311247826,
-0.011386695317924023,
0.0015340952668339014,
0.01899462193250656,
-0.012140834704041481,
-0.004265326540917158,
-0.007239318452775478,
0.004322564695030451,
-0.00549389747902751,
0.0037421730812639,
0.006031475029885769,
-0.007278705947101116,
-0.00421837717294693,
-0.0017743799835443497,
0.00032538664527237415,
0.008472214452922344,
0.015033440664410591,
0.0033361250534653664,
-0.022997191175818443,
-0.0014889128506183624,
-0.013051381334662437,
0.009530112147331238,
0.0073120142333209515,
-0.01360807940363884,
-0.011249839328229427,
-0.03235523775219917,
0.0003856569528579712,
-0.015753185376524925,
0.006556826643645763,
0.005465975496917963,
-0.011885849758982658,
-0.0032156105153262615,
0.01306095439940691,
-0.014091573655605316,
-0.010167060419917107,
0.0038906410336494446,
0.00705768121406436,
-0.023006636649370193,
0.005301312543451786,
0.004288174211978912,
-0.0013924334198236465,
0.010757498443126678,
0.00039184256456792355,
0.00107116112485528,
-0.012647507712244987,
-0.012493258342146873,
0.008552690967917442,
0.005845258012413979,
-0.005867714993655682,
-0.018528692424297333,
0.02443857118487358,
0.01583063043653965,
0.01078687235713005,
-0.01090508233755827,
-0.017021387815475464,
0.0015192674472928047,
-0.020767120644450188,
0.0033178150188177824,
-0.008041933178901672,
0.0005952250212430954,
-0.0031598848290741444,
-0.014287229627370834,
0.0020485378336161375,
-0.00948660634458065,
0.007878444157540798,
-0.010051138699054718,
0.007262594066560268,
-0.0022927175741642714,
0.009943481534719467,
0.009473980404436588,
-0.002216905355453491,
-0.015576946549117565,
-0.015819881111383438,
-0.001030145911499858,
0.009375222958624363,
0.005547271575778723,
0.01878729648888111,
0.025823157280683517,
-0.016048768535256386,
-0.008971713483333588,
-0.03173539787530899,
-0.0060979994013905525,
-0.005205417051911354,
0.01012712437659502,
0.0049591390416026115,
-0.0038076324854046106,
-0.015270423144102097,
0.07355687022209167,
0.00004426250234246254,
0.015177558176219463,
-0.0075975507497787476,
0.014401882886886597,
-0.008634224534034729,
-0.01186116598546505,
0.01722889021039009,
0.014201980084180832,
-0.0010215784423053265,
0.010366026312112808,
-0.019348695874214172,
-0.01868199184536934,
-0.019493645057082176,
0.016745544970035553,
-0.024252410978078842,
0.013023232109844685,
-0.010003462433815002,
0.001567949540913105,
0.04495731741189957,
-0.0038342364132404327,
-0.006423009093850851,
-0.011261845007538795,
-0.010469958186149597,
-0.007597329095005989,
0.01185873243957758,
0.0009816763922572136,
-0.010439509525895119,
0.008355364203453064,
-0.0011264154454693198,
-0.005086936522275209,
-0.008656054735183716,
-0.0003310494066681713,
-0.02207859605550766,
0.029085125774145126,
0.0012703418033197522,
-0.014353310689330101,
-0.012900271452963352,
0.0056511699222028255,
0.008829343132674694,
-0.00994932558387518,
-0.011775903403759003,
0.0028503865469247103,
0.01872541382908821,
0.006767668761312962,
-0.003574437228962779,
-0.026709450408816338,
-0.006709038279950619,
-0.004237199667841196,
0.007125142030417919,
-0.012132532894611359,
0.013656748458743095,
0.010675068944692612,
-0.004891223274171352,
-0.009109612554311752,
-0.008786974474787712,
0.020231395959854126,
-0.007121172733604908,
-0.01032971777021885,
-0.01317587774246931,
0.0005001636454835534,
0.0022667732555419207,
-0.0018695632461458445,
-0.009496734477579594,
-0.005977236665785313,
-0.009401049464941025,
0.00883087981492281,
-0.009864958934485912,
0.001203975174576044,
0.016421526670455933,
-0.004876823630183935,
0.0005776187172159553,
-0.019188933074474335,
-0.007907470688223839,
-0.008223596960306168,
-0.022974858060479164,
-0.0022783996537327766,
-0.012178115546703339,
0.00833890214562416,
-0.0017572017386555672,
-0.005441979039460421,
-0.003221806837245822,
0.023095371201634407,
-0.007726938463747501,
-0.011760634370148182,
-0.0025492620188742876,
-0.024375855922698975,
-0.07570101320743561,
-0.016182251274585724,
-0.0006261889357119799,
-0.006104299332946539,
-0.001631557708606124,
-0.0028904546052217484,
-0.007369778119027615,
-0.008241485804319382,
0.004770006984472275,
0.0006169072585180402,
-0.01744626648724079,
-0.006459399126470089,
-0.019030079245567322,
0.006372650153934956,
0.005882234778255224,
0.0016207867302000523,
-0.006494234316051006,
0.00153845245949924,
0.003256652969866991,
-0.020664241164922714,
-0.005778930149972439,
-0.006120129022747278,
-0.017449989914894104,
-0.007163473404943943,
0.004456940107047558,
-0.08232782781124115,
0.015105711296200752,
0.014009959995746613,
-0.03190922737121582,
-0.004257400520145893,
-0.009081758558750153,
0.02568364515900612,
-0.000025396584533154964,
-0.03951268270611763,
-0.012289285659790039,
0.02038624882698059,
-0.005973744671791792,
-0.003963523544371128,
0.006878993473947048,
-0.018027637153863907,
-0.006465408485382795,
0.009796163998544216,
0.004140330012887716,
-0.000027623609639704227,
0.0035255560651421547,
0.028599347919225693,
0.019263798370957375,
-0.0076508838683366776,
-0.011930117383599281,
-0.013216177001595497,
-0.0035988574381917715,
-0.004067918751388788,
0.002463292796164751,
-0.013052968308329582,
-0.0006606477545574307,
0.011170094832777977,
0.0101475790143013,
-0.013317574746906757,
-0.02390027418732643,
0.02918415516614914,
-0.0154894283041358,
-0.023582255467772484,
0.005694813095033169,
-0.03091869130730629,
-0.005723249167203903,
-0.013948408886790276,
0.013355357572436333,
0.005927252117544413,
-0.00492481142282486,
0.009533201344311237,
-0.0066114929504692554,
0.0017500858521088958,
-0.00036503560841083527,
0.002479792572557926,
-0.0029275943525135517,
0.0013071830617263913,
-0.015254689380526543,
0.004904894158244133,
-0.002014915458858013,
0.022970248013734818,
0.019747741520404816,
-0.0007669513579457998,
-0.005348317790776491,
0.009342405945062637,
0.002773889573290944,
-0.006937169935554266,
-0.005995482672005892,
-0.012809282168745995,
0.07235344499349594,
0.00010648882016539574,
0.019973915070295334,
0.013841635547578335,
0.00039463979192078114,
-0.002488422440364957,
0.0011326251551508904,
0.0014828257262706757,
0.02332460507750511,
-0.011495359241962433,
-0.008925437927246094,
-0.009632142260670662,
-0.012538960203528404,
0.0036605726927518845,
-0.014528488740324974,
0.008065544068813324,
-0.03391629084944725,
-0.011143586598336697,
-0.013290559872984886,
-0.012486813589930534,
0.003468133509159088,
-0.024613356217741966,
-0.007410187274217606,
-0.011789766140282154,
0.006154007278382778,
0.0040349578484892845,
-0.008969870395958424,
0.0059750871732831,
0.008729581721127033,
-0.00805332325398922,
-0.013772783800959587,
0.015657223761081696,
-0.0009404688025824726,
0.004509296268224716,
0.022956639528274536,
0.0003164103254675865,
0.014188387431204319,
-0.006491427309811115,
0.0015720459632575512,
-0.013856838457286358,
0.002981762867420912,
0.0029216252733021975,
0.006192348897457123,
0.0025129560381174088,
0.02053060382604599,
0.0010356458369642496,
0.018252914771437645,
0.01637360081076622,
0.01890305057168007,
0.0043021440505981445,
0.004236455075442791,
-0.0029575403314083815,
0.018689028918743134,
-0.002847901079803705,
-0.004851515404880047,
-0.004205477889627218,
0.002435112837702036,
0.005006295628845692,
-0.0025504808872938156,
-0.01803622394800186,
-0.004474350716918707,
-0.0028677871450781822,
-0.006231932435184717,
0.0008351060096174479,
-0.0022924437653273344,
-0.006406816653907299,
0.011416811496019363,
-0.016456350684165955,
-0.023407205939292908,
0.015799505636096,
-0.0007350156083703041,
0.012061897665262222,
0.005135859362781048,
-0.011401312425732613,
-0.0021456731483340263,
0.02218041568994522,
-0.004470540210604668,
-0.014931063167750835,
0.014268995262682438,
0.0003919025184586644,
-0.000863661291077733,
-0.01041453331708908,
0.005686426069587469,
0.03657745197415352,
0.00989887211471796,
-0.007133156061172485,
0.005849928129464388,
0.008182928897440434,
-0.004795801360160112,
0.00931430235505104,
0.00945444218814373,
-0.00842493399977684,
0.0031117897015064955,
0.02931358478963375,
0.0057584247551858425,
0.03348288685083389,
0.008948707021772861,
0.00682724779471755,
-0.004509954713284969,
0.002397076692432165,
0.006239099893718958,
0.010729503817856312,
-0.024418920278549194,
0.02550545148551464,
0.00008807564154267311,
-0.0051734186708927155,
0.01243397407233715,
-0.006618239916861057,
-0.02001950889825821,
-0.03189416974782944,
-0.02349857985973358,
0.002951457165181637,
-0.016846150159835815,
0.02881598100066185,
-0.03478781133890152,
0.00477942219004035,
-0.0042855506762862206,
-0.001898799673654139,
0.005106152035295963,
-0.007944416254758835,
0.004491252824664116,
-0.010197225958108902,
-0.02432350069284439,
-0.003856883617118001,
0.006787439342588186,
-0.006874989252537489,
-0.011909622699022293,
0.005080206319689751,
-0.013405866920948029,
-0.014756938442587852,
-0.0030373185873031616,
-0.020482605323195457,
-0.01947852224111557,
0.009271062910556793,
-0.00505508529022336,
-0.009053273126482964,
0.0169982872903347,
0.00002244766801595688,
-0.0120763648301363,
0.0033083315938711166,
-0.001576617476530373,
-0.004505999386310577,
-0.0028084865771234035,
0.01596004143357277,
0.007145309820771217,
-0.002577195642516017,
-0.0012448416091501713,
0.0046760267578065395,
0.016220256686210632,
0.0009780987165868282,
0.005307722371071577,
-0.006458844058215618,
0.0018532468238845468,
-0.00530215073376894,
-0.0002832096070051193,
0.025742176920175552,
-0.018513038754463196,
0.013313129544258118,
-0.008231820538640022,
0.02171953208744526,
-0.0063787298277020454,
0.00008626561611890793,
0.009433101862668991,
0.009704843163490295,
-0.010682874359190464,
0.007770181633532047,
0.01760188862681389,
-0.00968664325773716,
0.010399023070931435,
-0.001011052867397666,
-0.003356039756909013,
-0.028194820508360863,
0.00812885444611311,
-0.02269832417368889,
-0.004363744053989649,
-0.014639485627412796,
0.0022053197026252747,
0.028777673840522766,
-0.028478428721427917,
-0.00044309336226433516,
-0.0014110656920820475,
-0.011782141402363777,
0.010324512608349323,
-0.006889105308800936,
-0.022760441526770592,
0.0017788766417652369,
-0.013620799407362938,
0.006789067760109901,
0.02509051188826561,
-0.02569093182682991,
-0.00439582671970129,
-0.011952894739806652,
-0.01422155648469925,
0.006072578020393848,
0.006019693799316883,
0.0002029547467827797,
0.007571387570351362,
-0.021706879138946533,
-0.009228987619280815,
0.008741742931306362,
-0.011684982106089592,
-0.021524684503674507
] |
[
0.4131373167037964,
-0.025269947946071625,
0.2593591511249542,
0.4053122401237488,
0.13215459883213043,
-0.37696129083633423,
0.4994420111179352,
0.3775803744792938,
-0.537903368473053,
-0.6922975778579712,
-0.47353553771972656,
0.34460729360580444,
0.18950645625591278,
0.7573055028915405,
-0.20293399691581726,
0.46264663338661194,
0.2590162754058838,
-0.24385268986225128,
0.29057785868644714,
0.18675746023654938,
-0.5666427612304688,
-0.29177284240722656,
0.30141541361808777,
-0.41565313935279846,
-0.06979423761367798,
-0.4249764084815979,
0.22744780778884888,
0.23216402530670166,
-0.3521782159805298,
-0.4129904806613922,
-0.3152080178260803,
-0.01421479880809784,
-0.7316622138023376,
0.0922822430729866,
-0.19731539487838745,
-0.03185287117958069,
0.13992507755756378,
-0.5582376718521118,
-0.1279536336660385,
-0.6234443783760071,
0.2964250147342682,
0.5211620330810547,
0.15727920830249786,
0.349717378616333,
-0.7294865846633911,
-0.6779183149337769,
-1.0194545984268188,
0.32924026250839233,
-0.4027082622051239,
0.17682050168514252,
-0.16393131017684937,
0.01799330860376358,
0.6530255079269409,
0.39447855949401855,
-0.4796242117881775,
0.2432728409767151,
-0.6911871433258057,
0.16249161958694458,
-0.2688741683959961,
-0.2636646032333374,
0.09468850493431091,
0.3031978905200958,
0.1376246213912964,
0.18368317186832428,
0.11678142845630646,
-0.23299160599708557,
0.10659508407115936,
-0.23319143056869507,
0.16397392749786377,
-0.31586360931396484,
-0.08810484409332275,
-0.36313560605049133,
-0.19990544021129608,
0.23892416059970856,
-0.911133885383606,
-0.007128942292183638,
0.4319145977497101,
-0.38392016291618347,
-0.12538878619670868,
-0.1168605387210846,
-0.10894528776407242,
0.19985900819301605,
0.65184086561203,
0.03477966785430908,
0.8016993403434753,
0.2183627337217331,
-0.4362339377403259,
0.5282971262931824,
-0.5047459602355957,
0.2697448432445526,
0.028514185920357704,
-0.6099879145622253,
0.6483826637268066,
0.27932870388031006,
0.32752928137779236,
0.2503645122051239,
0.8106843829154968,
-0.3601265251636505,
0.20825225114822388,
0.051142871379852295,
0.10257931053638458,
0.1415679156780243,
-0.07131610810756683,
-0.4844171106815338,
-0.10906095057725906,
-0.448038250207901,
-0.42720577120780945,
-0.5270893573760986,
-0.26890498399734497,
0.29942402243614197,
-0.4594912528991699,
0.08431490510702133,
-0.5961447954177856,
0.19349656999111176,
0.07298076152801514,
0.08164491504430771,
0.3647082448005676,
-0.4113664925098419,
-0.6101341247558594,
0.049100056290626526,
0.5985492467880249,
0.8993754982948303,
0.07687355577945709,
-0.3603419065475464,
-0.3481578826904297,
0.09775001555681229,
0.736060619354248,
0.5512146949768066,
-0.33322620391845703,
-0.2536829710006714,
0.7043522596359253,
0.7836706638336182,
-0.31215783953666687,
-0.5056492686271667,
0.09196515381336212,
-0.5208383202552795,
0.2992875874042511,
-0.0889439731836319,
0.16436633467674255,
0.11806029826402664,
-0.24107256531715393,
-0.39268332719802856,
-0.5399960875511169,
-0.025969743728637695,
0.16784097254276276,
-0.5589651465415955,
0.093174047768116,
0.0814228355884552,
-0.520633339881897,
-0.450421541929245,
-0.12332599610090256,
0.21666483581066132,
-0.6299466490745544,
-0.12448026239871979,
-0.3288927376270294,
0.34142768383026123,
0.3217324912548065,
0.17830167710781097,
0.503356397151947,
0.07168232649564743,
-0.14456619322299957,
-0.26772427558898926,
-0.3961591124534607,
-0.3708139955997467,
-0.086384616792202,
-0.3440794348716736,
-0.28736889362335205,
0.9058472514152527,
0.05595586821436882,
-0.21834109723567963,
-0.027124715968966484,
0.030500829219818115,
-0.1314619481563568,
-0.2688080668449402,
-0.03534293919801712,
0.4545600116252899,
0.4212106764316559,
0.303455650806427,
0.05799693241715431,
0.1943623423576355,
-0.9415102601051331,
0.13208156824111938,
0.2590794265270233,
-0.24317389726638794,
0.4178610146045685,
-0.464316189289093,
0.11136198788881302,
0.44598063826560974,
0.13345958292484283,
-0.12559431791305542,
-0.5083255171775818,
0.0036409555468708277,
-0.34203293919563293,
-0.5559527277946472,
0.9276778101921082,
-0.11603831499814987,
0.21301187574863434,
1.3313937187194824,
-0.5388050079345703,
0.07490135729312897,
0.04804394394159317,
0.09930253773927689,
-0.16726158559322357,
-0.16128985583782196,
-0.3167323172092438,
-0.17138107120990753,
0.21074488759040833,
0.2764836251735687,
0.1016964390873909,
-0.16846540570259094,
0.5484504103660583,
-0.6168584823608398,
0.3087399899959564,
0.2668505907058716,
0.4496268033981323,
0.2538752257823944,
-0.33399590849876404,
0.21807940304279327,
-0.6717866063117981,
-0.3516197204589844,
1.3992584943771362,
-0.14074090123176575,
0.15527185797691345,
0.2512117624282837,
-0.5386297702789307,
0.2838357388973236,
0.015479089692234993,
0.14864996075630188,
0.9324504733085632,
-0.6425327658653259,
0.14068672060966492,
-0.03559855371713638,
0.012172079645097256,
-0.5995214581489563,
-0.16982343792915344,
0.3950776755809784,
0.14634419977664948,
-0.3852604031562805,
0.453977108001709,
-0.22761160135269165,
-0.23032240569591522,
-0.20279622077941895,
-0.1341244876384735,
0.8957255482673645,
0.3885749280452728,
-0.196777805685997,
-0.47078993916511536,
0.5039308667182922,
-1.0387535095214844,
-0.3062286674976349,
-0.057799872010946274,
0.2508833110332489,
-0.3074597418308258,
-0.2951253652572632,
0.4413304924964905,
-0.2738344371318817,
-0.1081220880150795,
-0.08985082805156708,
0.516863226890564,
0.16631107032299042,
0.038964398205280304,
0.01735396683216095,
-0.07793878763914108,
0.3593333065509796,
-0.5374239087104797,
-0.1851671189069748,
-0.178439199924469,
-0.9467145204544067,
0.1116097941994667,
0.6240488290786743,
0.27478131651878357,
0.1916864961385727,
-0.22140997648239136,
0.5460659861564636,
0.28909996151924133,
-0.023364974185824394,
-0.01853552646934986,
0.510711133480072,
0.00545499986037612,
-0.08363978564739227,
-0.08946441113948822,
0.35314449667930603,
0.6070126295089722,
-1.1340768337249756,
-0.6516141891479492,
-0.6269111037254333,
-0.06660304218530655,
-0.5405281186103821,
-0.5464022755622864,
-0.035384394228458405,
0.03424449265003204,
0.11897057294845581,
-0.046958863735198975,
-0.22593428194522858,
-0.09175912290811539,
0.4260169267654419,
-0.5113433599472046,
0.1261180341243744,
0.020965425297617912,
-0.27866989374160767,
-0.4390389919281006,
0.15341313183307648,
0.13918261229991913,
-0.21189847588539124,
-0.10424863547086716,
-0.38397297263145447,
-0.19248563051223755,
-0.09123200923204422,
-5.838805198669434,
-0.16280975937843323,
-0.28290218114852905,
0.3880062997341156,
-0.47904732823371887,
-0.27292656898498535,
0.6016600728034973,
-0.09939387440681458,
-0.1298161894083023,
0.022446559742093086,
0.15947264432907104,
0.20713450014591217,
-0.155197873711586,
0.7840912342071533,
-0.022029124200344086,
0.4851258397102356,
0.39281436800956726,
0.7608610987663269,
-0.486049622297287,
0.29426899552345276,
-0.4400298297405243,
-0.06997667253017426,
0.1996362805366516,
0.5312981009483337,
0.4627763032913208,
-0.26735877990722656,
-0.8396595120429993,
-0.019376130774617195,
-0.27126437425613403,
0.03902263939380646,
0.4776914417743683,
-0.17089448869228363,
0.04629581421613693,
-0.10509947687387466,
0.8993065357208252,
0.6900975108146667,
0.5018099546432495,
-0.18638324737548828,
0.19341862201690674,
-0.8974134922027588,
0.3706023693084717,
0.930243730545044,
0.21966922283172607,
0.5487374067306519,
0.33140623569488525,
-0.605401873588562,
-0.36537790298461914,
0.0956403911113739,
-0.21045659482479095,
0.4993693232536316,
-0.4027699828147888,
-0.06194039434194565,
0.9397731423377991,
-0.3065822720527649,
-0.1543572098016739,
-0.39175915718078613,
0.616567075252533,
0.20967891812324524,
-0.15771493315696716,
-0.5333966612815857,
-0.10116220265626907,
-0.25299474596977234,
-0.04584260284900665,
-0.43536049127578735,
-0.03730878606438637,
0.08755284547805786,
-0.8761632442474365,
-0.18901795148849487,
0.21274138987064362,
0.0450090728700161,
-0.9029452204704285,
0.27801549434661865,
0.06402567774057388,
-0.16261185705661774,
0.3344711661338806,
-0.4405059218406677,
0.02531339041888714,
0.11916256695985794,
0.36065906286239624,
-0.028202878311276436,
-0.2790139615535736,
-0.14962685108184814,
-0.3255271911621094,
0.2007630467414856,
0.07068100571632385,
-0.8712120056152344,
0.5093457102775574,
-0.08177190274000168,
-0.2181786447763443,
0.319852739572525,
0.6146628260612488,
-0.24317225813865662,
-0.039659567177295685,
0.15483932197093964,
0.040455348789691925,
0.4805285930633545,
0.7003519535064697,
0.1530882567167282,
0.37282490730285645,
-0.04914861544966698,
0.697444498538971,
-0.19481128454208374,
-0.33245766162872314,
-0.2820316553115845,
-0.13563194870948792,
0.3592267334461212,
-0.07235733419656754,
0.49563512206077576,
0.9286110401153564,
-0.7499291300773621,
-0.00290642399340868,
0.08317097276449203,
-0.1935974657535553,
-0.23814481496810913,
0.6341188549995422,
-0.4410702884197235,
-0.06492213904857635,
0.5500385761260986,
0.3025984764099121,
0.012317372485995293,
0.2946668863296509,
0.41626107692718506,
-0.19573266804218292,
0.48737630248069763,
-0.18234267830848694,
0.12161989510059357,
0.23254771530628204,
0.3367421627044678,
-0.3901907205581665,
-0.19796156883239746,
0.05008697137236595,
-0.05335191637277603,
0.09470093250274658,
-0.39644482731819153,
0.6399095058441162,
0.08706355094909668,
0.03490647301077843,
-0.47222235798835754,
0.18351344764232635,
-0.677263081073761,
0.19535192847251892,
-0.07867597788572311,
0.15771612524986267,
0.162796288728714,
0.5672769546508789,
0.2417667657136917,
-0.06751140207052231,
0.34022852778434753,
-0.004083909559994936,
0.28307533264160156,
-0.3339134454727173,
-0.34219104051589966,
-0.10276050120592117,
0.2076648324728012,
0.22576816380023956,
-0.3443152904510498,
0.10784336179494858,
-0.46794235706329346,
0.2129880040884018,
-0.24693948030471802,
0.21393565833568573,
0.18051357567310333,
-0.9143802523612976,
0.17446672916412354,
0.36872178316116333,
-0.5094441175460815,
-0.26223158836364746,
-0.1346423476934433,
-0.17918901145458221,
0.18923108279705048,
0.27584102749824524,
-0.29480355978012085,
-0.23115597665309906,
-0.5253011584281921,
-0.21570239961147308,
-0.07725942134857178,
-0.07813534885644913,
0.24843066930770874,
0.053837768733501434,
-0.13547107577323914,
0.5780459642410278,
-0.35852712392807007,
0.1706850528717041,
0.13212430477142334,
0.683053195476532,
-0.1804281324148178,
0.10462002456188202,
-0.05786765366792679,
-0.04485620558261871,
-0.26772448420524597,
0.5300992727279663,
0.517011284828186,
0.49294084310531616,
0.11467351019382477,
-0.05581752210855484,
-0.8438053727149963,
0.2208653837442398,
-0.3114571273326874,
0.01577228121459484,
-0.10775727778673172,
0.5012314915657043,
0.16050469875335693,
-0.9659932851791382,
0.3021162152290344,
0.3472796380519867,
-0.1365618109703064,
0.5457614660263062,
-0.17232532799243927,
0.19024066627025604,
-0.15072444081306458,
-0.9779149293899536,
-0.165705606341362,
0.0007339749136008322,
-0.007295258808881044,
-0.5842880010604858,
-0.031196443364024162,
-0.06474859267473221,
-0.49820566177368164,
-0.38643091917037964,
0.414103627204895,
0.4701596796512604,
-0.007996969856321812,
-0.6811465620994568,
-0.34794512391090393,
-0.19196878373622894,
0.3615337610244751,
0.5449204444885254,
-0.6318321824073792,
-0.6317071318626404,
-0.516008198261261,
-0.20321375131607056,
-0.27189838886260986,
0.4501658082008362,
-0.23622317612171173,
-0.21885083615779877,
0.2699546813964844,
0.18808719515800476,
0.27861881256103516,
0.12774357199668884,
0.23637935519218445,
0.08144287019968033,
0.4955650568008423,
-0.5771970748901367,
-0.41692566871643066,
-0.3831835687160492,
0.2865903973579407,
0.07078536599874496,
0.021742219105362892,
-0.6328125,
-0.20553435385227203,
0.42383620142936707,
-0.5078197121620178,
-0.2516343891620636,
-0.613777220249176,
0.24701184034347534,
0.014901408925652504,
0.0025402649771422148,
-0.052403032779693604,
0.25569915771484375,
0.34575948119163513,
0.13286717236042023,
-0.9168837666511536,
-0.45321357250213623,
-0.3967486023902893,
0.45856672525405884,
0.08180511742830276,
-0.1634705811738968,
-0.5226180553436279,
-0.05192287266254425,
-0.43239516019821167,
0.12293312698602676,
0.09398125112056732,
0.7903285026550293,
-0.3911435306072235,
0.4045620262622833,
-0.502648651599884,
-0.47598645091056824,
-0.2601217031478882,
-0.13500161468982697,
-0.34514132142066956,
0.3992369771003723,
-0.11253665387630463,
-0.06933339685201645,
-0.41791635751724243,
0.1950802356004715,
-0.4943256378173828,
0.17440761625766754,
-0.05942258611321449,
-0.24030789732933044,
-0.24957147240638733,
-0.1430702805519104,
-0.5144206881523132,
-0.11428984254598618,
0.6694048643112183,
0.08634785562753677,
0.39074355363845825,
0.2484673410654068,
0.310101181268692,
0.1562952995300293,
0.2732361853122711,
-0.20291940867900848,
0.5673551559448242,
0.4018900394439697,
-0.8192428350448608,
0.9769644141197205,
0.0964793860912323,
0.022140977904200554,
0.0287281833589077,
-0.11882775276899338,
-0.15882627665996552,
0.1637764722108841,
0.052854273468256,
0.3227047324180603,
0.6470425128936768,
-0.32433411478996277,
0.060703691095113754,
0.09685420989990234,
-0.5931435227394104,
0.6739100813865662,
0.33172476291656494,
0.08465508371591568,
-0.016405856236815453,
0.39641043543815613,
0.3125670850276947,
0.0008929187897592783,
0.5018097758293152,
-0.15732304751873016,
0.14078286290168762,
0.02881946973502636,
-0.08302297443151474,
0.9196089506149292,
1.03069007396698,
-0.12776876986026764,
0.36132946610450745,
0.07253465056419373,
0.06308896839618683,
0.27184513211250305,
-0.48809024691581726,
-0.22733139991760254,
0.20261962711811066,
0.5990051627159119,
0.07433894276618958,
-0.4413242042064667,
0.20382776856422424,
-0.6175710558891296,
0.732721745967865,
0.383678138256073,
0.47731420397758484,
-0.7774662971496582,
0.48918065428733826,
0.43845269083976746,
-0.11547311395406723,
0.045498527586460114,
0.20424528419971466,
-0.05273444578051567,
-0.5606926083564758,
0.5577960014343262,
-0.1945400983095169,
-0.23769091069698334,
0.3260241150856018,
0.6363527774810791,
0.7746414542198181,
-0.13413941860198975,
-0.09325362741947174,
-0.2674925625324249,
0.09169840812683105,
0.30495545268058777,
-0.2442927360534668,
0.4328872263431549,
-0.35308587551116943,
-0.09444893151521683,
0.5271533727645874,
-0.6221694946289062,
0.46677568554878235,
0.3189673125743866,
-0.25343057513237,
0.7866644859313965,
-0.14107391238212585,
-0.0006708336877636611,
0.1754523515701294,
-0.1904989629983902,
-0.2323177456855774,
0.048914652317762375,
-0.1372118592262268,
0.14120736718177795,
-0.043597228825092316,
0.0723690614104271,
0.05600345507264137,
-0.44838187098503113,
-0.028301067650318146,
-0.4104357957839966,
-0.3137407898902893,
0.2465680092573166,
0.3811405301094055,
-0.3276479244232178,
-0.6091201305389404,
-0.245016947388649,
0.5915770530700684,
-0.41635891795158386,
0.19530147314071655,
-0.43381890654563904,
0.6451444625854492,
-0.146819069981575,
0.35611557960510254,
-0.41359958052635193,
0.2945912778377533,
-0.6410414576530457,
-0.3466537594795227,
-0.766556441783905,
0.5253524780273438,
0.4332413077354431,
-0.018394282087683678,
0.022142022848129272,
-0.46270859241485596,
-0.4552050232887268,
0.39489057660102844,
-0.19778069853782654,
0.41115620732307434,
0.17679326236248016,
-0.35223904252052307,
0.1598818600177765,
-0.5180608034133911,
0.5535005927085876,
0.041026171296834946,
-0.08816157281398773,
-0.5794032216072083,
-0.0012402931461110711,
0.22235585749149323,
-0.4378425180912018,
0.2645227611064911,
0.07995977252721786,
-0.04119309037923813,
-0.2688766419887543,
0.2543432414531708,
-0.8219889402389526,
0.2437637448310852,
0.17096292972564697,
0.07788842916488647,
0.5576900243759155,
-0.4396538734436035,
-0.05956145003437996,
-0.19374065101146698,
0.4674915671348572,
0.3207305073738098,
0.041890986263751984,
0.36451756954193115,
-0.13319148123264313,
0.2192499190568924,
-1.1197797060012817,
0.24156272411346436,
-0.013417317532002926,
-0.45539990067481995,
0.6206569075584412,
-0.16235972940921783,
-0.6362737417221069,
-0.021220682188868523,
0.33646005392074585,
-0.45863470435142517,
0.4424704313278198,
0.0621977336704731
] |
In this paper, we present a deep regression approach for face alignment. The deep regressor is a neural network that consists of a global layer and multistage local layers. The global layer estimates the initial face shape from the whole image, while the following local layers iteratively update the shape with local image observations. Combining standard derivations and numerical approximations, we make all layers able to backpropagate error differentials, so that we can apply the standard backpropagation to jointly learn the parameters from all layers. We show that the resulting deep regressor gradually and evenly approaches the true facial landmarks stage by stage, avoiding the tendency that often occurs in the cascaded regression methods and deteriorates the overall performance: yielding early stage regressors with high alignment accuracy gains but later stage regressors with low alignment accuracy gains. Experimental results on standard benchmarks demonstrate that our approach brings significant improvements over previous cascaded regression algorithms.
|
[
0.004362720996141434,
0.006334926001727581,
-0.003843527752906084,
0.008405829779803753,
-0.011474326252937317,
-0.021767420694231987,
0.008600941859185696,
-0.005506601184606552,
-0.00831444002687931,
-0.014596400782465935,
0.002747461199760437,
0.014609587378799915,
0.006549816578626633,
0.009727491065859795,
0.031345613300800323,
0.022776925936341286,
0.005416246131062508,
0.004112323746085167,
0.00405503623187542,
-0.0011986177414655685,
0.003381159156560898,
0.012260472401976585,
0.008299663662910461,
-0.0010255207307636738,
0.002231074031442404,
0.00025198422372341156,
-0.009992829523980618,
0.00047617603559046984,
-0.00017689645756036043,
0.014932258985936642,
0.0032455534674227238,
0.0033249107655137777,
-0.004321587271988392,
0.02445296384394169,
0.0031818142160773277,
-0.002209565369412303,
-0.0012638834305107594,
0.023272410035133362,
0.006079415325075388,
-0.00337380007840693,
0.013535244390368462,
-0.008711175061762333,
0.007210586220026016,
-0.007711569778621197,
-0.005742231383919716,
-0.01758395880460739,
-0.002107632579281926,
0.012650078162550926,
-0.010610988363623619,
0.003916454501450062,
-0.011931121349334717,
0.01662667840719223,
-0.0040277596563100815,
0.007001441437751055,
-0.005276180803775787,
-0.02142220549285412,
0.015931211411952972,
-0.00622815964743495,
-0.010342201218008995,
0.014299040660262108,
-0.006839846260845661,
0.005970043130218983,
0.00021264655515551567,
-0.009714299812912941,
-0.033766597509384155,
-0.06767317652702332,
-0.024606700986623764,
-0.004086689092218876,
0.000811451580375433,
0.017367811873555183,
0.008118392899632454,
0.009245185181498528,
-0.011569304391741753,
-0.01059064269065857,
-0.00032510142773389816,
0.007778876461088657,
-0.01448647491633892,
0.02071155607700348,
0.010552209801971912,
0.007702677510678768,
-0.007761692628264427,
-0.001503575942479074,
0.013345813378691673,
0.01971188187599182,
-0.00459865340963006,
0.005754755809903145,
0.005777255166321993,
-0.009927921928465366,
-0.009735321626067162,
0.02517544850707054,
0.01341310329735279,
-0.027309797704219818,
-0.016556531190872192,
0.02002507820725441,
-0.0459088496863842,
0.010580340400338173,
0.012791230343282223,
-0.0044896891340613365,
0.0018521514721214771,
0.017683543264865875,
-0.011911841109395027,
0.0372324138879776,
0.014566438272595406,
-0.015153823420405388,
-0.03403057903051376,
0.010402409359812737,
-0.00283253937959671,
0.007337797433137894,
-0.0020485538989305496,
0.004986386746168137,
0.002218978013843298,
0.0029356321319937706,
-0.0210478063672781,
0.00891408696770668,
-0.004931926727294922,
-0.0029020432848483324,
0.02049291878938675,
0.0038213301450014114,
0.004138076677918434,
0.012282706797122955,
0.01336047425866127,
0.0006278399378061295,
-0.00035889330320060253,
-0.03753960132598877,
0.009185019880533218,
0.013664329424500465,
-0.0057325828820466995,
-0.00979104358702898,
0.018838761374354362,
0.0016191302565857768,
-0.006484695244580507,
0.0025978919584304094,
-0.008964584209024906,
-0.02694982849061489,
-0.00037592719309031963,
0.005895670503377914,
-0.001275092363357544,
-0.013618998229503632,
-0.004052676260471344,
-0.0020487268920987844,
-0.006823530420660973,
0.0019608514849096537,
0.0075276996940374374,
0.005663275718688965,
-0.005576564930379391,
-0.009150395169854164,
0.002918898593634367,
0.0061908625066280365,
-0.00915488600730896,
-0.00042701326310634613,
0.018039774149656296,
-0.007465769071131945,
-0.025760598480701447,
-0.0017192789819091558,
0.0026556565426290035,
0.026870092377066612,
-0.021921295672655106,
0.004704354330897331,
-0.004940739367157221,
0.00031241681426763535,
0.02707873471081257,
0.0047753299586474895,
0.024452123790979385,
0.007554307579994202,
-0.0016254810616374016,
-0.012750355526804924,
-0.0114359762519598,
0.005830943584442139,
-0.024750415235757828,
-0.001162712462246418,
-0.008389312773942947,
0.003154694102704525,
-0.01651521772146225,
0.00957849994301796,
-0.01235012337565422,
0.002857255982235074,
0.015197471715509892,
0.004560213536024094,
-0.01853128708899021,
0.06773784756660461,
0.004809497855603695,
-0.018343918025493622,
0.007960958406329155,
-0.004153567366302013,
0.0041846903041005135,
0.010602695867419243,
0.02527623251080513,
-0.0034521364141255617,
0.01622900925576687,
-0.0021825344301760197,
-0.02113165706396103,
0.0434240847826004,
0.005866812542080879,
0.0024719140492379665,
0.0019078128971159458,
0.004207737743854523,
0.004672802984714508,
-0.004716900177299976,
0.01104215532541275,
-0.007339936215430498,
0.011709196493029594,
-0.017315637320280075,
0.014821589924395084,
0.0021320581436157227,
-0.019085049629211426,
0.0073693012818694115,
0.006977634970098734,
-0.009539378806948662,
0.0171370767056942,
0.021748561412096024,
0.0009152896236628294,
-0.03705902397632599,
-0.002507472410798073,
0.0046294210478663445,
-0.015291409566998482,
-0.0031595309264957905,
0.03043474815785885,
0.001783863641321659,
0.01217675767838955,
-0.007533716969192028,
-0.0025469320826232433,
-0.0007453225553035736,
0.007483066525310278,
-0.018665647134184837,
0.00022726505994796753,
-0.014122534543275833,
0.004662348423153162,
0.009473039768636227,
0.003542217891663313,
0.0061789145693182945,
0.015256516635417938,
-0.006935113575309515,
-0.009510824456810951,
0.011912254616618156,
0.0038014512974768877,
0.023931819945573807,
0.005015413276851177,
-0.02141842246055603,
0.0178542323410511,
-0.0018903117161244154,
-0.005902142263948917,
0.005002296529710293,
-0.03703511506319046,
-0.021121827885508537,
-0.00821656920015812,
-0.0019929714035242796,
-0.0006455029360949993,
-0.015629922971129417,
0.001929527148604393,
-0.013617265969514847,
0.003391373436897993,
0.0022026884835213423,
0.01855260506272316,
0.020145196467638016,
-0.008344375528395176,
0.004568958654999733,
0.002265144605189562,
-0.005108961369842291,
0.02111458033323288,
-0.0033008919563144445,
0.004498392343521118,
0.005814716685563326,
0.00271049328148365,
-0.0376877635717392,
-0.021935250610113144,
0.03616546094417572,
-0.0019406850915402174,
0.005329299718141556,
0.0028957927133888006,
0.010912954807281494,
0.002474688459187746,
-0.012988617643713951,
-0.004195747897028923,
-0.08171208947896957,
-0.008343280293047428,
-0.0017450847662985325,
0.015174559317529202,
0.01003372110426426,
0.008842460811138153,
-0.0014587498735636473,
0.02363632246851921,
-0.011387292295694351,
0.003728018142282963,
0.004620649851858616,
0.017762569710612297,
-0.013250390067696571,
0.0386497899889946,
0.007401884533464909,
-0.01908918097615242,
0.016428567469120026,
0.0048327213153243065,
0.015684690326452255,
-0.023947913199663162,
0.014782477170228958,
-0.009879074990749359,
0.03393910080194473,
-0.008449109271168709,
-0.01133133377879858,
0.0024885532911866903,
0.0140378437936306,
0.007878376170992851,
-0.02215752750635147,
0.0026419293135404587,
0.0015568563248962164,
-0.007629991043359041,
-0.009636243805289268,
-0.017982598394155502,
0.0153629370033741,
-0.01904299110174179,
-0.008760817348957062,
-0.015217689797282219,
-0.01793462038040161,
-0.013628666289150715,
0.006283069960772991,
0.009466101415455341,
-0.011319916695356369,
0.0031086704693734646,
0.010002341121435165,
0.00452192360535264,
0.005373678170144558,
-0.008710179477930069,
0.014078966341912746,
-0.0027419142425060272,
0.018189966678619385,
-0.0029107462614774704,
-0.004959076642990112,
0.005653479602187872,
-0.006716633215546608,
-0.0023569988552480936,
-0.012069509364664555,
0.010492379777133465,
-0.008931383490562439,
-0.005015905015170574,
-0.007590648718178272,
-0.007000377401709557,
0.02414293959736824,
0.011301068589091301,
0.015829473733901978,
-0.00808474887162447,
-0.0014126560417935252,
-0.02339543029665947,
0.008292396552860737,
0.005164098460227251,
0.011732018552720547,
-0.013576773926615715,
-0.019247230142354965,
-0.005610612221062183,
0.01116985734552145,
-0.011348135769367218,
-0.011116412468254566,
-0.011002015322446823,
0.008877448737621307,
-0.014697102829813957,
-0.027792301028966904,
-0.007674657739698887,
0.010912689380347729,
0.008441228419542313,
-0.011593401432037354,
0.01452343538403511,
0.00019690231420099735,
-0.00832366943359375,
0.005759979598224163,
-0.010616529732942581,
-0.005525224842131138,
0.0054162535816431046,
0.00043985433876514435,
0.0051809921860694885,
-0.006925700232386589,
-0.0054152961820364,
0.010133046656847,
0.005743191111832857,
0.005428677424788475,
0.008845401927828789,
0.007439135108143091,
-0.0022372722160071135,
0.01873035542666912,
-0.010637586005032063,
0.002504634438082576,
0.009528271853923798,
0.012945662252604961,
0.008372706361114979,
0.005031604319810867,
-0.002634885488077998,
-0.029647445306181908,
0.007585037499666214,
-0.011491378769278526,
-0.0011755190789699554,
0.008482921868562698,
0.021503541618585587,
-0.0020758009050041437,
-0.02406536415219307,
0.07297282665967941,
0.0033224918879568577,
-0.0015206418465822935,
-0.016945036128163338,
0.008846178650856018,
-0.008525177836418152,
-0.01124793104827404,
0.01105171162635088,
-0.005048655439168215,
0.00038440292701125145,
0.00968261156231165,
0.02984587661921978,
0.016679463908076286,
0.007597282528877258,
-0.024042099714279175,
-0.003978095017373562,
0.00720774894580245,
-0.0006086301291361451,
0.01201191172003746,
0.021238215267658234,
-0.004532240331172943,
-0.03763304278254509,
-0.006132267415523529,
-0.01168741937726736,
-0.004412361420691013,
-0.02192612737417221,
0.010652363300323486,
-0.015803201124072075,
0.005062967538833618,
0.0031232163310050964,
0.014590435661375523,
-0.010296333581209183,
-0.0050356341525912285,
0.0019116578623652458,
0.0013008327223360538,
0.004130181390792131,
0.009354960173368454,
0.017540276050567627,
0.01034651417285204,
0.001695676939561963,
0.008975855074822903,
-0.012431997805833817,
0.017375178635120392,
0.010620891116559505,
-0.02174040488898754,
-0.014672954566776752,
-0.01942283660173416,
-0.0031603937968611717,
-0.008329933509230614,
0.0027445859741419554,
-0.014370409771800041,
-0.00021527346689254045,
0.00859798863530159,
-0.0018466515466570854,
0.017404381185770035,
-0.0016397498548030853,
0.010500585660338402,
-0.012320047244429588,
-0.0016647384036332369,
0.0056814346462488174,
-0.02412153035402298,
-0.0034195538610219955,
-0.007734470069408417,
-0.008429005742073059,
0.0007921112701296806,
-0.025679396465420723,
0.023734666407108307,
-0.02378147840499878,
0.004629381932318211,
0.020552709698677063,
0.018774893134832382,
0.003238009288907051,
-0.03703145682811737,
-0.008209099993109703,
-0.00678004277870059,
-0.0028791073709726334,
0.014367750845849514,
0.007138964720070362,
0.006020070984959602,
0.0028370898216962814,
0.008514903485774994,
-0.001929340767674148,
-0.001664276234805584,
0.00013348087668418884,
0.0007611270993947983,
0.026656687259674072,
0.0031522465869784355,
-0.07492346316576004,
0.011042281053960323,
0.019936151802539825,
-0.004942808300256729,
-0.0033711702562868595,
0.041373927146196365,
-0.0006057678256183863,
-0.030582677572965622,
0.0052747298032045364,
-0.004238997120410204,
0.01173371635377407,
-0.0012082499451935291,
0.0002160966396331787,
-0.015637319535017014,
0.008679893799126148,
-0.019068937748670578,
-0.0016254568472504616,
0.019305722787976265,
-0.000536017119884491,
0.01265563815832138,
0.001055852510035038,
-0.014343569055199623,
0.013194403611123562,
-0.004797928500920534,
-0.000661061960272491,
-0.08193188905715942,
-0.021516351029276848,
-0.0008620098233222961,
-0.00891585648059845,
-0.013185976073145866,
-0.016057970002293587,
0.003067967016249895,
-0.005920968018472195,
0.01889040507376194,
-0.012495437636971474,
0.001392202451825142,
-0.0013818885199725628,
-0.005333971697837114,
0.02104112133383751,
-0.010263579897582531,
-0.004535178653895855,
0.02185886725783348,
-0.00994497537612915,
-0.000520966132171452,
-0.007872921414673328,
0.013487223535776138,
-0.005732474848628044,
-0.012123879976570606,
0.005737038794904947,
-0.008322102949023247,
-0.003220308804884553,
-0.03551395609974861,
0.006709659472107887,
-0.0017812117002904415,
-0.017452996224164963,
0.004655320197343826,
0.005287814885377884,
0.0011723095085471869,
-0.029063750058412552,
-0.002672781003639102,
-0.008663937449455261,
0.0028461632318794727,
-0.027821287512779236,
0.014966025948524475,
-0.009494914673268795,
-0.0003241467638872564,
0.013195091858506203,
0.0068802195601165295,
0.013854814693331718,
-0.006939250510185957,
0.0060248831287026405,
0.004433284513652325,
0.0036416188813745975,
0.0002777562476694584,
0.009982422925531864,
0.005816478282213211,
-0.004088164307177067,
0.021833062171936035,
0.004457324277609587,
0.00883612222969532,
0.014398099854588509,
0.00019211543258279562,
0.00698976730927825,
0.0538179911673069,
-0.001177980680949986,
-0.01900903508067131,
0.004342860542237759,
0.011534922756254673,
0.0729987621307373,
-0.0034533855505287647,
0.0195600762963295,
-0.0173451267182827,
0.0003036384005099535,
0.001497793011367321,
-0.01608136296272278,
-0.006489114835858345,
-0.012518815696239471,
-0.006521978415548801,
0.020087379962205887,
-0.009193450212478638,
-0.005127044394612312,
0.006748490501195192,
0.008998055011034012,
0.011455618776381016,
0.004032324533909559,
-0.01288084127008915,
-0.007120868191123009,
0.014018462039530277,
-0.022605035454034805,
0.01743711344897747,
-0.0187281034886837,
0.00952867791056633,
0.01920565403997898,
-0.0010291049256920815,
0.012339992448687553,
0.0211443230509758,
-0.022516846656799316,
-0.0022356894332915545,
0.001323794131167233,
0.007659504190087318,
-0.0014757018070667982,
-0.035296522080898285,
0.02774829976260662,
0.0024350397288799286,
-0.005234197713434696,
0.0025865058414638042,
-0.014200268313288689,
-0.009779401123523712,
-0.021735426038503647,
-0.0008616161067038774,
0.0018736408092081547,
0.009483065456151962,
0.011996554210782051,
0.0006364160217344761,
0.015566807240247726,
0.001222612801939249,
0.01081937924027443,
0.018678467720746994,
0.0035040867514908314,
-0.004195593297481537,
0.017289916053414345,
-0.0001474074088037014,
0.01581176370382309,
0.009278520941734314,
-0.013418496586382389,
0.0026688394136726856,
-0.027792319655418396,
-0.008025799877941608,
-0.00006637722253799438,
-0.014129549264907837,
-0.019949957728385925,
-0.0037610281724482775,
0.012477844953536987,
-0.003235077951103449,
-0.02250576764345169,
-0.016450028866529465,
0.003488055197522044,
0.015035271644592285,
-0.001213575596921146,
-0.007902078330516815,
0.0033211042173206806,
-0.019656499847769737,
0.00010491441935300827,
0.0037686123978346586,
-0.010931054130196571,
0.006325355730950832,
0.0015653055161237717,
0.003694540821015835,
-0.0030498651321977377,
0.02119760774075985,
-0.005881674122065306,
0.011385435238480568,
0.02700773999094963,
-0.01417582854628563,
-0.012484564445912838,
0.018544428050518036,
0.00390379736199975,
0.0030165452044457197,
-0.0052794199436903,
0.007155353669077158,
0.013843264430761337,
-0.01063690148293972,
0.004419372417032719,
0.03306519240140915,
0.003519213991239667,
0.00623935554176569,
-0.006584726739674807,
-0.0021734731271862984,
0.0018297361675649881,
0.0019491035491228104,
-0.018860433250665665,
-0.043484121561050415,
0.013644218444824219,
-0.014089369215071201,
-0.023091930896043777,
-0.01653888262808323,
-0.017884498462080956,
0.011756861582398415,
0.01017683930695057,
-0.0021395620424300432,
-0.01567000150680542,
-0.010379999876022339,
-0.006748680491000414,
-0.002483258955180645,
-0.011924655176699162,
-0.0260109044611454,
-0.007021142169833183,
-0.0058334218338131905,
-0.030436649918556213,
-0.01968153566122055,
0.018574001267552376,
0.012917555868625641,
0.01179912593215704,
-0.02301807701587677,
-0.005615944042801857,
-0.002773567335680127,
0.015761759132146835,
-0.0018454447854310274,
0.017912738025188446,
-0.020072154700756073,
-0.00640140101313591,
-0.0005916216177865863,
0.009153004735708237,
-0.0392770878970623,
0.03175820782780647,
0.0010760879376903176,
0.020536478608846664,
0.0179956816136837,
0.023200247436761856,
-0.0055122897028923035,
0.010272462852299213,
-0.0038559637032449245,
0.007351658307015896,
-0.011160952970385551,
0.021905340254306793,
0.01586451567709446,
0.009572478011250496,
0.006162450648844242,
0.01990097388625145,
0.017133180052042007,
0.005873684771358967,
-0.005402965471148491,
-0.025914745405316353,
0.003056855872273445,
0.0026134320069104433,
0.01325739175081253,
0.01993912272155285,
0.0030799831729382277,
-0.017966173589229584,
0.013377463445067406,
-0.006316045299172401,
0.00943539198487997,
0.004477351438254118,
-0.0062330737709999084,
-0.00146935461089015,
-0.015856847167015076,
-0.009796880185604095,
-0.005405038595199585,
-0.004205763339996338,
0.007462486624717712,
0.0036328164860606194,
0.0032891135197132826,
-0.029575740918517113,
-0.009875571355223656,
-0.013120541349053383,
0.010327196680009365,
-0.013086346909403801,
0.007893668487668037,
0.013298377394676208,
0.0010870015248656273,
-0.006424144376069307,
-0.00552543718367815,
-0.0005013624904677272,
0.006404147483408451,
-0.0014562754658982158,
-0.001456660102121532,
-0.005992545746266842,
0.03153000771999359,
-0.0012537715956568718,
0.002931831870228052,
-0.009709946811199188,
0.008553114719688892,
0.006978653836995363,
0.0005498155951499939,
-0.004967664368450642,
0.00777386873960495,
0.009097462520003319,
0.011237777769565582,
-0.005077277775853872,
-0.018861930817365646
] |
[
-0.27345767617225647,
0.05616314709186554,
0.49817216396331787,
0.056572504341602325,
-0.025138642638921738,
0.6653096675872803,
0.17875897884368896,
-0.2596995532512665,
0.14170901477336884,
-0.6415915489196777,
-0.06281376630067825,
0.6955855488777161,
0.15749818086624146,
0.2648278474807739,
-0.036478906869888306,
0.4897254407405853,
0.4273430109024048,
-0.18072305619716644,
-0.3783005177974701,
-0.27094727754592896,
0.013318008743226528,
-0.1337009072303772,
0.47389668226242065,
-0.019786827266216278,
-0.3149486780166626,
-0.06873708218336105,
0.6889201402664185,
0.5309001803398132,
0.22049249708652496,
0.007639669347554445,
-0.1792852282524109,
0.09095204621553421,
-0.3610135614871979,
-0.6774402856826782,
0.017689229920506477,
0.3790991008281708,
0.03418022394180298,
0.05795915797352791,
-0.08248351514339447,
-0.20362280309200287,
0.23774796724319458,
0.20457273721694946,
-0.5227140784263611,
0.6783481240272522,
-0.46770551800727844,
-0.6380254626274109,
-1.4609063863754272,
0.4149364233016968,
-0.18800261616706848,
-0.5841106176376343,
-0.3265978991985321,
0.5986811518669128,
0.6566606760025024,
0.16984638571739197,
-0.29365086555480957,
0.3640022575855255,
-0.22434952855110168,
-0.37338557839393616,
0.32364413142204285,
-0.15098831057548523,
-0.09517066180706024,
0.2269364595413208,
-0.13272054493427277,
0.16488292813301086,
-0.3753707706928253,
0.4651268720626831,
0.03972059488296509,
-0.6675565838813782,
-0.8185067772865295,
-0.040829241275787354,
0.40013107657432556,
-0.023810509592294693,
-0.39451709389686584,
0.6489593386650085,
-0.6933923959732056,
0.20155926048755646,
0.007885505445301533,
-0.32577019929885864,
0.2510910928249359,
-0.18692734837532043,
-0.01690184697508812,
-0.42037007212638855,
0.29223328828811646,
-0.22700686752796173,
0.547367513179779,
0.1459205448627472,
0.06363335251808167,
0.10746993124485016,
-0.5411876440048218,
0.08242600411176682,
-0.6197885870933533,
-0.5066676139831543,
0.22469103336334229,
0.5485742688179016,
0.6784089803695679,
0.08301037549972534,
0.09899795800447464,
0.13114038109779358,
0.3176937997341156,
0.22690410912036896,
0.1067129597067833,
0.02296559512615204,
0.02883259393274784,
0.07910856604576111,
-0.2606504261493683,
-0.5398642420768738,
-0.46888279914855957,
-0.4746941328048706,
-0.6872462630271912,
0.24384908378124237,
-0.939822256565094,
0.29939189553260803,
-0.1224544420838356,
-0.4201301038265228,
-0.16216330230236053,
-0.30317598581314087,
-0.20754991471767426,
-0.20993229746818542,
-0.19646982848644257,
0.2818602919578552,
-0.5686430335044861,
0.9776685237884521,
0.13526120781898499,
0.15758608281612396,
0.11402535438537598,
0.4801986515522003,
0.3457670509815216,
0.4212454557418823,
-0.5629020929336548,
0.03404168412089348,
0.48076531291007996,
0.5873922109603882,
0.11095982044935226,
0.34538304805755615,
0.10914359241724014,
-0.8117493391036987,
0.5638593435287476,
-0.09064304828643799,
0.26961174607276917,
-0.01971348747611046,
-0.25359728932380676,
-0.6810535788536072,
-0.3051382899284363,
-0.16524046659469604,
0.13777217268943787,
-0.6416606307029724,
0.14377906918525696,
-0.06868013739585876,
-0.5626538991928101,
-0.23267585039138794,
-0.06384109705686569,
0.3822341561317444,
-0.6837275624275208,
-0.6701644062995911,
-0.03685352951288223,
1.0151335000991821,
-0.40137770771980286,
-0.34240713715553284,
-0.3122614622116089,
0.23139645159244537,
0.13189668953418732,
0.17659544944763184,
-0.5208741426467896,
-0.1778814047574997,
0.4707878530025482,
-0.5198693871498108,
0.3439665138721466,
0.03323940932750702,
0.31332600116729736,
0.18319430947303772,
-0.14437177777290344,
0.013754199258983135,
0.45313215255737305,
-0.6128154993057251,
-0.17837679386138916,
0.3543309271335602,
0.6112714409828186,
0.30467739701271057,
0.4334302246570587,
-0.38847315311431885,
-0.7935360074043274,
-0.3284064531326294,
0.09655486792325974,
-0.06688129156827927,
0.15942439436912537,
-0.0596919059753418,
0.5858563780784607,
0.17543764412403107,
-0.20732568204402924,
0.18844136595726013,
-0.33954060077667236,
-0.05795424431562424,
0.5441816449165344,
-0.836595892906189,
1.2860705852508545,
-0.0148098673671484,
-0.5933155417442322,
1.0778980255126953,
-0.3930265009403229,
0.6558972597122192,
-0.13841012120246887,
-0.30209118127822876,
-0.0067736064083874226,
-0.07279787957668304,
-0.298479825258255,
-0.15771573781967163,
0.10503361374139786,
-0.017146974802017212,
-0.360021710395813,
-0.08898288756608963,
0.39069223403930664,
-0.5617390871047974,
-0.6296193599700928,
-0.21223905682563782,
0.27049699425697327,
0.10002501308917999,
-0.36347496509552,
0.05372136831283569,
-0.011843944899737835,
-0.35447049140930176,
1.0334404706954956,
-0.24912482500076294,
0.14565926790237427,
0.23529177904129028,
-0.04291388392448425,
0.8132798671722412,
0.37559008598327637,
0.5597497224807739,
0.9967979788780212,
-0.725284993648529,
-0.13463491201400757,
-0.009363285265862942,
0.29163816571235657,
-0.3380226790904999,
0.05200713500380516,
-0.14995619654655457,
0.44811004400253296,
-0.2154739648103714,
0.6610499024391174,
-0.04917743429541588,
-0.08607953786849976,
0.2679131031036377,
-0.41952866315841675,
0.019866617396473885,
-0.002796409884467721,
-0.22149820625782013,
-0.2977237403392792,
0.46351540088653564,
-0.9322558641433716,
-0.16526392102241516,
0.06910310685634613,
0.3832417130470276,
-0.11189036071300507,
-0.5555812120437622,
-0.13503296673297882,
0.2710190415382385,
-0.0834469422698021,
-0.5332954525947571,
-0.14247295260429382,
0.38789108395576477,
0.06460625678300858,
0.03492604196071625,
-0.2955218553543091,
0.09628250449895859,
0.06687963008880615,
-0.5217254757881165,
-0.8359202742576599,
-0.38193514943122864,
0.9689762592315674,
0.4298933148384094,
0.40152981877326965,
-0.2176285982131958,
-0.4672429859638214,
0.5334734320640564,
-0.08239234238862991,
-0.5812332034111023,
-0.056733183562755585,
0.4419296383857727,
-0.6647831797599792,
-0.49531492590904236,
0.15868398547172546,
0.6664413809776306,
0.7706232666969299,
0.17201407253742218,
-0.7472230195999146,
-0.2731134295463562,
0.12709388136863708,
0.01979462429881096,
-0.5552048683166504,
0.031555477529764175,
-0.13029025495052338,
0.7957530617713928,
0.10379587858915329,
-0.27243074774742126,
-0.011312737129628658,
0.8178040981292725,
-0.0937662199139595,
-0.28174930810928345,
0.37972474098205566,
0.04669921472668648,
-0.3294408321380615,
0.08638733625411987,
-0.3547559380531311,
-0.39577266573905945,
-0.31057217717170715,
0.003651723265647888,
-0.7686463594436646,
0.6217905879020691,
-5.884454727172852,
-0.3490675091743469,
-0.5717057585716248,
-0.00012966152280569077,
-0.1797204464673996,
-0.2551135718822479,
0.7225821018218994,
0.22031772136688232,
-0.08141354471445084,
-0.25687211751937866,
0.20732015371322632,
-0.06521990150213242,
-0.08947844058275223,
0.5809047818183899,
0.11258309334516525,
0.10632108896970749,
0.5977855920791626,
0.07284434139728546,
0.5066778063774109,
0.4507349729537964,
0.1654955893754959,
-0.4290696382522583,
-0.3019725978374481,
0.12605802714824677,
0.00789786409586668,
0.7157369256019592,
-0.5415923595428467,
0.2659255266189575,
0.01163408812135458,
-0.27111947536468506,
-0.009786093607544899,
-0.6046946048736572,
-0.31195515394210815,
0.07967104762792587,
0.4151107668876648,
0.39548537135124207,
0.059672124683856964,
-0.33216071128845215,
0.48877736926078796,
-0.3216233551502228,
0.29015207290649414,
0.6496864557266235,
-0.09931281208992004,
-0.39857643842697144,
0.5380321741104126,
-0.1914491206407547,
-0.2454805076122284,
0.07505223900079727,
-0.2358742505311966,
0.6443618535995483,
0.25941896438598633,
-0.3306746482849121,
0.22625206410884857,
0.3735676109790802,
0.14003986120224,
-0.29118579626083374,
0.03687319532036781,
0.0356583334505558,
-0.21006563305854797,
0.304386168718338,
0.20167340338230133,
-0.370749294757843,
-0.008568652905523777,
-1.2443915605545044,
0.029201529920101166,
0.17183370888233185,
-0.46360209584236145,
-0.5852488279342651,
-0.0690254271030426,
0.17435990273952484,
-0.1126982569694519,
0.028612757101655006,
-0.21793805062770844,
-0.49458932876586914,
0.22350619733333588,
-0.29650163650512695,
0.2661897838115692,
-0.4879108667373657,
-0.32846522331237793,
-0.12012289464473724,
0.013788241893053055,
-0.6487808227539062,
0.06921222805976868,
-0.1664220541715622,
-0.1192886009812355,
-0.4398123025894165,
0.037718214094638824,
-0.2595279812812805,
-0.09712809324264526,
-0.14062294363975525,
0.4346027672290802,
-0.5414595603942871,
0.1332363337278366,
0.055402979254722595,
0.3873695731163025,
0.20459283888339996,
0.22219467163085938,
0.027009597048163414,
0.6570693254470825,
-0.4003514051437378,
0.5858989953994751,
-0.24049735069274902,
0.02963177114725113,
-0.5492072701454163,
0.15266498923301697,
0.2711869478225708,
-0.1994609236717224,
-0.001075922162272036,
0.6216055750846863,
-0.2874026298522949,
-0.27699020504951477,
-0.008147383108735085,
-0.4070690870285034,
-0.028985098004341125,
0.6088653802871704,
-0.24187976121902466,
-0.4440968632698059,
-0.343702495098114,
0.441620409488678,
0.06477925181388855,
-0.057238586246967316,
-0.026866229251027107,
0.0747523382306099,
0.15136708319187164,
0.11894737929105759,
-0.4233958423137665,
0.16783958673477173,
0.7284725904464722,
-0.403446763753891,
0.22316767275333405,
0.4514493942260742,
0.4268611669540405,
-0.44427675008773804,
0.15145349502563477,
0.33599942922592163,
-0.5202564001083374,
0.11009089648723602,
0.04855823144316673,
-0.1018914133310318,
-0.2753032445907593,
0.7068111300468445,
0.10864657163619995,
0.06464032828807831,
-0.35751232504844666,
0.2884759306907654,
0.17115500569343567,
-0.34416282176971436,
-0.1194474995136261,
-0.5101988911628723,
0.41000768542289734,
-0.2156226485967636,
-0.4009232819080353,
-0.41348952054977417,
-0.13243556022644043,
0.2808300256729126,
0.14649373292922974,
-0.09387166798114777,
0.0004650923074223101,
0.3108704686164856,
-0.10531114786863327,
0.4403773248195648,
-0.059105273336172104,
-0.551668643951416,
0.37645483016967773,
-0.25457319617271423,
0.30598610639572144,
-0.5856497287750244,
-0.40421998500823975,
0.02986733801662922,
0.4529416263103485,
-0.2751857042312622,
-0.11960949748754501,
-0.2732745409011841,
-0.7856545448303223,
0.08162382990121841,
0.0006526395445689559,
-0.07608868181705475,
0.05278784781694412,
0.180540069937706,
0.004656628705561161,
-0.14420919120311737,
-0.26659056544303894,
-0.08334361761808395,
0.3293621838092804,
0.8696449398994446,
0.40100693702697754,
-0.4870353639125824,
0.07740273326635361,
-0.49232643842697144,
-0.18769364058971405,
0.3999030590057373,
0.4670209288597107,
-0.013191638514399529,
-0.1241283267736435,
-0.1139005497097969,
-0.2242872714996338,
0.49507349729537964,
0.569036066532135,
-0.14983771741390228,
-0.09623740613460541,
-0.255863755941391,
0.44376298785209656,
-0.3691800832748413,
0.8005573749542236,
0.708490788936615,
-0.599385678768158,
0.08364287763834,
0.13197536766529083,
-0.2733668386936188,
-0.14527375996112823,
-0.15538889169692993,
-0.4570712149143219,
-0.250051885843277,
-0.2646869421005249,
-0.31257760524749756,
-0.06258942931890488,
0.5461457967758179,
-0.39684179425239563,
-0.02147040329873562,
0.420518159866333,
0.0010928284609690309,
-0.6374618411064148,
-0.020634563639760017,
0.34535568952560425,
-0.2437618523836136,
-0.1718125194311142,
0.2594471275806427,
-0.21323753893375397,
-0.35391515493392944,
0.40597736835479736,
0.38597530126571655,
0.11017750948667526,
0.18126483261585236,
-0.11068246513605118,
0.15104921162128448,
-0.3587106168270111,
-0.34218671917915344,
0.35090866684913635,
-0.1505585014820099,
0.08582204580307007,
-0.0810382291674614,
0.5962897539138794,
-0.22973975539207458,
0.030895952135324478,
0.13620693981647491,
0.268793523311615,
0.18777815997600555,
-0.40314266085624695,
-0.563694953918457,
0.0477607324719429,
0.3790772557258606,
-0.047822024673223495,
-0.12373203784227371,
-0.06124762445688248,
0.4920521676540375,
0.37131038308143616,
-0.10909050703048706,
-0.8558699488639832,
-0.14392489194869995,
0.6960319876670837,
0.13544383645057678,
-0.13631176948547363,
0.1999742090702057,
-0.6999212503433228,
0.39010506868362427,
-0.09474706649780273,
-0.16743628680706024,
-0.4420450031757355,
0.5120545029640198,
-0.2777697741985321,
0.014935328625142574,
0.09097650647163391,
0.22733239829540253,
0.34811002016067505,
-0.18134523928165436,
0.1010017916560173,
-0.22187240421772003,
0.36400479078292847,
0.10549044609069824,
0.13839022815227509,
-0.10579425096511841,
-0.049791980534791946,
-0.17948143184185028,
0.08020660281181335,
0.0013505613896995783,
0.04218029975891113,
0.4300488531589508,
0.12496968358755112,
0.18611040711402893,
-0.18366916477680206,
-0.6092666387557983,
0.15074381232261658,
-0.7229809761047363,
0.19258630275726318,
-0.24641264975070953,
0.4355589747428894,
0.29430708289146423,
0.5068866014480591,
-0.25080108642578125,
0.2414926290512085,
0.16638243198394775,
0.9535650014877319,
0.07359018921852112,
0.010122140869498253,
0.39239785075187683,
0.2266477793455124,
0.47337689995765686,
0.20663245022296906,
0.11217978596687317,
-0.017833484336733818,
0.6271297931671143,
0.19597883522510529,
0.16002829372882843,
0.5688962340354919,
-0.08195370435714722,
-0.011567868292331696,
0.42637398838996887,
-0.11818427592515945,
0.44995594024658203,
0.3788064122200012,
-0.08855842053890228,
0.9309341311454773,
0.5530836582183838,
-0.6203020215034485,
-0.28601452708244324,
0.6929380893707275,
-0.3565354347229004,
0.037922121584415436,
-0.06752356141805649,
0.42438971996307373,
0.24731609225273132,
0.6855030655860901,
-0.29492998123168945,
0.19527406990528107,
0.263651043176651,
0.010916586965322495,
0.7382171750068665,
-0.4249843955039978,
-0.2593315839767456,
-0.0748407170176506,
0.5972913503646851,
0.6537341475486755,
-0.6930298209190369,
-0.047191374003887177,
0.17445425689220428,
0.3373892903327942,
0.11078877002000809,
0.5693798661231995,
0.022199584171175957,
0.8413804769515991,
0.1008833572268486,
-0.43659886717796326,
-0.020603878423571587,
0.09223571419715881,
-0.21646365523338318,
-0.058441370725631714,
0.49729815125465393,
-0.14357833564281464,
-0.5975692272186279,
0.6415780782699585,
0.08583498746156693,
0.45025280117988586,
-0.09076394885778427,
-0.34528183937072754,
-0.7252950668334961,
-0.2194359451532364,
0.3518955409526825,
0.20066358149051666,
0.33637678623199463,
0.19378530979156494,
-0.2148847132921219,
0.8296995759010315,
-0.27477601170539856,
0.07180030643939972,
-0.14841046929359436,
-1.1733030080795288,
-0.0218571275472641,
-0.02155451662838459,
-0.4901573956012726,
0.2991577982902527,
0.12039461731910706,
-0.020266514271497726,
-0.2846831977367401,
-0.39918315410614014,
-0.09319517761468887,
0.049493514001369476,
0.033195678144693375,
0.15517458319664001,
0.3934231400489807,
0.09659373760223389,
0.13300910592079163,
-0.9415406584739685,
-0.4679003059864044,
0.37789785861968994,
-0.14089497923851013,
0.1878495067358017,
-0.5472660064697266,
0.5344376564025879,
0.2657661437988281,
0.08025259524583817,
0.1784178912639618,
0.32852867245674133,
0.0840664654970169,
0.9748551249504089,
-0.3434215188026428,
0.31910020112991333,
-0.678796648979187,
-0.29647013545036316,
-0.6255771517753601,
-0.36969295144081116,
0.617725133895874,
-0.20037175714969635,
-0.37321701645851135,
0.041351091116666794,
-0.38016143441200256,
0.17978408932685852,
-0.3241385221481323,
-0.10031875222921371,
0.1264621913433075,
-0.2231198251247406,
-0.25359565019607544,
-0.26291900873184204,
0.6473643779754639,
-0.14250336587429047,
0.04827753081917763,
-0.49825215339660645,
0.38385486602783203,
0.1878335326910019,
-0.24867697060108185,
0.14690162241458893,
0.09038369357585907,
-0.42151570320129395,
-0.4124161899089813,
0.8949530124664307,
-0.6785216927528381,
0.1833062320947647,
0.26302430033683777,
0.4849744737148285,
0.18373791873455048,
-0.6670699119567871,
-0.5916755199432373,
-0.5334201455116272,
0.015631943941116333,
0.6114728450775146,
-0.12551502883434296,
-0.09015366435050964,
-0.41583555936813354,
-0.10544649511575699,
-0.7644888162612915,
0.4721405506134033,
-0.2213272750377655,
0.083793506026268,
-0.40992316603660583,
-0.25572067499160767,
-0.32234081625938416,
0.12712326645851135,
-0.3720814287662506,
-0.6271435618400574,
-0.40012064576148987,
0.04413573443889618
] |
We present a robust method to map detected facial Action Units (AUs) to six basic emotions. Automatic AU recognition is prone to errors due to illumination, tracking failures and occlusions. Hence, traditional rule based methods to map AUs to emotions are very sensitive to false positives and misses among the AUs. In our method, a set of chosen AUs are mapped to the six basic emotions using a learned statistical relationship and a suitable matching technique. Relationships between the AUs and emotions are captured as template strings comprising the most discriminative AUs for each emotion. The template strings are computed using a concept called discriminative power. The Longest Common Subsequence (LCS) distance, an approach for approximate string matching, is applied to calculate the closeness of a test string of AUs with the template strings, and hence infer the underlying emotions. LCS is found to be efficient in handling practical issues like erroneous AU detection and helps to reduce false predictions. The proposed method is tested with various databases like CK+, ISL, FACS, JAFFE, MindReading and many real-world video frames. We compare our performance with rule based techniques, and show clear improvement on both benchmark databases and real-world datasets.
|
[
0.0018107928335666656,
0.012877941131591797,
-0.020689545199275017,
0.012516781687736511,
0.006190099287778139,
-0.019332818686962128,
0.008720161393284798,
-0.023319514468312263,
-0.017515096813440323,
0.01283668540418148,
-0.006664201617240906,
0.007682512514293194,
-0.008299766108393669,
0.026199031621217728,
0.013791087083518505,
0.01224503293633461,
-0.033541928976774216,
-0.019396524876356125,
0.005350919906049967,
-0.010445605963468552,
0.009930307976901531,
-0.009975466877222061,
0.009275166317820549,
-0.010055446065962315,
-0.005720748100429773,
-0.007362749893218279,
-0.0002544783055782318,
0.012635011225938797,
0.0014054495841264725,
-0.00010958104394376278,
-0.015566512942314148,
0.011477561667561531,
-0.0032614278607070446,
0.01785900816321373,
0.0002839465159922838,
-0.03478267043828964,
-0.006025174632668495,
0.024616733193397522,
0.010316411033272743,
-0.0046404702588915825,
0.01016547903418541,
-0.009639512747526169,
-0.003725725691765547,
0.0048077781684696674,
-0.010661453008651733,
-0.009955969639122486,
-0.010613017715513706,
-0.010329307056963444,
-0.02011628821492195,
0.007295356132090092,
-0.01727672666311264,
0.02215045690536499,
-0.014492269605398178,
-0.013168292120099068,
-0.005659418646246195,
-0.021654481068253517,
0.017716549336910248,
0.016103103756904602,
-0.02533300593495369,
0.03272246569395065,
-0.02192142978310585,
-0.007083990145474672,
0.023560374975204468,
-0.034392811357975006,
-0.0059510087594389915,
-0.0672476664185524,
-0.017751384526491165,
0.023137323558330536,
-0.005846455693244934,
-0.01109361182898283,
0.01508545596152544,
0.012483293190598488,
0.002409260720014572,
0.01977156102657318,
-0.01815587468445301,
-0.002024187473580241,
-0.006302326917648315,
0.006375754717737436,
0.013467976823449135,
-0.007062951568514109,
0.0186800267547369,
0.0038173957727849483,
0.01216754037886858,
0.016262298449873924,
-0.01684141717851162,
0.0208025760948658,
-0.007858628407120705,
0.008531570434570312,
0.02266789972782135,
0.03466705232858658,
0.001569920452311635,
0.0009264638647437096,
0.007830766960978508,
-0.00309688039124012,
-0.00952184572815895,
0.00858750008046627,
0.033461447805166245,
-0.014235966838896275,
0.04907454922795296,
0.0035993633791804314,
-0.008905570954084396,
-0.013663479126989841,
0.026488758623600006,
-0.0022501861676573753,
-0.019915692508220673,
0.013713124208152294,
0.005786934867501259,
0.023884575814008713,
0.008763842284679413,
-0.0005090806516818702,
-0.006814300548285246,
0.01812015473842621,
-0.03391897678375244,
0.0182174164801836,
0.02135247364640236,
-0.02463759481906891,
0.012212680652737617,
0.004402074031531811,
0.00906229205429554,
-0.030177786946296692,
0.029712438583374023,
-0.020705975592136383,
0.0007828157977201045,
0.023002024739980698,
0.008380834013223648,
0.02921123243868351,
-0.03597355633974075,
-0.005736669525504112,
-0.003828608663752675,
0.009006715379655361,
-0.012170607224106789,
0.026737099513411522,
-0.02116096392273903,
-0.011013808660209179,
-0.0029000123031437397,
-0.001965141389518976,
0.013529490679502487,
0.007845855318009853,
0.004423633683472872,
0.001988455653190613,
0.016427215188741684,
0.010449144057929516,
0.009324256330728531,
0.021825071424245834,
-0.020321562886238098,
-0.009132825769484043,
-0.004094293341040611,
0.014142508618533611,
-0.011535091325640678,
-0.007722135633230209,
0.0065190596505999565,
-0.024726727977395058,
-0.026792656630277634,
-0.017904512584209442,
-0.00784515030682087,
0.0014268993400037289,
-0.012090575881302357,
-0.02844391204416752,
-0.0007962682284414768,
-0.00299115851521492,
0.03275392949581146,
0.008680625818669796,
0.03174716979265213,
0.007884439080953598,
-0.019546741619706154,
0.0028092539869248867,
0.019914578646421432,
0.013255934230983257,
-0.025998450815677643,
0.004268354270607233,
0.005394607316702604,
0.02289735898375511,
-0.012372525408864021,
0.004012653604149818,
-0.00801184680312872,
0.009406348690390587,
0.01486150361597538,
0.0062375678680837154,
-0.019645001739263535,
0.06764352321624756,
0.020165203139185905,
0.023654595017433167,
0.00740269897505641,
0.03768550604581833,
0.014382687397301197,
-0.003301659831777215,
0.02513100579380989,
-0.017516978085041046,
-0.003840754507109523,
-0.018554579466581345,
-0.0037324270233511925,
0.024871043860912323,
-0.002085524844005704,
-0.014454304240643978,
-0.005204863380640745,
0.0037887217476963997,
-0.002702266676351428,
0.006721213459968567,
0.0004049725830554962,
0.0013847341760993004,
-0.021715980023145676,
0.0005664029158651829,
0.0041168853640556335,
0.020008083432912827,
-0.021228814497590065,
0.007378927432000637,
0.021594908088445663,
-0.02067277766764164,
-0.02122417837381363,
0.008293656632304192,
0.028569288551807404,
0.022672053426504135,
-0.008865703828632832,
-0.012917752377688885,
0.007525562308728695,
-0.0038442816585302353,
0.02226787433028221,
0.01370726153254509,
0.012773128226399422,
-0.019261298701167107,
-0.0010963407112285495,
-0.005350714549422264,
0.023511283099651337,
-0.001694356556981802,
0.0010716062970459461,
0.004037467762827873,
0.017843101173639297,
0.011763141490519047,
-0.010734394192695618,
0.006457390263676643,
-0.008073804900050163,
-0.01063446793705225,
-0.007131344638764858,
-0.006979262921959162,
0.02238217554986477,
-0.0004963432438671589,
0.008652649819850922,
-0.03640227019786835,
0.017632445320487022,
-0.00812995620071888,
-0.025950845330953598,
-0.012106578797101974,
-0.004029508680105209,
-0.026302361860871315,
-0.0022137705236673355,
-0.004539403598755598,
0.0002707759849727154,
-0.005732641089707613,
0.02989828959107399,
-0.02613857388496399,
0.006662978790700436,
0.010964756831526756,
0.03125057369470596,
0.003997947089374065,
-0.01516229473054409,
-0.01859404146671295,
0.004719329997897148,
0.01528584398329258,
0.020858457311987877,
-0.02954341098666191,
0.0024443729780614376,
0.0074671246111392975,
0.005571378394961357,
-0.020051930099725723,
0.008297368884086609,
0.01013544574379921,
-0.0024443247821182013,
-0.008277015760540962,
-0.021716218441724777,
-0.04104016721248627,
0.0035167294554412365,
-0.011735932901501656,
-0.00926306750625372,
-0.08121791481971741,
-0.008605805225670338,
0.02311861328780651,
0.020649302750825882,
0.010958993807435036,
0.0154781648889184,
-0.012783868238329887,
0.013498646207153797,
-0.00482938764616847,
0.004625184927135706,
0.006543061695992947,
0.026573054492473602,
-0.017879094928503036,
-0.0002266373485326767,
-0.00448449794203043,
-0.005307732615619898,
0.014069247990846634,
-0.004995416849851608,
0.0012458437122404575,
0.013907859101891518,
-0.01658550836145878,
-0.022602632641792297,
-0.027210522443056107,
0.018131710588932037,
-0.01741565391421318,
-0.0036615037824958563,
-0.008605877868831158,
-0.005266138352453709,
-0.007462303154170513,
-0.013082796707749367,
-0.007158234715461731,
-0.011913901194930077,
-0.04239347204566002,
-0.012892749160528183,
0.038403257727622986,
0.022400429472327232,
0.013099033385515213,
-0.0025643438566476107,
-0.014506787061691284,
-0.005058602895587683,
-0.009401439689099789,
0.011176282539963722,
-0.011674437671899796,
0.006534002721309662,
0.01431398093700409,
0.036847129464149475,
-0.01669641025364399,
-0.010065881535410881,
0.014937041327357292,
-0.03711856156587601,
0.009497659280896187,
0.004422088153660297,
-0.00026367069222033024,
0.012544790282845497,
-0.019464530050754547,
0.008187606930732727,
-0.008504288271069527,
-0.005635995417833328,
-0.01195098552852869,
-0.00346835283562541,
-0.01920522004365921,
-0.008872811682522297,
0.005108619574457407,
-0.019892647862434387,
-0.01533955056220293,
-0.020095519721508026,
0.010904720053076744,
0.008134381845593452,
0.005496850237250328,
-0.011250132694840431,
-0.019598351791501045,
-0.008800688199698925,
-0.015844019129872322,
0.0024837281089276075,
-0.000979323871433735,
-0.025050820782780647,
-0.01159244030714035,
-0.008572597056627274,
0.006994883995503187,
0.02335386723279953,
-0.0023323027417063713,
0.009752148762345314,
-0.005698883906006813,
-0.0015777806984260678,
-0.029547210782766342,
-0.025842249393463135,
0.0031654355116188526,
-0.014265974052250385,
0.016704823821783066,
-0.005424060393124819,
0.02091272361576557,
0.017465652897953987,
0.04001478850841522,
0.008140424266457558,
0.018202433362603188,
0.0106045575812459,
0.019715867936611176,
0.000006473390385508537,
0.015029623173177242,
0.009311269037425518,
-0.0043446384370327,
-0.003107130527496338,
-0.0008939900435507298,
-0.007487284950911999,
-0.01989194191992283,
0.013520780950784683,
-0.0010971976444125175,
-0.011995978653430939,
-0.00909366738051176,
-0.01132628507912159,
-0.004334043245762587,
-0.04327962547540665,
-0.01009020023047924,
0.017940949648618698,
0.010154195129871368,
0.004512018524110317,
-0.01393628679215908,
-0.022073622792959213,
0.07280454784631729,
-0.01323783304542303,
0.01271120086312294,
-0.015980686992406845,
0.011938173323869705,
-0.02481258660554886,
-0.024275239557027817,
-0.0018642740324139595,
0.02489752322435379,
0.008760367520153522,
0.009148035198450089,
-0.004611947573721409,
0.02195807732641697,
-0.009470870718359947,
-0.0583772212266922,
0.017195262014865875,
0.014674706384539604,
-0.012561986222863197,
0.011079042218625546,
0.023256847634911537,
-0.027091344818472862,
-0.0021911831572651863,
-0.010354220867156982,
0.018910948187112808,
-0.005341633688658476,
0.024405337870121002,
0.003345820587128401,
-0.02046576701104641,
0.0052339001558721066,
0.00899309292435646,
0.01640777289867401,
0.009378105401992798,
-0.002388330176472664,
0.020010285079479218,
-0.017963048070669174,
0.000033642398193478584,
0.028975049033761024,
-0.002732163527980447,
-0.003712931415066123,
-0.012039318680763245,
0.018454063683748245,
-0.015179255977272987,
-0.011728093959391117,
0.025073576718568802,
0.027158377692103386,
-0.017444927245378494,
-0.01208239421248436,
-0.005751354619860649,
-0.008556806482374668,
0.0050269728526473045,
-0.0159357488155365,
0.004926158115267754,
0.012751671485602856,
-0.013650154694914818,
0.038863614201545715,
0.0009733090410009027,
0.01153592299669981,
0.0015566102229058743,
0.0014274774584919214,
0.010526719503104687,
-0.031619586050510406,
-0.0011767605319619179,
0.013605860993266106,
-0.004049268551170826,
0.01671125739812851,
-0.008961125276982784,
-0.00851899292320013,
-0.01078783068805933,
0.03800849989056587,
-0.0046911281533539295,
-0.003902323544025421,
-0.015388185158371925,
-0.0007074959576129913,
-0.01514800451695919,
-0.0012985263019800186,
-0.025632217526435852,
-0.004138726741075516,
-0.026969239115715027,
0.025568272918462753,
-0.013526109978556633,
0.011551648378372192,
-0.03383888304233551,
0.007391786202788353,
-0.008602955378592014,
-0.016849365085363388,
0.0009996946901082993,
0.04067869484424591,
-0.07431331276893616,
-0.005098347086459398,
0.03622489422559738,
-0.00739591708406806,
-0.009946039877831936,
0.014785777777433395,
-0.008927654474973679,
-0.030524756759405136,
0.02185390703380108,
-0.016662804409861565,
0.0024551129899919033,
-0.003795572090893984,
0.018473420292139053,
-0.001556377043016255,
0.007927455939352512,
0.010845763608813286,
0.009501680731773376,
-0.002355189761146903,
-0.00412486307322979,
0.01915666088461876,
-0.015962623059749603,
0.038819052278995514,
0.017847830429673195,
0.009902817197144032,
-0.0166313499212265,
-0.08139672130346298,
-0.005248094908893108,
0.009366292506456375,
-0.014846233651041985,
-0.019959259778261185,
0.038208842277526855,
0.015810884535312653,
-0.011047616600990295,
-0.011248162016272545,
-0.013823510147631168,
-0.02457682602107525,
-0.007468451280146837,
-0.0010433783754706383,
0.0032736239954829216,
-0.005209785420447588,
-0.004037332255393267,
0.02798076719045639,
-0.014248289167881012,
-0.02674073539674282,
0.03617924079298973,
-0.002568270079791546,
-0.01131889782845974,
-0.010665234178304672,
-0.002717263763770461,
-0.015621354803442955,
-0.005883694626390934,
-0.008450807072222233,
0.01636088266968727,
-0.004527262412011623,
-0.003035992383956909,
0.024314653128385544,
0.0005077586974948645,
-0.009498135186731815,
-0.027199402451515198,
0.007597694639116526,
-0.023060686886310577,
-0.012349780648946762,
-0.010671820491552353,
-0.015220321714878082,
-0.017432382330298424,
-0.010569008067250252,
-0.01616448163986206,
0.01383502222597599,
0.006593288853764534,
-0.011846271343529224,
-0.015837552025914192,
0.0029738182201981544,
0.0016599243972450495,
-0.004043395631015301,
-0.004414768889546394,
0.012943893671035767,
0.05060264468193054,
0.03798552602529526,
0.01683139055967331,
0.021729743108153343,
0.02772538550198078,
-0.004175965674221516,
0.00542116817086935,
0.026384275406599045,
0.007797416765242815,
-0.019709434360265732,
0.008478223346173763,
0.008830608800053596,
0.07247461378574371,
0.01286980602890253,
-0.003484495682641864,
0.04300769791007042,
0.011091400869190693,
-0.004288362804800272,
-0.0037410869263112545,
-0.012906056828796864,
0.0073167793452739716,
-0.004994960501790047,
-0.029525168240070343,
-0.010315518826246262,
0.02339863032102585,
0.00978337787091732,
0.02300475537776947,
0.006781052798032761,
-0.04315578192472458,
-0.0009099128656089306,
0.04298759251832962,
-0.0004050745628774166,
0.002716430928558111,
-0.015533948317170143,
-0.04287773743271828,
-0.0016246375162154436,
0.004217720590531826,
-0.0005550975911319256,
-0.023231562227010727,
0.016049010679125786,
-0.00563372578471899,
-0.032951898872852325,
-0.022994838654994965,
0.010264242999255657,
0.002476553898304701,
0.005466020666062832,
0.030324241146445274,
-0.008010592311620712,
0.03199779987335205,
0.0048020873218774796,
0.012430800125002861,
0.0199061781167984,
-0.03864831477403641,
-0.017880992963910103,
0.017611704766750336,
-0.009081752970814705,
0.004258983768522739,
0.014867430552840233,
0.02356155775487423,
-0.0031972473952919245,
0.026809968054294586,
0.012428313493728638,
0.00031820847652852535,
-0.0020694038830697536,
0.00631260871887207,
0.006242035888135433,
-0.006254406645894051,
-0.0014226315543055534,
-0.0019180173985660076,
0.012214253656566143,
-0.030939092859625816,
0.010914254933595657,
-0.01239551417529583,
-0.007855286821722984,
0.0029266751371324062,
0.004027331247925758,
0.008604802191257477,
0.021947313100099564,
0.004990191198885441,
-0.01752203144133091,
0.014664223417639732,
0.014095366932451725,
-0.019068032503128052,
0.04248838126659393,
0.00749337300658226,
0.013402366079390049,
0.012691610492765903,
0.0075195785611867905,
-0.02046927809715271,
-0.020449696108698845,
0.014225436374545097,
0.02156319096684456,
-0.01396668516099453,
-0.020566781982779503,
-0.01725750043988228,
-0.0008577816188335419,
-0.03297372907400131,
-0.037803877145051956,
-0.02675682120025158,
0.00473842304199934,
-0.0058426447212696075,
0.012126164510846138,
0.004871963523328304,
-0.0023264572955667973,
0.0039384132251143456,
-0.0013351147063076496,
0.0024337267968803644,
0.032795943319797516,
-0.021571874618530273,
0.00951105635613203,
-0.009904826991260052,
0.012345647439360619,
0.01529572531580925,
0.01655077561736107,
-0.0014396551996469498,
-0.013512561097741127,
0.019158048555254936,
-0.008518116548657417,
-0.04176247864961624,
0.03791133686900139,
0.005022590979933739,
0.002775986213237047,
0.03515920042991638,
0.019698457792401314,
-0.010663912631571293,
-0.018518853932619095,
0.001542373327538371,
0.020651740953326225,
0.0033961525186896324,
0.018433470278978348,
0.029192278161644936,
-0.007171836216002703,
-0.0048037623055279255,
0.017085682600736618,
-0.032594822347164154,
0.007858596742153168,
0.022087275981903076,
-0.02396589145064354,
-0.006115353666245937,
0.0011053234338760376,
-0.0016767277847975492,
0.024054698646068573,
0.028028007596731186,
-0.007913544774055481,
-0.002402910031378269,
-0.007070120424032211,
0.022096380591392517,
-0.02571343071758747,
0.007983575575053692,
-0.005746797658503056,
0.003399407025426626,
0.004982770420610905,
0.03880320489406586,
-0.007090847939252853,
0.00495063466951251,
0.020292412489652634,
0.005673411302268505,
-0.02842039242386818,
0.02443755231797695,
-0.009453222155570984,
0.005416303873062134,
-0.0018375986255705357,
0.0019564167596399784,
0.003236760152503848,
0.028507165610790253,
-0.0027504151221364737,
0.010774143040180206,
0.018399786204099655,
0.0016963961534202099,
0.01570546254515648,
-0.013842620886862278,
0.008018534630537033,
-0.006999740842729807,
0.03868125379085541,
-0.028663568198680878,
-0.005894301924854517,
0.010797273367643356,
0.001613622298464179,
-0.00425342284142971,
0.008186896331608295,
-0.0026942274998873472,
-0.012499620206654072,
0.005818457342684269,
0.0034635323099792004,
-0.008656776510179043,
-0.005820796359330416,
-0.0371374748647213,
-0.011446217074990273,
-0.01175215095281601,
0.030169736593961716,
-0.02871358022093773,
0.012564788572490215,
0.022739730775356293,
-0.018404942005872726,
-0.007310488726943731,
-0.011819853447377682,
0.00113800005055964,
0.01742209866642952,
-0.00805000402033329,
-0.0031393542885780334,
0.0014527034945786,
0.03781697154045105,
-0.00885704718530178,
-0.04180896282196045,
-0.022896278649568558,
-0.0043274471536278725,
-0.018602613359689713,
0.02032603695988655,
-0.008664581924676895,
-0.03321997821331024,
-0.0058609056286513805,
0.013385077938437462,
-0.019901931285858154,
-0.02131524682044983
] |
[
0.16743919253349304,
-0.10260891914367676,
0.405667245388031,
0.42200297117233276,
-0.2671092450618744,
0.7708824872970581,
0.39654678106307983,
-0.4709411561489105,
0.35342836380004883,
-0.6292529702186584,
-0.30394846200942993,
0.4290163516998291,
0.04648604989051819,
-0.24438537657260895,
0.2120702713727951,
0.5226510167121887,
0.031179221346974373,
0.30616259574890137,
-0.20078934729099274,
-0.35427427291870117,
-0.3458482325077057,
-0.39591556787490845,
0.2954294979572296,
-0.4324307143688202,
0.39142045378685,
-0.06036065146327019,
1.0737569332122803,
0.27903735637664795,
-0.021007398143410683,
-0.18611934781074524,
-0.18337562680244446,
0.6964430212974548,
-0.9312622547149658,
-0.39022061228752136,
-0.42143407464027405,
0.22357092797756195,
-0.3103891611099243,
0.12614795565605164,
-0.03699352964758873,
-0.5633819699287415,
-0.2501363456249237,
-0.3132250905036926,
-0.20273755490779877,
0.19155533611774445,
-0.2976591885089874,
-0.23681601881980896,
-1.6309572458267212,
-0.24730905890464783,
-0.3415970206260681,
0.022443445399403572,
0.16795304417610168,
0.762097179889679,
0.20438836514949799,
0.10084085166454315,
-0.1869707703590393,
0.42495816946029663,
-0.5535241365432739,
-0.5118768811225891,
-0.01339590735733509,
-0.33004942536354065,
0.41785702109336853,
0.1756102591753006,
-0.004628418944776058,
0.4251648485660553,
-0.011963319033384323,
0.3170694410800934,
-0.06564925611019135,
-0.030347097665071487,
0.15544825792312622,
-0.3411957323551178,
0.324884295463562,
-0.13091468811035156,
-0.25231117010116577,
0.4150889217853546,
-0.57014399766922,
0.47794198989868164,
-0.16425706446170807,
-0.40510958433151245,
0.08830424398183823,
0.11823629587888718,
-0.5027941465377808,
-0.027011513710021973,
0.5956556797027588,
-0.41143062710762024,
0.855177104473114,
-0.03155963495373726,
0.08872140198945999,
0.1051345095038414,
-0.47853752970695496,
0.6069126129150391,
0.021359778940677643,
-0.13875745236873627,
0.11046711355447769,
0.46684956550598145,
0.5622076392173767,
-0.041605040431022644,
-0.03504779562354088,
-0.12377003580331802,
0.18117153644561768,
0.13026858866214752,
-0.34531304240226746,
-0.18909724056720734,
-0.09432470053434372,
-0.23673775792121887,
-0.16118237376213074,
-0.4326860308647156,
-0.2421187311410904,
-0.8658568859100342,
-0.3525218069553375,
0.05694274231791496,
-0.7551788091659546,
-0.06221693754196167,
0.32936230301856995,
-0.4064549505710602,
-0.07594409584999084,
-0.5370237231254578,
-0.00223722867667675,
-0.27594465017318726,
-0.11314167082309723,
0.4119928777217865,
0.575935959815979,
1.0146487951278687,
0.27652621269226074,
-0.290497362613678,
0.14621810615062714,
-0.13781267404556274,
0.44439148902893066,
0.1660294085741043,
-0.19800545275211334,
0.5723126530647278,
-0.07801840454339981,
0.4237525165081024,
0.11352483928203583,
0.20042401552200317,
-0.4103161096572876,
0.03451225534081459,
0.3391890227794647,
-0.14176152646541595,
0.196656733751297,
0.2721020579338074,
-0.09456389397382736,
-0.3306981027126312,
-0.2670772075653076,
-0.21823470294475555,
0.03912855312228203,
-0.5303389430046082,
0.21521762013435364,
-0.16277509927749634,
-0.39429932832717896,
0.11619281768798828,
-0.16936683654785156,
0.08381475508213043,
-0.19010485708713531,
0.029264530166983604,
-0.336751788854599,
0.8711003661155701,
0.03953726962208748,
0.11543639004230499,
-0.1816733032464981,
0.06070132181048393,
0.21743804216384888,
0.27313342690467834,
-0.3058640658855438,
-0.09448897838592529,
0.6916423439979553,
-0.4539257884025574,
-0.25528454780578613,
0.6174405813217163,
0.00356392003595829,
0.006933452095836401,
0.08046704530715942,
-0.5139480829238892,
0.32331112027168274,
-0.007417760789394379,
-0.5778972506523132,
0.1384361833333969,
0.07198839634656906,
0.3841893970966339,
0.5005878806114197,
-0.2406800240278244,
-0.659315288066864,
-0.27687710523605347,
0.10976208746433258,
-0.11878800392150879,
0.658020555973053,
0.12275969237089157,
0.28850555419921875,
-0.33929750323295593,
-0.1590050309896469,
0.2752259075641632,
-0.05146089196205139,
-0.7355791330337524,
0.4330548048019409,
-0.7786891460418701,
0.9024466276168823,
-0.24310846626758575,
-0.8246591687202454,
1.3053456544876099,
-0.032406628131866455,
0.690666675567627,
-0.1552192121744156,
-0.03511390835046768,
0.1405090093612671,
-0.19398199021816254,
0.020932335406541824,
-0.19727995991706848,
-0.24281495809555054,
0.4071432054042816,
-0.4428218603134155,
0.20516398549079895,
0.04371201992034912,
-0.5909278392791748,
-0.1891707330942154,
-0.6763317584991455,
0.05581550672650337,
0.06292491406202316,
-0.2170494794845581,
-0.09504172205924988,
-0.0660773515701294,
-0.2919464707374573,
0.9287190437316895,
-0.26704779267311096,
0.08789367228746414,
0.34009212255477905,
-0.4895989000797272,
0.5443886518478394,
0.6661515235900879,
0.5546650886535645,
1.0950502157211304,
-1.1924597024917603,
0.42591291666030884,
-0.2478787750005722,
0.23789705336093903,
-1.0206924676895142,
0.13033808767795563,
-0.07853619754314423,
0.6569786667823792,
-0.2715476155281067,
0.25139936804771423,
0.03365355357527733,
-0.010123907588422298,
0.44609901309013367,
-0.002583436667919159,
0.23086033761501312,
-0.14404478669166565,
-0.3499455749988556,
-0.00672570476308465,
0.11091616004705429,
-0.579508900642395,
0.12415149062871933,
0.09354668855667114,
0.13698619604110718,
-0.29328280687332153,
-0.26193419098854065,
0.09401790052652359,
0.46224722266197205,
-0.038622282445430756,
-0.8011963963508606,
-0.2877691686153412,
0.14362549781799316,
-0.23884142935276031,
0.07884378731250763,
-0.6026325821876526,
0.14331993460655212,
0.21516110002994537,
-1.0038427114486694,
-0.7383676171302795,
-0.06595223397016525,
0.6571657061576843,
0.7607139348983765,
0.5177372694015503,
-0.04604489356279373,
-0.1380147933959961,
0.25135400891304016,
0.0670250728726387,
-0.679011881351471,
0.24811561405658722,
0.2416960895061493,
-0.30305299162864685,
-0.4410848319530487,
0.0617002435028553,
0.5487516522407532,
0.7788464426994324,
0.0962705910205841,
-0.3170725405216217,
-0.29097750782966614,
0.607505738735199,
-0.26510149240493774,
-0.42055997252464294,
0.2537275552749634,
0.2289363294839859,
0.42395883798599243,
-0.07996811717748642,
-0.3504551351070404,
0.004541462752968073,
0.4539741575717926,
0.12800276279449463,
0.7762320637702942,
0.14005494117736816,
-0.15745915472507477,
-0.6656619906425476,
0.13741251826286316,
-0.049269381910562515,
-0.5937542915344238,
0.5759897828102112,
-0.16851522028446198,
-0.7977933883666992,
0.5376579165458679,
-5.741859436035156,
-0.6758916974067688,
-0.9354180097579956,
-0.007328479550778866,
-0.4059271216392517,
0.30716297030448914,
0.7274159789085388,
-0.03896285220980644,
-0.1802334189414978,
0.1394985318183899,
0.33052653074264526,
0.16833585500717163,
0.04429167881608009,
0.29084137082099915,
0.2472754716873169,
0.005306982900947332,
0.17078906297683716,
0.23199275135993958,
0.4490377902984619,
0.4679794907569885,
-0.33159372210502625,
-0.49044767022132874,
0.253957599401474,
0.6750222444534302,
0.05597957596182823,
0.30344539880752563,
-0.43393146991729736,
-0.05493577942252159,
0.37436094880104065,
-0.41676172614097595,
0.16691701114177704,
-0.6777814030647278,
-0.19420671463012695,
-0.002336583100259304,
0.5894048810005188,
-0.012453213334083557,
0.42718178033828735,
-0.4283522963523865,
0.26875266432762146,
-0.5944552421569824,
0.3925461173057556,
0.4262881577014923,
0.15724144876003265,
-0.08835357427597046,
-0.22861360013484955,
-0.49273285269737244,
-0.2544889450073242,
0.3078024685382843,
-0.5609359741210938,
0.49108925461769104,
-0.2048231065273285,
-0.062214821577072144,
-0.33007264137268066,
-0.08619558066129684,
0.060135792940855026,
-0.09350057691335678,
0.17036296427249908,
-0.006257022265344858,
-0.47603750228881836,
0.2609502673149109,
0.2775634527206421,
-0.5017749667167664,
0.21843074262142181,
-1.0045349597930908,
-0.5448617339134216,
0.48338642716407776,
-0.8940059542655945,
-0.5224527716636658,
0.08767256885766983,
0.2824019193649292,
-0.5640833973884583,
-0.4307648539543152,
-0.35062915086746216,
-0.709473192691803,
0.053266849368810654,
-0.29486119747161865,
0.4904498755931854,
0.11078261584043503,
0.038541313260793686,
0.08364961296319962,
-0.25228843092918396,
-0.2599821984767914,
0.09461212158203125,
0.08628769963979721,
0.12088045477867126,
-0.35249629616737366,
-0.0481339655816555,
-0.08107350021600723,
0.4057658016681671,
-0.26970386505126953,
0.6680910587310791,
-0.37310343980789185,
0.3507234454154968,
-0.010992437601089478,
0.12706144154071808,
-0.0010860991897061467,
0.26505139470100403,
-0.25590780377388,
0.14514648914337158,
-0.24182374775409698,
0.4665907025337219,
0.05235099419951439,
-0.41779452562332153,
-0.7981176972389221,
-0.130907341837883,
0.675218403339386,
-0.1877480447292328,
-0.03078416734933853,
0.9138084053993225,
-0.27005743980407715,
-0.1784583032131195,
-0.3183189630508423,
0.15749411284923553,
0.20241178572177887,
0.6182295680046082,
-0.21157214045524597,
0.08186953514814377,
-0.17980167269706726,
0.13572894036769867,
0.08308012783527374,
0.15608619153499603,
-0.09622687846422195,
-0.4497486352920532,
0.43648144602775574,
-0.08552956581115723,
-0.6943257451057434,
0.2647462487220764,
0.6858000755310059,
-0.5173589587211609,
-0.0754714235663414,
0.889046311378479,
-0.07646182924509048,
0.1070217490196228,
0.24220693111419678,
0.3480176031589508,
-0.5836326479911804,
0.30615493655204773,
-0.11508291959762573,
0.08465103805065155,
-0.7471402883529663,
0.909518837928772,
0.10247616469860077,
-0.12025123834609985,
0.269652783870697,
0.5539586544036865,
-0.403376966714859,
-0.1113181859254837,
-0.16990821063518524,
-0.410831481218338,
-0.19111934304237366,
-0.08622738718986511,
-0.44309261441230774,
-0.10063257813453674,
-0.0485854335129261,
-0.4197787344455719,
-0.07816959172487259,
-0.14368772506713867,
-0.14931677281856537,
0.5494784116744995,
-0.28315863013267517,
0.45403480529785156,
0.25620633363723755,
-0.960950493812561,
-0.13593967258930206,
0.041397955268621445,
-0.3564232289791107,
-0.5439295768737793,
-0.5115370750427246,
0.034654077142477036,
0.5404701828956604,
-0.21585120260715485,
-0.32096749544143677,
0.40959444642066956,
-0.4843854308128357,
-0.19512224197387695,
-0.1488369107246399,
-0.075278639793396,
0.022549515590071678,
0.21569415926933289,
0.35709095001220703,
-0.3268168866634369,
-0.16335739195346832,
-0.608273446559906,
0.5174528956413269,
0.4682944715023041,
0.503585696220398,
-0.48313555121421814,
0.4465053677558899,
-0.3983653485774994,
-0.19357705116271973,
0.09121594578027725,
0.5298436284065247,
0.24763822555541992,
0.03344256058335304,
-0.43399056792259216,
-0.06050366908311844,
0.6180133819580078,
0.32727786898612976,
0.05220977962017059,
-0.33038273453712463,
0.13976164162158966,
0.44808030128479004,
-0.5696271061897278,
0.3289436995983124,
0.2406158298254013,
-0.33711886405944824,
0.18074259161949158,
0.36491262912750244,
-0.01894552819430828,
-0.2409377098083496,
-0.33864307403564453,
-0.6663355231285095,
-0.043994393199682236,
0.35161736607551575,
-0.39835479855537415,
0.1680828034877777,
0.17229095101356506,
-0.7206869125366211,
-0.05064605176448822,
0.08019841462373734,
-0.06958629935979843,
-0.11845415830612183,
-0.15555138885974884,
0.28232911229133606,
-0.2589353024959564,
-0.8210877776145935,
1.0816113948822021,
-0.5447489023208618,
-0.2436300814151764,
0.5477732419967651,
-0.001598155708052218,
0.3755255341529846,
0.3863539397716522,
0.3537598252296448,
-0.17146334052085876,
-0.5137566924095154,
-0.4439183175563812,
0.22549088299274445,
-0.08911558240652084,
-0.19746969640254974,
-0.030445868149399757,
1.0652945041656494,
-0.02012324519455433,
-0.22300176322460175,
0.061239831149578094,
0.1418960988521576,
0.14754769206047058,
-0.5792263150215149,
-0.7283039689064026,
0.13938860595226288,
0.4231957793235779,
-0.16369344294071198,
-0.27101486921310425,
-0.03424948826432228,
0.5483585000038147,
0.4182450473308563,
-0.1383393108844757,
-0.24631105363368988,
-0.4389323592185974,
0.5349351167678833,
0.16213005781173706,
-0.3807246685028076,
0.15917915105819702,
-0.5412272810935974,
-0.15851612389087677,
0.016960345208644867,
-0.38203004002571106,
-0.7347598075866699,
0.4473467171192169,
-0.5171682238578796,
0.1031399741768837,
0.4518720805644989,
0.49905329942703247,
0.23976722359657288,
0.03545458987355232,
-0.25954532623291016,
0.23066499829292297,
0.41374287009239197,
-0.07766575366258621,
0.014262407086789608,
0.05705846846103668,
-0.3213031589984894,
0.07875772565603256,
-0.5165515542030334,
0.33978724479675293,
-0.4672371447086334,
0.470590740442276,
-0.2231985479593277,
-0.22429828345775604,
0.04428529366850853,
0.10150796920061111,
0.3369695544242859,
-0.41252630949020386,
-0.14730839431285858,
-0.7281602025032043,
0.05937395989894867,
0.622932493686676,
0.43026208877563477,
0.21177372336387634,
-0.06059983745217323,
-0.10602851212024689,
0.9283193349838257,
0.4584832191467285,
-0.6240891814231873,
0.2958611845970154,
0.10421798378229141,
0.14658960700035095,
-0.34884247183799744,
0.2070828378200531,
0.2496720850467682,
0.3420504033565521,
-0.009652798064053059,
0.4226683974266052,
0.38713163137435913,
-0.2408679872751236,
0.09753041714429855,
0.3224215805530548,
-0.007612140849232674,
0.7557931542396545,
0.39594754576683044,
-0.12205064296722412,
0.9467921257019043,
0.3576676845550537,
-0.2714328467845917,
-0.2957269549369812,
0.8933168649673462,
-0.21317851543426514,
0.21074631810188293,
0.15441875159740448,
0.5135666728019714,
0.4444238543510437,
0.698566734790802,
-0.09837977588176727,
0.24432608485221863,
0.3724478483200073,
-0.102958545088768,
0.5525780916213989,
0.16054798662662506,
-0.1725875586271286,
0.08410793542861938,
0.45356225967407227,
0.5145109295845032,
-0.20638789236545563,
-0.3818546235561371,
-0.26975348591804504,
0.3341793715953827,
-0.01382393203675747,
0.7651412487030029,
-0.3027406930923462,
0.6229106187820435,
0.393480122089386,
0.00029192495276220143,
-0.06266850978136063,
0.1681564897298813,
-0.5290895700454712,
0.018077019602060318,
0.19267189502716064,
-0.15323595702648163,
-0.8392452597618103,
0.5911712646484375,
-0.20852157473564148,
0.6961759924888611,
0.2260933220386505,
0.19835340976715088,
-0.6130144596099854,
0.01657218672335148,
1.0062905550003052,
0.1977907121181488,
0.38125067949295044,
-0.3526163399219513,
-0.4513205289840698,
0.4161510169506073,
-0.4654941260814667,
0.6456291675567627,
-0.042260609567165375,
-1.0965723991394043,
0.15568414330482483,
-0.28772351145744324,
-0.26746317744255066,
0.4632502496242523,
-0.03487225994467735,
0.14691248536109924,
-0.18840932846069336,
-0.6030065417289734,
0.5158223509788513,
-0.2230205237865448,
-0.038047339767217636,
-0.127761572599411,
0.13068796694278717,
-0.02809663861989975,
-0.24319283664226532,
-0.5554877519607544,
0.10140762478113174,
0.029521888121962547,
-0.15429966151714325,
0.275095671415329,
-0.9956457614898682,
0.5775769352912903,
0.39853206276893616,
-0.33731940388679504,
0.02576194517314434,
0.40612855553627014,
-0.15108932554721832,
0.43793296813964844,
-0.3676932752132416,
0.3422345817089081,
-0.45956501364707947,
-0.20259931683540344,
-0.076583631336689,
-0.0215798057615757,
0.5397047996520996,
-0.04335753619670868,
-0.28843599557876587,
0.008750034496188164,
-0.21790410578250885,
0.6973192095756531,
0.38860663771629333,
-0.1917489618062973,
0.18534311652183533,
0.10547647625207901,
-0.15690742433071136,
-0.5752723217010498,
0.4447474479675293,
0.05359314754605293,
0.0366613008081913,
-0.09470728784799576,
0.3856358826160431,
0.6293416619300842,
-0.6347712874412537,
0.510721743106842,
0.03026490844786167,
-0.3140694797039032,
-0.6518809795379639,
0.9477176666259766,
-0.8221003413200378,
0.21266131103038788,
-0.47341105341911316,
0.28120455145835876,
-0.04859177768230438,
-0.23200397193431854,
-0.20266851782798767,
-0.5370913147926331,
0.26944243907928467,
0.5037654042243958,
0.299947589635849,
0.2761325538158417,
-0.5533248782157898,
-0.429442822933197,
-1.0338252782821655,
0.24331587553024292,
-0.3167416453361511,
-0.15935087203979492,
-0.6181167364120483,
-0.06116124987602234,
-0.651429295539856,
0.42226696014404297,
-0.1851760298013687,
-0.6144470572471619,
-0.36067885160446167,
-0.0930328518152237
] |
Probabilistic topic models provide an unsupervised method for analyzing unstructured text, which have the potential to be integrated into clinical automatic summarization systems. Clinical documents are accompanied by metadata in a patient's medical history and frequently contains multiword concepts that can be valuable for accurately interpreting the included text. While existing methods have attempted to address these problems individually, we present a unified model for free-text clinical documents that integrates contextual patient- and document-level data, and discovers multi-word concepts. In the proposed model, phrases are represented by chained n-grams and a Dirichlet hyper-parameter is weighted by both document-level and patient-level context. This method and three other Latent Dirichlet allocation models were fit to a large collection of clinical reports. Examples of resulting topics demonstrate the results of the new model and the quality of the representations are evaluated using empirical log likelihood. The proposed model was able to create informative prior probabilities based on patient and document information, and captured phrases that represented various clinical concepts. The representation using the proposed model had a significantly higher empirical log likelihood than the compared methods. Integrating document metadata and capturing phrases in clinical text greatly improves the topic representation of clinical documents. The resulting clinically informative topics may effectively serve as the basis for an automatic summarization system for clinical reports.
|
[
0.0031208209693431854,
0.010971879586577415,
-0.007147223223000765,
0.024907153099775314,
0.01902565360069275,
-0.021212100982666016,
0.009888147935271263,
-0.014086581766605377,
-0.006161483004689217,
0.004430949687957764,
-0.0068118758499622345,
0.007566862739622593,
0.021111279726028442,
0.00546193215996027,
2.3283064365386963e-8,
-0.0023867767304182053,
-0.01339693646878004,
-0.011622466146945953,
0.005663671530783176,
0.01625991053879261,
-0.016642004251480103,
-0.004478495102375746,
0.00964167807251215,
0.0218042004853487,
-0.030672214925289154,
0.021507108584046364,
0.00022301357239484787,
-0.00479545583948493,
-0.03282301500439644,
-0.01397840864956379,
-0.01485501416027546,
-0.013290375471115112,
0.026100728660821915,
-0.008416631259024143,
0.009560014121234417,
-0.00400594063103199,
-0.00387139106169343,
0.019032469019293785,
0.009659813717007637,
-0.004362310748547316,
0.00856584869325161,
-0.005918709561228752,
-0.0001487217377871275,
-0.011927656829357147,
-0.00729494821280241,
0.011460252106189728,
-0.0029843405354768038,
0.0074995458126068115,
-0.006544861011207104,
0.011074952781200409,
-0.012188047170639038,
0.00001368601806461811,
-0.009338117204606533,
0.009563237428665161,
-0.006016149185597897,
-0.009234678000211716,
0.017872102558612823,
0.022874709218740463,
-0.022602517157793045,
0.02756349742412567,
-0.005870915483683348,
0.03560066968202591,
0.027814645320177078,
-0.04451636224985123,
-0.012699460610747337,
-0.06739601492881775,
0.036165982484817505,
0.014188854023814201,
0.009143252857029438,
0.0019533210434019566,
0.010008031502366066,
0.005634067114442587,
0.008379544131457806,
0.015575243160128593,
0.01534167118370533,
0.007637247443199158,
0.0026522220578044653,
0.0032861100044101477,
0.01929236203432083,
0.007966062985360622,
-0.008801928721368313,
0.018392806872725487,
-0.0223969928920269,
0.015420248731970787,
0.005312437191605568,
0.006283408496528864,
-0.009961191564798355,
0.02893614023923874,
0.012964436784386635,
0.021761056035757065,
0.011858867481350899,
0.010404514148831367,
-0.00481443852186203,
-0.002706112340092659,
-0.01652580127120018,
0.0007078249473124743,
0.002661199774593115,
0.014446070417761803,
0.003435032209381461,
-0.0001291409134864807,
-0.014770636335015297,
0.01551672164350748,
0.018732910975813866,
0.017238454893231392,
0.015120715834200382,
0.009603116661310196,
-0.029550276696681976,
0.019052743911743164,
-0.02689880132675171,
0.004022643435746431,
0.024107739329338074,
-0.008475415408611298,
-0.01750975102186203,
0.006835024803876877,
0.014764456078410149,
-0.02054630219936371,
0.013720720075070858,
-0.012669846415519714,
0.007738977670669556,
-0.03619334101676941,
-0.02561906911432743,
-0.026869161054491997,
0.017425529658794403,
0.0047799632884562016,
0.007219107821583748,
0.019344158470630646,
-0.018568450585007668,
-0.006536415778100491,
-0.004632726311683655,
0.010993948206305504,
-0.012102290987968445,
0.011702200397849083,
0.008657310158014297,
-0.009201528504490852,
-0.0046030087396502495,
-0.0045799147337675095,
0.00789138674736023,
-0.011358031071722507,
0.014291963540017605,
-0.016108909621834755,
0.007967821322381496,
0.01195656880736351,
-0.00304810400120914,
0.010280253365635872,
0.018777597695589066,
-0.009033526293933392,
-0.0067178551107645035,
0.002708778250962496,
-0.026984961703419685,
-0.01079446729272604,
-0.01035130862146616,
-0.0030240484047681093,
-0.00430097384378314,
-0.009149996563792229,
-0.011415918357670307,
-0.01507914811372757,
-0.015016802586615086,
-0.006543835625052452,
-0.0144891869276762,
-0.012104446068406105,
-0.016023417934775352,
0.0045798844657838345,
0.011427396908402443,
0.007469219155609608,
0.005786212161183357,
0.006091167684644461,
0.01547284796833992,
0.011346517130732536,
0.0029304958879947662,
0.0021522450260818005,
-0.003503378015011549,
-0.010795172303915024,
-0.02218368463218212,
0.009234845638275146,
0.011976877227425575,
-0.0109332837164402,
0.026761967688798904,
0.006552485283464193,
-0.010145633481442928,
0.06740550696849823,
-0.01158921793103218,
0.009623190388083458,
-0.001785114873200655,
-0.011453201994299889,
0.00012264074757695198,
-0.0047311182133853436,
0.013204558752477169,
-0.008387656882405281,
0.00608270475640893,
0.000034300610423088074,
-0.0036097695119678974,
-0.013204065151512623,
0.0012999637983739376,
-0.014444145374000072,
-0.00170249049551785,
0.0033192771952599287,
-0.0009494315600022674,
-0.003374023362994194,
0.025034770369529724,
-0.017960654571652412,
0.02618485316634178,
0.0038485624827444553,
0.03812168911099434,
0.009104220196604729,
0.0003488282673060894,
0.01053619384765625,
0.025177743285894394,
-0.023160766810178757,
0.0010203073034062982,
0.012203225865960121,
0.026996932923793793,
0.013344917446374893,
0.01312313787639141,
-0.007633403409272432,
0.009104814380407333,
-0.0031174616888165474,
-0.019382212311029434,
0.03078579157590866,
-0.004962756298482418,
-0.011595943942666054,
-0.0004728490312118083,
-0.007559523452073336,
0.020724043250083923,
-0.011776748113334179,
0.009426365606486797,
-0.001842393772676587,
-0.004208509810268879,
0.006990429013967514,
0.013287615031003952,
-0.0062764473259449005,
-0.0010365534108132124,
0.0022137351334095,
-0.010140467435121536,
-0.006187626160681248,
0.033177681267261505,
-0.011554611846804619,
0.007177500054240227,
-0.007150748278945684,
0.001647564466111362,
-0.008636819198727608,
-0.021976377815008163,
-0.02842194028198719,
-0.010657777078449726,
-0.015286887064576149,
0.024527588859200478,
-0.019296890124678612,
-0.014686026610434055,
-0.005574428476393223,
-0.019139785319566727,
-0.0009307847358286381,
0.004725256934762001,
0.0006878509884700179,
-0.005484582856297493,
-0.009118023328483105,
-0.005704959388822317,
0.008160671219229698,
0.00767901074141264,
-0.016615645959973335,
0.023223992437124252,
-0.006738894619047642,
0.0002902428386732936,
0.005658033303916454,
0.01529659517109394,
-0.0027400152757763863,
0.00434404332190752,
-0.012443809770047665,
0.02671090140938759,
0.01434662938117981,
-0.004940676968544722,
-0.0020098600070923567,
0.005929854698479176,
-0.009473297744989395,
0.0012855848763138056,
-0.08132126927375793,
-0.007415880914777517,
0.002531747566536069,
0.003496765159070492,
0.008867837488651276,
-0.026356935501098633,
0.006739489734172821,
0.009701325558125973,
-0.015742827206850052,
-0.010501956567168236,
-0.0011652898974716663,
0.011756256222724915,
-0.0205357875674963,
0.011100426316261292,
0.0005061528645455837,
-0.010379091836512089,
0.008735591545701027,
0.0010675867088139057,
-0.010210109874606133,
0.00555826211348176,
-0.005978147499263287,
-0.0014000330120325089,
0.008448501117527485,
-0.0039830282330513,
0.002425709506496787,
0.0034957220777869225,
0.01637846976518631,
-0.0017142763826996088,
0.004353214055299759,
0.0065307579934597015,
0.020284008234739304,
-0.0385482981801033,
-0.009502319619059563,
-0.02026517316699028,
-0.0008582272566854954,
-0.0030064473394304514,
-0.02314941957592964,
-0.013664414174854755,
0.0032597752287983894,
0.01869570091366768,
0.00904049538075924,
0.010827701538801193,
-0.014299090020358562,
0.0047393846325576305,
0.0005701645277440548,
0.026696793735027313,
0.009008612483739853,
0.003719356842339039,
0.012538822367787361,
-0.010550891980528831,
-0.014194531366229057,
0.00004703522427007556,
-0.012404386885464191,
0.009394043125212193,
-0.007895950227975845,
0.011703571304678917,
-0.011681415140628815,
-0.018661126494407654,
-0.010592859238386154,
-0.005341208074241877,
-0.005135843530297279,
-0.024922458454966545,
0.0060728201642632484,
0.0070931329391896725,
-0.00949049461632967,
0.013894060626626015,
0.0115854162722826,
0.006458976771682501,
-0.00940682552754879,
-0.003637666115537286,
-0.0021745990961790085,
0.004339097999036312,
0.006779688410460949,
-0.004838228225708008,
0.013903249055147171,
-0.015302185900509357,
-0.012644199654459953,
-0.001108307857066393,
-0.025890300050377846,
0.0018625907832756639,
-0.051385488361120224,
0.014824334532022476,
-0.007597850635647774,
-0.00067951250821352,
-0.024097494781017303,
0.00812637060880661,
0.005255026277154684,
-0.009505776688456535,
0.0016600945964455605,
-0.011708387173712254,
-0.00010533235035836697,
0.012574554421007633,
0.02686396986246109,
0.005213423632085323,
-0.005715654231607914,
-0.0513794869184494,
-0.004549326375126839,
-0.024105116724967957,
0.00004510674625635147,
0.010353331454098225,
0.00041302735917270184,
0.005828302353620529,
0.009925490245223045,
-0.009488669224083424,
-0.02124616503715515,
0.01001205388456583,
-0.01204688474535942,
0.01604190096259117,
0.019678156822919846,
-0.0037625636905431747,
-0.014277646318078041,
-0.005390440579503775,
-0.007971826940774918,
0.030309701338410378,
0.006535985041409731,
-0.009706223383545876,
0.005086915567517281,
-0.006685751490294933,
0.07293706387281418,
-0.015798186883330345,
0.009217939339578152,
-0.0074430713430047035,
-0.014421980828046799,
-0.013297044672071934,
-0.004171544685959816,
0.0038891248404979706,
-0.002272465266287327,
-0.019149689003825188,
0.011392803862690926,
0.013820622116327286,
0.00845408532768488,
0.018924985080957413,
-0.02120503969490528,
-0.016202425584197044,
-0.007351165171712637,
-0.0009316857904195786,
0.0015197976026684046,
-0.0029154480434954166,
-0.010469135828316212,
0.00944317877292633,
-0.01934894174337387,
0.009247254580259323,
0.0018881927244365215,
-0.021848654374480247,
0.0011381837539374828,
-0.013152520172297955,
0.016768213361501694,
0.008698375895619392,
0.009445357136428356,
-0.014649836346507072,
-0.005461901891976595,
0.0002722057979553938,
0.02092328667640686,
0.02462487667798996,
0.025509189814329147,
-0.007521427236497402,
0.007048620842397213,
0.012641645967960358,
-0.005142138339579105,
-0.012324295938014984,
-0.02177317813038826,
0.01281859539449215,
-0.01697167381644249,
0.0008872709004208446,
-0.0029236734844744205,
-0.0037405493203550577,
-0.01388188824057579,
-0.009864244610071182,
-0.005253440700471401,
0.012063708156347275,
0.013636896386742592,
0.03992767632007599,
-0.013264188542962074,
-0.008015638217329979,
-0.004699948709458113,
-0.001484161475673318,
0.021016735583543777,
0.013685215264558792,
-0.022849364206194878,
-0.019707975909113884,
0.021586231887340546,
-0.016976524144411087,
-0.0011604356113821268,
-0.006881630513817072,
0.000048547168262302876,
-0.010707452893257141,
0.008927704766392708,
-0.029430586844682693,
0.000588451512157917,
-0.004212806932628155,
-0.003936494700610638,
-0.02593422308564186,
-0.016257863491773605,
-0.028650812804698944,
-0.0012702476233243942,
-0.015487976372241974,
-0.0016565833939239383,
-0.02356528863310814,
0.00491792568936944,
0.011666985228657722,
-0.027635037899017334,
-0.03204381838440895,
-0.003820911981165409,
0.008857769891619682,
-0.035370852798223495,
-0.07486365735530853,
-0.01346751768141985,
-0.0006970071699470282,
-0.008066537790000439,
-0.00872768647968769,
0.032087527215480804,
0.0032960285898298025,
-0.004185963422060013,
0.018685204908251762,
-0.0037839850410819054,
-0.002976109506562352,
-0.01287163607776165,
-0.008384326472878456,
-0.014969706535339355,
0.007418520748615265,
0.011115693487226963,
-0.02167532779276371,
-0.017250657081604004,
-0.0002631722018122673,
0.013876713812351227,
-0.001899906201288104,
0.0048460690304636955,
-0.010051673278212547,
-0.007533593103289604,
-0.002362907864153385,
-0.08183857798576355,
-0.012189101427793503,
-0.028962038457393646,
-0.026294687762856483,
-0.0396001935005188,
-0.002124352613463998,
0.03464370220899582,
-0.006655411794781685,
0.005320489872246981,
-0.011378420516848564,
-0.003400597721338272,
0.004736917093396187,
0.003723953850567341,
-0.009374845772981644,
0.008174056187272072,
-0.00005082495044916868,
0.0033687178511172533,
-0.016533955931663513,
-0.01404340099543333,
-0.012581976130604744,
-0.0173637792468071,
0.006077534053474665,
-0.0057751210406422615,
0.03198542445898056,
-0.012469952926039696,
-0.021110355854034424,
-0.011569499038159847,
0.009166130796074867,
0.023369532078504562,
-0.006140449084341526,
-0.0029165493324398994,
0.007587030529975891,
-0.009512724354863167,
-0.0033031022176146507,
-0.005989609751850367,
-0.010346781462430954,
-0.024065377190709114,
-0.006646451540291309,
-0.0012729429872706532,
-0.0015436842804774642,
-0.0038103824481368065,
0.003177808364853263,
0.004829075187444687,
0.005500002298504114,
-0.02331501804292202,
-0.014749474823474884,
0.004758377559483051,
-0.006819096393883228,
0.007811835967004299,
-0.004283717833459377,
0.016504433006048203,
-0.005907719023525715,
0.011618439108133316,
-0.005299119744449854,
0.015016301535069942,
0.011427836492657661,
-0.00312692578881979,
0.020156284794211388,
-0.009467841126024723,
0.007253342308104038,
-0.0035474319010972977,
0.026167739182710648,
-0.01381148211658001,
0.07229957729578018,
-0.011884510517120361,
0.00008511100895702839,
0.02670775167644024,
-0.0012225450482219458,
-0.002572001190856099,
0.0021046584006398916,
-0.015897367149591446,
0.005548127461224794,
-0.0036115851253271103,
0.008776520378887653,
-0.0053460621275007725,
0.008704605512320995,
0.011222047731280327,
0.008758800104260445,
-0.015553723089396954,
-0.013424713164567947,
-0.00026662228628993034,
0.0011920267716050148,
0.00909011997282505,
-0.0027408397290855646,
0.015023698098957539,
-0.03044242411851883,
0.016920439898967743,
0.001172235468402505,
-0.007293361239135265,
-0.006633848883211613,
0.006825373508036137,
0.0060088373720645905,
0.026311533525586128,
-0.010990792885422707,
0.00969157088547945,
-0.0005893135094083846,
0.018781153485178947,
0.024147845804691315,
0.0033169379457831383,
0.003460656851530075,
-0.0029769507236778736,
-0.023607585579156876,
0.013986483216285706,
0.003188433824107051,
0.013769621029496193,
0.0023262398317456245,
0.013482894748449326,
-0.011110744439065456,
-0.0030979327857494354,
0.008676487021148205,
0.012309348210692406,
0.004233566112816334,
0.002247689990326762,
0.002763502299785614,
-0.0009474737453274429,
0.020702358335256577,
0.013950295746326447,
-0.002112042624503374,
0.008937707170844078,
-0.01840144768357277,
0.012827752158045769,
-0.009664981625974178,
-0.022887058556079865,
0.011014163494110107,
-0.014489233493804932,
0.020711496472358704,
-0.0010748873464763165,
-0.002029209630563855,
0.007857310585677624,
-0.0013602112885564566,
-0.01823480613529682,
-0.01728951185941696,
0.012862063944339752,
-0.01079497393220663,
0.01692090556025505,
0.004857282154262066,
0.002990130800753832,
0.019153138622641563,
0.0038529708981513977,
0.014311650767922401,
-0.01936548762023449,
0.010229314677417278,
0.01569567620754242,
-0.007856017909944057,
0.0022435965947806835,
0.014528239145874977,
-0.012482809834182262,
0.009206131100654602,
-0.006848187185823917,
-0.003075846703723073,
0.01536143571138382,
-0.000937887467443943,
0.010075452737510204,
0.028507858514785767,
0.006938260514289141,
0.0010283758165314794,
-0.0008069093455560505,
0.006964458618313074,
0.03378507122397423,
0.0028519821353256702,
0.00020476762438192964,
-0.011000888422131538,
0.028080109506845474,
0.019885245710611343,
-0.004005433060228825,
0.01752396672964096,
0.03090381808578968,
-0.00806860439479351,
0.005940739531069994,
-0.016406945884227753,
-0.006439057178795338,
0.018834223970770836,
-0.019187919795513153,
0.011805679649114609,
-0.03601260483264923,
0.009902803227305412,
0.01433765608817339,
-0.009104562923312187,
-0.010474328882992268,
-0.009671944193542004,
0.002455703681334853,
-0.0016191242029890418,
-0.00792380329221487,
-0.017811588943004608,
-0.011614417657256126,
-0.00544556463137269,
0.013730157166719437,
-0.007668560836464167,
-0.012542415410280228,
-0.0033668396063148975,
-0.012338926084339619,
-0.014752896502614021,
-0.00559692969545722,
0.01571207121014595,
0.011249128729104996,
-0.004071682691574097,
0.02640650048851967,
0.01277114450931549,
-0.0065214987844228745,
0.005482886452227831,
0.0008652838878333569,
-0.008973974734544754,
0.003631949657574296,
0.022255411371588707,
-0.011712538078427315,
0.00022457167506217957,
-0.006001991219818592,
0.005861510522663593,
0.006880096159875393,
0.003879167139530182,
0.02086770534515381,
0.003591811517253518,
-0.001806031446903944,
0.00795602798461914,
0.012510543689131737,
-0.008479968644678593,
-0.009537655860185623,
0.02417224831879139,
0.011805924586951733,
-0.0027193711139261723,
0.04120645672082901,
-0.016113806515932083,
0.022281507030129433,
-0.007139960303902626,
0.010261939838528633,
0.010466214269399643,
-0.008304167538881302,
0.011709924787282944,
0.01654987782239914,
-0.010651243850588799,
0.007656115107238293,
-0.029666190966963768,
-0.00047819875180721283,
0.003232909832149744,
-0.003131770296022296,
-0.012136874720454216,
0.01238198671489954,
-0.01728111319243908,
-0.017121702432632446,
0.023760011419653893,
0.013946890830993652,
-0.0002610362134873867,
-0.01208660937845707,
0.010809413157403469,
-0.03211189806461334,
-0.005304168909788132,
-0.009333128109574318,
0.0031210011802613735,
0.0010495339520275593,
-0.0018121106550097466,
0.0173114575445652,
-0.0006482345052063465,
0.005559448152780533,
0.007503251079469919,
-0.015957726165652275,
-0.019888892769813538,
-0.009516838006675243,
-0.008361198008060455,
-0.02472124993801117,
0.005249570123851299,
-0.03352706879377365,
-0.009965110570192337,
-0.019571002572774887,
-0.011701079085469246,
-0.02288799360394478
] |
[
0.10254377871751785,
0.013165432959794998,
0.4378868341445923,
0.1956634819507599,
-0.11745546013116837,
0.20554834604263306,
0.04292050004005432,
-0.1494545042514801,
0.04987654834985733,
-0.378131240606308,
-0.11847322434186935,
0.4026399552822113,
-0.23966597020626068,
0.16837351024150848,
0.13464532792568207,
0.630070686340332,
0.49811598658561707,
0.10589408874511719,
0.06620533019304276,
-0.4363686740398407,
-0.14918529987335205,
0.10580631345510483,
0.15130679309368134,
-0.5980512499809265,
0.6099918484687805,
0.14169755578041077,
0.08244989067316055,
0.5102313756942749,
-0.4587809443473816,
-0.04455656185746193,
0.05074726790189743,
0.47684788703918457,
-0.24492444097995758,
0.49791067838668823,
0.2177216112613678,
0.3732629120349884,
-0.12400513887405396,
0.4470342993736267,
-0.030452633276581764,
-0.8311571478843689,
-0.17857936024665833,
0.1382518708705902,
-0.2348455935716629,
0.1900729089975357,
-0.4916187822818756,
-0.5222782492637634,
-1.8095755577087402,
-0.227302685379982,
-0.6196801066398621,
-0.24599814414978027,
-0.2566581964492798,
0.5163723826408386,
0.3890311121940613,
0.3782154321670532,
-0.46999886631965637,
0.04201217368245125,
-0.27448683977127075,
-0.4025636315345764,
0.4201919436454773,
-0.38105180859565735,
0.020719094201922417,
-0.026363864541053772,
-0.04400854930281639,
0.25351813435554504,
0.12419210374355316,
0.1039569154381752,
-0.5869786739349365,
-0.3794856667518616,
-0.8501214981079102,
0.01740134134888649,
0.11008749902248383,
-0.3617416024208069,
-0.4881485104560852,
0.12471969425678253,
-0.4136095941066742,
-0.09105410426855087,
-0.34901636838912964,
-0.11607394367456436,
-0.004359060432761908,
-0.18380799889564514,
-0.18190933763980865,
-0.0035996471997350454,
0.45296284556388855,
-0.5807189345359802,
0.5803784728050232,
0.46409523487091064,
-0.3358530104160309,
0.4617691934108734,
-0.6703483462333679,
-0.05301368981599808,
0.2157699316740036,
-0.08975592255592346,
0.04591177776455879,
-0.02293446846306324,
0.27283158898353577,
0.3842023015022278,
0.4723986089229584,
-0.3196043372154236,
0.14742043614387512,
0.3919157087802887,
0.07342815399169922,
-0.41263604164123535,
0.5316691398620605,
-0.23259496688842773,
-0.3072669804096222,
-0.2073775827884674,
-0.3854939639568329,
-0.5704703330993652,
-0.3745017945766449,
0.499299019575119,
-0.5783427953720093,
0.1874159723520279,
-0.24306364357471466,
-0.4182887077331543,
-0.10430175065994263,
0.04590073227882385,
0.23269252479076385,
0.42845410108566284,
-0.44123056530952454,
0.11013934761285782,
0.09817095100879669,
0.3539949059486389,
-0.06583584100008011,
0.10903554409742355,
0.3444196581840515,
-0.07396020740270615,
-0.1557745784521103,
0.35171762108802795,
-0.33801618218421936,
0.4410647451877594,
0.29386046528816223,
0.4000711441040039,
0.07564587146043777,
0.12765398621559143,
-0.3910162150859833,
0.10021977126598358,
0.2760409116744995,
-0.18513497710227966,
0.1595878303050995,
0.16651488840579987,
-0.4684376120567322,
-0.3445447087287903,
-0.3645823299884796,
-0.3301563262939453,
0.3754437565803528,
-0.4290655851364136,
-0.20717449486255646,
-0.16121172904968262,
-0.23924806714057922,
-0.09941194206476212,
-0.2725817859172821,
0.12663018703460693,
0.08082373440265656,
-0.1886320561170578,
0.37324121594429016,
0.6221346855163574,
-0.13948965072631836,
0.3106498718261719,
0.000413079047575593,
-0.0788286104798317,
-0.018671562895178795,
0.5078257918357849,
-0.8171513080596924,
-0.4304989278316498,
0.3334592580795288,
-0.8637872338294983,
0.47757768630981445,
0.30710142850875854,
0.02972710132598877,
-0.19533689320087433,
-0.0841645672917366,
-0.700522243976593,
0.2169329971075058,
-0.38377079367637634,
-0.34778276085853577,
0.6923743486404419,
0.16059817373752594,
-0.16872404515743256,
0.5328938364982605,
-0.11300100386142731,
-0.6776003837585449,
0.4273605942726135,
0.09570924192667007,
-0.8096089363098145,
0.5498076677322388,
0.0032973005436360836,
0.1432524025440216,
-0.2342185080051422,
0.15334142744541168,
-0.2528022229671478,
-0.20941680669784546,
-0.36496222019195557,
0.2355576753616333,
-0.6929163932800293,
1.1460837125778198,
-0.0056959218345582485,
-0.367995023727417,
1.3925331830978394,
-0.4270089268684387,
-0.15065816044807434,
-0.09165673702955246,
-0.01865614391863346,
-0.29162460565567017,
-0.27735134959220886,
-0.269550085067749,
0.16103500127792358,
0.09068357944488525,
-0.14613233506679535,
-0.17235873639583588,
0.4896920323371887,
0.4720425009727478,
-0.04280288517475128,
-0.18880045413970947,
-0.6796309351921082,
0.21972671151161194,
-0.4186614453792572,
0.07499586045742035,
0.028437601402401924,
-0.4655546545982361,
-0.34759971499443054,
1.0236400365829468,
-0.4455568790435791,
0.10720238089561462,
0.5794498920440674,
-0.33558088541030884,
0.4372275471687317,
0.6191202402114868,
0.8773865699768066,
0.5660998821258545,
-0.8138657808303833,
0.2887933850288391,
-0.07374643534421921,
0.5211250185966492,
-0.45807576179504395,
-0.3049142360687256,
0.5904659628868103,
0.21181178092956543,
0.04970891773700714,
0.28467828035354614,
-0.3769530653953552,
0.15662914514541626,
0.24158655107021332,
-0.37455981969833374,
-0.08103600144386292,
0.23432379961013794,
-0.7678409814834595,
-0.6655422449111938,
0.617355227470398,
-0.9617220759391785,
-0.07514209300279617,
-0.17200753092765808,
0.20301154255867004,
-0.28552231192588806,
-0.0838058739900589,
0.26353293657302856,
0.22752611339092255,
-0.04579606652259827,
0.2466113120317459,
0.48694804310798645,
0.39728888869285583,
-0.43517005443573,
0.48161938786506653,
-0.20021994411945343,
-0.07330033928155899,
-0.38339507579803467,
0.04854251444339752,
-0.3464457094669342,
-0.4691511392593384,
0.547255277633667,
0.9516168236732483,
0.0945221334695816,
-0.27421578764915466,
-0.598461389541626,
0.34573593735694885,
-0.2402528077363968,
-0.7997403740882874,
0.6056634187698364,
0.3992663025856018,
-0.8253301978111267,
-0.14839968085289001,
-0.3481122851371765,
-0.15089717507362366,
1.3151935338974,
-0.598273754119873,
-0.21409979462623596,
-0.8560096025466919,
-0.20715177059173584,
-0.0143300024792552,
-0.24785172939300537,
0.03914477676153183,
-0.45864593982696533,
0.6455672979354858,
-0.3770250976085663,
-0.4916154146194458,
0.2919233739376068,
0.4923778772354126,
0.49451878666877747,
0.14213228225708008,
-0.007321394979953766,
0.14473475515842438,
-0.5273237824440002,
0.0838547870516777,
0.04932595044374466,
-0.09933781623840332,
0.1569356620311737,
-0.19746331870555878,
-0.20596769452095032,
0.8009088635444641,
-5.948410511016846,
-0.18108154833316803,
-0.7916750311851501,
-0.023350082337856293,
-0.2663383185863495,
0.28118473291397095,
0.9446231126785278,
0.1027737408876419,
0.027645304799079895,
-0.022479556500911713,
0.15532581508159637,
0.12600311636924744,
-0.1866944432258606,
0.2801043689250946,
0.49960386753082275,
0.07325299084186554,
0.0026468178257346153,
-0.07309336215257645,
0.1947639286518097,
0.40996888279914856,
0.399000883102417,
-0.18948307633399963,
-0.03185516595840454,
0.5383439064025879,
0.030085936188697815,
0.4552861154079437,
-0.7745697498321533,
0.5762410163879395,
0.3174079954624176,
-0.34865322709083557,
0.07917464524507523,
-0.3213995695114136,
0.11987438797950745,
-0.8284095525741577,
0.5249717235565186,
0.23324498534202576,
0.2012285739183426,
0.2918686866760254,
0.23201335966587067,
-0.4381486177444458,
0.35667210817337036,
0.5861107707023621,
0.2988205552101135,
-0.1300475001335144,
-0.0778164193034172,
-0.1072058379650116,
-0.26463866233825684,
0.20646141469478607,
-0.5429316759109497,
0.35010167956352234,
-0.16763365268707275,
-0.25192558765411377,
0.1449713557958603,
0.22317171096801758,
0.34248116612434387,
-0.050881437957286835,
0.3446879982948303,
-0.026390723884105682,
-0.40585020184516907,
-0.15763375163078308,
0.48674795031547546,
-0.6730237007141113,
0.06149188429117203,
-1.06505286693573,
-0.12341012805700302,
0.2573910653591156,
-0.681088924407959,
-0.1228332668542862,
0.23570795357227325,
0.4043683707714081,
-0.625007152557373,
-0.026149941608309746,
0.0914011150598526,
-0.5723519325256348,
0.48262932896614075,
-0.4007279574871063,
0.3285747170448303,
-0.02258032187819481,
0.07933737337589264,
-0.1628350466489792,
-0.14936070144176483,
-0.17884069681167603,
-0.3210332691669464,
0.21647274494171143,
0.27522149682044983,
-0.6954760551452637,
0.04202214628458023,
-0.33723264932632446,
-0.6714012026786804,
0.12565161287784576,
0.22172948718070984,
0.2590777277946472,
0.30265510082244873,
0.5931136012077332,
-0.024129528552293777,
0.2740236222743988,
0.10142149031162262,
0.14200329780578613,
0.3117630183696747,
-0.5861443281173706,
0.6678357720375061,
0.07038763910531998,
-0.22603505849838257,
-1.0478723049163818,
0.08671320974826813,
0.2492060661315918,
-0.9510278105735779,
0.3560452163219452,
0.3612566888332367,
-0.58571457862854,
-0.3604716360569,
0.7558379769325256,
0.030253762379288673,
-0.26562416553497314,
0.26121556758880615,
0.1980459839105606,
-0.21544905006885529,
0.0419938750565052,
0.4351917505264282,
-0.11181896179914474,
0.06346108764410019,
0.3831392824649811,
0.006035334896296263,
0.2384617179632187,
-0.22498326003551483,
-0.22558967769145966,
0.3115427494049072,
0.2328803986310959,
-0.3034155070781708,
0.04458125680685043,
0.8118326663970947,
-0.13297031819820404,
-0.25730830430984497,
0.21117493510246277,
0.4078819155693054,
-0.5162879228591919,
-0.24705354869365692,
0.2459930032491684,
0.02498941496014595,
-0.5142223238945007,
0.5452888011932373,
-0.11993677914142609,
0.05768170580267906,
-0.08330276608467102,
-0.011211671866476536,
-0.2733583450317383,
-0.0007346125785261393,
0.08316201716661453,
-0.17117394506931305,
0.13123390078544617,
0.17834535241127014,
0.09458930790424347,
0.17485161125659943,
-0.5423244833946228,
0.12956690788269043,
0.20742149651050568,
0.10590524971485138,
-0.050862327218055725,
0.7496044635772705,
-0.526427686214447,
0.05040518566966057,
0.09833303838968277,
-0.8310639262199402,
-0.40045830607414246,
-0.06570129841566086,
-0.08197680115699768,
-0.39534980058670044,
0.0675862580537796,
-0.2224264293909073,
0.17206653952598572,
-0.07014543563127518,
-0.41328442096710205,
-0.18339259922504425,
-0.2918112576007843,
-0.05485811084508896,
0.08130288869142532,
0.061471566557884216,
0.43908604979515076,
0.057225149124860764,
0.37573638558387756,
0.23161713778972626,
-0.46516045928001404,
0.2236458957195282,
0.5637062788009644,
0.7421408295631409,
0.18320447206497192,
0.31306612491607666,
0.07906350493431091,
-0.5537543892860413,
-0.21090693771839142,
0.24207794666290283,
0.32908159494400024,
0.5401355028152466,
-0.11008362472057343,
-0.13113006949424744,
-0.4097127914428711,
0.16412104666233063,
0.44755417108535767,
0.02508695051074028,
-0.09320009499788284,
-0.01296180672943592,
0.6893934607505798,
-0.42642056941986084,
0.6778862476348877,
0.1458105444908142,
-0.3570268154144287,
0.1146506667137146,
-0.22279886901378632,
-0.29382339119911194,
0.1781475692987442,
-0.45030730962753296,
-0.27061837911605835,
-0.08509837090969086,
-0.22094307839870453,
-0.5174678564071655,
-0.03292691335082054,
0.24185040593147278,
-0.6374613046646118,
-0.547633707523346,
0.3126053214073181,
0.28688210248947144,
-0.2967539131641388,
-0.2113373875617981,
-0.02887081354856491,
0.23905032873153687,
-0.03527947887778282,
0.17301951348781586,
-0.5407018661499023,
0.06386468559503555,
0.35192567110061646,
-0.5349310636520386,
-0.5081331729888916,
0.19361285865306854,
0.02797486074268818,
-0.5634874701499939,
-0.40576598048210144,
-0.5393387675285339,
-0.04852352663874626,
0.16879859566688538,
-0.08078707754611969,
0.1842546910047531,
0.5487871170043945,
-0.4938075542449951,
-0.5933302044868469,
0.35543668270111084,
0.7180726528167725,
0.7149345874786377,
-0.5110293030738831,
-0.28716251254081726,
0.2535823583602905,
0.40992286801338196,
0.37051960825920105,
-0.4494577944278717,
0.21013127267360687,
0.5119163393974304,
0.585585355758667,
-0.3462671637535095,
-0.5950953364372253,
0.019505683332681656,
0.5215547680854797,
0.3941331207752228,
-0.04490528628230095,
-0.05796420946717262,
-0.21562352776527405,
0.09357418119907379,
-0.15903720259666443,
-0.25547659397125244,
-0.31606125831604004,
0.8006957769393921,
-0.4344290494918823,
-0.0827912837266922,
0.1309228092432022,
0.23383274674415588,
0.6755009293556213,
0.25959375500679016,
0.07332457602024078,
-0.32312530279159546,
0.24577249586582184,
-0.24403931200504303,
0.3208102881908417,
-0.2118115872144699,
-0.2414964884519577,
-0.12827831506729126,
-0.19116708636283875,
0.3355875313282013,
0.09808486700057983,
0.2788611650466919,
-0.011597533710300922,
0.2980392277240753,
-0.09977369755506516,
-0.4660904109477997,
0.07325465232133865,
-0.5820308923721313,
-0.20396658778190613,
-0.27436745166778564,
0.34830665588378906,
0.5112055540084839,
0.20470498502254486,
-0.1887211799621582,
-0.5057777762413025,
-0.14970999956130981,
0.4595809876918793,
0.6741413474082947,
-0.5773874521255493,
0.3691449463367462,
0.28644290566444397,
0.33206433057785034,
-0.08586978912353516,
-0.16095566749572754,
0.0845489576458931,
0.30216118693351746,
0.04658561572432518,
0.5259236097335815,
0.4378910958766937,
0.06686779111623764,
-0.08261514455080032,
-0.09455013275146484,
-0.045730866491794586,
0.4752367436885834,
0.3206712603569031,
-0.18488715589046478,
0.24807825684547424,
0.4109978675842285,
-0.4449366331100464,
-0.2408374547958374,
0.395467609167099,
0.17244839668273926,
0.008368829265236855,
-0.3391064405441284,
0.3248593211174011,
0.7782940864562988,
0.8022956848144531,
-0.3102108836174011,
0.12236586213111877,
-0.6339870095252991,
0.1572491079568863,
0.44619661569595337,
-0.2168537825345993,
-0.0758383646607399,
0.018037332221865654,
0.7125424146652222,
0.07423052191734314,
-0.43238651752471924,
-0.12255077064037323,
-0.1875847727060318,
0.14867927134037018,
0.3817881643772125,
0.13921800255775452,
-0.1994202733039856,
0.24600285291671753,
0.32268548011779785,
-0.003811138914898038,
0.11074214428663254,
0.07069181650876999,
-0.012116682715713978,
-0.361153244972229,
0.4215777516365051,
-0.5250000953674316,
-0.55312180519104,
0.5802342891693115,
-0.6522610783576965,
0.5932442545890808,
-0.17547369003295898,
-0.04146730899810791,
-0.058087028563022614,
0.10232436656951904,
0.9071025252342224,
0.12049628049135208,
0.6321317553520203,
0.2681020200252533,
-0.12780724465847015,
0.23912857472896576,
-0.35450056195259094,
0.5057060122489929,
-0.1932496279478073,
-0.7065590023994446,
0.003292446956038475,
0.27800729870796204,
0.1642371416091919,
0.3883676528930664,
0.04158995673060417,
-0.013874405063688755,
-0.12742798030376434,
-0.36275216937065125,
-0.07141342014074326,
-0.3417467176914215,
-0.4313095510005951,
-0.09000097215175629,
0.10178884863853455,
0.2926202416419983,
-0.15709280967712402,
-0.7776323556900024,
0.013973399065434933,
-0.1473151594400406,
0.18088488280773163,
0.19545906782150269,
-0.14335185289382935,
0.9870432019233704,
0.07919571548700333,
0.0637924000620842,
-0.41312074661254883,
0.09691225737333298,
-0.03389979898929596,
0.3971104323863983,
-0.3780116140842438,
0.4260823726654053,
-0.41611674427986145,
0.1528211385011673,
-0.45226454734802246,
0.28455066680908203,
0.47390249371528625,
0.07315307855606079,
-0.5997062921524048,
0.15228311717510223,
0.24125297367572784,
0.4195667803287506,
0.04494556039571762,
-0.484186053276062,
0.30905118584632874,
-0.16108939051628113,
-0.4552617073059082,
0.0016610185848549008,
0.4495566785335541,
-0.24721109867095947,
0.13226519525051117,
-0.09224308282136917,
-0.09572260081768036,
0.356909841299057,
-0.6522123217582703,
0.04154660925269127,
-0.06145473197102547,
-0.16212236881256104,
-0.18874864280223846,
0.21760591864585876,
-0.5990322828292847,
0.261808842420578,
0.0031595376785844564,
0.3714168667793274,
-0.08341759443283081,
-0.6396259665489197,
-0.2379603236913681,
0.012588725425302982,
-0.14363457262516022,
0.8787596225738525,
0.15187089145183563,
0.6858106255531311,
-0.014415327459573746,
-0.18007813394069672,
-0.8303755521774292,
-0.2280842810869217,
-0.04914405196905136,
-0.5784090161323547,
-0.1905200332403183,
-0.37173181772232056,
-0.33342844247817993,
0.15432500839233398,
0.06594257801771164,
-0.3463659882545471,
-0.0032596008386462927,
0.06257963180541992
] |
OF THESIS FASTER DYNAMIC PROGRAMMING FOR MARKOV DECISION PROCESSES Markov decision processes (MDPs) are a general framework used by Artificial Intelligence (AI) researchers to model decision theoretic planning problems. Solving real world MDPs has been a major and challenging research topic in the AI literature. This paper discusses two main groups of approaches in solving MDPs. The first group of approaches combines the strategies of heuristic search and dynamic programming to expedite the convergence process. The second makes use of graphical structures in MDPs to decrease the effort of classic dynamic programming algorithms. Two new algorithms proposed by the author, MBLAO* and TVI, are described here.
|
[
0.0023014540784060955,
0.01159987784922123,
-0.004608434624969959,
0.012333683669567108,
0.009250658564269543,
-0.019663074985146523,
0.010551607236266136,
0.004014541395008564,
-0.007302006706595421,
-0.007990200072526932,
-0.01496942713856697,
0.014080747961997986,
0.008093258365988731,
0.025064734742045403,
0.007683841977268457,
0.041143715381622314,
0.002850157907232642,
-0.014742895029485226,
0.006980974227190018,
-0.013082231394946575,
-0.014814992435276508,
0.016448918730020523,
0.009489116258919239,
-0.023487117141485214,
-0.03180309757590294,
0.030052633956074715,
-0.006876130122691393,
0.009263194166123867,
0.01941240392625332,
0.02195664681494236,
-0.005562646314501762,
0.005429357290267944,
0.01592499017715454,
0.007304629310965538,
0.01563495397567749,
-0.025713883340358734,
-0.001262848498299718,
0.01372062973678112,
0.013219358399510384,
-0.006292481906712055,
0.0003683767281472683,
-0.007878628559410572,
-0.00031459343153983355,
-0.04484211280941963,
-0.007590391673147678,
-0.007124006282538176,
-0.0032352437265217304,
-0.00804085936397314,
-0.013337390497326851,
0.012089619413018227,
-0.02158239297568798,
0.0055780899710953236,
-0.0025078572798520327,
-0.007821879349648952,
-0.0052946023643016815,
-0.008514040149748325,
0.01781756430864334,
-0.013541745953261852,
-0.003914747387170792,
0.017760835587978363,
-0.00903886929154396,
-0.014439182355999947,
-0.006135222502052784,
-0.007690730970352888,
-0.01414257287979126,
-0.0670299381017685,
-0.005234140902757645,
0.008726277388632298,
-0.002335056196898222,
0.009170115925371647,
0.022671524435281754,
0.010818124748766422,
0.018722129985690117,
0.023710407316684723,
0.009147600270807743,
0.014408060349524021,
-0.017329739406704903,
-0.0028664423152804375,
0.0074328044429421425,
0.016483092680573463,
-0.017599722370505333,
-0.017374780029058456,
-0.01284700259566307,
0.0037952582351863384,
0.014838969334959984,
0.025346633046865463,
-0.01574794016778469,
0.013820602558553219,
-0.009097756817936897,
-0.013989649713039398,
0.0014139208942651749,
0.0101551478728652,
-0.012959040701389313,
-0.011963660828769207,
-0.011839218437671661,
-0.010277682915329933,
0.0012623146176338196,
0.004015136510133743,
-0.00006105750799179077,
0.017491232603788376,
-0.014339454472064972,
0.009288804605603218,
0.0175221785902977,
-0.002871517091989517,
-0.016629112884402275,
0.007433725520968437,
-0.015267759561538696,
0.028067607432603836,
-0.004266300238668919,
0.004393438342958689,
-0.013994419947266579,
0.008250669576227665,
-0.01680760085582733,
0.02304326370358467,
0.030089404433965683,
-0.013547832146286964,
0.014926483854651451,
0.022731583565473557,
0.012743212282657623,
0.03291758894920349,
-0.016819899901747704,
0.0017732814885675907,
-0.0032793718855828047,
0.0195176862180233,
0.00795032363384962,
0.008170625194907188,
0.022668158635497093,
0.021464848890900612,
0.005739458370953798,
0.015900637954473495,
-0.010665720328688622,
0.0071581825613975525,
-0.003166389651596546,
0.009690050967037678,
0.03653103485703468,
-0.00441534910351038,
0.01514921523630619,
-0.04544316232204437,
0.0031889802776277065,
-0.008029362186789513,
0.03387906029820442,
0.005822313949465752,
0.009404433891177177,
0.01559213362634182,
-0.0003664931282401085,
-0.0012402983848005533,
-0.01862015202641487,
0.00460363645106554,
-0.0041027674451470375,
0.02091284468770027,
-0.01569361984729767,
0.007517990190535784,
-0.010541591793298721,
-0.014735602773725986,
0.045214079320430756,
-0.007700626738369465,
-0.004191378131508827,
-0.020148610696196556,
-0.020405784249305725,
-0.006163303274661303,
-0.008026130497455597,
-0.017937667667865753,
0.0037315799854695797,
0.006800445262342691,
0.003579401411116123,
0.015397300012409687,
-0.029920300468802452,
-0.007583456113934517,
-0.01741643063724041,
0.006982380524277687,
-0.004970649257302284,
0.008159005083143711,
0.017092127352952957,
0.005842333659529686,
-0.011075575836002827,
-0.006266644224524498,
0.01174105517566204,
0.007815597578883171,
-0.016268838196992874,
0.06677288562059402,
0.014404195360839367,
-0.000311167910695076,
0.00418084766715765,
0.017498252913355827,
0.013284564949572086,
-0.017863333225250244,
-0.019897140562534332,
-0.02277272939682007,
-0.004090097267180681,
-0.005453714169561863,
-0.015043336898088455,
-0.020065471529960632,
-0.003295046277344227,
-0.001834609778597951,
0.0007918234914541245,
0.0035948995500802994,
-0.018090395256876945,
-0.0012027387274429202,
-0.004426981322467327,
-0.01630590483546257,
0.02637670189142227,
-0.005438646767288446,
0.02593233622610569,
0.007845702581107616,
-0.008128780871629715,
0.011628268286585808,
0.00829964317381382,
0.004893032368272543,
0.00676273787394166,
0.032075297087430954,
0.005526005290448666,
0.004176409915089607,
-0.0067554619163274765,
0.0033760310616344213,
0.01588219217956066,
-0.002681647427380085,
0.002611471340060234,
-0.007336705457419157,
0.016287513077259064,
-0.008264940232038498,
-0.009888305328786373,
-0.0005909819155931473,
0.036950528621673584,
0.009637521579861641,
0.0002565048635005951,
0.012097595259547234,
-0.01461777649819851,
0.007734690792858601,
-0.0037468960508704185,
-0.009427154436707497,
0.0028478996828198433,
-0.0056984396651387215,
-0.011365306563675404,
-0.021715819835662842,
0.023488473147153854,
0.021544650197029114,
0.008538251742720604,
-0.024470129981637,
0.02129262685775757,
-0.010842829942703247,
-0.0049484409391880035,
-0.01649044267833233,
0.012977147474884987,
-0.022638801485300064,
0.006915882229804993,
-0.000553604681044817,
-0.02325168438255787,
0.005109386518597603,
-0.014109831303358078,
0.0017826026305556297,
0.009541276842355728,
-0.011224516667425632,
-0.0016684841830283403,
0.007515748962759972,
-0.00392806064337492,
0.0016845576465129852,
0.009206644259393215,
-0.018129747360944748,
0.02382834069430828,
-0.041855230927467346,
0.005717474035918713,
0.009846465662121773,
0.005201021675020456,
-0.0006802880670875311,
-0.0016835685819387436,
0.0007039066404104233,
0.039015017449855804,
0.02064155787229538,
-0.00930576492100954,
-0.007822892628610134,
0.007779034785926342,
-0.006121214013546705,
-0.008921578526496887,
-0.08174841105937958,
-0.006181369535624981,
0.03038156032562256,
0.004499409813433886,
0.0076127806678414345,
0.013626370579004288,
-0.0024100644513964653,
0.01646469533443451,
-0.031084168702363968,
0.014130674302577972,
0.012790726497769356,
-0.010298388078808784,
-0.01459130272269249,
0.024039017036557198,
0.00981996115297079,
-0.005036715418100357,
0.015475336462259293,
0.028248164802789688,
0.0037308759056031704,
-0.023211799561977386,
0.009706073440611362,
-0.002294757403433323,
0.018039066344499588,
-0.003800376085564494,
-0.04578365385532379,
-0.01980690285563469,
0.005497726611793041,
0.014816893264651299,
-0.0015020673163235188,
0.0057609835639595985,
-0.004987751599401236,
-0.014128560200333595,
-0.030314698815345764,
-0.02727055922150612,
-0.017163775861263275,
-0.00595672195777297,
0.015559391118586063,
-0.0097492765635252,
-0.009229154326021671,
0.04320242628455162,
0.013903360813856125,
0.01363200694322586,
0.00040557002648711205,
-0.007280596531927586,
0.0034298114478588104,
0.02532634139060974,
0.016776207834482193,
-0.037053484469652176,
0.01134602539241314,
-0.013819335028529167,
0.03722337633371353,
-0.013430074788630009,
-0.01669926382601261,
0.010525098070502281,
-0.015060985460877419,
-0.01831286959350109,
-0.00453493045642972,
0.001233330462127924,
-0.011471623554825783,
-0.0113735506311059,
-0.03992926701903343,
-0.0050990162417292595,
-0.010478245094418526,
0.03286511451005936,
-0.027042347937822342,
0.0001236535608768463,
0.01565137878060341,
-0.002254326594993472,
0.012374944053590298,
-0.0027408734895288944,
0.036376338452100754,
0.010587447322905064,
-0.01662743091583252,
0.0060949441976845264,
0.017543353140354156,
-0.00930236466228962,
-0.015959639102220535,
-0.01080146711319685,
0.013273894786834717,
-0.006829489953815937,
-0.030098866671323776,
0.033413782715797424,
-0.0017118490068241954,
-0.002355660544708371,
-0.02755286730825901,
0.01720045879483223,
0.007560165598988533,
0.002335549332201481,
0.006668752990663052,
-0.013513653539121151,
-0.01753247156739235,
0.002180175855755806,
0.008305994793772697,
0.006141808815300465,
-0.011434228159487247,
-0.0024999098386615515,
0.020235814154148102,
-0.024971162900328636,
-0.003862257581204176,
0.008446366526186466,
0.026627207174897194,
0.0011699707247316837,
-0.025254178792238235,
-0.01723303273320198,
0.02644520252943039,
0.013784445822238922,
0.006119166500866413,
0.007035959977656603,
0.003473377088084817,
-0.0029379650950431824,
-0.005374221596866846,
0.002287249080836773,
-0.004313056357204914,
0.0006345547735691071,
0.01188184879720211,
-0.016597410663962364,
-0.009516719728708267,
0.006542094983160496,
0.0719471126794815,
0.009153192862868309,
-0.0070137204602360725,
-0.00993216224014759,
0.03486635535955429,
-0.02638155221939087,
-0.002428934443742037,
0.027061231434345245,
0.01999855786561966,
0.0158105306327343,
0.01208571158349514,
-0.016812775284051895,
0.004498631227761507,
0.0007009673863649368,
-0.015209844335913658,
-0.01240299642086029,
-0.028591617941856384,
-0.0037224707193672657,
0.01681186631321907,
-0.029969636350870132,
0.0035081771202385426,
-0.009048689156770706,
-0.018524788320064545,
-0.000401180237531662,
-0.010980790480971336,
-0.015756692737340927,
-0.022536244243383408,
-0.012933540157973766,
0.007201154716312885,
0.008983654901385307,
0.0016751650255173445,
-0.004568339791148901,
-0.008275683037936687,
0.001726621761918068,
0.005510315299034119,
0.0199014563113451,
0.035338856279850006,
0.0041062175296247005,
-0.015354539267718792,
0.0028588133864104748,
-0.021014753729104996,
-0.017772212624549866,
-0.004108039662241936,
0.011868271976709366,
-0.004071937873959541,
0.009455404244363308,
-0.0034690345637500286,
-0.010078154504299164,
-0.02873411402106285,
0.005446413531899452,
-0.008656855672597885,
0.017502114176750183,
0.009059352800250053,
0.02324651926755905,
-0.018422244116663933,
-0.011907185427844524,
0.006803929805755615,
0.000009269220754504204,
-0.020583586767315865,
-0.0005239616148173809,
-0.006922395434230566,
-0.023803411051630974,
0.03455744683742523,
-0.0021042143926024437,
-0.019418643787503242,
-0.031807951629161835,
0.019003573805093765,
-0.014502651989459991,
-0.021038619801402092,
-0.008738446980714798,
-0.012302289716899395,
-0.005948160775005817,
-0.005471454467624426,
-0.006419896613806486,
0.021727513521909714,
-0.02109459787607193,
-0.00768410786986351,
-0.020262420177459717,
0.004583088681101799,
0.009865770116448402,
-0.018893789499998093,
-0.01628437265753746,
-0.0351092703640461,
-0.005596074275672436,
-0.014040683396160603,
0.019238758832216263,
-0.021047528833150864,
-0.07444214820861816,
0.012272261083126068,
0.00987745076417923,
-0.01075407862663269,
-0.033909592777490616,
0.026561496779322624,
-0.00915462989360094,
-0.0002828715369105339,
0.02171226590871811,
-0.011374699883162975,
0.02930215746164322,
-0.034540001302957535,
-0.03592907637357712,
-0.01441868208348751,
0.009066104888916016,
0.029294434934854507,
-0.001967799384146929,
0.00884786993265152,
-0.015216803178191185,
0.0010020644403994083,
0.00807980913668871,
-0.03190522640943527,
-0.00995138380676508,
0.007411479018628597,
-0.016945503652095795,
-0.08073597401380539,
0.0016024267533794045,
-0.0074128988198935986,
-0.016270333901047707,
-0.03342084959149361,
-0.01971641555428505,
0.0005600802833214402,
0.0019800749141722918,
0.013670757412910461,
-0.012208947911858559,
-0.010580459609627724,
-0.016896523535251617,
0.04155712574720383,
0.008426194079220295,
0.010183587670326233,
-0.002656754106283188,
0.009664317592978477,
-0.022849321365356445,
-0.00008725837687961757,
-0.0202634260058403,
-0.03669414669275284,
0.012230284512043,
-0.010804291814565659,
-0.0023974021896719933,
-0.010155884549021721,
-0.034576110541820526,
0.013042870908975601,
0.012171555310487747,
0.006755930371582508,
-0.04248619079589844,
0.0067346119321882725,
-0.007749760523438454,
-0.010416471399366856,
-0.01689552143216133,
-0.0023982562124729156,
-0.007613345980644226,
-0.015257212333381176,
0.0014012702740728855,
0.020858611911535263,
-0.014143511652946472,
-0.009424087591469288,
0.020620621740818024,
-0.01860758103430271,
-0.0008040198590606451,
0.009573251008987427,
-0.021012738347053528,
0.007698833476752043,
-0.0024691815488040447,
0.0075861066579818726,
-0.035289227962493896,
0.005480964668095112,
-0.019071968272328377,
0.01312161609530449,
0.014907562173902988,
0.055911097675561905,
0.010344498790800571,
-0.00010599929373711348,
0.028839943930506706,
0.019748548045754433,
0.007193612866103649,
-0.003516584634780884,
0.0244143009185791,
0.006737537682056427,
0.07207179814577103,
-0.03574317693710327,
0.013827120885252953,
0.012546997517347336,
-0.004170682746917009,
0.0048562162555754185,
-0.0023074643686413765,
-0.0029427488334476948,
0.014855449087917805,
0.004558871500194073,
0.02389688789844513,
-0.01301468163728714,
0.008290820755064487,
0.014489475637674332,
0.014964140020310879,
-0.02963801473379135,
0.020739387720823288,
0.026190850883722305,
0.024578843265771866,
0.008832321502268314,
0.022654550150036812,
-0.010165325365960598,
-0.04131091386079788,
-0.014076320454478264,
0.005399683956056833,
0.002625829540193081,
-0.03254609555006027,
0.003347185207530856,
-0.0014009922742843628,
-0.008963361382484436,
0.00570185761898756,
0.005497526377439499,
0.003811613656580448,
-0.012655742466449738,
0.03134728968143463,
0.0005073023494333029,
0.01792454719543457,
0.006260786671191454,
-0.002542140893638134,
0.023803485557436943,
-0.05362814664840698,
0.01925922930240631,
0.0019860821776092052,
0.011312782764434814,
0.023920033127069473,
0.015299353748559952,
0.0031413096003234386,
-0.021846706047654152,
0.012294318526983261,
0.008115824311971664,
0.0030942277517169714,
-0.0031910380348563194,
-0.001801197649911046,
0.005413094535470009,
0.003947359975427389,
-0.001082845265045762,
-0.010757289826869965,
0.003153800033032894,
-0.007799699902534485,
-0.010905848816037178,
0.008014630526304245,
-0.016624782234430313,
-0.006405998952686787,
0.002562867943197489,
0.015061969868838787,
0.0070282286033034325,
-0.0059432536363601685,
-0.021387271583080292,
0.014857780188322067,
0.013412702828645706,
0.014186926186084747,
0.00798933394253254,
0.009347549639642239,
0.02394723892211914,
0.000625786604359746,
0.008689697831869125,
0.019232679158449173,
-0.013333406299352646,
0.024026844650506973,
0.0022294782102108,
-0.013811398297548294,
-0.01817585527896881,
0.00497069675475359,
0.019032103940844536,
0.009719029068946838,
0.003597201779484749,
0.004159646574407816,
-0.01034620776772499,
-0.004446431528776884,
0.012390431948006153,
0.03944481536746025,
-0.004112049471586943,
0.009719697758555412,
0.006905442103743553,
0.011662140488624573,
0.03408712521195412,
-0.004560860805213451,
0.00259728217497468,
0.02043258771300316,
0.02240176498889923,
0.024598199874162674,
-0.005800635553896427,
-0.01465967483818531,
-0.004256628453731537,
-0.0036400831304490566,
0.01176788005977869,
0.013039025478065014,
-0.02211127057671547,
0.008849672973155975,
0.00735307764261961,
-0.02085261233150959,
0.016594331711530685,
-0.016011754050850868,
0.016711678355932236,
0.005871942266821861,
-0.007223154418170452,
-0.01670093461871147,
-0.03154686838388443,
0.029655952006578445,
-0.00962976086884737,
-0.041593343019485474,
-0.00589011749252677,
0.017362598329782486,
0.020677095279097557,
0.004911073949187994,
-0.018664296716451645,
-0.015087255276739597,
0.0029736184515058994,
-0.005125637631863356,
0.03415536880493164,
0.01415640115737915,
-0.019842397421598434,
-0.002255309373140335,
0.005267811007797718,
0.0011891883332282305,
-0.018005291000008583,
-0.01254382636398077,
-0.023089565336704254,
0.01883472502231598,
-0.03148481249809265,
0.012248419225215912,
-0.0014987476170063019,
0.010114723816514015,
-0.018585557118058205,
0.007163832895457745,
-0.006853189319372177,
0.013631020672619343,
0.0016285385936498642,
0.005905789323151112,
0.014204789884388447,
0.0009141217451542616,
0.004632843658328056,
0.004670277237892151,
-0.007172780577093363,
0.0009068385697901249,
0.023235738277435303,
-0.001099758897908032,
-0.01641688495874405,
-0.0007591192843392491,
0.02005712315440178,
0.023648768663406372,
0.012283951044082642,
0.0029987264424562454,
0.03373893350362778,
0.012063046917319298,
0.004186294972896576,
-0.004570676013827324,
-0.00925184041261673,
-0.027951784431934357,
0.01968739554286003,
0.005952341482043266,
0.02635250985622406,
-0.03234419599175453,
0.01711791753768921,
-0.017767809331417084,
-0.011265033856034279,
0.013154257088899612,
-0.013165422715246677,
-0.013357006013393402,
0.034476060420274734,
0.011994745582342148,
-0.0007018200121819973,
-0.008724872022867203,
-0.011502629145979881,
-0.01790482923388481,
0.000556855695322156,
-0.013264462351799011,
-0.004046755842864513,
-0.016264494508504868,
0.04056315869092941,
0.003583173733204603,
-0.013621706515550613,
0.005917436443269253,
-0.027665594592690468,
0.015185769647359848,
-0.0302889347076416,
-0.015870993956923485,
-0.0014577764086425304,
0.0008610037621110678,
0.006171160843223333,
0.013964766636490822,
-0.014752885326743126
] |
[
-0.5593739151954651,
-0.14815653860569,
0.08909399062395096,
0.17384204268455505,
0.02342580258846283,
0.16759991645812988,
-0.13666294515132904,
-0.26367950439453125,
-0.4361913502216339,
-0.16728746891021729,
-0.2675963342189789,
0.009601956233382225,
-0.2277357429265976,
0.07011842727661133,
0.22947368025779724,
0.3016754686832428,
0.23446616530418396,
-0.37366533279418945,
-0.14837811887264252,
-0.6113764643669128,
0.020207472145557404,
0.5612496137619019,
0.2745803892612457,
0.2222503423690796,
-0.1555432826280594,
0.31938740611076355,
0.2816464900970459,
0.43557149171829224,
0.11184200644493103,
-0.09297190606594086,
-0.23508474230766296,
0.4665391147136688,
-0.0671485885977745,
-0.006035638973116875,
0.35166510939598083,
0.03216158598661423,
-0.43150830268859863,
0.22044460475444794,
-0.14100754261016846,
-0.420331209897995,
0.1154889240860939,
-0.2650870084762573,
-0.2269095778465271,
-0.11171647161245346,
-0.5151879787445068,
-0.5234977006912231,
-1.0235031843185425,
-0.07952943444252014,
-0.6800152063369751,
-0.5569195747375488,
-0.17082296311855316,
0.704943835735321,
0.6316502690315247,
0.12095540761947632,
-0.26867610216140747,
0.43063974380493164,
-0.019304227083921432,
-0.557064414024353,
0.3029797673225403,
-0.22377261519432068,
0.0694454088807106,
-0.4660542607307434,
-0.33281397819519043,
0.17132921516895294,
-0.10303247720003128,
0.510627806186676,
-0.08308015763759613,
-0.3461376428604126,
-0.8269431591033936,
-0.5162004232406616,
0.5823882222175598,
-0.11907210201025009,
-0.3812716603279114,
0.44494694471359253,
-0.2681996524333954,
-0.32189998030662537,
0.2914855182170868,
-0.14054444432258606,
0.11363745480775833,
-0.050724633038043976,
-0.19529321789741516,
0.16568462550640106,
0.3627156913280487,
0.28026020526885986,
0.5089051127433777,
0.8032776117324829,
-0.1651252657175064,
0.16622966527938843,
-0.4508209228515625,
0.18871170282363892,
-0.3954262435436249,
-0.35305970907211304,
0.4012748897075653,
0.168379545211792,
0.4562155306339264,
0.5290727615356445,
-0.07245264202356339,
0.22465381026268005,
0.4757172763347626,
0.5730622410774231,
-0.34424278140068054,
-0.10324962437152863,
0.06931699067354202,
-0.11920864135026932,
-0.3875507712364197,
-0.048760753124952316,
-0.47099462151527405,
-0.5647099018096924,
-0.6432703733444214,
-0.11369182169437408,
-0.8810330033302307,
0.012204686179757118,
-0.24111820757389069,
-0.22817237675189972,
-0.296378493309021,
-0.04054834693670273,
-0.011729249730706215,
-0.3124219477176666,
-0.6359803676605225,
0.5382702946662903,
-0.20503748953342438,
1.0740159749984741,
0.20427435636520386,
0.7782028913497925,
0.4999263882637024,
0.07426883280277252,
0.42980968952178955,
0.5683562755584717,
-0.7161122560501099,
0.5074744820594788,
0.3224067687988281,
0.8815798759460449,
-0.15347839891910553,
0.24618420004844666,
-0.03433626517653465,
-0.4075775444507599,
0.30520156025886536,
-0.0938379243016243,
-0.5807915329933167,
0.23065678775310516,
-0.5560727119445801,
-0.6646643280982971,
0.1247878223657608,
-0.17528539896011353,
-0.33347517251968384,
-0.1577196717262268,
-0.07142849266529083,
-0.5471026301383972,
-0.05573185905814171,
-0.46644794940948486,
-0.07740669697523117,
-0.030293989926576614,
-0.7906596660614014,
-0.0417800210416317,
0.2745833396911621,
1.1756260395050049,
-0.038315482437610626,
-0.046834032982587814,
0.10910449922084808,
0.335390567779541,
-0.3105461895465851,
0.1616145223379135,
-0.8265610933303833,
-0.04829729348421097,
0.2819516062736511,
-0.5261263251304626,
0.6367449164390564,
-0.007970272563397884,
0.24891696870326996,
-0.123833566904068,
-0.35958537459373474,
-0.15850777924060822,
-0.044974058866500854,
-0.8254760503768921,
0.051143746823072433,
0.21779192984104156,
0.38733455538749695,
-0.020851410925388336,
0.3908504247665405,
-0.001338302856311202,
-0.8221933245658875,
0.11331856995820999,
-0.13727185130119324,
-0.506024956703186,
0.07056955248117447,
0.35355252027511597,
0.7260227799415588,
-0.11044109612703323,
-0.16898265480995178,
-0.14746585488319397,
-0.6604273319244385,
0.27879032492637634,
0.3090316653251648,
-0.7538117170333862,
1.3537225723266602,
0.18892927467823029,
-0.31655845046043396,
1.1803964376449585,
-0.39020538330078125,
0.5198307037353516,
0.151442289352417,
0.05737804248929024,
0.47738024592399597,
-0.5897427797317505,
-0.40139487385749817,
-0.10372667759656906,
0.0640689954161644,
-0.07328435033559799,
-0.5121705532073975,
0.4380266070365906,
0.5438741445541382,
-0.26812881231307983,
0.08010225743055344,
-0.5245984196662903,
0.2656364440917969,
0.2834983468055725,
-0.10263723134994507,
0.1401236653327942,
-0.020432699471712112,
0.11059459298849106,
1.303383469581604,
-0.38111451268196106,
0.3905128538608551,
0.7937400341033936,
0.42115896940231323,
0.5902144908905029,
1.147587537765503,
0.6357242465019226,
0.5758671760559082,
-0.3000475764274597,
-0.05553063750267029,
-0.40587782859802246,
0.27854427695274353,
-0.27835750579833984,
-0.07760463654994965,
0.23788703978061676,
0.08379997313022614,
-0.3627582788467407,
0.17948146164417267,
-0.26733464002609253,
0.1027870699763298,
0.13296917080879211,
-0.08736956864595413,
-0.14362092316150665,
0.34587210416793823,
-0.48037129640579224,
-0.5813437104225159,
0.10602542012929916,
-0.6580504179000854,
0.053824346512556076,
-0.10732993483543396,
0.8816283941268921,
-0.0028330483473837376,
-0.4259626865386963,
-0.01696951314806938,
0.5386902689933777,
0.06007835268974304,
-0.13354097306728363,
0.12499483674764633,
0.20451925694942474,
0.039584171026945114,
0.20114201307296753,
0.05895640701055527,
0.11178936809301376,
-0.05926695838570595,
-0.4155270755290985,
-0.35690855979919434,
-0.7069646120071411,
0.4751620590686798,
0.5297397971153259,
0.3277515769004822,
-0.44393980503082275,
-0.4396035373210907,
0.07078596204519272,
-0.41463059186935425,
-1.0791771411895752,
0.42848435044288635,
0.36011430621147156,
-0.9305855631828308,
-0.6690959930419922,
0.16642600297927856,
0.41327059268951416,
0.5267069339752197,
-0.08160687983036041,
-0.5886166095733643,
-0.4486963152885437,
-0.2711595892906189,
0.1477520763874054,
-0.45026862621307373,
0.0129644013941288,
-0.17368397116661072,
0.45265820622444153,
-0.44691964983940125,
-0.49254241585731506,
0.2520175874233246,
0.7467312216758728,
0.022748729214072227,
0.17771919071674347,
0.4467630088329315,
0.13952001929283142,
-0.4709782600402832,
0.4260893166065216,
0.14228741824626923,
-0.11297117173671722,
0.011011362075805664,
-0.34200018644332886,
-0.6947878003120422,
0.9396144151687622,
-5.790543556213379,
-0.3314906656742096,
-0.3865302503108978,
0.16499024629592896,
-0.11970634013414383,
-0.11524491012096405,
0.9118677377700806,
-0.31433895230293274,
0.04682993143796921,
-0.6335269212722778,
0.11686049401760101,
0.15554744005203247,
-0.21118952333927155,
0.4985777735710144,
-0.2745594084262848,
0.12620501220226288,
0.27943456172943115,
-0.01324980054050684,
0.4987527132034302,
0.3275855779647827,
0.4347623288631439,
-0.2980199158191681,
-0.19794195890426636,
0.27496975660324097,
-0.25376808643341064,
0.24084001779556274,
-0.8201788663864136,
0.6198275685310364,
-0.4665880501270294,
-0.0014319592155516148,
-0.0734625905752182,
-0.22121161222457886,
-0.1267753541469574,
-0.727144718170166,
0.5204578042030334,
0.14253032207489014,
0.6330984234809875,
0.4678081274032593,
0.4794827401638031,
0.0021204466465860605,
0.5172789096832275,
0.19831600785255432,
-0.04529809579253197,
-0.21264240145683289,
0.2107686847448349,
-0.0513513907790184,
0.012447036802768707,
0.6918305158615112,
-0.756784200668335,
0.7460951209068298,
-0.04222915694117546,
-0.2441396266222,
0.0691937729716301,
0.4752262234687805,
-0.09815707802772522,
-0.4982838034629822,
0.14061644673347473,
0.106090247631073,
-0.13297374546527863,
0.49373260140419006,
0.08404839783906937,
-0.39368951320648193,
0.24174723029136658,
-1.0539004802703857,
-0.4110981822013855,
0.415286660194397,
-0.4623904526233673,
-0.4260024130344391,
0.2023596465587616,
0.3206068277359009,
-0.263321191072464,
0.34533584117889404,
0.11973457783460617,
-0.7091436982154846,
0.22032657265663147,
-0.47999390959739685,
0.3221784234046936,
-0.3022634983062744,
-0.12338445335626602,
0.4670085310935974,
0.18980847299098969,
-0.5636857748031616,
-0.3936196267604828,
-0.2499830722808838,
0.07071501016616821,
-0.6976060271263123,
0.028662385419011116,
-0.15878966450691223,
-0.29034167528152466,
0.3987060487270355,
0.06602783501148224,
-0.2901965379714966,
0.3799499273300171,
0.3437650501728058,
0.7687703371047974,
0.15233372151851654,
0.14720484614372253,
0.21835581958293915,
0.36652055382728577,
-0.5887135863304138,
0.34356430172920227,
-0.5129764080047607,
-0.05678793415427208,
-0.8412940502166748,
0.17264236509799957,
0.1001339852809906,
-0.5796430706977844,
0.10425887256860733,
0.3920796513557434,
-0.34471046924591064,
-0.3213310241699219,
-0.5891591906547546,
0.015436352230608463,
-0.010911088436841965,
0.5421803593635559,
0.03643222525715828,
-0.12053651362657547,
0.012220865115523338,
-0.13131771981716156,
0.05983277037739754,
-0.10272441059350967,
0.12246031314134598,
0.20874184370040894,
-0.29072871804237366,
0.32439157366752625,
-0.04966289922595024,
0.3923862874507904,
0.3350532352924347,
-0.10977213829755783,
0.38235145807266235,
0.3812173902988434,
0.3715347945690155,
-0.4072364568710327,
0.12212283164262772,
0.6961998343467712,
-0.40406861901283264,
-0.4176138639450073,
0.1231846958398819,
0.38949787616729736,
-0.236099973320961,
0.7165755033493042,
0.13543222844600677,
0.12080582976341248,
-0.011784614995121956,
0.1905769258737564,
0.18517173826694489,
-0.12076034396886826,
-0.2738960385322571,
-0.2338736355304718,
0.09469591081142426,
-0.1663738489151001,
-0.4593445956707001,
0.059727445244789124,
-0.280310720205307,
0.164189413189888,
0.35000079870224,
0.2607933580875397,
0.15989501774311066,
0.16885581612586975,
-0.284017950296402,
0.39446836709976196,
-0.470643013715744,
-1.0133315324783325,
0.0578780397772789,
-0.44530874490737915,
0.9213374257087708,
-0.8430191874504089,
0.002154601039364934,
0.08905170112848282,
0.06093576177954674,
-0.22788171470165253,
-0.5762133598327637,
-0.34022438526153564,
-0.6662946343421936,
0.15290877223014832,
0.3305726647377014,
-0.06935296952724457,
0.11810742318630219,
-0.19750025868415833,
-0.15306778252124786,
0.07398303598165512,
-0.6304245591163635,
0.20707672834396362,
0.5003896951675415,
0.7340501546859741,
0.021288210526108742,
0.23213708400726318,
0.13883474469184875,
-0.39605972170829773,
0.06282082200050354,
0.18941833078861237,
0.3044224679470062,
0.7036030292510986,
0.11478878557682037,
-0.034770675003528595,
-0.5917730331420898,
0.24414914846420288,
-0.028319071978330612,
-0.20122309029102325,
-0.5833573341369629,
0.07192963361740112,
0.5152851343154907,
0.12453748285770416,
0.5328031778335571,
0.25615084171295166,
-0.22117966413497925,
-0.13295388221740723,
-0.05269169434905052,
0.023892510682344437,
0.05924692004919052,
-0.5762820243835449,
-0.5565400123596191,
0.21745622158050537,
0.3457685112953186,
-0.5192312598228455,
0.17318013310432434,
0.4173130989074707,
-0.3622964024543762,
-0.5922747254371643,
0.6366450786590576,
-0.061223600059747696,
-0.25389665365219116,
-0.3652849793434143,
-0.2152778059244156,
-0.3953867554664612,
0.07035264372825623,
0.4498169720172882,
-0.512897253036499,
-0.1617470383644104,
0.16043837368488312,
-0.37094739079475403,
-0.3390805125236511,
0.17513006925582886,
0.05106569081544876,
-0.11886041611433029,
-0.560641348361969,
-0.2654404938220978,
0.5057953596115112,
-0.06221231073141098,
-0.1000622883439064,
-0.11077973246574402,
0.7972995042800903,
-0.34055936336517334,
-0.6070099472999573,
0.24256451427936554,
0.5576415657997131,
0.5153931975364685,
-0.18833591043949127,
-0.7046959400177002,
0.22565726935863495,
0.25446149706840515,
-0.14046916365623474,
0.08224838972091675,
0.012343195267021656,
0.7684844136238098,
0.060054004192352295,
-0.35315045714378357,
-0.7605987787246704,
0.12221363931894302,
-0.05980083718895912,
-0.024404067546129227,
0.1782420575618744,
-0.09165579825639725,
-0.7364643216133118,
0.08730358630418777,
0.31937992572784424,
0.19909189641475677,
-0.5650462508201599,
0.5018470287322998,
0.017284702509641647,
0.3118828535079956,
-0.7292066812515259,
-0.05284324288368225,
0.772881031036377,
-0.018739398568868637,
0.6322007775306702,
-0.50850510597229,
-0.0748574361205101,
-0.10977286845445633,
0.04673442244529724,
-0.43892428278923035,
-0.07891842722892761,
-0.49944478273391724,
-0.13364367187023163,
0.30664098262786865,
-0.11549172550439835,
0.2892112135887146,
0.36071914434432983,
0.3755718171596527,
0.05448135733604431,
-0.43340131640434265,
0.4106607139110565,
-0.6762841939926147,
0.10750243067741394,
-0.3877769410610199,
0.3071765601634979,
0.2969527542591095,
-0.08330724388360977,
-0.28231990337371826,
-0.3566666841506958,
0.12426134198904037,
0.5601848363876343,
0.3072572648525238,
-0.2234368622303009,
0.2184944450855255,
0.5219993591308594,
0.24910016357898712,
0.18620526790618896,
-0.005167740862816572,
-0.3108315169811249,
0.23513197898864746,
0.10778704285621643,
0.2975473403930664,
0.6690386533737183,
-0.13098494708538055,
-0.12524168193340302,
-0.04784771054983139,
-0.2896518111228943,
0.7379117012023926,
0.21864083409309387,
0.2863730192184448,
0.6313291192054749,
0.8551961183547974,
-0.6533298492431641,
-0.5335561037063599,
0.5687671303749084,
-0.4435065984725952,
0.1875060349702835,
0.1558399200439453,
0.6218112111091614,
0.24598988890647888,
0.48641619086265564,
-0.7007465362548828,
0.5737367272377014,
-0.0128058772534132,
0.3672909438610077,
0.43214282393455505,
-0.6365602612495422,
0.1958216279745102,
-0.3156372606754303,
0.6920102834701538,
0.4367239475250244,
-0.280931681394577,
0.32952889800071716,
0.0184932891279459,
0.18960590660572052,
0.27455252408981323,
0.34784939885139465,
-0.1176752820611,
0.24211274087429047,
0.2683236300945282,
0.294882208108902,
0.02250818721950054,
-0.07611530274152756,
-0.07600586861371994,
-0.17102162539958954,
-0.0645926296710968,
-0.4332329034805298,
0.16506287455558777,
0.19238492846488953,
0.051942434161901474,
0.22342611849308014,
-0.05034526810050011,
-0.10626129806041718,
-0.5311967134475708,
0.048114899545907974,
0.40216898918151855,
0.18666435778141022,
-0.05884288623929024,
0.002596453996375203,
-0.2361493706703186,
0.15659958124160767,
-0.20256608724594116,
0.5707796216011047,
-0.14074577391147614,
-0.5917044878005981,
-0.235373854637146,
0.5893046855926514,
-0.21308527886867523,
0.23113219439983368,
0.04144325107336044,
-0.11566086858510971,
0.1755196452140808,
-0.5460889339447021,
-0.20539751648902893,
-0.40810680389404297,
-0.08526032418012619,
-0.06400711834430695,
0.1651439517736435,
-0.2361544817686081,
0.16412542760372162,
-0.6142835021018982,
-0.39201781153678894,
0.2724896967411041,
0.11248158663511276,
0.19955496490001678,
-0.739126443862915,
0.8235907554626465,
0.49085259437561035,
0.5089715123176575,
-0.19260704517364502,
-0.23769189417362213,
-0.2433769404888153,
0.5614005923271179,
-0.7468051910400391,
0.392399400472641,
-0.5850595831871033,
0.11858290433883667,
-0.36952272057533264,
0.09432720392942429,
0.2663768529891968,
0.2153279036283493,
-0.39264315366744995,
0.15754370391368866,
0.129551500082016,
0.14418835937976837,
-0.010075358673930168,
-0.3423258662223816,
0.09035911411046982,
-0.22828473150730133,
-0.4840248227119446,
-0.463827908039093,
1.2663580179214478,
-0.06280632317066193,
0.4017244279384613,
-0.1235472783446312,
-0.2944798171520233,
0.2766856253147125,
-0.12889979779720306,
-0.008024552837014198,
0.09772200137376785,
0.005977732595056295,
-0.2888284921646118,
0.8405740261077881,
-0.7472050786018372,
0.0957924872636795,
0.05643734335899353,
0.46808111667633057,
-0.0023499683011323214,
-0.8144067525863647,
-0.048463962972164154,
0.1542680561542511,
-0.8516994714736938,
0.4242096245288849,
-0.08732090145349503,
0.517569899559021,
0.10790277272462845,
-0.4055942893028259,
-0.4462597668170929,
0.06140732392668724,
0.3178074359893799,
-0.4356309473514557,
-0.15164637565612793,
-0.35605549812316895,
-0.3442372977733612,
0.5010180473327637,
-0.30642250180244446,
-0.5355074405670166,
-0.2903730571269989,
-0.3593374788761139
] |
This article describes and compares four approaches to storing payment keys and executing payment applications on mobile phones via near-field communication at the point of sale. Even though the comparison hinges on security--specifically, how well the keys and payment application are protected against misuse--other criteria such as hardware requirements, availability, management complexity, and performance are also identified and discussed.
|
[
-0.0006729340530000627,
0.01476790476590395,
-0.0001320291921729222,
0.014069846831262112,
-0.010428262874484062,
0.024681461974978447,
0.011114336550235748,
-0.019410446286201477,
-0.014892916195094585,
-0.03399595990777016,
-0.0218525230884552,
0.019733451306819916,
0.013618454337120056,
0.02649853564798832,
-0.0022219917736947536,
-0.01962144859135151,
-0.006451662629842758,
0.0035156540106981993,
0.011515582911670208,
-0.013091766275465488,
-0.016288118436932564,
0.01608814112842083,
0.011005733162164688,
-0.015485906973481178,
-0.006251058075577021,
0.027389507740736008,
0.018090689554810524,
-0.016454149037599564,
-0.028788765892386436,
-0.0017483864212408662,
0.009651201777160168,
0.020303521305322647,
-0.014489528723061085,
0.022310396656394005,
0.024448083713650703,
-0.012161128222942352,
-0.0058718412183225155,
0.020656095817685127,
-0.006214209832251072,
-0.004226998891681433,
-0.020671464502811432,
-0.0010291626676917076,
-0.0007756035774946213,
0.03192021697759628,
-0.009477448649704456,
-0.008289668709039688,
-0.002446704311296344,
0.009171801619231701,
0.002156695583835244,
0.015387450344860554,
-0.006526539567857981,
0.009293919429183006,
0.0013749460922554135,
0.04323555529117584,
-0.007757875137031078,
-0.011165819130837917,
0.02353130653500557,
-0.008422285318374634,
-0.028103511780500412,
-0.027339065447449684,
0.013193410821259022,
-0.025802310556173325,
-0.013675855472683907,
-0.015826275572180748,
0.006185232196003199,
-0.06610681116580963,
-0.058384086936712265,
0.024311108514666557,
-0.009754892438650131,
-0.021533658728003502,
0.0004536652995739132,
0.013127049431204796,
-0.010337963700294495,
-0.022077422589063644,
-0.009422605857253075,
-0.01819944567978382,
-0.009013272821903229,
-0.0034414425026625395,
-0.027458950877189636,
0.016781874001026154,
-0.012072920799255371,
-0.02666599489748478,
-0.01112205907702446,
0.0068846833892166615,
0.009953378699719906,
-0.000740547722671181,
-0.015297963283956051,
-0.0021162275224924088,
-0.03871743753552437,
0.016260024160146713,
0.013709706254303455,
0.05112423375248909,
-0.0036884539294987917,
-0.002248666249215603,
0.0010470000561326742,
0.019875885918736458,
-0.035660989582538605,
0.014275460503995419,
0.016939334571361542,
0.03349841758608818,
-0.00047889427514746785,
0.010667099617421627,
0.031352125108242035,
-0.02741044946014881,
0.04732474312186241,
0.010301700793206692,
-0.007471523713320494,
0.009339013136923313,
-0.0007457038736902177,
0.008397793397307396,
0.007459806278347969,
0.005045462399721146,
-0.026861298829317093,
-0.05565890669822693,
-0.020993968471884727,
0.00012719858204945922,
0.0024376409128308296,
0.013149538077414036,
0.004084649030119181,
0.010518010705709457,
-0.006835788022726774,
-0.015698270872235298,
0.003075338201597333,
-0.0035472961608320475,
0.005170481279492378,
-0.005316039547324181,
0.0003977123706135899,
-0.0220932736992836,
0.012415783479809761,
-0.010638385079801083,
-0.014512481167912483,
-0.018936939537525177,
0.020337967202067375,
-0.026816198602318764,
0.018082940950989723,
0.012636793777346611,
-0.00003841934449155815,
-0.013743020594120026,
0.025657683610916138,
0.013595802709460258,
0.02419760264456272,
0.010927952826023102,
-0.004099476616829634,
0.02360863983631134,
0.011500106193125248,
-0.014912066981196404,
0.017004411667585373,
0.009241742081940174,
0.003325283993035555,
-0.012945258058607578,
0.010716238059103489,
0.026045765727758408,
0.003471131669357419,
-0.01269986480474472,
0.0003184019878972322,
0.0006803394644521177,
0.007009507622569799,
-0.014927420765161514,
-0.010547898709774017,
0.0013642219128087163,
0.03297968581318855,
0.01623614877462387,
0.028549281880259514,
0.011391548439860344,
0.002462690696120262,
-0.010680556297302246,
0.0007641435950063169,
-0.008786598220467567,
-0.016826674342155457,
0.00363382650539279,
-0.006887307856231928,
0.01746726967394352,
0.015188290737569332,
0.014560979790985584,
-0.0010420717298984528,
-0.0025115495081990957,
0.012878376059234142,
0.009381165727972984,
-0.018323898315429688,
0.06648163497447968,
-0.0031367861665785313,
0.00458843307569623,
0.022465145215392113,
-0.002083160914480686,
-0.015070504508912563,
-0.024066079407930374,
-0.01793671026825905,
-0.010417085140943527,
-0.010247691534459591,
-0.04721492528915405,
-0.01192581094801426,
-0.03212587907910347,
-0.028810465708374977,
0.009058428928256035,
-0.0031293693464249372,
0.004973739851266146,
-0.010019736364483833,
-0.016327515244483948,
-0.0065648905001580715,
0.014377832412719727,
0.002409058390185237,
0.0189462099224329,
0.02278001792728901,
-0.028231719508767128,
-0.005202066618949175,
0.009506499394774437,
0.033824384212493896,
0.007114027161151171,
-0.03062344156205654,
0.011810858733952045,
-0.0049584717489778996,
0.028552405536174774,
0.004833420738577843,
-0.012049571610987186,
0.04131155088543892,
0.010753155685961246,
0.01063806563615799,
-0.013436675071716309,
0.009903132915496826,
-0.01593630760908127,
-0.0025416635908186436,
0.009008889086544514,
0.050184059888124466,
0.00024631808628328145,
0.02399636059999466,
0.015084137208759785,
-0.02076203003525734,
0.012773026712238789,
0.0035956744104623795,
-0.01389917079359293,
-0.0028429762460291386,
0.004434067290276289,
-0.009645857848227024,
0.002469498198479414,
0.03572783246636391,
-0.003010727930814028,
0.008654244244098663,
-0.007397185545414686,
0.0073877740651369095,
-0.017406679689884186,
0.008160542696714401,
-0.008248945698142052,
0.02338601090013981,
-0.0188430342823267,
0.008311710320413113,
-0.002794357016682625,
-0.007343614473938942,
-0.007623848970979452,
-0.006438781972974539,
0.0057313828729093075,
0.0008913223864510655,
-0.0010489734122529626,
0.04253585264086723,
-0.010941953398287296,
0.03446513041853905,
-0.02125341072678566,
0.00227573374286294,
0.0022944638039916754,
0.02652016095817089,
-0.03934779018163681,
-0.009553383104503155,
0.0028189076110720634,
-0.04989606514573097,
-0.0184063371270895,
0.02388710342347622,
-0.017283273860812187,
-0.014835610054433346,
0.015700383111834526,
-0.0016167903086170554,
0.0015912177041172981,
0.004983501974493265,
-0.008781780488789082,
-0.007982203736901283,
-0.08128680288791656,
-0.017157984897494316,
-0.004589553456753492,
0.020490191876888275,
0.01304183155298233,
0.008006594143807888,
0.02236357145011425,
-0.034383416175842285,
-0.01296536810696125,
-0.00881864968687296,
0.014722120948135853,
-0.008507153950631618,
-0.021371440961956978,
0.036394767463207245,
0.013568204827606678,
-0.015450767241418362,
0.001869933563284576,
0.0006536848959513009,
-0.005799314472824335,
0.029566315934062004,
-0.006757023744285107,
0.019395997747778893,
0.005629384890198708,
0.013950314372777939,
-0.015046771615743637,
0.006590455304831266,
-0.015139665454626083,
0.008136484771966934,
0.013796130195260048,
-0.00861706305295229,
0.01473158784210682,
-0.007218281738460064,
0.008219115436077118,
0.015983669087290764,
-0.007058708928525448,
-0.026792028918862343,
-0.013959629461169243,
-0.012164447456598282,
-0.026341520249843597,
0.0035045486874878407,
0.030408950522542,
0.021563462913036346,
-0.010358340106904507,
0.012221825309097767,
0.0073203775100409985,
0.020125512033700943,
0.01858459785580635,
-0.005346928257495165,
0.0031723217107355595,
0.0028249998576939106,
-0.011117713525891304,
-0.019230235368013382,
-0.003119896398857236,
0.013072602450847626,
-0.0023582472931593657,
-0.010162643156945705,
-0.0003902719763573259,
-0.012631596997380257,
-0.014185751788318157,
-0.016170009970664978,
-0.021046476438641548,
-0.02439062111079693,
0.03265899792313576,
-0.030124176293611526,
-0.020152755081653595,
-0.011156564578413963,
0.01924675889313221,
0.007784813176840544,
-0.00734261330217123,
0.01752588339149952,
-0.010384280234575272,
-0.02632010169327259,
0.014966863207519054,
0.008084738627076149,
-0.018686499446630478,
-0.02385757863521576,
-0.018559996038675308,
-0.0003270084271207452,
0.004977600648999214,
0.012995642609894276,
-0.02318532019853592,
0.00036302756052464247,
0.015365962870419025,
-0.017596641555428505,
0.007782230619341135,
-0.019462043419480324,
0.010676410049200058,
0.0005860804230906069,
0.0011878199875354767,
-0.00646038306877017,
-0.025840627029538155,
0.001202510087750852,
-0.004874299746006727,
0.006068078801035881,
-0.005366573575884104,
-0.007422130089253187,
0.014796602539718151,
0.0037726073060184717,
-0.01612691953778267,
0.013171986676752567,
-0.007757076062262058,
0.0037507147062569857,
0.00043688659206964076,
-0.012519476935267448,
-0.02259531058371067,
0.008914167061448097,
-0.017780927941203117,
0.012856288813054562,
-0.04072760418057442,
-0.013028084300458431,
-0.02285483293235302,
-0.015296755358576775,
-0.010083219967782497,
0.022389113903045654,
0.006269334815442562,
-0.004305143374949694,
0.008029904216527939,
0.027000004425644875,
0.0715676099061966,
0.0010030451230704784,
0.02488563396036625,
-0.01145754475146532,
0.005242969375103712,
-0.04177083075046539,
-0.0010311113437637687,
0.015650279819965363,
0.00562035059556365,
0.013289294205605984,
0.014910575933754444,
0.003348232712596655,
0.0036293540615588427,
0.004894687328487635,
-0.012835431843996048,
-0.0007422820781357586,
-0.02366551198065281,
-0.012376664206385612,
-0.025551071390509605,
0.00877727847546339,
0.00418748939409852,
-0.005239866208285093,
-0.018304575234651566,
-0.008163637481629848,
-0.026898086071014404,
-0.0011571448994800448,
-0.027563946321606636,
-0.012807213701307774,
0.005905422382056713,
0.004618790466338396,
0.028809133917093277,
0.07818873971700668,
-0.0017833603778854012,
0.007926088757812977,
0.022895241156220436,
0.03067892976105213,
0.020514098927378654,
0.013266083784401417,
-0.015278280712664127,
0.0007135467021726072,
0.0010940182255581021,
-0.017504369840025902,
-0.007027932442724705,
0.011769614182412624,
0.007140419911593199,
-0.008001038804650307,
-0.024136655032634735,
-0.009302815422415733,
0.006842972245067358,
0.03053535334765911,
-0.014036543667316437,
0.004184077959507704,
0.0162563044577837,
0.0005534683587029576,
0.009130745194852352,
0.04683440178632736,
-0.036590948700904846,
0.01190457958728075,
0.007016728166490793,
0.024379217997193336,
0.004118017852306366,
0.015422387979924679,
0.03327813744544983,
-0.005224910564720631,
0.017399126663804054,
0.006720538251101971,
0.010451091453433037,
-0.019630305469036102,
-0.03229851648211479,
0.00610546488314867,
0.017003413289785385,
-0.0313393697142601,
0.010744746774435043,
0.021820584312081337,
0.006416718941181898,
-0.0571318045258522,
-0.012898167595267296,
0.010617156513035297,
-0.002206535544246435,
0.00020736719307024032,
0.05899638310074806,
-0.002271497854962945,
-0.010301134549081326,
-0.009434983134269714,
-0.0018565742066130042,
0.010413678362965584,
-0.023409266024827957,
-0.0735616385936737,
-0.00016976383631117642,
-0.011068099178373814,
-0.011792764067649841,
-0.04817782714962959,
0.01961044780910015,
0.009419415146112442,
0.01297319121658802,
-0.0034417102579027414,
-0.014868427067995071,
0.02378034219145775,
0.01869736984372139,
-0.02951446920633316,
-0.00007573241600766778,
0.012133155018091202,
-0.04089057445526123,
0.013545908965170383,
-0.011017976328730583,
0.001389343524351716,
0.00435459753498435,
-0.022217536345124245,
0.03719020634889603,
-0.011936860159039497,
0.008436259813606739,
-0.001709621399641037,
-0.08010692894458771,
-0.00732447998598218,
0.009562498889863491,
0.014447012916207314,
-0.0073233917355537415,
0.0014046774012967944,
0.025913480669260025,
-0.01556349266320467,
0.026772353798151016,
-0.01754840463399887,
0.010864903219044209,
0.010586134158074856,
-0.016243446618318558,
-0.003972239326685667,
0.0029422708321362734,
-0.003319968469440937,
-0.004511312115937471,
-0.007678531575948,
0.018422158434987068,
0.033899713307619095,
-0.0033217910677194595,
0.019430750980973244,
-0.010065590962767601,
-0.001089942641556263,
-0.02018623799085617,
-0.000304713670630008,
-0.01545962505042553,
0.008446314372122288,
0.002095348434522748,
-0.011644979007542133,
-0.007234884425997734,
-0.018102435395121574,
0.0172843337059021,
-0.021139871329069138,
-0.0080398079007864,
-0.022794736549258232,
-0.008633061312139034,
0.001593959517776966,
-0.020850202068686485,
0.017450150102376938,
-0.007430712692439556,
0.000249003671342507,
0.0066732862032949924,
0.019103804603219032,
-0.01877741329371929,
0.04886213690042496,
0.006256145890802145,
-0.010320563800632954,
0.008481540717184544,
-0.0027897399850189686,
0.02007187530398369,
0.02113964408636093,
0.009937419556081295,
0.008957387879490852,
-0.0672508105635643,
0.016616061329841614,
-0.019730670377612114,
-0.005837570875883102,
0.011070850305259228,
0.02123754285275936,
-0.004901466425508261,
-0.0002603440370876342,
-0.008843455463647842,
0.07139653712511063,
-0.041767098009586334,
0.0010044830851256847,
-0.01301048044115305,
-0.012640074826776981,
-0.0036265801172703505,
-0.001569421961903572,
-0.018665237352252007,
-0.006025474052876234,
-0.004536836873739958,
-0.003324970370158553,
-0.014152852818369865,
0.005055588204413652,
0.0025208666920661926,
0.003872024128213525,
-0.012125375680625439,
-0.035204119980335236,
-0.024003813043236732,
-0.01103068795055151,
0.006583103444427252,
-0.006255920045077801,
0.010142362676560879,
-0.0034737775567919016,
0.02182001993060112,
0.02513582445681095,
-0.012921100482344627,
-0.00458584213629365,
0.009546413086354733,
0.002006847644224763,
-0.0238849725574255,
-0.009530982933938503,
0.02721373550593853,
0.0021189728286117315,
0.05495172739028931,
0.016651062294840813,
-0.020081132650375366,
0.028440840542316437,
-0.004352841060608625,
-0.02977004274725914,
-0.0006827568868175149,
0.042581211775541306,
0.004497457295656204,
-0.004244454205036163,
-0.007125383708626032,
0.0016753749223425984,
0.027420544996857643,
0.02907659485936165,
-0.0000646472763037309,
0.027865946292877197,
0.005179996602237225,
0.019275885075330734,
0.004558758810162544,
0.01295623928308487,
0.005007393192499876,
-0.033017098903656006,
-0.03500553220510483,
0.011278985068202019,
0.019042346626520157,
-0.011907952837646008,
-0.0012531107058748603,
-0.005535440519452095,
-0.009665641002357006,
-0.001280187047086656,
-0.0017403465462848544,
-0.002515238942578435,
-0.03169591352343559,
0.004405362531542778,
-0.019199177622795105,
-0.004025633446872234,
0.015293347649276257,
0.002156161703169346,
0.006977463606745005,
0.005509058013558388,
-0.030649876222014427,
-0.0075370753183960915,
-0.0011419125366955996,
-0.01566893607378006,
-0.022220948711037636,
0.012249663472175598,
0.01627233624458313,
0.0002929400361608714,
0.008638683706521988,
0.016675852239131927,
0.035516660660505295,
-0.034295454621315,
-0.012308078818023205,
0.028010232374072075,
-0.02166423201560974,
-0.010513128712773323,
0.007656711619347334,
0.010097741149365902,
0.005790569353848696,
-0.00039687386015430093,
-0.016902092844247818,
0.010254528373479843,
0.03589918464422226,
-0.009025797247886658,
0.011559545062482357,
-0.02744247578084469,
0.010013667866587639,
-0.020317312330007553,
-0.007081630174070597,
-0.031693290919065475,
0.00278062978759408,
0.008568990044295788,
0.023045318201184273,
0.011570924893021584,
0.006367451045662165,
-0.0033166990615427494,
-0.02576761692762375,
-0.02608058787882328,
0.005410167388617992,
0.0034117712639272213,
0.011710363440215588,
0.0038622254505753517,
0.005790648050606251,
-0.017176682129502296,
-0.015884170308709145,
0.017825884744524956,
-0.00962325744330883,
-0.0016767644556239247,
-0.02703789435327053,
-0.013733616098761559,
0.011850949376821518,
0.01647023856639862,
0.0068166740238666534,
-0.003666139906272292,
0.03911949694156647,
0.0273654256016016,
0.0042878626845777035,
0.004635396413505077,
0.001960933208465576,
0.003130268771201372,
-0.0006855929968878627,
0.014121951535344124,
0.025309747084975243,
0.012356724590063095,
-0.0051056682132184505,
0.0031238619703799486,
-0.01469473261386156,
0.02124517783522606,
-0.008033406920731068,
-0.01070159487426281,
0.02756430208683014,
0.0096586924046278,
0.025670286267995834,
0.001565225189551711,
0.006541089154779911,
0.009751069359481335,
-0.010657964274287224,
0.008292046375572681,
0.008970499038696289,
0.03400493785738945,
-0.0035595581866800785,
-0.010331311263144016,
0.03250163421034813,
-0.002749592764303088,
-0.009710346348583698,
-0.012201324105262756,
0.005875324364751577,
-0.022803334519267082,
0.0032263353932648897,
-0.0028019724413752556,
-0.0032226284965872765,
0.0007028587278909981,
0.023912085220217705,
0.02960846945643425,
-0.009515751153230667,
-0.005417770706117153,
-0.001331320614553988,
-0.011607528664171696,
0.0073683601804077625,
-0.024097222834825516,
-0.009491833858191967,
0.0050659505650401115,
-0.0028304869774729013,
-0.0287654846906662,
0.012644261121749878,
-0.0086769824847579,
0.03775373846292496,
0.03235063701868057,
-0.0026338251773267984,
-0.004605256486684084,
-0.01172837894409895,
-0.01856091432273388,
-0.0037589382845908403,
-0.01897294446825981,
0.0005778100457973778,
0.015625016763806343,
0.019919484853744507,
0.013056248426437378,
0.0165619645267725,
-0.03408227488398552,
-0.024534516036510468,
-0.01316323783248663,
-0.012894567102193832,
-0.0063975295051932335,
-0.018583238124847412,
0.015578732825815678,
0.0018779465463012457,
0.03476741164922714,
-0.02333320863544941
] |
[
0.1587556153535843,
0.3873879313468933,
0.5352813005447388,
0.21086275577545166,
0.4878418743610382,
0.21092374622821808,
-0.24041680991649628,
-0.3338885009288788,
-0.09402156621217728,
-0.46418043971061707,
-0.33089250326156616,
0.8533374667167664,
-0.0556933619081974,
-0.2914474308490753,
0.017338719218969345,
0.12930718064308167,
0.6744574904441833,
0.04364728927612305,
-0.1353628784418106,
-0.4553239941596985,
-0.5226118564605713,
0.18820713460445404,
0.38064223527908325,
-0.420535683631897,
-0.11489583551883698,
0.28998538851737976,
0.217096745967865,
0.5260474681854248,
-0.2577368915081024,
-0.22291378676891327,
0.43823355436325073,
0.14120636880397797,
-0.3102176785469055,
-0.3261691927909851,
0.2853901982307434,
-0.3188455402851105,
-0.08781515061855316,
0.014887339435517788,
-0.1163596585392952,
-0.5745953321456909,
-0.4582497477531433,
0.20784130692481995,
-0.034340813755989075,
0.5701864361763,
-0.09783416986465454,
-0.04648356884717941,
-1.3736743927001953,
-0.3610282242298126,
-0.5943993330001831,
-0.005414113402366638,
-0.5323197841644287,
0.33093690872192383,
-0.11958608776330948,
0.4775783121585846,
0.29433441162109375,
0.40165001153945923,
-0.300083726644516,
-0.6263761520385742,
0.06642204523086548,
-0.1314842253923416,
-0.055600788444280624,
-0.42733171582221985,
0.0009388340404257178,
-0.03824055194854736,
0.38277915120124817,
-0.1435920000076294,
-0.10954438894987106,
0.07954853028059006,
-0.19045867025852203,
0.044866979122161865,
0.3859512209892273,
-0.10529899597167969,
-0.2751089334487915,
0.21836312115192413,
-0.132059246301651,
0.25955772399902344,
0.282795786857605,
-0.09951862692832947,
0.15707343816757202,
0.08108586072921753,
-0.3310759365558624,
0.43818676471710205,
0.26161640882492065,
-0.09235905110836029,
0.7169223427772522,
0.039694394916296005,
0.14401915669441223,
0.34953582286834717,
-0.3805840313434601,
0.5664520859718323,
0.18187840282917023,
-0.4592381715774536,
0.3049403429031372,
0.5007143616676331,
-0.08558695018291473,
-0.006546450778841972,
0.11050722748041153,
-0.0827738419175148,
0.45449331402778625,
0.3418978750705719,
-0.11489447951316833,
0.22099919617176056,
0.046280890703201294,
0.05286264792084694,
-0.11975451558828354,
-0.29799243807792664,
-0.6219055652618408,
-0.6145150065422058,
-0.024517064914107323,
0.15407583117485046,
-0.453316330909729,
-0.02698655053973198,
0.416869193315506,
0.15648025274276733,
-0.17901140451431274,
-0.07307854294776917,
-0.25677669048309326,
0.07749950140714645,
-0.32627516984939575,
0.25926586985588074,
0.637294590473175,
0.9743099212646484,
0.03260023146867752,
-0.15991979837417603,
0.3076033890247345,
-0.042093805968761444,
0.4422294497489929,
0.2981615662574768,
-0.107398122549057,
0.19333772361278534,
0.09140048176050186,
0.46084290742874146,
-0.2776734232902527,
-0.0009148083627223969,
-0.44662293791770935,
-0.22188794612884521,
0.11507072299718857,
0.031735729426145554,
0.4553457796573639,
-0.041158415377140045,
-0.3137070834636688,
-0.3901723623275757,
0.23707148432731628,
-0.0890018567442894,
0.11984314024448395,
-0.003758953884243965,
-0.05033056065440178,
-0.5787364840507507,
-0.29587361216545105,
0.2609301209449768,
-0.4761602282524109,
0.2482285052537918,
-0.36721712350845337,
0.008770408108830452,
-0.4590163826942444,
0.6221870183944702,
0.0832565575838089,
0.008717683143913746,
-0.46130871772766113,
-0.4402772784233093,
0.005804490298032761,
-0.07205557078123093,
-0.6433402299880981,
0.27236682176589966,
0.06317882984876633,
0.020937884226441383,
0.541670024394989,
0.8702186942100525,
0.4827687740325928,
0.15964782238006592,
0.11954361945390701,
0.14314141869544983,
0.00008968258771346882,
-0.48089441657066345,
-0.4750839173793793,
0.3758385479450226,
0.51650470495224,
0.35628896951675415,
0.1779089719057083,
0.41319897770881653,
-0.5770214200019836,
0.19460903108119965,
0.17051197588443756,
-0.20964749157428741,
-0.16080057621002197,
0.05332837626338005,
0.19381222128868103,
-0.271320104598999,
-0.4503638446331024,
-0.23811885714530945,
-0.47690871357917786,
-0.2552642822265625,
0.38960760831832886,
-0.5406150817871094,
0.7385470867156982,
-0.4751988351345062,
-0.20684164762496948,
0.6540151834487915,
-0.2442641705274582,
-0.08694988489151001,
0.08975062519311905,
0.26698967814445496,
0.09498552978038788,
-0.05128581076860428,
-0.6979056000709534,
-0.05254678428173065,
-0.21057428419589996,
0.1416119784116745,
-0.03447386249899864,
0.09103430062532425,
0.6633103489875793,
-0.28850463032722473,
-0.029704676941037178,
-0.12283484637737274,
0.3013007640838623,
0.0024040432181209326,
-0.5318717360496521,
0.8227689862251282,
0.08450637757778168,
0.3034035563468933,
1.1444604396820068,
-0.20818708837032318,
0.4863117039203644,
0.9777693748474121,
-0.02774428017437458,
0.6429867148399353,
0.37314531207084656,
0.2099134624004364,
0.7971561551094055,
-0.7041900753974915,
0.42370790243148804,
-0.3455846309661865,
-0.3168570399284363,
-0.7950922250747681,
-0.3372425436973572,
-0.005078629124909639,
0.0750182569026947,
-0.32692858576774597,
-0.24592821300029755,
-0.22832173109054565,
-0.30500513315200806,
0.07114622741937637,
-0.5147484540939331,
0.011217659339308739,
0.1452091634273529,
-0.24568584561347961,
-0.6565381288528442,
-0.18466565012931824,
-0.21417194604873657,
-0.1401345133781433,
0.19779764115810394,
0.2726978659629822,
0.10149965435266495,
-0.3197338581085205,
0.3085174858570099,
-0.03426524996757507,
-0.34913399815559387,
0.20599424839019775,
-0.021107779815793037,
0.06329701840877533,
-0.08330964297056198,
-0.049666497856378555,
-0.05066456273198128,
0.11006103456020355,
-0.058796100318431854,
-0.2738892436027527,
-0.1848541647195816,
-0.10930518060922623,
0.18163463473320007,
0.5577144026756287,
0.4288499057292938,
-0.4040093719959259,
-0.38240596652030945,
0.1037028357386589,
-0.2594747841358185,
-0.5575551986694336,
0.6637723445892334,
0.30232352018356323,
-0.5915711522102356,
-0.4962646961212158,
-0.18881656229496002,
0.5026608109474182,
0.37756285071372986,
-0.5375450849533081,
0.2786270081996918,
-0.46922212839126587,
0.17312750220298767,
-0.651874840259552,
-0.5603313446044922,
0.09658604860305786,
-0.31457820534706116,
0.10115282237529755,
-0.11677804589271545,
-0.07261767238378525,
0.6392701864242554,
0.7868595123291016,
-0.0156710147857666,
0.4248672127723694,
0.4618765711784363,
-0.08119198679924011,
-0.28111904859542847,
-0.01603514328598976,
-0.27023741602897644,
0.06433352828025818,
-0.05711529031395912,
-0.7205348610877991,
-0.43224549293518066,
0.1981954723596573,
-6.095511436462402,
0.14678996801376343,
-0.7461164593696594,
-0.05925698205828667,
0.059398505836725235,
-0.08705310523509979,
0.8481997847557068,
-0.30594566464424133,
0.191637322306633,
-0.026692120358347893,
-0.030154651030898094,
0.21166731417179108,
-0.00588620500639081,
0.020306915044784546,
0.17247934639453888,
0.26845091581344604,
0.16945020854473114,
0.12238182872533798,
0.2144395112991333,
-0.19337578117847443,
-0.03122459352016449,
-0.544744610786438,
0.3591141402721405,
0.38454297184944153,
-0.12917469441890717,
0.06161236763000488,
-0.6756040453910828,
0.07126165926456451,
-0.12779134511947632,
0.2024591714143753,
-0.2512266933917999,
-0.3625134527683258,
-0.25176969170570374,
-0.2830345630645752,
0.23045514523983002,
-0.08242104202508926,
0.6457006931304932,
0.1853354275226593,
0.18054266273975372,
-0.35801559686660767,
0.7378106117248535,
0.767547607421875,
0.010750191286206245,
-0.013605869375169277,
0.8589297533035278,
-0.4267018437385559,
-0.16514645516872406,
0.18346096575260162,
-0.15092280507087708,
0.6482385396957397,
0.08884359151124954,
0.02343020774424076,
0.4222913086414337,
0.11860121041536331,
0.15580607950687408,
-0.356955885887146,
-0.005982499103993177,
-0.5584049820899963,
-0.1990376114845276,
0.4435364603996277,
0.10877193510532379,
-0.36670374870300293,
-0.02727438323199749,
-0.7661274671554565,
-0.0614871121942997,
0.14170780777931213,
-0.6643661260604858,
-0.3495016098022461,
0.36054307222366333,
0.28809353709220886,
-0.46495887637138367,
0.1920570433139801,
0.11826277524232864,
-0.6994484663009644,
0.3982907235622406,
-0.36995357275009155,
0.3696417510509491,
0.04898000508546829,
0.04379110038280487,
0.23310431838035583,
0.1285063773393631,
-0.28930386900901794,
-0.14385855197906494,
-0.35154369473457336,
0.0011985814198851585,
-0.3278341293334961,
-0.5218245983123779,
-0.013622859492897987,
-0.26306840777397156,
0.0816471204161644,
0.8734255433082581,
-0.18389049172401428,
0.25551846623420715,
0.11500860750675201,
0.3908534049987793,
0.2301316112279892,
0.03712810203433037,
0.1946202963590622,
0.1865859031677246,
-0.19588603079319,
0.6760218143463135,
0.18571306765079498,
-0.16138912737369537,
-0.6913798451423645,
-0.008688567206263542,
0.1175757423043251,
-0.18806429207324982,
0.44242063164711,
0.46627041697502136,
-0.19740554690361023,
-0.5455548763275146,
-0.06343111395835876,
-0.13667358458042145,
-0.3889906108379364,
0.16034023463726044,
-0.14820332825183868,
-0.4937763810157776,
0.17172260582447052,
0.2869700491428375,
-0.5392827391624451,
-0.07600728422403336,
0.23475459218025208,
0.6169036030769348,
-0.06824342906475067,
-0.4232763946056366,
-0.5117456316947937,
-0.31521013379096985,
0.43994948267936707,
0.07424778491258621,
-0.24221625924110413,
0.5952429175376892,
0.29814139008522034,
-0.35366037487983704,
0.006052565760910511,
-0.04208635911345482,
-0.13848817348480225,
0.06018247455358505,
-0.17391975224018097,
-0.2544202208518982,
-0.6253200173377991,
0.1872425228357315,
-0.0225285142660141,
0.06960449367761612,
-0.03414449095726013,
0.20941226184368134,
-0.23288734257221222,
-0.2657177150249481,
-0.20736145973205566,
-0.24513627588748932,
0.18673905730247498,
-0.06595808267593384,
-0.4940894544124603,
0.2255893349647522,
0.16565975546836853,
-0.42214855551719666,
0.0826110690832138,
0.4490952789783478,
0.208252415060997,
0.225997656583786,
-0.3740467429161072,
0.4927104711532593,
0.2041998952627182,
-0.9872967004776001,
0.06590943038463593,
0.05114937946200371,
0.1496615707874298,
-0.7241378426551819,
0.021818745881319046,
-0.08739124238491058,
0.5635251998901367,
0.10186412930488586,
-0.35593733191490173,
-0.7156447172164917,
-0.5218482613563538,
0.0790725126862526,
-0.12328339368104935,
-0.194480299949646,
0.1292656809091568,
-0.0770191177725792,
-0.4149159789085388,
0.08805428445339203,
-1.0266797542572021,
-0.3601265251636505,
0.027275273576378822,
0.8872109651565552,
-0.30531045794487,
0.3025020658969879,
0.011843794025480747,
-0.24757292866706848,
-0.7712685465812683,
0.026081247255206108,
0.29444748163223267,
0.4295162856578827,
-0.2990744709968567,
-0.0872061476111412,
-0.856593132019043,
0.19614700973033905,
0.8448622226715088,
-0.5608563423156738,
-0.3729548156261444,
-0.059295717626810074,
0.4689244031906128,
-0.8184062838554382,
0.3270851671695709,
0.3158487379550934,
-0.285799503326416,
0.5055235624313354,
-0.19612690806388855,
0.1898449808359146,
0.05075360834598541,
-0.40452778339385986,
-0.4012250304222107,
-0.09697091579437256,
0.0689103901386261,
-0.4626006782054901,
-0.09239962697029114,
0.1253899782896042,
-0.07601288706064224,
-0.5992903113365173,
0.1245337650179863,
0.25243690609931946,
0.21882617473602295,
-0.47748449444770813,
0.1611533910036087,
-0.318534791469574,
0.19071538746356964,
0.28412145376205444,
0.019655361771583557,
-0.409695565700531,
0.2270856499671936,
-0.40117985010147095,
-0.1479392647743225,
0.4683660864830017,
0.1778929978609085,
-0.32337018847465515,
-0.13735327124595642,
-0.3432895839214325,
0.02436801977455616,
-0.5165832042694092,
0.1574167162179947,
-0.3010847866535187,
0.32637205719947815,
-0.13174857199192047,
-0.32005858421325684,
-0.04831526428461075,
0.3170560598373413,
0.3887496292591095,
-0.556884765625,
-1.033544898033142,
0.015739083290100098,
0.34396207332611084,
-0.005114698316901922,
-0.08824516087770462,
0.31760355830192566,
0.31191158294677734,
-0.0031086558010429144,
-0.25517722964286804,
-0.25553908944129944,
0.1096038743853569,
0.022510459646582603,
-0.2057555615901947,
-0.27062344551086426,
-0.014372962526977062,
-0.3253156244754791,
0.5839139819145203,
-0.003319212468340993,
-0.2679550349712372,
-0.8690670132637024,
0.04777316376566887,
-0.3697513937950134,
0.2395121157169342,
-0.11972921341657639,
0.7520231604576111,
0.27653494477272034,
0.2735362946987152,
-0.021990807726979256,
0.3716050088405609,
-0.013812313787639141,
-0.2210233062505722,
0.08557771146297455,
-0.33652710914611816,
-0.40575066208839417,
-0.30916649103164673,
0.13131341338157654,
0.6525379419326782,
-0.4242676794528961,
0.564146876335144,
0.06036343798041344,
0.24468901753425598,
-0.17732009291648865,
-0.4633305072784424,
0.7748819589614868,
-0.35460224747657776,
0.3141418695449829,
-0.34251222014427185,
0.23002704977989197,
0.22512666881084442,
0.3043516278266907,
0.13825035095214844,
-0.14842988550662994,
0.2935171127319336,
0.6645417809486389,
0.7888613343238831,
-0.7944658994674683,
0.6922892332077026,
0.1241278275847435,
0.08617090433835983,
-0.4178939759731293,
-0.08202698081731796,
-0.056988995522260666,
0.08032718300819397,
0.37155595421791077,
0.07623343914747238,
0.5866661071777344,
0.09842155873775482,
-0.34286168217658997,
0.41269931197166443,
-0.3271431624889374,
0.3217470943927765,
0.2814984619617462,
-0.019433798268437386,
0.488565057516098,
0.42298465967178345,
-0.3078534007072449,
-0.02065487578511238,
0.41960054636001587,
-0.26995667815208435,
-0.19440701603889465,
0.18997515738010406,
0.29319387674331665,
0.7143296599388123,
0.6171262264251709,
0.04943356662988663,
0.20531968772411346,
0.3361667990684509,
0.1475001722574234,
0.10031015425920486,
-0.3799114227294922,
-0.5018211007118225,
0.6208921074867249,
0.3644085228443146,
0.3825177848339081,
-0.41340988874435425,
0.06574411690235138,
-0.1203591525554657,
0.7812197208404541,
0.34024396538734436,
0.5465991497039795,
-0.23647068440914154,
0.6979745030403137,
0.40504196286201477,
0.21961206197738647,
-0.11390157788991928,
0.09525077044963837,
-0.3796628713607788,
-0.0979950875043869,
0.09647024422883987,
0.21624800562858582,
0.24819913506507874,
0.24152284860610962,
0.35651084780693054,
0.8717348575592041,
-0.08592254668474197,
-0.27746182680130005,
-0.3870995342731476,
0.0728771984577179,
0.4536203444004059,
-0.1564294844865799,
0.2964100241661072,
0.23741912841796875,
-0.5910583138465881,
0.9072422981262207,
-0.337319940328598,
0.11239557713270187,
-0.18397600948810577,
-0.32957950234413147,
0.21391642093658447,
0.4736620783805847,
-0.19547492265701294,
-0.06450812518596649,
-0.22768057882785797,
-0.15263710916042328,
-0.09127012640237808,
-0.28212982416152954,
-0.3884759843349457,
0.0023286088835448027,
-0.07404790818691254,
0.15507949888706207,
0.3750358819961548,
-0.5642610788345337,
-0.46266013383865356,
-0.5998149514198303,
-0.1063433364033699,
0.032457783818244934,
0.19564056396484375,
0.17017094790935516,
-0.4738524854183197,
0.8418299555778503,
0.3719445765018463,
0.4777650237083435,
-0.19082416594028473,
0.2648943066596985,
-0.034723859280347824,
0.03861638158559799,
-0.32746943831443787,
0.5006740093231201,
-0.39604875445365906,
-0.09369412809610367,
-0.5347434282302856,
-0.08620084077119827,
0.5170836448669434,
0.035586822777986526,
-0.11367994546890259,
-0.40359970927238464,
0.04428600147366524,
0.5166572332382202,
0.2706974148750305,
-0.1942255049943924,
0.05506712198257446,
-0.1574377417564392,
-0.10839511454105377,
-0.553138017654419,
0.4517974853515625,
-0.2556271255016327,
0.4381919503211975,
-0.14757291972637177,
0.5272195339202881,
0.17907696962356567,
-0.5822754502296448,
0.4015350937843323,
0.22271868586540222,
-0.42249882221221924,
-0.1562168300151825,
0.37278589606285095,
-0.6690837144851685,
0.2778446078300476,
-0.10220847278833389,
0.10515560209751129,
0.32536906003952026,
-0.6321352124214172,
-0.08286453783512115,
0.17061850428581238,
0.061891406774520874,
0.4220035970211029,
-0.349265992641449,
0.05715369060635567,
-0.36227086186408997,
-0.09572099894285202,
-0.7926568388938904,
0.1731489896774292,
-0.3014887273311615,
-0.7831735014915466,
0.007673310115933418,
-0.02498440258204937,
-0.1426970511674881,
0.6937270760536194,
-0.013385090045630932,
-0.6174442172050476,
-0.5380215048789978,
0.16181166470050812
] |
It is traditionally a challenge for home buyers to understand, compare and contrast the investment values of real estates. While a number of estate appraisal methods have been developed to value real property, the performances of these methods have been limited by the traditional data sources for estate appraisal. However, with the development of new ways of collecting estate-related mobile data, there is a potential to leverage geographic dependencies of estates for enhancing estate appraisal. Indeed, the geographic dependencies of the value of an estate can be from the characteristics of its own neighborhood (individual), the values of its nearby estates (peer), and the prosperity of the affiliated latent business area (zone). To this end, in this paper, we propose a geographic method, named ClusRanking, for estate appraisal by leveraging the mutual enforcement of ranking and clustering power. ClusRanking is able to exploit geographic individual, peer, and zone dependencies in a probabilistic ranking model. Specifically, we first extract the geographic utility of estates from geography data, estimate the neighborhood popularity of estates by mining taxicab trajectory data, and model the influence of latent business areas via ClusRanking. Also, we use a linear model to fuse these three influential factors and predict estate investment values. Moreover, we simultaneously consider individual, peer and zone dependencies, and derive an estate-specific ranking likelihood as the objective function. Finally, we conduct a comprehensive evaluation with real-world estate related data, and the experimental results demonstrate the effectiveness of our method.
|
[
0.005520246457308531,
0.009658503346145153,
0.002550719538703561,
0.01510157622396946,
0.00898151658475399,
-0.004376683384180069,
0.008768894709646702,
-0.0034426357597112656,
-0.014979297295212746,
-0.0017554271034896374,
-0.008366141468286514,
0.011226840317249298,
0.005357855930924416,
0.009142841212451458,
-0.007772472687065601,
0.004099877551198006,
0.01642298325896263,
0.009249827824532986,
0.008202442899346352,
0.011199175380170345,
-0.01808662712574005,
0.02135869860649109,
0.008924157358705997,
-0.0013415825087577105,
-0.03371424973011017,
0.01669548824429512,
0.020678821951150894,
-0.01977347955107689,
-0.01283242180943489,
0.014136476442217827,
0.009422263130545616,
-0.010068931616842747,
0.02508234605193138,
0.008879102766513824,
0.0005680967587977648,
-0.020653724670410156,
0.0017827858682721853,
0.015122169628739357,
0.028520124033093452,
-0.002709592692553997,
0.015645187348127365,
-0.0016753424424678087,
-0.0003821188001893461,
-0.015669293701648712,
-0.004001431632786989,
0.013759985566139221,
0.001238007564097643,
-0.002483223332092166,
-0.02695232257246971,
0.01224453467875719,
-0.009950949810445309,
0.006184753030538559,
0.0017706248909235,
0.034032754600048065,
-0.006184019148349762,
-0.01008391473442316,
0.01873627118766308,
0.017620153725147247,
-0.01384439691901207,
0.003712638281285763,
-0.015966327860951424,
-0.02902016043663025,
-0.010297773405909538,
-0.009782460518181324,
-0.023063428699970245,
-0.06744814664125443,
-0.04545624181628227,
0.016783306375145912,
0.003618788905441761,
-0.03340523689985275,
-0.008102969266474247,
0.016083870083093643,
-0.01812618598341942,
-0.008598888292908669,
-0.003678455948829651,
0.028125207871198654,
-0.004419093020260334,
-0.010069383308291435,
0.013810226693749428,
0.014710973016917706,
0.016033047810196877,
0.0007220443803817034,
0.0019960810896009207,
0.013217628933489323,
0.019377704709768295,
0.009501414373517036,
0.0024025840684771538,
-0.0029014507308602333,
-0.013765997253358364,
0.01082365307956934,
-0.011546325869858265,
-0.02291664108633995,
0.019714970141649246,
-0.003177538514137268,
0.0073183802887797356,
0.010932561941444874,
-0.01265343464910984,
0.018340233713388443,
-0.003502383129671216,
0.02385379746556282,
0.00573031697422266,
-0.00023093679919838905,
0.02226613648235798,
0.007824304513633251,
-0.009988567791879177,
0.00824287161231041,
0.006001001689583063,
-0.018472297117114067,
0.013353891670703888,
0.00238161813467741,
0.006054897792637348,
0.007804376073181629,
-0.027937717735767365,
-0.005742300301790237,
0.0015577664598822594,
-0.00604271749034524,
0.003422483569011092,
-0.008527738973498344,
0.005135365761816502,
-0.0007011103443801403,
0.004840690642595291,
0.0011613997630774975,
-0.00010011903941631317,
-0.022212564945220947,
0.004082192666828632,
-0.008463430218398571,
-0.04301121085882187,
-0.0010843374766409397,
0.0018573736306279898,
0.008574827574193478,
-0.00901972595602274,
0.015116481110453606,
0.038560036569833755,
-0.025237208232283592,
0.01780753582715988,
0.0013221543049439788,
0.012524483725428581,
-0.018580377101898193,
0.0025206836871802807,
-0.006871150806546211,
0.015163365751504898,
0.010456854477524757,
0.0010891171405091882,
0.01007712259888649,
-0.020915057510137558,
-0.005164455622434616,
0.018049802631139755,
0.009457098320126534,
-0.022041354328393936,
-0.007424258626997471,
0.026573721319437027,
-0.0233776792883873,
-0.010358741506934166,
-0.016361314803361893,
0.004438444040715694,
0.01181355956941843,
0.008117487654089928,
0.010672507807612419,
-0.014253281056880951,
0.021598590537905693,
0.02146916091442108,
0.005104905925691128,
0.010198555886745453,
0.007110060192644596,
0.006738307885825634,
-0.018103033304214478,
0.008563009090721607,
-0.0045515187084674835,
-0.0035404316149652004,
0.000593241595197469,
-0.01808864064514637,
0.007719739340245724,
0.010192926973104477,
0.011624776758253574,
-0.01058169174939394,
0.0014896381180733442,
0.000731476116925478,
0.006825715769082308,
-0.005928890313953161,
0.06756981462240219,
0.013184312731027603,
0.006689492147415876,
-0.019023146480321884,
0.012044286355376244,
-0.003307053353637457,
-0.003175126388669014,
0.012281445786356926,
-0.00484660267829895,
-0.015667587518692017,
-0.007499760016798973,
-0.025011127814650536,
0.008507049642503262,
0.0015748273581266403,
0.01196365151554346,
-0.010401889681816101,
0.0032019875943660736,
0.01817413978278637,
-0.014540618285536766,
-0.015584753826260567,
-0.013720245100557804,
-0.00696121109649539,
-0.0027369321323931217,
0.010210469365119934,
-0.009067872539162636,
-0.0004874453879892826,
0.004887342918664217,
0.01701960898935795,
0.01569424569606781,
-0.00946698896586895,
-0.00478103943169117,
-0.009549126029014587,
0.006917550694197416,
-0.005930818151682615,
-0.00007034905138425529,
0.01757761649787426,
-0.002825310919433832,
-0.00851199496537447,
0.0004898735787719488,
0.01007212232798338,
-0.018074993044137955,
-0.008925103582441807,
0.008156362920999527,
0.001452410826459527,
-0.005457128863781691,
0.025565966963768005,
0.003571367124095559,
-0.004184076562523842,
0.011716943234205246,
-0.0018678894266486168,
-0.0065649887546896935,
-0.00007141474634408951,
-0.009567437693476677,
-0.005807859823107719,
0.016993816941976547,
0.015653535723686218,
0.016061896458268166,
0.004312759265303612,
-0.009129468351602554,
0.010196725837886333,
-0.0052891564555466175,
-0.0018456864636391401,
-0.013459292240440845,
-0.007158337626606226,
-0.005422931630164385,
-0.0017162160947918892,
-0.01638728380203247,
0.023143641650676727,
-0.01563527248799801,
0.01761121116578579,
0.005272094625979662,
-0.0014695188729092479,
0.024669546633958817,
0.01721886545419693,
-0.009207334369421005,
0.006954966578632593,
0.011744920164346695,
0.0020206370390951633,
-0.0016086968826130033,
0.023696305230259895,
0.0002618024591356516,
-0.0011208374053239822,
0.004760898649692535,
-0.03421405702829361,
-0.013995884917676449,
-0.01393373217433691,
-0.028620723634958267,
-0.024908291175961494,
0.0005200626328587532,
0.014216172508895397,
-0.009280390106141567,
0.0012836118694394827,
-0.010005555115640163,
-0.00460819061845541,
-0.0817970559000969,
-0.011365171521902084,
0.023183690384030342,
-0.0040107304230332375,
0.010511690750718117,
0.004616544581949711,
0.01603001542389393,
-0.004232542123645544,
-0.015013980679214,
-0.005912859924137592,
0.02143135666847229,
0.006376430857926607,
-0.014726926572620869,
0.01953042298555374,
0.015421289950609207,
-0.015587792731821537,
0.002577312523499131,
-0.0019842819310724735,
-0.006849253550171852,
0.000762563431635499,
-0.030876148492097855,
0.006781379226595163,
0.011796648614108562,
0.013890225440263748,
-0.00638670613989234,
0.007720607332885265,
0.0086434381082654,
0.0084025077521801,
0.003035197965800762,
0.0017021053936332464,
0.0022909047547727823,
-0.001496095210313797,
0.001727552618831396,
-0.018183402717113495,
0.00782268587499857,
0.015275523997843266,
0.005717425607144833,
-0.006601213477551937,
-0.0009100334718823433,
-0.009025286883115768,
0.0329873189330101,
0.004477119073271751,
-0.01010754331946373,
0.00035143853165209293,
0.017588967457413673,
0.015894761309027672,
-0.029579028487205505,
0.015255244448781013,
0.00949864648282528,
-0.00308430939912796,
0.0035097880754619837,
-0.007071119733154774,
0.02275388315320015,
0.007527862675487995,
-0.013032108545303345,
-0.016363058239221573,
0.004610628355294466,
-0.02712012454867363,
-0.014429330825805664,
0.0006058108992874622,
-0.0005155273247510195,
-0.020080430433154106,
-0.02114921808242798,
0.004158635623753071,
-0.029106242582201958,
0.0043551865965127945,
0.005119738169014454,
-0.010474460199475288,
-0.014508717693388462,
0.007107866927981377,
-0.0016888082027435303,
-0.024289682507514954,
-0.020434943959116936,
0.0011536675738170743,
-0.0035535076167434454,
-0.016831403598189354,
-0.01190901268273592,
0.004420029930770397,
0.0026912447065114975,
0.0002884380519390106,
-0.035754721611738205,
0.0027998711448162794,
0.03132627531886101,
-0.007843299768865108,
-0.009919993579387665,
0.005268519744277,
0.003575613722205162,
-0.013041555881500244,
0.00015425053425133228,
-0.011160599067807198,
0.001753184013068676,
0.006765909027308226,
0.016186263412237167,
0.0008189638610929251,
-0.014141824096441269,
-0.0037574064917862415,
0.015068933367729187,
0.010295410640537739,
0.010161230340600014,
0.010460929945111275,
0.0008904621936380863,
-0.0005726658273488283,
-0.014019859954714775,
-0.016077209264039993,
-0.023234721273183823,
0.008942991495132446,
-0.018676962703466415,
0.0022505871020257473,
0.0025070635601878166,
-0.015105761587619781,
-0.032305605709552765,
-0.003324722871184349,
-0.006940972991287708,
-0.002859497908502817,
0.009221315383911133,
0.016904296353459358,
0.0106630465015769,
-0.008858862332999706,
0.07251342386007309,
0.00862996093928814,
0.01141025498509407,
-0.005213580559939146,
-0.007877287454903126,
-0.005574991460889578,
0.00029297126457095146,
-0.0026779063045978546,
-0.013110756874084473,
-0.005566473118960857,
0.011706793680787086,
0.02250005677342415,
0.021167222410440445,
0.015722688287496567,
-0.02112482860684395,
0.013987304642796516,
0.017758317291736603,
0.010830836370587349,
-0.005131019279360771,
0.016187937930226326,
0.008446860127151012,
-0.02752903662621975,
-0.021643847227096558,
-0.006061846856027842,
-0.0012580109760165215,
0.013597797602415085,
0.013856504112482071,
-0.012195928953588009,
0.015346853993833065,
-0.000650539412163198,
-0.0065918597392737865,
0.017640773206949234,
0.0019669001922011375,
0.016631867736577988,
0.03906018286943436,
-0.0022640391252934933,
0.0021327179856598377,
0.005795205011963844,
-0.012279955670237541,
-0.0029479973018169403,
0.0018785260617733002,
-0.00984814204275608,
0.0007939375936985016,
0.010613657534122467,
0.014904581010341644,
0.010610081255435944,
0.005993738770484924,
-0.0034560230560600758,
-0.017192840576171875,
-0.0019369516521692276,
-0.00680246576666832,
0.0192615557461977,
0.006199825555086136,
0.007898282259702682,
0.007763558067381382,
0.018407069146633148,
0.0003510268870741129,
-0.0028457376174628735,
0.0281994566321373,
0.02847455069422722,
-0.016762111335992813,
-0.0025591019075363874,
0.009380647912621498,
-0.010791365057229996,
-0.004361457657068968,
-0.016142554581165314,
0.00032248743809759617,
-0.02708454430103302,
0.003779396414756775,
0.020796144381165504,
0.00990836787968874,
0.015659891068935394,
-0.00504209753125906,
-0.011602450162172318,
0.014120534993708134,
-0.02385762892663479,
-0.005164557136595249,
-0.0153623316437006,
-0.020801525563001633,
0.00893080048263073,
-0.022005882114171982,
0.00887734442949295,
-0.0035279979929327965,
-0.017081689089536667,
0.02555377408862114,
0.004123304039239883,
0.004792469087988138,
-0.07493090629577637,
0.0005091072525829077,
0.013221229426562786,
-0.00441408809274435,
-0.022440999746322632,
0.013992959633469582,
0.0008855389896780252,
-0.03537622466683388,
-0.011550957337021828,
-0.010483244433999062,
0.00745774433016777,
-0.01885848492383957,
0.013760209083557129,
-0.007901446893811226,
0.011203670874238014,
0.0018688119016587734,
-0.01099416520446539,
0.0003561363846529275,
0.007778950501233339,
0.003644672455266118,
-0.014757913537323475,
-0.001789697678759694,
0.014366885647177696,
0.0067670466378331184,
-0.008247834630310535,
-0.08130895346403122,
0.00044232350774109364,
-0.0028072644490748644,
0.00886738020926714,
-0.02098216861486435,
0.00437431363388896,
0.007252256851643324,
-0.005138508975505829,
0.036676570773124695,
-0.015139843337237835,
-0.005538392346352339,
-0.018323345109820366,
-0.01824837550520897,
0.02695303037762642,
-0.006209077779203653,
-0.005161655135452747,
0.003951176069676876,
-0.046546317636966705,
-0.009779732674360275,
-0.03377506509423256,
0.029983239248394966,
-0.0006954241544008255,
-0.009469619020819664,
0.005011067725718021,
-0.011743346229195595,
-0.02863893285393715,
0.006341076456010342,
0.005112059414386749,
-0.017906785011291504,
0.01431841030716896,
0.01705789938569069,
0.0009939069859683514,
0.01049572043120861,
-0.0283697247505188,
0.0033812380861490965,
-0.011708017438650131,
-0.00938046257942915,
0.023303821682929993,
-0.0003305976279079914,
-0.00026851717848330736,
-0.013035498559474945,
0.025737382471561432,
-0.008618375286459923,
0.00847167894244194,
-0.010653223842382431,
-0.014347529038786888,
0.0018113390542566776,
0.000791089900303632,
0.006736030802130699,
0.00030250614508986473,
0.00884080957621336,
0.004643858410418034,
0.015441582538187504,
-0.002584918402135372,
0.008538687601685524,
0.021798500791192055,
-0.0048554325476288795,
-0.02169141359627247,
-0.010324764996767044,
0.005355346016585827,
-0.0029643261805176735,
0.005305085331201553,
0.0013985009863972664,
0.07273118197917938,
-0.008767075836658478,
0.01660897769033909,
-0.011552722193300724,
-0.010486451908946037,
-0.005030528642237186,
0.003977063111960888,
-0.011943628080189228,
0.02542831562459469,
-0.02476084604859352,
0.014890997670590878,
0.008571767248213291,
0.015094762668013573,
0.0015716291964054108,
-0.0126852598041296,
0.001298204530030489,
-0.01181207038462162,
-0.0020358236506581306,
-0.008567467331886292,
-0.009674854576587677,
-0.0005311062559485435,
-0.0014873836189508438,
-0.01729276403784752,
0.00338006392121315,
0.04064799100160599,
-0.006199624389410019,
0.001650811405852437,
-0.013683881610631943,
0.003547956235706806,
-0.012976313009858131,
-0.00015123706543818116,
0.009952230378985405,
0.0033532879315316677,
-0.007949085906147957,
0.03060675412416458,
0.0015031914226710796,
0.011252203024923801,
-0.007077349349856377,
0.000779019552282989,
0.02032586932182312,
0.028215091675519943,
0.007957536727190018,
-0.0008172934758476913,
-0.004625625442713499,
0.018830593675374985,
0.004890029784291983,
0.016276730224490166,
-0.00018288102000951767,
0.015231567434966564,
-0.0010297630215063691,
0.005492298863828182,
-0.0003392854705452919,
0.008839641697704792,
0.006728785112500191,
0.0012365285074338317,
-0.03685157746076584,
0.0032443043310195208,
0.023387618362903595,
0.0011449393350630999,
-0.009683120995759964,
-0.000579197658225894,
-0.009528410620987415,
-0.008278066292405128,
0.0007297646952793002,
0.007215482648462057,
-0.009447196498513222,
-0.013507535681128502,
-0.009406532160937786,
0.004516327288001776,
0.014759865589439869,
-0.003745525609701872,
0.013610766269266605,
0.0008409307338297367,
-0.01390072051435709,
0.005910295061767101,
-0.02663256973028183,
-0.015606597065925598,
0.012817555107176304,
0.005945075303316116,
-0.0024541597813367844,
-0.008774915710091591,
0.008233845233917236,
0.0035756246652454138,
0.021084295585751534,
0.001666936557739973,
-0.004634712357074022,
0.015582920052111149,
-0.006787790916860104,
-0.011338295415043831,
0.012243647128343582,
-0.00030186516232788563,
-0.0006875130347907543,
0.0016500256024301052,
-0.0031536254100501537,
0.005344223231077194,
0.03485364839434624,
-0.013267997652292252,
0.006360497325658798,
-0.010970257222652435,
-0.003208292182534933,
0.011091597378253937,
0.021931814029812813,
-0.014739387668669224,
-0.0017984029836952686,
-0.009183713234961033,
-0.005165264010429382,
0.004638873040676117,
-0.005742828827351332,
-0.024279827252030373,
-0.019119713455438614,
-0.024602089077234268,
0.014681876637041569,
-0.016337623819708824,
-0.016986392438411713,
-0.0001528831198811531,
0.007039796561002731,
-0.011755375191569328,
-0.008245311677455902,
-0.0012685650726780295,
-0.007746382616460323,
-0.020689979195594788,
0.002739490242674947,
-0.0006469739601016045,
0.00961324293166399,
-0.01976591721177101,
-0.009673360735177994,
-0.009282538667321205,
-0.0006884763715788722,
-0.0026835398748517036,
0.0019246095325797796,
0.006116719916462898,
-0.012755993753671646,
0.012624344788491726,
0.008333721198141575,
-0.002162446267902851,
0.012052439153194427,
0.0032370041590183973,
-0.01704302430152893,
0.007545975036919117,
0.0038281544111669064,
0.015410836786031723,
-0.004512137267738581,
-0.004832133650779724,
0.011259117163717747,
0.007817346602678299,
0.018471920862793922,
0.011432938277721405,
0.03236166387796402,
0.012469353154301643,
-0.005741444882005453,
0.011201824992895126,
0.0031349756754934788,
0.021450497210025787,
0.00017932214541360736,
0.014087006449699402,
0.02287009358406067,
-0.003870648331940174,
0.03573732078075409,
-0.0047175465151667595,
0.00496254675090313,
-0.026901856064796448,
0.003603908699005842,
-0.0016009118407964706,
0.013399913907051086,
0.0043828110210597515,
-0.011180900037288666,
0.015885045751929283,
-0.016933338716626167,
-0.012071389704942703,
-0.003129468997940421,
-0.00778938690200448,
-0.00022152008023113012,
0.0020394702441990376,
-0.004256801679730415,
-0.009633280336856842,
-0.01106271892786026,
-0.005413895472884178,
0.009072202257812023,
-0.0107986805960536,
-0.01069467794150114,
0.027631744742393494,
0.01411765068769455,
-0.0068227024748921394,
-0.006858685985207558,
-0.020735707134008408,
0.003459378145635128,
-0.01144566759467125,
-0.0006670281291007996,
0.022328801453113556,
0.0020396600011736155,
-0.009538214653730392,
0.007385713513940573,
-0.020894061774015427,
-0.005597440525889397,
0.0000814169179648161,
-0.00473432894796133,
0.0008269130485132337,
0.004003658890724182,
0.00004299689317122102,
0.014046750962734222,
-0.006683375686407089,
0.0053495196625590324
] |
[
0.11794537305831909,
-0.0026000887155532837,
0.380256712436676,
0.09813841432332993,
0.19129295647144318,
0.3638698160648346,
0.17089247703552246,
-0.241075798869133,
-0.23327143490314484,
-0.3987613320350647,
-0.1914547085762024,
0.6748369932174683,
0.1313500702381134,
0.5336092710494995,
-0.19397956132888794,
0.7802345752716064,
0.6858774423599243,
0.28655439615249634,
-0.1053629070520401,
-0.0547167994081974,
-0.3582586348056793,
-0.20182669162750244,
0.18868032097816467,
-0.21583417057991028,
0.16911478340625763,
-0.16976051032543182,
0.5202940106391907,
0.39812687039375305,
-0.5336267352104187,
-0.22045274078845978,
-0.1515955924987793,
0.13174119591712952,
-0.3041251301765442,
-0.31212764978408813,
-0.18267929553985596,
-0.17160750925540924,
-0.174910768866539,
-0.2366727739572525,
-0.3142509460449219,
-0.449361652135849,
0.013592862524092197,
0.09907445311546326,
0.14103560149669647,
0.6784734129905701,
-0.7170106172561646,
-0.6111622452735901,
-1.81405770778656,
0.13391879200935364,
-0.1974918395280838,
0.11322496086359024,
0.1736050844192505,
0.5942052602767944,
0.12928427755832672,
0.572769820690155,
0.07817193865776062,
0.4690103530883789,
-0.145485982298851,
-0.19317173957824707,
0.36950814723968506,
-0.5525422096252441,
0.7648146748542786,
0.09783384948968887,
0.14629492163658142,
0.23149017989635468,
-0.3478930592536926,
0.43236473202705383,
-0.17619314789772034,
-0.3808327615261078,
-0.5855358839035034,
-0.024728622287511826,
-0.09607946872711182,
-0.5084666609764099,
0.06448505073785782,
0.3742985129356384,
-0.8468330502510071,
0.5142251253128052,
0.30185675621032715,
-0.24905966222286224,
0.04967569187283516,
-0.045474883168935776,
-0.08260899037122726,
-0.0569220632314682,
0.055424418300390244,
-0.49528276920318604,
0.5996264219284058,
0.2196737378835678,
-0.10997527092695236,
0.505551278591156,
-0.465246319770813,
0.530800998210907,
0.5734414458274841,
-0.09449175745248795,
0.18882493674755096,
0.24395112693309784,
0.3535328209400177,
0.016071507707238197,
0.6795162558555603,
-0.2828942835330963,
0.23489420115947723,
0.4357318878173828,
-0.0870145931839943,
0.08240959793329239,
0.40110263228416443,
0.13663619756698608,
-0.08515039831399918,
-0.5373542904853821,
-0.09467805922031403,
-0.40502437949180603,
-0.05905166640877724,
0.11605735123157501,
-0.6687943339347839,
0.5263960957527161,
-0.054445672780275345,
0.1470259726047516,
-0.3323548436164856,
-0.1574336290359497,
0.06476151198148727,
0.36056262254714966,
-0.15399229526519775,
0.30317485332489014,
0.11130660772323608,
0.5178259015083313,
-0.19292958080768585,
-0.053639356046915054,
0.05001452565193176,
-0.18595343828201294,
0.7790694832801819,
0.620485782623291,
-0.5934551358222961,
0.17667828500270844,
0.18465374410152435,
0.28195834159851074,
0.011727006174623966,
-0.1251077502965927,
-0.2855053246021271,
-0.41645073890686035,
0.4018555283546448,
-0.1473618894815445,
0.22533753514289856,
-0.1544908732175827,
-0.7222446203231812,
-0.4835972785949707,
-0.09784291684627533,
-0.14789342880249023,
-0.08196517080068588,
-0.6624324321746826,
-0.14526590704917908,
-0.21592827141284943,
-0.22620578110218048,
-0.1994147002696991,
-0.034486476331949234,
0.3491936922073364,
-0.36083513498306274,
-0.07813515514135361,
-0.04026185721158981,
0.48346683382987976,
-0.21707545220851898,
-0.287252813577652,
0.04598299041390419,
0.1515437662601471,
-0.2800673246383667,
0.3308348059654236,
-0.2221354842185974,
-0.04490739852190018,
0.1412104070186615,
-0.33795925974845886,
0.15160411596298218,
0.5849014520645142,
-0.059612780809402466,
0.11840257793664932,
-0.39065414667129517,
0.30208802223205566,
-0.09247925877571106,
-0.4296347200870514,
-0.3193678557872772,
0.5786635279655457,
0.1079348474740982,
-0.06397779285907745,
0.2605987787246704,
0.23372122645378113,
-0.6927265524864197,
0.3269525170326233,
0.2783336043357849,
-0.4931686818599701,
0.18133272230625153,
0.005952406208962202,
0.4709112048149109,
-0.1566886305809021,
-0.23359422385692596,
-0.2728671729564667,
-0.22823530435562134,
-0.35441824793815613,
0.2010161429643631,
-1.0667569637298584,
0.8558634519577026,
-0.3230281472206116,
-0.45273301005363464,
1.0353971719741821,
-0.20722675323486328,
0.1817195862531662,
-0.18291600048542023,
-0.035101424902677536,
0.09520084410905838,
-0.06101187318563461,
-0.6211270093917847,
-0.19781142473220825,
0.161989226937294,
0.2622215151786804,
-0.32040780782699585,
-0.08283979445695877,
0.6900015473365784,
-0.533266007900238,
0.20138229429721832,
-0.23109835386276245,
0.1384919285774231,
0.3884351849555969,
-0.44072064757347107,
0.398814857006073,
-0.5534971952438354,
-0.16835471987724304,
0.8137757182121277,
-0.23788495361804962,
0.0633082315325737,
0.7107109427452087,
-0.25041571259498596,
0.08030731976032257,
0.28542280197143555,
-0.024977784603834152,
0.4597325325012207,
-0.6386345624923706,
-0.07253297418355942,
0.1664920598268509,
0.389656126499176,
-1.1182587146759033,
-0.5346786379814148,
0.20712614059448242,
0.19329318404197693,
-0.061539821326732635,
0.046607811003923416,
0.13311663269996643,
-0.26152682304382324,
0.0442502535879612,
-0.24956315755844116,
0.2741208076477051,
0.1959419995546341,
-0.23126621544361115,
-0.5063078999519348,
0.31190767884254456,
-0.6036035418510437,
-0.1610533446073532,
0.01995963603258133,
0.44616225361824036,
0.3772883117198944,
-0.1634684056043625,
0.45555379986763,
-0.08529029041528702,
-0.3430723249912262,
0.0749390572309494,
0.1657474935054779,
-0.3002050220966339,
0.22268430888652802,
0.371311753988266,
-0.04784151166677475,
-0.19513165950775146,
-0.002631988376379013,
0.025490479543805122,
-0.7805458903312683,
-0.28672248125076294,
0.496855765581131,
1.0316778421401978,
0.3775797188282013,
-0.29676827788352966,
-0.4887787401676178,
0.19624322652816772,
-0.07712862640619278,
-0.24082200229167938,
0.3527100086212158,
-0.04610525444149971,
-0.263118177652359,
-0.43367913365364075,
-0.07324273139238358,
0.4848036468029022,
0.5599589943885803,
-0.7208815217018127,
0.06272222846746445,
-0.5786847472190857,
0.3138236105442047,
-0.22187016904354095,
-0.3313705623149872,
0.5682166814804077,
-0.06837102770805359,
0.28151339292526245,
-0.035846296697854996,
-0.30604854226112366,
0.7554738521575928,
0.6391662955284119,
-0.08624783158302307,
0.23823943734169006,
-0.11762826889753342,
-0.4180169105529785,
-0.05932365730404854,
0.055649857968091965,
-0.32119259238243103,
-0.37431207299232483,
0.06397844105958939,
-0.2080560177564621,
-0.3961130678653717,
0.07840090990066528,
-6.121063232421875,
-0.4084007143974304,
-0.521419882774353,
0.06939376145601273,
-0.3345623314380646,
-0.13741572201251984,
0.8113805055618286,
-0.20451754331588745,
-0.20824384689331055,
0.1985919177532196,
0.3111960291862488,
-0.3508584499359131,
0.48015621304512024,
0.48158490657806396,
0.44319018721580505,
0.1613517850637436,
0.48239341378211975,
0.49058184027671814,
-0.2471388578414917,
0.5244219303131104,
-0.1317717581987381,
-0.18812456727027893,
0.07643835246562958,
0.4802105128765106,
0.11786404252052307,
0.2688770592212677,
-0.7148618102073669,
-0.3473927974700928,
-0.22997120022773743,
-0.07673634588718414,
0.12379378825426102,
-0.07279714941978455,
-0.23360557854175568,
-0.17958886921405792,
0.6197180151939392,
0.17897087335586548,
0.09845979511737823,
-0.18181894719600677,
-0.019005512818694115,
-0.1382000595331192,
0.12008248269557953,
0.7536571025848389,
0.06734895706176758,
0.2034446746110916,
-0.02245037443935871,
-0.590735673904419,
-0.4076087474822998,
0.20342762768268585,
-0.44091659784317017,
0.4746120274066925,
-0.284086674451828,
0.24526625871658325,
0.3705899119377136,
0.21393205225467682,
-0.43848827481269836,
-0.3638736605644226,
0.4681871831417084,
-0.20160309970378876,
-0.4735702574253082,
0.24271610379219055,
-0.015522087924182415,
-0.3767344653606415,
0.44305419921875,
-0.5948330163955688,
-0.27618107199668884,
0.04672006145119667,
-0.5892986059188843,
-0.7481061816215515,
0.26678648591041565,
0.3565250337123871,
-0.36484622955322266,
-0.10657209157943726,
0.5318509340286255,
-0.749649703502655,
0.28949111700057983,
-0.15567681193351746,
0.34893137216567993,
0.1407848596572876,
0.03294454514980316,
0.30507898330688477,
0.1398652344942093,
-0.30931156873703003,
0.15923932194709778,
-0.15084333717823029,
-0.4637882113456726,
-0.4873899817466736,
-0.3998282551765442,
0.34601283073425293,
-0.46612977981567383,
0.18973399698734283,
0.5083932280540466,
-0.23990656435489655,
0.23356570303440094,
0.29910174012184143,
0.16424012184143066,
0.8739944696426392,
0.2257983684539795,
-0.24131661653518677,
0.20477384328842163,
-0.18488238751888275,
0.4184425473213196,
-0.01640225015580654,
0.04345305636525154,
-0.19029033184051514,
0.30119776725769043,
-0.2757207453250885,
-0.7142980098724365,
0.36505192518234253,
0.8179848194122314,
-0.39218926429748535,
-0.18856097757816315,
-0.10733199864625931,
-0.5314314365386963,
-0.3046124279499054,
0.5097700953483582,
-0.45016762614250183,
-0.33227118849754333,
0.21251097321510315,
-0.19337530434131622,
-0.06917537748813629,
0.21326981484889984,
-0.09876494854688644,
-0.02819877117872238,
-0.32891640067100525,
-0.5355995297431946,
-0.22371914982795715,
0.11421441286802292,
0.38276299834251404,
-0.5543869733810425,
0.09809741377830505,
0.4693755507469177,
0.5026923418045044,
-0.43507513403892517,
0.200489342212677,
0.1421210765838623,
-0.1677624136209488,
0.4384053349494934,
-0.055037129670381546,
0.0773017406463623,
-0.5204048752784729,
0.49503979086875916,
-0.4155817925930023,
0.07902611792087555,
0.09359951317310333,
0.38186755776405334,
0.02913925237953663,
-0.24219182133674622,
-0.2810816466808319,
0.13310368359088898,
0.07909543067216873,
-0.6076797246932983,
0.059999026358127594,
0.2670581638813019,
-0.0012522224569693208,
-0.1591186821460724,
-0.6498866081237793,
-0.090366430580616,
-0.376925528049469,
-0.22291946411132812,
-0.3996428847312927,
0.33903729915618896,
0.10528956353664398,
-1.1467329263687134,
0.2800751328468323,
0.08437784016132355,
0.07662197947502136,
-0.6425065398216248,
0.1303565502166748,
0.19166582822799683,
0.7289900779724121,
0.03379649668931961,
-0.9037306308746338,
-0.4148670732975006,
-0.6613665223121643,
-0.06327138841152191,
-0.24678964912891388,
0.27999359369277954,
0.34875521063804626,
0.033569157123565674,
-0.0851932242512703,
0.17890985310077667,
-0.4419897496700287,
-0.31069889664649963,
0.25814351439476013,
0.8358973264694214,
-0.20790702104568481,
0.19923323392868042,
0.34643492102622986,
-0.001821754383854568,
-0.43732839822769165,
0.1614943891763687,
0.3239632546901703,
0.326498419046402,
0.21822236478328705,
-0.11454427987337112,
-0.7093304395675659,
0.33304113149642944,
0.174727201461792,
-0.31384602189064026,
0.03971505165100098,
0.21467097103595734,
0.3133643567562103,
-0.5387436747550964,
0.18641284108161926,
0.2901400327682495,
-0.6134973764419556,
0.3483593165874481,
0.22757062315940857,
-0.2772609293460846,
0.14393770694732666,
-0.49849480390548706,
-0.41118180751800537,
-0.35203713178634644,
0.31310245394706726,
-0.16049166023731232,
-0.07095378637313843,
0.1411711871623993,
-0.12723617255687714,
-0.20810985565185547,
-0.015335197560489178,
0.5817252397537231,
-0.16632576286792755,
-0.5559556484222412,
0.09713101387023926,
-0.2681805193424225,
-0.1387733519077301,
0.34315863251686096,
-0.42480120062828064,
-0.12081810086965561,
-0.007416340988129377,
-0.10197988152503967,
0.18217909336090088,
0.3040136396884918,
0.023181868717074394,
-0.5392163991928101,
-0.2605436444282532,
0.1445656418800354,
0.22696159780025482,
-0.14279881119728088,
0.1611069291830063,
0.055511847138404846,
0.5528159141540527,
0.27509549260139465,
-0.4146949350833893,
0.21230819821357727,
0.3419077396392822,
0.42340120673179626,
-0.6712762117385864,
-0.610328197479248,
0.15992721915245056,
0.1089782863855362,
-0.42302602529525757,
-0.30521178245544434,
0.1490291804075241,
0.2924654185771942,
0.10739487409591675,
-0.16144722700119019,
-0.15610018372535706,
0.07359156012535095,
0.7121574878692627,
-0.10158462822437286,
-0.47522735595703125,
-0.10526271909475327,
-0.4145974814891815,
0.768699049949646,
0.11626267433166504,
-0.19982266426086426,
-0.514273464679718,
0.35370907187461853,
-0.5306687951087952,
0.5198914408683777,
0.12665127217769623,
0.4950006902217865,
0.47003602981567383,
0.6473813652992249,
0.004872139543294907,
0.12285596877336502,
-0.0630909651517868,
-0.006523416843265295,
-0.21693643927574158,
-0.01091360580176115,
-0.5869012475013733,
-0.20842666923999786,
-0.37859126925468445,
0.36180445551872253,
-0.026739567518234253,
0.3357403576374054,
-0.16241060197353363,
-0.25907477736473083,
-0.4265667498111725,
-0.5083730816841125,
0.07751768827438354,
-0.2981971204280853,
-0.00118387455586344,
-0.24666917324066162,
-0.10386812686920166,
0.3377794921398163,
0.08699389547109604,
0.09178970754146576,
-0.18443600833415985,
-0.41327929496765137,
0.6070036292076111,
0.15861420333385468,
-0.7492205500602722,
0.807191789150238,
0.02481943927705288,
0.24566799402236938,
0.1639987975358963,
0.02760610356926918,
0.0632324293255806,
0.04527045786380768,
0.2980329990386963,
0.42548999190330505,
0.6385816931724548,
-0.10342138260602951,
-0.13534636795520782,
0.33352771401405334,
-0.05939488485455513,
0.8846486210823059,
0.5044833421707153,
-0.39468905329704285,
0.12127724289894104,
0.5803387761116028,
-0.08774373680353165,
0.03821864351630211,
0.40990039706230164,
-0.2856642007827759,
-0.04463104158639908,
0.37014850974082947,
0.21332956850528717,
0.5665990710258484,
1.0203213691711426,
-0.6043617725372314,
0.13166366517543793,
0.28873297572135925,
-0.16205181181430817,
-0.07644219696521759,
-0.49845215678215027,
-0.24415002763271332,
0.13223880529403687,
0.43696656823158264,
-0.10595870018005371,
-0.08919458091259003,
0.24698615074157715,
-0.4906972348690033,
0.3458087146282196,
0.35341116786003113,
0.328339159488678,
-0.5821712613105774,
0.29222673177719116,
0.1290399432182312,
0.18301506340503693,
0.1397053748369217,
0.519514799118042,
-0.2598700225353241,
0.14542187750339508,
0.24203965067863464,
-0.2754364609718323,
-0.20985519886016846,
0.35454457998275757,
-0.08187532424926758,
0.7168517708778381,
-0.4123712182044983,
-0.20379720628261566,
-0.39637288451194763,
-0.03310167044401169,
0.6772263050079346,
0.06744804978370667,
0.2123759239912033,
0.1266639232635498,
-0.08286010473966599,
0.7289103269577026,
-0.05762854963541031,
0.5049959421157837,
0.36485061049461365,
-0.19964303076267242,
0.7261086106300354,
0.08550947159528732,
-0.1114213839173317,
-0.11547054350376129,
0.18283802270889282,
0.024774769321084023,
-0.15016141533851624,
-0.025459038093686104,
-0.308249294757843,
-0.10267852246761322,
-0.147226944565773,
0.03935770317912102,
0.07382754981517792,
0.19577091932296753,
-0.35462018847465515,
-0.7422810196876526,
-0.12119070440530777,
0.658147394657135,
0.053041521459817886,
-0.1136913076043129,
-0.5279706120491028,
0.5391561985015869,
0.3934348225593567,
-0.04186850041151047,
-0.2182382345199585,
0.5394842028617859,
-0.08503242582082748,
0.09667662531137466,
-0.858597993850708,
0.6559507846832275,
-0.4141078591346741,
-0.31294262409210205,
-0.7431772947311401,
0.058495018631219864,
0.32068681716918945,
-0.2244974672794342,
-0.09074197709560394,
-0.12970107793807983,
-0.36208853125572205,
0.25527483224868774,
0.15601666271686554,
0.24939842522144318,
0.10560990869998932,
-0.3363979756832123,
0.17905856668949127,
-0.05478619039058685,
0.5727498531341553,
-0.3306617736816406,
0.07756004482507706,
-0.491155743598938,
0.018697623163461685,
0.24006353318691254,
-0.37770798802375793,
0.4890632927417755,
0.06788373738527298,
0.16510358452796936,
-0.29581525921821594,
0.3747110664844513,
-0.338905394077301,
0.1523369550704956,
-0.04873814061284065,
-0.10470882058143616,
0.40608978271484375,
-0.35184329748153687,
-0.12857842445373535,
-0.12053845077753067,
0.2135607749223709,
0.11551576107740402,
-0.23470500111579895,
0.2531024217605591,
-0.400740385055542,
-0.2924562394618988,
-0.10774582624435425,
0.45598530769348145,
0.1747765988111496,
-0.2080894559621811,
-0.08213485032320023,
0.05125146731734276,
-0.5078277587890625,
0.12282085418701172,
-0.3425237536430359,
-0.743850827217102,
-0.19049502909183502,
-0.09123829752206802
] |
Users rarely consider running network file systems over slow or wide-area networks, as the performance would be unacceptable and the bandwidth consumption too high. Nonetheless, efficient remote file access would often be desirable over such networks---particularly when high latency makes remote login sessions unresponsive. Rather than run interactive programs such as editors remotely, users could run the programs locally and manipulate remote files through the file system. To do so, however, would require a network file system that consumes less bandwidth than most current file systems.This paper presents LBFS, a network file system designed for low-bandwidth networks. LBFS exploits similarities between files or versions of the same file to save bandwidth. It avoids sending data over the network when the same data can already be found in the server's file system or the client's cache. Using this technique in conjunction with conventional compression and caching, LBFS consumes over an order of magnitude less bandwidth than traditional network file systems on common workloads.
|
[
0.0017942001577466726,
0.017398789525032043,
-0.003982336726039648,
0.002541226800531149,
-0.02450871840119362,
-0.03934914246201515,
0.010308957658708096,
0.02276696264743805,
-0.010648756287992,
-0.014748480170965195,
-0.02070419304072857,
0.023166440427303314,
0.007933170534670353,
0.02713702991604805,
0.0010392116382718086,
0.008279548957943916,
-0.00002959766425192356,
-0.0017061126418411732,
0.005997000262141228,
-0.036475054919719696,
0.030547287315130234,
0.011312718503177166,
0.009736327454447746,
0.010213524103164673,
0.0018741856329143047,
0.0019038295140489936,
-0.01664085127413273,
-0.02361103519797325,
0.0026006221305578947,
-0.004926055669784546,
-0.0017195334658026695,
0.007743883412331343,
0.024145493283867836,
0.0006256159394979477,
-0.003987990319728851,
0.01576157845556736,
-0.008172176778316498,
0.005624198354780674,
-0.008183552883565426,
-0.004359992686659098,
0.009579856880009174,
0.006292542442679405,
0.002098829485476017,
-0.012545056641101837,
-0.01795237883925438,
-0.024707375094294548,
0.0008637718274258077,
0.018266232684254646,
-0.0077631352469325066,
0.009847025386989117,
-0.008413643576204777,
-0.02148684486746788,
-0.006937878672033548,
0.006910502444952726,
-0.007082072086632252,
0.008771637454628944,
0.019848328083753586,
0.0009254768956452608,
0.011717472225427628,
0.003943953663110733,
0.008399400860071182,
0.0003135697916150093,
0.014062464237213135,
0.010430524125695229,
0.01994631439447403,
-0.06684805452823639,
-0.021132539957761765,
0.01503911055624485,
0.009643337689340115,
0.010363643988966942,
0.00462356535717845,
0.008143666200339794,
-0.02234538272023201,
0.008552463725209236,
0.007958254776895046,
0.006007605232298374,
-0.0029574641957879066,
0.008394589647650719,
0.007737908512353897,
0.0003091953694820404,
-0.014406920410692692,
0.006813477259129286,
-0.009105183184146881,
0.02754247933626175,
-0.01002524048089981,
-0.0015817690873518586,
-0.008087647147476673,
-0.017146354541182518,
0.005313505418598652,
0.0038062273524701595,
0.012800604104995728,
-0.019400138407945633,
-0.031572286039590836,
0.021061070263385773,
-0.02176479995250702,
-0.005335552617907524,
-0.026847153902053833,
0.009721590206027031,
0.016415897756814957,
-0.03895112872123718,
-0.00015839538536965847,
0.009662965312600136,
0.0261240154504776,
-0.002970069646835327,
0.021753929555416107,
0.012939689680933952,
0.04472710192203522,
0.01992575079202652,
-0.004321862943470478,
0.017368657514452934,
0.012209488078951836,
0.02769998274743557,
-0.00914725661277771,
0.02641858533024788,
0.0140550397336483,
-0.018921492621302605,
0.01772291399538517,
-0.014228016138076782,
0.011667906306684017,
-0.023694787174463272,
-0.007401194889098406,
-0.019861707463860512,
-0.0053969211876392365,
0.0038533611223101616,
0.010617654770612717,
-0.01632736250758171,
0.013102441094815731,
0.017569750547409058,
0.010256943292915821,
-0.014152848161756992,
-0.02019866555929184,
-0.0040170904248952866,
0.04139673709869385,
-0.010159842669963837,
0.007436372339725494,
-0.009025279432535172,
0.00014560576528310776,
-0.012763455510139465,
0.02801312506198883,
-0.016783658415079117,
0.009003144688904285,
0.013895029202103615,
0.002970285713672638,
0.018970923498272896,
0.00001673388760536909,
-0.0010768783977255225,
-0.03398478031158447,
0.016514210030436516,
0.03929428383708,
0.0017804782837629318,
-0.014392723329365253,
-0.009475136175751686,
0.01784663088619709,
-0.022413775324821472,
-0.013860026374459267,
0.008894186466932297,
-0.027863111346960068,
-0.014889099635183811,
-0.033400267362594604,
-0.0026254504919052124,
-0.021255945786833763,
-0.0031594904139637947,
0.019091257825493813,
0.011023997329175472,
0.010097386315464973,
0.0037053555715829134,
-0.0161154605448246,
-0.009594861418008804,
-0.014737064950168133,
0.00453645084053278,
-0.00568896159529686,
0.021747590973973274,
-0.009106841869652271,
0.011722136288881302,
-0.0006247702986001968,
-0.004447555169463158,
-0.0029012192972004414,
0.01470086257904768,
-0.010033344849944115,
0.06642523407936096,
0.006844788324087858,
0.01906561106443405,
-0.032767146825790405,
-0.007901663891971111,
0.0061301663517951965,
0.012534573674201965,
0.005490750074386597,
-0.015878530219197273,
-0.010034102946519852,
0.004056651145219803,
0.002530843485146761,
-0.02728119120001793,
-0.0007351581007242203,
-0.021241694688796997,
0.02223999798297882,
0.004423658829182386,
0.0011642246972769499,
-0.011222015134990215,
0.006232166197150946,
0.00012789759784936905,
-0.012994065880775452,
0.025854479521512985,
0.015361243858933449,
-0.006297805346548557,
0.005487090442329645,
0.006140420679003,
0.04173385724425316,
0.014744804240763187,
0.006215756293386221,
0.008907126262784004,
0.0220940038561821,
0.02490762621164322,
-0.008405911736190319,
-0.03768555819988251,
0.007342097815126181,
0.010966791771352291,
-0.02381301485002041,
0.011460017412900925,
0.02772342413663864,
-0.013619057834148407,
-0.003223106497898698,
0.009948009625077248,
0.001107371412217617,
-0.02332529053092003,
0.03634869307279587,
0.013576721772551537,
-0.02433757297694683,
0.013773307204246521,
-0.012491105124354362,
-0.004189854487776756,
0.010488318279385567,
-0.01793932169675827,
-0.007860144600272179,
-0.034785836935043335,
0.01926310546696186,
-0.012609909288585186,
0.011742113158106804,
-0.03291139379143715,
0.005315595772117376,
-0.016712885349988937,
0.008108559995889664,
0.022022094577550888,
0.004392245784401894,
-0.01728430762887001,
-0.001637316308915615,
0.00010601989924907684,
0.0052724541164934635,
-0.01942661590874195,
-0.007081479765474796,
-0.021908853203058243,
0.0038714034017175436,
0.02554640732705593,
-0.003826964646577835,
0.010453809052705765,
-0.01892268657684326,
-0.023727087303996086,
0.017849870026111603,
0.01544182002544403,
0.026518557220697403,
-0.020905181765556335,
-0.0025075736921280622,
0.008539991453289986,
-0.0002937961835414171,
-0.009286526590585709,
0.006300029810518026,
-0.0010940160136669874,
0.008712505921721458,
0.02788008376955986,
0.0008347381372004747,
0.0023046694695949554,
0.0026977304369211197,
-0.016622476279735565,
-0.006667907349765301,
-0.08109105378389359,
-0.021348603069782257,
0.0039487252943217754,
0.019799817353487015,
0.008282172493636608,
-0.026600029319524765,
-0.035729747265577316,
0.008256332948803902,
-0.015677034854888916,
-0.01071767695248127,
-0.025526711717247963,
0.018647288903594017,
-0.014765169471502304,
-0.012568087317049503,
0.02238709293305874,
-0.010783251374959946,
0.009364565834403038,
-0.0052162823267281055,
0.014927085489034653,
0.006532459519803524,
-0.03641386330127716,
-0.03957994654774666,
0.01445353776216507,
-0.012895962223410606,
-0.008030127733945847,
-0.0020269323140382767,
0.02237691730260849,
-0.01785600557923317,
0.013819124549627304,
0.0008642988977953792,
0.0034971509594470263,
-0.01139596477150917,
-0.0016256419476121664,
-0.031721312552690506,
0.04714907705783844,
-0.022317197173833847,
-0.008518461138010025,
-0.0034896251745522022,
0.011689379811286926,
0.046852730214595795,
0.019565992057323456,
0.011922216974198818,
-0.02045873925089836,
0.028998615220189095,
0.020284440368413925,
0.026363562792539597,
0.022937674075365067,
0.021004844456911087,
0.009610000997781754,
-0.0008209412917494774,
0.0025129441637545824,
-0.016618456691503525,
-0.012094068340957165,
0.009906924329698086,
0.0009363198187202215,
0.004764473997056484,
-0.016898173838853836,
-0.0022274935618042946,
-0.010764939710497856,
-0.012188898399472237,
0.0007627736777067184,
-0.02524510771036148,
0.02908184379339218,
0.03951434791088104,
0.009674829430878162,
-0.006001957692205906,
0.008920621126890182,
0.011767384596168995,
0.0027177338488399982,
0.023821618407964706,
-0.025986189022660255,
0.002399946330115199,
0.026256555691361427,
0.002619809238240123,
-0.03041120246052742,
-0.0053403060883283615,
-0.01566743291914463,
-0.008457526564598083,
0.02983468770980835,
0.0067391968332231045,
-0.0204470157623291,
0.02005850151181221,
0.008167104795575142,
0.009885536506772041,
0.0009035798721015453,
-0.0071112606674432755,
0.003847141284495592,
0.020950397476553917,
-0.0009477857965976,
-0.007846694439649582,
0.025665845721960068,
0.0006638811901211739,
-0.021969739347696304,
0.004089790396392345,
0.007335936650633812,
-0.03232167661190033,
-0.002931184135377407,
0.0016534728929400444,
-0.0172283835709095,
0.009792188182473183,
-0.03350760042667389,
-0.0066903457045555115,
0.03220796585083008,
-0.014142228290438652,
-0.001159491715952754,
-0.002314158948138356,
-0.01844860054552555,
0.01991332694888115,
-0.005080934148281813,
-0.012958335690200329,
-0.010265454649925232,
0.008223937824368477,
-0.014638673514127731,
-0.01947171799838543,
-0.006431687623262405,
0.008401753380894661,
-0.003631709376350045,
-0.024785643443465233,
0.07192642241716385,
0.032849881798028946,
0.014888107776641846,
-0.012520257383584976,
-0.006170859560370445,
-0.005506192333996296,
-0.010452482849359512,
0.01468241773545742,
0.014559242874383926,
-0.0008369493298232555,
0.01397116482257843,
-0.008851279504597187,
0.012951238080859184,
-0.015059136785566807,
0.007989094592630863,
0.006253821309655905,
-0.0011804238893091679,
-0.02330794557929039,
0.005676724016666412,
0.00223659910261631,
0.017685456201434135,
-0.00428117997944355,
0.007858163677155972,
0.025566721335053444,
0.018678676337003708,
-0.018578268587589264,
0.0333138108253479,
-0.012303326278924942,
0.003442455315962434,
-0.0019735570531338453,
-0.0010928311385214329,
0.019704436883330345,
-0.00042243313509970903,
-0.037505142390728,
0.008119459263980389,
0.0008282264461740851,
-0.04879980534315109,
-0.010690871626138687,
-0.0025042900815606117,
0.0036250511184334755,
0.016055123880505562,
-0.007723708637058735,
0.000754702603444457,
0.01680511049926281,
0.015058053657412529,
0.02515982836484909,
-0.01596095971763134,
-0.01827095076441765,
-0.002873547375202179,
0.002073194831609726,
-0.004946105647832155,
0.009943357668817043,
0.012668734416365623,
0.021264662966132164,
-0.01741507276892662,
-0.006389648653566837,
0.006359394174069166,
0.00047591718612238765,
0.00624536769464612,
-0.00814808439463377,
-0.027343716472387314,
0.025724448263645172,
0.011821765452623367,
-0.014349267818033695,
-0.001428194809705019,
-0.007430468685925007,
-0.01810280792415142,
-0.015590652823448181,
0.006621219217777252,
0.024168366566300392,
0.022582024335861206,
-0.015063198283314705,
-0.0027522325981408358,
0.02835087478160858,
-0.008972782641649246,
0.02485278807580471,
-0.023433269932866096,
0.033439308404922485,
0.03327392786741257,
-0.014361882582306862,
0.008071696385741234,
0.013786106370389462,
-0.011623775586485863,
0.01924838311970234,
0.008612005040049553,
-0.0008431629976257682,
0.0005102897994220257,
-0.07490705698728561,
0.017012819647789,
0.0007477062754333019,
-0.005353416316211224,
0.022566527128219604,
0.032548412680625916,
-0.0053994907066226006,
-0.01877128705382347,
-0.013102704659104347,
0.010257073678076267,
0.00821180921047926,
0.019583337008953094,
0.001797506120055914,
-0.0020688273943960667,
0.011486515402793884,
0.030703213065862656,
-0.00952603667974472,
-0.0015319881495088339,
0.0092916926369071,
0.0119403637945652,
0.02178519032895565,
-0.009089712053537369,
0.005321850068867207,
0.0009145865333266556,
0.015954380854964256,
-0.08108815550804138,
-0.03170159459114075,
0.01873275823891163,
-0.02105323038995266,
-0.011292830109596252,
0.003912864252924919,
0.01070824172347784,
-0.030682044103741646,
0.008784923702478409,
-0.012127785012125969,
-0.03808765858411789,
-0.00039391941390931606,
-0.04424586519598961,
-0.003947162069380283,
0.014502236619591713,
-0.005830768961459398,
0.015631116926670074,
0.02597840130329132,
0.03356703743338585,
0.03630946949124336,
-0.004013136029243469,
-0.006749739870429039,
-0.007130971644073725,
0.017884766682982445,
-0.018316462635993958,
-0.0031757354736328125,
-0.010283032432198524,
0.01685318723320961,
-0.011366454884409904,
0.0069980984553694725,
0.02063082717359066,
0.005285489372909069,
-0.003559054573997855,
-0.030820835381746292,
-0.009599059820175171,
-0.01056014932692051,
0.01813722774386406,
-0.009569631889462471,
-0.006504962686449289,
-0.019927717745304108,
-0.009548780508339405,
0.014127781614661217,
-0.013401605188846588,
0.005260119214653969,
0.034666307270526886,
-0.022589614614844322,
0.007625847589224577,
-0.006335838697850704,
0.01681877113878727,
-0.019862042739987373,
0.004065227694809437,
0.003663281910121441,
0.006785030476748943,
0.004449899308383465,
0.012326288968324661,
0.0024265185929834843,
-0.0018323766998946667,
0.014769461005926132,
0.02203908935189247,
0.015637634322047234,
-0.018841328099370003,
0.002897085389122367,
-0.018707958981394768,
0.07115069031715393,
-0.04321267828345299,
-0.0026208681520074606,
-0.013364534825086594,
0.007376727648079395,
0.006214361637830734,
-0.04078858345746994,
0.011502844281494617,
0.0008910841424949467,
-0.023676052689552307,
0.010475830174982548,
-0.009883112274110317,
-0.02353610470890999,
0.005216411780565977,
0.0135655477643013,
0.006844919640570879,
0.015487867407500744,
-0.004586352035403252,
-0.0015409936895594,
-0.004568925593048334,
-0.012188510037958622,
0.01441611535847187,
-0.022115662693977356,
-0.009052695706486702,
0.006374236196279526,
0.0009506986825726926,
-0.019575830549001694,
0.01872170902788639,
-0.0008071789052337408,
-0.0059702093712985516,
-0.017441194504499435,
0.01848239079117775,
0.009221093729138374,
-0.025150202214717865,
0.0074202618561685085,
-0.0024676662869751453,
0.0007724137976765633,
-0.00005543975566979498,
-0.02255961112678051,
-0.006956450175493956,
0.015176322311162949,
-0.010584067553281784,
-0.015068503096699715,
-0.01868557371199131,
-0.019883975386619568,
0.03915531188249588,
0.016232412308454514,
0.02016459032893181,
0.033795930445194244,
-0.012887334451079369,
-0.02417948469519615,
0.0029704775661230087,
0.025539133697748184,
-0.012273864820599556,
0.01357188168913126,
-0.014088748954236507,
0.026235079392790794,
0.01250157505273819,
0.013938161544501781,
-0.01042915415018797,
-0.01938764750957489,
0.0009608193067833781,
0.00481222290545702,
0.006071737967431545,
0.01595739647746086,
-0.007394257467240095,
-0.021301724016666412,
-0.01052525732666254,
-0.04854186251759529,
0.0090610571205616,
-0.014394162222743034,
0.008355280384421349,
0.0019071793649345636,
-0.019867097958922386,
0.019091729074716568,
0.024003665894269943,
0.005749939940869808,
0.0025646891444921494,
0.01437731459736824,
0.016800982877612114,
0.0016870948020368814,
-0.010072331875562668,
-0.02004237473011017,
-0.028284698724746704,
-0.03040323406457901,
0.019624147564172745,
-0.026871882379055023,
-0.007249161601066589,
-0.005601493641734123,
0.016879994422197342,
0.004647210240364075,
-0.017030958086252213,
0.0005625572521239519,
-0.005239027552306652,
0.012895964086055756,
0.035499729216098785,
-0.008833929896354675,
0.016909241676330566,
0.019093863666057587,
0.014343487098813057,
-0.04835450276732445,
-0.017708998173475266,
-0.004706049337983131,
-0.014675715006887913,
-0.011172791011631489,
0.0012277745408937335,
0.015315082855522633,
0.00426859688013792,
0.0001839033793658018,
-0.005467204377055168,
0.0294213704764843,
-0.004385605454444885,
0.016697347164154053,
0.028245210647583008,
-0.006854631472378969,
-0.018304139375686646,
-0.008163179270923138,
-0.013435699976980686,
0.0031095193699002266,
-0.009284990839660168,
0.03704233467578888,
0.014431375078856945,
0.03552412986755371,
0.010850196704268456,
0.06405945122241974,
0.003614067332819104,
-0.011665957048535347,
-0.029045535251498222,
0.008816118352115154,
0.025131069123744965,
-0.008870919235050678,
0.002418449381366372,
0.027275849133729935,
0.026734046638011932,
0.0072855898179113865,
0.01855313405394554,
0.03082553669810295,
0.0051613678224384785,
0.0033507677726447582,
-0.01732063665986061,
0.013302206061780453,
-0.007644829340279102,
0.006934118457138538,
0.01985262706875801,
0.008255294524133205,
-0.0009373119100928307,
0.01428677886724472,
0.02277686446905136,
0.007505696266889572,
0.012326432392001152,
-0.009323813021183014,
0.007056347094476223,
-0.008338812738656998,
-0.004706543870270252,
-0.005483639892190695,
0.01243283599615097,
-0.003962620627135038,
-0.012347143143415451,
0.004869104363024235,
0.005579627119004726,
-0.003158777253702283,
0.011784273199737072,
0.008061827160418034,
0.013900453224778175,
0.015401605516672134,
0.00992182269692421,
-0.022474560886621475,
0.012882164679467678,
-0.003446410410106182,
-0.009432036429643631,
-0.00016978895291686058,
-0.023024551570415497,
0.016229690983891487,
-0.003919118084013462,
0.015651268884539604,
-0.027990126982331276,
-0.03641529008746147,
0.01124520879238844,
-0.012836063280701637,
0.014506328850984573,
-0.005205119028687477,
0.0036863398272544146,
-0.0026527424342930317,
-0.016675833612680435,
0.022667456418275833,
-0.012530552223324776,
0.003246899228543043,
-0.012952689081430435,
0.010620786808431149,
-0.0251120887696743,
0.007301084231585264,
0.02524537593126297,
-0.02186046540737152,
0.005681581795215607,
0.020666468888521194,
-0.011223183944821358,
-0.011221515014767647,
-0.023117266595363617,
-0.003292209468781948,
0.00908269826322794,
0.011550011113286018,
-0.013303170911967754
] |
[
0.11354576051235199,
0.08231591433286667,
0.11431162804365158,
0.15327128767967224,
0.13685549795627594,
-0.3291186988353729,
0.018499163910746574,
-0.2169410139322281,
-0.37529632449150085,
-0.6576516628265381,
-0.21895302832126617,
0.38880205154418945,
-0.2070554792881012,
0.21148110926151276,
-0.18479904532432556,
0.454813152551651,
0.43539634346961975,
0.4128431975841522,
-0.2877390384674072,
-0.5158103108406067,
-0.4481121003627777,
0.09122944623231888,
-0.22383323311805725,
-0.2620285153388977,
0.0683339536190033,
-0.08311305940151215,
0.38282179832458496,
-0.03469046950340271,
-0.15982088446617126,
-0.14736397564411163,
0.014964043162763119,
0.34751763939857483,
0.16576418280601501,
-0.037906281650066376,
0.043929796665906906,
-0.3388597369194031,
0.19411370158195496,
0.022226596251130104,
0.1798774152994156,
-0.2578447163105011,
-0.0473811998963356,
0.01042026188224554,
0.28295111656188965,
0.6840071678161621,
-0.0016824571648612618,
-0.24953578412532806,
-1.2553499937057495,
0.18013575673103333,
0.004057369194924831,
0.021120185032486916,
-0.3619765639305115,
0.5454970598220825,
0.08214264363050461,
0.562025249004364,
-0.24747000634670258,
0.11493247747421265,
0.1622680276632309,
-0.011359903030097485,
0.1303073614835739,
-0.2712990939617157,
0.2371187061071396,
-0.38293546438217163,
-0.25814399123191833,
0.4248494505882263,
-0.10341040045022964,
0.3433310091495514,
-0.0010780497686937451,
-0.17506881058216095,
-0.6789528727531433,
-0.02318519912660122,
0.08841995149850845,
-0.6876619458198547,
-0.2864392399787903,
0.09697573632001877,
-0.15986858308315277,
0.4964233636856079,
-0.11560117453336716,
-0.40031248331069946,
0.25784236192703247,
0.04197210818529129,
-0.31805527210235596,
0.590973973274231,
0.09106723219156265,
-0.12181682884693146,
0.8297523260116577,
0.12949739396572113,
-0.11848906427621841,
0.8058983683586121,
-0.6338242888450623,
0.49896979331970215,
0.3701472878456116,
-0.22073747217655182,
0.41050177812576294,
0.35753268003463745,
0.5505045056343079,
0.18010032176971436,
0.08708310127258301,
0.03426405042409897,
0.3994760811328888,
0.349568247795105,
-0.17213281989097595,
-0.21234536170959473,
0.3396759033203125,
-0.16469575464725494,
-0.35245639085769653,
-0.499675452709198,
-0.5151258707046509,
-0.5797738432884216,
-0.06755415350198746,
0.2542129158973694,
-0.20557549595832825,
0.5299943685531616,
-0.057314880192279816,
0.04582159221172333,
-0.07765420526266098,
-0.3310813903808594,
-0.10399754345417023,
-0.48452088236808777,
0.32191160321235657,
0.13619846105575562,
0.22339144349098206,
1.2912538051605225,
-0.08253247290849686,
0.3492719829082489,
0.14818531274795532,
-0.12826713919639587,
0.7487500905990601,
0.4700206518173218,
0.04220933839678764,
-0.21169379353523254,
0.47984594106674194,
0.9659703373908997,
0.23041468858718872,
-0.14977149665355682,
-0.24211037158966064,
0.02517775446176529,
0.12375921756029129,
0.30315688252449036,
-0.24265675246715546,
-0.17374670505523682,
-0.17118777334690094,
-0.4312906861305237,
-0.1791726052761078,
-0.029565980657935143,
0.32392820715904236,
0.16218706965446472,
0.23428137600421906,
-0.4289029836654663,
-0.3025672435760498,
-0.27608203887939453,
-0.32692569494247437,
0.3903159499168396,
-0.4907759428024292,
0.2814432978630066,
-0.2505425214767456,
0.6037523150444031,
0.15522761642932892,
-0.43619540333747864,
0.34957483410835266,
-0.21578924357891083,
-0.08922556042671204,
0.27682533860206604,
-0.6195469498634338,
-0.15364763140678406,
0.13600505888462067,
-0.41189026832580566,
-0.0751466155052185,
0.5244152545928955,
0.05234898254275322,
0.36207103729248047,
-0.34498754143714905,
0.2780156135559082,
-0.25683480501174927,
-0.48632001876831055,
0.03208691626787186,
0.2444884181022644,
0.19674837589263916,
0.08673302084207535,
0.4271310865879059,
0.4241478443145752,
-0.5756239295005798,
-0.19720280170440674,
0.2106352299451828,
-0.08938328176736832,
-0.07667966932058334,
0.23167528212070465,
0.3236503303050995,
0.06670879572629929,
-0.17726591229438782,
-0.1751553863286972,
-0.6620270013809204,
-0.5913925170898438,
0.10143422335386276,
-0.4702889323234558,
1.2197424173355103,
-0.012033884413540363,
-0.20716308057308197,
1.2395607233047485,
-0.35228243470191956,
-0.014726036228239536,
0.0851929783821106,
0.2923867404460907,
0.25036972761154175,
-0.6045305132865906,
-0.7618202567100525,
-0.017722059041261673,
-0.11583653837442398,
-0.1459403932094574,
-0.7855950593948364,
-0.008702215738594532,
0.3829616904258728,
-0.15005803108215332,
0.14944957196712494,
-0.3444506824016571,
-0.132325679063797,
0.37940219044685364,
-0.34582793712615967,
0.4655396640300751,
-0.04373106732964516,
0.039878349751234055,
0.6105961203575134,
-0.3743269741535187,
0.35722559690475464,
0.9332937002182007,
-0.2773092985153198,
0.3658396899700165,
0.7118843793869019,
0.3884613513946533,
0.6895909905433655,
-0.4864731431007385,
-0.042543962597846985,
-0.24331079423427582,
0.04635656625032425,
-0.6758246421813965,
-0.15763603150844574,
0.32812759280204773,
-0.14861473441123962,
-0.2308194935321808,
-0.2151639759540558,
0.15601705014705658,
-0.02854589931666851,
0.19065798819065094,
-0.34749770164489746,
0.3066822290420532,
0.1565164029598236,
-0.4610089957714081,
-0.330231636762619,
0.3777519166469574,
-0.37812742590904236,
-0.056076981127262115,
0.20316390693187714,
0.6708873510360718,
0.17422771453857422,
-0.484794557094574,
0.08374787122011185,
-0.05081787705421448,
-0.22693893313407898,
-0.019775625318288803,
0.026004742830991745,
-0.12445579469203949,
-0.23131486773490906,
-0.04860355705022812,
-0.38760432600975037,
-0.056171964854002,
-0.24063308537006378,
-0.443030446767807,
-0.6620734333992004,
-0.6498298048973083,
0.3886905908584595,
0.5767562389373779,
-0.16056965291500092,
-0.11738158017396927,
-0.3808661997318268,
0.05201021954417229,
-0.3751697540283203,
-0.47152408957481384,
0.3198127746582031,
0.35864949226379395,
-0.5333380699157715,
-0.28215810656547546,
0.011058212257921696,
0.46252453327178955,
0.8981960415840149,
-0.4700643718242645,
-0.5516330599784851,
-0.38054776191711426,
0.21218480169773102,
-0.4088142514228821,
-0.8087127208709717,
-0.27737221121788025,
-0.15758368372917175,
0.2509387135505676,
0.1534666270017624,
-0.14881090819835663,
0.46834179759025574,
1.0469521284103394,
0.10619468986988068,
0.24519947171211243,
0.351624995470047,
-0.5507982969284058,
-0.4388490617275238,
-0.10426826030015945,
-0.11941959708929062,
-0.24847321212291718,
-0.03680504858493805,
-0.4951229393482208,
-0.27939459681510925,
-0.0003332049527671188,
-6.14476203918457,
-0.10970629006624222,
-0.3958396017551422,
-0.12446138262748718,
-0.4341486394405365,
0.12974105775356293,
0.5993837118148804,
-0.575988233089447,
0.04818752035498619,
0.08194629102945328,
0.11277217417955399,
0.5243860483169556,
0.04758772999048233,
0.1031981110572815,
0.31695279479026794,
0.5103585124015808,
0.5534399151802063,
0.5656890273094177,
0.008714554831385612,
-0.3833695948123932,
-0.07754112035036087,
0.178473100066185,
0.07651940733194351,
0.31054824590682983,
0.345713347196579,
0.14162515103816986,
-0.4819343686103821,
-0.16376031935214996,
-0.06465546041727066,
-0.3695510923862457,
-0.04411868378520012,
-0.12253901362419128,
-0.2703549861907959,
0.08893054723739624,
0.2791655361652374,
0.17136944830417633,
0.3243506848812103,
0.2391296774148941,
0.12691128253936768,
-0.16351349651813507,
0.30299535393714905,
0.5813391804695129,
-0.2587430477142334,
0.29282346367836,
0.0742783471941948,
-0.28285282850265503,
-0.11433298885822296,
0.03497104346752167,
-0.01381387934088707,
0.727314829826355,
-0.6587973237037659,
-0.23846597969532013,
0.43265876173973083,
0.221808522939682,
-0.05073118582367897,
-0.2087404876947403,
-0.03838383033871651,
0.39153891801834106,
-0.2297734171152115,
-0.08702168613672256,
-0.06925516575574875,
-0.5510513186454773,
0.1594371348619461,
-0.7986118793487549,
-0.42156392335891724,
0.4196951389312744,
-0.5888478755950928,
-0.32684916257858276,
0.4292152225971222,
0.42312708497047424,
-0.46813103556632996,
0.27358773350715637,
0.6773389577865601,
-0.6345044374465942,
0.45602309703826904,
-0.548018753528595,
-0.35169461369514465,
-0.059765398502349854,
-0.04364863410592079,
0.38511037826538086,
-0.02574850618839264,
-0.021211307495832443,
-0.20026114583015442,
-0.09428980946540833,
-0.17812509834766388,
-0.8559144735336304,
-0.10536219924688339,
0.18719393014907837,
0.05293432995676994,
0.34069105982780457,
0.4471162259578705,
-0.3195086717605591,
0.3914428651332855,
0.3924466073513031,
0.3388233482837677,
0.7246484160423279,
0.44865235686302185,
-0.2551249563694,
0.247092604637146,
-0.22536027431488037,
0.6226733326911926,
0.08705570548772812,
-0.3493342101573944,
-0.7121209502220154,
0.05893644317984581,
0.3987047076225281,
-0.432277113199234,
0.22121737897396088,
0.6927626132965088,
-0.026943206787109375,
-0.2590203285217285,
-0.10679388791322708,
-0.36585819721221924,
-0.4015536606311798,
0.08031614124774933,
-0.14893633127212524,
-0.2575612962245941,
0.12878742814064026,
-0.07360263913869858,
-0.25726956129074097,
0.38838765025138855,
0.20468167960643768,
-0.1787276417016983,
-0.17156754434108734,
-0.11590032279491425,
-0.3896251916885376,
0.2169424295425415,
0.09992848336696625,
-0.09683698415756226,
-0.02681581676006317,
0.4038997292518616,
0.4100261330604553,
0.15226516127586365,
0.11727140098810196,
0.08114448934793472,
-0.3195531368255615,
-0.019927943125367165,
0.22535686194896698,
0.257211297750473,
-0.5690324902534485,
-0.34669604897499084,
0.04319154471158981,
-0.23832549154758453,
-0.000008319783773913514,
0.22279120981693268,
0.40968501567840576,
0.010539357550442219,
0.012613482773303986,
-0.13326869904994965,
-0.16713346540927887,
-0.31269359588623047,
-0.19023799896240234,
-0.022109976038336754,
0.19219093024730682,
-0.25941190123558044,
-0.35900047421455383,
0.08085349947214127,
0.10590215027332306,
0.3112907111644745,
-0.2853456139564514,
0.11829862743616104,
0.07448965311050415,
-0.9974880814552307,
0.14830932021141052,
0.455664724111557,
-0.16537144780158997,
-0.5795196294784546,
-0.09565771371126175,
0.033749546855688095,
0.4186526834964752,
-0.3064540922641754,
-0.283207505941391,
-0.3312700092792511,
-0.23133642971515656,
0.12991707026958466,
0.036583464592695236,
0.4810003936290741,
0.46937915682792664,
-0.055838171392679214,
0.06030347943305969,
0.28813034296035767,
-0.3096233010292053,
-0.48904260993003845,
0.07462839782238007,
0.3001725971698761,
-0.24355646967887878,
-0.1465144008398056,
0.32561472058296204,
-0.3608573377132416,
-0.20268304646015167,
0.28514277935028076,
0.1995602250099182,
0.8992348909378052,
0.3241826295852661,
0.2636832594871521,
-0.4411543607711792,
0.348216712474823,
0.11281958222389221,
-0.10873746871948242,
-0.6761618852615356,
-0.028774667531251907,
0.40101176500320435,
-0.8222861886024475,
0.3561076521873474,
-0.18903513252735138,
-0.21168558299541473,
0.24655354022979736,
-0.23784780502319336,
-0.041272398084402084,
-0.15155158936977386,
-0.701540470123291,
-0.3206811249256134,
-0.035971030592918396,
0.1289249211549759,
-0.0934736505150795,
0.1888154000043869,
0.5095558762550354,
0.0636773481965065,
-0.4173004627227783,
0.12101148813962936,
-0.1314001977443695,
-0.10244744271039963,
-0.7385068535804749,
0.1235467791557312,
-0.14233174920082092,
0.3586409091949463,
0.24740000069141388,
-0.6727278828620911,
0.0021165278740227222,
-0.13812315464019775,
-0.006972759962081909,
-0.03056149370968342,
0.24677731096744537,
-0.12596139311790466,
-0.19034646451473236,
-0.26009994745254517,
0.22170424461364746,
0.12884756922721863,
-0.46886491775512695,
-0.17968273162841797,
0.2909165918827057,
0.9484021067619324,
-0.25358644127845764,
-0.22435599565505981,
-0.20381738245487213,
-0.19662736356258392,
0.2253372073173523,
-0.41063299775123596,
-1.0387574434280396,
-0.42476990818977356,
0.46860402822494507,
-0.5649070143699646,
0.11016244441270828,
-0.023796474561095238,
0.6721410751342773,
-0.1733601987361908,
-0.5556527376174927,
-0.3920436501502991,
-0.05986764281988144,
0.6205999255180359,
0.1484750211238861,
-0.27619239687919617,
-0.19780205190181732,
-0.1528363674879074,
0.35268786549568176,
0.22777169942855835,
-0.1822066754102707,
-0.8024521470069885,
0.2893422842025757,
-0.5888161063194275,
0.4472844898700714,
0.23297908902168274,
0.27792003750801086,
0.6255585551261902,
0.5679765343666077,
-0.1465279906988144,
-0.32091689109802246,
-0.003585242433473468,
-0.22445039451122284,
0.1807461977005005,
-0.19887086749076843,
-0.4657664895057678,
0.05002109706401825,
-0.4265753924846649,
0.15539395809173584,
-0.2389707714319229,
0.2321741133928299,
0.18640117347240448,
-0.1519007682800293,
-0.13542184233665466,
-0.5283390879631042,
0.12079265713691711,
-0.24378663301467896,
-0.2932339310646057,
-0.13870254158973694,
-0.0022485521622002125,
0.15449903905391693,
-0.19499856233596802,
-0.28206631541252136,
-0.20796248316764832,
-0.505277156829834,
0.5105418562889099,
0.6141858100891113,
-0.7993443012237549,
0.6673877835273743,
0.03905462101101875,
-0.013187923468649387,
0.4229429066181183,
-0.10750792920589447,
0.0017742518102750182,
0.12455689907073975,
0.022308435291051865,
0.3757753372192383,
0.9093621373176575,
-0.515375554561615,
-0.2717112898826599,
0.10984335094690323,
0.1263495832681656,
0.6182271838188171,
-0.0481649674475193,
0.08331891149282455,
0.3242241144180298,
0.5038960576057434,
-0.18854878842830658,
-0.2754773795604706,
0.4952700436115265,
-0.33441850543022156,
0.05329129472374916,
0.19850414991378784,
-0.028397079557180405,
0.45545288920402527,
0.7279024720191956,
-0.34488555788993835,
0.09923036396503448,
-0.07740737497806549,
0.059940073639154434,
0.09178152680397034,
-0.10683458298444748,
-0.3770875036716461,
0.10854202508926392,
0.8391914963722229,
0.09955674409866333,
-0.06077791005373001,
0.058334823697805405,
-0.6674222946166992,
0.41610580682754517,
-0.004991120658814907,
0.2945571839809418,
-0.3635357618331909,
0.042348895221948624,
0.14667831361293793,
0.19462259113788605,
-0.005703979637473822,
0.6296077370643616,
-0.31854432821273804,
-0.310656875371933,
0.4636327624320984,
-0.29461953043937683,
-0.09644074738025665,
0.07680214196443558,
0.17882952094078064,
0.6547815203666687,
-0.39397189021110535,
-0.2400427609682083,
-0.09376678615808487,
-0.08063845336437225,
0.4999030530452728,
-0.006214044988155365,
0.018090445548295975,
-0.2304086536169052,
-0.2522194981575012,
0.3260282874107361,
-0.12699982523918152,
0.5718854665756226,
0.24210524559020996,
-0.44988468289375305,
0.16230343282222748,
0.309859961271286,
-0.1303318440914154,
0.05280204862356186,
-0.04479387775063515,
-0.0935303121805191,
0.02264723926782608,
-0.15406665205955505,
-0.05786316469311714,
0.02355905994772911,
-0.2798443138599396,
-0.17631645500659943,
0.6075057983398438,
-0.4740564525127411,
-0.1841316968202591,
-0.7866318821907043,
-0.4306356608867645,
0.08803633600473404,
0.01732955314218998,
-0.0529746375977993,
-0.4062461256980896,
0.9585886597633362,
0.576763391494751,
0.3831636905670166,
-0.1345546990633011,
-0.4023682773113251,
-0.27683037519454956,
0.29780858755111694,
-0.5722000002861023,
0.440732479095459,
-0.45953547954559326,
-0.059760089963674545,
-0.6258386969566345,
0.44025665521621704,
0.7004511952400208,
0.19863034784793854,
-0.1111658588051796,
-0.14495313167572021,
-0.23214903473854065,
0.4866219162940979,
0.8249411582946777,
-0.47456488013267517,
0.023393336683511734,
-0.04251275584101677,
-0.3920559585094452,
-0.23645377159118652,
0.8085684180259705,
-0.032197535037994385,
0.5937755703926086,
-0.15040932595729828,
0.14338016510009766,
0.3491742014884949,
-0.3198450207710266,
0.25618457794189453,
-0.010848265141248703,
0.05265960842370987,
-0.3719959259033203,
0.7438405752182007,
-0.3176848292350769,
0.3537766635417938,
0.0023817054461687803,
0.19947074353694916,
0.5558729767799377,
-0.3856164216995239,
-0.3889737129211426,
-0.2629808783531189,
0.13503293693065643,
-0.01668512262403965,
-0.5138133764266968,
0.16623196005821228,
-0.14971822500228882,
-0.6300909519195557,
-0.22769795358181,
0.7860155701637268,
-0.023246482014656067,
-0.22433693706989288,
0.05789836496114731,
0.07746470719575882,
-0.3957150876522064,
0.6479440331459045,
0.29791271686553955,
-0.3426430821418762,
-0.05461716279387474,
-0.06251451373100281
] |
Delta compression and remote file synchronization techniques are concerned with efficient file transfer over a slow communication link in the case where the receiving party already has a similar file (or files). This problem arises naturally, e.g., when distributing updated versions of software over a network or synchronizing personal files between different accounts and devices. More generally, the problem is becoming increasingly common in many networkbased applications where files and content are widely replicated, frequently modified, and cut and reassembled in different contexts and packagings. In this chapter, we survey techniques, software tools, and applications for delta compression, remote file synchronization, and closely related problems. We first focus on delta compression, where the sender knows all the similar files that are held by the receiver. In the second part, we survey work on the related, but in many ways quite different, problem of remote file synchronization, where the sender does not have a copy of the files held by the receiver. Work supported by NSF CAREER Award NSF CCR-0093400 and by Intel Corporation.
|
[
0.004403663799166679,
0.010926937684416771,
-0.00026669399812817574,
0.018494032323360443,
0.008937062695622444,
-0.03537201136350632,
0.006299898028373718,
0.0007659339462406933,
-0.01251218467950821,
-0.025963984429836273,
-0.013320285826921463,
0.023446517065167427,
0.0032173488289117813,
0.026457563042640686,
-0.025238052010536194,
-0.012394599616527557,
-0.004638122394680977,
0.0009347321465611458,
0.006499466020613909,
-0.004143735393881798,
-0.004301225766539574,
0.010427091270685196,
0.008365053683519363,
0.010444953106343746,
-0.022929899394512177,
0.0032298602163791656,
-0.02943655103445053,
0.005628122948110104,
-0.02339513972401619,
0.030983608216047287,
0.002013352932408452,
0.0036258341278880835,
0.003907882142812014,
0.006807791069149971,
0.00812828540802002,
0.015117944218218327,
0.0034061616752296686,
0.01149760466068983,
0.007922436110675335,
-0.0032368581742048264,
0.019901150837540627,
-0.004965331871062517,
-0.0013436343288049102,
-0.011224367655813694,
-0.00785434152930975,
-0.003137420630082488,
0.0018649890553206205,
0.017412589862942696,
-0.007976412773132324,
0.00821185763925314,
-0.012026293203234673,
-0.01680089347064495,
0.0026399209164083004,
0.03144504874944687,
-0.005348588339984417,
-0.01680862531065941,
0.015314093790948391,
0.02347889542579651,
0.000056859804317355156,
-0.009976726025342941,
-0.006997125223278999,
-0.013716059736907482,
-0.0014619738794863224,
-0.0029633017256855965,
0.021899785846471786,
-0.06745468080043793,
-0.02571922168135643,
0.002908472903072834,
0.002280239714309573,
0.0019776332192122936,
0.017420608550310135,
0.008720749989151955,
-0.029303640127182007,
-0.006392442621290684,
0.014631913043558598,
0.021555308252573013,
-0.005170769058167934,
-0.0009151119738817215,
0.02648846246302128,
0.007618739735335112,
-0.006253410130739212,
-0.011800255626440048,
-0.0012640501372516155,
0.02372121438384056,
0.013983383774757385,
-0.0012823622673749924,
-0.003049400169402361,
-0.0043664975091814995,
-0.025393838062882423,
-0.004061494953930378,
0.018823208287358284,
-0.009987493976950645,
0.006472646724432707,
-0.0015200525522232056,
-0.008981989696621895,
0.010733584873378277,
-0.02782444655895233,
0.0027652413118630648,
-0.0024169040843844414,
0.0070044416934251785,
-0.004821944981813431,
0.006896312814205885,
0.015584193170070648,
0.0022609764710068703,
0.021425968036055565,
0.008083462715148926,
0.015859484672546387,
0.011120164766907692,
0.0020928808953613043,
0.005712934769690037,
0.01047847606241703,
0.02071930095553398,
0.0018922174349427223,
0.008873462677001953,
0.008507845923304558,
0.0021515146363526583,
0.019392069429159164,
-0.0017680798191577196,
0.004948268178850412,
-0.012934580445289612,
0.03544881194829941,
-0.0035580871626734734,
0.006764900870621204,
0.0014007173012942076,
0.007088879123330116,
-0.00044629350304603577,
-0.012627476826310158,
-0.004545267205685377,
0.009012635797262192,
0.014729855582118034,
-0.00795813649892807,
0.002154253888875246,
0.014744737185537815,
-0.015170502476394176,
0.016150251030921936,
-0.001829397166147828,
-0.006662735715508461,
-0.02520349621772766,
0.003468184731900692,
-0.011221222579479218,
-0.0002551870420575142,
0.004189190920442343,
0.00026019816868938506,
0.01231542881578207,
0.017330266535282135,
0.009381122887134552,
0.014854498207569122,
0.02514912374317646,
0.0012081190943717957,
0.005042546428740025,
-0.0009839911945164204,
-0.0067665153183043,
0.0012494288384914398,
-0.011276928707957268,
0.0017672458197921515,
0.009906293824315071,
-0.021906210109591484,
-0.01683705300092697,
-0.014745543710887432,
0.02049179933965206,
-0.01437638234347105,
0.015939557924866676,
0.01210014708340168,
0.008569327183067799,
0.008711299858987331,
-0.0016308478079736233,
-0.013603135012090206,
0.000041642459109425545,
-0.02426532655954361,
0.0018926762277260423,
-0.0019206812139600515,
0.018360720947384834,
-0.003553609596565366,
0.0077257901430130005,
0.016703523695468903,
-0.0018914651591330767,
0.02858198806643486,
0.007285003084689379,
-0.014639975503087044,
0.06712656468153,
0.02283361926674843,
-0.009835755452513695,
-0.037340566515922546,
0.017630666494369507,
0.02147572860121727,
-0.00548481335863471,
0.0069485558196902275,
-0.0017089026514440775,
0.004443462006747723,
-0.0049378233961761,
0.0023299565073102713,
-0.022950487211346626,
-0.012274770066142082,
-0.005266913678497076,
0.00023099128156900406,
0.0024731920566409826,
0.014690135605633259,
-0.010408204980194569,
-0.002454856876283884,
0.018678126856684685,
0.0043210359290242195,
0.0142902173101902,
0.027714023366570473,
-0.03682810813188553,
-0.0016277851536870003,
0.01096649095416069,
-0.002420770237222314,
-0.0010213358327746391,
-0.0053184544667601585,
0.001631805207580328,
0.003117220476269722,
0.01549503393471241,
-0.005620346404612064,
-0.013159709982573986,
0.006993895396590233,
-0.0006883686874061823,
-0.012271564453840256,
0.007276519667357206,
0.020978808403015137,
-0.013111253269016743,
0.0035462065134197474,
-0.003468263428658247,
0.03921658545732498,
-0.016561783850193024,
0.02877267263829708,
0.018255937844514847,
-0.01537027396261692,
0.009915411472320557,
0.0017062313854694366,
0.0032669445499777794,
-0.0027299136854708195,
-0.002773682586848736,
-0.00554164731875062,
0.0281805619597435,
0.03447920083999634,
-0.003849244676530361,
0.007209444884210825,
-0.044461704790592194,
0.0064481403678655624,
-0.01081065647304058,
-0.0073875864036381245,
0.01912582479417324,
-0.004966047592461109,
-0.011456672102212906,
-0.02347053587436676,
0.013466190546751022,
0.019593747332692146,
-0.01560764666646719,
-0.009769218042492867,
-0.015079990960657597,
0.0022009965032339096,
0.0023433358874171972,
0.008583219721913338,
0.024319496005773544,
0.010754584334790707,
-0.011556379497051239,
0.023864049464464188,
0.013348923996090889,
0.02237905003130436,
-0.02142852172255516,
-0.00014198897406458855,
0.0030457370448857546,
-0.017151527106761932,
-0.00964413397014141,
0.008522635325789452,
0.013596594333648682,
-0.012289195321500301,
0.018229924142360687,
-0.020503565669059753,
0.012664241716265678,
0.0030179754830896854,
-0.013759320601820946,
-0.001362021081149578,
-0.08182205259799957,
-0.009462429210543633,
0.019908152520656586,
-0.020399019122123718,
0.0027689114212989807,
-0.008511172607541084,
-0.008828360587358475,
-0.0020007300190627575,
-0.019556645303964615,
-0.016054773703217506,
-0.0081663578748703,
0.007960980758070946,
-0.012085160240530968,
0.0038065053522586823,
0.026295460760593414,
-0.017582377418875694,
0.010897593572735786,
-0.007326746359467506,
-0.007602628320455551,
0.0015234260354191065,
-0.010616250336170197,
-0.01735140010714531,
-0.007124369964003563,
0.0011972819920629263,
-0.013492399826645851,
0.005140514113008976,
0.007841819897294044,
0.0027928054332733154,
-0.014177272096276283,
0.0010669316397979856,
-0.005839487537741661,
-0.020262129604816437,
-0.02634504623711109,
-0.01733803004026413,
0.009150844067335129,
0.010616045445203781,
-0.009212938137352467,
0.010447234846651554,
-0.004380109254270792,
0.016180265694856644,
0.020565539598464966,
0.01641361601650715,
-0.010814089328050613,
0.018907498568296432,
0.0023631600197404623,
0.025090498849749565,
0.009153114631772041,
0.009242339059710503,
0.011120778508484364,
-0.0158632081001997,
0.006982416845858097,
-0.017656350508332253,
-0.011478360742330551,
0.0073983254842460155,
0.003811157075688243,
-0.015826165676116943,
0.021306321024894714,
0.009993637911975384,
-0.008643466979265213,
-0.007966564036905766,
0.009741500951349735,
-0.0028679303359240294,
0.0006681650411337614,
0.006170293781906366,
0.021137699484825134,
-0.011019354686141014,
0.01828903704881668,
-0.001158695900812745,
0.0009084696648642421,
-0.007796129211783409,
-0.027849741280078888,
-0.003264590399339795,
0.017803434282541275,
0.006406617350876331,
-0.022060617804527283,
-0.011449313722550869,
-0.009023300372064114,
0.006339401006698608,
0.025045882910490036,
0.00677121477201581,
-0.03025692328810692,
0.005256980657577515,
0.0005268568638712168,
0.011684615164995193,
-0.023766029626131058,
0.011678483337163925,
-0.0015307271387428045,
0.018449123948812485,
0.012048267759382725,
-0.010550012812018394,
0.014156095683574677,
-0.03392336890101433,
0.017098262906074524,
0.005867995321750641,
-0.004659887403249741,
-0.02420191839337349,
-0.004882119596004486,
-0.004025428090244532,
-0.006402191706001759,
0.00744687020778656,
0.0008907276205718517,
0.002543439855799079,
0.018940897658467293,
-0.0045512355864048,
-0.005394916050136089,
0.0055147078819572926,
-0.02034101076424122,
-0.011019093915820122,
0.003279859432950616,
-0.009465185925364494,
-0.007153024896979332,
0.005986747797578573,
-0.011105507612228394,
0.008363818749785423,
0.0034967539831995964,
0.01940624974668026,
0.0029702051542699337,
-0.0013622331898659468,
0.07318625599145889,
0.006395837292075157,
0.019057855010032654,
-0.011383229866623878,
-0.0011628135107457638,
-0.0005739307962357998,
0.0028856941498816013,
0.024695083498954773,
0.006866117008030415,
0.004475726280361414,
0.009777016937732697,
-0.006476445123553276,
0.025880809873342514,
0.008175414055585861,
-0.012109675444662571,
-0.00854394119232893,
0.012970893643796444,
-0.02904169261455536,
0.017015213146805763,
0.008859647437930107,
0.00710120378062129,
-0.013927195221185684,
0.005636980757117271,
0.011191625148057938,
0.004604610614478588,
0.0011952603235840797,
0.022803151980042458,
-0.010120881721377373,
0.004592849873006344,
-0.003938009031116962,
0.0202088113874197,
0.012615100480616093,
-0.0007145216222852468,
-0.013079771772027016,
0.02717665396630764,
-0.002065487904474139,
-0.03248119726777077,
-0.011351769790053368,
-0.0012907534837722778,
0.0006917840801179409,
0.007849909365177155,
-0.009319888427853584,
-0.007786508649587631,
0.007791201584041119,
0.020167026668787003,
0.016083311289548874,
0.007130119018256664,
-0.004324257839471102,
-0.004653341602534056,
0.011285034939646721,
-0.005465346854180098,
0.004446511156857014,
0.00631339568644762,
0.015850450843572617,
0.00005244743078947067,
0.01249601785093546,
0.014868405647575855,
-0.0023423098027706146,
0.029000263661146164,
0.013272946700453758,
-0.021254446357488632,
0.01057709101587534,
0.0019403109326958656,
-0.012851126492023468,
-0.008091676980257034,
0.00693381205201149,
-0.002259225118905306,
-0.00944520067423582,
-0.035041265189647675,
0.019971545785665512,
0.0018260665237903595,
-0.015452789142727852,
0.00016983505338430405,
0.003109576413407922,
0.0008728887769393623,
-0.007556580007076263,
-0.005604167934507132,
0.017407894134521484,
0.01032020803540945,
-0.01319823693484068,
0.00844951905310154,
0.002031942829489708,
-0.008875429630279541,
0.0018322980031371117,
0.003892278065904975,
-0.001364399679005146,
-0.011406049132347107,
-0.075233593583107,
0.0075778174214065075,
-0.0031901970505714417,
-0.005111912731081247,
-0.004213131498545408,
0.018920913338661194,
-0.008066311478614807,
-0.004573378711938858,
0.012376590631902218,
-0.007272610440850258,
0.011762652546167374,
0.01206252072006464,
0.0014997264370322227,
-0.016355115920305252,
0.010408641770482063,
0.01784256100654602,
-0.006355376448482275,
0.004899016581475735,
-0.006388015113770962,
0.01976877450942993,
0.0043144007213413715,
0.0036054051015526056,
0.0078032296150922775,
0.008570326492190361,
0.007110757753252983,
-0.08193780481815338,
-0.015614359639585018,
0.00395540427416563,
0.006330166012048721,
-0.009470013901591301,
-0.009303247556090355,
-0.007814187556505203,
-0.02228233590722084,
0.024762187153100967,
-0.01062258705496788,
-0.01923283003270626,
0.0047536143101751804,
-0.017917491495609283,
0.008364266715943813,
-0.0094502754509449,
0.0007713483646512032,
0.020162153989076614,
-0.00819721631705761,
0.023628976196050644,
0.009117281064391136,
0.011629825457930565,
0.001424850313924253,
-0.008800264447927475,
0.00990395899862051,
-0.013438362628221512,
0.007232260890305042,
-0.02514330856502056,
0.004394862335175276,
0.023974649608135223,
0.020103953778743744,
0.017158813774585724,
-0.019493982195854187,
0.007414614781737328,
-0.038414087146520615,
-0.00047381408512592316,
-0.0013810136588290334,
0.0013746179174631834,
0.005938156507909298,
-0.02127375826239586,
-0.007276906166225672,
-0.0030607637017965317,
0.015573867596685886,
0.002904614433646202,
-0.002883707173168659,
-0.014991524629294872,
0.007819145917892456,
0.003285841317847371,
-0.009501270949840546,
0.00947682373225689,
-0.011604633182287216,
0.01299278624355793,
0.011111276224255562,
0.0030536367557942867,
-0.022710978984832764,
-0.007685167249292135,
0.01721479743719101,
-0.0064573995769023895,
0.016571003943681717,
0.024196431040763855,
0.016221247613430023,
-0.004299655091017485,
0.004130140878260136,
-0.0024011172354221344,
0.07226220518350601,
-0.02261410653591156,
-0.0013419423485174775,
-0.005175886210054159,
-0.0056325700134038925,
0.00003646445111371577,
-0.011169101111590862,
-0.0007406657095998526,
0.0009146479424089193,
-0.016188068315386772,
0.010544825345277786,
0.003728097304701805,
-0.02814028225839138,
0.006283089518547058,
-0.00106812734156847,
0.002356061479076743,
-0.00026703719049692154,
-0.0030513431411236525,
0.005107293836772442,
-0.01564733125269413,
-0.005784898996353149,
0.010265887714922428,
0.0001254554372280836,
0.029431765899062157,
-0.008265100419521332,
0.0015129821840673685,
0.0026848609559237957,
0.019038042053580284,
-0.01292283646762371,
-0.015012999065220356,
-0.016622059047222137,
0.02752786874771118,
0.0005683007184416056,
-0.008663435466587543,
0.011771610006690025,
-0.008157692849636078,
-0.02630309760570526,
-0.00034949148539453745,
-0.021405771374702454,
-0.016276206821203232,
-0.010800500400364399,
-0.0034296251833438873,
-0.006288304924964905,
-0.003950637765228748,
0.012859975919127464,
0.05105549842119217,
0.012569635175168514,
0.02442360669374466,
0.01908191666007042,
-0.0019470055121928453,
0.0036618339363485575,
-0.002812686376273632,
0.0033072850201278925,
-0.0026835789903998375,
0.0066919224336743355,
-0.009704651311039925,
0.0020699729211628437,
0.011373225599527359,
0.0007319248979911208,
-0.0035195383243262768,
0.003259585937485099,
-0.012718148529529572,
-0.004486806690692902,
-0.005542123690247536,
-0.0035303342156112194,
-0.009165361523628235,
-0.008049124851822853,
-0.01791999489068985,
-0.02187332883477211,
0.011456848122179508,
-0.010512727312743664,
0.00638268468901515,
0.0011686650104820728,
-0.01794835925102234,
0.0107040386646986,
0.0074804374016821384,
-0.002414517570286989,
0.0028173839673399925,
0.015801869332790375,
0.003394727362319827,
-0.0018664789386093616,
-0.00566053856164217,
-0.0167025625705719,
-0.016213351860642433,
-0.01764625310897827,
-0.010284253396093845,
-0.008195249363780022,
-0.0031220032833516598,
-0.006300429813563824,
0.013019299134612083,
-0.005476593971252441,
-0.009808063507080078,
0.005199447274208069,
-0.01855776086449623,
0.009128539822995663,
0.033352382481098175,
-0.02326517179608345,
0.017702460289001465,
-0.010878531262278557,
0.017865728586912155,
-0.01406379509717226,
-0.02286948449909687,
-0.014033515937626362,
-0.019567538052797318,
-0.008384855464100838,
0.0020833369344472885,
0.021036852151155472,
-0.005345472600311041,
-0.020525850355625153,
0.012655719183385372,
0.0054338304325938225,
0.007218625396490097,
-0.002875732257962227,
0.0066068945452570915,
0.014235839247703552,
-0.016847342252731323,
0.003269137116149068,
-0.02474546618759632,
-0.0029698824509978294,
-0.006878248415887356,
0.014950434677302837,
-0.0009612163994461298,
0.006667458452284336,
0.015177888795733452,
-0.0033674018923193216,
-0.021569447591900826,
-0.005320051684975624,
0.008384522050619125,
0.0061099948361516,
0.004330594092607498,
-0.005699706729501486,
-0.005144352093338966,
0.031068436801433563,
0.007198663428425789,
0.0011323466897010803,
-0.0013747652992606163,
-0.0019643977284431458,
0.0027944212779402733,
0.0037355271633714437,
-0.004454880021512508,
0.023020900785923004,
-0.012685483321547508,
0.001965121366083622,
0.016207851469516754,
0.008361407555639744,
0.014607694000005722,
0.014161817729473114,
0.03107551299035549,
0.005580273922532797,
0.0012682361993938684,
-0.002923754043877125,
-0.006658721249550581,
0.018780292943120003,
-0.008422130718827248,
0.008396985940635204,
0.019465653225779533,
0.0010822491021826863,
0.0007139984518289566,
0.0009616422466933727,
0.02054823562502861,
-0.03371913358569145,
0.019579987972974777,
-0.0007945387624204159,
0.003493842203170061,
0.018663814291357994,
0.017042504623532295,
-0.005665674339979887,
0.006254648789763451,
0.017635604366660118,
-0.00030055083334445953,
-0.011273641139268875,
-0.03878864645957947,
-0.002719427924603224,
-0.007373448461294174,
0.013191652484238148,
-0.016753092408180237,
-0.009595864452421665,
-0.008073322474956512,
-0.028012532740831375,
-0.005949106067419052,
0.01039052102714777,
-0.004889175295829773,
-0.022062737494707108,
-0.005825711414217949,
-0.010236164554953575,
0.002873840741813183,
0.0008990444475784898,
0.011376366950571537,
-0.010503128170967102,
-0.00993525329977274,
-0.007768481038510799,
0.021059539169073105,
-0.008428677916526794,
0.0010831034742295742,
0.008758478797972202,
-0.015450595878064632,
0.00623066583648324,
-0.0008653178811073303,
-0.004279999528080225,
0.008881961926817894,
-0.010467330925166607,
-0.0033160136081278324
] |
[
0.30827632546424866,
-0.22838008403778076,
0.024596139788627625,
0.12120626866817474,
0.18095727264881134,
-0.0024524808395653963,
-0.27882328629493713,
-0.2674473226070404,
-0.055653106421232224,
-0.7741196751594543,
-0.2728724181652069,
0.5174412131309509,
-0.41020578145980835,
0.3567149341106415,
-0.46910402178764343,
0.5127348303794861,
0.7350586652755737,
0.21391403675079346,
-0.3843846321105957,
-0.7095651626586914,
-0.2665242552757263,
0.3096458315849304,
-0.2278909534215927,
-0.07167311012744904,
-0.30408185720443726,
0.12965241074562073,
0.17871707677841187,
-0.09144745022058487,
-0.15247949957847595,
0.10060607641935349,
0.09472928196191788,
0.48037686944007874,
-0.33286553621292114,
-0.5001680254936218,
0.2164618819952011,
0.28920143842697144,
-0.10523189604282379,
-0.09611296653747559,
0.2634091079235077,
-0.12823842465877533,
0.33404579758644104,
-0.18904276192188263,
-0.014557568356394768,
0.2963334619998932,
0.27765586972236633,
-0.41398748755455017,
-1.663695216178894,
0.15864871442317963,
-0.4489127993583679,
-0.5745388865470886,
-0.34098485112190247,
0.3579665720462799,
0.23085840046405792,
0.22347259521484375,
-0.05277501791715622,
0.36468175053596497,
-0.06637215614318848,
-0.13601268827915192,
0.5496953129768372,
-0.15158410370349884,
0.29918915033340454,
-0.4111640155315399,
-0.3987860381603241,
0.1961379051208496,
-0.06439007073640823,
0.21846936643123627,
0.25374287366867065,
0.2506715953350067,
-0.6555129289627075,
-0.6193634271621704,
0.09980573505163193,
-0.21434494853019714,
-0.5607416033744812,
-0.049291059374809265,
-0.3220323622226715,
0.6165376901626587,
-0.30585169792175293,
-0.5058453679084778,
0.23848825693130493,
0.09887856990098953,
-0.062150344252586365,
0.5943616032600403,
0.10875708609819412,
-0.03899189829826355,
0.6779818534851074,
-0.18661169707775116,
0.0019629141315817833,
0.565186619758606,
-0.6462711095809937,
0.5535944700241089,
-0.10259862244129181,
-0.7584662437438965,
0.34744006395339966,
0.36867555975914,
0.34429094195365906,
0.4105631411075592,
0.16112633049488068,
0.21801406145095825,
0.5773259997367859,
0.08073043078184128,
-0.6421059966087341,
-0.23386788368225098,
-0.02980777621269226,
-0.12933702766895294,
-0.22098474204540253,
-0.39346885681152344,
-0.6287813782691956,
-0.4256760776042938,
-0.17960844933986664,
0.2783081531524658,
-0.38001638650894165,
0.30760541558265686,
0.033139437437057495,
-0.3776445686817169,
-0.6272170543670654,
-0.603575587272644,
-0.2265022248029709,
-0.11056733131408691,
-0.2759768068790436,
0.39733949303627014,
0.013683570548892021,
1.2893377542495728,
-0.22867998480796814,
0.18852059543132782,
0.04694719985127449,
-0.2864527404308319,
0.9493131637573242,
0.6475003957748413,
-0.5477291345596313,
-0.315033495426178,
0.5025904774665833,
1.3471156358718872,
0.12658390402793884,
-0.057879671454429626,
0.12151931971311569,
-0.0783141627907753,
-0.008401400409638882,
-0.08120257407426834,
-0.2093498855829239,
-0.7822936773300171,
-0.16688399016857147,
0.11014367640018463,
-0.5459032654762268,
0.0918482318520546,
-0.16612862050533295,
0.35156741738319397,
-0.08225874602794647,
-0.1438847929239273,
0.01803247258067131,
-0.48193541169166565,
0.2714140713214874,
0.24766351282596588,
-0.3871005177497864,
0.15516237914562225,
-0.3940659761428833,
0.41952013969421387,
-0.005869738757610321,
-0.5539746284484863,
-0.06760942190885544,
0.17160823941230774,
-0.265241801738739,
-0.22338232398033142,
-0.6453647613525391,
-0.25492891669273376,
0.003746415488421917,
-0.7722281813621521,
-0.06541842222213745,
0.4938574433326721,
-0.030561132356524467,
0.06350637227296829,
-0.24214476346969604,
0.288118451833725,
0.12400662899017334,
-0.40056514739990234,
0.04333920031785965,
0.09082567691802979,
0.6354581117630005,
0.43304720520973206,
0.44592395424842834,
0.07533649355173111,
-0.8852667808532715,
0.1669003963470459,
0.07353315502405167,
-0.13504908978939056,
0.023376142606139183,
0.41811323165893555,
0.5597124695777893,
-0.24668771028518677,
-0.028371067717671394,
-0.295919269323349,
-0.6798669099807739,
-0.3375512659549713,
-0.04032285884022713,
-0.6603754758834839,
0.7611081004142761,
0.007781028747558594,
-0.34110790491104126,
1.2450460195541382,
-0.016242723912000656,
-0.07304280251264572,
0.03478891775012016,
0.34912097454071045,
0.1639477163553238,
-0.6560606360435486,
-0.19128915667533875,
0.3231998085975647,
0.12438967078924179,
-0.15986445546150208,
-0.4595392644405365,
0.05006091669201851,
0.9317209124565125,
-0.11435826122760773,
-0.149556964635849,
-0.06202387437224388,
0.06036790460348129,
0.16249942779541016,
-0.15845206379890442,
0.047547463327646255,
0.29806286096572876,
0.1410188525915146,
0.459346204996109,
-0.5650150179862976,
0.43426042795181274,
0.5574671626091003,
0.3343512713909149,
0.6947839260101318,
0.43367674946784973,
0.4456231892108917,
1.0387758016586304,
-0.47476905584335327,
-0.1152665764093399,
-0.21608886122703552,
-0.2290496677160263,
-0.4225752651691437,
-0.242787167429924,
0.08684863895177841,
0.18322253227233887,
-0.1655445247888565,
0.09138233214616776,
-0.20534738898277283,
-0.19425800442695618,
0.12979674339294434,
-0.0016771637601777911,
0.17000022530555725,
0.04094293713569641,
-0.3979005217552185,
-0.2788415253162384,
-0.16240563988685608,
-0.28445136547088623,
0.014140251092612743,
0.08820101618766785,
1.1043123006820679,
-0.08480468392372131,
-0.8120684623718262,
0.19341008365154266,
0.37437188625335693,
-0.3141092360019684,
-0.07399348169565201,
-0.18224479258060455,
-0.19158819317817688,
0.11446196585893631,
-0.025555048137903214,
-0.10648389160633087,
-0.04405776783823967,
-0.4721333086490631,
-0.588152289390564,
-0.4362504482269287,
-0.13436059653759003,
0.4558272361755371,
0.2600327730178833,
0.156989187002182,
0.11915701627731323,
-0.3543834984302521,
0.39658698439598083,
-0.8570981025695801,
-0.5681878924369812,
0.11578202247619629,
0.3946249783039093,
-0.9338960647583008,
-0.7357334494590759,
0.3170638978481293,
0.47991129755973816,
0.6430919766426086,
-0.2604374289512634,
-0.8087001442909241,
-0.03135863319039345,
0.2933121919631958,
-0.36688026785850525,
-0.6403195858001709,
-0.05675318092107773,
-0.5755205750465393,
0.3023836612701416,
0.37478432059288025,
-0.2343185693025589,
0.4150172770023346,
0.787356436252594,
-0.12884537875652313,
0.49746420979499817,
0.483584463596344,
-0.32725122570991516,
-0.5194584727287292,
0.12382566183805466,
-0.24678242206573486,
-0.4444730877876282,
-0.1874644011259079,
-0.17042584717273712,
-0.6170578002929688,
0.3706471621990204,
-5.806098461151123,
0.49164262413978577,
-0.13936172425746918,
0.2938259541988373,
-0.16656069457530975,
-0.04228710010647774,
0.7056539058685303,
-0.3118932247161865,
-0.13738396763801575,
-0.04317187890410423,
0.10085022449493408,
0.518984317779541,
0.11328922212123871,
0.22819343209266663,
-0.10222327709197998,
-0.4656106233596802,
0.6781659722328186,
0.655968189239502,
0.3058299124240875,
0.18943879008293152,
0.02688995748758316,
-0.09627249091863632,
-0.0980166494846344,
0.5952663421630859,
-0.0248815156519413,
-0.1061699315905571,
-0.41999197006225586,
0.4811604619026184,
-0.47251254320144653,
-0.3812749981880188,
-0.2517814636230469,
-0.3379749357700348,
0.0795385092496872,
0.6278722882270813,
0.22004419565200806,
0.35370779037475586,
0.4781910479068756,
-0.005291263572871685,
0.12752965092658997,
-0.3886108994483948,
0.5014179944992065,
0.4818999767303467,
-0.19990555942058563,
-0.3317691385746002,
-0.07486294955015182,
-0.2576613128185272,
0.09510622918605804,
0.17913326621055603,
0.09152795374393463,
1.0490750074386597,
0.01069694384932518,
-0.5686370134353638,
0.18653035163879395,
0.3934756815433502,
0.1889072060585022,
-0.3317459523677826,
0.026616601273417473,
-0.0021664875093847513,
0.0818929448723793,
0.2738826870918274,
0.2994244396686554,
-0.49601835012435913,
0.08596406131982803,
-0.9049687385559082,
-0.14921241998672485,
0.10930773615837097,
-0.5853443145751953,
-0.718986451625824,
0.5249143838882446,
0.2773764431476593,
-0.7857732176780701,
0.3480587303638458,
0.2299017459154129,
-0.5524861216545105,
0.42254638671875,
-0.5062283277511597,
0.022970862686634064,
-0.34950271248817444,
-0.4154638946056366,
0.5324335694313049,
0.06625034660100937,
-0.3478017747402191,
-0.1316603720188141,
-0.2536498010158539,
0.058218132704496384,
-0.1270158737897873,
0.027975399047136307,
-0.010266637429594994,
0.04725612699985504,
0.17497481405735016,
0.6092568635940552,
-0.42177316546440125,
-0.05327890068292618,
0.3432687222957611,
0.1344536393880844,
0.7112207412719727,
0.35959914326667786,
0.755382776260376,
0.3770701289176941,
-0.08080966025590897,
0.405091255903244,
-0.5909916758537292,
-0.4527997672557831,
-0.9939194917678833,
0.2990889847278595,
0.1285766214132309,
-0.23527976870536804,
0.16529066860675812,
0.5675804615020752,
-0.30550384521484375,
-0.18056203424930573,
0.1861819326877594,
-0.17019034922122955,
-0.25037261843681335,
0.1725613921880722,
-0.1345178633928299,
-0.24525043368339539,
-0.08325638622045517,
0.015483895316720009,
-0.25707051157951355,
0.36476799845695496,
0.08492317795753479,
-0.5633528232574463,
-0.18296845257282257,
0.2918618619441986,
-0.3717150390148163,
-0.3117489814758301,
0.4083559513092041,
-0.2657897174358368,
0.09644732624292374,
0.5986945033073425,
0.4930571913719177,
0.0958075001835823,
0.4911860227584839,
0.11949284374713898,
-0.5622330904006958,
-0.44899705052375793,
-0.023835236206650734,
0.20624779164791107,
-0.6218504905700684,
0.21549245715141296,
0.12800802290439606,
-0.32344019412994385,
-0.34681767225265503,
0.6145102977752686,
0.4449096918106079,
-0.23829790949821472,
-0.33355697989463806,
0.011676506139338017,
-0.04921622574329376,
-0.050770584493875504,
-0.2923746109008789,
-0.06763501465320587,
0.10415330529212952,
-0.140317901968956,
0.17038901150226593,
-0.0837334394454956,
-0.06950545310974121,
0.7171011567115784,
-0.07847154140472412,
0.1543913632631302,
0.07493709772825241,
-1.0128095149993896,
-0.06020165607333183,
-0.11541344970464706,
-0.06452573090791702,
-0.3905182480812073,
-0.31732866168022156,
-0.27088242769241333,
0.43380874395370483,
-0.7993221879005432,
0.29698675870895386,
-0.5009442567825317,
-0.19767387211322784,
0.5580542683601379,
0.19857294857501984,
0.2365860790014267,
0.531071662902832,
-0.07899884879589081,
0.01093258522450924,
-0.12976421415805817,
-0.4870995283126831,
-0.2635384202003479,
-0.13323688507080078,
0.37855303287506104,
-0.37499237060546875,
-0.3214578330516815,
0.15986967086791992,
-0.6076323390007019,
-0.4958876371383667,
0.14323440194129944,
0.5549657344818115,
0.5667415261268616,
0.2623654305934906,
0.5194087028503418,
-0.5878919363021851,
0.21119900047779083,
0.4519980847835541,
-0.3411114811897278,
-0.26283833384513855,
0.23094262182712555,
0.973450243473053,
-0.4401618242263794,
0.5740754008293152,
-0.11093106865882874,
-0.29998907446861267,
0.2009640783071518,
0.06674528121948242,
0.07942228764295578,
-0.42708534002304077,
-0.37092962861061096,
-0.47746026515960693,
-0.4950273931026459,
0.17348748445510864,
0.17206141352653503,
0.2269245833158493,
0.40602442622184753,
-0.2044132649898529,
0.16462652385234833,
-0.14941850304603577,
0.20733334124088287,
-0.45437464118003845,
-0.09890640527009964,
0.38864564895629883,
-0.18502117693424225,
-0.11831213533878326,
0.027442507445812225,
-0.7839475274085999,
-0.08466660231351852,
0.2791329622268677,
0.09386460483074188,
-0.07819989323616028,
0.10160163044929504,
0.4729885160923004,
0.0755792185664177,
-0.5373937487602234,
0.13623835146427155,
0.15785272419452667,
-0.4674476385116577,
-0.6422030925750732,
0.40092307329177856,
0.8424751162528992,
0.014283576980233192,
-0.09435620903968811,
-0.517784833908081,
-0.08623077720403671,
0.4302452802658081,
-0.33736109733581543,
-0.8648396730422974,
0.11171620339155197,
0.4926030933856964,
-0.35344263911247253,
-0.1808418482542038,
-0.05685675889253616,
0.6805806159973145,
-0.239632248878479,
-0.7111538648605347,
-0.6185474991798401,
0.2902933359146118,
0.6684509515762329,
0.17881964147090912,
-0.5182566046714783,
-0.2889023423194885,
-0.3848573863506317,
0.2932109534740448,
0.25635460019111633,
0.16100424528121948,
-0.7409217953681946,
-0.14127011597156525,
-0.5810633301734924,
0.3018551468849182,
0.2193933129310608,
0.2954603433609009,
0.27540162205696106,
0.17897221446037292,
0.2726425528526306,
0.03438306972384453,
0.0241544172167778,
-0.16412287950515747,
-0.2315732091665268,
-0.13339178264141083,
-0.5620512366294861,
-0.20636364817619324,
-0.4659447968006134,
-0.06457912921905518,
-0.2575923204421997,
0.2444963902235031,
0.26422548294067383,
-0.40445443987846375,
-0.35805583000183105,
-0.29709991812705994,
1.0410889387130737,
-0.16209791600704193,
0.007265555206686258,
-0.27886220812797546,
-0.17127463221549988,
0.2965892553329468,
0.2794799208641052,
-0.3071262836456299,
-0.3536251485347748,
-0.07337503135204315,
0.07147510349750519,
0.08773467689752579,
-0.6507705450057983,
0.6802672743797302,
-0.030737871304154396,
-0.07027124613523483,
0.12279023230075836,
0.006506606005132198,
0.20052306354045868,
0.7758118510246277,
0.25644174218177795,
0.48312634229660034,
0.611111581325531,
-0.13465876877307892,
-0.18361379206180573,
0.49932971596717834,
0.2179097831249237,
0.6807676553726196,
-0.01413217093795538,
-0.23269422352313995,
0.325928270816803,
0.8412967920303345,
-0.39244264364242554,
-0.5556448698043823,
0.5483304858207703,
-0.42573538422584534,
0.40059101581573486,
0.35536113381385803,
0.17492254078388214,
0.5259716510772705,
0.5602414608001709,
-0.2972920536994934,
0.1498650461435318,
0.2959006726741791,
-0.003706462914124131,
0.22588874399662018,
-0.023130493238568306,
-0.23740151524543762,
-0.22705258429050446,
0.3632766008377075,
0.2726501524448395,
-0.2764345705509186,
0.5181399583816528,
0.11931903660297394,
0.43122053146362305,
0.19053341448307037,
0.32302919030189514,
-0.11420182138681412,
0.22066810727119446,
0.026199206709861755,
0.16197215020656586,
-0.2777244448661804,
0.3994784653186798,
0.21872888505458832,
-0.07329802960157394,
0.7226957678794861,
-0.34277263283729553,
-0.13268764317035675,
0.2138892263174057,
0.59058678150177,
0.5065352320671082,
-0.4200626015663147,
-0.6182543039321899,
-0.2015288770198822,
-0.7572798728942871,
0.6599888801574707,
-0.14247465133666992,
0.13347338140010834,
0.01541796326637268,
-0.08537109196186066,
0.6092167496681213,
-0.43125227093696594,
0.6558110117912292,
0.38080811500549316,
-0.6527692079544067,
0.6244627833366394,
0.50470370054245,
-0.1902441382408142,
0.3634040951728821,
-0.09643472731113434,
0.24611860513687134,
0.020401589572429657,
-0.3681592643260956,
-0.1103351041674614,
0.14878341555595398,
0.22585171461105347,
-0.1295131891965866,
0.21487827599048615,
-0.4420105218887329,
0.02912282943725586,
-0.6954713463783264,
-0.8721928000450134,
0.2658946216106415,
0.18885938823223114,
-0.021223563700914383,
-0.3046487867832184,
0.8124902248382568,
0.24895736575126648,
0.5313793420791626,
-0.07346124202013016,
0.0876416265964508,
-0.04993966966867447,
0.5550764799118042,
-0.25928857922554016,
0.28146347403526306,
-0.4049282371997833,
-0.03807828202843666,
-0.6592506170272827,
0.39814817905426025,
0.768330454826355,
0.34839314222335815,
-0.13228526711463928,
0.16912129521369934,
-0.14900831878185272,
-0.319602906703949,
0.47383633255958557,
-0.24632948637008667,
0.2240247130393982,
-0.5097392201423645,
-0.12956547737121582,
-0.4661901593208313,
0.9583108425140381,
-0.24143245816230774,
-0.012377915903925896,
-0.008815903216600418,
0.15940646827220917,
0.7366058230400085,
-0.7345772385597229,
0.5311266183853149,
-0.4007258713245392,
-0.059598159044981,
-0.44239097833633423,
0.717739999294281,
-0.7566035985946655,
-0.10284215956926346,
-0.5759775638580322,
0.17182834446430206,
0.6936322450637817,
-0.41808444261550903,
0.021107429638504982,
-0.2339441329240799,
-0.0025321117136627436,
-0.058477822691202164,
-0.10396122932434082,
0.18085241317749023,
-0.32085365056991577,
0.06071991100907326,
-0.6412522792816162,
0.6569228172302246,
-0.20112960040569305,
-0.18547584116458893,
-0.09806503355503082,
-0.1189970150589943,
-0.2609194219112396,
0.4147484302520752,
-0.20571504533290863,
-0.29877910017967224,
-0.5348119735717773,
0.12968750298023224
] |
Caching introduces the overhead and complexity of ensuring consistency, reducing some of its performance benefits. In a distributed system, caching must deal with the additional complications of communication and host failures.
Leases are proposed as a time-based mechanism that provides efficient consistent access to cached data in distributed systems. Non-Byzantine failures affect performance, not correctness, with their effect minimized by short leases. An analytic model and an evaluation for file access in the V system show that leases of short duration provide good performance. The impact of leases on performance grows more significant in systems of larger scale and higher processor performance.
|
[
0.00030953483656048775,
0.019853418692946434,
-0.007289273198693991,
0.010624644346535206,
0.03706745803356171,
0.0031465645879507065,
0.00988633744418621,
-0.0007958521600812674,
-0.012978233397006989,
-0.0016383604379370809,
-0.0047876653261482716,
0.018265046179294586,
-0.0031510023400187492,
0.009961996227502823,
0.019012482836842537,
0.0076983775943517685,
-0.007888209074735641,
-0.024447601288557053,
0.010428990237414837,
0.00968942977488041,
-0.018924230709671974,
-0.015701964497566223,
0.009954001754522324,
-0.0025612949393689632,
-0.039796292781829834,
0.001069007208570838,
0.003014183836057782,
-0.008110007271170616,
-0.013608967885375023,
-0.01861998625099659,
0.00003538443706929684,
0.008319166488945484,
0.01828845590353012,
0.045914310961961746,
0.005832022987306118,
-0.010446115396916866,
-0.0004248041659593582,
0.023673776537179947,
-0.01426002662628889,
-0.0041188145987689495,
0.006065340247005224,
-0.003606563899666071,
0.0013755757827311754,
-0.006814166437834501,
-0.00836013350635767,
0.026828328147530556,
0.0014506792649626732,
-0.02286972478032112,
0.0017803014488890767,
0.008008608594536781,
-0.01622357964515686,
-0.006138974335044622,
0.006569833029061556,
0.0036582257598638535,
-0.006834382191300392,
0.011261139996349812,
0.019786233082413673,
-0.03011489100754261,
-0.014480014331638813,
0.006550629623234272,
-0.019673317670822144,
-0.003759773215278983,
0.01966654509305954,
0.0003938438603654504,
0.01001755241304636,
-0.06691044569015503,
0.024442031979560852,
0.0032352949492633343,
0.0043679955415427685,
-0.01628216728568077,
-0.02497364953160286,
0.006359117105603218,
-0.0035778949968516827,
0.030434448271989822,
0.024971533566713333,
-0.013239189982414246,
0.005966914817690849,
0.03172198310494423,
0.013347764499485493,
0.025447066873311996,
-0.012018132954835892,
-0.0242301132529974,
-0.028957534581422806,
0.017133992165327072,
0.02052452228963375,
-0.011629605665802956,
-0.0044050319120287895,
-0.005628151819109917,
0.001289235893636942,
0.03820428252220154,
0.010817489586770535,
-0.01566149666905403,
-0.01635761559009552,
0.029513444751501083,
-0.012301761656999588,
-0.010351610369980335,
0.0022313189692795277,
-0.008230306208133698,
0.006307341158390045,
0.006493180058896542,
0.00010380567982792854,
0.021829189732670784,
0.013230554759502411,
-0.012682870030403137,
0.03387586399912834,
0.011487260460853577,
-0.002767957281321287,
-0.01343018189072609,
-0.0671270489692688,
0.00735756941139698,
-0.000662428792566061,
0.00010856380686163902,
-0.00856887549161911,
0.016201956197619438,
0.02003437839448452,
-0.012659179046750069,
0.008736192248761654,
0.024295123293995857,
0.008543434552848339,
-0.019316818565130234,
0.008148999884724617,
0.01567895896732807,
0.016103914007544518,
0.009661078453063965,
0.004177283030003309,
-0.015538515523076057,
-0.012772835791110992,
-0.003063211916014552,
0.005346470046788454,
0.003443552181124687,
-0.012781873345375061,
-0.0062621659599244595,
0.029377304017543793,
0.022652428597211838,
0.005470060743391514,
0.006730480585247278,
0.0200059674680233,
0.012408784590661526,
0.02372601069509983,
-0.02558349445462227,
0.008864179253578186,
0.008168923668563366,
-0.0006459210999310017,
0.011984722688794136,
0.019420789554715157,
0.00132689718157053,
0.03319299966096878,
0.0015323268016800284,
-0.015026596374809742,
-0.002978883683681488,
0.016409656032919884,
-0.015478614717721939,
-0.007827198132872581,
-0.01572285406291485,
0.0034029537346214056,
0.028594927862286568,
0.0037275287322700024,
0.007755106780678034,
-0.023542096838355064,
0.001267826883122325,
-0.01560568530112505,
-0.010667135939002037,
0.025037510320544243,
0.006999414414167404,
0.00010178983211517334,
0.03278158977627754,
0.042562346905469894,
-0.004757030867040157,
-0.0024759317748248577,
0.007047854829579592,
-0.0062504718080163,
0.026028156280517578,
-0.027649030089378357,
0.01955648511648178,
-0.019911816343665123,
-0.006582025438547134,
-0.004653348587453365,
0.010103858076035976,
-0.008143378421664238,
0.06675960123538971,
-0.025419682264328003,
0.03194908797740936,
-0.02085430547595024,
-0.002192193642258644,
-0.0008904626592993736,
-0.003239528276026249,
0.04007325321435928,
-0.01857406459748745,
0.008349061012268066,
-0.01479157991707325,
-0.009467295370995998,
-0.03065183386206627,
-0.005108003504574299,
-0.009656010195612907,
-0.01965072937309742,
0.004533006809651852,
0.0006193947046995163,
0.006972363218665123,
-0.0020588417537510395,
0.040366265922784805,
-0.020755868405103683,
0.0075513338670134544,
0.000752192921936512,
-0.010385728441178799,
0.01670863665640354,
0.01083068922162056,
0.024956315755844116,
0.004153246991336346,
0.014646493829786777,
0.03533085063099861,
0.026256538927555084,
0.026743585243821144,
-0.004686483182013035,
-0.022836994379758835,
0.014022473245859146,
0.009118219837546349,
-0.01980319619178772,
-0.002306985203176737,
0.0095619335770607,
-0.013324445113539696,
0.003954636864364147,
-0.006311585195362568,
-0.0028854338452219963,
-0.015483976341784,
-0.00404793955385685,
0.00006404868327081203,
-0.004336653742939234,
0.011749661527574062,
-0.02103651687502861,
-0.008266949094831944,
0.007199217099696398,
0.003841778263449669,
-0.005168767645955086,
0.02662299945950508,
-0.005773476324975491,
-0.0011426154524087906,
0.008393793366849422,
-0.024503709748387337,
0.007653099484741688,
-0.007698458153754473,
-0.0038270368240773678,
-0.00336409080773592,
-0.036155588924884796,
-0.012277079746127129,
0.0018969564698636532,
-0.009744968265295029,
0.0009375507943332195,
-0.02517884224653244,
0.019170504063367844,
-0.014146311208605766,
0.003059596987441182,
0.007450162898749113,
-0.021600469946861267,
-0.014059986919164658,
-0.004919684957712889,
-0.013733942061662674,
0.026978740468621254,
0.00014048069715499878,
0.024221647530794144,
0.005288572981953621,
0.0002538995468057692,
0.0039024115540087223,
-0.03107156604528427,
-0.02249838039278984,
-0.02311287820339203,
0.0075545599684119225,
-0.029354911297559738,
0.038211360573768616,
0.0076562510803341866,
-0.007032758556306362,
0.002457487164065242,
-0.0085851876065135,
-0.0013394341804087162,
-0.08104926347732544,
-0.02373812161386013,
0.017252624034881592,
0.014801150187849998,
0.017506517469882965,
-0.017399989068508148,
-0.0300741009414196,
-0.0010489487322047353,
-0.013237791135907173,
-0.017496779561042786,
0.027633415535092354,
-0.004924614913761616,
-0.011715766042470932,
0.007868161424994469,
0.04787479341030121,
-0.012201385572552681,
-0.0009926529601216316,
0.002795932348817587,
0.01447572372853756,
-0.004741991404443979,
-0.004053593147546053,
-0.03179476037621498,
-0.03259698301553726,
-0.011993356049060822,
-0.017642267048358917,
0.0032326674554497004,
-0.00034419260919094086,
0.006347698625177145,
0.02131679840385914,
0.005296544171869755,
-0.024802183732390404,
-0.013133584521710873,
-0.016800830140709877,
-0.009941104799509048,
-0.0003225125838071108,
-0.0165534857660532,
-0.019039280712604523,
0.02536340244114399,
0.0033777940552681684,
-0.005071115214377642,
0.02133055403828621,
0.02018127590417862,
-0.018486741930246353,
0.02381674014031887,
0.01374985370784998,
0.0148224588483572,
0.018991069868206978,
0.003981485962867737,
0.005731482990086079,
0.00028108805418014526,
-0.01892419159412384,
-0.0038192151114344597,
0.025437071919441223,
0.008120011538267136,
0.003106929361820221,
-0.008209838531911373,
-0.00544358417391777,
-0.007210218347609043,
-0.020578250288963318,
-0.021245261654257774,
0.00823967345058918,
0.011036157608032227,
-0.008365717716515064,
0.04765083268284798,
0.003777128178626299,
-0.033506520092487335,
0.019610919058322906,
-0.010965514928102493,
0.0033767696004360914,
0.009754377417266369,
0.012158773839473724,
-0.029278701171278954,
-0.003756321733817458,
-0.00003942829789593816,
0.0014003224205225706,
-0.019350264221429825,
-0.010982446372509003,
0.002646728651598096,
0.024283166974782944,
0.0009693684987723827,
0.0010024444200098515,
0.0015037916600704193,
-0.00806812010705471,
0.01119313295930624,
-0.02731182612478733,
0.0013553127646446228,
-0.0015522027388215065,
0.00793792400509119,
0.006827216595411301,
-0.013496815226972103,
0.03590201959013939,
-0.008026521652936935,
0.00786506850272417,
0.007691805250942707,
-0.018770955502986908,
0.0009642193908803165,
0.0187077634036541,
-0.020647715777158737,
-0.0053716860711574554,
0.010216294787824154,
-0.003571871668100357,
0.013557665050029755,
0.012946167029440403,
-0.014441008679568768,
0.01896205171942711,
0.0059883915819227695,
-0.004853575490415096,
0.013855003751814365,
-0.010070779360830784,
-0.012856170535087585,
-0.008271276950836182,
0.0020003062672913074,
-0.007584208622574806,
-0.022616570815443993,
0.010874255560338497,
0.0016210945323109627,
0.013876852579414845,
0.018031420186161995,
0.07235255837440491,
-0.004422906786203384,
0.008501077070832253,
-0.0010035401210188866,
-0.009164616465568542,
-0.019673112779855728,
0.015575630590319633,
0.005707946140319109,
0.025713782757520676,
0.013178515248000622,
0.012095065787434578,
0.014857903122901917,
0.009961672127246857,
0.001519985031336546,
-0.008499926887452602,
-0.020860806107521057,
-0.0010195448994636536,
-0.019581250846385956,
0.0017095422372221947,
-0.007783169858157635,
0.006544501055032015,
-0.0003893752582371235,
-0.0041007110849022865,
0.02628939412534237,
-0.002446218393743038,
-0.032351166009902954,
0.019625544548034668,
-0.01646149717271328,
0.00006956566357985139,
0.003982183523476124,
-0.009681948460638523,
0.022732233628630638,
0.000021239102352410555,
0.011327538639307022,
0.04813605546951294,
-0.027000844478607178,
-0.0031907600350677967,
0.006287074647843838,
-0.002301118103787303,
0.00043226592242717743,
-0.0040830522775650024,
-0.018771201372146606,
0.0011155926622450352,
0.016023995354771614,
-0.016321314498782158,
0.014369690790772438,
0.006348245777189732,
-0.010340389795601368,
0.0003841004800051451,
0.01959041878581047,
-0.016763024032115936,
0.014108129777014256,
0.015725744888186455,
-0.004047330468893051,
-0.005634828470647335,
0.00011182669550180435,
-0.0042234016582369804,
-0.008234864100813866,
-0.001793588511645794,
0.03261072188615799,
0.006686443462967873,
0.006430530920624733,
-0.005904765799641609,
-0.01981334388256073,
-0.012035641819238663,
-0.011328772641718388,
0.0018014238448813558,
-0.013206160627305508,
0.004617153201252222,
0.035619936883449554,
0.025618961080908775,
-0.025435443967580795,
-0.00283409864641726,
-0.006420473102480173,
-0.021166473627090454,
0.0033376519568264484,
0.009949447587132454,
-0.00029178569093346596,
0.0047551728785037994,
-0.0015404087025672197,
0.009091978892683983,
-0.003496692515909672,
-0.012532379478216171,
-0.024477090686559677,
0.0023063551634550095,
0.007704105228185654,
0.017793549224734306,
-0.07456093281507492,
0.0076759010553359985,
0.018786046653985977,
-0.008701607584953308,
0.005518615245819092,
-0.004179180134087801,
-0.0007774380501359701,
-0.01593560166656971,
-0.004744301550090313,
0.0033096475526690483,
-0.010948591865599155,
-0.018538016825914383,
-0.014946693554520607,
0.004302090499550104,
0.011253710836172104,
0.01804479956626892,
-0.010906876064836979,
-0.00031822925666347146,
0.0030202665366232395,
-0.0048776594921946526,
-0.012148598209023476,
-0.02929999679327011,
-0.02629428543150425,
0.01780165173113346,
0.008189264684915543,
-0.08122715353965759,
-0.005799964535981417,
0.006126845255494118,
0.022481530904769897,
0.007740833330899477,
-0.027477016672492027,
0.0006172917783260345,
-0.014824827201664448,
0.007373451255261898,
-0.014567007310688496,
-0.016528822481632233,
-0.010090659372508526,
-0.010738451965153217,
-0.007931066676974297,
0.015481602400541306,
-0.0054633729159832,
0.019767679274082184,
-0.01653662882745266,
-0.006855183746665716,
0.02388458326458931,
0.031415313482284546,
0.006517502944916487,
-0.010014383122324944,
0.022888995707035065,
-0.020237723365426064,
0.016259772703051567,
-0.024039190262556076,
0.015919150784611702,
0.011844915337860584,
0.0034095027949661016,
0.017651788890361786,
-0.0020397654734551907,
-0.0014170892536640167,
-0.00975404866039753,
0.008394990116357803,
-0.017448317259550095,
-0.015741746872663498,
-0.006484231911599636,
0.009799996390938759,
0.013903805986046791,
-0.0167403444647789,
-0.005262343678623438,
-0.030577383935451508,
0.004123312421143055,
-0.011331087909638882,
0.017196793109178543,
0.005458045285195112,
-0.006625307258218527,
-0.004810096230357885,
-0.01297726109623909,
0.02020382136106491,
0.0015601222403347492,
0.021258855238556862,
-0.02035071700811386,
0.016337977722287178,
-0.009697645902633667,
-0.007715875282883644,
0.03194105625152588,
0.004059898667037487,
0.019840208813548088,
-0.0161857008934021,
0.01945723034441471,
-0.007838509976863861,
0.07198674976825714,
-0.01480099931359291,
0.03286590427160263,
-0.017695842310786247,
-0.002756922272965312,
-0.0032413790468126535,
0.0062188138253986835,
-0.00015341455582529306,
0.003177766455337405,
-0.019517458975315094,
-0.007429571356624365,
-0.013087323866784573,
-0.0011614866089075804,
0.008288158103823662,
0.037144389003515244,
0.009238773956894875,
0.019197262823581696,
-0.010751524940133095,
0.0003949352540075779,
0.021540258079767227,
-0.008844578638672829,
0.020856082439422607,
0.037192538380622864,
0.014457150362432003,
0.005467444658279419,
-0.005360738839954138,
-0.02879752591252327,
-0.020800860598683357,
-0.022496594116091728,
-0.023730739951133728,
0.013876151293516159,
0.026213109493255615,
0.007083876524120569,
-0.011209315620362759,
0.023767836391925812,
-0.0254916250705719,
0.01137462630867958,
-0.0008244941709563136,
-0.007504627108573914,
0.016635220497846603,
0.014663531444966793,
-0.0038609730545431376,
-0.0045424532145261765,
0.009739984758198261,
0.024055959656834602,
0.024108730256557465,
0.03363572806119919,
-0.02590576559305191,
0.01918073184788227,
0.0023197908885776997,
-0.0011734117288142443,
0.008937649428844452,
0.024669501930475235,
-0.05105995759367943,
0.0013139641378074884,
-0.01159682683646679,
0.011528597213327885,
0.016303781419992447,
-0.005675377324223518,
0.0005796602927148342,
-0.03148934245109558,
-0.01215215865522623,
-0.017411382868885994,
0.004987488966435194,
-0.001680566230788827,
0.021568987518548965,
-0.02527424320578575,
-0.016727693378925323,
-0.001701514469459653,
0.01854422502219677,
0.005532354116439819,
0.0021134973503649235,
0.007243595086038113,
-0.04039745032787323,
0.005239902995526791,
0.01631830260157585,
-0.007091069128364325,
-0.014845804311335087,
0.017931459471583366,
0.00961593072861433,
-0.003280024975538254,
0.00670092087239027,
0.011282333172857761,
0.0006911028176546097,
0.0030370019376277924,
0.024779338389635086,
-0.02699791081249714,
-0.016480978578329086,
-0.01293001789599657,
0.004352468065917492,
0.02565630152821541,
-0.017086822539567947,
-0.002136701252311468,
-0.006757955998182297,
0.008238067850470543,
0.03456100448966026,
-0.008135572075843811,
0.0040348367765545845,
0.04297330975532532,
0.0009530028328299522,
0.012999526225030422,
-0.002531195990741253,
-0.022255748510360718,
0.0072447434067726135,
-0.012081938795745373,
-0.0032469979487359524,
-0.007758312858641148,
-0.026460720226168633,
-0.0025141320656985044,
0.0068190074525773525,
0.005824200343340635,
0.012324541807174683,
0.005975630134344101,
0.029002642259001732,
0.031070664525032043,
0.015948155894875526,
-0.021194536238908768,
0.010683273896574974,
-0.016727706417441368,
-0.005692644976079464,
-0.000454191118478775,
-0.0031889290548861027,
0.0002793152816593647,
-0.0009095228742808104,
0.01982470229268074,
-0.014599060639739037,
-0.008043676614761353,
0.01455630362033844,
0.001748036127537489,
0.0270833782851696,
0.00335115659981966,
0.02168695442378521,
0.028226040303707123,
0.003148293122649193,
0.0340549498796463,
0.015468553639948368,
0.016771551221609116,
0.004654105752706528,
-0.006972800008952618,
0.01042871829122305,
0.009332518093287945,
0.00945897214114666,
-0.0015428559854626656,
-0.00556956697255373,
0.00917048193514347,
-0.010610779747366905,
0.007699975743889809,
0.005423876456916332,
0.01205605361610651,
-0.0013765841722488403,
-0.006955358199775219,
0.011778874322772026,
0.019859574735164642,
-0.0098537877202034,
-0.0048288870602846146,
0.020223919302225113,
0.028488390147686005,
-0.0001811133697628975,
-0.0011408193968236446,
0.0012572514824569225,
0.011263899505138397,
0.002126220613718033,
-0.012240373529493809,
-0.0006644341628998518,
0.027659378945827484,
0.016689080744981766,
0.013959579169750214,
0.017552845180034637,
-0.0056092399172484875,
0.0036739022471010685,
-0.013421403244137764,
-0.008331029675900936,
-0.024656618013978004,
0.02429814450442791,
0.017465880140662193,
-0.018657132983207703,
-0.022037139162421227,
0.014498386532068253,
-0.006393868941813707,
-0.013678125105798244,
0.002905515721067786,
-0.00941889826208353,
-0.012634494341909885,
-0.010336190462112427,
0.005707184784114361,
0.022324368357658386,
0.0001322427997365594,
-0.003264744533225894,
-0.005611339583992958,
-0.01171056367456913,
0.030093230307102203,
0.03638632223010063,
-0.017458930611610413,
-0.0003911396488547325,
0.019153563305735588,
-0.034519217908382416,
-0.02064485475420952,
-0.017416764050722122,
0.001154995639808476,
-0.005267513915896416,
0.030636686831712723,
-0.011147351004183292
] |
[
-0.09104407578706741,
0.3195253908634186,
-0.09276597201824188,
-0.041360270231962204,
0.40108707547187805,
0.0838623195886612,
0.08558456599712372,
-0.08815779536962509,
0.05661540850996971,
-0.1458403319120407,
-0.6088904738426208,
0.5245344042778015,
-0.17790012061595917,
0.30945542454719543,
-0.3121281564235687,
0.14537756145000458,
0.5688084959983826,
0.16745568811893463,
0.059084534645080566,
-0.5516124367713928,
-0.26968735456466675,
0.11192522197961807,
-0.3286910951137543,
-0.27124497294425964,
-0.20864573121070862,
-0.14647679030895233,
-0.19950318336486816,
0.3021283447742462,
-0.6757314801216125,
-0.2866019904613495,
-0.3281479775905609,
0.05925610288977623,
-0.035110246390104294,
-0.5947473049163818,
0.23845742642879486,
0.11598355323076248,
0.10542797297239304,
-0.11013351380825043,
-0.13407069444656372,
-0.9433242678642273,
-0.07543838024139404,
-0.06738627701997757,
0.20175029337406158,
0.28610214591026306,
-0.4852571487426758,
0.06298664957284927,
-1.4931960105895996,
-0.1841060072183609,
-0.1045827865600586,
-0.713508129119873,
-0.2968844771385193,
0.46603062748908997,
0.22435413300991058,
-0.1990983486175537,
-0.04002407565712929,
0.1867520809173584,
-0.20984305441379547,
-0.43418893218040466,
0.07289939373731613,
-0.17160159349441528,
0.45071548223495483,
-0.6460192799568176,
-0.1770438253879547,
0.45617419481277466,
-0.21330083906650543,
0.22511491179466248,
-0.3355506360530853,
-0.43431907892227173,
-0.3332257866859436,
-0.2528512179851532,
0.1867114007472992,
-0.359423965215683,
-0.3264704644680023,
0.15691667795181274,
-0.8812909722328186,
0.4537588953971863,
-0.4795783460140228,
-0.15940019488334656,
-0.008014528080821037,
0.03807562217116356,
-0.4305383563041687,
0.41239213943481445,
0.20240561664104462,
-0.24867384135723114,
0.6815447211265564,
-0.579349160194397,
-0.12891925871372223,
0.7146285176277161,
-0.2606225907802582,
0.7284573912620544,
0.1607346534729004,
-0.3480420410633087,
0.5888658165931702,
0.516838788986206,
-0.514887273311615,
-0.1035647839307785,
-0.30615517497062683,
0.41838884353637695,
0.5157909989356995,
0.3199678957462311,
-0.5830672383308411,
-0.19408315420150757,
-0.19524173438549042,
-0.17648236453533173,
-0.08408188819885254,
-0.5118088722229004,
-0.9043943881988525,
-0.0948658436536789,
-0.25621774792671204,
0.13359303772449493,
-0.1966991275548935,
0.21027229726314545,
0.12006138265132904,
0.23393426835536957,
-0.43517741560935974,
-0.4206056296825409,
-0.409715473651886,
-0.19766128063201904,
0.19717778265476227,
0.03216971084475517,
0.4546203017234802,
1.3367351293563843,
-0.1472947746515274,
0.07063277065753937,
0.04488159716129303,
-0.4110068678855896,
0.9114401936531067,
0.6527957320213318,
-0.4599512815475464,
-0.14317752420902252,
0.2643587589263916,
0.9430211782455444,
-0.1414339691400528,
0.4112427234649658,
-0.3003585934638977,
-0.034538205713033676,
-0.09576249122619629,
-0.0803111121058464,
0.3752327263355255,
-0.5526212453842163,
-0.13895143568515778,
-0.4068900942802429,
-0.1746392399072647,
0.5622003078460693,
0.0009583596256561577,
0.011308329179883003,
0.46858006715774536,
-0.35468021035194397,
-0.288765549659729,
0.04030038043856621,
0.1875661015510559,
0.3725123405456543,
-0.6413492560386658,
0.08923693001270294,
-0.4835180342197418,
0.47079968452453613,
0.39335110783576965,
-0.5898076891899109,
-0.23922263085842133,
0.2113676518201828,
0.012033907696604729,
0.04711545258760452,
-0.8236188888549805,
-0.21935273706912994,
0.0557301789522171,
-0.3379082977771759,
-0.005057568196207285,
0.7251630425453186,
0.04580722376704216,
0.1297193020582199,
-0.22101013362407684,
0.44741132855415344,
-0.044753577560186386,
-0.3352714776992798,
0.08288659900426865,
0.48365604877471924,
0.7383112907409668,
0.3539282977581024,
0.6542403101921082,
0.35263174772262573,
-0.6193390488624573,
0.48354941606521606,
0.2597382068634033,
0.3118093013763428,
0.3212042450904846,
0.1977282464504242,
0.24733063578605652,
-0.029745183885097504,
-0.036963868886232376,
-0.4081878960132599,
-1.1065047979354858,
-0.284843772649765,
0.1058499738574028,
-0.39797431230545044,
0.25732627511024475,
-0.29694902896881104,
-0.3800465762615204,
0.750085711479187,
0.1315390169620514,
0.0925108939409256,
0.11512903869152069,
0.5199678540229797,
-0.2227218598127365,
-0.46773043274879456,
-0.2157987356185913,
-0.11585935205221176,
0.084958516061306,
0.324436217546463,
-0.5687282681465149,
0.39811670780181885,
0.40364909172058105,
-0.05105986446142197,
0.36197301745414734,
-0.004281299654394388,
0.4857385754585266,
0.2713560461997986,
-0.45110777020454407,
0.3809346556663513,
0.24114543199539185,
-0.2549803555011749,
0.7120917439460754,
-0.2715296447277069,
0.10863817483186722,
1.0508723258972168,
-0.2650790810585022,
0.6481404304504395,
0.40969616174697876,
0.16510188579559326,
1.3249706029891968,
-0.4958534240722656,
0.47183701395988464,
-0.20212815701961517,
-0.3055945932865143,
-0.7074936628341675,
0.007377092260867357,
0.4936058223247528,
-0.08400391042232513,
-0.49205487966537476,
0.17055797576904297,
0.21999488770961761,
-0.048576295375823975,
0.0009229633142240345,
0.0483844093978405,
0.16770289838314056,
0.05040905624628067,
-0.39650124311447144,
-0.07680211961269379,
-0.1005856916308403,
-0.6970828771591187,
-0.26215067505836487,
0.3183601498603821,
0.7077186107635498,
-0.1498350203037262,
-0.5860418677330017,
-0.2519252896308899,
-0.12098249047994614,
-0.22437335550785065,
0.1840871423482895,
-0.6098769307136536,
-0.6003649234771729,
-0.13735753297805786,
0.3212231397628784,
-0.20909704267978668,
0.158849835395813,
0.3558693528175354,
-0.24057309329509735,
-0.6377665400505066,
-0.2940373122692108,
0.4739489257335663,
0.4401063024997711,
-0.10058765113353729,
-0.2773706316947937,
-0.6668185591697693,
0.3819781541824341,
-0.8604636192321777,
-0.5247946977615356,
0.1453060358762741,
0.06884026527404785,
-0.5057916641235352,
-0.6500254273414612,
-0.16517677903175354,
0.5936263799667358,
0.2712162733078003,
-0.46758243441581726,
-0.26475071907043457,
-0.3669299781322479,
0.04226197674870491,
-0.3773006498813629,
-0.5746925473213196,
-0.36432334780693054,
-0.3020295798778534,
0.3070891201496124,
0.12997443974018097,
0.071141816675663,
0.3925057351589203,
0.5982525944709778,
-0.014044861309230328,
0.3980143368244171,
0.3790521025657654,
-0.2576661705970764,
-0.5447786450386047,
-0.2441186010837555,
0.09881795197725296,
-0.3670943081378937,
0.23719558119773865,
-0.5267030000686646,
-0.4313097596168518,
-0.053383395075798035,
-5.795217990875244,
0.40747973322868347,
-0.1968419849872589,
0.10547008365392685,
-0.3231201171875,
-0.07263574749231339,
0.6051055192947388,
-0.2090577781200409,
-0.07629824429750443,
-0.19629280269145966,
-0.06607497483491898,
-0.11716986447572708,
0.40699630975723267,
0.500953733921051,
0.14397868514060974,
0.18795856833457947,
0.7852686643600464,
0.31018856167793274,
0.005510577000677586,
-0.1513526737689972,
-0.3770647943019867,
-0.5024870038032532,
0.09744709730148315,
0.4637339413166046,
0.38047853112220764,
-0.12353099882602692,
-0.43368515372276306,
0.5039715766906738,
-0.5054001212120056,
0.14079342782497406,
-0.33728110790252686,
-0.202046737074852,
0.048556290566921234,
0.6974377632141113,
-0.007496688514947891,
0.42480355501174927,
0.004828137811273336,
-0.0036306725814938545,
0.4302670657634735,
-0.6855505108833313,
0.7842623591423035,
0.29901739954948425,
-0.29345113039016724,
0.10927165299654007,
-0.030749408528208733,
-0.4099494516849518,
-0.05442875996232033,
0.0875503346323967,
0.129963219165802,
0.7011910080909729,
-0.22355253994464874,
0.005750503856688738,
0.12428821623325348,
0.28056761622428894,
-0.26361173391342163,
-0.29043617844581604,
0.2488563507795334,
-0.27265289425849915,
-0.08363483101129532,
0.49722984433174133,
0.2019655853509903,
-0.7437962889671326,
0.23112505674362183,
-0.833834171295166,
-0.4473619759082794,
0.41557684540748596,
-0.49391597509384155,
-0.5485788583755493,
0.30156707763671875,
0.4242050051689148,
-0.6070366501808167,
0.14993353188037872,
0.2453872710466385,
-0.7084601521492004,
0.6714345812797546,
-0.8863373398780823,
0.3499043583869934,
0.009687152691185474,
0.23430180549621582,
0.1851448118686676,
0.499112606048584,
-0.40690529346466064,
0.3513356149196625,
-0.3665674328804016,
0.04616187512874603,
-0.5947209596633911,
0.3730364441871643,
0.34821462631225586,
-0.010235694237053394,
0.12255235016345978,
0.7985326051712036,
-0.1208631843328476,
0.2014126479625702,
0.2822016477584839,
0.2075733244419098,
0.564243495464325,
0.40939295291900635,
-0.01997821405529976,
0.7147662043571472,
-0.035752784460783005,
0.4306807219982147,
-0.3479340970516205,
-0.3387494683265686,
-0.5899947285652161,
0.31172072887420654,
-0.0667334794998169,
-0.47868111729621887,
0.3038736879825592,
0.7976365089416504,
0.3324138820171356,
0.02576381340622902,
0.5553686022758484,
-0.35074344277381897,
-0.7432003021240234,
-0.07787925004959106,
0.038120001554489136,
-0.255791574716568,
0.18052656948566437,
0.01142223458737135,
-0.26139649748802185,
0.29114794731140137,
0.013315466232597828,
-0.08930137753486633,
0.3547370731830597,
0.1963307410478592,
-0.40662094950675964,
0.22198565304279327,
0.630102276802063,
0.10917922109365463,
-0.214573472738266,
0.2587914764881134,
0.31745970249176025,
-0.18093691766262054,
-0.2504781484603882,
-0.1536179631948471,
-0.328139066696167,
-0.3312573730945587,
0.0540299229323864,
0.007889960892498493,
-0.4199022948741913,
0.2367808222770691,
-0.26184147596359253,
-0.2529071569442749,
-0.001393745420500636,
0.5204387903213501,
0.021422412246465683,
0.1443028301000595,
-0.3310437798500061,
0.33232396841049194,
0.05311918631196022,
-0.43545058369636536,
-0.29833072423934937,
0.22231878340244293,
0.565168559551239,
-0.19556275010108948,
-0.35362452268600464,
0.22274014353752136,
-0.042054690420627594,
0.29616349935531616,
-0.14107681810855865,
0.2113862931728363,
-0.1098180040717125,
-1.2392101287841797,
-0.24357718229293823,
0.02598354034125805,
-0.41190123558044434,
-0.49051666259765625,
-0.2512105107307434,
-0.3921104371547699,
0.4662308990955353,
-0.6754980683326721,
0.0006151919369585812,
-0.18571533262729645,
-0.1969783455133438,
0.20383137464523315,
-0.24347589910030365,
0.5535188913345337,
0.3100726008415222,
0.04081455245614052,
-0.08437854051589966,
0.026507312431931496,
-0.4521191716194153,
-0.37609556317329407,
0.04831695184111595,
0.32634633779525757,
-0.04714111611247063,
-0.10686198621988297,
0.33668631315231323,
-0.6604036092758179,
-0.7802826166152954,
0.2600024938583374,
0.3000970780849457,
0.6240358352661133,
0.5210869908332825,
0.3110683560371399,
-0.4041294455528259,
0.42590731382369995,
0.7206170558929443,
-0.38329243659973145,
-0.5223827362060547,
0.10184206068515778,
0.5237451791763306,
-0.9201666116714478,
0.3342756927013397,
0.043887265026569366,
-0.11468981951475143,
0.4291573166847229,
-0.40272605419158936,
0.36898553371429443,
-0.17352508008480072,
-0.15191829204559326,
-0.34087640047073364,
-0.5509114861488342,
0.4046232998371124,
-0.10581209510564804,
-0.06177020072937012,
0.2943898141384125,
-0.08252166956663132,
-0.3225431442260742,
0.1435903161764145,
0.37852367758750916,
-0.11717543005943298,
0.053036827594041824,
0.39250099658966064,
-0.4956642687320709,
0.4409848153591156,
0.18344907462596893,
-0.5592485070228577,
-0.5643308162689209,
0.16295522451400757,
0.21844056248664856,
-0.6703773140907288,
0.21381011605262756,
0.2894211411476135,
-0.25257906317710876,
-0.25023147463798523,
-0.07177887856960297,
0.10093611478805542,
-0.7209628224372864,
-0.5935568809509277,
-0.13103769719600677,
1.0368283987045288,
0.04014309123158455,
-0.09770961850881577,
-0.6287710666656494,
-0.16701853275299072,
-0.16108685731887817,
-0.27692604064941406,
-0.8599907159805298,
0.03744600713253021,
0.5677302479743958,
0.3627820611000061,
0.32442280650138855,
0.08594352006912231,
0.7229986786842346,
0.04410335049033165,
-0.24911552667617798,
-0.6272720098495483,
-0.04661433398723602,
0.7363348007202148,
0.44038671255111694,
-0.36712998151779175,
-0.053934305906295776,
-0.2539651393890381,
0.5936181545257568,
0.6959309577941895,
0.20872968435287476,
-0.01669483073055744,
0.0421752855181694,
-0.8764732480049133,
0.23107148706912994,
0.094725102186203,
0.6084133386611938,
0.5328702330589294,
0.5906122326850891,
-0.17001155018806458,
0.20559029281139374,
-0.3152206838130951,
0.29931560158729553,
0.47790658473968506,
-0.2702982723712921,
-0.7467113733291626,
-0.48340553045272827,
-0.3050454556941986,
-0.021147841587662697,
-0.5214824080467224,
0.28578636050224304,
0.04742812737822533,
-0.31309664249420166,
-0.33062905073165894,
-0.4545052945613861,
0.5569281578063965,
-0.10094568878412247,
0.3100956082344055,
-0.5147975087165833,
-0.23285390436649323,
0.0813150405883789,
0.29041579365730286,
-0.1193675696849823,
0.15850703418254852,
-0.217440664768219,
0.48568180203437805,
0.6707431077957153,
-0.8257028460502625,
0.8259011507034302,
0.351823091506958,
-0.16665154695510864,
-0.17583507299423218,
-0.3737671375274658,
-0.06224863976240158,
0.5218526124954224,
-0.10378149896860123,
0.4841206967830658,
0.2987467348575592,
-0.3851885199546814,
-0.4681077003479004,
0.31277281045913696,
0.169112429022789,
0.5316036939620972,
0.002270725555717945,
0.10861416906118393,
-0.22070664167404175,
0.46276795864105225,
-0.24401463568210602,
-0.10161305218935013,
0.35422050952911377,
-0.4577972888946533,
0.30312761664390564,
0.6224856376647949,
0.04005679488182068,
0.3495311141014099,
0.39543890953063965,
0.4350655972957611,
0.13037076592445374,
-0.08742091804742813,
0.14019958674907684,
-0.08954128623008728,
-0.4006752371788025,
-0.39180800318717957,
0.28053873777389526,
0.7829172611236572,
0.045765988528728485,
-0.19442597031593323,
0.057427722960710526,
-0.20049476623535156,
0.4964364171028137,
0.0882759764790535,
0.04181954637169838,
-0.027693921700119972,
0.7710126042366028,
-0.1819915771484375,
0.13975776731967926,
0.3587101101875305,
0.35294267535209656,
-0.29999154806137085,
-0.5621569156646729,
0.3019636869430542,
0.5327141284942627,
0.04460316523909569,
-0.3744492828845978,
0.30799761414527893,
0.33212515711784363,
-0.33793044090270996,
-0.26380330324172974,
-0.24846144020557404,
-0.4066285192966461,
0.38785094022750854,
-0.2241852581501007,
0.2733677327632904,
0.2830698788166046,
-0.4602600634098053,
0.6257355213165283,
-0.025929538533091545,
0.5081208944320679,
0.5433220267295837,
-0.7234488129615784,
0.688985288143158,
0.3779854476451874,
-0.1438760906457901,
0.014623461291193962,
-0.23915907740592957,
0.060447365045547485,
0.010311656631529331,
-0.49402469396591187,
-0.468555212020874,
0.20799781382083893,
-0.2311229258775711,
0.01972653716802597,
0.502067506313324,
-0.43428492546081543,
-0.35903245210647583,
-0.22304263710975647,
-0.15672184526920319,
0.19175294041633606,
0.37612617015838623,
-0.05543649569153786,
-0.46027475595474243,
0.9590267539024353,
0.8166391253471375,
0.35438981652259827,
-0.1871555894613266,
0.019593428820371628,
0.01815788261592388,
0.07491207867860794,
-0.43965527415275574,
-0.10303179919719696,
-0.29148539900779724,
0.04667125269770622,
-0.6328598260879517,
0.21887418627738953,
0.8363931775093079,
0.3058137595653534,
-0.126093327999115,
0.32569724321365356,
-0.21483683586120605,
-0.0752527266740799,
0.3739736080169678,
-0.29518163204193115,
0.2919834554195404,
-0.07488538324832916,
-0.2564237713813782,
-0.11981844902038574,
0.9396571516990662,
-0.59254390001297,
0.3072984218597412,
0.13920797407627106,
0.5164074301719666,
0.47222357988357544,
-0.3990718126296997,
0.7313535809516907,
-0.022253068163990974,
-0.1832534521818161,
-0.376286119222641,
0.8794915676116943,
-0.5398279428482056,
0.34110304713249207,
-0.20419903099536896,
0.008068758994340897,
0.26346367597579956,
-0.5320598483085632,
0.03834669664502144,
-0.11334186047315598,
-0.038734469562768936,
-0.23164209723472595,
-0.36638692021369934,
0.29779890179634094,
-0.3130232095718384,
-0.45896145701408386,
-1.1059190034866333,
0.696584939956665,
0.35664600133895874,
-0.3444185256958008,
0.21368052065372467,
-0.10379262268543243,
-0.2667299509048462,
0.6126589179039001,
0.09103504568338394,
-0.5117610096931458,
-0.6601794958114624,
0.21348616480827332
] |
The state machine approach is a general method for implementing fault-tolerant services in distributed systems. This paper reviews the approach and describes protocols for two different failure models—Byzantine and fail stop. Systems reconfiguration techniques for removing faulty components and integrating repaired components are also discussed.
|
[
0.0054868669249117374,
0.0205702967941761,
-0.001787688466720283,
0.016059406101703644,
-0.006398975849151611,
-0.006149644497781992,
0.01128174178302288,
-0.013446880504488945,
-0.02033863589167595,
0.0023931500036269426,
-0.02683107741177082,
0.01728919893503189,
-0.0020185336470603943,
0.03675362467765808,
0.029830362647771835,
0.03115287981927395,
-0.016074711456894875,
-0.018552513793110847,
0.014008326455950737,
-0.009661167860031128,
0.024021701887249947,
0.019416674971580505,
0.0121698547154665,
-0.0020509979221969843,
0.007267032749950886,
0.050668589770793915,
-0.0259792972356081,
0.037534940987825394,
-0.014007104560732841,
0.0007070577121339738,
-0.033015329390764236,
0.013681457377970219,
0.03664153441786766,
0.03600499406456947,
0.005694389343261719,
0.0005552913062274456,
-0.006791973952203989,
0.022121412679553032,
0.03115033358335495,
-0.00833031628280878,
0.015023394487798214,
-0.011780517175793648,
0.006179709453135729,
-0.018965724855661392,
-0.011986416764557362,
-0.009971587918698788,
-0.0027316580526530743,
0.01913667470216751,
0.002289099618792534,
0.012689120136201382,
-0.021402843296527863,
-0.013784513808786869,
0.0056036533787846565,
-0.0000871641022968106,
-0.00768153415992856,
-0.0550089068710804,
0.020962486043572426,
-0.02531551569700241,
-0.013455397449433804,
-0.009056292474269867,
-0.00858719740062952,
0.04374448210000992,
-0.007136547472327948,
-0.011827738955616951,
-0.03761441633105278,
-0.06564478576183319,
0.028806742280721664,
0.005612527951598167,
0.00566184613853693,
-0.015321990475058556,
0.0026926735881716013,
0.012664168141782284,
-0.024072401225566864,
-0.012017328292131424,
0.009501363150775433,
0.003507648827508092,
-0.019334128126502037,
0.012422299943864346,
-0.007489251438528299,
-0.02366964891552925,
0.023317916318774223,
-0.012885810807347298,
0.005311870016157627,
0.015017271041870117,
-0.01785166561603546,
0.006453579291701317,
-0.01551374513655901,
0.01300318818539381,
-0.02154710702598095,
-0.007328392937779427,
0.0018098988803103566,
-0.05268890783190727,
-0.024362267926335335,
0.01108991727232933,
-0.04476689547300339,
0.00130567722953856,
0.028347652405500412,
-0.019204799085855484,
-0.00574597530066967,
0.04990655556321144,
-0.01796155609190464,
0.008536987006664276,
0.019330451264977455,
-0.023557808250188828,
0.015787722542881966,
0.011030023917555809,
-0.006068040616810322,
-0.0008017872460186481,
0.006884253583848476,
0.004518391098827124,
-0.02608521841466427,
0.010702306404709816,
0.01024150475859642,
0.013605565764009953,
0.014097334817051888,
0.00762976473197341,
0.027171744033694267,
-0.007470361422747374,
0.02128751017153263,
0.0002941734273917973,
0.03849375247955322,
-0.02311270497739315,
0.01606041006743908,
-0.04043665528297424,
0.013106067664921284,
0.035475954413414,
-0.0251531470566988,
-0.009051203727722168,
0.0014814311871305108,
0.025487201288342476,
-0.01142948679625988,
0.007844292558729649,
-0.002728052204474807,
-0.01685064099729061,
-0.0019466622034087777,
0.0011146796168759465,
0.00237659621052444,
-0.005971617065370083,
0.016657214611768723,
-0.01583789475262165,
-0.00020564226724673063,
0.01127171516418457,
0.0005168576026335359,
0.009201280772686005,
0.04649335518479347,
-0.0012308238074183464,
-0.008480762131512165,
0.018977554515004158,
-0.003430960699915886,
0.0016887709498405457,
-0.008452496491372585,
0.02808634750545025,
-0.045471929013729095,
-0.0021690235007554293,
0.0024792272597551346,
-0.013562005944550037,
-0.014302701689302921,
-0.027402356266975403,
-0.029217446222901344,
0.016962820664048195,
0.04662306606769562,
-0.0067182136699557304,
0.03726332262158394,
0.010019342415034771,
-0.0035367608070373535,
0.02136736363172531,
-0.013041796162724495,
-0.013714934699237347,
-0.028684647753834724,
0.004504910204559565,
-0.02030142769217491,
0.04506067559123039,
0.011812269687652588,
0.00778966723009944,
0.004184288438409567,
-0.004350745119154453,
-0.014099780470132828,
0.011292023584246635,
-0.01854156330227852,
0.06584510207176208,
0.002900157356634736,
-0.0047414908185601234,
0.01142724510282278,
0.008577200584113598,
0.034807514399290085,
-0.01329468097537756,
0.014968973584473133,
-0.008427117951214314,
-0.03272430971264839,
-0.011955245397984982,
-0.009818489663302898,
-0.05050940066576004,
-0.021760456264019012,
-0.006261139176785946,
0.004686846863478422,
0.005454727914184332,
0.0057977791875600815,
-0.0009067871142178774,
-0.021496903151273727,
0.050219837576150894,
-0.0006356083322316408,
0.003809308400377631,
0.033595405519008636,
-0.010209759697318077,
0.022808589041233063,
0.024978507310152054,
0.025909021496772766,
-0.01857365295290947,
-0.026555953547358513,
0.03649286553263664,
0.009435328654944897,
-0.014594437554478645,
0.02219078689813614,
-0.016077661886811256,
-0.021272854879498482,
-0.007098119240254164,
0.027881301939487457,
0.005855032242834568,
0.018338041380047798,
-0.012816615402698517,
-0.00511707691475749,
-0.0009081133175641298,
-0.00477632274851203,
0.011872179806232452,
-0.016621392220258713,
-0.014362281188368797,
0.006385683547705412,
0.022659415379166603,
-0.025859883055090904,
-0.0012087736977264285,
-0.005692727398127317,
0.011800511740148067,
-0.016274752095341682,
0.03343908116221428,
-0.03982130438089371,
0.03196856006979942,
0.013371165841817856,
-0.05673801898956299,
0.012912217527627945,
-0.013218763284385204,
0.0075349281542003155,
0.013531994074583054,
-0.011066000908613205,
0.017258208245038986,
-0.031103022396564484,
-0.0222067479044199,
-0.02279658429324627,
-0.02002190425992012,
0.020115667954087257,
0.028426839038729668,
0.005981560796499252,
-0.012609858065843582,
-0.02401646412909031,
-0.016406647861003876,
-0.010702131316065788,
-0.04811295494437218,
0.03760545328259468,
0.017326759174466133,
0.02570241317152977,
-0.018229536712169647,
-0.008528796024620533,
0.0016417385777458549,
0.004418195225298405,
0.004648513160645962,
-0.0012938082218170166,
0.017115354537963867,
0.011713181622326374,
0.029668310657143593,
0.028851723298430443,
-0.012522446922957897,
0.007825857028365135,
-0.018696822226047516,
-0.005726400762796402,
-0.0805865228176117,
-0.021087631583213806,
0.009978990070521832,
-0.003698674961924553,
0.013715969398617744,
-0.009204051457345486,
0.014768281020224094,
0.023170752450823784,
-0.03880447894334793,
-0.015180644579231739,
-0.007438101340085268,
0.016747618094086647,
-0.020421097055077553,
0.012647944502532482,
-0.006267635151743889,
-0.01044656801968813,
0.013706691563129425,
-0.005710105877369642,
0.008136938326060772,
-0.015215689316391945,
0.014570514671504498,
-0.027634646743535995,
0.0182770024985075,
0.011169292032718658,
-0.03897120803594589,
-0.006266442593187094,
0.0136207090690732,
-0.012861278839409351,
0.025454247370362282,
0.017980968579649925,
0.011313116177916527,
-0.028144340962171555,
-0.04777957871556282,
-0.028920361772179604,
0.0532665029168129,
0.018610358238220215,
-0.009999467991292477,
-0.003814130090177059,
-0.012691997922956944,
-0.01427525095641613,
0.03265512362122536,
0.009753817692399025,
-0.005978397559374571,
0.020575489848852158,
-0.009986106306314468,
0.02935086190700531,
0.03361888974905014,
0.0026691940147429705,
0.027384208515286446,
0.0042966194450855255,
0.019471589475870132,
-0.015583458356559277,
0.013753097504377365,
0.01353862602263689,
-0.011599885299801826,
-0.022355783730745316,
-0.003719464410096407,
-0.01554129458963871,
-0.010649518109858036,
-0.01989739015698433,
-0.06484245508909225,
-0.016950827091932297,
-0.0221164021641016,
0.048848845064640045,
0.010207965038716793,
-0.011502807959914207,
0.002299315994605422,
-0.01386477891355753,
0.011424208991229534,
0.0002597504935692996,
0.011309780180454254,
0.012375948950648308,
-0.01724376529455185,
0.005329857114702463,
-0.017185645177960396,
-0.01297644805163145,
-0.016314372420310974,
-0.013089371845126152,
0.027359459549188614,
0.013963147066533566,
-0.05250897631049156,
0.022264249622821808,
-0.0033004852011799812,
0.013812417164444923,
-0.044659413397312164,
0.009940643794834614,
0.01004211138933897,
-0.006364156492054462,
-0.002382041420787573,
-0.01526301447302103,
0.007577664218842983,
-0.006381266750395298,
-0.004168739076703787,
0.0102810924872756,
-0.01406470313668251,
-0.00375796458683908,
-0.009150098077952862,
-0.02896253950893879,
-0.0005639310693368316,
0.013044317252933979,
-0.030598482117056847,
-0.00670814560726285,
0.016673697158694267,
-0.01713128574192524,
-0.030081089586019516,
0.013188671320676804,
0.0006547714583575726,
0.0029651494696736336,
0.012730807065963745,
-0.008505268022418022,
-0.005000764038413763,
0.016288528218865395,
-0.011514806188642979,
-0.0013143850956112146,
0.010705028660595417,
0.008741620928049088,
0.0005055367364548147,
0.004943844396620989,
0.0707196593284607,
-0.0061416164971888065,
0.015184910036623478,
-0.015454171225428581,
0.014889547601342201,
-0.010372262448072433,
0.0018720818916335702,
-0.018098266795277596,
-0.0049013434909284115,
-0.002332924632355571,
0.014242087490856647,
0.029421867802739143,
0.01801988109946251,
0.029043743386864662,
-0.03443780913949013,
-0.020642036572098732,
-0.01788451336324215,
-0.014543821103870869,
-0.010992533527314663,
0.009760062210261822,
0.015451437793672085,
-0.027356009930372238,
-0.015437597408890724,
0.03548584505915642,
-0.023488018661737442,
-0.03569560497999191,
-0.002142747165635228,
-0.011927786283195019,
0.018418002873659134,
0.010855392552912235,
-0.00913208443671465,
-0.010941940359771252,
-0.00883067399263382,
0.0064501166343688965,
0.04185602813959122,
0.021964168176054955,
-0.053368061780929565,
-0.002705216407775879,
-0.013511481694877148,
0.023197343572974205,
0.02931186370551586,
-0.019224870949983597,
-0.006484603509306908,
0.015517177060246468,
-0.019576694816350937,
0.008249025791883469,
-0.01061121467500925,
-0.006639684550464153,
0.010614456608891487,
0.015326179563999176,
-0.014583545736968517,
-0.01412119995802641,
0.006543354596942663,
0.00026399234775453806,
-0.0002754376328084618,
-0.030902015045285225,
-0.009130509570240974,
-0.002639444312080741,
0.01010182499885559,
0.002602776512503624,
0.008031277917325497,
-0.007083497010171413,
-0.0060004196129739285,
-0.01815449818968773,
0.0033207843080163,
-0.015330485999584198,
0.012586824595928192,
-0.014347284100949764,
-0.044483307749032974,
0.017404830083251,
0.0005974442465230823,
0.02073340304195881,
0.0017715408466756344,
0.01664828136563301,
-0.017347579821944237,
0.0008606112678535283,
-0.0019595748744904995,
0.0025892758276313543,
0.012168998830020428,
0.0064981007017195225,
-0.00025793429813347757,
-0.001697117229923606,
-0.012050772085785866,
0.011072952300310135,
-0.020568393170833588,
0.011603225022554398,
0.015963712707161903,
-0.0732317864894867,
0.01044080127030611,
0.029355887323617935,
-0.005567137151956558,
-0.008259388618171215,
0.024553092196583748,
-0.020861199125647545,
-0.018035516142845154,
0.03995513916015625,
-0.021497422829270363,
0.03895800933241844,
0.013164449483156204,
-0.012870355509221554,
0.006854780483990908,
0.011225258000195026,
0.014153404161334038,
0.013522290624678135,
0.008214841596782207,
-0.03934507071971893,
-0.017445629462599754,
-0.017476031556725502,
-0.02993691712617874,
-0.017550237476825714,
-0.0018555921269580722,
-0.01616634428501129,
-0.07969559729099274,
0.008818201720714569,
0.004824375733733177,
-0.03378726914525032,
0.0004152583424001932,
0.0006863796734251082,
0.03468945994973183,
-0.013293103314936161,
0.047229036688804626,
-0.014197718352079391,
0.016900738701224327,
-0.018219517543911934,
-0.0032248226925730705,
0.023145735263824463,
0.007756236009299755,
-0.0005798791535198689,
0.021706214174628258,
-0.04201390966773033,
0.015173675492405891,
-0.013398558832705021,
-0.008747417479753494,
-0.018449826166033745,
-0.011824538931250572,
0.021729353815317154,
-0.017037343233823776,
-0.01436699740588665,
-0.027329623699188232,
0.0157989040017128,
-0.018973756581544876,
0.03934737667441368,
0.02740900218486786,
0.015557137317955494,
0.005435590632259846,
-0.021568410098552704,
0.005185969639569521,
-0.00479543674737215,
0.00874338299036026,
0.02878219448029995,
-0.02139897085726261,
-0.008098172023892403,
-0.007474224548786879,
0.013836974278092384,
-0.016034428030252457,
-0.006823776289820671,
-0.028995098546147346,
0.04741205647587776,
0.004977578762918711,
0.007929741404950619,
0.014162044040858746,
0.022687597200274467,
0.007230973802506924,
-0.025179129093885422,
-0.002644234336912632,
-0.008899309672415257,
-0.005115094128996134,
0.007430482190102339,
-0.0100941751152277,
0.04738863185048103,
0.020425060763955116,
0.010352225042879581,
-0.029884757474064827,
0.006903429981321096,
-0.018422476947307587,
0.071053646504879,
-0.017989521846175194,
0.032016295939683914,
-0.02589336596429348,
-0.0007853769930079579,
0.0015060142613947392,
0.00952501967549324,
-0.025598064064979553,
-0.01574855111539364,
0.009605295956134796,
-0.007257860153913498,
-0.018110884353518486,
0.020121512934565544,
0.016911067068576813,
0.0689132884144783,
0.012478620745241642,
-0.01589168980717659,
-0.016372010111808777,
0.00920315831899643,
-0.04261092469096184,
0.03440053388476372,
0.012897748500108719,
-0.026272254064679146,
-0.011764733120799065,
0.0499441921710968,
-0.018491873517632484,
-0.015887685120105743,
0.002914688317105174,
-0.007818576879799366,
-0.03412536159157753,
0.004181166645139456,
-0.01941709965467453,
-0.002671133494004607,
-0.0012591923587024212,
0.011322484351694584,
-0.03587508946657181,
0.03941794112324715,
-0.0020792323630303144,
0.00539059704169631,
0.0074506718665361404,
0.014642918482422829,
0.003322848817333579,
-0.010879985988140106,
-0.023256944492459297,
0.021151788532733917,
0.08720453828573227,
0.03941492736339569,
-0.009571703150868416,
0.0198202021420002,
0.02191462554037571,
-0.002396201016381383,
-0.0024259518831968307,
0.0013114868197590113,
-0.03358868882060051,
0.01431377325206995,
-0.011654128320515156,
0.004839454777538776,
0.012150646187365055,
-0.014108290895819664,
-0.002593985525891185,
-0.004922986961901188,
-0.021891074255108833,
-0.002924662549048662,
0.0068262978456914425,
-0.0013916266616433859,
0.023229708895087242,
-0.010835579596459866,
-0.014544876292347908,
0.038177575916051865,
0.014596877619624138,
-0.01628807932138443,
0.02195150963962078,
0.006107489112764597,
-0.008534908294677734,
0.02062203362584114,
0.03757159784436226,
-0.0017394019523635507,
-0.020103704184293747,
-0.0016973359743133187,
-0.00022867490770295262,
-0.011979913339018822,
-0.008353560231626034,
0.021925222128629684,
-0.030778909102082253,
0.018603935837745667,
-0.012071044184267521,
-0.006810539867728949,
-0.02887900359928608,
-0.007724600378423929,
0.015539268031716347,
0.012969216331839561,
0.013013886287808418,
0.00886885728687048,
-0.02929103374481201,
0.004775560460984707,
0.035081036388874054,
-0.019041918218135834,
0.013143612071871758,
0.023688847199082375,
0.015553420409560204,
0.012726712971925735,
0.002901278203353286,
0.00561166275292635,
-0.0006097584264352918,
-0.003957436885684729,
-0.0018282044911757112,
0.016287341713905334,
0.02361990511417389,
-0.00789299514144659,
-0.009507265873253345,
-0.018271878361701965,
0.027420220896601677,
-0.057362087070941925,
-0.00030093712848611176,
-0.0012875066604465246,
0.03447874262928963,
-0.0019633397459983826,
-0.006029464770108461,
-0.015828778967261314,
-0.011725122109055519,
-0.004876311402767897,
-0.027991363778710365,
-0.022287990897893906,
0.025050489231944084,
0.03198559209704399,
-0.007883117534220219,
-0.01282220333814621,
0.027775507420301437,
-0.021556014195084572,
-0.0038940738886594772,
-0.00029998921672813594,
0.010254603810608387,
0.022782528772950172,
-0.03182704746723175,
0.0035840736236423254,
-0.036244042217731476,
0.017395267263054848,
0.021102778613567352,
0.020783420652151108,
0.011200380511581898,
-0.01264568418264389,
0.011875112541019917,
0.005015482660382986,
-0.02403123863041401,
0.007987283170223236,
0.0025462815538048744,
0.008571583777666092,
0.03121275268495083,
0.013462957926094532,
-0.006936450954526663,
0.0036013112403452396,
0.011641225777566433,
0.023803237825632095,
-0.009959334507584572,
0.0014289353275671601,
0.024195967242121696,
-0.005889737047255039,
-0.031864993274211884,
0.010021606460213661,
0.035891640931367874,
0.003319963812828064,
-0.004746933933347464,
0.006570886354893446,
0.019197149202227592,
-0.0046077026054263115,
0.026238933205604553,
0.02155691757798195,
0.012227552942931652,
0.009377975948154926,
0.009163242764770985,
-0.01626770757138729,
0.018941566348075867,
-0.011315674521028996,
-0.024931445717811584,
-0.0233707744628191,
-0.020548595115542412,
-0.01924194023013115,
-0.0033393993508070707,
-0.022666463628411293,
0.031937699764966965,
0.004548021592199802,
-0.022702164947986603,
-0.009185864590108395,
-0.004288194235414267,
-0.03504185006022453,
0.0036863021086901426,
-0.01553673017770052,
0.02169605903327465,
0.01785978488624096,
-0.014455323107540607,
-0.0007070875144563615,
0.034835804253816605,
-0.01394424494355917,
0.002411875408142805,
0.010928617790341377,
-0.034665547311306,
-0.009203641675412655,
-0.010962512344121933,
0.0026996207889169455,
-0.0024704178795218468,
-0.00493617495521903,
-0.0370275042951107
] |
[
-0.2874247431755066,
-0.24671436846256256,
-0.3585336208343506,
0.0424080565571785,
0.06250623613595963,
0.5743359923362732,
0.4344416856765747,
-0.28897544741630554,
0.10151683539152145,
-0.6757908463478088,
-0.18276043236255646,
0.4583112299442291,
-0.20068815350532532,
0.21630461513996124,
-0.1869695782661438,
0.11221041530370712,
0.4446633458137512,
-0.08585500717163086,
0.136259064078331,
-0.13456782698631287,
-0.6802098751068115,
0.4412716329097748,
0.13977095484733582,
-0.34595710039138794,
-0.5092996954917908,
0.25017058849334717,
0.2620652914047241,
-0.2632696032524109,
0.09717989712953568,
-0.06744544953107834,
-0.10160648822784424,
0.595880925655365,
-0.30993133783340454,
-0.41894087195396423,
-0.12689070403575897,
-0.13186676800251007,
0.034136220812797546,
-0.11241427809000015,
0.009288141503930092,
-0.32341665029525757,
-0.05630640685558319,
-0.4918321669101715,
0.1563234180212021,
0.19567345082759857,
-0.22373268008232117,
-0.6602479815483093,
-0.7900858521461487,
-0.29204249382019043,
-0.46420660614967346,
-0.5078793168067932,
-0.6871165037155151,
0.5436474680900574,
0.2074224203824997,
0.39645662903785706,
-0.15148495137691498,
-0.13716813921928406,
0.12861011922359467,
-0.5474071502685547,
0.16425907611846924,
-0.35320112109184265,
-0.2079647332429886,
-0.10080733150243759,
-0.042420804500579834,
0.20828796923160553,
-0.15336695313453674,
0.5297311544418335,
0.27877455949783325,
0.43979305028915405,
-0.2648415267467499,
-0.40298181772232056,
-0.19273413717746735,
-0.32553747296333313,
-0.23318615555763245,
0.0015172689454630017,
-0.11795063316822052,
-0.3836645483970642,
0.3612426519393921,
-0.24258270859718323,
-0.0893246978521347,
-0.20435023307800293,
-0.3907232880592346,
0.46988555788993835,
-0.008807295002043247,
0.01972268521785736,
0.9549645781517029,
-0.17228122055530548,
-0.05691134184598923,
0.5784347653388977,
-0.602493166923523,
0.28415560722351074,
-0.00716239120811224,
-0.13905000686645508,
0.31094542145729065,
0.0958222970366478,
-0.12038762867450714,
0.40002143383026123,
0.0762685090303421,
0.04324779659509659,
0.7548373937606812,
-0.14655835926532745,
-0.17903703451156616,
-0.034475285559892654,
-0.20071768760681152,
-0.2502535581588745,
0.11443837732076645,
-0.42754095792770386,
-0.4822719991207123,
-0.5633627772331238,
-0.15938812494277954,
0.28170427680015564,
-0.25933536887168884,
0.14096781611442566,
-0.01914207823574543,
0.13693509995937347,
-0.10477088391780853,
0.1142910048365593,
-0.33097121119499207,
-0.2675909399986267,
0.07041649520397186,
0.28390994668006897,
0.5161760449409485,
1.3867775201797485,
0.10105914622545242,
0.5147604942321777,
0.45512014627456665,
0.10563907772302628,
0.5405958890914917,
0.4557357132434845,
-0.5342152714729309,
0.20795395970344543,
0.6677578687667847,
0.9305855631828308,
0.07203548401594162,
0.14458218216896057,
-0.048116959631443024,
0.5493209362030029,
0.22045166790485382,
0.2894316017627716,
0.01963464356958866,
0.3732040822505951,
-0.30585777759552,
-0.28202056884765625,
-0.059423014521598816,
0.5231465101242065,
0.008831669576466084,
0.16448818147182465,
0.259054034948349,
-0.2314050942659378,
-0.45343756675720215,
0.17487233877182007,
-0.21338647603988647,
0.43109244108200073,
-0.46058040857315063,
0.38397279381752014,
-0.2613790035247803,
1.1177281141281128,
0.07374604791402817,
-0.04881596565246582,
-0.06598494201898575,
0.3822709619998932,
0.34336960315704346,
0.20563426613807678,
-0.7070460915565491,
-0.25691476464271545,
0.3189798593521118,
-0.6211581826210022,
-0.07765083014965057,
0.4465438723564148,
0.8549960255622864,
-0.4304084777832031,
-0.1189240887761116,
-0.09148529171943665,
-0.010651487857103348,
-0.49248942732810974,
0.03584325313568115,
-0.2713378369808197,
0.400465190410614,
0.044904060661792755,
0.7182683944702148,
-0.31866997480392456,
-0.7483956217765808,
-0.16813722252845764,
0.008085059933364391,
-0.13770471513271332,
-0.1256595402956009,
0.5133628845214844,
0.37184378504753113,
-0.307843953371048,
-0.2645622193813324,
-0.0666544958949089,
-0.629478931427002,
-0.06957825273275375,
0.38346147537231445,
-0.5276835560798645,
1.022036075592041,
0.5804682374000549,
-0.4206807315349579,
1.371612310409546,
-0.5925110578536987,
-0.1601136028766632,
0.48833227157592773,
-0.06473904848098755,
-0.25590649247169495,
-0.3266673982143402,
-0.3092108964920044,
0.28987178206443787,
0.11293812841176987,
0.023000910878181458,
-0.15860681235790253,
0.15640446543693542,
0.4345129132270813,
-0.33562493324279785,
-0.03874791041016579,
-0.1685468554496765,
0.4034881591796875,
0.4534834921360016,
0.05243180692195892,
0.08939101547002792,
0.7466809153556824,
-0.21043451130390167,
1.376625895500183,
-0.5996635556221008,
0.49185866117477417,
0.7981325387954712,
0.17995962500572205,
0.5604576468467712,
0.6635985374450684,
0.5120826959609985,
0.6961362957954407,
-0.29534241557121277,
-0.10831607133150101,
-0.19114552438259125,
0.06035548448562622,
-0.2604120075702667,
0.33886680006980896,
-0.23130221664905548,
-0.05820157006382942,
-0.2543312907218933,
0.015733201056718826,
-0.29428404569625854,
-0.1800406128168106,
0.3182143270969391,
-0.14406564831733704,
0.39624619483947754,
0.14560946822166443,
-0.5021488070487976,
-0.30030307173728943,
-0.22315549850463867,
-0.6404052376747131,
0.23395167291164398,
-0.4342527985572815,
0.9437823295593262,
0.1818700134754181,
-0.6473179459571838,
-0.485906720161438,
0.5759895443916321,
-0.28123295307159424,
-0.1689615249633789,
-0.45233938097953796,
0.41587966680526733,
-0.542547345161438,
-0.053056132048368454,
-0.13411834836006165,
0.26407068967819214,
0.2836697995662689,
-0.2750622630119324,
-0.5838566422462463,
-0.24109530448913574,
0.18058359622955322,
0.14706093072891235,
0.11777385324239731,
-0.36874815821647644,
-0.44989702105522156,
0.17652083933353424,
-0.34873172640800476,
-0.48171716928482056,
-0.40022528171539307,
0.5410348773002625,
-1.000902771949768,
-0.6758047342300415,
-0.2175780087709427,
0.5533260703086853,
0.47349682450294495,
-0.5876990556716919,
-0.11814010888338089,
-0.3564557433128357,
0.22710508108139038,
-0.4740234613418579,
-0.7430737018585205,
0.027393721044063568,
-0.16723625361919403,
0.5309056639671326,
-0.21653342247009277,
0.03922336548566818,
0.30945807695388794,
0.6085114479064941,
0.0587056428194046,
0.48921915888786316,
0.6328810453414917,
0.014561117626726627,
-0.6741260886192322,
-0.010822858661413193,
-0.0043678623624145985,
0.10471587628126144,
0.1977984607219696,
-0.5574758648872375,
-0.1329258382320404,
0.17856620252132416,
-5.832110404968262,
-0.4557121694087982,
-0.06485188007354736,
0.07334191352128983,
0.3462667465209961,
0.2825196385383606,
1.0122668743133545,
-0.07409197092056274,
0.043834537267684937,
0.1358703374862671,
0.20283883810043335,
0.4750201404094696,
-0.2680509388446808,
0.7094807624816895,
0.17538687586784363,
0.0519837848842144,
0.7660458087921143,
0.1284080296754837,
0.6100208759307861,
-0.08890780806541443,
-0.19760259985923767,
-0.3067951798439026,
0.07484989613294601,
0.29199931025505066,
-0.12925831973552704,
0.2719072699546814,
-0.6802042126655579,
0.3534356355667114,
-0.02868608571588993,
0.20938728749752045,
-0.16910819709300995,
-0.410839706659317,
-0.15981653332710266,
-0.15403586626052856,
0.023921580985188484,
0.0666012242436409,
0.3223380148410797,
0.42231106758117676,
0.12190917879343033,
-0.22470632195472717,
0.049041420221328735,
0.7081667184829712,
0.04524480924010277,
0.06773098558187485,
-0.15514086186885834,
-0.007977593690156937,
0.12268535792827606,
-0.03336624801158905,
-0.33119332790374756,
1.2832717895507812,
-0.43640169501304626,
-0.40406039357185364,
0.5312296748161316,
0.03386892005801201,
0.19968131184577942,
-0.5157032012939453,
-0.28375712037086487,
0.5678513050079346,
0.028954537585377693,
0.5598353147506714,
0.10503986477851868,
-0.37962672114372253,
-0.024299537762999535,
-1.4164131879806519,
0.032968148589134216,
0.004574683029204607,
-0.7011517286300659,
-0.43567121028900146,
0.46206414699554443,
-0.034828778356313705,
-0.4732529819011688,
-0.08036108314990997,
0.09934953600168228,
-0.7094820141792297,
0.5130806565284729,
-0.570070743560791,
-0.11670903861522675,
-0.7729402780532837,
0.14379779994487762,
-0.003418875625357032,
-0.1549214869737625,
-0.3752480745315552,
-0.0626019760966301,
-0.4417259991168976,
0.5273398756980896,
-0.06749660521745682,
0.2776995599269867,
-0.3617856502532959,
-0.14755021035671234,
0.09968861937522888,
0.48153966665267944,
-0.3599756062030792,
0.2609116733074188,
-0.013087423518300056,
0.9477482438087463,
1.0073410272598267,
0.1186988353729248,
0.4566965103149414,
-0.0637814849615097,
-0.33916977047920227,
0.21778284013271332,
-0.5913808941841125,
-0.4299111068248749,
-0.53995281457901,
0.09592005610466003,
0.8782460689544678,
0.04824353754520416,
-0.055670637637376785,
0.639824390411377,
-0.3947419822216034,
-0.2444116175174713,
-0.3136245310306549,
0.07859964668750763,
-0.22511503100395203,
-0.151503324508667,
0.22216027975082397,
-0.6404359936714172,
-0.22173810005187988,
0.11355815082788467,
0.014265804551541805,
0.3535265624523163,
0.1941373348236084,
-0.13785259425640106,
0.325063556432724,
0.27524110674858093,
-0.3584250509738922,
-0.19543986022472382,
0.296248197555542,
0.003801565384492278,
-0.17271548509597778,
0.4746285676956177,
0.1831093281507492,
-0.11550868302583694,
-0.10412070900201797,
0.47820791602134705,
-0.3553752899169922,
-0.2199697643518448,
0.39405468106269836,
-0.28793346881866455,
-0.2451571375131607,
0.16722694039344788,
-0.32799315452575684,
-0.18573489785194397,
-0.07345043867826462,
0.09998364001512527,
-0.2536826729774475,
0.06543887406587601,
0.07550837844610214,
-0.20541894435882568,
0.18045128881931305,
-0.06729043275117874,
-0.5173200368881226,
0.2991068363189697,
-0.1400037407875061,
-0.24014057219028473,
-0.0873042419552803,
0.6038185954093933,
-0.09460098296403885,
0.40090304613113403,
0.14066743850708008,
0.09815658628940582,
-0.19783268868923187,
-0.7441970109939575,
0.04073601961135864,
0.07710158824920654,
0.21795371174812317,
-0.5349575281143188,
-0.3910689949989319,
0.14983367919921875,
0.563810408115387,
-0.3306475579738617,
-0.37306371331214905,
0.039608243852853775,
-0.28377678990364075,
0.211360901594162,
0.07369808852672577,
0.13550585508346558,
-0.11365661025047302,
-0.23330117762088776,
-0.23132379353046417,
-0.12306685000658035,
-0.2668791115283966,
-0.41461822390556335,
-0.04442949220538139,
0.20109125971794128,
-0.27555882930755615,
-0.06338952481746674,
0.22479577362537384,
-0.16849489510059357,
-0.15645676851272583,
0.051027629524469376,
0.6060113906860352,
0.7622715830802917,
-0.1397368162870407,
-0.04470062255859375,
-0.6614453792572021,
-0.0020870750304311514,
0.31677764654159546,
-0.23003394901752472,
-0.9791951775550842,
0.4629961848258972,
0.1891251802444458,
-0.47834762930870056,
0.6530961990356445,
0.18673528730869293,
-0.4936556816101074,
0.26721176505088806,
-0.35752445459365845,
0.4253479540348053,
-0.3755549192428589,
-0.6836012601852417,
-0.5141736268997192,
-0.3538278341293335,
-0.12958034873008728,
-0.824828565120697,
-0.6334865093231201,
0.4011518359184265,
-0.4251295030117035,
-0.28982123732566833,
0.48163431882858276,
-0.3829179108142853,
-0.09472045302391052,
-0.4041648805141449,
0.4862199127674103,
-0.49259400367736816,
-0.1575527787208557,
0.31218621134757996,
-0.9764500260353088,
0.08900294452905655,
0.07751977443695068,
-0.21305453777313232,
-0.44703012704849243,
0.33776918053627014,
-0.31124716997146606,
-0.31096842885017395,
-0.6201900839805603,
-0.13584794104099274,
0.21725882589817047,
-0.15832284092903137,
-0.3370574414730072,
-0.33446553349494934,
0.7927353978157043,
-0.4055807888507843,
-0.2640783488750458,
-0.30080562829971313,
-0.17956341803073883,
0.5884779691696167,
-0.04344857111573219,
-0.5612763166427612,
-0.2373102456331253,
0.38098442554473877,
0.22874665260314941,
0.04919383302330971,
-0.19935506582260132,
0.900999128818512,
-0.19683444499969482,
-0.616585910320282,
-0.7461060881614685,
0.20402009785175323,
0.2749307155609131,
-0.2927348017692566,
-0.7456844449043274,
-0.21418485045433044,
-0.7297272682189941,
0.19861803948879242,
-0.037456613034009933,
0.16285236179828644,
-0.9116081595420837,
-0.04422659054398537,
-0.44445034861564636,
0.02622521109879017,
-0.2770349383354187,
0.24131697416305542,
0.3470301628112793,
0.39036503434181213,
-0.3789946436882019,
-0.4666351079940796,
0.23698095977306366,
0.08870144933462143,
0.5004503130912781,
-0.2501978278160095,
-0.31945154070854187,
-0.3552324175834656,
-0.16849909722805023,
-0.08734311908483505,
-0.4432705342769623,
0.7302364110946655,
-0.3023775517940521,
0.0968044102191925,
-0.5800020098686218,
-0.3349186182022095,
0.46068742871284485,
-0.5094408392906189,
0.09725304692983627,
-0.5369417667388916,
0.0858558714389801,
-0.05343329906463623,
0.16203752160072327,
-0.16411422193050385,
-0.054165828973054886,
0.37821605801582336,
0.3498520851135254,
0.1269748955965042,
-0.2834910750389099,
0.38377872109413147,
0.29905444383621216,
-0.21687766909599304,
0.0055053867399692535,
-0.04913420230150223,
0.1658221334218979,
0.2505972385406494,
0.14215967059135437,
0.6266699433326721,
0.4660521149635315,
-0.6639143228530884,
-0.14360074698925018,
0.11227452009916306,
-0.7275115251541138,
0.4484527111053467,
0.13384844362735748,
-0.13725651800632477,
0.3187066316604614,
0.6985055804252625,
0.023904312402009964,
-0.023736998438835144,
0.4653249680995941,
-0.559461772441864,
-0.027646193280816078,
0.48080942034721375,
0.265799880027771,
0.696793258190155,
0.4761394262313843,
-0.051369380205869675,
-0.10533406585454941,
0.21973662078380585,
0.31110191345214844,
0.5401391386985779,
-0.05403953418135643,
-0.24822071194648743,
0.42404595017433167,
0.45107942819595337,
0.007706548552960157,
-0.20813311636447906,
0.1562742292881012,
-0.14098618924617767,
0.2924771010875702,
0.7880068421363831,
0.522346556186676,
-0.5924964547157288,
0.17880266904830933,
0.2953745722770691,
-0.0018315977649763227,
-0.07608185708522797,
0.2920093834400177,
0.004286546725779772,
-0.4418259859085083,
0.14779894053936005,
-0.1483713984489441,
-0.02730284072458744,
0.1859482228755951,
0.6790035963058472,
0.14689749479293823,
0.11432956159114838,
0.011176577769219875,
-0.3581719696521759,
0.000812701357062906,
0.36722373962402344,
-0.2939845323562622,
-0.01758715510368347,
-0.23896752297878265,
-0.17878471314907074,
-0.0035671116784214973,
-0.21168892085552216,
0.7411574125289917,
-0.2535889744758606,
-0.7389046549797058,
0.2619975805282593,
0.3879569470882416,
0.08686503022909164,
-0.06657029688358307,
0.12724411487579346,
0.005347379948943853,
0.10116398334503174,
-0.5557156801223755,
-0.0036398940719664097,
0.14838114380836487,
0.04405573010444641,
0.20167957246303558,
-0.09670910984277725,
-0.14438077807426453,
-0.23422622680664062,
-0.3697834610939026,
-0.31628602743148804,
0.6240832805633545,
-0.18491528928279877,
0.10865995287895203,
-0.15075093507766724,
0.9061524868011475,
0.5165904760360718,
0.6043040752410889,
0.4156942367553711,
-0.028872566297650337,
-0.3368987441062927,
0.5878981351852417,
-0.38470932841300964,
0.3240959644317627,
-0.6258456707000732,
0.4928836226463318,
-0.7175771594047546,
-0.04571571573615074,
0.6570876836776733,
0.6965615749359131,
0.12142182886600494,
-0.17769081890583038,
0.30266040563583374,
0.2877979278564453,
0.44641879200935364,
-0.39346843957901,
0.187132328748703,
-0.27390584349632263,
-0.4440009295940399,
-0.4221820831298828,
1.0155458450317383,
-0.08448931574821472,
0.002483510412275791,
0.21966831386089325,
0.5435492992401123,
0.43291807174682617,
-0.4177751839160919,
0.39698314666748047,
0.40830835700035095,
-0.5660049915313721,
-0.6432840824127197,
0.9878178238868713,
-0.6373134851455688,
0.7541091442108154,
-0.19806522130966187,
0.3954299986362457,
0.3610437214374542,
-0.6791163682937622,
-0.1204017624258995,
-0.2623397707939148,
-0.08235792070627213,
0.3959079384803772,
-0.5709275007247925,
-0.07211678475141525,
-0.1802746057510376,
-0.037268366664648056,
-0.6689281463623047,
0.27627310156822205,
0.18497171998023987,
-0.10818853229284286,
-0.32982173562049866,
-0.5019742846488953,
-0.2795891761779785,
0.2671876847743988,
0.24905477464199066,
-0.21570271253585815,
-0.19221438467502594,
0.13621442019939423
] |
In a digital library system, documents are available in digital form and therefore are more easily copied and their copyrights are more easily violated. This is a very serious problem, as it discourages owners of valuable information from sharing it with authorized users. There are two main philosophies for addressing this problem: prevention and detection. The former actually makes unauthorized use of documents difficult or impossible while the latter makes it easier to discover such activity.In this paper we propose a system for registering documents and then detecting copies, either complete copies or partial copies. We describe algorithms for such detection, and metrics required for evaluating detection mechanisms (covering accuracy, efficiency, and security). We also describe a working prototype, called COPS, describe implementation issues, and present experimental results that suggest the proper settings for copy detection parameters.
|
[
-0.004535009153187275,
0.013330737128853798,
-0.00945496466010809,
0.013803306967020035,
0.01588025689125061,
-0.004326377063989639,
0.0073724668473005295,
0.014729101210832596,
-0.006886624731123447,
-0.005171012599021196,
-0.006028295494616032,
0.009539412334561348,
-0.0016432551201432943,
0.019093068316578865,
0.015708880499005318,
-0.012676962651312351,
-0.00013770046643912792,
-0.0035436302423477173,
0.003407771699130535,
-0.02495396137237549,
0.009268916212022305,
-0.0009429369820281863,
0.009169908240437508,
0.025697022676467896,
-0.017237268388271332,
0.005449754185974598,
-0.021488266065716743,
0.016193080693483353,
-0.0014093602076172829,
0.015411386266350746,
-0.005351584404706955,
-0.005099709611386061,
-0.004966288805007935,
0.017863931134343147,
-0.0009082895703613758,
0.01965799368917942,
-0.001992827747017145,
0.008789269253611565,
0.0171398613601923,
-0.004745922051370144,
0.00570184551179409,
-0.007825629785656929,
0.006045171059668064,
0.008752771653234959,
-0.016063258051872253,
-0.013324791565537453,
0.0014944176655262709,
-0.0011021282989531755,
-0.00206242548301816,
0.0096715884283185,
-0.01492300909012556,
-0.006350056268274784,
-0.002204758347943425,
0.04609282314777374,
-0.005839990451931953,
0.009822612628340721,
0.0162227563560009,
0.03010733798146248,
0.0037830593064427376,
0.01566801406443119,
0.01783476583659649,
-0.0029519819654524326,
-0.0048013124614953995,
-0.02550114318728447,
0.015748854726552963,
-0.06770557165145874,
-0.012982433661818504,
0.006743764970451593,
0.004527481738477945,
-0.009581813588738441,
-0.004432072397321463,
0.004238075576722622,
-0.036529745906591415,
-0.00855545699596405,
0.00638184230774641,
0.01037377305328846,
0.013823424465954304,
-0.007170286029577255,
0.008403818123042583,
-0.004514572210609913,
-0.028583096340298653,
0.00867532566189766,
-0.023637739941477776,
0.030341725796461105,
0.0010265465825796127,
-0.014006338082253933,
-0.009878016076982021,
0.01623547077178955,
-0.019420355558395386,
-0.0005644019693136215,
-0.005989955272525549,
-0.0017047864384949207,
-0.009323183447122574,
-0.01225164346396923,
-0.009841758757829666,
0.012158825993537903,
0.013329558074474335,
0.01746537536382675,
-0.006306387949734926,
-0.017394572496414185,
0.007702989503741264,
-0.003940687980502844,
0.013355197384953499,
-0.004827155731618404,
0.02593507617712021,
0.009345825761556625,
-0.010904375463724136,
0.0036612646654248238,
-0.007087798323482275,
0.009859018959105015,
0.018948659300804138,
0.01329856552183628,
-0.004476621747016907,
-0.01833212375640869,
-0.02249656617641449,
-0.006307999137789011,
0.013565704226493835,
0.00619923323392868,
0.00812249630689621,
-0.019195936620235443,
0.0034683598205447197,
-0.01994337886571884,
0.005330889485776424,
0.01294417679309845,
0.006051813717931509,
0.002445475198328495,
-0.015058651566505432,
-0.01351715438067913,
0.0030480208806693554,
-0.002403080929070711,
-0.017387328669428825,
-0.007179963868111372,
0.00926239974796772,
0.02685527876019478,
-0.0005756178870797157,
0.009093371219933033,
-0.004661896266043186,
-0.022081557661294937,
-0.002666325308382511,
0.008366845548152924,
0.005681801121681929,
0.005182218737900257,
-0.007116339169442654,
0.012000706046819687,
0.011816995218396187,
-0.0014787669060751796,
0.001893533393740654,
0.0031747121829539537,
0.009007393382489681,
-0.024982798844575882,
-0.0023346440866589546,
0.004038411192595959,
-0.003369998885318637,
-0.008395770564675331,
-0.01980254054069519,
0.007169256918132305,
-0.013848529197275639,
0.007481045089662075,
-0.022193491458892822,
-0.011908337473869324,
0.023120040073990822,
0.011211171746253967,
-0.0016074111917987466,
0.007791923824697733,
-0.009206176735460758,
0.013214128091931343,
0.008804903365671635,
-0.005915628746151924,
-0.01499192975461483,
0.001969931647181511,
-0.00746416300535202,
0.0272405743598938,
-0.018330227583646774,
0.0028258063830435276,
0.01941787078976631,
-0.003634124295786023,
0.005063712131232023,
0.00905631110072136,
-0.013826945796608925,
0.06731441617012024,
0.017777400091290474,
-0.01824335753917694,
-0.009836758486926556,
-0.009291203692555428,
0.02721940539777279,
-0.006426658947020769,
-0.04063768312335014,
-0.006771146785467863,
-0.028334379196166992,
0.01194608211517334,
-0.00011141365393996239,
-0.024563364684581757,
-0.029193326830863953,
0.005035021807998419,
0.01221160776913166,
0.0030034100636839867,
0.022620296105742455,
-0.010422456078231335,
0.007395349442958832,
0.021841561421751976,
-0.009733405895531178,
0.017338136211037636,
0.009860002435743809,
0.018015997484326363,
-0.011694047600030899,
0.004201011266559362,
0.0036001536063849926,
-0.021286018192768097,
-0.0004521859809756279,
0.024993646889925003,
0.015131998807191849,
0.028558790683746338,
-0.007338019087910652,
-0.020534396171569824,
0.0076112281531095505,
0.0020265006460249424,
-0.0035162419080734253,
-0.023939378559589386,
0.014014365151524544,
-0.010211922228336334,
-0.0026186611503362656,
0.019058283418416977,
0.02309596911072731,
-0.01042807288467884,
0.029203977435827255,
0.007364155724644661,
-0.01663360744714737,
0.009617467410862446,
-0.004574310965836048,
-0.0020568345207720995,
-0.0034099556505680084,
-0.0030539578292518854,
-0.006583215668797493,
-0.010066678747534752,
0.01973745785653591,
0.004522487986832857,
0.008760940283536911,
-0.019804615527391434,
0.0004983057733625174,
-0.015548363327980042,
-0.0063612200319767,
-0.004609457682818174,
-0.011332446709275246,
-0.004461177624762058,
-0.020978009328246117,
0.020336104556918144,
-0.007845349609851837,
-0.008950725197792053,
0.02255650982260704,
-0.0028258126694709063,
0.004426814150065184,
0.013650967739522457,
0.02616920694708824,
-0.019545499235391617,
-0.022207025438547134,
-0.005519120022654533,
0.02107110060751438,
0.013052716851234436,
0.020657779648900032,
0.0016852514818310738,
0.004447665065526962,
0.006613731384277344,
0.016171233728528023,
-0.00500860158354044,
0.013362379744648933,
0.003211426082998514,
0.0015449435450136662,
-0.007820728234946728,
-0.010886557400226593,
-0.021438995376229286,
0.004143695347011089,
-0.012564355507493019,
-0.0019553692545741796,
-0.08159679174423218,
-0.022917944937944412,
0.0018468613270670176,
0.019267113879323006,
0.013176202774047852,
-0.017002513632178307,
-0.005029326304793358,
-0.0015095770359039307,
-0.019824516028165817,
-0.015029992908239365,
0.02176835387945175,
0.01839546114206314,
-0.016514386981725693,
0.014866586774587631,
0.015387814491987228,
-0.007196467369794846,
0.004338019527494907,
-0.02102503553032875,
-0.013437798246741295,
0.022555731236934662,
-0.015031244605779648,
0.007771708071231842,
-0.0014982149004936218,
-0.007283462211489677,
-0.014859696850180626,
0.0032968567684292793,
-0.012372510507702827,
0.005885494872927666,
0.0030307085253298283,
-0.000630719237960875,
0.026469845324754715,
0.00046524079516530037,
-0.013181129470467567,
-0.01560715027153492,
0.0037382887676358223,
-0.012141812592744827,
-0.008149406872689724,
0.011413277126848698,
-0.0058389268815517426,
0.011583192273974419,
0.01956847682595253,
0.013109097257256508,
-0.011759063228964806,
0.008965738117694855,
0.007450778968632221,
0.012484229169785976,
0.016968056559562683,
0.03818688541650772,
0.005803374573588371,
-0.012645560316741467,
0.016509640961885452,
-0.013882962986826897,
-0.022149894386529922,
0.00833585299551487,
-0.0006614841986447573,
0.0032168058678507805,
-0.0014820052310824394,
-0.004950373899191618,
-0.008852381259202957,
-0.007201503962278366,
-0.002650285605341196,
-0.015859918668866158,
-0.003967423923313618,
0.014200344681739807,
-0.010905809700489044,
-0.008574291132390499,
0.02491110935807228,
0.018619803711771965,
0.006173737812787294,
0.004717370495200157,
-0.00793539546430111,
-0.0029427167028188705,
0.013840735889971256,
0.0016937332693487406,
-0.01752794161438942,
-0.014235694892704487,
-0.009700087830424309,
0.009270371869206429,
0.00615184661000967,
0.0017365370877087116,
-0.011932691559195518,
0.014327721670269966,
-0.00257640122435987,
0.008702361956238747,
-0.008825899101793766,
0.01193288341164589,
0.005308541469275951,
-0.02250628173351288,
0.012200404889881611,
-0.0003987042000517249,
0.011619862169027328,
-0.006924744229763746,
0.01864815503358841,
0.0023036699276417494,
-0.0033397572115063667,
-0.019734501838684082,
-0.010213001631200314,
-0.006988187320530415,
0.013191509991884232,
0.008602968417108059,
-0.012305159121751785,
0.009793899953365326,
0.010009774006903172,
-0.009106043726205826,
-0.007753398269414902,
-0.002068758476525545,
-0.02063705027103424,
0.008639169856905937,
-0.007733029313385487,
-0.006399918347597122,
-0.004254965111613274,
-0.015459250658750534,
-0.007971912622451782,
-0.009596292860805988,
-0.004858857020735741,
0.0014200216392055154,
-0.019392669200897217,
0.00012602692004293203,
0.07363182306289673,
-0.009755274280905724,
0.017184598371386528,
-0.009361207485198975,
0.0015715487534180284,
-0.03386487811803818,
-0.005138878244906664,
0.008340488187968731,
0.00849175825715065,
0.022064678370952606,
0.008791081607341766,
0.003412753576412797,
0.01768794283270836,
-0.010030427947640419,
-0.011973340064287186,
-0.008478475734591484,
0.003250966314226389,
0.008155402727425098,
-0.0007199328392744064,
0.006321548484265804,
-0.024968065321445465,
0.006219102535396814,
-0.0022901115007698536,
-0.01688896119594574,
0.0057079684920609,
-0.004843968898057938,
-0.007279389537870884,
-0.013659212738275528,
0.014134719967842102,
0.006156821735203266,
-0.008691703900694847,
0.014740562997758389,
-0.0011761155910789967,
-0.013907806016504765,
-0.013875385746359825,
0.011500855907797813,
0.018917568027973175,
0.003219470614567399,
0.006811337545514107,
-0.006855328567326069,
0.02531474269926548,
-0.005193576216697693,
0.011963525786995888,
0.00968189351260662,
0.002734231762588024,
0.011059239506721497,
-0.007125236559659243,
-0.013494115322828293,
0.01828976720571518,
-0.007247221656143665,
-0.008847298100590706,
0.010980580002069473,
0.013087759725749493,
0.02207985147833824,
0.009966356679797173,
-0.00368310883641243,
0.011448582634329796,
-0.002332142321392894,
-0.0021885244641453028,
-0.004335408564656973,
0.013409572653472424,
-0.004363449290394783,
0.01430380530655384,
0.0009446274489164352,
-0.0005286921514198184,
-0.006508262362331152,
0.018357517197728157,
-0.013412805274128914,
-0.005548672750592232,
-0.017722606658935547,
-0.0030372091569006443,
0.01333244051784277,
0.009111519902944565,
0.009183360263705254,
-0.008699173107743263,
-0.028910811990499496,
-0.0035587199963629246,
0.007133353501558304,
-0.015800438821315765,
-0.014752448536455631,
-0.004639008082449436,
0.003869684413075447,
0.004428802989423275,
-0.004962106700986624,
-0.011555792763829231,
0.03002992272377014,
-0.015860561281442642,
-0.07501555979251862,
0.0024370020255446434,
-0.0007174704223871231,
-0.005951970349997282,
-0.01809539645910263,
-0.0019524851813912392,
0.0011421840172261,
0.0025170049630105495,
0.011049224995076656,
-0.010070301592350006,
-0.009024846367537975,
-0.020688241347670555,
0.0005537252873182297,
-0.010766882449388504,
0.01098041795194149,
0.01679856702685356,
0.006625313311815262,
-0.01139732077717781,
0.0009469068609178066,
-0.005945849232375622,
0.01655021496117115,
-0.0163256973028183,
-0.01017826795578003,
0.0001778018195182085,
-0.0007252886425703764,
-0.08262330293655396,
-0.00704479543492198,
-0.002108469605445862,
-0.012732726521790028,
-0.01834087073802948,
0.020173415541648865,
0.018200084567070007,
-0.0019094602903351188,
0.011901178397238255,
-0.007709957659244537,
-0.02566576562821865,
0.01636093482375145,
-0.008640455082058907,
0.005917937494814396,
-0.006070839241147041,
-0.004679660778492689,
-0.008130169473588467,
-0.011336836963891983,
0.0070097059942781925,
0.014177397824823856,
-0.014532173983752728,
0.014567834325134754,
-0.005377688445150852,
0.00444425642490387,
-0.020672742277383804,
0.0021882052533328533,
-0.0011476953513920307,
0.0068502784706652164,
0.031178459525108337,
0.0036813714541494846,
0.004326277878135443,
-0.01355926413089037,
-0.0035496274940669537,
-0.006901407614350319,
0.0014307503588497639,
-0.005053350701928139,
-0.0013479425106197596,
0.007276220712810755,
-0.02524818480014801,
-0.0036503535229712725,
-0.005518549121916294,
0.003034513210877776,
0.010560445487499237,
-0.006498370785266161,
0.004875886254012585,
0.003497043624520302,
0.005834896117448807,
-0.006371121853590012,
0.004977693781256676,
-0.005599035415798426,
0.011286657303571701,
0.019925104454159737,
0.01700015366077423,
-0.009560927748680115,
0.03703535348176956,
0.009055403992533684,
-0.010966530069708824,
0.014159114100039005,
-0.0035500619560480118,
0.007953781634569168,
-0.001724101952277124,
0.018703829497098923,
-0.0038455717731267214,
0.07248474657535553,
-0.012323840521275997,
0.0019921730272471905,
0.0019427422666922212,
-0.0036728233098983765,
-0.0008136312826536596,
0.010128254070878029,
0.004121570847928524,
-0.0037052349653095007,
-0.006575379054993391,
0.0028868650551885366,
-0.003538103774189949,
0.02392657659947872,
0.007004130631685257,
0.0056095123291015625,
-0.0036528846248984337,
-0.02132119983434677,
-0.004665656480938196,
-0.00570625439286232,
0.006389947142452002,
-0.0019650498870760202,
0.019862549379467964,
-0.007261832244694233,
-0.02330753766000271,
-0.01072430144995451,
0.0035309437662363052,
-0.0168160330504179,
-0.00013731885701417923,
-0.018132656812667847,
-0.0032217372208833694,
-0.015614833682775497,
0.03176075220108032,
0.0015140402829274535,
0.020643506199121475,
0.001998639665544033,
-0.009368731640279293,
0.0069181472063064575,
-0.0024919146671891212,
-0.012414935044944286,
-0.004488314036279917,
0.02380281314253807,
0.005835011601448059,
-0.002925536362454295,
0.0013704858720302582,
0.014278450049459934,
0.01931813359260559,
0.007620800752192736,
-0.0019068651599809527,
0.01427476666867733,
-0.007810458540916443,
0.007823746651411057,
0.0040407944470644,
-0.0050729066133499146,
0.02586589753627777,
-0.00800487119704485,
0.007053124252706766,
-0.030832689255475998,
0.01312103308737278,
-0.007989557459950447,
0.00011960836127400398,
0.003073565661907196,
-0.007139928173273802,
-0.022861512377858162,
-0.003173314966261387,
0.002768365666270256,
-0.015290237963199615,
0.001777042169123888,
-0.009594321250915527,
-0.011484631337225437,
0.005608964245766401,
-0.014592797495424747,
-0.0013929607812315226,
0.005450372584164143,
0.0012634377926588058,
0.008985176682472229,
-0.006525789853185415,
-0.011724332347512245,
-0.0020870796870440245,
0.008145653642714024,
-0.006231723818928003,
-0.008532052859663963,
0.008475406095385551,
-0.004148184787482023,
-0.011032148264348507,
-0.004956005606800318,
0.006173927802592516,
-0.009520833380520344,
-0.02504010871052742,
-0.010575718246400356,
0.00812557339668274,
0.021880241110920906,
-0.001256932271644473,
-0.0004835199215449393,
-0.009306864812970161,
0.005419023334980011,
0.03213047608733177,
-0.0006592762656509876,
0.008672164753079414,
-0.0006797465030103922,
-0.008756187744438648,
0.002072986215353012,
-0.006261487491428852,
-0.0034140772186219692,
0.003921981900930405,
-0.006391140632331371,
0.005679465364664793,
-0.002738929819315672,
0.0052007338963449,
-0.0114624984562397,
-0.014570286497473717,
-0.005140447989106178,
0.010619398206472397,
-0.011600632220506668,
0.0012084655463695526,
0.007973171770572662,
0.0043224161490798,
-0.014734811149537563,
0.007255735341459513,
0.016080088913440704,
-0.007397535257041454,
0.000025551184080541134,
-0.004794422537088394,
0.00923228170722723,
0.01964843086898327,
0.00541600352153182,
-0.011402370408177376,
-0.007340438663959503,
-0.005987863056361675,
-0.008639123290777206,
0.0057281674817204475,
-0.010537896305322647,
0.005453870631754398,
0.007461098022758961,
0.00902416929602623,
0.017276156693696976,
0.007920974865555763,
-0.00015159626491367817,
0.02287178486585617,
0.0052985623478889465,
-0.002028275281190872,
0.009579794481396675,
-0.0045544737949967384,
0.002964379731565714,
-0.005225439090281725,
0.00819282978773117,
0.019103556871414185,
0.009638156741857529,
0.018630873411893845,
0.004281968809664249,
0.006002241745591164,
0.010619789361953735,
0.0025995802134275436,
0.02168254740536213,
-0.005432531703263521,
0.014025600627064705,
0.01817389577627182,
0.005718362983316183,
0.0015017073601484299,
-0.0018840574193745852,
0.005737943574786186,
0.0010516851907595992,
0.0258280411362648,
0.004517461638897657,
0.00030040787532925606,
0.00034148956183344126,
0.02172565460205078,
0.01244698278605938,
0.016954436898231506,
-0.005452333018183708,
0.017817523330450058,
-0.0037299206014722586,
-0.022637294605374336,
-0.030247673392295837,
-0.007835954427719116,
-0.00037964992225170135,
-0.01630023866891861,
-0.011228230781853199,
-0.006287329830229282,
-0.00815590936690569,
0.0032393697183579206,
0.004434963688254356,
-0.003580863354727626,
-0.012683471664786339,
-0.014547813683748245,
-0.026109836995601654,
0.00830595102161169,
-0.016091614961624146,
0.008487151935696602,
0.007996141910552979,
0.0012952793622389436,
0.004096214659512043,
0.011205743066966534,
0.004188758321106434,
-0.014506254345178604,
-0.022078247740864754,
-0.03422330319881439,
-0.006450377870351076,
-0.008301693014800549,
0.00583131518214941,
0.004522772505879402,
0.007199995219707489,
-0.0008687346708029509
] |
[
0.28279152512550354,
0.20565500855445862,
0.11680138856172562,
0.6158671975135803,
0.48709264397621155,
-0.5388068556785583,
0.06868535280227661,
0.012546958401799202,
-0.3651260733604431,
-0.5108036994934082,
-0.3749377131462097,
0.5277589559555054,
0.024017374962568283,
0.2839844226837158,
-0.2761707007884979,
0.13693422079086304,
0.47200119495391846,
0.23018686473369598,
0.25887250900268555,
-0.18425120413303375,
-0.5437655448913574,
0.15966962277889252,
-0.14546558260917664,
-0.2687508761882782,
0.2079860419034958,
-0.05283326283097267,
0.2810927927494049,
0.25811389088630676,
-0.6687831878662109,
-0.2636859118938446,
0.39416342973709106,
0.03538566827774048,
-0.04628011956810951,
0.042314562946558,
0.14090074598789215,
0.07418067008256912,
-0.26061955094337463,
-0.13569603860378265,
0.20216166973114014,
-0.5608344078063965,
0.2220412790775299,
0.571063220500946,
-0.4773319959640503,
0.3258957862854004,
-0.5263593196868896,
-0.2472425401210785,
-1.170356273651123,
0.15019556879997253,
-0.2817349135875702,
-0.0713714212179184,
-0.42413994669914246,
0.07473219186067581,
-0.03593888133764267,
0.17013943195343018,
-0.11389270424842834,
0.22677664458751678,
-0.3279857039451599,
-0.1452733278274536,
-0.14936871826648712,
-0.07522031664848328,
0.42899006605148315,
-0.29587897658348083,
-0.12615953385829926,
0.27002623677253723,
0.5718780755996704,
0.11958805471658707,
0.08064708113670349,
0.126106396317482,
-0.3685152530670166,
-0.37091168761253357,
0.02793896570801735,
-0.1052786111831665,
-0.42266520857810974,
0.09709351509809494,
-0.4779333770275116,
0.32018086314201355,
0.6400241851806641,
-0.42939838767051697,
0.00668026739731431,
-0.18696525692939758,
-0.3124580979347229,
0.9327396154403687,
0.43702706694602966,
-0.34278810024261475,
0.7751702666282654,
0.1011948212981224,
-0.767399787902832,
0.6159108877182007,
-0.3620448708534241,
-0.013317228294909,
0.10315568000078201,
-0.22774875164031982,
0.3107335567474365,
0.08109256625175476,
0.27910634875297546,
0.43350300192832947,
0.18241965770721436,
0.035929642617702484,
0.33134573698043823,
0.30995655059814453,
-0.2142920345067978,
-0.07053424417972565,
0.11372050642967224,
-0.48776400089263916,
-0.0651954784989357,
-0.34288477897644043,
-0.11434762179851532,
-0.21402902901172638,
-0.04528181254863739,
0.2334967404603958,
-0.21432295441627502,
0.34642770886421204,
-0.18364979326725006,
-0.06577910482883453,
-0.22684703767299652,
0.19906960427761078,
0.3815338611602783,
0.17632341384887695,
-0.3891698122024536,
0.5211328268051147,
0.17565080523490906,
0.9234067797660828,
0.18604087829589844,
0.010131198912858963,
0.09338653087615967,
-0.1941966861486435,
0.6347095370292664,
0.6564983129501343,
-0.5473765134811401,
-0.2151125818490982,
0.4228975176811218,
0.9845892190933228,
-0.23551136255264282,
-0.3971309959888458,
-0.14540515840053558,
-0.0377625934779644,
-0.023406725376844406,
0.12199950218200684,
0.1375194787979126,
-0.04479235038161278,
-0.10805456340312958,
-0.4359287917613983,
-0.3762005567550659,
0.04332303628325462,
-0.11875676363706589,
-0.28970852494239807,
0.23889149725437164,
-0.15774552524089813,
-0.20064648985862732,
0.23563872277736664,
0.0013732484076172113,
0.2089640200138092,
-0.6242755055427551,
0.11503580212593079,
-0.45765212178230286,
0.6643384695053101,
0.2977946400642395,
-0.0932910293340683,
-0.24553978443145752,
0.1197681576013565,
0.19483208656311035,
-0.49004098773002625,
-1.0448161363601685,
0.01583116687834263,
-0.2183106392621994,
-0.6659371256828308,
-0.3841138482093811,
0.9603338837623596,
0.3235039710998535,
-0.22771482169628143,
0.012014016509056091,
-0.14088010787963867,
-0.28229081630706787,
-0.45684295892715454,
0.06813539564609528,
0.47816991806030273,
-0.36986014246940613,
0.27374860644340515,
0.20811894536018372,
0.0963464304804802,
-0.8290496468544006,
0.377054899930954,
0.0004166073922533542,
0.08188502490520477,
-0.023404957726597786,
0.341943621635437,
0.21712902188301086,
0.10186426341533661,
-0.2856155335903168,
-0.19789838790893555,
-0.5634920597076416,
-0.45026686787605286,
0.1795855015516281,
-0.6004107594490051,
1.1239656209945679,
-0.01612156443297863,
0.023346520960330963,
1.3812057971954346,
-0.7121665477752686,
0.13436013460159302,
-0.08678735047578812,
0.004463666584342718,
0.20455323159694672,
-0.4266086518764496,
-0.42671331763267517,
-0.1452638953924179,
0.08051210641860962,
0.1968102753162384,
-0.10601507127285004,
-0.10554524511098862,
0.7438920736312866,
-0.29783132672309875,
0.09720294922590256,
0.17951610684394836,
0.18040408194065094,
0.39304208755493164,
-0.37881433963775635,
0.12689542770385742,
0.2915193438529968,
-0.12140723317861557,
0.9843725562095642,
-0.40314626693725586,
0.5994008779525757,
0.7575219869613647,
-0.17246218025684357,
0.7961456179618835,
0.11894344538450241,
0.3921363949775696,
0.8282986283302307,
-0.8944780230522156,
0.32204681634902954,
-0.4378523826599121,
0.3079385459423065,
-0.7820373177528381,
-0.15062707662582397,
0.2334512323141098,
-0.3489105999469757,
-0.3098798990249634,
0.20463211834430695,
0.059851426631212234,
0.0037757314275950193,
-0.24332964420318604,
-0.32317182421684265,
0.3896971046924591,
0.5269444584846497,
-0.06498868763446808,
-0.4722093939781189,
0.31061744689941406,
0.04076940566301346,
-0.3056231439113617,
0.23520870506763458,
0.6402308344841003,
-0.04842830449342728,
-0.7678250670433044,
0.1389877051115036,
-0.08434512466192245,
-0.2657957077026367,
0.06249512732028961,
0.3958166539669037,
0.037000320851802826,
-0.3677231967449188,
-0.10880845040082932,
-0.28590816259384155,
0.09513528645038605,
-0.40759339928627014,
-0.12910133600234985,
-0.2449880838394165,
-0.6085556745529175,
0.19737261533737183,
0.5951199531555176,
0.1007622703909874,
-0.08001810312271118,
-0.5449506044387817,
0.13670606911182404,
-0.48174458742141724,
-0.3785862624645233,
0.5861437320709229,
0.342619925737381,
-0.24627777934074402,
-0.729977548122406,
-0.22033102810382843,
0.25805866718292236,
0.6872754693031311,
-0.7765381336212158,
-0.510810375213623,
-0.5592844486236572,
0.08754193037748337,
-0.6280277371406555,
-0.5267590284347534,
-0.17475305497646332,
-0.23039041459560394,
0.5918027758598328,
-0.10070471465587616,
-0.2962476313114166,
0.5579047799110413,
1.0368599891662598,
-0.5942895412445068,
-0.053953733295202255,
0.4106043577194214,
-0.3008477985858917,
-0.355100154876709,
-0.06745391339063644,
0.13549916446208954,
0.1273597925901413,
0.015255882404744625,
-0.12559112906455994,
-0.3418111205101013,
0.20440304279327393,
-6.037325382232666,
0.399157851934433,
-0.5611083507537842,
0.10723339766263962,
-0.5835379362106323,
0.05557927116751671,
0.9957470893859863,
-0.09350643306970596,
0.1746160387992859,
-0.11153356730937958,
-0.18740759789943695,
0.37687620520591736,
0.2568678557872772,
0.6276068687438965,
0.22932857275009155,
0.35125911235809326,
0.6456565260887146,
0.21817278861999512,
-0.4349014163017273,
0.3067002296447754,
-0.21502065658569336,
0.013315468095242977,
0.17813853919506073,
0.4951065182685852,
0.30189359188079834,
0.004461559467017651,
-0.498159795999527,
0.18586470186710358,
-0.31231147050857544,
-0.205060213804245,
0.38679108023643494,
-0.21319006383419037,
-0.23618829250335693,
-0.19443123042583466,
0.145840123295784,
0.21017849445343018,
0.3345048427581787,
0.16781207919120789,
-0.5326104760169983,
-0.24955028295516968,
0.5353958606719971,
0.27916109561920166,
0.19821783900260925,
0.40617847442626953,
0.14600753784179688,
-0.007412984501570463,
-0.38179874420166016,
-0.32978278398513794,
-0.4042641222476959,
0.5746898651123047,
-0.37865662574768066,
-0.17461936175823212,
0.3687354624271393,
-0.19792932271957397,
-0.08031367510557175,
-0.34360194206237793,
0.4503205120563507,
-0.07577616721391678,
-0.43657559156417847,
-0.1906939297914505,
0.24599827826023102,
-0.44660383462905884,
0.2938390076160431,
-0.7277731895446777,
-0.29943713545799255,
0.14752574265003204,
-0.8339236378669739,
-0.9413914680480957,
0.3237171769142151,
0.5080727338790894,
-0.5361109375953674,
0.45173054933547974,
0.18030329048633575,
-0.3911977708339691,
0.05344283953309059,
-0.25253257155418396,
-0.3241199851036072,
-0.034535687416791916,
0.037028029561042786,
0.18918243050575256,
0.191801518201828,
-0.25411227345466614,
-0.25263550877571106,
0.20918932557106018,
0.2563179135322571,
-0.6406148076057434,
-0.0025864839553833008,
-0.022222615778446198,
-0.20215566456317902,
0.006373370997607708,
0.9896994233131409,
0.032449252903461456,
0.030098700895905495,
0.29691147804260254,
0.052757490426301956,
0.3995579779148102,
0.22541144490242004,
0.1758510172367096,
0.21273690462112427,
-0.1605393886566162,
0.7901087403297424,
0.2630128562450409,
-0.2997216284275055,
-1.1967850923538208,
-0.06301207840442657,
0.23670345544815063,
-0.397748738527298,
0.3148948848247528,
0.5143311619758606,
-0.567079484462738,
-0.41548585891723633,
0.23439405858516693,
0.12845592200756073,
-0.3364321291446686,
0.2934342324733734,
-0.08065482974052429,
0.03453940898180008,
0.055464304983615875,
0.0168472807854414,
-0.5969968438148499,
0.12835636734962463,
0.5736158490180969,
-0.03683793917298317,
-0.3937453031539917,
-0.26438483595848083,
-0.5154927968978882,
0.20431959629058838,
0.3913378119468689,
-0.01342293806374073,
-0.311909019947052,
0.45421871542930603,
0.42520034313201904,
-0.09233434498310089,
-0.2910844087600708,
0.1838965117931366,
0.06870227307081223,
-0.1327381730079651,
-0.11839237809181213,
-0.016122473403811455,
-0.4482231140136719,
0.2723531723022461,
-0.4716038405895233,
0.25856757164001465,
-0.14602908492088318,
0.5207898616790771,
-0.3282061219215393,
0.09169679135084152,
-0.06371260434389114,
-0.08656688034534454,
0.13163137435913086,
-0.385017454624176,
-0.44144150614738464,
0.18194769322872162,
0.18731148540973663,
0.06963839381933212,
-0.07570049911737442,
0.5210908651351929,
0.13010653853416443,
0.26358962059020996,
-0.44699954986572266,
0.11551958322525024,
0.06954892724752426,
-0.5611609220504761,
0.14754284918308258,
0.4483861029148102,
0.03924969583749771,
-0.7378907799720764,
0.2137269824743271,
-0.31700724363327026,
0.516363263130188,
-0.10214593261480331,
-0.42326074838638306,
-0.4882560670375824,
-0.012277304194867611,
0.2107769399881363,
-0.3963455259799957,
-0.08920405805110931,
0.21159300208091736,
-0.3312920033931732,
-0.36458542943000793,
0.29213428497314453,
-0.7088411450386047,
-0.36364662647247314,
0.0006020011496730149,
0.6774984002113342,
-0.09327655285596848,
0.32960668206214905,
0.023114893585443497,
-0.7556770443916321,
-0.4836774170398712,
0.30552470684051514,
-0.0646870881319046,
0.9397624135017395,
0.0711226612329483,
0.39267855882644653,
-0.5340316295623779,
0.1876799762248993,
0.2416016012430191,
-0.042143139988183975,
-0.23388035595417023,
0.20441679656505585,
0.5014114379882812,
-0.642906129360199,
0.2176980823278427,
-0.12140373140573502,
-0.5170226693153381,
0.11465305089950562,
-0.12056410312652588,
-0.18647724390029907,
0.2702285051345825,
-0.4465895891189575,
-0.2480667531490326,
-0.2909502685070038,
0.04454687237739563,
-0.40873244404792786,
0.07694178819656372,
0.3937099874019623,
-0.294988214969635,
-0.47249478101730347,
0.269446462392807,
0.25684648752212524,
0.09286971390247345,
-0.08906129747629166,
0.06586698442697525,
-0.17747251689434052,
0.25550606846809387,
0.22407150268554688,
-0.5388888120651245,
-0.2399171143770218,
0.39789366722106934,
0.07345174998044968,
-0.18020331859588623,
0.576033890247345,
-0.34691938757896423,
-0.2114635407924652,
-0.04372839257121086,
0.06701411306858063,
0.6745022535324097,
-0.06349547207355499,
0.10820935666561127,
-0.009859807789325714,
0.6274843811988831,
-0.45902201533317566,
-0.6399069428443909,
-0.21666255593299866,
0.30855241417884827,
0.1655021458864212,
-0.1554255187511444,
-1.0376077890396118,
0.1977715790271759,
0.3619195222854614,
-0.04753469303250313,
-0.048528529703617096,
0.036186184734106064,
0.6114801168441772,
0.34127455949783325,
-0.15779076516628265,
-0.34889480471611023,
0.3690032660961151,
0.41083618998527527,
0.12431672215461731,
-0.5390930771827698,
-0.4585600793361664,
-0.18169273436069489,
0.4192335307598114,
0.17895063757896423,
-0.47650712728500366,
-0.5532829165458679,
0.3435368835926056,
-0.35774487257003784,
0.07760179787874222,
-0.2017948031425476,
0.5941980481147766,
0.5210692286491394,
0.33272120356559753,
0.013097311370074749,
-0.3642241060733795,
0.34798890352249146,
-0.6909036040306091,
-0.32735970616340637,
-0.1956341415643692,
-0.18918240070343018,
0.12977704405784607,
-0.5117901563644409,
-0.020547375082969666,
-0.28048884868621826,
0.32798248529434204,
0.4048893451690674,
0.013353601098060608,
-0.5511971712112427,
-0.4771369993686676,
0.17686061561107635,
-0.23100508749485016,
0.0857573077082634,
0.01199228223413229,
-0.060451705008745193,
-0.024870513007044792,
0.050791069865226746,
-0.016764868050813675,
-0.1604025512933731,
-0.19892174005508423,
0.09095871448516846,
0.547960102558136,
-0.7974487543106079,
1.0649189949035645,
0.39035362005233765,
0.2730027139186859,
0.3069106340408325,
-0.2919794023036957,
-0.02621004544198513,
0.08971822261810303,
0.14137005805969238,
0.38995489478111267,
0.633284866809845,
-0.6276252865791321,
-0.24116943776607513,
0.31066906452178955,
-0.13154728710651398,
0.4476224184036255,
-0.2129124104976654,
0.12365180999040604,
-0.1478482484817505,
0.5463896989822388,
-0.03623485192656517,
-0.5527743101119995,
0.5725293159484863,
-0.08303843438625336,
0.12017802149057388,
0.11206525564193726,
-0.06593919545412064,
0.4023510217666626,
0.5814316868782043,
0.004803797230124474,
0.5684927701950073,
0.3837214708328247,
0.1415705531835556,
0.22044645249843597,
-0.5531603097915649,
-0.28076788783073425,
0.5143899321556091,
0.6473802328109741,
0.038008347153663635,
-0.554487943649292,
0.03155159950256348,
-0.4247622489929199,
0.6225770711898804,
0.29362237453460693,
0.4027705192565918,
-0.5517652034759521,
0.329550564289093,
0.24077703058719635,
0.20904694497585297,
0.03111926279962063,
0.16377820074558258,
-0.08643055707216263,
-0.3857020437717438,
0.28291288018226624,
-0.2352447807788849,
-0.28370869159698486,
-0.2865901589393616,
0.13717925548553467,
0.7544457316398621,
-0.23739880323410034,
0.10010955482721329,
-0.09604907035827637,
0.0497051477432251,
0.6213019490242004,
0.40225929021835327,
0.03726545721292496,
-0.13564813137054443,
-0.20515531301498413,
-0.1829071342945099,
-0.4804302752017975,
0.23428262770175934,
0.23457905650138855,
-0.6435129642486572,
0.5641871094703674,
0.013542397879064083,
-0.07739900797605515,
-0.32332149147987366,
0.004102074541151524,
0.07628712058067322,
0.015175065025687218,
-0.48232829570770264,
0.1317777931690216,
0.12441139668226242,
0.024055110290646553,
-0.070499949157238,
0.005490359850227833,
-0.12294308841228485,
-0.26794683933258057,
-0.3982948064804077,
-0.2171212136745453,
0.13637828826904297,
-0.12440572679042816,
-0.1540168970823288,
-0.30336061120033264,
1.1785600185394287,
0.15125629305839539,
0.12358608096837997,
-0.3768771290779114,
-0.05300784483551979,
-0.24744758009910583,
0.35183748602867126,
-0.5137137770652771,
0.6676319241523743,
-0.7536324262619019,
-0.15588022768497467,
-0.38309547305107117,
0.16861402988433838,
0.6865898370742798,
0.03695397451519966,
0.05730723962187767,
-0.2282232642173767,
0.25819042325019836,
0.03504881635308266,
0.10107959806919098,
0.01996011659502983,
-0.20267032086849213,
-0.03351530805230141,
0.03308463841676712,
-0.1455126255750656,
0.6060636043548584,
0.04623321071267128,
0.1195816770195961,
0.005362681578844786,
-0.06868847459554672,
0.5361476540565491,
-0.42794159054756165,
0.005609758663922548,
0.1613042801618576,
-0.30783045291900635,
-0.3729017376899719,
0.593425989151001,
-0.37253403663635254,
0.228536918759346,
0.05356496572494507,
0.11806570738554001,
0.2774442732334137,
-0.43653565645217896,
-0.1940496563911438,
0.10296779125928879,
0.37401342391967773,
0.038092613220214844,
0.0071039386093616486,
0.27598822116851807,
-0.11499882489442825,
-0.17109932005405426,
-0.6130510568618774,
0.46389251947402954,
-0.09271416068077087,
-0.25885728001594543,
0.06353170424699783,
0.01769019290804863,
-0.4553040862083435,
0.5633814930915833,
-0.1268627643585205,
-0.43889757990837097,
-0.3959687352180481,
0.12820251286029816
] |
Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the purpose of private study or research. • You may not further distribute the material or use it for any profit-making activity or commercial gain • You may freely distribute the URL identifying the publication in the public portal ? If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately and investigate your claim. May not music be described as the mathematics of the sense, mathematics as music of the reason? The musician feels mathematics, the mathematician thinks music: music the dream, mathematics the working life. Summary The increasing usage of computer-based systems in almost every aspect of our daily life makes more and more dangerous the threat posed by potential attackers , and more and more rewarding a successful attack. Moreover, the complexity of these systems is also increasing, including physical devices, software components and human actors interacting with each other to form so-called socio-technical systems. The importance of socio-technical systems to modern societies requires verifying their security properties formally, while their inherent complexity makes manual analyses impracticable. Graphical models for security offer an unrivalled opportunity to describe socio-technical systems, for they allow to represent different aspects like human behaviour, computation and physical phenomena in an abstract yet uniform manner. Moreover, these models can be assigned a formal semantics, thereby allowing formal verification of their properties. Finally, their appealing graphical notations enable to communicate security concerns in an understandable way also to non-experts, often in charge of the decision making. This dissertation argues that automated techniques can be developed on graphical security models to evaluate qualitative and quantitative security properties of socio-technical systems and to synthesise optimal attack and defence strategies. In support to this claim we develop analysis techniques for widely-used graphical security models such as attack trees and attack-defence trees. Our analyses cope with the optimisation of multiple parameters of an attack and defence scenario. Improving on the literature, in case of conflicting parameters such as probability and cost we compute the set of optimal solutions …
|
[
-0.008572593331336975,
-0.0023947684094309807,
0.007308380212634802,
0.011619017459452152,
0.012238118797540665,
0.01290151011198759,
0.009842367842793465,
0.02323044091463089,
-0.013543374836444855,
-0.034112587571144104,
0.009364806115627289,
0.014269553124904633,
-0.01911383680999279,
0.016564644873142242,
-0.004676890093833208,
0.00452285073697567,
-0.026141177862882614,
0.0026947828009724617,
0.004908757284283638,
-0.003999094478785992,
0.011176411993801594,
-0.007958635687828064,
0.008954035118222237,
0.010652072727680206,
-0.029984168708324432,
-0.0021374549251049757,
0.013890702277421951,
-0.003985857591032982,
-0.010665742680430412,
0.0034581427462399006,
0.008369146846234798,
-0.012029774487018585,
-0.0007899794727563858,
0.012899672612547874,
-0.007158923894166946,
0.028909388929605484,
-0.01243506744503975,
0.014897569082677364,
0.020950254052877426,
-0.004031682852655649,
-0.010162909515202045,
-0.0042635067366063595,
-0.0002699237084016204,
-0.023647712543606758,
-0.011006150394678116,
-0.012482532300055027,
-0.0068832337856292725,
0.012361230328679085,
0.009615249931812286,
0.009140726178884506,
-0.006887199357151985,
-0.02217451110482216,
-0.0051252227276563644,
0.05233163386583328,
-0.006799360737204552,
-0.005777899641543627,
0.01926235295832157,
0.020013250410556793,
-0.005728632211685181,
0.014177434146404266,
0.011898407712578773,
-0.004927265457808971,
0.019647475332021713,
0.003826383501291275,
0.0029000150971114635,
-0.06677492707967758,
-0.012797364965081215,
0.027123384177684784,
0.0008726763189770281,
0.033580273389816284,
0.002780366223305464,
0.0122968265786767,
0.024222593754529953,
0.0006381077691912651,
-0.027208786457777023,
-0.020309332758188248,
0.0168052576482296,
0.011673619970679283,
-0.026312746107578278,
0.00959756039083004,
-0.00510328309610486,
-0.015222986228764057,
-0.021914005279541016,
0.025073450058698654,
-0.004119611345231533,
0.00008121319115161896,
-0.004240142647176981,
0.004698286764323711,
0.012094724923372269,
0.0014538916293531656,
-0.007663916330784559,
-0.01268584094941616,
-0.007160224486142397,
-0.044082120060920715,
-0.037136517465114594,
0.0045547280460596085,
-0.012224497273564339,
0.022379111498594284,
0.013934379443526268,
-0.003010489046573639,
0.0003364039584994316,
0.023015128448605537,
0.019669201225042343,
0.004276986699551344,
0.022175025194883347,
0.012319711968302727,
-0.02107379585504532,
0.019668515771627426,
0.0004184255376458168,
0.010778369382023811,
-0.0008503692224621773,
0.006333413068205118,
-0.004764137789607048,
-0.01454191841185093,
0.0020629465579986572,
0.025766830891370773,
0.029236597940325737,
0.012586833909153938,
0.0063902828842401505,
-0.042422473430633545,
-0.002300006803125143,
-0.03176445513963699,
0.005582554265856743,
0.01903882622718811,
0.010148902423679829,
0.0012218272313475609,
-0.0046467711217701435,
-0.012910766527056694,
-0.012154736556112766,
0.0008644270710647106,
-0.012878403067588806,
-0.009879933670163155,
0.012235315516591072,
0.05194437503814697,
0.018607977777719498,
0.007123833522200584,
0.0015147309750318527,
-0.0032418793998658657,
-0.005619977135211229,
0.009786471724510193,
-0.003847316838800907,
0.01458789687603712,
-0.006481269374489784,
0.012382810935378075,
0.017276830971240997,
-0.002722459612414241,
0.002737462054938078,
0.002401948906481266,
-0.0066024912521243095,
-0.03194275498390198,
-0.0008627567440271378,
-0.009472191333770752,
-0.0345049723982811,
-0.00977371446788311,
-0.02792736142873764,
0.0203881673514843,
-0.0025422824546694756,
0.01990785263478756,
-0.02052028849720955,
0.012363303452730179,
0.0209784135222435,
0.0015899552963674068,
-0.012568037025630474,
0.008810500614345074,
0.0039751878939569,
0.021128475666046143,
-0.0016889588441699743,
-0.008876332081854343,
-0.003036798443645239,
0.005363255739212036,
-0.012088754214346409,
0.025643223896622658,
-0.00958015862852335,
-0.0024240061175078154,
-0.005252985283732414,
-0.012378957122564316,
0.026295790448784828,
0.004936378449201584,
-0.010874983854591846,
0.06668959558010101,
-0.011834098026156425,
0.027300221845507622,
-0.013529608026146889,
-0.021469710394740105,
0.01982198655605316,
0.008934786543250084,
-0.008059256710112095,
-0.003202598774805665,
-0.009597747586667538,
0.005338469985872507,
0.014425619505345821,
-0.009374955669045448,
-0.03115435317158699,
-0.011032283306121826,
-0.00281686894595623,
0.003766876645386219,
0.017489053308963776,
-0.009520248509943485,
0.009637652896344662,
-0.0170427318662405,
0.03017733246088028,
0.007580126635730267,
0.0012013590894639492,
-0.00440780445933342,
0.004343725275248289,
0.0004598707892000675,
0.047530729323625565,
0.018679702654480934,
0.010101663880050182,
-0.024017956107854843,
0.02361493557691574,
0.01262673269957304,
-0.00527421198785305,
-0.008063052780926228,
0.009024189785122871,
0.011834452860057354,
-0.031913019716739655,
-0.0167547557502985,
0.00855610053986311,
-0.008320927619934082,
-0.008837666362524033,
-0.002474390435963869,
0.01165763195604086,
0.0021832003258168697,
0.02141413278877735,
0.00866114441305399,
0.008976873010396957,
0.006641533691436052,
-0.002443606499582529,
-0.003406150033697486,
0.010596247389912605,
0.007652401924133301,
-0.007649216800928116,
0.003768819384276867,
-0.023724840953946114,
-0.019600732252001762,
0.010133092291653156,
-0.0060690585523843765,
0.009343042969703674,
-0.01040521077811718,
0.0024994462728500366,
0.007031113840639591,
-0.012375573627650738,
0.0106123061850667,
0.0021055908873677254,
-0.0016826961655169725,
0.009689440950751305,
0.02017919160425663,
0.02189653366804123,
0.004349881317466497,
0.008721858263015747,
0.02065066620707512,
0.015405316837131977,
-0.01797434687614441,
-0.03849973529577255,
-0.004421240650117397,
-0.005749753676354885,
0.00960121676325798,
0.025451399385929108,
0.028491895645856857,
0.0056617832742631435,
0.006544355768710375,
0.0077889347448945045,
-0.012649701908230782,
0.010408218018710613,
0.008817149326205254,
0.014667103998363018,
0.016504807397723198,
-0.016317281872034073,
-0.019712572917342186,
0.005604561883956194,
-0.009142299182713032,
-0.010305892676115036,
-0.08199834823608398,
-0.01951422542333603,
-0.021923750638961792,
-0.0037272474728524685,
0.018166787922382355,
0.008179494179785252,
-0.025581195950508118,
0.008305820636451244,
-0.016133399680256844,
-0.017280854284763336,
0.007190614007413387,
-0.0010618504602462053,
-0.017413228750228882,
0.0049862004816532135,
0.017146175727248192,
-0.015060203149914742,
0.002336678095161915,
0.0020998436957597733,
-0.008074077777564526,
0.016943421214818954,
0.0029702461324632168,
0.005568225868046284,
-0.02641642466187477,
-0.013482628390192986,
-0.010875769890844822,
-0.029882092028856277,
0.008313468657433987,
0.0070971231907606125,
0.013095715083181858,
0.0011560304556041956,
0.008393415249884129,
-0.006565432995557785,
-0.012573542073369026,
-0.020391955971717834,
-0.015101779252290726,
-0.021832318976521492,
0.0004897299222648144,
-0.014532454311847687,
0.003830878995358944,
0.025494327768683434,
0.013218790292739868,
0.023486971855163574,
-0.006423437036573887,
0.008548514917492867,
-0.002897634170949459,
0.017919564619660378,
0.010457208380103111,
0.003857483621686697,
0.004362222272902727,
0.0061288755387067795,
0.01464497298002243,
-0.0026603462174534798,
0.004011775366961956,
0.013510572724044323,
0.003654521657153964,
0.01546900812536478,
-0.0007354132831096649,
-0.030384059995412827,
-0.007496115751564503,
-0.009427649900317192,
-0.01857871748507023,
-0.004152209497988224,
0.002667897380888462,
0.057636559009552,
-0.021814066916704178,
0.007120595313608646,
0.02746792510151863,
0.00969989225268364,
0.018510855734348297,
0.017144586890935898,
0.013112401589751244,
0.005043671932071447,
-0.01315261423587799,
-0.004732511471956968,
0.016714079305529594,
-0.007777301594614983,
-0.008727427572011948,
0.006368573755025864,
0.03056321106851101,
0.00902249664068222,
-0.020438265055418015,
0.0068141198717057705,
0.017296012490987778,
-0.019688298925757408,
-0.0042963228188455105,
0.009561260230839252,
0.011357149109244347,
-0.021806394681334496,
0.005291768349707127,
-0.004414275288581848,
0.007940017618238926,
0.0010639263782650232,
0.003884941339492798,
0.0007654798682779074,
-0.014241937547922134,
0.007243253290653229,
0.0010081324726343155,
-0.012180950492620468,
0.010431140661239624,
0.010258457623422146,
0.0005819463403895497,
0.004428229294717312,
-0.011136746034026146,
-0.012016456574201584,
-0.017776623368263245,
0.005880475044250488,
-0.015003961510956287,
0.010137137025594711,
-0.00791081041097641,
-0.014227034524083138,
-0.010278575122356415,
-0.017155572772026062,
-0.00600522430613637,
0.029192453250288963,
0.012677625752985477,
0.0012227039551362395,
-0.010395902208983898,
0.004865910857915878,
0.07278597354888916,
0.004588806536048651,
0.016051754355430603,
-0.00897636916488409,
0.03513167425990105,
-0.0475156307220459,
0.008144046179950237,
-0.002121581230312586,
0.030063584446907043,
0.028784923255443573,
0.013503002002835274,
-0.01825813576579094,
0.003627962898463011,
-0.012107264250516891,
-0.017835889011621475,
-0.005466416943818331,
0.024135801941156387,
0.007549747359007597,
0.00035094888880848885,
0.01295839250087738,
-0.0240626223385334,
0.019581284373998642,
0.016687899827957153,
0.025700176134705544,
-0.014401578344404697,
0.021514154970645905,
0.007508544251322746,
-0.01304961834102869,
0.015221117995679379,
-0.0006225216202437878,
-0.0032229903154075146,
-0.016821932047605515,
-0.0040543158538639545,
-0.014496233314275742,
0.033500492572784424,
0.017223887145519257,
-0.010781088843941689,
0.03129449859261513,
-0.004883124493062496,
-0.01625944674015045,
-0.007182760164141655,
-0.011805370450019836,
0.014070315286517143,
0.011117304675281048,
-0.009420352056622505,
-0.0160239115357399,
0.01234433799982071,
-0.007442096713930368,
-0.0007414424326270819,
0.02440519817173481,
-0.007644754834473133,
0.019209720194339752,
0.01932879537343979,
0.031869612634181976,
0.021908095106482506,
-0.01429499126970768,
0.01119727361947298,
0.001634157495573163,
0.0031082527711987495,
0.012195974588394165,
0.00864908192306757,
0.01244857907295227,
-0.02124565839767456,
-0.0011061360128223896,
0.040551282465457916,
-0.022445064038038254,
-0.005203226115554571,
-0.011143233627080917,
-0.011990872211754322,
0.009082730859518051,
0.00324982195161283,
-0.004495936445891857,
-0.015021579340100288,
0.022271286696195602,
-0.006219834089279175,
-0.03178294748067856,
0.019176308065652847,
-0.013991357758641243,
0.006593566853553057,
-0.01703130453824997,
0.018088188022375107,
0.006316256709396839,
-0.012332023121416569,
-0.02245316654443741,
0.0013256360543891788,
-0.01678134873509407,
0.018736006692051888,
-0.07475581765174866,
-0.017088299617171288,
0.010402040556073189,
-0.01025573443621397,
-0.0036728540435433388,
0.005134759470820427,
-0.006495892070233822,
-0.0038000796921551228,
0.02371148020029068,
0.00038945983396843076,
-0.0258500799536705,
-0.030805693939328194,
-0.026771245524287224,
-0.004846168216317892,
0.009297708049416542,
-0.004244003910571337,
0.010388748720288277,
0.001837792806327343,
-0.003343427088111639,
-0.01296241581439972,
-0.021786104887723923,
-0.02341330610215664,
-0.0389653742313385,
-0.009754106402397156,
0.008962012827396393,
-0.08147130906581879,
-0.023632200434803963,
-0.0017972119385376573,
-0.011686118319630623,
-0.01841508224606514,
-0.012484400533139706,
0.04211736097931862,
-0.014238975010812283,
0.008357126265764236,
-0.009629695676267147,
-0.02681434527039528,
0.024681448936462402,
-0.028307389467954636,
-0.005246826447546482,
-0.0003122147172689438,
-0.004210174083709717,
0.0003529726527631283,
-0.00911645870655775,
-0.020955979824066162,
0.013378545641899109,
0.04268835857510567,
0.024703657254576683,
-0.006045742426067591,
-0.008469128049910069,
-0.016634473577141762,
-0.0020464053377509117,
-0.017850268632173538,
0.007058905437588692,
0.010786764323711395,
-0.0014377636834979057,
-0.021049223840236664,
-0.00033535249531269073,
-0.007679094560444355,
-0.01446719653904438,
0.003790674265474081,
-0.008379293605685234,
0.02127976529300213,
0.003812802955508232,
-0.0064444709569215775,
-0.0011779798660427332,
-0.001607483602128923,
-0.0320231057703495,
0.019581232219934464,
0.007097935304045677,
0.004297241102904081,
-0.010699156671762466,
0.009222552180290222,
-0.0021782866679131985,
0.01009178627282381,
-0.025860672816634178,
0.007406681776046753,
0.019446156919002533,
-0.017147745937108994,
-0.011340940371155739,
-0.008965922519564629,
-0.004917733836919069,
-0.006588013842701912,
-0.0077084824442863464,
-0.018017791211605072,
-0.004389388021081686,
-0.0014472445473074913,
-0.01617809385061264,
-0.01664619892835617,
0.07153154909610748,
-0.002451983280479908,
-0.014027646742761135,
0.02085254341363907,
0.007044198457151651,
-0.0015843200962990522,
-0.0017222678288817406,
0.0023933444172143936,
-0.033328525722026825,
-0.004788210615515709,
0.0027963751927018166,
-0.007527467329055071,
0.00021595763973891735,
0.0038873073644936085,
-0.02416166104376316,
0.014045311138033867,
-0.006966128945350647,
-0.0037499605678021908,
-0.04389669746160507,
0.001971758436411619,
-0.02425338700413704,
0.028648413717746735,
-0.007991122081875801,
-0.010307444259524345,
0.028744546696543694,
-0.023146023973822594,
-0.016825096681714058,
-0.013533142395317554,
-0.01438223011791706,
0.010276975110173225,
-0.006892679259181023,
0.016146410256624222,
0.002205562312155962,
0.027424274012446404,
-0.0013370468514040112,
0.011651303619146347,
0.004996391944587231,
0.0029294691048562527,
-0.0076998816803097725,
-0.03759323060512543,
0.03140821307897568,
-0.0013822223991155624,
0.010342883877456188,
-0.008701261132955551,
0.0007936179172247648,
0.02403615042567253,
0.005894020199775696,
0.003200445557013154,
0.002619361039251089,
0.007455335929989815,
-0.022408053278923035,
0.00704207643866539,
0.011351145803928375,
-0.011324077844619751,
-0.003331530839204788,
-0.00138577027246356,
-0.04354748874902725,
0.005107590928673744,
0.00025471020489931107,
-0.008629241958260536,
0.0011557068210095167,
-0.02131032943725586,
0.018951576203107834,
0.00021648750407621264,
-0.0036941180005669594,
0.028931383043527603,
-0.007581236772239208,
-0.008984504267573357,
-0.015121916308999062,
0.012079178355634212,
0.02416570857167244,
0.011958744376897812,
0.008096388541162014,
-0.011540927924215794,
0.013649176806211472,
-0.006989398505538702,
-0.022333232685923576,
-0.00034907180815935135,
0.006037569139152765,
-0.0022012449335306883,
-0.007521818391978741,
0.01339170802384615,
-0.012096956372261047,
0.006563354749232531,
-0.016130223870277405,
0.006488616578280926,
0.023934857919812202,
-0.0007286833133548498,
-0.013798791915178299,
0.005220448598265648,
0.014386255294084549,
0.00004604295827448368,
0.004313107114285231,
-0.014431128278374672,
0.005616214592009783,
0.03593290597200394,
-0.0122543815523386,
0.010357767343521118,
0.02691918984055519,
0.0015726143028587103,
-0.02094903029501438,
-0.0005475986981764436,
-0.0024296161718666553,
0.02339521050453186,
-0.012453090399503708,
-0.019097786396741867,
0.0029835086315870285,
-0.000698489136993885,
0.009768165647983551,
-0.0048121679574251175,
-0.0039709629490971565,
0.0008920058608055115,
0.02132871374487877,
-0.004062091000378132,
0.004775031935423613,
0.006934077013283968,
-0.02024679258465767,
0.016421057283878326,
0.0025218725204467773,
-0.00527229392901063,
-0.0013768970966339111,
-0.0036846441216766834,
-0.0004177885130047798,
0.015907153487205505,
-0.010652372613549232,
-0.0018537950236350298,
-0.0020476188510656357,
0.006582230795174837,
0.01570921391248703,
-0.008470412343740463,
0.006474039517343044,
-0.011385507881641388,
-0.02674422226846218,
-0.010496007278561592,
0.03398346155881882,
-0.014617661945521832,
-0.019079696387052536,
-0.018329370766878128,
-0.005000142380595207,
0.0367429181933403,
-0.0001715230755507946,
0.008734336122870445,
0.006841624155640602,
-0.00947553850710392,
0.010740678757429123,
0.0023063793778419495,
0.011607887223362923,
0.024296682327985764,
0.003688616445288062,
-0.016048109158873558,
0.02216706983745098,
0.015805549919605255,
0.013234368525445461,
-0.0014421965461224318,
0.018175678327679634,
0.013615877367556095,
0.006891096942126751,
-0.008483925834298134,
-0.00045398971997201443,
0.00043645245023071766,
-0.017955582588911057,
0.02921469509601593,
0.023808512836694717,
0.003264252096414566,
0.009044058620929718,
-0.04169861972332001,
0.0036600246094167233,
-0.006953355390578508,
-0.0005021847318857908,
0.01140918955206871,
-0.002172717358916998,
-0.016705675050616264,
-0.020412849262356758,
-0.0029453285969793797,
-0.012350534088909626,
-0.014796731993556023,
-0.006153943948447704,
0.014917129650712013,
-0.007499093189835548,
0.011995324864983559,
-0.007034337613731623,
0.020479809492826462,
0.004938451573252678,
-0.019906990230083466,
-0.015156107023358345,
0.023545216768980026,
-0.010274114087224007,
0.019265543669462204,
0.004554480779916048,
-0.010511616244912148,
-0.020948193967342377,
0.01943374052643776,
-0.017188148573040962,
-0.018952004611492157,
-0.004926599562168121,
-0.04652678221464157,
0.0008142131846398115,
-0.026534177362918854,
0.0032580846454948187,
-0.009777005761861801,
0.0006593221332877874,
0.00010002683848142624
] |
[
0.7103674411773682,
0.44164174795150757,
0.0066665541380643845,
0.13783235847949982,
0.10019499063491821,
-0.609831690788269,
0.20727816224098206,
0.36743852496147156,
-0.508550226688385,
0.15965265035629272,
-0.6125593185424805,
0.7083407044410706,
-0.056259170174598694,
0.245173379778862,
-0.06301268190145493,
0.25562959909439087,
0.4459248185157776,
0.5085463523864746,
-0.020257022231817245,
-0.51317298412323,
-0.5197786688804626,
0.00005660005263052881,
0.24406218528747559,
-0.08483016490936279,
0.35451775789260864,
0.14341989159584045,
0.6424497961997986,
0.525102972984314,
-0.8058030009269714,
-0.23913642764091492,
0.19059030711650848,
0.29973214864730835,
0.0015768710291013122,
-0.06547293066978455,
0.31066763401031494,
-0.12516573071479797,
-0.0387798510491848,
-0.1482430249452591,
-0.0008471282199025154,
-0.39423027634620667,
0.34618595242500305,
0.4896760582923889,
-0.29768890142440796,
0.3210577964782715,
0.08767887204885483,
-0.045377496629953384,
-0.5986015200614929,
0.013801971450448036,
0.02609761245548725,
0.19512425363063812,
-0.19061845541000366,
0.26242512464523315,
-0.0013615326024591923,
0.2254365086555481,
0.3043611943721771,
0.46254390478134155,
-0.8074991703033447,
-0.20494090020656586,
-0.14162561297416687,
-0.5096279382705688,
0.49990028142929077,
-0.14778238534927368,
0.22309432923793793,
0.5652419924736023,
0.5736813545227051,
0.22977691888809204,
0.10512635111808777,
-0.4670317471027374,
-0.19321317970752716,
-0.24159641563892365,
-0.08977709710597992,
-0.2416626662015915,
-0.6032199263572693,
-0.3362906575202942,
-0.4319300651550293,
-0.14054739475250244,
-0.1355779469013214,
-0.5051564574241638,
0.23564885556697845,
0.2726876735687256,
0.5008434057235718,
0.6081534624099731,
0.037826959043741226,
-0.04097207263112068,
0.26706933975219727,
0.5479493737220764,
-0.46741774678230286,
-0.08513974398374557,
-0.05495642498135567,
0.26198992133140564,
-0.16195635497570038,
0.027870630845427513,
0.11980151385068893,
-0.03576432913541794,
0.3513055443763733,
0.408123254776001,
0.6860875487327576,
-0.11163494735956192,
0.23930668830871582,
0.11332310736179352,
-0.4330892860889435,
0.07100358605384827,
-0.07761850953102112,
-0.7003676891326904,
-0.09216947853565216,
-0.6013179421424866,
-0.030308229848742485,
-0.5178453922271729,
0.13157784938812256,
0.4527648687362671,
-0.0704064592719078,
0.20769403874874115,
-0.10144510865211487,
-0.25581344962120056,
0.1388818770647049,
0.13388974964618683,
0.004758163820952177,
-0.42403167486190796,
-0.2667236030101776,
0.8670666217803955,
-0.1981065720319748,
0.48090291023254395,
0.045724742114543915,
0.32019928097724915,
0.582547664642334,
-0.26165521144866943,
0.12366601824760437,
0.41569504141807556,
-0.3298247754573822,
0.22358231246471405,
0.2504248023033142,
0.6597604751586914,
-0.06631524115800858,
-0.17883341014385223,
-0.21628253161907196,
0.47500523924827576,
0.2242770940065384,
-0.3214598596096039,
0.12224040180444717,
-0.14994636178016663,
-0.6905660629272461,
-0.7753257751464844,
-0.611530601978302,
-0.44457003474235535,
0.07914970815181732,
-0.5851176977157593,
0.15812784433364868,
0.02370113879442215,
-0.581292450428009,
-0.03717365115880966,
0.31101855635643005,
0.1415686011314392,
-0.30837810039520264,
-0.21412350237369537,
-0.6771519184112549,
0.2016478031873703,
0.6841036081314087,
0.01985342800617218,
-0.6201618313789368,
-0.05393058434128761,
0.38957929611206055,
-0.32982245087623596,
-0.6306226849555969,
0.11473844945430756,
0.12598659098148346,
-0.010205029509961605,
-0.34165626764297485,
0.7669844031333923,
0.1773836463689804,
-0.5836925506591797,
-0.42993390560150146,
-0.1827055811882019,
-0.13507315516471863,
-1.0896689891815186,
-0.33785954117774963,
0.44404137134552,
0.10560259968042374,
0.6366521120071411,
0.22433669865131378,
-0.30525848269462585,
-0.44589194655418396,
0.17415615916252136,
-0.4035436809062958,
0.06826908141374588,
0.00023368274560198188,
0.10018910467624664,
0.14354228973388672,
0.46089449524879456,
0.0846576914191246,
0.2497338354587555,
-0.9333673715591431,
-0.3432859182357788,
0.7242873907089233,
-0.9721153378486633,
1.2635771036148071,
0.08733132481575012,
-0.12168937921524048,
1.165574312210083,
-0.18461421132087708,
0.00021448427287396044,
-0.34139999747276306,
0.6893588900566101,
-0.2717288136482239,
-0.2853597104549408,
-1.3799598217010498,
0.37167105078697205,
-0.04964754357933998,
0.17705899477005005,
0.25474485754966736,
-0.18623678386211395,
0.17834272980690002,
0.23182733356952667,
0.46483588218688965,
-0.3145292401313782,
0.019496234133839607,
-0.15653376281261444,
-0.2759459912776947,
0.03413677588105202,
0.17357434332370758,
-0.435327410697937,
0.24457205832004547,
-0.3296982944011688,
0.7038782835006714,
0.5648149847984314,
-0.3964167833328247,
0.4326055943965912,
-0.2291841357946396,
0.6379602551460266,
0.5547475814819336,
-0.5167680978775024,
0.15722179412841797,
-0.380126416683197,
0.3407893478870392,
-0.36121466755867004,
-0.16716434061527252,
0.46402719616889954,
-0.20001183450222015,
-0.3292636573314667,
0.2101256102323532,
0.38148078322410583,
0.2626132369041443,
-0.10284527391195297,
-0.1543687880039215,
-0.03431647643446922,
-0.36188289523124695,
0.24181823432445526,
-0.4546181559562683,
0.544476330280304,
-0.46251773834228516,
0.16878445446491241,
0.25984901189804077,
0.45296043157577515,
-0.04655780643224716,
-0.39388811588287354,
0.30164816975593567,
0.25349265336990356,
-0.8712472319602966,
-0.22283969819545746,
0.09261945635080338,
-0.5897800922393799,
0.12363908439874649,
-0.9098591208457947,
-0.24157892167568207,
0.07194925099611282,
-0.32752183079719543,
-0.16835269331932068,
0.04454617202281952,
-0.6992027163505554,
0.19577404856681824,
0.7178837060928345,
0.19271832704544067,
0.010091669857501984,
-1.0188981294631958,
0.35706353187561035,
0.08955492079257965,
0.137708842754364,
0.6206387281417847,
0.2376893311738968,
-0.20891524851322174,
-0.32112136483192444,
-0.5190362930297852,
-0.09935570508241653,
0.5158053040504456,
-0.306498259305954,
-0.23766173422336578,
-0.4220181703567505,
0.754143238067627,
-0.3781847655773163,
-0.35957077145576477,
0.2050762176513672,
-0.06622131913900375,
-0.027726950123906136,
0.09331333637237549,
-0.5540516972541809,
0.9672834277153015,
0.8761210441589355,
-0.5508950352668762,
0.2961801290512085,
0.2593804895877838,
-0.44761043787002563,
-0.008771422319114208,
-0.14570970833301544,
-0.518543004989624,
-0.32300272583961487,
0.7536150813102722,
0.551663339138031,
-1.0053366422653198,
0.019532624632120132,
-5.722639560699463,
0.28255805373191833,
-0.8950145244598389,
0.03346122056245804,
-0.7753263115882874,
0.14515340328216553,
1.025923728942871,
-0.20274513959884644,
-0.049828220158815384,
-0.2558188736438751,
0.3904578983783722,
0.21526426076889038,
0.8001997470855713,
0.5498530268669128,
0.11059615761041641,
0.6539484262466431,
0.5887385010719299,
-0.4211078882217407,
-0.07556558400392532,
0.0982428565621376,
-0.3760225772857666,
-0.28271234035491943,
-0.09849298000335693,
0.24757912755012512,
0.47738566994667053,
0.8242618441581726,
-0.45973366498947144,
0.19361604750156403,
0.15984691679477692,
0.054811812937259674,
0.08893585950136185,
-0.45789721608161926,
-0.06147029995918274,
-0.3597694933414459,
0.5554512143135071,
0.08606245368719101,
0.11677057296037674,
0.19430676102638245,
0.1701841801404953,
0.21656666696071625,
0.30736225843429565,
-0.007713126018643379,
-0.3658503592014313,
0.20851454138755798,
0.04379895329475403,
-0.38615211844444275,
-0.6455848813056946,
0.2586335837841034,
-0.4602338969707489,
0.7363721132278442,
-0.23199644684791565,
-0.4724658131599426,
0.5261309742927551,
0.2061683088541031,
-0.24609915912151337,
0.10365147143602371,
0.5236839652061462,
-0.586980402469635,
-0.445180207490921,
-0.2939218580722809,
0.14949485659599304,
-0.46939563751220703,
0.535232663154602,
-0.4228079617023468,
-0.12884627282619476,
0.55415940284729,
-0.8718022704124451,
-1.118219017982483,
0.15771862864494324,
0.3694358170032501,
-0.5074796080589294,
0.03530960902571678,
0.24877212941646576,
-0.5489519834518433,
-0.5168934464454651,
-0.17179913818836212,
-0.44134658575057983,
0.042425818741321564,
-0.2521202862262726,
0.21716779470443726,
0.45486128330230713,
-0.17038077116012573,
-0.45898959040641785,
0.4509851336479187,
0.2780129015445709,
-0.5792309641838074,
0.30397799611091614,
-0.31944888830184937,
-0.46060797572135925,
-0.41997256875038147,
0.8712165951728821,
-0.41862791776657104,
-0.07260935008525848,
0.7323744893074036,
-0.24933946132659912,
0.4961388111114502,
0.19307351112365723,
-0.36135342717170715,
0.1673833429813385,
0.26801741123199463,
0.44986021518707275,
0.1438584178686142,
0.33679619431495667,
-1.1790026426315308,
-0.3563210368156433,
0.4234294295310974,
-0.1948433816432953,
-0.005123745650053024,
0.3874064087867737,
-0.3897213041782379,
-0.07728135585784912,
-0.5311189293861389,
-0.0005016939830966294,
-0.03693101182579994,
0.46727022528648376,
-0.23489230871200562,
0.1357339769601822,
0.5344049334526062,
-0.22392043471336365,
-0.26079702377319336,
0.5051977038383484,
-0.101146399974823,
-0.18626025319099426,
-0.694021463394165,
-0.785094678401947,
-0.3147956430912018,
0.08178076893091202,
0.01813112199306488,
-0.32518869638442993,
0.0887778028845787,
0.2793225049972534,
0.2783145010471344,
-0.13605773448944092,
0.013334229588508606,
0.15319883823394775,
0.3551939129829407,
-0.3672657907009125,
-0.3592557907104492,
0.16026976704597473,
-0.2879717946052551,
-0.10898597538471222,
-0.08802537620067596,
-0.14110906422138214,
0.03897576406598091,
0.6412246823310852,
0.009385786950588226,
-0.0005475860671140254,
-0.08819449692964554,
-0.37415358424186707,
0.17922377586364746,
-0.1838938444852829,
-0.22670698165893555,
0.27679526805877686,
0.14444106817245483,
-0.26450076699256897,
-0.31809544563293457,
0.2693127989768982,
0.21960516273975372,
0.6070194840431213,
-0.3384387493133545,
-0.0026769088581204414,
-0.4802258610725403,
-0.7805228233337402,
0.11756936460733414,
0.24094678461551666,
-0.43317025899887085,
-0.5566819906234741,
-0.13042011857032776,
-0.757224977016449,
0.41198793053627014,
-0.036672335118055344,
-0.14339374005794525,
-0.04929828643798828,
0.15257298946380615,
-0.032937176525592804,
-0.5127690434455872,
0.08355315774679184,
-0.1038803905248642,
0.06793532520532608,
-0.2627672553062439,
0.33162564039230347,
-0.8051249980926514,
-0.058474913239479065,
0.028594063594937325,
0.4004194736480713,
-0.21047630906105042,
0.339880108833313,
0.003296780399978161,
-0.32584038376808167,
-0.20640020072460175,
-0.0728558674454689,
0.04170827940106392,
0.7739289999008179,
0.004776987712830305,
0.24149800837039948,
-0.34758538007736206,
0.5869624614715576,
-0.6000982522964478,
0.10917492210865021,
-0.13999120891094208,
0.26541364192962646,
0.7071549892425537,
-1.1515127420425415,
0.37913283705711365,
-0.2755863666534424,
-0.3967990279197693,
0.10930126160383224,
0.32830116152763367,
-0.48799294233322144,
0.539675235748291,
-0.49303770065307617,
0.10137461870908737,
0.30017900466918945,
0.788674533367157,
-0.5157381296157837,
0.012037089094519615,
0.5792856812477112,
0.11388763785362244,
-0.7409406900405884,
-0.13001050055027008,
0.563759446144104,
-0.17266321182250977,
-0.14564163982868195,
0.14645043015480042,
-0.028180407360196114,
0.02153405174612999,
0.8487585186958313,
-0.3704187870025635,
-0.1142716109752655,
0.22710102796554565,
-0.395157128572464,
0.056130301207304,
0.34281283617019653,
-0.42856475710868835,
-0.6441136598587036,
-0.16522708535194397,
-0.3178395628929138,
0.21034976840019226,
-0.1803637146949768,
0.2564966380596161,
0.03212108463048935,
0.9522594809532166,
-0.10381066799163818,
-1.0729975700378418,
0.06585858762264252,
0.5724276304244995,
-0.0027574014384299517,
-0.08058173209428787,
-0.3527544438838959,
-0.07764866203069687,
0.3671551048755646,
0.02629402093589306,
-0.2635802626609802,
-0.21474331617355347,
0.5927549600601196,
0.08528867363929749,
-0.09420411288738251,
0.3868299424648285,
0.5790679454803467,
0.7541490793228149,
0.5741375684738159,
0.31434839963912964,
-0.6720199584960938,
-0.14552323520183563,
0.1642104983329773,
0.24393120408058167,
0.13434608280658722,
-0.5964429974555969,
0.12295062094926834,
-0.2392684817314148,
0.2691483497619629,
0.6398002505302429,
0.6262326836585999,
0.1967669129371643,
0.14478379487991333,
0.22378599643707275,
-0.426535964012146,
0.011733857914805412,
-0.6368654370307922,
-0.4510907232761383,
-0.28677883744239807,
-0.21768130362033844,
-0.1827351450920105,
-0.8314006328582764,
0.09540624171495438,
-0.5595610737800598,
0.39958879351615906,
0.4389894902706146,
0.09787382930517197,
-0.6587008237838745,
-0.6454535126686096,
-0.3327963948249817,
-0.3456021249294281,
-0.007029679603874683,
0.0749618262052536,
0.1711338758468628,
-0.23760612308979034,
-0.12994158267974854,
0.4925561845302582,
-0.3216377794742584,
-0.5277589559555054,
0.014444096945226192,
0.7868856191635132,
-0.18162547051906586,
0.6169487833976746,
0.29955750703811646,
0.32356148958206177,
0.2285853922367096,
-0.4548799991607666,
0.2839318811893463,
0.5033448934555054,
0.14951647818088531,
0.1570662558078766,
0.9008340239524841,
-0.45025748014450073,
0.08791177719831467,
0.2158089131116867,
-0.37458333373069763,
0.40821072459220886,
0.0517965629696846,
0.0034721712581813335,
0.09727663546800613,
0.9782112836837769,
0.025152010843157768,
-0.2725953459739685,
0.296261727809906,
-0.6057199835777283,
0.34262576699256897,
0.31574973464012146,
0.008681763894855976,
0.38087713718414307,
0.4260018765926361,
0.05083342641592026,
0.39681312441825867,
0.03504094108939171,
0.20161370933055878,
0.10606496036052704,
-0.7830166220664978,
-0.6284882426261902,
0.33885037899017334,
0.4980489909648895,
-0.2934770882129669,
-0.3125416934490204,
-0.3249058425426483,
-0.24287086725234985,
0.44675421714782715,
-0.18270999193191528,
-0.06317688524723053,
-0.08085225522518158,
0.5415526032447815,
0.5534828901290894,
-0.29084882140159607,
0.04965757578611374,
-0.18188577890396118,
-0.02299318090081215,
0.1022149994969368,
0.7367516756057739,
-0.03174919635057449,
-0.1870904564857483,
0.18247947096824646,
-0.16900695860385895,
0.7668687701225281,
-0.08060228824615479,
0.2104874551296234,
-0.26219385862350464,
-0.06593333929777145,
0.6383280754089355,
0.4385662078857422,
0.1970812976360321,
-0.47202587127685547,
-0.18175646662712097,
-0.17022143304347992,
-0.4097680151462555,
0.014074988663196564,
0.07985095679759979,
-0.41103219985961914,
0.6987115144729614,
-0.11241558939218521,
0.14261309802532196,
0.09926646947860718,
0.09513755142688751,
-0.009962071664631367,
-0.3906666338443756,
-0.7306005954742432,
0.2378430962562561,
-0.30532631278038025,
-0.03212449327111244,
-0.4045499563217163,
0.23360233008861542,
-0.4365549087524414,
-0.1121165007352829,
-0.6262965798377991,
-0.399464875459671,
0.4407225549221039,
-0.4186103940010071,
0.21604380011558533,
-0.6077372431755066,
1.3930102586746216,
0.4232771694660187,
-0.4019680619239807,
0.06653972715139389,
0.06880664825439453,
-0.3222297430038452,
0.7269752621650696,
-0.2606603503227234,
0.14529742300510406,
-0.6585122346878052,
-0.5561475157737732,
-0.5121315121650696,
-0.019612690433859825,
0.21605940163135529,
0.5092267394065857,
0.4102863669395447,
0.21244007349014282,
0.656860888004303,
0.7229841351509094,
0.29153549671173096,
-0.11469896882772446,
-0.051910631358623505,
0.128219336271286,
0.060092393308877945,
-0.20501777529716492,
-0.23251114785671234,
0.23330478370189667,
0.008175921626389027,
0.12711144983768463,
-0.2518185079097748,
0.23371633887290955,
-0.3066795766353607,
0.017805980518460274,
0.12461112439632416,
-0.5694636702537537,
-0.4332483410835266,
0.845560610294342,
-0.3991260528564453,
0.07266069948673248,
0.2183147817850113,
0.45360246300697327,
0.22952379286289215,
-1.0071977376937866,
-0.01961926743388176,
0.06337931752204895,
0.7141775488853455,
0.30982136726379395,
0.01964438147842884,
-0.21069809794425964,
0.08429820835590363,
0.07144790887832642,
-0.711306095123291,
0.472868949174881,
0.0037056675646454096,
-0.1547679752111435,
0.4477525055408478,
-0.1582181751728058,
-0.02578349970281124,
-0.305518239736557,
-0.24552024900913239,
-0.45352157950401306,
-0.39256349205970764,
0.01686331070959568
] |
Identifying moving objects from a video sequence is a fundamental and critical task in many computer-vision applications. A common approach is to perform background subtraction, which identifies moving objects from the portion of a video frame that differs significantly from a background model. There are many challenges in developing a good background subtraction algorithm. First, it must be robust against changes in illumination. Second, it should avoid detecting non-stationary background objects such as swinging leaves, rain, snow, and shadow cast by moving objects. Finally, its internal background model should react quickly to changes in background such as starting and stopping of vehicles. In this paper, we compare various background subtraction algorithms for detecting moving vehicles and pedestrians in urban traffic video sequences. We consider approaches varying from simple techniques such as frame differencing and adaptive median filtering, to more sophisticated probabilistic modeling techniques. While complicated techniques often produce superior performance, our experiments show that simple techniques such as adaptive median filtering can produce good results with much lower computational complexity.
|
[
-0.0002876414218917489,
0.010738873854279518,
-0.014121655374765396,
0.010875687003135681,
-0.0003420650027692318,
-0.023428313434123993,
0.010048987343907356,
0.005290232598781586,
-0.015209781937301159,
0.006037896499037743,
-0.018695835024118423,
0.021195536479353905,
0.011129477992653847,
0.02236705832183361,
-0.0035098185762763023,
0.008251864463090897,
0.0038827520329505205,
-0.01812915876507759,
0.006429437547922134,
-0.02763640135526657,
0.027143947780132294,
-0.00932574924081564,
0.00890642125159502,
-0.007506095338612795,
-0.0015862805303186178,
0.012644672766327858,
-0.019812162965536118,
-0.004379072226583958,
0.03886159509420395,
0.004122600890696049,
0.030154265463352203,
-0.027492593973875046,
0.019024251028895378,
0.0024028122425079346,
0.0068940408527851105,
-0.008565695956349373,
-0.0042530233040452,
0.02021697163581848,
0.008383459411561489,
-0.0038178919348865747,
-0.0001125335693359375,
-0.004376704338937998,
0.0014639977598562837,
-0.03738952800631523,
-0.008966075256466866,
0.003086470067501068,
-0.001819950295612216,
-0.003967360593378544,
-0.01972133293747902,
0.0016198154771700501,
-0.010394006036221981,
-0.021887702867388725,
-0.0003383673611097038,
-0.001566865248605609,
-0.006535748019814491,
-0.018655868247151375,
0.01786545105278492,
0.009541591629385948,
-0.024941954761743546,
-0.02188306860625744,
-0.0053178975358605385,
0.00785274151712656,
0.008679661899805069,
0.011525791138410568,
-0.011552326381206512,
-0.06682787835597992,
-0.022786244750022888,
0.011241178959608078,
0.010812362655997276,
-0.014167321845889091,
0.02092258632183075,
0.00904865376651287,
-0.013012430630624294,
-0.01183834858238697,
-0.0030199268367141485,
0.03777390345931053,
-0.02626209706068039,
-0.019173530861735344,
-0.01940513774752617,
0.0004243061412125826,
-0.03976599872112274,
0.002621721476316452,
0.013791056349873543,
0.03550361096858978,
-0.010923953726887703,
0.014881661161780357,
0.006273284554481506,
0.008390873670578003,
-0.028975222259759903,
0.006208588369190693,
0.02029617875814438,
-0.013432268053293228,
-0.026341449469327927,
0.0062174201011657715,
-0.012746941298246384,
0.0006311021279543638,
0.002590404823422432,
-0.019164379686117172,
0.005521948449313641,
0.012452550232410431,
-0.012540432624518871,
0.02161134034395218,
0.027241285890340805,
-0.0517737902700901,
-0.021710466593503952,
0.014463460072875023,
0.019143743440508842,
0.01860259845852852,
-0.011321472004055977,
0.005005122162401676,
0.020309824496507645,
-0.013557065278291702,
-0.009732679463922977,
-0.009920366108417511,
0.002676283707842231,
0.0022702631540596485,
0.00329785468056798,
-0.019581429660320282,
0.0003740889369510114,
0.022032856941223145,
-0.006011934019625187,
0.035071320831775665,
0.00148045364767313,
0.012601706199347973,
0.008669205009937286,
0.022151395678520203,
0.00009385775774717331,
-0.016054589301347733,
0.013692738488316536,
0.0043075205758214,
-0.013650411739945412,
0.0006338637322187424,
0.005887129344046116,
0.028015542775392532,
-0.011828212067484856,
-0.009156129322946072,
0.017636336386203766,
-0.0005028769373893738,
0.015501980669796467,
0.01886097341775894,
0.0181172713637352,
0.007421037182211876,
0.008974708616733551,
0.015636634081602097,
0.012730077840387821,
-0.006559267640113831,
0.001355054322630167,
0.021416202187538147,
0.004509817808866501,
-0.025489304214715958,
0.026735026389360428,
0.01510397344827652,
-0.017012091353535652,
-0.0107170594856143,
0.02265780419111252,
-0.022081822156906128,
-0.010896152816712856,
0.016654394567012787,
-0.0032853814773261547,
-0.021003499627113342,
0.023605162277817726,
0.008293155580759048,
-0.00043405883479863405,
0.008821469731628895,
0.009384196251630783,
-0.0022113011218607426,
-0.006271483842283487,
-0.002067563124001026,
-0.003595724469050765,
0.001458522747270763,
0.00012117275036871433,
0.025695517659187317,
-0.035979703068733215,
0.008000733330845833,
0.0032935268245637417,
0.02461240254342556,
0.03162912279367447,
0.007676556706428528,
-0.026543134823441505,
0.06703142821788788,
0.002418162766844034,
0.03448818251490593,
-0.014502185396850109,
0.017852820456027985,
0.015881013125181198,
-0.015372557565569878,
-0.027166876941919327,
-0.004791623912751675,
0.022709522396326065,
0.02435867115855217,
-0.022309880703687668,
-0.00768152205273509,
0.01847197860479355,
-0.01100529357790947,
0.010428855195641518,
0.004711532033979893,
0.0006624702364206314,
-0.006253547966480255,
0.029390772804617882,
0.0026727672666311264,
-0.005808823276311159,
-0.005797022487968206,
-0.00731986528262496,
0.0215100459754467,
-0.018063802272081375,
0.00563405267894268,
-0.016800981014966965,
0.002603738335892558,
0.0003176671452820301,
0.014997459948062897,
0.005287189036607742,
0.01015707291662693,
-0.012169381603598595,
-0.01575409062206745,
0.009494761936366558,
-0.003145786002278328,
0.008342357352375984,
0.00005522870924323797,
0.007664011791348457,
-0.019068323075771332,
0.004018448758870363,
-0.004381404258310795,
0.003462712513282895,
-0.007371931336820126,
0.02430047281086445,
-0.020148633047938347,
-0.017691459506750107,
0.013002005405724049,
0.018102142959833145,
-0.005654650274664164,
0.0007294989190995693,
-0.009182428941130638,
-0.00854518823325634,
0.00766361691057682,
0.034354887902736664,
0.022437740117311478,
0.007921534590423107,
-0.015269596129655838,
0.004974174778908491,
-0.0037267052102833986,
-0.006721728481352329,
-0.0009453278034925461,
-0.0007810620591044426,
-0.00750958826392889,
-0.0055309198796749115,
-0.013990137726068497,
0.011141515336930752,
0.001381710753776133,
-0.024383824318647385,
-0.009721288457512856,
0.00430887658149004,
-0.002163990866392851,
-0.0012691889423877,
0.002026325324550271,
-0.0014317233581095934,
-0.0157832782715559,
-0.002256359439343214,
0.0040281531400978565,
0.024235304445028305,
-0.020862147212028503,
0.0018748422153294086,
0.005813282914459705,
-0.019272377714514732,
0.0325918048620224,
0.007297085132449865,
0.01957019977271557,
0.014722581952810287,
0.009432809427380562,
-0.012940211221575737,
-0.03384886682033539,
0.0003064300399273634,
-0.013426033779978752,
-0.009515255689620972,
-0.08150026202201843,
-0.013693206012248993,
0.007117841858416796,
-0.009517691098153591,
0.01473051868379116,
0.008053510449826717,
0.005330715794116259,
0.007760907988995314,
-0.02154703438282013,
-0.008575168438255787,
0.03311993554234505,
-0.013821607455611229,
-0.014948433265089989,
-0.0030062957666814327,
-0.0023343919310718775,
-0.01856793463230133,
0.018518969416618347,
-0.00021388218738138676,
0.03045635297894478,
0.007714511826634407,
-0.0024046623148024082,
0.0014971466735005379,
0.007649404462426901,
-0.0031822354067116976,
-0.019586125388741493,
0.013869683258235455,
-0.0002310844138264656,
0.002772660693153739,
0.004572640173137188,
0.009434796869754791,
-0.020099282264709473,
0.008675788529217243,
-0.019323691725730896,
-0.037351954728364944,
0.023255757987499237,
-0.014952702447772026,
-0.009757265448570251,
-0.015375280752778053,
-0.004417412914335728,
0.014983701519668102,
0.009531921707093716,
0.0025982109364122152,
-0.014699559658765793,
0.0177052803337574,
0.006057409103959799,
0.02205786481499672,
0.012789055705070496,
0.011981477960944176,
0.012225146405398846,
-0.0072236633859574795,
0.04510754346847534,
-0.00860963948071003,
0.008509007282555103,
0.0032921305391937494,
0.00018517370335757732,
-0.010972595773637295,
-0.004712380468845367,
-0.0010993392206728458,
-0.005130150821059942,
0.004836122505366802,
-0.003862433135509491,
-0.027890443801879883,
-0.005627078004181385,
-0.004460643511265516,
-0.040467388927936554,
-0.01727306842803955,
0.015685532242059708,
0.008328651078045368,
0.004489191807806492,
0.011126966215670109,
0.011863445863127708,
0.017815161496400833,
0.008943085558712482,
0.007559389341622591,
0.014056517742574215,
-0.009114360436797142,
-0.017071455717086792,
-0.008435459807515144,
0.0029903408139944077,
0.0029381203930824995,
-0.025892242789268494,
0.019551929086446762,
-0.007411792874336243,
-0.0005935453809797764,
-0.0048841857351362705,
-0.0017675169510766864,
0.0020175690297037363,
0.003977645188570023,
0.014055396430194378,
-0.012719150632619858,
0.01745527610182762,
0.017108211293816566,
0.014296026900410652,
0.006850303150713444,
0.004497688263654709,
-0.01975102350115776,
0.0048632873222231865,
0.00604966888204217,
0.019023358821868896,
0.01088930107653141,
0.010530034080147743,
-0.014009756036102772,
-0.015609610825777054,
-0.012801073491573334,
-0.03640378266572952,
0.006762532517313957,
-0.016295282170176506,
-0.008335440419614315,
0.0028283908031880856,
-0.007321448531001806,
-0.031366925686597824,
-0.00783273484557867,
-0.014062458649277687,
0.007062613498419523,
0.005915803834795952,
0.02094627358019352,
-0.010330522432923317,
0.013280041515827179,
0.07212118804454803,
0.0038797659799456596,
0.020307714119553566,
-0.010226018726825714,
-0.007022873964160681,
-0.00823920127004385,
-0.01869841106235981,
0.01545671746134758,
0.009148333221673965,
-0.02400161698460579,
0.01210722979158163,
0.02098027616739273,
-0.022781288251280785,
0.021138176321983337,
0.0033135078847408295,
0.009313683025538921,
0.021850112825632095,
-0.014685205183923244,
0.005625350400805473,
0.012584051117300987,
0.0056136539205908775,
0.02331857569515705,
-0.021801717579364777,
-0.0343191996216774,
-0.002848027739673853,
-0.017571095377206802,
0.014660543762147427,
-0.018399938941001892,
-0.003984400536864996,
0.0035018851049244404,
0.018302002921700478,
0.017727576196193695,
-0.0009534620912745595,
0.004274353850632906,
-0.03385317325592041,
0.006317551713436842,
0.019521649926900864,
0.01166003942489624,
0.002747256774455309,
-0.002757993061095476,
0.012906432151794434,
-0.021640639752149582,
0.013812743127346039,
0.01213492825627327,
0.004846994765102863,
-0.020406071096658707,
-0.026662439107894897,
-0.005640567280352116,
0.00979498028755188,
0.006933674681931734,
0.008210092782974243,
0.0151039008051157,
0.0026142362039536238,
-0.013007862493395805,
0.012368625029921532,
0.00020617526024580002,
-0.005733953323215246,
0.0023544393479824066,
0.0075645893812179565,
-0.004504416603595018,
-0.02995433658361435,
-0.022981178015470505,
-0.023904696106910706,
-0.0006375518278218806,
-0.004133705515414476,
-0.016377227380871773,
-0.006606459617614746,
-0.023509599268436432,
0.02195066213607788,
-0.0037867825012654066,
-0.015672411769628525,
0.0019486825913190842,
-0.02539333514869213,
0.0011152661172673106,
0.01593950390815735,
-0.03238767012953758,
0.006914007477462292,
-0.0007271438371390104,
-0.008013922721147537,
-0.0037808031775057316,
0.006999381817877293,
0.004872703924775124,
0.00672256899997592,
0.012924235314130783,
-0.026715585961937904,
0.01846306398510933,
0.0007383795455098152,
-0.07480964064598083,
0.024756912142038345,
0.004438773263245821,
-0.005695542320609093,
0.01064178254455328,
0.03773244470357895,
0.0012825080193579197,
0.0036847866140305996,
-0.002495190594345331,
-0.010110563598573208,
0.018173709511756897,
-0.009286480955779552,
-0.010586310178041458,
-0.012704475782811642,
0.011626169085502625,
0.004319131840020418,
0.0029279303271323442,
0.012783767655491829,
0.010232953354716301,
-0.031266532838344574,
-0.020423127338290215,
0.006007044576108456,
0.001249249093234539,
0.003824088955298066,
-0.004701312631368637,
-0.08106646686792374,
0.01331455446779728,
0.01706511527299881,
0.0062518129125237465,
-0.002256757812574506,
0.02532583475112915,
0.015083607286214828,
0.0006182373035699129,
0.01266514603048563,
-0.014134835451841354,
0.010573089122772217,
-0.02220514975488186,
0.009844622574746609,
0.02786879613995552,
0.0010557100176811218,
-0.0034863632172346115,
-0.012477712705731392,
0.0028041773475706577,
0.030855171382427216,
-0.030908428132534027,
0.011096288450062275,
-0.004363973159343004,
-0.012225823476910591,
0.00612082052975893,
-0.011665066704154015,
0.00636739656329155,
-0.0023257143329828978,
0.006423186510801315,
0.0015970503445714712,
-0.03990292176604271,
0.019767306745052338,
0.0029378137551248074,
-0.005309142172336578,
0.018535293638706207,
0.0022662589326500893,
-0.019205525517463684,
0.009686144068837166,
0.030339673161506653,
-0.01751747727394104,
-0.013689983636140823,
-0.00588777381926775,
-0.0008215697016566992,
0.004762972239404917,
0.0017406721599400043,
0.019226834177970886,
0.008013756945729256,
0.0010629440657794476,
-0.006943835411220789,
0.011336280032992363,
-0.007883140817284584,
0.009044814854860306,
0.029372239485383034,
0.04737043008208275,
-0.004355246666818857,
-0.0030560530722141266,
0.00019520800560712814,
0.0035556610673666,
0.01358083263039589,
-0.010706024244427681,
0.011049874126911163,
-0.013257848098874092,
-0.0015780758112668991,
-0.010605826042592525,
0.07205388695001602,
-0.008352817967534065,
0.017614588141441345,
0.013517818413674831,
-0.023218143731355667,
0.0012452688533812761,
0.0056349048390984535,
0.004060020204633474,
0.030895985662937164,
-0.02884523570537567,
-0.016479581594467163,
-0.015766330063343048,
0.012323303148150444,
0.004228007048368454,
0.02623007446527481,
-0.018236419185996056,
-0.012333993799984455,
-0.027416203171014786,
-0.008782820776104927,
0.0005688527598977089,
-0.04953460395336151,
0.04350927472114563,
0.0022667469456791878,
0.006425355561077595,
0.013527870178222656,
0.006106218323111534,
-0.004552150145173073,
-0.009913936257362366,
-0.012911956757307053,
-0.010338183492422104,
-0.01958802156150341,
0.006123560480773449,
-0.0005466195289045572,
-0.03074771910905838,
0.004270386882126331,
-0.019600294530391693,
0.0031201487872749567,
-0.0025135506875813007,
0.01055089756846428,
0.002265172777697444,
-0.01513569988310337,
0.0035702737513929605,
0.003205545712262392,
-0.0275469608604908,
0.00555923767387867,
0.008947127498686314,
0.026467110961675644,
0.004980588331818581,
0.013332519680261612,
0.02568066492676735,
0.01567082665860653,
-0.00806322693824768,
0.009615546092391014,
0.015447806566953659,
0.007029409985989332,
0.03745207190513611,
-0.02674827165901661,
0.010703852400183678,
0.0075563667342066765,
0.006793873384594917,
-0.0059809209778904915,
-0.01506747305393219,
-0.002955452771857381,
-0.0005715658189728856,
-0.0011734175495803356,
-0.009199091233313084,
-0.019536983221769333,
-0.02955484390258789,
0.008244928903877735,
0.015687989071011543,
-0.015105364844202995,
0.0036031780764460564,
0.0040447404608130455,
0.005288309417665005,
0.0012243776582181454,
0.0015211375430226326,
0.007255311124026775,
0.010427214205265045,
0.01874958723783493,
0.006010034121572971,
-0.0044821565970778465,
-0.02781274914741516,
0.0004024147056043148,
0.008702360093593597,
0.024648450314998627,
-0.04005507752299309,
-0.034425754100084305,
0.03292276710271835,
-0.00464730616658926,
0.0115474509075284,
0.02682962641119957,
0.0033144301269203424,
0.010528868064284325,
0.0025128766428679228,
0.00246673752553761,
0.03480391204357147,
-0.005135762970894575,
0.013151760213077068,
-0.0024545711930841208,
0.006815967615693808,
0.01859077252447605,
0.0064466060139238834,
-0.013969991356134415,
0.0045041306875646114,
-0.01236497238278389,
0.002398401964455843,
0.015315692871809006,
-0.01372457668185234,
-0.0008379783248528838,
0.005897149443626404,
0.010616129264235497,
0.008235945366322994,
0.00692178076133132,
-0.022171108052134514,
0.0016184572596102953,
0.0077942050993442535,
-0.001348049845546484,
-0.02831602469086647,
-0.0022319271229207516,
0.00010308990022167563,
-0.001996851759031415,
0.01562260277569294,
-0.017199648544192314,
0.03956764191389084,
-0.012479154393076897,
-0.039974525570869446,
-0.0041104527190327644,
0.003971725702285767,
-0.008094921708106995,
-0.024862652644515038,
0.009582317434251308,
0.011362297460436821,
0.01312493346631527,
-0.004414479248225689,
0.014162978157401085,
-0.028966687619686127,
0.008352929726243019,
0.002767380326986313,
0.015741974115371704,
-0.012222514487802982,
0.022790156304836273,
-0.033889610320329666,
0.0016651544719934464,
-0.016229266300797462,
0.007256101816892624,
0.0010505756363272667,
0.034418489784002304,
-0.013931920751929283,
0.011332318186759949,
0.01776573248207569,
-0.0003549271496012807,
0.0060158055275678635,
0.008323458954691887,
-0.0024110882077366114,
-0.0015127502847462893,
0.004105227999389172,
-0.0006138442549854517,
0.006098154000937939,
0.015434584580361843,
-0.007464258931577206,
0.003462435444816947,
0.02776026912033558,
-0.03182278573513031,
0.015801172703504562,
-0.00939931534230709,
0.019767416641116142,
0.028630981221795082,
0.022449161857366562,
-0.019183462485671043,
0.009132356382906437,
-0.020740078762173653,
-0.015470393002033234,
-0.027701936662197113,
0.03310989588499069,
-0.013636922463774681,
-0.01132818404585123,
-0.028654340654611588,
-0.007383946795016527,
-0.02467169240117073,
0.026723597198724747,
0.007565489038825035,
-0.004537285305559635,
-0.0006616315804421902,
-0.009082373231649399,
-0.012361581437289715,
-0.008697135373950005,
-0.012710681185126305,
-0.007883839309215546,
-0.00422357814386487,
0.014742671512067318,
0.011655340902507305,
-0.005483662709593773,
-0.0032771569676697254,
0.0023762912023812532,
0.020215392112731934,
0.034713685512542725,
0.011411720886826515,
0.013940460979938507,
-0.0020109449978917837,
-0.006380940321832895,
0.006192139349877834,
0.008219417184591293
] |
[
0.03946193680167198,
-0.08259513974189758,
0.08537708222866058,
0.2153915911912918,
0.06348172575235367,
0.21724827587604523,
0.129853755235672,
-0.4503173828125,
-0.24123169481754303,
-0.36046743392944336,
-0.29579731822013855,
0.26760321855545044,
-0.3729359805583954,
0.0705903172492981,
-0.11518417298793793,
0.39764246344566345,
0.608261227607727,
0.39305591583251953,
-0.40242263674736023,
-0.1464056819677353,
-0.17711783945560455,
0.11030758172273636,
0.09242165088653564,
-0.2868213951587677,
0.07250333577394485,
-0.04000139236450195,
0.13361996412277222,
0.5977750420570374,
-0.3414645195007324,
-0.26171955466270447,
-0.15488339960575104,
0.1344911754131317,
-0.28624096512794495,
-0.4165089726448059,
0.20441623032093048,
-0.10068300366401672,
0.004135682247579098,
-0.04251951351761818,
0.008771141991019249,
-0.20222601294517517,
-0.026889219880104065,
0.32151511311531067,
-0.4129742681980133,
0.11574825644493103,
-0.23473620414733887,
-0.45835599303245544,
-1.339805245399475,
-0.07986879348754883,
-0.07799690961837769,
-0.4363200068473816,
0.013439561240375042,
0.2091624140739441,
0.2877107858657837,
0.32314354181289673,
-0.15686523914337158,
0.13004183769226074,
-0.5407810211181641,
-0.573439359664917,
0.27975884079933167,
-0.09061494469642639,
0.24932536482810974,
-0.5311746001243591,
-0.21258127689361572,
0.3472804129123688,
0.16974064707756042,
0.488972544670105,
-0.07417181879281998,
-0.24023298919200897,
-0.07315715402364731,
-0.0813009962439537,
0.48543277382850647,
-0.256208598613739,
-0.3314189910888672,
0.27503812313079834,
-0.6298856139183044,
0.49965089559555054,
0.3641083240509033,
-0.1901898980140686,
-0.13752233982086182,
-0.4219084680080414,
-0.11221817135810852,
0.2837482988834381,
0.1504301279783249,
-0.12474973499774933,
0.5897720456123352,
0.16995522379875183,
-0.46156376600265503,
0.5595362782478333,
-0.23147164285182953,
0.4002181589603424,
0.17687305808067322,
-0.5422526001930237,
-0.01628967933356762,
0.44028007984161377,
0.3097940683364868,
0.1526583731174469,
0.06777942180633545,
0.10785537958145142,
0.5437191128730774,
0.05513381212949753,
-0.3624926805496216,
-0.3025642931461334,
0.3715350329875946,
0.24812796711921692,
0.11572245508432388,
-0.4087068438529968,
-0.5056267380714417,
0.07245341688394547,
-0.288020521402359,
0.20441702008247375,
-0.34566497802734375,
0.197947159409523,
0.17586162686347961,
-0.16494226455688477,
-0.2386954128742218,
-0.10176875442266464,
-0.2238335758447647,
0.1953904926776886,
-0.26625555753707886,
0.6229351162910461,
-0.15190783143043518,
0.9953952431678772,
0.3489513695240021,
0.18854157626628876,
-0.004046455025672913,
0.3728671371936798,
0.815829336643219,
0.7427725791931152,
-0.6064220666885376,
0.3003006875514984,
-0.16077959537506104,
0.7660979628562927,
-0.056420061737298965,
0.1884952038526535,
-0.04885058104991913,
-0.40591973066329956,
0.08675152063369751,
0.11645893007516861,
-0.07251477241516113,
-0.008930157870054245,
-0.13529402017593384,
-0.5826197862625122,
-0.027515627443790436,
-0.004607436712831259,
0.1177268847823143,
-0.3601002097129822,
-0.07270234078168869,
-0.15901044011116028,
-0.4197072386741638,
0.2640751302242279,
-0.13765600323677063,
0.21608875691890717,
-0.7008792757987976,
-0.3743179440498352,
-0.5650712251663208,
0.48864319920539856,
-0.11764565110206604,
-0.09867500513792038,
-0.637785792350769,
0.07618123292922974,
0.29155778884887695,
0.2265326976776123,
-0.5652274489402771,
0.04973500221967697,
0.3332650661468506,
-0.5344896912574768,
0.12348955869674683,
0.5026841163635254,
0.14176511764526367,
0.33724159002304077,
0.003280975855886936,
-0.04808236286044121,
-0.09339328110218048,
-0.5776671767234802,
0.05110009387135506,
0.5802015662193298,
0.1501215547323227,
-0.03198548033833504,
0.24336722493171692,
0.07371149957180023,
-0.7151231169700623,
0.14557050168514252,
0.042727213352918625,
-0.15505094826221466,
0.012070258148014545,
0.064276322722435,
0.23044033348560333,
-0.29221588373184204,
-0.42051902413368225,
-0.5381357669830322,
-0.10539558529853821,
-0.37624090909957886,
0.31452450156211853,
-1.0386451482772827,
0.8549368381500244,
-0.17289327085018158,
-0.23337848484516144,
1.050516963005066,
-0.2574130594730377,
0.49492505192756653,
-0.18473723530769348,
0.05409795790910721,
0.23467443883419037,
-0.014870313927531242,
-0.23499295115470886,
-0.0363997220993042,
0.29134511947631836,
0.217707097530365,
-0.1519809365272522,
0.07385340332984924,
0.4446466267108917,
-0.1254248470067978,
-0.17902183532714844,
0.19633248448371887,
0.2931368350982666,
0.40319663286209106,
-0.44035232067108154,
0.15686361491680145,
0.31721508502960205,
-0.16159819066524506,
0.4041890799999237,
-0.26374831795692444,
-0.09171342104673386,
0.2699652910232544,
-0.22962625324726105,
0.6533399820327759,
0.33479103446006775,
0.5812130570411682,
0.756305456161499,
-1.0343437194824219,
0.24993640184402466,
0.06436242908239365,
0.1883045881986618,
-0.3942619860172272,
-0.6559000611305237,
0.03887332230806351,
0.2295909970998764,
-0.31439319252967834,
0.00425760680809617,
-0.12784652411937714,
-0.13309049606323242,
0.18122713267803192,
-0.0966944769024849,
0.24140384793281555,
0.01567693054676056,
-0.6751974821090698,
-0.04394612833857536,
0.17344360053539276,
-0.2809847295284271,
0.08953191339969635,
-0.012211784720420837,
0.35850000381469727,
-0.024547670036554337,
-0.601719856262207,
0.17292127013206482,
-0.10895872861146927,
-0.1618100106716156,
-0.5545933246612549,
0.2885015308856964,
0.008745181374251842,
0.46895164251327515,
0.20661577582359314,
0.06568079441785812,
0.06471814215183258,
-0.39931720495224,
-0.34394752979278564,
-0.5700091123580933,
-0.29969361424446106,
0.4542814791202545,
0.969111442565918,
0.005424679722636938,
-0.11635446548461914,
-0.31543824076652527,
0.19889569282531738,
-0.2581523060798645,
-0.5383021831512451,
0.5453823208808899,
0.45990753173828125,
-0.44804394245147705,
-0.26539671421051025,
-0.14891870319843292,
0.4005029797554016,
0.1463470309972763,
-0.15698285400867462,
-0.648453414440155,
-0.5404477715492249,
0.3048688471317291,
0.01904141902923584,
-0.6096857786178589,
0.2554258704185486,
-0.3837427496910095,
0.4175948202610016,
0.018059611320495605,
-0.38405588269233704,
0.46350163221359253,
0.7621661424636841,
-0.1797269880771637,
-0.3328549265861511,
0.2691372334957123,
-0.21107204258441925,
-0.5266291499137878,
0.37036800384521484,
-0.08692488819360733,
-0.505431592464447,
-0.24105285108089447,
0.07520298659801483,
-0.5581472516059875,
0.36639729142189026,
-6.1447553634643555,
-0.03867410495877266,
-0.39925065636634827,
-0.09682725369930267,
-0.43522071838378906,
0.011406728066504002,
0.9570356011390686,
-0.14774376153945923,
0.3231797516345978,
0.11132081598043442,
0.1509191244840622,
0.08526454865932465,
0.21713411808013916,
0.6740424036979675,
0.2663242220878601,
-0.09085547178983688,
0.25915685296058655,
0.25017061829566956,
0.09395963698625565,
0.49117720127105713,
-0.24445903301239014,
-0.3487304747104645,
0.2874135673046112,
0.3661828637123108,
-0.15451952815055847,
0.1154421791434288,
-0.6286672949790955,
0.40821024775505066,
-0.003435395425185561,
-0.27603888511657715,
0.41578006744384766,
-0.29671546816825867,
-0.12789715826511383,
0.05472821742296219,
0.10126867890357971,
0.26691392064094543,
0.42227551341056824,
-0.18733444809913635,
-0.1008777916431427,
-0.0730508491396904,
0.45493578910827637,
0.6656797528266907,
0.2853541970252991,
0.0999838188290596,
0.28380072116851807,
-0.17724867165088654,
-0.19879727065563202,
-0.01126298401504755,
-0.20024842023849487,
0.6394801139831543,
0.00989480409771204,
0.01988997496664524,
0.1277337372303009,
0.1058974415063858,
-0.11972431093454361,
-0.19322684407234192,
0.6006594896316528,
-0.21851122379302979,
0.08494284003973007,
0.3650735020637512,
0.09677725285291672,
-0.5843870639801025,
0.3353579342365265,
-0.5163394212722778,
-0.34381863474845886,
0.03838569298386574,
-0.618374764919281,
-0.3230125308036804,
-0.012434319593012333,
0.05439797788858414,
-0.4697413742542267,
-0.1623084843158722,
-0.09632522612810135,
-0.6049354672431946,
0.16065175831317902,
-0.002324402332305908,
0.5087555050849915,
-0.2430664598941803,
-0.19267933070659637,
-0.07369201630353928,
-0.19197529554367065,
-0.44107720255851746,
0.06996387988328934,
-0.0995241180062294,
0.28485119342803955,
-0.11992048472166061,
-0.02530607394874096,
-0.035303935408592224,
0.05920395627617836,
-0.08999003469944,
1.0710119009017944,
-0.34102219343185425,
0.31070414185523987,
-0.09645886719226837,
0.21072782576084137,
0.6214160919189453,
0.21901436150074005,
-0.22379080951213837,
0.6316779255867004,
-0.35363689064979553,
0.27569565176963806,
-0.0933171808719635,
-0.12686847150325775,
-0.6994594931602478,
0.2579982578754425,
0.07363574206829071,
-0.2871991693973541,
0.2870570719242096,
0.7119179964065552,
-0.2005554884672165,
-0.15244023501873016,
-0.09959667176008224,
-0.18236380815505981,
-0.10348265618085861,
0.26773056387901306,
-0.34874117374420166,
0.10825267434120178,
-0.31684163212776184,
0.3092889189720154,
0.07823795080184937,
-0.4673825800418854,
0.2255306988954544,
-0.6273214221000671,
0.3805634379386902,
0.30031293630599976,
-0.7122983932495117,
-0.09274863451719284,
0.6933397054672241,
0.000540762091986835,
0.04789333790540695,
0.3748617172241211,
0.8247009515762329,
-0.15614387392997742,
0.34062525629997253,
0.6147189736366272,
-0.7713756561279297,
0.41565874218940735,
0.12456759810447693,
0.27438458800315857,
-0.5769416689872742,
0.5216880440711975,
-0.3686407506465912,
-0.10426639020442963,
0.08118413388729095,
0.500335156917572,
-0.050129301846027374,
0.08004601299762726,
-0.19057811796665192,
-0.3552373945713043,
0.20393092930316925,
-0.14352457225322723,
-0.4614241421222687,
0.07271892577409744,
0.025356311351060867,
0.31328850984573364,
-0.13687995076179504,
0.004690396599471569,
0.1955791711807251,
0.05792088806629181,
-0.4914109706878662,
0.5511708855628967,
0.2682640552520752,
-0.7383738160133362,
0.05272562801837921,
-0.05633333697915077,
0.13143569231033325,
-0.618550717830658,
-0.30842941999435425,
0.18447808921337128,
0.5466992855072021,
-0.30934938788414,
-0.6987059712409973,
-0.16039475798606873,
-0.4847065210342407,
0.2845243513584137,
-0.25110018253326416,
0.10481926798820496,
0.4016163945198059,
-0.3946545720100403,
-0.38371965289115906,
-0.056925442069768906,
-0.20219987630844116,
-0.26531484723091125,
0.2591125965118408,
0.5007781982421875,
0.06063283607363701,
0.04635307192802429,
-0.015795830637216568,
-0.38251063227653503,
-0.5520881414413452,
0.2585510313510895,
0.21977776288986206,
0.04902376979589462,
-0.30556997656822205,
0.048019662499427795,
-0.443177729845047,
0.2782767117023468,
0.49694815278053284,
-0.1545814722776413,
-0.21815551817417145,
0.045238934457302094,
0.32710838317871094,
-0.3435327112674713,
0.49448928236961365,
0.3985319435596466,
-0.32843250036239624,
0.2534196972846985,
0.2890596091747284,
-0.1418297290802002,
-0.09467992186546326,
-0.19542793929576874,
-0.36279407143592834,
-0.18961003422737122,
-0.19141517579555511,
-0.31069424748420715,
0.24729686975479126,
0.12374905496835709,
-0.0805310383439064,
0.24661442637443542,
0.1197020560503006,
0.11536557972431183,
0.00007857387390686199,
-0.04800346866250038,
0.30301985144615173,
0.04102395847439766,
-0.09361165761947632,
0.4520212411880493,
-0.40318721532821655,
0.3141006529331207,
0.46787014603614807,
-0.06495827436447144,
-0.1156318336725235,
0.18259534239768982,
0.11490640044212341,
-0.5848182439804077,
-0.5097225904464722,
-0.33094099164009094,
0.2181866317987442,
0.08604726940393448,
0.2629711627960205,
0.23336710035800934,
0.5579006671905518,
0.2026011049747467,
0.0476098358631134,
0.10745316743850708,
0.4984886348247528,
0.34044650197029114,
-0.3798297643661499,
-0.7712838053703308,
0.3050764203071594,
0.4716169834136963,
0.06977098435163498,
-0.09554032981395721,
-0.022883834317326546,
0.15267373621463776,
0.34435969591140747,
-0.5373493432998657,
-0.5954055786132812,
0.25886663794517517,
0.7233023047447205,
-0.13112522661685944,
-0.6877708435058594,
0.0207667239010334,
-0.79153972864151,
0.28999239206314087,
0.04317858815193176,
-0.2765216529369354,
-0.4897235035896301,
0.32733702659606934,
-0.4734887182712555,
0.08818428218364716,
-0.3474859297275543,
0.2035103589296341,
0.44844910502433777,
0.14650042355060577,
-0.09689833223819733,
-0.11974853277206421,
0.3274732828140259,
-0.3910883665084839,
0.11572935432195663,
-0.2740209400653839,
-0.38875702023506165,
-0.23252920806407928,
-0.5168712735176086,
-0.140000581741333,
-0.005731239449232817,
0.820880651473999,
0.21507734060287476,
-0.04714890941977501,
-0.052515774965286255,
-0.7344532012939453,
0.6347997784614563,
-0.5442199110984802,
0.26142895221710205,
-0.18342731893062592,
-0.01533893495798111,
0.5057857632637024,
0.8125877976417542,
-0.200775608420372,
-0.3645629286766052,
-0.08211121708154678,
0.3686677813529968,
0.19379505515098572,
-0.7585012316703796,
0.4575531482696533,
0.02935592271387577,
0.1111961379647255,
-0.2128872275352478,
0.1037902981042862,
0.2680314779281616,
0.000867960334289819,
0.2734223008155823,
0.22693954408168793,
0.7118438482284546,
-0.10020865499973297,
0.006393979769200087,
0.3354361951351166,
-0.34087616205215454,
0.8144460320472717,
0.14608410000801086,
0.00420833844691515,
0.2600838243961334,
0.5268070697784424,
-0.4887477159500122,
-0.6631162166595459,
0.5047258734703064,
-0.2183191329240799,
0.7446489930152893,
-0.08295846730470657,
-0.05568651109933853,
0.1453210860490799,
0.5344518423080444,
-0.15889568626880646,
0.2831887900829315,
-0.10151489078998566,
0.260341078042984,
0.3605276942253113,
-0.8273593187332153,
-0.1552295833826065,
-0.05506742373108864,
0.693792462348938,
0.6951450109481812,
-0.2880312502384186,
-0.2906459867954254,
-0.26743870973587036,
0.26368293166160583,
0.5350168943405151,
0.3064458668231964,
-0.5392850041389465,
0.47372403740882874,
0.021740779280662537,
0.09624935686588287,
-0.06791158020496368,
0.3550078570842743,
0.13760212063789368,
0.22768662869930267,
0.5915793776512146,
-0.6309382915496826,
-0.32285159826278687,
0.1839306801557541,
-0.15756921470165253,
0.5727567672729492,
-0.23848405480384827,
0.06026826426386833,
-0.6513456106185913,
-0.2419804334640503,
0.5324447751045227,
0.1152099221944809,
0.45030900835990906,
-0.014352620579302311,
-0.22866572439670563,
0.39086222648620605,
-0.458442747592926,
0.22330929338932037,
0.42745012044906616,
-0.8436606526374817,
0.3258017599582672,
0.258619099855423,
-0.42700329422950745,
-0.15715786814689636,
0.14701414108276367,
0.01314124558120966,
-0.08911972492933273,
-0.7673646211624146,
-0.07750730961561203,
-0.07179822027683258,
-0.04913787916302681,
0.05167083069682121,
-0.004833575338125229,
-0.09630405157804489,
-0.07317102700471878,
-0.3541276752948761,
-0.09815676510334015,
0.15887631475925446,
0.07806369662284851,
0.022420665249228477,
-0.26310375332832336,
0.8384206891059875,
0.529565691947937,
-0.02708069048821926,
-0.058248743414878845,
0.2326325923204422,
-0.011430803686380386,
0.4975990951061249,
-0.4986666738986969,
0.551078736782074,
-0.5252541899681091,
0.07794835418462753,
-0.5736813545227051,
0.13590021431446075,
0.6090986132621765,
-0.5206462740898132,
-0.22965708374977112,
-0.3875059187412262,
0.06304442137479782,
-0.29801875352859497,
0.09671079367399216,
-0.43407395482063293,
0.26382991671562195,
-0.4162754714488983,
-0.1038849949836731,
-0.4209459722042084,
0.5453761219978333,
-0.1662747710943222,
-0.17702633142471313,
-0.34475070238113403,
0.3125144839286804,
0.5090392827987671,
-0.6316286325454712,
0.3764273226261139,
0.006158316973596811,
-0.25850388407707214,
-0.6837679147720337,
0.5696266889572144,
0.036277011036872864,
-0.309552937746048,
0.08247177302837372,
0.3667290508747101,
0.6799988150596619,
-0.6371782422065735,
-0.07781073451042175,
-0.2680952250957489,
-0.009590103290975094,
0.23545359075069427,
0.027391046285629272,
0.39879465103149414,
-0.2842111885547638,
-0.1508272886276245,
-0.7104536294937134,
0.1716788411140442,
-0.32078731060028076,
-0.45383208990097046,
-0.3729912340641022,
0.30169498920440674,
-0.6490938067436218,
0.0983525961637497,
-0.17440493404865265,
-0.5696254372596741,
-0.5656148791313171,
-0.06455547362565994
] |
In this paper, weinvestigaterecognition of humanfaces in a meetingroom. The major challenges of identifying humanfacesin this environmentincludelow quality of input images,poor illumination,unrestrictedheadposesand continuouslychangingfacial expressionsandocclusion.In order to addresstheseproblemswe proposea novel algorithm, DynamicSpaceWarping (DSW).Thebasic idea of the algorithm is to combinelocal features under certain spatial constraints. We compare DSWwith the eigenface approachondatacollectedfromvariousmeetings.Wehave testedboth front and profile face imagesand imageswith two stagesof occlusion.Theexperimentalresultsindicate thattheDSWapproachoutperformstheeigenfaceapproach in bothcases.
|
[
-0.011355215683579445,
0.00822608731687069,
-0.00854610837996006,
0.016790155321359634,
-0.0335860475897789,
-0.009283926337957382,
0.007403954863548279,
0.010466949082911015,
-0.0010805519996210933,
0.01715724729001522,
-0.000703619618434459,
0.02364758774638176,
0.0023778481408953667,
0.016158372163772583,
0.018945656716823578,
0.007737994194030762,
-0.006472546607255936,
-0.0019787049386650324,
0.0008525156881660223,
-0.00519248191267252,
0.03218264505267143,
0.006064956542104483,
0.007820818573236465,
0.009580363519489765,
-0.01000252552330494,
0.014015121385455132,
0.009468035772442818,
-0.008953124284744263,
-0.002541146706789732,
0.012538495473563671,
-0.004009363241493702,
-0.021831557154655457,
-0.01828419603407383,
0.01923602819442749,
0.006159668788313866,
0.01639823615550995,
-0.0039834449999034405,
0.012190129607915878,
0.014127827249467373,
-0.005913041532039642,
-0.0003103092312812805,
-0.005112023558467627,
0.007543567568063736,
0.005649310536682606,
-0.013507820665836334,
-0.016817374154925346,
-0.005505957640707493,
-0.0017549756448715925,
0.0059143719263374805,
0.005525366868823767,
-0.011826278641819954,
0.01145867072045803,
-0.004037576261907816,
0.01107431948184967,
-0.005269166547805071,
-0.006783592514693737,
0.015978090465068817,
0.003648105077445507,
-0.015384387224912643,
0.012165909633040428,
-0.01243564859032631,
-0.014819584786891937,
-0.0033683665096759796,
-0.030334942042827606,
0.018730150535702705,
-0.06758898496627808,
-0.02013642154633999,
0.0019006123766303062,
0.0032971464097499847,
-0.004173925146460533,
0.0011819787323474884,
0.01143050566315651,
-0.014348972588777542,
-0.0005910685285925865,
0.025283832103013992,
0.019865958020091057,
-0.004373013973236084,
0.02169732004404068,
0.005389466881752014,
0.010779468342661858,
0.004222712479531765,
-0.008623503148555756,
0.014077085070312023,
0.0122834462672472,
0.002297497820109129,
-0.0018742752727121115,
0.0005420937668532133,
0.00019285501912236214,
0.002104442333802581,
-0.02221870981156826,
0.005887361243367195,
-0.009044419974088669,
0.006246164441108704,
-0.008804968558251858,
-0.018796484917402267,
0.004765695426613092,
0.011344715021550655,
0.002181333489716053,
0.02823735401034355,
-0.0014769333647564054,
-0.008254729211330414,
0.01426214911043644,
0.027193576097488403,
-0.013907590880990028,
-0.007806316018104553,
0.0065896944142878056,
-0.014276459813117981,
0.027134932577610016,
-0.01966886594891548,
0.007100481539964676,
0.0013174531050026417,
-0.005688980221748352,
-0.002374988980591297,
0.02771701291203499,
0.009767506271600723,
0.0023599981795996428,
0.009523341432213783,
0.03001141920685768,
0.006414675619453192,
0.011836094781756401,
-0.003560678567737341,
-0.008279486559331417,
-0.007151203695684671,
0.01080593466758728,
0.0051117874681949615,
-0.0018023005686700344,
-0.022863369435071945,
-0.009452957659959793,
0.014142054133117199,
-0.0009942264296114445,
-0.014108775183558464,
-0.007817626930773258,
-0.008511393330991268,
-0.016687873750925064,
-0.004472928121685982,
-0.004509097896516323,
-0.030147433280944824,
-0.007218748331069946,
-0.005241963546723127,
0.01630520261824131,
0.006736819166690111,
0.00431820098310709,
0.005739857908338308,
0.016025349497795105,
-0.011159982532262802,
-0.003530990332365036,
-0.014004339464008808,
0.003961758688092232,
-0.0030461703427135944,
-0.015596671029925346,
0.03131595999002457,
0.00023898168001323938,
-0.019493618980050087,
0.0009436726104468107,
0.0076197125017642975,
-0.0003481146413832903,
-0.03360055387020111,
0.024436989799141884,
-0.007456508465111256,
-0.013187980279326439,
0.008049290627241135,
0.00567066902294755,
0.005842143669724464,
0.007985961623489857,
0.008444374427199364,
0.02413611114025116,
-0.03809122368693352,
0.012147467583417892,
-0.02192261815071106,
0.004575288854539394,
-0.0024018166586756706,
0.004926706198602915,
-0.011904147453606129,
0.007010444533079863,
0.0007466166280210018,
0.005057283211499453,
0.022832326591014862,
0.004923948086798191,
-0.015325255692005157,
0.06721105426549911,
-0.009115521796047688,
-0.011890141293406487,
-0.016315914690494537,
0.01908068358898163,
0.009999356232583523,
-0.006909308023750782,
0.011010315269231796,
-0.0026413570158183575,
0.0004018675535917282,
0.00782060343772173,
-0.01817399263381958,
-0.00040566641837358475,
0.0009981580078601837,
-0.0168011374771595,
-0.01627982407808304,
0.0026002726517617702,
0.013820795342326164,
-0.0008595203398726881,
-0.014117841608822346,
0.014222713187336922,
0.03101603128015995,
-0.006920176558196545,
0.0013015726581215858,
-0.004778996109962463,
-0.0017810629215091467,
0.013755974359810352,
-0.009381377138197422,
0.0052890535444021225,
0.008196746930480003,
0.005676246713846922,
0.007177080027759075,
0.013049504719674587,
0.0007739271968603134,
-0.003962310031056404,
0.016462748870253563,
-0.0008611311204731464,
0.023108314722776413,
-0.025950705632567406,
0.0061300769448280334,
-0.008129119873046875,
-0.004052057862281799,
0.013481265865266323,
0.010379244573414326,
-0.010520504787564278,
0.01703302003443241,
0.01104448176920414,
0.011689293198287487,
0.007320030126720667,
-0.0008307048119604588,
0.004693346098065376,
-0.0023155612871050835,
-0.004915409255772829,
-0.008077763020992279,
-0.017796190455555916,
0.007274037227034569,
0.029455173760652542,
0.010538855567574501,
-0.02943759225308895,
-0.00048390671145170927,
-0.011603441089391708,
-0.009612949565052986,
-0.011566223576664925,
-0.009983235970139503,
-0.013747191056609154,
-0.006381956860423088,
0.037151481956243515,
0.002970137633383274,
-0.007122539449483156,
-0.025542665272951126,
-0.0012052347883582115,
0.0061005596071481705,
0.00235203979536891,
0.011200608685612679,
0.009865579195320606,
-0.007348358631134033,
0.004675255157053471,
-0.003035330679267645,
0.010161482729017735,
0.021331747993826866,
0.014786632731556892,
0.0038881239015609026,
0.009494349360466003,
-0.007009039167314768,
-0.022590547800064087,
-0.010176325216889381,
0.030812129378318787,
0.020223956555128098,
0.005532396957278252,
-0.005938132293522358,
-0.010624600574374199,
0.005175108555704355,
-0.016738824546337128,
-0.007150166667997837,
-0.08184731006622314,
-0.015547688119113445,
0.01723530888557434,
0.017948230728507042,
0.012365968897938728,
-0.0053396280854940414,
-0.00664145965129137,
0.01947411522269249,
-0.01561577245593071,
-0.012091526761651039,
0.025710752233862877,
0.017623530700802803,
-0.01323753409087658,
0.030322687700390816,
-0.025889873504638672,
-0.016007207334041595,
0.014920026995241642,
0.008724300190806389,
-0.004355826415121555,
-0.009316295385360718,
-0.0005267239175736904,
0.0030932147055864334,
0.013900227844715118,
-0.020575590431690216,
-0.010532673448324203,
0.00668830331414938,
0.023498309776186943,
-0.0029007280245423317,
-0.023672526702284813,
0.005104574374854565,
0.00901017151772976,
-0.01466128695756197,
-0.0032249270007014275,
-0.008640878833830357,
-0.0022416363935917616,
-0.021432358771562576,
-0.00475913193076849,
-0.003236172953620553,
-0.00016565807163715363,
0.022311897948384285,
0.002860943553969264,
0.015195194631814957,
0.017729390412569046,
-0.0019030756084248424,
-0.0015856762183830142,
0.008332516998052597,
0.006828006822615862,
-0.024928640574216843,
0.008829958736896515,
-0.010334884747862816,
0.024634093046188354,
-0.008267302066087723,
-0.006847538985311985,
0.004664782900363207,
-0.003724224166944623,
-0.016788773238658905,
-0.012472497299313545,
0.008470963686704636,
-0.006788351573050022,
-0.008187202736735344,
0.01264418289065361,
0.004392072558403015,
0.015123879536986351,
-0.0190250426530838,
-0.02787831425666809,
-0.0023794607259333134,
0.0117232296615839,
-0.01578383706510067,
0.006268025375902653,
-0.00515122851356864,
0.02929018810391426,
-0.021968025714159012,
0.0055197300389409065,
-0.0005455752252601087,
0.008556241169571877,
-0.005322291515767574,
-0.016868310049176216,
-0.012124817818403244,
0.018946370109915733,
0.0034546994138509035,
-0.00085281184874475,
0.007554974872618914,
-0.009402908384799957,
0.009669370017945766,
-0.009937516413629055,
0.007350698579102755,
0.00028201041277498007,
-0.016552235931158066,
0.009685900993645191,
0.0016792069654911757,
-0.018929719924926758,
-0.003865863662213087,
0.012038073502480984,
0.0048448932357132435,
0.006255699787288904,
0.01904001459479332,
-0.002441347809508443,
0.011253145523369312,
0.004869569092988968,
0.007140124216675758,
0.021300263702869415,
-0.00907127559185028,
-0.0031386627815663815,
-0.012130146846175194,
0.028123635798692703,
-0.0022868008818477392,
-0.000942121958360076,
-0.008968829177320004,
-0.0023741493932902813,
-0.008388886228203773,
-0.0006062742322683334,
0.009824920445680618,
-0.009449288249015808,
-0.01548810862004757,
0.004777479916810989,
0.019271770492196083,
-0.014239205978810787,
0.0046235909685492516,
0.07335152477025986,
0.023452676832675934,
0.014091548509895802,
-0.001973274629563093,
0.012390503659844398,
0.0016604135744273663,
-0.016134528443217278,
0.016081739217042923,
0.007593934424221516,
-0.018837329000234604,
0.009064547717571259,
-0.00045306235551834106,
0.007941692136228085,
0.022482547909021378,
0.0038557634688913822,
-0.0010193372145295143,
-0.025145811960101128,
-0.0014823488891124725,
-0.0293195191770792,
0.031161092221736908,
0.018114227801561356,
0.0024099950678646564,
-0.002491151448339224,
-0.0035142237320542336,
-0.0060638319700956345,
-0.023463189601898193,
0.006341316271573305,
-0.01869094744324684,
-0.00951058603823185,
0.0008243045303970575,
0.018844280391931534,
0.008914478123188019,
-0.006032189819961786,
-0.01699652150273323,
-0.007842144928872585,
0.015550507232546806,
0.006285493727773428,
0.0008739675395190716,
-0.0045136986300349236,
-0.01753508858382702,
0.012921474874019623,
-0.006120127160102129,
0.02076500654220581,
0.004300563596189022,
0.014479977078735828,
0.015789438039064407,
-0.019935427233576775,
-0.01549003180116415,
-0.0003407886251807213,
0.018745653331279755,
-0.014733975753188133,
0.008391991257667542,
0.012838786467909813,
0.014507310464978218,
0.012840688228607178,
-0.02477085590362549,
0.009363804943859577,
-0.0030995826236903667,
-0.01398548949509859,
-0.010306930169463158,
0.008585955016314983,
0.0057137650437653065,
0.01501512248069048,
-0.010473604314029217,
0.01938014291226864,
-0.0165285374969244,
0.01853001117706299,
-0.010043390095233917,
0.015887683257460594,
0.01378007885068655,
-0.0043112365528941154,
-0.005169562995433807,
-0.025486622005701065,
-0.01682204380631447,
-0.002392236841842532,
-0.015238851308822632,
0.0248406995087862,
-0.016403261572122574,
-0.019547615200281143,
0.01402281317859888,
0.0012879688292741776,
-0.003813335206359625,
-0.015463775023818016,
0.011602096259593964,
0.012705781497061253,
0.028905363753437996,
-0.02442222088575363,
-0.07525893300771713,
0.003715363796800375,
0.0020836053881794214,
-0.005223214626312256,
0.0059342700988054276,
0.010047206655144691,
-0.013708379119634628,
0.00719528878107667,
0.012190940789878368,
-0.0023774071596562862,
-0.012458877637982368,
-0.02284976653754711,
0.027324233204126358,
-0.011909456923604012,
0.007026265375316143,
0.020190339535474777,
-0.006292623933404684,
-0.0035671342629939318,
0.0003059662412852049,
0.008557267487049103,
0.007141056004911661,
-0.02390248328447342,
-0.004913803189992905,
-0.0025288942269980907,
-0.000015058321878314018,
-0.08210039883852005,
-0.0037574926391243935,
-0.005237868521362543,
-0.04142582416534424,
-0.02640463411808014,
0.0008200184674933553,
0.031702447682619095,
-0.007541254162788391,
-0.016713852062821388,
-0.008683888241648674,
0.010614468716084957,
-0.0009203156223520637,
0.024132419377565384,
0.01781495288014412,
-0.0013741615694016218,
-0.009207667782902718,
0.00625976175069809,
-0.019973531365394592,
-0.010996641591191292,
0.016628766432404518,
0.0062388344667851925,
0.007352497428655624,
-0.007145325653254986,
-0.0026199687272310257,
-0.009928615763783455,
-0.011135884560644627,
-0.008325628936290741,
0.009154461324214935,
-0.0024290657602250576,
-0.018810424953699112,
0.025728413835167885,
0.009972715750336647,
-0.003936402499675751,
-0.018298666924238205,
0.004837702959775925,
-0.017113547772169113,
-0.006185399834066629,
-0.012199712917208672,
0.011613434180617332,
-0.0019758068956434727,
0.0026168308686465025,
0.00077093206346035,
0.043548692017793655,
0.013404516503214836,
0.0022798741701990366,
-0.010079445317387581,
0.0038806814700365067,
-0.004306424409151077,
0.0032349175307899714,
0.003031221916899085,
-0.004975118674337864,
0.0017147986218333244,
0.022221799939870834,
0.005485158413648605,
0.0005426346324384212,
0.0018631679704412818,
-0.0038956711068749428,
0.01793365739285946,
0.029275275766849518,
0.0014756290474906564,
-0.006912865675985813,
0.037323541939258575,
0.009771052747964859,
0.07266664505004883,
-0.03801654651761055,
0.007775623816996813,
0.01135172788053751,
-0.00840042531490326,
0.004060067236423492,
-0.010989265516400337,
0.028218459337949753,
-0.01781569980084896,
-0.014529747888445854,
0.0005799578502774239,
0.006360706873238087,
-0.007234427146613598,
0.007322593592107296,
0.013128988444805145,
-0.008507892489433289,
0.026820888742804527,
-0.035181887447834015,
-0.004125092178583145,
0.026918524876236916,
-0.01984255760908127,
0.004292047116905451,
-0.05750928074121475,
0.009332198649644852,
0.012255288660526276,
-0.004175972193479538,
-0.019534671679139137,
-0.002937369979918003,
0.005774610210210085,
-0.004308911040425301,
0.015978429466485977,
0.013398571871221066,
0.0024774859193712473,
-0.029498161748051643,
0.003315690904855728,
-0.02000371366739273,
0.014048334211111069,
0.006230766419321299,
-0.027434781193733215,
-0.0011553684016689658,
-0.01204870268702507,
0.02476140670478344,
-0.0021390635520219803,
0.002771257422864437,
0.01124662160873413,
-0.012217748910188675,
-0.007652943022549152,
-0.0026304384227842093,
0.02042514458298683,
0.004520541988313198,
0.03436248004436493,
-0.0060560982674360275,
-0.026336949318647385,
0.014607829041779041,
0.006325619760900736,
0.027451276779174805,
-0.01474114041775465,
0.010560237802565098,
-0.0033532935194671154,
0.009330070577561855,
0.00013035908341407776,
-0.010304050520062447,
-0.041500676423311234,
-0.015886161476373672,
0.027878688648343086,
-0.011575216427445412,
-0.0031172996386885643,
-0.012269468978047371,
-0.009929098188877106,
0.007967389188706875,
-0.014945357106626034,
-0.005607284605503082,
0.005854437593370676,
-0.022754419595003128,
-0.007403388619422913,
-0.004595565609633923,
-0.015674779191613197,
0.008892612531781197,
0.016999254003167152,
0.0029736459255218506,
0.003886227495968342,
0.0181302260607481,
-0.005606755148619413,
0.0015446003526449203,
0.0030146841891109943,
-0.012594901956617832,
-0.009275330230593681,
0.004688701592385769,
0.0017481843242421746,
0.011303547769784927,
0.010043565183877945,
-0.0062738023698329926,
0.006841214373707771,
-0.008238452486693859,
0.0014893137849867344,
0.03235054761171341,
0.0018137732986360788,
0.01415615901350975,
-0.02377382293343544,
0.019033577293157578,
0.036803796887397766,
-0.02622479386627674,
0.002140562981367111,
-0.02105375938117504,
-0.003276765812188387,
0.0017447295831516385,
-0.004481162875890732,
-0.005300822202116251,
-0.009009203873574734,
0.014563256874680519,
0.0002046265872195363,
-0.015439480543136597,
-0.00537388538941741,
0.0008312577847391367,
0.021003305912017822,
-0.009887385182082653,
-0.006338236853480339,
-0.0230180062353611,
0.026601742953062057,
-0.009742533788084984,
0.002596791833639145,
-0.007284090388566256,
0.003469419665634632,
0.024555031210184097,
-0.016092348843812943,
-0.030408548191189766,
-0.0064052497036755085,
0.006142434198409319,
-0.009421407245099545,
0.01044761948287487,
0.00020241644233465195,
0.014141867868602276,
0.000820268876850605,
0.019012298434972763,
0.017629047855734825,
-0.02339828945696354,
0.022023003548383713,
-0.011184107512235641,
-0.004619019106030464,
-0.014175251126289368,
0.0032407082617282867,
-0.006128490902483463,
0.0043990351259708405,
0.0003787968307733536,
0.006887486670166254,
0.006333465687930584,
-0.00196168664842844,
0.006765012629330158,
0.010467375628650188,
-0.0024669680278748274,
-0.006364867091178894,
0.02822425216436386,
0.007714932318776846,
-0.00002652208786457777,
0.00031816953560337424,
0.005066756159067154,
-0.004639293998479843,
-0.0025077913887798786,
0.010600981302559376,
0.0010543169919401407,
-0.0020543758291751146,
0.004386741667985916,
0.010605612769722939,
0.0105137312784791,
0.02122235856950283,
0.015499782748520374,
-0.009254174306988716,
0.0014796988107264042,
-0.0180378295481205,
-0.00623844750225544,
0.0003598821349442005,
0.01856064796447754,
-0.01281964685767889,
-0.0025211817119270563,
-0.024531709030270576,
-0.0102980462834239,
-0.00877082534134388,
0.008120903745293617,
-0.030201122164726257,
0.01248779334127903,
0.013752739876508713,
-0.004651197232306004,
-0.017925454303622246,
-0.011022339574992657,
-0.009445598348975182,
0.018779663369059563,
-0.01150224544107914,
0.012109056115150452,
0.0051439423114061356,
0.01643664762377739,
-0.0016699184197932482,
-0.03427278250455856,
-0.0020877534989267588,
-0.002872292883694172,
0.0156627856194973,
0.003475137986242771,
0.008551353588700294,
0.005861490033566952,
0.0005811440059915185,
-0.007955439388751984,
-0.010591883212327957,
0.00017088418826460838
] |
[
-0.29257556796073914,
-0.0890006572008133,
0.26297610998153687,
0.061745528131723404,
-0.20423050224781036,
0.34764161705970764,
0.3106161952018738,
-0.42750421166419983,
0.056334830820560455,
-0.8079758882522583,
-0.10198254883289337,
0.3432318866252899,
-0.1417967677116394,
0.1967378407716751,
-0.3531542420387268,
0.5318949818611145,
0.7056919932365417,
0.248977929353714,
-0.3629654049873352,
-0.3375452160835266,
-0.2839917540550232,
-0.1953526735305786,
0.34467047452926636,
-0.303143709897995,
-0.2961094379425049,
-0.0805041715502739,
0.7461806535720825,
0.3481594920158386,
0.03450789675116539,
0.27598726749420166,
-0.3117634654045105,
0.5720854997634888,
-0.49585095047950745,
-0.3651650547981262,
-0.4224250018596649,
-0.024034231901168823,
-0.17223119735717773,
0.2558945417404175,
0.16205285489559174,
-0.32908326387405396,
-0.028176458552479744,
-0.2350759506225586,
-0.33279335498809814,
0.5028988122940063,
-0.270609050989151,
-0.44283807277679443,
-2.0513389110565186,
0.2127712219953537,
-0.5909503102302551,
-0.10320957750082016,
0.057296134531497955,
0.4825732111930847,
0.5193411707878113,
0.5329219102859497,
-0.2163669615983963,
0.5021284222602844,
-0.4661908447742462,
-0.3747243583202362,
0.5226777195930481,
-0.17206749320030212,
-0.011599882505834103,
0.30036991834640503,
-0.2303343415260315,
-0.1135399341583252,
-0.5832985639572144,
0.6643849611282349,
0.12655577063560486,
-0.5645243525505066,
-0.630967378616333,
-0.041501082479953766,
0.711188018321991,
-0.29294446110725403,
0.008978873491287231,
0.34727227687835693,
-0.37038618326187134,
0.2363409399986267,
0.0333968810737133,
-0.04114193841814995,
0.17889191210269928,
0.12523812055587769,
-0.4261178970336914,
-0.21358059346675873,
0.6524986624717712,
-0.3638728857040405,
0.31201159954071045,
0.47479307651519775,
-0.38005632162094116,
0.38076937198638916,
-0.7039504051208496,
0.21537895500659943,
-0.02339148335158825,
-0.3066892921924591,
0.37196385860443115,
0.4833042323589325,
0.7620517015457153,
0.3208925426006317,
0.15537679195404053,
0.13992464542388916,
0.4319147765636444,
0.555536687374115,
-0.20560908317565918,
0.056005921214818954,
0.08362720161676407,
0.18313764035701752,
-0.4627806544303894,
-0.7175987958908081,
-0.7473201751708984,
-0.18406884372234344,
-0.37220853567123413,
0.19071932137012482,
-0.8169229030609131,
0.5175449252128601,
0.10096646100282669,
0.02795671671628952,
0.043749455362558365,
-0.13836856186389923,
-0.09178292006254196,
0.03076878748834133,
-0.07439003139734268,
0.17167696356773376,
0.027355708181858063,
1.2153023481369019,
0.18981274962425232,
0.28203481435775757,
0.47608667612075806,
0.08723632991313934,
0.7359355688095093,
0.558168888092041,
-0.28423047065734863,
0.2693513035774231,
0.20892667770385742,
0.9891914129257202,
0.08382826298475266,
-0.006286053452640772,
0.10198896378278732,
-0.7970582842826843,
0.2505364418029785,
0.313642680644989,
-0.10063572973012924,
-0.04745997115969658,
-0.3468732535839081,
-0.4435335099697113,
-0.6485159397125244,
0.07965806126594543,
0.47014284133911133,
-0.3648378551006317,
0.16482672095298767,
-0.1869695484638214,
-0.1780523657798767,
-0.007912160828709602,
-0.37814974784851074,
0.5257048606872559,
-0.7152872681617737,
-0.08419691771268845,
0.0073758200742304325,
0.685587465763092,
-0.17439374327659607,
-0.24788565933704376,
0.2916894555091858,
0.26111656427383423,
-0.130436971783638,
0.31322377920150757,
-0.4402308762073517,
-0.40072086453437805,
0.2254500687122345,
-0.6318069100379944,
-0.16559626162052155,
0.34086874127388,
0.23849894106388092,
0.18236838281154633,
0.1322704702615738,
-0.39905092120170593,
-0.4822200834751129,
-0.3025588393211365,
-0.04356557875871658,
0.3173007071018219,
0.5144214034080505,
0.001922967960126698,
0.14270293712615967,
0.3708001375198364,
-0.9359329342842102,
-0.0003626524412538856,
0.1577083319425583,
-0.6571661233901978,
0.4111669361591339,
0.5355760455131531,
0.7649401426315308,
0.08211958408355713,
0.02763066068291664,
0.04817153140902519,
-0.30694475769996643,
-0.10612790286540985,
0.419666588306427,
-0.9816285371780396,
1.240835189819336,
0.43528494238853455,
-0.594459056854248,
1.032167911529541,
-0.29181307554244995,
0.7546663880348206,
-0.12686018645763397,
0.012665473856031895,
0.1504601240158081,
-0.001953080645762384,
0.3363897204399109,
0.3038066327571869,
-0.16848763823509216,
-0.05145765095949173,
-0.5197488069534302,
0.29486361145973206,
0.6306068897247314,
-0.32432103157043457,
-0.29691648483276367,
-0.25840163230895996,
0.1958717554807663,
0.034528784453868866,
0.15536446869373322,
0.007577433716505766,
-0.1891285926103592,
0.11834284663200378,
1.258325457572937,
-0.29789963364601135,
0.5239784717559814,
0.29642611742019653,
-0.18074043095111847,
0.39791741967201233,
0.26372030377388,
0.4706248342990875,
0.6443023085594177,
-0.8055362701416016,
-0.3361404836177826,
0.1506471335887909,
0.5990700721740723,
-0.8437638878822327,
-0.01787709631025791,
-0.2324991077184677,
0.5544342994689941,
-0.051592644304037094,
0.42257899045944214,
0.13045677542686462,
-0.08629433810710907,
0.3879578113555908,
-0.22213417291641235,
0.2346610575914383,
-0.19468991458415985,
-0.3173539340496063,
-0.22534973919391632,
0.20077450573444366,
-0.5217493176460266,
-0.6242011785507202,
0.39868852496147156,
0.5423322319984436,
-0.13006721436977386,
-0.4931683838367462,
0.02938528172671795,
0.3232043385505676,
-0.10410768538713455,
-0.5485455989837646,
-0.013768278062343597,
0.3139991760253906,
0.1592414528131485,
0.20958329737186432,
-0.4372358024120331,
0.3943368196487427,
0.0879235491156578,
-0.14669466018676758,
-0.8143904805183411,
-0.5688046216964722,
0.5839729905128479,
0.8459836840629578,
0.50258469581604,
-0.15541471540927887,
-0.39582881331443787,
-0.059293944388628006,
-0.1778561919927597,
-0.1753416508436203,
-0.1391819417476654,
0.20146606862545013,
-0.8685360550880432,
-0.6659281849861145,
-0.018718108534812927,
0.7462550401687622,
0.9048794507980347,
-0.11090408265590668,
-0.47414541244506836,
-0.5293233394622803,
-0.03935067728161812,
-0.5062859654426575,
-0.6376298666000366,
-0.19936800003051758,
-0.018754448741674423,
0.30314767360687256,
0.13516125082969666,
-0.46536919474601746,
0.22065691649913788,
0.5573520660400391,
-0.1756405234336853,
0.00451952638104558,
-0.016828250139951706,
-0.08183350414037704,
-0.6437494158744812,
0.18277449905872345,
-0.038316406309604645,
-0.40435200929641724,
0.09905756264925003,
-0.4566151797771454,
-0.605926513671875,
0.469766765832901,
-5.856271743774414,
-0.42374029755592346,
-0.5788640975952148,
0.41653013229370117,
-0.5472985506057739,
-0.3851931691169739,
0.7729614973068237,
0.12200197577476501,
0.26722872257232666,
-0.2804519236087799,
0.3744082748889923,
0.1629764288663864,
-0.2245974987745285,
0.4710777699947357,
-0.04717385396361351,
0.23772789537906647,
0.3133125603199005,
0.29720601439476013,
0.27173471450805664,
0.22343453764915466,
0.07571271806955338,
-0.08297580480575562,
0.03407638520002365,
0.33783620595932007,
0.5984236598014832,
-0.15166698396205902,
-0.7515464425086975,
0.059485845267772675,
0.034322984516620636,
-0.14401893317699432,
-0.036426134407520294,
-0.0016157192876562476,
-0.19877560436725616,
0.15444491803646088,
0.4644618630409241,
0.18918392062187195,
0.7065817713737488,
-0.14731404185295105,
0.19936667382717133,
-0.7026337385177612,
0.4165690243244171,
0.7875121235847473,
-0.15805843472480774,
-0.13991427421569824,
0.09682606905698776,
-0.3519774079322815,
-0.43056532740592957,
0.1983177661895752,
-0.12788985669612885,
0.5499628186225891,
-0.2580125033855438,
-0.49626585841178894,
0.4019937217235565,
0.27796462178230286,
0.04687034711241722,
-0.3247724771499634,
0.3078653812408447,
0.30082935094833374,
-0.7082143425941467,
0.09704809635877609,
0.266738623380661,
-0.6474636793136597,
0.05588140711188316,
-1.167293906211853,
-0.20788531005382538,
0.2664567232131958,
-1.1113338470458984,
-0.3535017669200897,
0.10713013261556625,
0.20232264697551727,
-0.3748927712440491,
0.20604468882083893,
0.032507479190826416,
-0.5827388763427734,
0.616518497467041,
-0.33022579550743103,
0.16977572441101074,
-0.18127311766147614,
-0.3841814398765564,
0.19777913391590118,
-0.2981155216693878,
-0.41061705350875854,
0.30064138770103455,
0.0938214510679245,
0.27810755372047424,
-0.21895691752433777,
-0.0174399446696043,
-0.2990911602973938,
-0.20524293184280396,
0.3051895499229431,
0.5970379114151001,
-0.3499712347984314,
0.32103773951530457,
0.5187082290649414,
0.521022379398346,
0.5391131639480591,
0.5997139811515808,
0.021331757307052612,
0.08189065009355545,
-0.5917753577232361,
0.7277787923812866,
-0.24450044333934784,
-0.41837385296821594,
-0.5942596793174744,
0.18900324404239655,
0.03928948938846588,
-0.4339008033275604,
0.1626446694135666,
0.8953557014465332,
-0.24665486812591553,
-0.10593049228191376,
-0.049166250973939896,
-0.634451687335968,
-0.24403031170368195,
0.5101107954978943,
0.04115598648786545,
-0.26849865913391113,
-0.14043903350830078,
0.2704208195209503,
-0.1626899689435959,
0.19280216097831726,
0.39431801438331604,
0.12898822128772736,
0.17054474353790283,
0.1717434972524643,
-0.29085245728492737,
-0.010753917507827282,
0.7610874176025391,
-0.3771332800388336,
0.21748025715351105,
-0.024317052215337753,
0.5625783205032349,
-0.5834441781044006,
0.02823561616241932,
0.4780542850494385,
-0.4928182363510132,
-0.018609648570418358,
-0.0914631187915802,
0.17944270372390747,
-0.5178762078285217,
0.8094233274459839,
-0.2980952560901642,
-0.35831886529922485,
-0.22480960190296173,
0.16469787061214447,
0.3347763419151306,
-0.28539764881134033,
-0.2845158874988556,
-0.5657649040222168,
0.563046395778656,
-0.46031251549720764,
-0.3082093298435211,
-0.061269611120224,
0.22388483583927155,
0.16041673719882965,
-0.07718299329280853,
0.28667110204696655,
0.27950355410575867,
0.04650362953543663,
-0.3598654568195343,
0.35523298382759094,
0.1576649248600006,
-0.925591230392456,
0.19312052428722382,
0.43558043241500854,
-0.5353901982307434,
-0.5421721339225769,
-0.3144106864929199,
-0.23111411929130554,
0.3652791976928711,
0.20478270947933197,
-0.23598232865333557,
-0.29708483815193176,
-0.7460061311721802,
-0.1456177830696106,
-0.1659386307001114,
0.009215207770466805,
0.2740882635116577,
0.006532967556267977,
0.3480912148952484,
0.07404665648937225,
-0.37569376826286316,
-0.12274742871522903,
0.2760844826698303,
0.9476342797279358,
0.2848846912384033,
0.09488692879676819,
-0.0833623930811882,
-0.5292397737503052,
-0.32456040382385254,
0.297264039516449,
0.28349438309669495,
0.07694700360298157,
0.07732748985290527,
-0.013008286245167255,
-0.4083440899848938,
0.29714012145996094,
0.046259164810180664,
-0.04996131733059883,
-0.2511817216873169,
-0.017997276037931442,
0.7219831347465515,
-0.43711572885513306,
0.5660310387611389,
0.189907044172287,
-0.622370719909668,
0.2798371911048889,
-0.09313759207725525,
-0.49853184819221497,
-0.3364412784576416,
0.035027533769607544,
-0.7191898822784424,
-0.16864575445652008,
-0.21011777222156525,
-0.35863593220710754,
-0.009427176788449287,
0.3903857171535492,
-0.05539485067129135,
-0.29469242691993713,
0.2101442813873291,
0.3258984386920929,
-0.41630566120147705,
-0.6653003096580505,
0.1046811044216156,
-0.028979457914829254,
0.2267024964094162,
0.486528605222702,
-0.42402127385139465,
0.05872182548046112,
0.22659847140312195,
0.09453850239515305,
0.25237274169921875,
-0.12542763352394104,
0.22592395544052124,
-0.26331764459609985,
-0.11567456275224686,
-0.10664299875497818,
0.31337863206863403,
-0.030585093423724174,
0.0017046733992174268,
0.24092887341976166,
0.6241589188575745,
-0.21888448297977448,
-0.4433593153953552,
0.0008718521567061543,
0.25316122174263,
0.33727970719337463,
-0.4948641359806061,
-0.824572741985321,
-0.054066844284534454,
0.0705031231045723,
-0.4432104825973511,
-0.16276788711547852,
-0.1745578646659851,
0.6553449630737305,
0.3693614602088928,
-0.3742614686489105,
-0.5830807685852051,
-0.2188822329044342,
0.23441573977470398,
-0.2669799327850342,
-0.36347827315330505,
-0.18744748830795288,
-0.681710422039032,
0.019757894799113274,
0.23713865876197815,
0.11376913636922836,
-0.4148871898651123,
0.16001087427139282,
-0.41103458404541016,
-0.24745307862758636,
0.38707467913627625,
0.22664892673492432,
0.38931670784950256,
-0.20701055228710175,
-0.24345161020755768,
-0.4262842833995819,
0.36502009630203247,
0.19968447089195251,
0.0794602781534195,
0.038567669689655304,
-0.36270755529403687,
-0.22474926710128784,
0.15027505159378052,
0.09288415312767029,
0.36220213770866394,
0.6424775123596191,
-0.3247376084327698,
0.31817325949668884,
-0.18823160231113434,
-0.31609946489334106,
0.24428948760032654,
-0.5505338311195374,
-0.42878642678260803,
-0.20779810845851898,
0.16590705513954163,
0.25792595744132996,
-0.03430201858282089,
0.16661109030246735,
-0.32881537079811096,
0.02294405922293663,
0.743405282497406,
0.32155880331993103,
-0.3942723572254181,
0.5135705471038818,
0.29753756523132324,
0.24505209922790527,
0.04466034471988678,
0.22855491936206818,
-0.07151138782501221,
0.47443389892578125,
0.1385268270969391,
0.21376802027225494,
0.3777860105037689,
-0.20674486458301544,
0.34097084403038025,
0.2885163426399231,
-0.07409495860338211,
0.507993221282959,
-0.02969473786652088,
-0.12598396837711334,
0.3393110930919647,
0.3508283495903015,
-0.16797685623168945,
-0.3485843539237976,
0.8063867092132568,
-0.14673222601413727,
0.21097123622894287,
0.04371258616447449,
0.35049962997436523,
0.5116742849349976,
0.8314464688301086,
-0.5721846222877502,
-0.12891878187656403,
0.3879252076148987,
0.07478944212198257,
0.22556495666503906,
-0.11290481686592102,
-0.4615044593811035,
0.1525035947561264,
0.40900617837905884,
0.6264302730560303,
-0.4563983678817749,
-0.018734470009803772,
-0.21284639835357666,
0.29196351766586304,
0.05770440772175789,
0.021215617656707764,
-0.2414693832397461,
0.46997877955436707,
0.1407831907272339,
0.11958033591508865,
-0.3241932988166809,
0.2532176375389099,
-0.439897745847702,
-0.1656905710697174,
0.2969846725463867,
-0.3973458409309387,
-0.5277355313301086,
0.5184997320175171,
0.03835061192512512,
0.7952558398246765,
-0.586077868938446,
0.0483936071395874,
-0.6963554620742798,
0.26348042488098145,
0.34161895513534546,
0.4226987957954407,
0.083040252327919,
-0.22744373977184296,
0.05202100798487663,
0.24241319298744202,
-0.30194640159606934,
0.20503287017345428,
-0.04943249747157097,
-0.5097628235816956,
0.4457656145095825,
-0.11394409090280533,
-0.2848157584667206,
-0.1988915652036667,
0.14980509877204895,
0.3015267848968506,
-0.04422441124916077,
-0.1144113689661026,
0.3330579698085785,
-0.22644604742527008,
0.20766374468803406,
0.36406823992729187,
0.15888075530529022,
0.02011827565729618,
-0.12298379838466644,
-0.8116557598114014,
-0.30423861742019653,
0.2226194590330124,
-0.40688368678092957,
0.10274545103311539,
-0.47008994221687317,
0.9447227120399475,
0.22535094618797302,
0.07887990772724152,
0.1479438990354538,
-0.029192280024290085,
0.1546066552400589,
0.7847387194633484,
-0.5432577133178711,
0.20479446649551392,
-0.8739446401596069,
-0.10871861129999161,
-0.7269184589385986,
-0.1306503266096115,
0.2987159192562103,
-0.2151785045862198,
-0.4283576011657715,
-0.12075577676296234,
-0.09905115514993668,
0.26818686723709106,
-0.46811988949775696,
-0.055921223014593124,
-0.06229739263653755,
-0.31077274680137634,
-0.31888389587402344,
-0.4241292476654053,
0.46799609065055847,
-0.12352878600358963,
0.31191393733024597,
-0.42736977338790894,
0.1617996245622635,
0.42844289541244507,
-0.29763826727867126,
0.19629083573818207,
0.365114688873291,
0.12653249502182007,
0.10622338205575943,
0.5626049637794495,
-0.6193569898605347,
0.19760222733020782,
-0.3813387155532837,
0.43607982993125916,
0.1922881305217743,
-0.5221079587936401,
-0.7892460227012634,
-0.36002957820892334,
-0.45127424597740173,
0.7620895504951477,
-0.4605894684791565,
0.2631372809410095,
-0.47574320435523987,
-0.27983713150024414,
-0.6876312494277954,
0.17663194239139557,
0.2335934191942215,
0.2663026452064514,
-0.22711177170276642,
-0.2780246138572693,
-0.20928095281124115,
0.43011048436164856,
-0.0844295471906662,
-0.9986206293106079,
0.05976399779319763,
-0.0992467999458313
] |
A smart-card-based user authentication scheme for wireless sensor networks (in short, a SUA-WSN scheme) is designed to restrict access to the sensor data only to users who are in possession of both a smart card and the corresponding password. While a significant number of SUA-WSN schemes have been suggested in recent years, their intended security properties lack formal definitions and proofs in a widely-accepted model. One consequence is that SUA-WSN schemes insecure against various attacks have proliferated. In this paper, we devise a security model for the analysis of SUA-WSN schemes by extending the widely-accepted model of Bellare, Pointcheval and Rogaway (2000). Our model provides formal definitions of authenticated key exchange and user anonymity while capturing side-channel attacks, as well as other common attacks. We also propose a new SUA-WSN scheme based on elliptic curve cryptography (ECC), and prove its security properties in our extended model. To the best of our knowledge, our proposed scheme is the first SUA-WSN scheme that provably achieves both authenticated key exchange and user anonymity. Our scheme is also computationally competitive with other ECC-based (non-provably secure) schemes.
|
[
-0.024191079661250114,
0.005779862403869629,
-0.004792193416506052,
0.023872004821896553,
0.005879261530935764,
-0.006608379073441029,
0.009846584871411324,
-0.024502892047166824,
-0.006965356413275003,
-0.004372475668787956,
-0.0314859077334404,
0.004351992160081863,
-0.008951449766755104,
0.022229928523302078,
0.035680703818798065,
-0.01875460147857666,
-0.03387856110930443,
0.01265859603881836,
0.011805293150246143,
-0.015963219106197357,
0.013812706805765629,
0.0028606620617210865,
0.008125065825879574,
0.023342883214354515,
0.01943475753068924,
0.00599030964076519,
-0.018475372344255447,
-0.0032577449455857277,
-0.006321625784039497,
-0.020586300641298294,
-0.010181380435824394,
0.027909528464078903,
0.000060947611927986145,
-0.0015201398637145758,
0.0016634510830044746,
0.01568826660513878,
-0.005927952937781811,
0.02041184902191162,
0.025647234171628952,
-0.004910934716463089,
-0.016017671674489975,
-0.009699427522718906,
0.011359987780451775,
0.031060323119163513,
-0.008458171971142292,
-0.006534644402563572,
0.00239499076269567,
0.025369782000780106,
-0.0020908862352371216,
0.0037894451525062323,
-0.0034404343459755182,
0.015505415387451649,
-0.002953918185085058,
-0.0014323503710329533,
-0.004800236783921719,
-0.022501816973090172,
0.01460028812289238,
0.02636781521141529,
-0.011470229364931583,
-0.024471651762723923,
-0.009818111546337605,
0.006378251127898693,
0.0013236128725111485,
-0.0394011065363884,
0.026262205094099045,
-0.06702429801225662,
0.025961244478821754,
-0.02793307974934578,
0.01861063949763775,
-0.0195474810898304,
0.02814101241528988,
0.008139054290950298,
-0.025542210787534714,
-0.0173330120742321,
-0.006096621975302696,
-0.026884905993938446,
-0.026475299149751663,
-0.0064332676120102406,
0.005276897922158241,
0.019798431545495987,
-0.024497952312231064,
-0.0010841013863682747,
0.0001757475547492504,
0.02188379317522049,
0.0030464231967926025,
-0.0047617340460419655,
-0.029538679867982864,
-0.017786536365747452,
-0.012483361177146435,
0.021246710792183876,
0.013776867650449276,
-0.002566856797784567,
0.03340949863195419,
-0.004176706075668335,
0.007056849077343941,
-0.006297760643064976,
-0.0057048313319683075,
0.0004671898204833269,
0.014682055450975895,
-0.025158297270536423,
0.0063928053714334965,
-0.003778609447181225,
0.014739178121089935,
0.019939614459872246,
0.01647697389125824,
0.01239834725856781,
0.0002885381691157818,
0.03202826529741287,
-0.01138414815068245,
0.011868859641253948,
0.022274158895015717,
0.02917499840259552,
0.016155967488884926,
0.016989070922136307,
0.0024769315496087074,
0.04316981881856918,
-0.013601758517324924,
-0.022074859589338303,
0.01606079563498497,
-0.006264443509280682,
-0.027976110577583313,
-0.023188535124063492,
0.004880070220679045,
0.019831985235214233,
0.011699030175805092,
0.019864551723003387,
-0.029884371906518936,
-0.01262520533055067,
-0.015912966802716255,
-0.0027103754691779613,
-0.009315457195043564,
-0.004733082838356495,
0.012062819674611092,
0.004769172519445419,
-0.012646648101508617,
-0.0049771894700825214,
-0.012743853032588959,
0.0015765875577926636,
0.010220805183053017,
-0.030748067423701286,
0.007438954431563616,
0.010618056170642376,
0.004123075399547815,
0.01614302769303322,
0.0101699810475111,
-0.011150836944580078,
-0.02125573344528675,
0.01099745649844408,
0.022972766309976578,
-0.012198095209896564,
-0.03119046241044998,
-0.0073630851693451405,
-0.006010876037180424,
-0.010640520602464676,
-0.024378089234232903,
0.028040487319231033,
-0.02702302858233452,
-0.02068966254591942,
-0.02888498641550541,
-0.005412371829152107,
0.007900155149400234,
0.02830532193183899,
0.0308833047747612,
0.007438967935740948,
-0.025014642626047134,
0.016713250428438187,
-0.0012844156008213758,
0.024642255157232285,
-0.022008618339896202,
0.007499980740249157,
-0.006535474210977554,
0.002290056087076664,
0.004025972913950682,
0.009998899884521961,
0.020985592156648636,
-0.002178726252168417,
-0.004054308868944645,
0.0097971735522151,
-0.017725277692079544,
0.06714774668216705,
0.029681609943509102,
0.005013670772314072,
0.01279405876994133,
-0.02717134729027748,
-0.007397578097879887,
-0.008061885833740234,
0.006177358329296112,
-0.00835783313959837,
-0.015056944452226162,
0.011003360152244568,
-0.002003126312047243,
-0.0038740516174584627,
-0.034871023148298264,
0.018410827964544296,
0.0124330073595047,
0.0035790521651506424,
0.03867500275373459,
-0.005283556412905455,
-0.013381566852331161,
0.013833615928888321,
0.030756011605262756,
-0.009046684950590134,
0.026418142020702362,
0.0647537112236023,
-0.025105416774749756,
0.02938552014529705,
0.017430804669857025,
0.00692059937864542,
-0.02725396305322647,
-0.009979210793972015,
0.027581162750720978,
0.0034829399082809687,
-0.008364935405552387,
-0.015438292175531387,
0.013275403529405594,
0.007467645686119795,
-0.011721347458660603,
-0.00041511235758662224,
0.01906978338956833,
-0.010146905668079853,
-0.011251920834183693,
0.011434867978096008,
0.031229298561811447,
-0.03015657514333725,
0.02743780054152012,
0.01296237949281931,
-0.021511470898985863,
0.011622479185461998,
-0.029367990791797638,
0.005372890271246433,
-0.008912129327654839,
0.01053365133702755,
-0.011593794450163841,
-0.026117034256458282,
0.010923318564891815,
0.01753818616271019,
0.009714517742395401,
-0.01271712314337492,
0.0007170513854362071,
-0.010718433186411858,
-0.007545774802565575,
-0.007181011140346527,
0.016543705016374588,
-0.013553434982895851,
0.01574467495083809,
0.018834389746189117,
-0.018924478441476822,
-0.012014444917440414,
0.008132999762892723,
0.0019417128060013056,
0.004728233907371759,
0.02548747882246971,
0.002878886181861162,
-0.017474204301834106,
0.013937084004282951,
-0.01339082419872284,
0.006344023160636425,
0.014924103394150734,
0.018985886126756668,
-0.02837289497256279,
0.00734099093824625,
0.0026121228002011776,
-0.013657378032803535,
-0.0066136023961007595,
0.02113761566579342,
0.02438691258430481,
-0.021580029278993607,
-0.004428003914654255,
-0.00710102915763855,
-0.018823368474841118,
0.005092330742627382,
-0.0158628448843956,
-0.008401542901992798,
-0.0805714949965477,
-0.01311678346246481,
0.018664849922060966,
0.039097294211387634,
0.015590870752930641,
0.010081242769956589,
-0.0345272421836853,
-0.006414717063307762,
-0.01921425200998783,
0.01813388802111149,
-0.01960919424891472,
0.014905788004398346,
-0.016519425436854362,
0.01375487633049488,
0.023397833108901978,
-0.010852549225091934,
0.009973421692848206,
0.0027337134815752506,
0.002644042018800974,
-0.021609101444482803,
-0.01343977078795433,
0.00796477124094963,
0.01383733656257391,
0.021875180304050446,
-0.05272940173745155,
0.004227934870868921,
0.01713353767991066,
-0.01165267825126648,
0.00025339756393805146,
-0.01404358446598053,
0.00107518769800663,
-0.004338486585766077,
-0.010878943838179111,
-0.007569428533315659,
0.02608412504196167,
-0.009776946157217026,
-0.03326631337404251,
-0.040100205689668655,
0.020671885460615158,
0.001461570616811514,
0.011985419318079948,
0.01729602925479412,
-0.002821320900693536,
0.018082763999700546,
0.006188299506902695,
0.01540380623191595,
0.022932466119527817,
0.01572602614760399,
0.014779855497181416,
-0.012083693407475948,
-0.005678055342286825,
-0.013284152373671532,
0.00011080363765358925,
0.007717933505773544,
-0.008815523236989975,
-0.0031973866280168295,
-0.05379776656627655,
0.024916473776102066,
-0.01090450119227171,
-0.0108356773853302,
-0.007073948159813881,
-0.005616654641926289,
0.00822988711297512,
-0.00008792080916464329,
0.012949831783771515,
-0.01755322888493538,
0.007193288300186396,
0.02146521583199501,
0.009536728262901306,
0.010216566734015942,
-0.04150848463177681,
-0.020217642188072205,
0.014746904373168945,
0.002417114796116948,
-0.022172696888446808,
-0.016306916251778603,
-0.013480149209499359,
-0.00021370325703173876,
-0.01873115822672844,
-0.012438232079148293,
0.010306701995432377,
0.012273401021957397,
-0.005133911035954952,
-0.0024085799232125282,
-0.0014219507575035095,
0.041881874203681946,
0.008072222582995892,
-0.017454832792282104,
0.003721001325175166,
-0.009971193969249725,
0.031205076724290848,
-0.01792195998132229,
0.023781513795256615,
0.006387148518115282,
-0.00911751575767994,
-0.0164817925542593,
-0.01853610761463642,
0.012023407965898514,
0.00691992836073041,
0.009624060243368149,
-0.02894207090139389,
-0.016155695542693138,
0.029106125235557556,
-0.005575735121965408,
0.002767072757706046,
0.0074415444396436214,
0.009832828305661678,
0.009466991759836674,
-0.017506413161754608,
-0.0067037297412753105,
-0.006954183802008629,
0.009418820962309837,
-0.009789935313165188,
0.02179332636296749,
0.005828251596540213,
0.012584516778588295,
-0.012716755270957947,
0.025812141597270966,
0.07272318005561829,
0.012882689014077187,
0.01690671406686306,
0.0052207643166184425,
0.03255649656057358,
-0.011853992007672787,
-0.006745846010744572,
0.0008883466944098473,
-0.04400993138551712,
-0.008878752589225769,
0.008018800988793373,
0.02496187761425972,
0.0018623665673658252,
0.006953461095690727,
0.00974586047232151,
0.02706947550177574,
-0.03314780443906784,
0.01622331701219082,
-0.0060164062306284904,
0.032158441841602325,
0.024737916886806488,
0.023061344400048256,
-0.015789005905389786,
-0.009792306460440159,
-0.0020105154253542423,
-0.005309701897203922,
-0.03698832914233208,
-0.013970709405839443,
-0.004263392649590969,
0.011061623692512512,
-0.0004405551590025425,
0.01596933975815773,
-0.0068288822658360004,
-0.015319254249334335,
-0.0015702028758823872,
-0.009444905444979668,
0.013820638880133629,
0.001772940857335925,
-0.007528561167418957,
-0.0042405566200613976,
0.03874143213033676,
-0.015573276206851006,
-0.0014749218244105577,
0.020170491188764572,
0.006576147861778736,
0.020237930119037628,
-0.04481472820043564,
-0.009572738781571388,
-0.004230051767081022,
0.011510057374835014,
-0.000560196116566658,
-0.003382067196071148,
0.009914793074131012,
0.004237097688019276,
0.005356009118258953,
0.018876396119594574,
0.0027621632907539606,
0.018659017980098724,
0.004873573314398527,
-0.031533438712358475,
-0.021770073100924492,
-0.0073975990526378155,
0.01520588155835867,
-0.0009925349149852991,
0.0175232645124197,
-0.0031075566075742245,
-0.0006465489277616143,
0.005101843271404505,
0.0011487058363854885,
-0.003724378999322653,
-0.030627243220806122,
-0.03235721215605736,
-0.009069375693798065,
0.019941706210374832,
-0.008623135276138783,
-0.002212278079241514,
-0.019975129514932632,
0.033868320286273956,
-0.026371387764811516,
0.017652226611971855,
0.0010716490214690566,
-0.030618034303188324,
-0.018789824098348618,
0.018761347979307175,
0.005391571205109358,
0.014585566706955433,
0.0032541195396333933,
-0.0737309530377388,
0.004827766679227352,
-0.01119597814977169,
-0.007966255769133568,
0.020430274307727814,
0.018245328217744827,
0.001686881179921329,
0.02900492399930954,
-0.01253573689609766,
-0.013652520254254341,
0.0296140406280756,
0.013236446306109428,
0.013634994626045227,
0.008457118645310402,
0.008650238625705242,
-0.013786215335130692,
0.001138805877417326,
-0.010365207679569721,
0.021674197167158127,
0.007742965593934059,
-0.005810793023556471,
-0.014319917187094688,
-0.03471820056438446,
0.0031221541576087475,
-0.0013656747760251164,
-0.08146356046199799,
0.011147422716021538,
-0.008634090423583984,
-0.021562956273555756,
-0.0034093563444912434,
0.00455220602452755,
0.03434554859995842,
-0.02452228218317032,
-0.025699783116579056,
-0.011993959546089172,
0.0031917837914079428,
0.024294007569551468,
-0.03756529837846756,
-0.01176568865776062,
-0.005081573501229286,
-0.013730650767683983,
0.024380715563893318,
0.01759234070777893,
0.007643536664545536,
0.023576300591230392,
-0.00044018635526299477,
-0.011572159826755524,
-0.0073758941143751144,
-0.003969624638557434,
-0.019430693238973618,
-0.001987689873203635,
-0.011997896246612072,
0.019730504602193832,
0.008992007002234459,
-0.01257035881280899,
0.031918562948703766,
0.017341405153274536,
0.023102276027202606,
-0.038021691143512726,
-0.015565548092126846,
-0.004005854483693838,
0.024431824684143066,
-0.008969730697572231,
0.0025692866183817387,
0.017323946580290794,
-0.004320905078202486,
-0.0042826710268855095,
0.03248930722475052,
0.019209330901503563,
0.017255038022994995,
-0.02273254655301571,
0.00945976935327053,
-0.004029057454317808,
0.0027469005435705185,
-0.004215128719806671,
0.006248923949897289,
0.02508513070642948,
0.027591994032263756,
0.04511624947190285,
-0.03193136304616928,
-0.0021367084700614214,
-0.013843883760273457,
0.03125246986746788,
-0.017306813970208168,
0.02236022800207138,
-0.006728114560246468,
0.02470376342535019,
-0.007590058725327253,
0.07237311452627182,
-0.010125620290637016,
0.006146596744656563,
0.03691369667649269,
0.006636898964643478,
0.007091582752764225,
-0.030239935964345932,
-0.005627708975225687,
0.008972692303359509,
-0.017197145149111748,
-0.009954918175935745,
-0.0006052321987226605,
-0.008890506811439991,
0.012158061377704144,
0.025895558297634125,
-0.004141066689044237,
0.010981961153447628,
-0.045460451394319534,
-0.014299871399998665,
-0.004845104180276394,
0.04764742776751518,
0.01009729877114296,
-0.04591640830039978,
-0.014133992604911327,
0.026635026559233665,
-0.015970958396792412,
-0.0028661354444921017,
0.010955965146422386,
0.010921143926680088,
0.00912008248269558,
-0.013262731954455376,
0.0018935797270387411,
0.01224580965936184,
-0.005212831776589155,
0.02437625452876091,
-0.037934310734272,
0.003960112109780312,
0.007268644403666258,
-0.025994423776865005,
-0.03404218330979347,
0.007492030970752239,
-0.010435711592435837,
0.0013449580874294043,
-0.005126341711729765,
0.006995949894189835,
0.003105687443166971,
0.011082188226282597,
-0.020357172936201096,
0.03225735202431679,
0.012939480133354664,
-0.014570408500730991,
0.001258905278518796,
-0.028325360268354416,
0.006592197343707085,
0.006737390533089638,
-0.011987400241196156,
0.00842314213514328,
0.002159968949854374,
-0.026276424527168274,
-0.004103323444724083,
-0.0008021375397220254,
-0.007933950051665306,
0.012255899608135223,
0.0020798463374376297,
0.03396422788500786,
0.036718711256980896,
-0.02604971081018448,
-0.013926152139902115,
0.004496303386986256,
0.015805166214704514,
-0.04028360918164253,
-0.003994443453848362,
0.0042499094270169735,
-0.0012095016427338123,
-0.00145178590901196,
0.00025748059852048755,
0.01418103277683258,
-0.033052682876586914,
0.02352014183998108,
0.007086019031703472,
-0.0062933797016739845,
0.021470075473189354,
-0.037774186581373215,
-0.02771356701850891,
-0.019870635122060776,
0.0034418124705553055,
-0.018191544339060783,
-0.010636797174811363,
0.000234547711443156,
0.01313326321542263,
0.0009220137726515532,
0.010907607153058052,
0.013935497030615807,
-0.015978805720806122,
0.01447949931025505,
0.03137959539890289,
0.012963423505425453,
0.013924425467848778,
-0.008475152775645256,
0.003468193346634507,
0.04362484812736511,
-0.0213007889688015,
-0.0151060214266181,
0.002410406246781349,
-0.00966887827962637,
0.00511706480756402,
0.01992672309279442,
0.023188801482319832,
-0.02231922373175621,
-0.03426026552915573,
0.014863964170217514,
-0.00026101781986653805,
0.007027048617601395,
0.030458537861704826,
-0.00809942465275526,
-0.0024429692421108484,
-0.01580234244465828,
0.008189546875655651,
0.003851561574265361,
-0.005414983257651329,
0.02823641709983349,
0.012366585433483124,
-0.014659594744443893,
0.01211791206151247,
-0.029607951641082764,
-0.014433168806135654,
-0.003819130128249526,
-0.001909412443637848,
0.021581532433629036,
-0.018311146646738052,
0.00851929560303688,
0.009096763096749783,
-0.0026127404998987913,
-0.0174206905066967,
0.018878314644098282,
0.020573370158672333,
0.0174849946051836,
-0.003641007235273719,
0.008102383464574814,
-0.046724043786525726,
0.012426010333001614,
-0.014819342643022537,
0.009046521037817001,
0.01837948150932789,
0.006489375606179237,
0.01290396973490715,
-0.0020719687454402447,
0.002031654352322221,
-0.0010471297428011894,
-0.0032631088979542255,
0.03354809433221817,
0.019130278378725052,
0.03505466878414154,
-0.005566082429140806,
-0.03383013233542442,
0.012550155632197857,
0.010007897391915321,
-0.025434326380491257,
-0.0227820947766304,
0.0006509500090032816,
0.00732136145234108,
-0.0010690013878047466,
0.03159257397055626,
-0.010445864871144295,
0.014358374290168285,
0.017210133373737335,
-0.014699196442961693,
-0.029894182458519936,
-0.02001577615737915,
0.011565867811441422,
0.009039611555635929,
-0.029898377135396004,
-0.017277825623750687,
-0.025641925632953644,
-0.0013336820993572474,
-0.014992049895226955,
-0.0204017236828804,
0.01836783066391945,
-0.02782164141535759,
0.002811867045238614,
-0.02062354050576687,
0.008958473801612854,
-0.00800270214676857,
-0.008364230394363403,
0.03224842995405197,
0.012540342286229134,
-0.014585413970053196,
0.025047676637768745,
0.002936788834631443,
0.01710980013012886,
0.03383433073759079,
-0.014729151502251625,
-0.0059183211997151375,
0.009206455200910568,
0.01089918240904808,
-0.006244152784347534,
-0.000857220496982336,
-0.01678675226867199,
0.007845712825655937,
-0.011420084163546562,
0.015323877334594727,
-0.0017847432754933834
] |
[
0.0487564392387867,
-0.3223295211791992,
0.2667451798915863,
0.1373075395822525,
0.32023605704307556,
-0.7144200801849365,
0.27747461199760437,
-0.29365774989128113,
0.10059944540262222,
-0.3284235894680023,
-0.5239486694335938,
0.3402245044708252,
-0.4052480459213257,
-0.08391984552145004,
-0.3058620095252991,
0.1834356188774109,
0.6722764372825623,
0.2878216803073883,
-0.33243274688720703,
-0.2614884674549103,
-0.4118172526359558,
0.16592471301555634,
0.18309667706489563,
-0.24187998473644257,
0.1355142593383789,
0.08152331411838531,
0.4714703857898712,
0.1260741800069809,
-0.0037497219163924456,
0.0863771140575409,
0.4120315909385681,
0.4035035967826843,
-0.39047887921333313,
-0.05305761843919754,
0.05761830881237984,
0.03689172491431236,
-0.3115059733390808,
0.09398060292005539,
0.09230097383260727,
-0.36359524726867676,
-0.20254869759082794,
0.0044408258982002735,
-0.1864941269159317,
0.7324696779251099,
0.0009085743222385645,
-0.6038005352020264,
-1.350488543510437,
-0.034784216433763504,
-0.11326725035905838,
-0.15977801382541656,
-0.2790696322917938,
0.17175640165805817,
0.15001097321510315,
0.12277240306138992,
0.31680822372436523,
-0.05388253182172775,
-0.40371763706207275,
-0.6311821937561035,
0.4250442385673523,
-0.16318102180957794,
0.20345084369182587,
-0.05216459184885025,
-0.2086339294910431,
0.027284253388643265,
-0.05678856000304222,
0.4028882086277008,
0.00044665116001851857,
0.02947293221950531,
-0.45446187257766724,
-0.391765296459198,
0.123398557305336,
-0.17649374902248383,
-0.22334879636764526,
-0.20511192083358765,
-0.3171594738960266,
0.3297654688358307,
0.33341267704963684,
-0.3578103482723236,
0.005421959795057774,
0.1291038542985916,
-0.38063234090805054,
0.40610045194625854,
0.13630476593971252,
-0.09065690636634827,
0.6074846386909485,
-0.08503933250904083,
-0.3398735523223877,
0.7603970170021057,
-0.0032835446763783693,
0.3975120484828949,
0.379732221364975,
-0.04170801863074303,
0.48739781975746155,
0.11567981541156769,
-0.012499085627496243,
0.2531985342502594,
0.012211869470775127,
0.022095751017332077,
0.6143975257873535,
0.3096879720687866,
-0.07207364588975906,
-0.17647133767604828,
-0.4541540741920471,
-0.5614413022994995,
-0.3464457392692566,
-0.06433835625648499,
-0.46721234917640686,
-0.18331153690814972,
-0.05858851596713066,
0.3890315890312195,
-0.36991390585899353,
0.5092800259590149,
0.13483162224292755,
-0.16758722066879272,
-0.00003656393164419569,
0.03626564145088196,
-0.09758582711219788,
0.0560339018702507,
0.12149006128311157,
0.33726879954338074,
0.18473215401172638,
1.208631157875061,
-0.2003399133682251,
0.16798585653305054,
0.3679913580417633,
-0.15949472784996033,
0.6204782128334045,
0.7274487018585205,
-0.5132063627243042,
0.3037008047103882,
0.07881470024585724,
1.0254637002944946,
-0.1679021120071411,
0.20060589909553528,
-0.5180999636650085,
-0.04462774470448494,
0.07332853227853775,
0.153487429022789,
0.25018787384033203,
-0.04998041316866875,
-0.5843104124069214,
-0.26122933626174927,
-0.2037188708782196,
0.36254042387008667,
-0.04558280482888222,
-0.10103480517864227,
0.2858259379863739,
-0.2654774785041809,
-0.3707796633243561,
-0.0913642942905426,
-0.45223888754844666,
0.13638342916965485,
-0.46357160806655884,
0.3089529871940613,
-0.3604590594768524,
0.3927578628063202,
0.043372590094804764,
-0.1368139237165451,
-0.24431775510311127,
0.010637338273227215,
-0.09301117062568665,
-0.4043196141719818,
-0.8790983557701111,
0.48642653226852417,
0.4045175611972809,
-0.32662466168403625,
-0.12056401371955872,
0.716973602771759,
0.4809093773365021,
0.2232329398393631,
0.3248237371444702,
-0.1606157273054123,
-0.28734883666038513,
-0.3625595271587372,
-0.04284670203924179,
0.5512946844100952,
-0.2848019003868103,
0.12680770456790924,
0.5617661476135254,
0.17101779580116272,
-0.827983558177948,
-0.12628722190856934,
0.19170622527599335,
0.25029894709587097,
0.0845261812210083,
0.44547295570373535,
0.10060025751590729,
0.06536329537630081,
-0.42952960729599,
-0.4650592505931854,
-0.4793674647808075,
-0.15527944266796112,
0.19371770322322845,
-0.6408823728561401,
1.191205620765686,
-0.13075999915599823,
0.1901179999113083,
1.3276222944259644,
-0.10340356081724167,
0.12475850433111191,
0.44024839997291565,
0.21071554720401764,
-0.015156924724578857,
-0.1818685382604599,
-0.7411874532699585,
0.3290162682533264,
0.102054163813591,
0.058835629373788834,
-0.3087972104549408,
-0.2918907403945923,
0.7512502670288086,
-0.5530281662940979,
-0.030405329540371895,
-0.5534412264823914,
0.2305087447166443,
0.3326290249824524,
-0.5218411684036255,
0.48602095246315,
0.09293249994516373,
-0.027756519615650177,
0.9240084886550903,
-0.4855760633945465,
0.4189812242984772,
0.6472180485725403,
0.06081128492951393,
0.9399378299713135,
0.20055636763572693,
0.16187156736850739,
0.8500601649284363,
-0.6331955790519714,
-0.024975696578621864,
-0.744451105594635,
0.4607636332511902,
-0.4782648980617523,
-0.06206570938229561,
0.11425526440143585,
0.14961200952529907,
-0.3567337393760681,
0.06646217405796051,
-0.1702451854944229,
-0.10132887959480286,
0.4456096291542053,
-0.30059415102005005,
0.3757718503475189,
-0.028808724135160446,
-0.027977081015706062,
-0.35677647590637207,
0.043383125215768814,
-0.05275767669081688,
0.026990169659256935,
0.34389528632164,
0.18852347135543823,
-0.11871261894702911,
-0.6390976905822754,
0.25608307123184204,
0.35932937264442444,
-0.3753059208393097,
-0.08334154635667801,
0.060701701790094376,
-0.20720936357975006,
-0.11251520365476608,
0.2989203631877899,
-0.1987369954586029,
0.13053399324417114,
-0.45894286036491394,
-0.2792932689189911,
-0.28079813718795776,
-0.39877694845199585,
0.31483832001686096,
0.3910658359527588,
0.35359880328178406,
-0.035047613084316254,
-0.9118157625198364,
0.1424129456281662,
-0.5081671476364136,
-0.36593538522720337,
0.5745563507080078,
0.7236992716789246,
-0.26510417461395264,
-0.1336401402950287,
-0.25633126497268677,
0.3555794954299927,
0.5817292332649231,
-0.49005407094955444,
-0.2418810874223709,
-0.7329789400100708,
0.2655331790447235,
-0.21193364262580872,
-0.7722602486610413,
-0.24391596019268036,
-0.00008318894833792001,
0.6991970539093018,
0.1421806514263153,
0.10472756624221802,
0.213294118642807,
0.957658052444458,
-0.41674548387527466,
0.34325969219207764,
0.5356295704841614,
0.04699257016181946,
-0.2872162461280823,
0.004625879228115082,
-0.1536383479833603,
-0.2286539524793625,
-0.17330707609653473,
-0.3264966309070587,
-0.5944511890411377,
0.38219037652015686,
-5.941009044647217,
0.4711124300956726,
-0.43119990825653076,
0.30706536769866943,
-0.4073284864425659,
0.07891512662172318,
0.8680801391601562,
-0.17392487823963165,
0.08416671305894852,
-0.30441057682037354,
0.20085501670837402,
0.5810909867286682,
0.4530305564403534,
-0.021706797182559967,
0.05964929610490799,
0.2164919078350067,
0.3669838607311249,
-0.07598082721233368,
0.33128246665000916,
-0.42644795775413513,
-0.07957971096038818,
0.00031098886393010616,
0.14026233553886414,
0.09784384816884995,
0.026040587574243546,
0.3529888987541199,
-0.49097883701324463,
0.01786583848297596,
-0.06653433293104172,
-0.2819119393825531,
0.12815533578395844,
-0.2510240972042084,
-0.3954339325428009,
-0.07809139788150787,
-0.1485542207956314,
0.08319705724716187,
0.48785027861595154,
-0.003016925882548094,
-0.24264411628246307,
-0.2522500157356262,
0.22674398124217987,
0.6646676659584045,
0.038873400539159775,
0.44439786672592163,
0.4434250295162201,
-0.24681952595710754,
-0.1591578722000122,
0.016251537948846817,
-0.23332460224628448,
0.5700153112411499,
-0.3946249186992645,
-0.454721063375473,
0.15943485498428345,
0.01841261424124241,
-0.06907892972230911,
-0.1398526132106781,
0.06624169647693634,
0.11477073282003403,
-0.5060300827026367,
0.3311145603656769,
-0.35854780673980713,
-0.2037472277879715,
0.1426389515399933,
-0.6730861663818359,
0.009413071908056736,
0.24710038304328918,
-0.7366676926612854,
-0.9386854767799377,
0.4873248040676117,
0.24808010458946228,
-0.6447999477386475,
0.315266877412796,
0.5051305294036865,
-0.5572341680526733,
0.4849244952201843,
-0.11431606113910675,
-0.056191336363554,
-0.3038381338119507,
-0.1749187409877777,
0.01661072112619877,
-0.16598311066627502,
-0.03499500826001167,
-0.3211502730846405,
0.08956093341112137,
0.16957387328147888,
-0.6601346731185913,
0.14420852065086365,
-0.013264619745314121,
-0.17893512547016144,
-0.22437380254268646,
1.0728259086608887,
0.023208465427160263,
0.3178592324256897,
0.15868744254112244,
0.4508064389228821,
0.7744858860969543,
-0.03568538650870323,
0.46826043725013733,
0.21808427572250366,
-0.4253626763820648,
0.6934727430343628,
-0.07490553706884384,
-0.3331068158149719,
-1.3678643703460693,
0.01613651216030121,
0.5265013575553894,
-0.36514002084732056,
0.3467867076396942,
0.6517040729522705,
-0.40064263343811035,
-0.2746730148792267,
0.03347192332148552,
-0.5107399225234985,
-0.14996333420276642,
0.21211257576942444,
-0.5906873941421509,
-0.12577639520168304,
0.01364253181964159,
0.34972381591796875,
-0.12819485366344452,
0.14324873685836792,
0.7599771022796631,
0.5338353514671326,
-0.3951219618320465,
-0.589289128780365,
-0.44983547925949097,
0.09125234186649323,
0.1734291911125183,
0.11047675460577011,
-0.2191568911075592,
0.5214752554893494,
1.0533159971237183,
-0.6177273988723755,
-0.1113453358411789,
0.056483250111341476,
-0.15404705703258514,
-0.19409175217151642,
0.14636369049549103,
-0.20547209680080414,
-0.5860347747802734,
0.4649757146835327,
-0.35212066769599915,
-0.10951795428991318,
0.09579718858003616,
0.07237669825553894,
-0.04140884429216385,
0.01987106166779995,
-0.0808834359049797,
-0.27238544821739197,
0.11959667503833771,
-0.23800386488437653,
-0.5442076325416565,
0.20921753346920013,
-0.29309549927711487,
-0.13005571067333221,
0.46547120809555054,
0.6835060715675354,
0.14203867316246033,
0.4151512682437897,
-0.4937189817428589,
0.22823874652385712,
0.12858115136623383,
-0.8135242462158203,
0.2368527352809906,
0.39585021138191223,
-0.04848466068506241,
-0.9728861451148987,
-0.23713120818138123,
-0.329553484916687,
0.6158398389816284,
-0.467389315366745,
-0.37212297320365906,
-0.5960309505462646,
-0.37662822008132935,
0.07753192633390427,
-0.0896286889910698,
-0.29995447397232056,
0.16601207852363586,
-0.49606043100357056,
-0.13827458024024963,
0.23123744130134583,
-0.6005048751831055,
-0.43302467465400696,
0.343708336353302,
1.1146862506866455,
-0.3048633337020874,
-0.10394811630249023,
0.12653787434101105,
-0.41828566789627075,
-0.25807303190231323,
0.3960060179233551,
0.2857392728328705,
0.4468088746070862,
-0.026610642671585083,
0.212974414229393,
-0.41268467903137207,
0.017633311450481415,
0.5627166628837585,
-0.18533310294151306,
-0.419124960899353,
0.13898614048957825,
0.3856036067008972,
-0.7097488045692444,
0.44817814230918884,
-0.26715582609176636,
-0.19473731517791748,
0.01687481813132763,
-0.20438021421432495,
-0.20224270224571228,
-0.3183186948299408,
-0.659281849861145,
-0.6276476383209229,
-0.1353931874036789,
0.23049433529376984,
-0.31215840578079224,
0.1453506499528885,
-0.13437384366989136,
-0.10495918989181519,
-0.45822668075561523,
0.25866663455963135,
0.11710785329341888,
-0.19641682505607605,
0.25800952315330505,
0.023823579773306847,
0.03793780878186226,
0.2864469587802887,
0.22594264149665833,
-0.47543269395828247,
-0.07108703255653381,
0.32838934659957886,
-0.45461317896842957,
-0.33899232745170593,
0.19216375052928925,
-0.10396429151296616,
-0.3633477985858917,
-0.04002384841442108,
-0.13033105432987213,
0.23650136590003967,
-0.18457408249378204,
0.407213032245636,
0.08103593438863754,
0.33605292439460754,
-0.48349854350090027,
-0.5770618915557861,
-0.41995009779930115,
0.2566136121749878,
0.19863566756248474,
-0.1763753890991211,
-1.1240278482437134,
-0.10193140804767609,
0.314769446849823,
-0.09594332426786423,
-0.07212886214256287,
-0.014120304957032204,
1.037537932395935,
0.2889781892299652,
0.23965169489383698,
-0.44190752506256104,
0.12843124568462372,
0.26079124212265015,
-0.17601627111434937,
-0.2727530896663666,
-0.009377889335155487,
-0.536650538444519,
0.018678609281778336,
-0.18943749368190765,
-0.13508710265159607,
-0.9609671235084534,
0.22268499433994293,
-0.3381989002227783,
0.14092734456062317,
-0.20228518545627594,
1.0066548585891724,
0.6085109710693359,
-0.1659327894449234,
-0.03885757178068161,
-0.11052590608596802,
-0.09774260967969894,
-0.523141086101532,
0.24883219599723816,
-0.5599092245101929,
-0.571262538433075,
-0.09707985073328018,
-0.3034312129020691,
-0.05845159664750099,
-0.27514204382896423,
0.6148715615272522,
0.11609421670436859,
-0.16829106211662292,
-0.6100596189498901,
-0.6183520555496216,
-0.11162570118904114,
-0.5970154404640198,
-0.10224401205778122,
-0.26337727904319763,
-0.15210944414138794,
-0.1834268718957901,
-0.17702420055866241,
-0.2756147086620331,
-0.2706490159034729,
-0.4101247191429138,
0.49599960446357727,
0.5822433233261108,
-0.013049663044512272,
0.6652609705924988,
0.2924209535121918,
0.42991119623184204,
-0.1576850712299347,
0.23454055190086365,
-0.3409208357334137,
-0.018979797139763832,
0.12869799137115479,
0.2781272828578949,
0.9818319082260132,
-0.4837701916694641,
-0.021571964025497437,
0.18320822715759277,
0.052527185529470444,
0.08763743937015533,
0.15232372283935547,
0.3777872622013092,
0.08743536472320557,
0.6818289756774902,
0.09711165726184845,
-0.30097371339797974,
0.473014235496521,
0.13914765417575836,
-0.09150056540966034,
0.22564522922039032,
0.5150094032287598,
0.5384512543678284,
0.21667803823947906,
-0.09661322087049484,
0.7228801250457764,
0.3097817897796631,
0.2856435477733612,
0.5524618029594421,
-0.43816015124320984,
-0.562629222869873,
0.35115283727645874,
0.30107352137565613,
0.3036115765571594,
-0.44807299971580505,
-0.1784023493528366,
-0.24604223668575287,
0.6073847413063049,
0.41383787989616394,
0.5928123593330383,
-0.27675917744636536,
0.20871764421463013,
0.2481013536453247,
-0.05451168864965439,
-0.3528912365436554,
0.00257916864939034,
-0.40863943099975586,
-0.015571731142699718,
0.24293813109397888,
-0.5273187756538391,
-0.14423434436321259,
-0.10358907282352448,
0.4982236921787262,
0.05190631374716759,
0.014548525214195251,
0.13023780286312103,
-0.5017994046211243,
-0.08497723937034607,
0.36619365215301514,
-0.10071612149477005,
0.19602832198143005,
-0.24728673696517944,
-0.00013259686238598078,
0.09478478878736496,
-0.17444774508476257,
0.6272279620170593,
0.049445733428001404,
-0.43231236934661865,
0.43283581733703613,
0.4748416244983673,
-0.19584578275680542,
0.07233300060033798,
0.2840447425842285,
0.3838726878166199,
0.06632506102323532,
-0.8369468450546265,
-0.024220231920480728,
-0.3875702917575836,
-0.040188904851675034,
0.31085866689682007,
0.15354391932487488,
0.001230123220011592,
-0.25601479411125183,
-0.5708320736885071,
-0.21767102181911469,
0.13791847229003906,
0.2068607658147812,
0.09907349199056625,
-0.32644960284233093,
1.0333037376403809,
0.4840199947357178,
0.3774338364601135,
0.13089574873447418,
0.15799139440059662,
0.07436686009168625,
0.39491790533065796,
-0.5875175595283508,
0.5886163115501404,
-0.5870087146759033,
0.07669280469417572,
-0.5034210085868835,
0.0960310623049736,
0.9251636266708374,
0.31672120094299316,
0.16488252580165863,
-0.31475183367729187,
0.23432421684265137,
0.38337764143943787,
0.2693999707698822,
-0.2688615918159485,
-0.2514294683933258,
-0.33945122361183167,
-0.12975512444972992,
-0.35299068689346313,
0.271892786026001,
-0.17263147234916687,
0.2030550092458725,
0.050289202481508255,
0.5639677047729492,
0.39330148696899414,
-0.2782136797904968,
0.20623943209648132,
-0.12413620948791504,
-0.41434744000434875,
-0.3855266273021698,
0.6535708904266357,
-0.9282335638999939,
0.2681978940963745,
0.019986534491181374,
-0.1769639253616333,
0.16289149224758148,
-0.042092375457286835,
0.21308082342147827,
-0.11316390335559845,
0.12463465332984924,
0.29423820972442627,
-0.16029003262519836,
0.20906595885753632,
-0.3115333020687103,
-0.23437967896461487,
-0.4819886088371277,
0.30998694896698,
-0.025641852989792824,
-0.5169439315795898,
0.18153423070907593,
-0.22687028348445892,
-0.14972330629825592,
0.7248684167861938,
0.012223910540342331,
-0.5779443979263306,
-0.7472589015960693,
0.31259918212890625
] |
A key factor contributing to the success of many auto-encoders based deep learning techniques is the implicit consideration of the underlying data manifold in their training criteria. In this paper, we aim to make this consideration more explicit by training auto-encoders completely from the manifold learning perspective. We propose a novel unsupervised manifold learning method termed Laplacian Auto-Encoders (LAEs). Starting from a general regularized function learning framework, LAE regularizes training of autoencoders so that the learned encoding function has the locality-preserving property for data points on the manifold. By exploiting the analog relation between the graph Laplacian and the Laplace–Beltrami operator on the continuous manifold, we derive discrete approximations of the firstand higher-order auto-encoder regularizers that can be applied in practical scenarios, where only data points sampled from the distribution on the manifold are available. Our proposed LAE has potentially better generalization capability, due to its explicit respect of the underlying data manifold. Extensive experiments on benchmark visual classification datasets show that LAE consistently outperforms alternative auto-encoders recently proposed in deep learning literature, especially when training samples are relatively scarce. & 2015 Elsevier B.V. All rights reserved.
|
[
0.010573938488960266,
0.01769789308309555,
-0.011737018823623657,
0.006203737109899521,
-0.027767781168222427,
-0.012486658990383148,
0.013088108971714973,
-0.0044822972267866135,
-0.014443806372582912,
-0.0020854088943451643,
-0.019324561581015587,
0.012507783249020576,
-0.0019436429720371962,
0.025636207312345505,
0.02348172850906849,
-0.009844283573329449,
-0.023031216114759445,
0.0001980495871976018,
0.01788540929555893,
-0.005890151020139456,
0.011726651340723038,
-0.007845835760235786,
0.010636122897267342,
-0.014436709694564342,
0.006317114923149347,
0.019214123487472534,
-0.005374548956751823,
0.008527089841663837,
-0.004019083455204964,
-0.013362743891775608,
0.024947013705968857,
0.021716803312301636,
0.004029831849038601,
-0.005306134466081858,
-0.002203022362664342,
-0.02511330135166645,
-0.015754373744130135,
0.023614488542079926,
0.04571092128753662,
-0.00810714066028595,
0.0014229302760213614,
-0.013183150440454483,
-0.0022551859728991985,
-0.009990120306611061,
-0.012619989924132824,
-0.022914830595254898,
-0.0074066054075956345,
0.000500574242323637,
-0.010570610873401165,
0.006772210821509361,
-0.0101641695946455,
-0.006192568223923445,
0.0012902994640171528,
-0.0023546675220131874,
-0.007379517424851656,
-0.02218450978398323,
0.0193781778216362,
0.0022106494288891554,
-0.028379634022712708,
0.002847079187631607,
-0.03858908265829086,
0.016771575435996056,
-0.0008259029127657413,
-0.016643904149532318,
-0.023630864918231964,
-0.06620191037654877,
0.007496498990803957,
0.009624614380300045,
-0.006882117595523596,
-0.00887408945709467,
0.013157115317881107,
0.009429504163563251,
-0.042962707579135895,
0.017655206844210625,
0.030391434207558632,
-0.0000671574380248785,
0.005833498202264309,
-0.0025238883681595325,
0.02021542377769947,
-0.013782745227217674,
-0.0041905902326107025,
0.003003937192261219,
-0.024505216628313065,
0.02344844490289688,
-0.01679619401693344,
0.025792723521590233,
-0.0010629587341099977,
0.03373371809720993,
0.045082420110702515,
0.01835155114531517,
-0.006032909732311964,
0.011829348281025887,
-0.00686503853648901,
0.012006642296910286,
-0.030163263902068138,
0.03746219351887703,
0.007234277669340372,
0.008639871142804623,
-0.016338175162672997,
0.01631493866443634,
-0.032575733959674835,
0.012418681755661964,
0.02398625947535038,
-0.024455174803733826,
-0.0012815799564123154,
0.012229131534695625,
0.0058724828995764256,
0.01629333198070526,
0.0009173005819320679,
0.012000896967947483,
0.0016354479594156146,
0.0037104752846062183,
-0.018213102594017982,
0.020131099969148636,
0.0199973713606596,
-0.031539786607027054,
0.014641910791397095,
-0.029230233281850815,
0.015072119422256947,
-0.006101399194449186,
0.026854828000068665,
0.01688128523528576,
-0.0011626961641013622,
-0.006008712574839592,
0.006887334398925304,
0.010800226591527462,
-0.004767200909554958,
-0.015056599862873554,
-0.0022316989488899708,
0.0017949006287381053,
-0.015960820019245148,
0.014718253165483475,
0.01659143529832363,
-0.019216641783714294,
0.0047711655497550964,
0.0014302218332886696,
-0.0016580128576606512,
-0.025206778198480606,
-0.0026542372070252895,
-0.024088960140943527,
0.016607096418738365,
0.00923800840973854,
0.0073161618784070015,
0.014857517555356026,
0.0336122140288353,
-0.002591840224340558,
-0.015852706506848335,
-0.004033912904560566,
0.012102175503969193,
-0.03164741024374962,
0.017984766513109207,
-0.006182280369102955,
-0.008862268179655075,
-0.012613141909241676,
-0.02458907850086689,
0.01340552419424057,
-0.023107606917619705,
0.01058533601462841,
-0.023748094215989113,
-0.028070492669939995,
-0.002148592844605446,
-0.016436487436294556,
0.011244749650359154,
0.010231409221887589,
-0.023797493427991867,
0.006915021687746048,
0.004936370067298412,
-0.005173166282474995,
-0.018113115802407265,
0.007575037889182568,
-0.013724805787205696,
-0.004230922088027,
-0.034738145768642426,
0.014070732519030571,
-0.042851224541664124,
-0.016942869871854782,
0.025734493508934975,
0.009500421583652496,
-0.02431885525584221,
0.06634025275707245,
0.020124174654483795,
0.0038856803439557552,
0.02491985820233822,
0.018341774120926857,
-0.0029917533975094557,
-0.0180375836789608,
0.03441733866930008,
-0.012086441740393639,
-0.003667880780994892,
-0.017969321459531784,
-0.028632454574108124,
-0.0038530733436346054,
0.02295002155005932,
-0.017893487587571144,
-0.04222533106803894,
0.0038353651762008667,
-0.0053368727676570415,
0.014953427016735077,
-0.01570146530866623,
0.03573582321405411,
0.007702828850597143,
-0.03535009175539017,
0.013105509802699089,
0.027032580226659775,
-0.006900590844452381,
0.0051649403758347034,
0.02108493261039257,
0.012273862957954407,
0.0015291646122932434,
0.03531094640493393,
-0.0001006698003038764,
0.009977102279663086,
0.0013402942568063736,
-0.019541440531611443,
0.02392703853547573,
-0.022218380123376846,
-0.014292608015239239,
0.005019533447921276,
0.02207706868648529,
-0.016047803685069084,
-0.00801137462258339,
0.009764124639332294,
-0.016892001032829285,
-0.029005112126469612,
0.015089042484760284,
0.003727750387042761,
-0.014665169641375542,
0.01327415183186531,
0.0052352482452988625,
-0.015044070780277252,
0.00675490777939558,
-0.020069586113095284,
-0.015509022399783134,
-0.0008527287282049656,
0.00851600244641304,
0.011717631481587887,
0.012709880247712135,
-0.01765517145395279,
0.01063908264040947,
-0.008546149358153343,
-0.008109770715236664,
-0.0026430319994688034,
0.007812246214598417,
0.008981868624687195,
0.0062106214463710785,
0.009302949532866478,
-0.029688239097595215,
-0.007519708480685949,
0.015472589060664177,
0.0036450326442718506,
0.010035139508545399,
0.01062422338873148,
-0.016400204971432686,
-0.01757693849503994,
0.026148919016122818,
0.005615377798676491,
-0.005358397029340267,
-0.012805725447833538,
0.025151856243610382,
0.009907983243465424,
-0.007026325911283493,
0.009998710826039314,
0.012451190501451492,
-0.015302465297281742,
0.0018473684322088957,
0.017637955024838448,
0.0013446486555039883,
0.0013128237333148718,
-0.00017348979599773884,
0.011962436139583588,
0.00811970978975296,
-0.006118158809840679,
-0.01272890716791153,
-0.08074771612882614,
-0.004766744561493397,
0.008267057128250599,
0.024668920785188675,
0.00550285167992115,
-0.02937711402773857,
0.003767498768866062,
0.013125626370310783,
-0.015183625742793083,
-0.026088286191225052,
0.007556071504950523,
0.030863016843795776,
-0.022505732253193855,
0.03905874490737915,
0.01583864539861679,
-0.01729331724345684,
0.01888427510857582,
0.006761589553207159,
-0.00541834207251668,
-0.015746891498565674,
0.011829719878733158,
-0.016896981745958328,
0.013309378176927567,
-0.0028243917040526867,
-0.019862409681081772,
0.007021584548056126,
-0.019982438534498215,
0.01833956316113472,
0.0043352749198675156,
-0.011393359862267971,
-0.014704618602991104,
-0.00827785488218069,
-0.018546439707279205,
-0.020785082131624222,
0.019225969910621643,
0.0052637020125985146,
0.016042010858654976,
-0.0006708677392452955,
0.006859221961349249,
0.024207180365920067,
0.0004001468769274652,
0.014233078807592392,
0.0004193962085992098,
0.007992108352482319,
-0.0027522894088178873,
0.014840983785688877,
0.019666172564029694,
-0.022868331521749496,
0.023727964609861374,
-0.028942100703716278,
0.015045026317238808,
-0.01854623854160309,
-0.00789792649447918,
0.02157874032855034,
-0.01653943583369255,
-0.016838589683175087,
0.005415590945631266,
0.02185511589050293,
-0.01222238875925541,
-0.00871405377984047,
-0.030439144000411034,
-0.02143736556172371,
0.003788202768191695,
0.019919298589229584,
0.01260821521282196,
0.011362391524016857,
0.015566235408186913,
-0.009778324514627457,
-0.003242712700739503,
0.0023670103400945663,
0.03588517755270004,
-0.01909949816763401,
-0.006940329447388649,
-0.0004993139300495386,
-0.04224417358636856,
-0.020993608981370926,
-0.019895650446414948,
-0.0016741782892495394,
0.0076652392745018005,
-0.004965087398886681,
-0.02700171247124672,
0.02688993141055107,
0.007133224047720432,
0.02533276006579399,
-0.016835566610097885,
0.0006209328421391547,
0.00823483057320118,
-0.005527766887098551,
0.014465488493442535,
-0.011796599254012108,
0.0016068052500486374,
0.0188322551548481,
0.006614675745368004,
0.007135653868317604,
-0.014967569150030613,
-0.05345824733376503,
-0.007984830066561699,
-0.001712546101771295,
-0.022205736488103867,
0.009610483422875404,
-0.028853073716163635,
0.008088549599051476,
0.011700091883540154,
-0.01576954312622547,
-0.03634888678789139,
0.004489505663514137,
0.002593809040263295,
0.01574445515871048,
0.003156953724101186,
-0.000591457006521523,
0.0047299498692154884,
0.008171221241354942,
-0.008911436423659325,
0.002480113413184881,
0.015286257490515709,
0.007717079948633909,
-0.0016782158054411411,
0.007343620993196964,
0.07157869637012482,
0.011117902584373951,
-0.014201438054442406,
-0.01617582142353058,
0.00015802576672285795,
-0.004149576649069786,
-0.055708229541778564,
-0.000923562329262495,
0.014062133617699146,
0.006407029926776886,
0.013238197192549706,
0.011713474988937378,
-0.008190455846488476,
0.03927940875291824,
-0.03841102123260498,
-0.022160513326525688,
0.023515312001109123,
-0.002488507889211178,
0.01133804488927126,
0.011183791793882847,
0.007885806262493134,
-0.00731676584109664,
-0.02016253024339676,
0.001700462307780981,
0.014870591461658478,
-0.01926569454371929,
0.006517194211483002,
-0.01596818119287491,
0.003710170043632388,
0.012911850586533546,
0.0038751286920160055,
0.0313384011387825,
-0.011706585064530373,
0.0018573314882814884,
0.01843106374144554,
0.007717545609921217,
0.036087483167648315,
-0.012954196892678738,
0.018814511597156525,
0.001410321332514286,
0.03137597814202309,
-0.017924431711435318,
0.0012144683860242367,
0.00889147911220789,
0.013779964298009872,
0.003878149902448058,
-0.03207334876060486,
-0.010355844162404537,
-0.0010672779753804207,
-0.010140216909348965,
-0.02033926174044609,
0.014715708792209625,
0.018174393102526665,
-0.000645914115011692,
0.015093088150024414,
-0.01629072055220604,
0.015710771083831787,
-0.011089193634688854,
-0.02564406208693981,
0.04058539867401123,
-0.002172573935240507,
-0.002845925511792302,
0.011089025065302849,
-0.02777298539876938,
-0.004736016970127821,
-0.032358504831790924,
0.020933207124471664,
-0.011418068781495094,
0.017194287851452827,
-0.00640034768730402,
0.02653837576508522,
0.035178106278181076,
-0.0023138290271162987,
0.00812541414052248,
0.0028417448047548532,
0.02073240466415882,
0.01786688342690468,
-0.009108657017350197,
0.005133326631039381,
0.03445282578468323,
-0.018161725252866745,
-0.007389656733721495,
-0.01550767570734024,
-0.00497066555544734,
-0.002600614447146654,
0.002078139688819647,
0.026345564052462578,
-0.0741354376077652,
0.008095014840364456,
0.015760120004415512,
-0.008059591054916382,
0.008950718678534031,
0.012195581570267677,
-0.013559078797698021,
-0.029581909999251366,
0.004394031595438719,
-0.008780267089605331,
0.025845706462860107,
0.017892055213451385,
-0.031522613018751144,
0.023907387629151344,
0.01142643392086029,
0.0031724930740892887,
-0.006737949326634407,
-0.01533921156078577,
0.019755378365516663,
0.020496085286140442,
0.030674876645207405,
-0.05593808740377426,
-0.009704990312457085,
-0.011302215978503227,
-0.019060026854276657,
-0.08047113567590714,
-0.009539737366139889,
-0.012723498046398163,
-0.007105088327080011,
-0.021907735615968704,
0.02762116864323616,
-0.011942965909838676,
-0.011204719543457031,
0.02872495725750923,
-0.0156562477350235,
0.0044525740668177605,
-0.000052688177675008774,
-0.015016083605587482,
0.002512825420126319,
0.001006303820759058,
-0.0021659110207110643,
0.03898652270436287,
-0.04089367017149925,
-0.029119625687599182,
-0.007910633459687233,
0.008461032062768936,
-0.02126018889248371,
-0.0117411520332098,
0.013857262209057808,
-0.014250973239541054,
-0.02445082738995552,
-0.019735995680093765,
0.02843199297785759,
-0.005996233783662319,
0.0029491083696484566,
-0.013567577116191387,
0.013126203790307045,
0.002267669653519988,
-0.025233305990695953,
0.008533674292266369,
-0.019145723432302475,
-0.015617253258824348,
0.006363468244671822,
-0.016678452491760254,
-0.007607041858136654,
-0.010407545603811741,
-0.012415220960974693,
0.007545981090515852,
-0.01516161672770977,
0.005482818465679884,
-0.015936128795146942,
0.011276241391897202,
-0.0037951869890093803,
0.007657218258827925,
-0.014287140220403671,
0.004763892386108637,
-0.010760612785816193,
0.057475313544273376,
0.01611337810754776,
-0.004233052488416433,
0.02805878221988678,
0.0019280746346339583,
0.01559324748814106,
0.02267826721072197,
0.014265934005379677,
-0.0071741328574717045,
0.027502797544002533,
0.014359604567289352,
0.07098390907049179,
0.0007028230465948582,
0.01483512669801712,
-0.0028536496683955193,
0.015614764764904976,
0.005900804419070482,
0.016003239899873734,
-0.0349021852016449,
-0.023965049535036087,
-0.007731238380074501,
-0.007227066904306412,
-0.004979428369551897,
0.005205625668168068,
0.013734488748013973,
-0.0055755251087248325,
-0.0029713716357946396,
0.0006501143798232079,
0.00007591955363750458,
0.006922946311533451,
-0.004566578194499016,
0.007166559342294931,
0.026533115655183792,
-0.055623073130846024,
0.018369456753134727,
0.0025120351929217577,
-0.006632179021835327,
0.005425802432000637,
0.019995015114545822,
-0.051160503178834915,
-0.019102809950709343,
-0.00665388535708189,
-0.0010220506228506565,
0.0016279673436656594,
-0.014010082930326462,
0.0158291794359684,
-0.011640903539955616,
-0.011059032753109932,
0.00920623354613781,
-0.04935445263981819,
0.008848415687680244,
0.001290216576308012,
-0.016568472608923912,
-0.0020737850572913885,
0.02405448630452156,
0.021909646689891815,
0.0169566348195076,
0.02691265381872654,
0.014864209108054638,
0.010305236093699932,
0.005201863124966621,
0.030301924794912338,
-0.0035905467811971903,
0.014421055093407631,
-0.018799249082803726,
0.02934672310948372,
-0.007367056328803301,
0.00593694020062685,
0.021716825664043427,
-0.042717449367046356,
0.020961672067642212,
0.01298657525330782,
-0.015366513282060623,
-0.025941677391529083,
-0.008058605715632439,
0.031132426112890244,
0.001076902262866497,
0.009237943217158318,
-0.031112190335989,
-0.021081801503896713,
0.02134379930794239,
-0.011788306757807732,
0.027675991877913475,
0.012963002547621727,
0.0118157509714365,
0.01927812770009041,
0.016132453456521034,
-0.0058108228258788586,
-0.014396794140338898,
0.013115805573761463,
0.0267068799585104,
-0.016157960519194603,
0.045908279716968536,
0.028383154422044754,
-0.0038889769930392504,
-0.028431842103600502,
0.0036077406257390976,
-0.03745570033788681,
0.026931677013635635,
0.004674367606639862,
0.015231985598802567,
-0.005927552469074726,
0.011067374609410763,
0.009161168709397316,
-0.007214813493192196,
0.01584717631340027,
0.03457440435886383,
-0.0073629943653941154,
0.0026699621230363846,
-0.0029571144841611385,
0.015873050317168236,
0.01658688113093376,
0.03327259048819542,
0.0033272812142968178,
-0.011201771907508373,
-0.013891883194446564,
0.004549253731966019,
-0.043878551572561264,
-0.028867671266198158,
-0.00120649766176939,
0.01013069786131382,
0.03275621682405472,
-0.005867938045412302,
0.006121485494077206,
-0.016795838251709938,
0.015162341296672821,
0.003751675598323345,
-0.024815913289785385,
-0.03782036527991295,
0.0069002918899059296,
-0.01579177752137184,
-0.00529482401907444,
0.015368439257144928,
0.01615946739912033,
0.019282346591353416,
-0.006253636442124844,
-0.03173325955867767,
-0.004119491204619408,
-0.0002669752575457096,
-0.013330578804016113,
-0.003658171044662595,
0.027713829651474953,
0.006935255602002144,
-0.001970024313777685,
0.03401639312505722,
0.04835358262062073,
-0.02618461102247238,
0.004422612022608519,
-0.008893714286386967,
-0.025568854063749313,
-0.00010201428085565567,
0.014111877419054508,
0.005935646593570709,
-0.005244088359177113,
-0.007725422736257315,
0.010255583561956882,
-0.007744860835373402,
0.0003673291648738086,
0.0044196173548698425,
0.0008623985922895372,
0.025388430804014206,
-0.0022249191533774137,
0.011422921903431416,
0.017114264890551567,
-0.006500653922557831,
-0.009493090212345123,
0.015955137088894844,
0.02313738688826561,
0.01875796541571617,
0.004836796782910824,
0.02397715486586094,
-0.015353173017501831,
0.007489628624171019,
-0.009057773277163506,
0.00772099057212472,
0.046411480754613876,
0.011342912912368774,
-0.03569135442376137,
-0.008340944536030293,
-0.020421506837010384,
0.0060607194900512695,
-0.003021388780325651,
-0.004026729613542557,
0.010020679794251919,
-0.010199125856161118,
-0.02656787633895874,
-0.01730729639530182,
-0.0014828015118837357,
0.006909053307026625,
0.030138123780488968,
-0.011657334864139557,
-0.014636265113949776,
-0.04154473915696144,
-0.015732886269688606,
-0.015836484730243683,
0.0038272428791970015,
0.03836458921432495,
-0.00030698906630277634,
-0.015369363129138947,
0.002961808815598488,
0.008915039710700512,
-0.004042339511215687,
0.0301064420491457,
-0.014365997165441513,
-0.01129391510039568,
-0.013700596988201141,
-0.02780761942267418,
0.007046980783343315,
0.005760187283158302,
0.0019513522274792194,
0.011047841981053352,
-0.01659279502928257,
-0.011790471151471138
] |
[
0.09913955628871918,
-0.13368910551071167,
-0.3296167850494385,
0.4434480667114258,
-0.024974090978503227,
0.28641557693481445,
-0.23954373598098755,
-0.14832565188407898,
-0.23278799653053284,
-0.49514079093933105,
-0.43081462383270264,
0.49688419699668884,
-0.451962947845459,
-0.29331570863723755,
0.12464834004640579,
0.5488960146903992,
0.4566395580768585,
0.033479925245046616,
-0.10159219056367874,
-0.6216375827789307,
-0.17143195867538452,
-0.055227130651474,
0.354388564825058,
0.14452588558197021,
-0.008434741757810116,
0.16041827201843262,
-0.08670502156019211,
0.334224671125412,
-0.1960788518190384,
-0.25204578042030334,
-0.22456836700439453,
0.40060487389564514,
-0.09641070663928986,
-0.19246886670589447,
-0.11158309131860733,
-0.0753333643078804,
-0.3929852247238159,
-0.1679050177335739,
0.025158997625112534,
-0.34297916293144226,
-0.12301390618085861,
0.07040449976921082,
-0.4359157979488373,
0.0850585475564003,
-0.48339903354644775,
-0.3771369159221649,
-1.6581966876983643,
-0.26002970337867737,
-0.3231276869773865,
-0.27346134185791016,
-0.05142910033464432,
0.4078221321105957,
0.331421434879303,
0.26314884424209595,
0.18918640911579132,
0.246617391705513,
-0.3913096785545349,
-0.7118867039680481,
0.24586619436740875,
-0.36255547404289246,
0.00037418422289192677,
0.04462713003158569,
-0.2080920934677124,
0.007919035851955414,
0.06504687666893005,
0.5167264938354492,
-0.1926759034395218,
-0.7809447646141052,
-0.7128138542175293,
-0.267210453748703,
0.4649098515510559,
-0.3447237014770508,
-0.49564802646636963,
0.8173799514770508,
-0.7219175696372986,
-0.390345960855484,
0.08463847637176514,
-0.285800576210022,
-0.0436566025018692,
0.25244951248168945,
0.27973049879074097,
0.515334963798523,
1.0396149158477783,
-0.11365950852632523,
0.9314032196998596,
0.6342182755470276,
-0.5052507519721985,
0.7197554111480713,
-0.4841952919960022,
0.1206342801451683,
-0.14741216599941254,
-0.6055877208709717,
0.06453651189804077,
0.49083131551742554,
0.509702205657959,
0.3711589574813843,
0.4111006557941437,
0.012526129372417927,
-0.03364981338381767,
0.2846401631832123,
-0.40386977791786194,
-0.06963252276182175,
0.13612067699432373,
-0.23643234372138977,
-0.44642743468284607,
-0.5062089562416077,
-0.5389900207519531,
-0.1792067289352417,
-0.4013483226299286,
0.213558629155159,
-0.7613934874534607,
0.3018938899040222,
-0.1012604609131813,
-0.23492003977298737,
0.09392715245485306,
-0.35318344831466675,
0.11997941881418228,
-0.08872391283512115,
0.08500415086746216,
0.6737311482429504,
-0.3379124701023102,
1.4835865497589111,
0.37430340051651,
0.6758485436439514,
-0.3286798298358917,
0.3669843077659607,
0.37530776858329773,
0.6313624382019043,
-0.36725956201553345,
0.4295412003993988,
0.151864692568779,
0.5896305441856384,
-0.04196174070239067,
0.3335173428058624,
-0.33120405673980713,
-0.4770682454109192,
0.3192913830280304,
0.12220297753810883,
0.15524552762508392,
0.15989550948143005,
-0.7197293639183044,
-0.4283409118652344,
-0.23791658878326416,
-0.24150791764259338,
-0.02931363694369793,
-0.25169745087623596,
0.07997138798236847,
-0.208698570728302,
-0.17441320419311523,
-0.10162732005119324,
0.09359822422266006,
-0.12876079976558685,
-1.1442660093307495,
-0.22009901702404022,
-0.6317130327224731,
0.4940463602542877,
-0.07750359177589417,
0.1417650282382965,
-0.2185060977935791,
0.15600861608982086,
-0.22976484894752502,
-0.07974414527416229,
-0.798112690448761,
-0.009563401341438293,
0.05790130794048309,
-0.6331498622894287,
0.3100855052471161,
0.7307639122009277,
0.1575809270143509,
0.1526368111371994,
0.05471675097942352,
-0.3561771810054779,
-0.19696500897407532,
-0.46160006523132324,
-0.178122878074646,
0.1633300930261612,
0.13418348133563995,
0.38132214546203613,
0.15563538670539856,
0.2150861769914627,
-0.979456901550293,
0.24676425755023956,
0.1949046403169632,
-0.44719263911247253,
0.12512488663196564,
0.31511402130126953,
0.5343371033668518,
-0.17705276608467102,
-0.21937760710716248,
0.050091199576854706,
-0.6215053796768188,
-0.019995486363768578,
0.23056697845458984,
-0.8563210964202881,
0.9797694087028503,
-0.11594235152006149,
-0.2887435257434845,
0.9383995532989502,
-0.3561567962169647,
0.5932444334030151,
-0.12797844409942627,
0.05784822255373001,
0.3096387982368469,
-0.5605445504188538,
-0.5797745585441589,
-0.2036941647529602,
-0.40531209111213684,
0.19792817533016205,
-0.43044939637184143,
0.043153297156095505,
0.3786263167858124,
-0.3084433078765869,
0.08094022423028946,
-0.19190025329589844,
-0.10991553217172623,
-0.05961935222148895,
-0.30507799983024597,
0.06526381522417068,
-0.08323925733566284,
-0.20498360693454742,
0.755467414855957,
-0.5653935074806213,
0.5235620737075806,
0.7565462589263916,
-0.11150984466075897,
0.5698293447494507,
0.79574054479599,
0.4060918390750885,
1.1848891973495483,
-0.7996017932891846,
0.22261500358581543,
-0.5045634508132935,
-0.054907169193029404,
-0.8548880815505981,
0.11459162831306458,
0.4237186312675476,
-0.03449714928865433,
-0.5352100133895874,
0.3367202877998352,
0.19655771553516388,
-0.15259739756584167,
0.20396722853183746,
-0.17792850732803345,
-0.07968875020742416,
0.40675148367881775,
-0.6975465416908264,
-0.4710742235183716,
0.08963426202535629,
-0.4363180100917816,
0.05442466214299202,
-0.10991133004426956,
0.33625176548957825,
-0.145314022898674,
-0.537382960319519,
-0.4027409851551056,
-0.013736926019191742,
-0.3851616680622101,
-0.32757270336151123,
-0.07750950753688812,
0.057591184973716736,
-0.043503277003765106,
0.02195371687412262,
0.027842208743095398,
0.053865548223257065,
0.2838958203792572,
-0.49291345477104187,
-0.6737573742866516,
-0.283321738243103,
0.8988075852394104,
0.5502548217773438,
0.25763270258903503,
-0.005671106744557619,
-0.10397592186927795,
-0.2378104031085968,
-0.38665369153022766,
-0.6732998490333557,
0.033559538424015045,
0.46102017164230347,
-0.6479040384292603,
-0.5857568383216858,
0.2288365364074707,
0.2750556766986847,
0.4083543121814728,
0.0013234632788226008,
-0.7201656699180603,
-0.04777684435248375,
0.1810051053762436,
-0.35038378834724426,
-0.6538714170455933,
-0.25190332531929016,
0.14498630166053772,
0.654092013835907,
-0.34963682293891907,
-0.07010582089424133,
0.6753010749816895,
0.6230971217155457,
0.06942280381917953,
0.23442313075065613,
0.607089102268219,
-0.5327658653259277,
-0.45775848627090454,
0.4371839761734009,
-0.3989828824996948,
-0.14852866530418396,
0.11017736792564392,
-0.2313997745513916,
-0.4067947566509247,
0.3011685013771057,
-5.779513359069824,
0.029948413372039795,
-0.6075840592384338,
0.41115206480026245,
-0.3140306770801544,
0.07523232698440552,
0.9738999009132385,
-0.09455302357673645,
0.12317372113466263,
-0.33335715532302856,
0.21662695705890656,
0.15490512549877167,
-0.2388060986995697,
0.3832617700099945,
0.1752862185239792,
0.6759995222091675,
0.1501769870519638,
0.4787465035915375,
0.12297555804252625,
0.24458341300487518,
-0.26259440183639526,
-0.6982961297035217,
0.023066997528076172,
0.6783404350280762,
0.3565119802951813,
-0.09425482153892517,
-0.9200662970542908,
0.10634462535381317,
-0.08261305838823318,
-0.22722405195236206,
0.1655273735523224,
-0.3262512683868408,
0.10357625037431717,
-0.44024404883384705,
0.054515376687049866,
0.09109719842672348,
0.4109821915626526,
0.27336400747299194,
0.11706981807947159,
-0.28138843178749084,
0.37353748083114624,
0.2671884596347809,
0.2474626749753952,
-0.034134991466999054,
-0.07152443379163742,
-0.24114643037319183,
-0.09533952921628952,
0.18422459065914154,
0.1162269189953804,
0.8014428019523621,
-0.5436631441116333,
-0.06605815887451172,
0.19358886778354645,
0.23495365679264069,
-0.0699521005153656,
-0.3305705189704895,
-0.13247136771678925,
0.06294997781515121,
-0.31516730785369873,
0.5915152430534363,
0.07746977359056473,
-0.5700535178184509,
-0.07266539335250854,
-1.0729973316192627,
-0.45165330171585083,
0.8506112694740295,
-0.473584920167923,
-0.5503535866737366,
0.017982706427574158,
0.2606206238269806,
-0.38435736298561096,
0.556154191493988,
-0.18310357630252838,
-0.3569728434085846,
0.06745404005050659,
-0.47302716970443726,
0.47323688864707947,
0.1511174440383911,
0.08419016003608704,
0.33015620708465576,
-0.012315863743424416,
-0.44871556758880615,
0.0624706856906414,
0.11291131377220154,
0.15692593157291412,
-0.22528603672981262,
-0.20003437995910645,
-0.28328460454940796,
-0.21581031382083893,
0.6595707535743713,
0.8284005522727966,
0.24759356677532196,
0.1420956552028656,
0.5898016691207886,
0.49391236901283264,
-0.21859636902809143,
0.45553284883499146,
0.15645526349544525,
0.3655208945274353,
-0.32212719321250916,
0.480510950088501,
0.0038164081051945686,
-0.08977127820253372,
-0.23548422753810883,
0.4677281081676483,
-0.1168132796883583,
-0.4408075213432312,
-0.1708492636680603,
0.8463090658187866,
-0.5548849105834961,
0.05791593715548515,
-0.06646127998828888,
-0.14020107686519623,
-0.274929940700531,
0.41936880350112915,
0.0664968490600586,
-0.02014606073498726,
0.09699442237615585,
0.3862189054489136,
-0.5594996809959412,
0.05758298560976982,
0.412698894739151,
0.034495364874601364,
0.2892352342605591,
0.33303406834602356,
-0.3915550708770752,
0.4418894052505493,
1.2229900360107422,
-0.0724833533167839,
-0.053029563277959824,
0.16891364753246307,
0.14698229730129242,
-0.4928773045539856,
-0.06115013360977173,
-0.1107802763581276,
-0.535753071308136,
-0.24160698056221008,
-0.007774942088872194,
0.7743383646011353,
-0.3944890797138214,
0.5855587124824524,
-0.4449101686477661,
-0.06145698204636574,
-0.031515561044216156,
0.880958080291748,
0.15607446432113647,
-0.01830100268125534,
-0.5532783269882202,
0.018313949927687645,
-0.48518243432044983,
0.13686113059520721,
-1.0142873525619507,
0.12551197409629822,
-0.11668935418128967,
0.4374884068965912,
-0.30774521827697754,
-0.2813898026943207,
-0.08714056760072708,
0.36410650610923767,
-0.5480155944824219,
0.9998136758804321,
0.27185162901878357,
-0.7668099999427795,
0.23845697939395905,
0.02060622349381447,
0.1118231788277626,
-0.6095830202102661,
-0.6114540696144104,
-0.5544929504394531,
-0.04230104759335518,
0.24384979903697968,
-0.843743085861206,
0.31192412972450256,
-0.6238788962364197,
-0.05043752118945122,
0.03220489248633385,
0.09354503452777863,
-0.049463801085948944,
0.058047715574502945,
-0.36193108558654785,
-0.03167697414755821,
-0.33921509981155396,
-0.3931221663951874,
0.6052820682525635,
0.5700342655181885,
0.16920208930969238,
0.1463456153869629,
0.21581049263477325,
-0.7202199101448059,
-0.31368398666381836,
0.09334179759025574,
0.3678275942802429,
0.5054638385772705,
0.1315169334411621,
-0.21871386468410492,
-0.6573240160942078,
0.14915360510349274,
0.2853117883205414,
0.1185079887509346,
-0.7361962199211121,
0.08277180045843124,
0.5399216413497925,
0.04174818843603134,
0.4588909149169922,
-0.2320946902036667,
-0.17937903106212616,
0.13160553574562073,
0.3860766887664795,
-0.28010183572769165,
-0.20332783460617065,
-0.5796628594398499,
-0.7909693717956543,
0.2327532023191452,
0.17171666026115417,
-0.35595962405204773,
0.19143755733966827,
0.5622773170471191,
0.05913148075342178,
-0.22350017726421356,
0.25175970792770386,
0.3773411214351654,
-0.08089587837457657,
-0.24820974469184875,
-0.041154686361551285,
-0.5536304116249084,
0.7212393283843994,
0.36158010363578796,
-0.7034839391708374,
0.11281729489564896,
0.024784911423921585,
-0.3460126221179962,
0.0017659376608207822,
0.011197714135050774,
0.04233258590102196,
-0.038678232580423355,
-0.2719802260398865,
-0.14075709879398346,
0.5820873975753784,
-0.14635521173477173,
-0.17808414995670319,
0.025181930512189865,
0.7300024032592773,
-0.47483915090560913,
-0.24520708620548248,
0.007725941948592663,
0.5520654916763306,
-0.23058633506298065,
-0.5597741007804871,
-1.1441318988800049,
-0.20079363882541656,
0.42629802227020264,
-0.16044431924819946,
0.10827113687992096,
0.12789922952651978,
0.8359082937240601,
0.36824938654899597,
-0.4227732717990875,
-0.21152274310588837,
-0.2473910003900528,
0.48979270458221436,
-0.15369363129138947,
-0.4548405408859253,
-0.23421847820281982,
-0.5463742613792419,
0.17360186576843262,
0.26328742504119873,
0.019968362525105476,
-0.44417908787727356,
0.4595920145511627,
-0.35036996006965637,
0.3053295314311981,
-0.2818431854248047,
0.6808780431747437,
0.5121280550956726,
0.48539474606513977,
-0.3024140000343323,
0.12311144173145294,
0.18028466403484344,
-0.04206208139657974,
0.1144348755478859,
-0.23661255836486816,
-0.3025244474411011,
0.05773995816707611,
-0.18156403303146362,
0.5788991451263428,
0.09591159969568253,
0.3449758291244507,
-0.13618604838848114,
0.07542730867862701,
0.14335109293460846,
-0.26539552211761475,
0.1011381670832634,
-0.43783941864967346,
0.16782912611961365,
-0.07427256554365158,
0.5842364430427551,
0.551741898059845,
0.029090508818626404,
0.3128030300140381,
-0.0801229327917099,
-0.05988047644495964,
0.8826395273208618,
0.4600542485713959,
-0.5749634504318237,
0.10361170768737793,
0.3821459114551544,
0.7145209312438965,
0.5860051512718201,
-0.3497079312801361,
-0.1292136013507843,
0.4184637665748596,
-0.01384399551898241,
0.07269057631492615,
0.8822659254074097,
-0.28650015592575073,
-0.05087544023990631,
0.20808108150959015,
-0.1515149474143982,
0.7152288556098938,
0.3176177144050598,
-0.06711461395025253,
0.31215977668762207,
0.5999675393104553,
-0.19414108991622925,
-0.23172670602798462,
0.45387035608291626,
-0.5581256151199341,
0.20487326383590698,
-0.1316327452659607,
0.48501354455947876,
0.17612387239933014,
0.4922342896461487,
-0.21574845910072327,
0.7451614737510681,
0.12521536648273468,
0.025890832766890526,
0.05267317593097687,
-0.6498907804489136,
0.03247438371181488,
0.1556490659713745,
0.45467904210090637,
0.6956166625022888,
-0.1623343527317047,
0.1634947657585144,
-0.01284488383680582,
0.31368133425712585,
0.32282477617263794,
0.3591567575931549,
-0.37137001752853394,
0.3875882625579834,
-0.1597592532634735,
0.24600960314273834,
-0.03627266362309456,
-0.24028927087783813,
-0.3954823613166809,
-0.04848659038543701,
0.5089976191520691,
-0.06761661171913147,
0.2787403464317322,
0.4154186546802521,
-0.12861020863056183,
0.5229765772819519,
-0.27629411220550537,
-0.011587808839976788,
-0.7173011898994446,
-0.097000852227211,
0.5357080101966858,
0.03957390785217285,
0.46094202995300293,
-0.2198462039232254,
-0.13299034535884857,
-0.12290030717849731,
-0.27095845341682434,
0.367723286151886,
0.29941412806510925,
-0.687139093875885,
0.10194312781095505,
-0.09672451764345169,
-0.13887356221675873,
-0.039392270147800446,
0.01994841918349266,
0.2616947889328003,
0.21546761691570282,
-0.7440488934516907,
0.19190530478954315,
-0.312049001455307,
-0.3261806070804596,
-0.03130681812763214,
0.5739679336547852,
0.21059343218803406,
-0.24495571851730347,
-0.7452138662338257,
-0.008520842529833317,
-0.001405120943672955,
0.03338548541069031,
-0.01356305181980133,
-0.8381180763244629,
0.8687548041343689,
0.3213992714881897,
-0.1607494056224823,
0.10564129799604416,
0.042471468448638916,
-0.029440632089972496,
-0.18777377903461456,
-0.282573938369751,
0.3970060348510742,
-0.7264768481254578,
0.10269971191883087,
-0.01758812926709652,
0.22870805859565735,
0.8984924554824829,
0.09013348817825317,
-0.5030859112739563,
-0.2890026569366455,
0.3897411823272705,
0.013822446577250957,
-0.0646880641579628,
-0.27515316009521484,
-0.10094019770622253,
0.05073603242635727,
-0.26403117179870605,
-0.09881365299224854,
0.6787133812904358,
-0.44649699330329895,
0.4565378427505493,
-0.1872239112854004,
0.259525328874588,
0.333156019449234,
-0.27380359172821045,
0.5037117600440979,
0.4514125883579254,
-0.2313603162765503,
-0.7552217841148376,
0.32623720169067383,
-0.10568208247423172,
0.20919029414653778,
-0.46302950382232666,
0.0883711501955986,
0.15104126930236816,
-0.47959229350090027,
0.03074158914387226,
0.0355643704533577,
-0.27751272916793823,
0.24833457171916962,
0.21564018726348877,
0.339024156332016,
-0.6054062247276306,
-0.3551468253135681,
-0.7368908524513245,
0.6481409072875977,
0.2536000907421112,
-0.28967201709747314,
-0.31129348278045654,
0.25175872445106506,
-0.6037703156471252,
0.37535181641578674,
-0.0015085275517776608,
-0.38290199637413025,
-0.37652888894081116,
-0.08744176477193832
] |
We present an interactive tool for designing physical surfaces made from flexible interlocking quadrilateral elements of a single size and shape. With the element shape fixed, the design task becomes one of finding a discrete structure---i.e., element connectivity and binary orientations---that leads to a desired geometry. In order to address this challenging problem of combinatorial geometry, we propose a forward modeling tool that allows the user to interactively explore the space of feasible designs. Paralleling principles from conventional modeling software, our approach leverages a library of base shapes that can be instantiated, combined, and extended using two fundamental operations: merging and extrusion. In order to assist the user in building the designs, we furthermore propose a method to automatically generate assembly instructions. We demonstrate the versatility of our method by creating a diverse set of digital and physical examples that can serve as personalized lamps or decorative items.
|
[
-0.01138574630022049,
0.004432674963027239,
-0.005920859519392252,
0.0013915739255025983,
-0.0016038189642131329,
-0.019817933440208435,
0.007123019080609083,
0.0067550078965723515,
-0.009478030726313591,
-0.006628022529184818,
-0.0009781690314412117,
0.008680608123540878,
0.013562490232288837,
0.00317355222068727,
-0.011554192751646042,
-0.02105921506881714,
0.007567138411104679,
-0.011306529864668846,
0.004983854480087757,
-0.024031806737184525,
-0.011654585599899292,
0.0069079166278243065,
0.009184002876281738,
0.0034826714545488358,
0.014659635722637177,
0.012268167920410633,
-0.006702848710119724,
-0.008348661474883556,
0.016270868480205536,
0.003701423294842243,
-0.03268430382013321,
-0.007996775209903717,
0.013964172452688217,
0.010301228612661362,
-0.001786247594282031,
0.0007327594794332981,
-0.004078533500432968,
0.019744491204619408,
0.003532574512064457,
-0.004197451286017895,
-0.015977688133716583,
-0.0016231233021244407,
0.005233374889940023,
-0.0017871485324576497,
-0.01098685897886753,
-0.034087494015693665,
0.0013976856134831905,
0.0016335734399035573,
0.001123139401897788,
0.00644639041274786,
-0.01094884891062975,
0.012815942987799644,
-0.001696662395261228,
0.006405211053788662,
-0.005635992623865604,
-0.019773012027144432,
0.01718921586871147,
-0.008239779621362686,
0.0013143587857484818,
0.008507671765983105,
0.006065730471163988,
0.02513045445084572,
0.007341489661484957,
-0.004982989281415939,
-0.02134506218135357,
-0.06767980754375458,
-0.027721360325813293,
0.023735076189041138,
0.010614845901727676,
-0.004757918417453766,
0.011433875188231468,
0.005117512308061123,
-0.004621277563273907,
0.001386771211400628,
0.007477862760424614,
0.009557980112731457,
-0.0018695499747991562,
0.014580904506146908,
-0.008872197940945625,
-0.013937914744019508,
-0.003071803832426667,
0.002053897362202406,
0.009641691111028194,
0.02173096127808094,
-0.0033220755867660046,
0.001962444046512246,
-0.011847873218357563,
0.017283309251070023,
0.0006173830479383469,
0.008596211671829224,
0.010609342716634274,
-0.019479313865303993,
0.014121947810053825,
0.0018360218964517117,
-0.0016681607812643051,
0.008960592560470104,
0.029454104602336884,
-0.008069399744272232,
0.019174210727214813,
0.002431254368275404,
-0.01073082908987999,
0.028780966997146606,
0.014175406657159328,
-0.002406207611784339,
-0.005460881162434816,
0.015422053635120392,
-0.02030506730079651,
0.024528734385967255,
-0.011884383857250214,
0.00500063318759203,
0.021711694076657295,
0.0046140472404658794,
-0.002825232455506921,
0.017549898475408554,
0.009413271211087704,
-0.02408626303076744,
0.010633790865540504,
-0.007757583633065224,
0.0072180163115262985,
0.014571278356015682,
0.02000470831990242,
-0.013842649757862091,
0.0026879082433879375,
0.006402924656867981,
0.013210400938987732,
-0.001146709080785513,
-0.009713588282465935,
-0.02778596803545952,
0.01620936021208763,
0.009008162654936314,
-0.01206803135573864,
0.007341497112065554,
0.010463785380125046,
-0.0038926159031689167,
-0.004815900698304176,
-0.0007114839972928166,
-0.002869928488507867,
-0.006689625326544046,
0.003503334242850542,
0.011616619303822517,
0.0010781080927699804,
0.005774175748229027,
0.0020349896512925625,
0.010933879762887955,
0.023158282041549683,
-0.010007305070757866,
-0.01098899357020855,
0.013505679555237293,
-0.0023055465426295996,
0.008712716400623322,
-0.01386855635792017,
0.012701489962637424,
-0.015232529491186142,
-0.002332356758415699,
0.00711592473089695,
-0.0065378667786717415,
-0.013791795819997787,
-0.001687448238953948,
-0.0006146918167360127,
0.003409251570701599,
0.009411143139004707,
-0.0068854475393891335,
0.032418981194496155,
0.007882976904511452,
-0.034875594079494476,
0.003706587478518486,
-0.02807581052184105,
-0.0014159311540424824,
0.007475095801055431,
0.000607809517532587,
-0.010248016566038132,
0.002795033622533083,
-0.01763317547738552,
0.006541602313518524,
-0.01619003340601921,
0.011855144053697586,
0.014231476932764053,
0.0056526921689510345,
-0.019371356815099716,
0.06737062335014343,
-0.00485575944185257,
-0.015008993446826935,
-0.006759899202734232,
-0.015951652079820633,
0.002767386380583048,
-0.003931342624127865,
-0.00798553042113781,
-0.013313304632902145,
-0.004456921014934778,
-0.009157422930002213,
-0.006488539278507233,
0.020294319838285446,
-0.00314351893030107,
-0.013991333544254303,
-0.0025029247626662254,
0.002945436630398035,
0.00540896225720644,
-0.0028623787220567465,
0.0006761485710740089,
-0.012116942554712296,
-0.003078318201005459,
0.01054266095161438,
-0.008030284196138382,
-0.007128019817173481,
-0.0009811201598495245,
0.002894320758059621,
0.018055599182844162,
-0.03521089255809784,
0.007151498459279537,
0.01033436693251133,
0.004715823568403721,
-0.018637564033269882,
-0.01521118450909853,
-0.00395046966150403,
-0.010686330497264862,
0.0055015673860907555,
0.002647694665938616,
-0.02206970378756523,
0.002320211613550782,
-0.009980124421417713,
-0.00007062731310725212,
-0.012991178780794144,
-0.0073289149440824986,
-0.003442132379859686,
0.024186085909605026,
-0.016270320862531662,
-0.015367250889539719,
0.012466078624129295,
0.01112099178135395,
-0.0013147976715117693,
0.007189447991549969,
-0.001828023698180914,
-0.007451978977769613,
-0.002009425312280655,
-0.016006911173462868,
-0.001136683626100421,
0.008147772401571274,
-0.02399025484919548,
0.016893921419978142,
-0.009265637025237083,
0.0007682078285142779,
-0.01995707117021084,
-0.005172985605895519,
-0.018142927438020706,
-0.0053061796352267265,
-0.013097364455461502,
0.006557260639965534,
-0.009012700989842415,
-0.008299177512526512,
-0.009333871304988861,
-0.0012588375248014927,
-0.008123595267534256,
-0.0006585654336959124,
0.0036099019926041365,
0.03127573803067207,
0.008976596407592297,
0.009794645942747593,
0.01042297761887312,
0.02156478725373745,
-0.021275850012898445,
-0.00922081433236599,
0.006148611195385456,
0.013244034722447395,
-0.020708627998828888,
-0.01722060516476631,
-0.004076174460351467,
0.018948925659060478,
0.007522556930780411,
0.017284490168094635,
0.0027068047784268856,
0.0035264056641608477,
-0.007246132008731365,
-0.0024786293506622314,
-0.08125554025173187,
-0.011332250200212002,
0.003941310569643974,
0.01929803006350994,
0.013323165476322174,
0.00005986378528177738,
-0.015500197187066078,
0.02127259224653244,
-0.011959215626120567,
0.03112243302166462,
0.004682368133217096,
-0.02140415459871292,
-0.01429676078259945,
0.02293255180120468,
0.011220875196158886,
-0.008605115115642548,
0.013893969357013702,
-0.011074517853558064,
-0.0008364091627299786,
-0.002261676825582981,
-0.0049619898200035095,
0.006135113071650267,
0.004680848680436611,
-0.013238010928034782,
-0.004944292828440666,
0.014382775872945786,
0.017955919727683067,
0.01751977950334549,
0.004317570012062788,
0.006061291787773371,
0.015623228624463081,
-0.0320262610912323,
0.003907676320523024,
-0.032641246914863586,
0.040277767926454544,
-0.02379065565764904,
0.002242735819891095,
-0.01491031888872385,
0.002390624023973942,
0.007262655068188906,
-0.00021996581926941872,
0.00829553883522749,
0.002179029630497098,
0.009312625043094158,
-0.0017421594820916653,
0.006254633888602257,
-0.006391327828168869,
-0.019852906465530396,
0.009197868406772614,
0.010164146311581135,
-0.002634361619129777,
-0.0008246310753747821,
0.017501937225461006,
0.00863468088209629,
-0.009204239584505558,
-0.009411306120455265,
-0.03450748324394226,
-0.02948383241891861,
-0.008832218125462532,
-0.008005063980817795,
-0.011955836787819862,
-0.006067278794944286,
0.0020571292843669653,
-0.004700301680713892,
0.0045023285783827305,
-0.008913633413612843,
-0.001932218438014388,
0.000579566229134798,
0.0001696762628853321,
0.007892120629549026,
0.006098514422774315,
0.00794074684381485,
-0.014571220614016056,
0.0019801862072199583,
-0.011407257989048958,
-0.015471940860152245,
-0.012272866442799568,
-0.010673520155251026,
0.01785936765372753,
-0.009962400421500206,
-0.006468089297413826,
0.012482563965022564,
-0.013038666918873787,
-0.0016615388449281454,
-0.007918460294604301,
0.006630515214055777,
0.0036200587637722492,
-0.016100183129310608,
-0.0016490825219079852,
-0.005299393553286791,
0.004000174812972546,
0.009898163378238678,
-0.022371388971805573,
0.0003131532284896821,
0.012028025463223457,
-0.012578058987855911,
-0.014236007817089558,
-0.007539055310189724,
-0.0004620295949280262,
0.008205823600292206,
0.019731715321540833,
-0.0034829494543373585,
0.012721526436507702,
-0.01226138323545456,
-0.03000076673924923,
0.009805571287870407,
-0.004238218069076538,
-0.014963539317250252,
0.01880044862627983,
-0.00744261359795928,
-0.009421121329069138,
-0.002590203657746315,
-0.016229994595050812,
0.016594834625720978,
0.00858346652239561,
0.013937982730567455,
-0.024633461609482765,
0.00655450439080596,
0.07331520318984985,
0.004827611148357391,
0.01265774853527546,
-0.008490285836160183,
-0.022616326808929443,
-0.011604487895965576,
-0.001052943174727261,
0.00368981109932065,
0.0257333442568779,
0.008100135251879692,
0.009294677525758743,
0.005402198992669582,
0.02601860836148262,
-0.019988909363746643,
-0.007983654737472534,
-0.0014144977321848273,
-0.005115763749927282,
0.015796219930052757,
-0.011250793933868408,
-0.0022578886710107327,
0.021363157778978348,
-0.010883957147598267,
0.001283631194382906,
0.00449538417160511,
0.008115257136523724,
-0.03932950273156166,
0.006609443575143814,
-0.01600773259997368,
0.00017261644825339317,
0.00471113808453083,
0.002413991140201688,
-0.003820117563009262,
-0.0039546675980091095,
-0.003815579228103161,
-0.008003180846571922,
0.017862793058156967,
-0.001749198418110609,
-0.010742366313934326,
-0.001781629165634513,
0.0003063115291297436,
0.03436950594186783,
-0.009861805476248264,
0.0023550521582365036,
0.019876673817634583,
-0.011908749118447304,
0.01028027106076479,
-0.007106269709765911,
-0.006083294749259949,
0.008269419893622398,
0.005463513545691967,
-0.014192592352628708,
0.003966834396123886,
0.014725591987371445,
-0.006354229990392923,
0.027605442330241203,
0.007100047077983618,
-0.002877975581213832,
0.00456604640930891,
0.024987054988741875,
-0.004426364321261644,
-0.02405150607228279,
-0.007782354485243559,
0.02761356346309185,
-0.010330362245440483,
0.009927434846758842,
-0.012296652421355247,
0.006070027127861977,
-0.03038618341088295,
0.029263552278280258,
0.012630151584744453,
0.011270123533904552,
0.009957261383533478,
-0.037546753883361816,
-0.01851758547127247,
-0.003989255055785179,
-0.02475612238049507,
0.025845922529697418,
-0.027401462197303772,
0.0034400587901473045,
0.01548396609723568,
0.02100246399641037,
0.005810079164803028,
-0.01886869966983795,
-0.0014108642935752869,
-0.0043616159819066525,
0.010502327233552933,
0.012971751391887665,
-0.07494185864925385,
-0.011194255203008652,
0.011673476547002792,
-0.0031932443380355835,
0.01600893773138523,
0.016117531806230545,
0.0038835611194372177,
-0.019042497500777245,
0.006816241890192032,
-0.0035325288772583008,
-0.006966481916606426,
-0.015789896249771118,
0.00007532560266554356,
-0.0011824725661426783,
0.0073002916760742664,
0.002449805848300457,
-0.007801455445587635,
0.0012670080177485943,
0.007866914384067059,
0.0024115610867738724,
0.013437766581773758,
-0.000010950490832328796,
0.022899705916643143,
-0.004002305679023266,
-0.000295483972877264,
-0.08194947242736816,
-0.027652572840452194,
-0.001631682738661766,
0.0029935219790786505,
0.010270768776535988,
0.009459896944463253,
0.011819145642220974,
-0.010755806230008602,
0.011184819974005222,
-0.009320234879851341,
0.012798182666301727,
0.01129678264260292,
-0.005727546755224466,
0.012623315677046776,
-0.010854599997401237,
0.002431096974760294,
0.002725694328546524,
-0.006997203920036554,
0.016480647027492523,
-0.0045847524888813496,
0.021304693073034286,
-0.01818966493010521,
-0.008396884426474571,
0.01813891902565956,
-0.010886969044804573,
0.004107609856873751,
-0.018073931336402893,
0.005681647919118404,
-0.012121159583330154,
0.0036146100610494614,
-0.014591909013688564,
0.011419178918004036,
0.010828903876245022,
-0.020828455686569214,
-0.013644769787788391,
-0.009777577593922615,
0.013267716392874718,
-0.005178860388696194,
0.004196778871119022,
-0.004276507534086704,
-0.0028860759921371937,
-0.011177679523825645,
0.02846563421189785,
0.00023511704057455063,
-0.0017078955424949527,
0.008966495282948017,
0.0024609072133898735,
-0.00001714564859867096,
0.011323587968945503,
0.004011558368802071,
0.00732843205332756,
-0.010649880394339561,
-0.0013553231256082654,
-0.014182119630277157,
-0.009087890386581421,
0.0028709229081869125,
0.0007930051069706678,
0.003969450946897268,
-0.004688923712819815,
0.0022697465028613806,
-0.006661210209131241,
0.006764071993529797,
-0.015206098556518555,
0.07236555963754654,
-0.03310557082295418,
-0.0021894066594541073,
0.0110926553606987,
0.009773893281817436,
0.0009492036770097911,
-0.008072521537542343,
-0.010414527729153633,
0.0030765109695494175,
-0.006428058259189129,
0.006153178866952658,
-0.0039594741538167,
-0.012042080983519554,
0.00394059531390667,
0.023656664416193962,
-0.0066929105669260025,
-0.02573753520846367,
-0.02783353440463543,
-0.014691014774143696,
0.0023814523592591286,
-0.005441493820399046,
0.006444546394050121,
-0.009188801050186157,
0.014571229927241802,
-0.007634804584085941,
-0.011047948151826859,
-0.009760692715644836,
-0.021638331934809685,
-0.012450940907001495,
-0.007951241917908192,
-0.011933528818190098,
0.006949172355234623,
0.0013865219661965966,
-0.0033146184869110584,
0.01567031629383564,
-0.002932868432253599,
0.007846136577427387,
0.0001249896304216236,
-0.024644140154123306,
-0.010221289470791817,
-0.03449639305472374,
-0.003489919938147068,
0.0011133512016385794,
0.007842103019356728,
-0.011258075013756752,
0.0018497216515243053,
0.020959924906492233,
0.0038348035886883736,
0.010787108913064003,
0.013709945604205132,
-0.003993420396000147,
-0.004515175707638264,
0.03152722492814064,
0.024315785616636276,
-0.0021878061816096306,
0.02032189629971981,
0.008559690788388252,
0.00756241986528039,
-0.018497899174690247,
-0.013018934987485409,
-0.005200045648962259,
-0.007996215485036373,
0.005211933515965939,
0.0107459407299757,
-0.0014093932695686817,
-0.0011751607526093721,
-0.011791001074016094,
-0.01254233531653881,
0.002067682333290577,
0.008553972467780113,
0.000493267085403204,
0.003954690415412188,
0.0011327029205858707,
0.015117501839995384,
0.0007253489457070827,
-0.013159075751900673,
0.001919289119541645,
0.0037435025442391634,
0.00912175327539444,
-0.006134876050055027,
-0.0012987684458494186,
0.008141336031258106,
0.018587704747915268,
-0.009918248280882835,
0.005023506935685873,
0.008279228582978249,
0.009035195223987103,
-0.0004175887443125248,
0.0005077180685475469,
0.006976320408284664,
0.013304591178894043,
-0.006432304158806801,
0.0030110443476587534,
-0.0019107984844595194,
0.0017826065886765718,
0.03252778947353363,
-0.0023905651178210974,
0.0017089566681534052,
0.009555790573358536,
0.0012397973332554102,
0.005027252249419689,
-0.009211312979459763,
-0.003927954472601414,
0.0032909084111452103,
-0.008702734485268593,
-0.0042290338315069675,
0.030028151348233223,
0.007372472435235977,
-0.02221936360001564,
-0.013769240118563175,
-0.02645794302225113,
0.012723666615784168,
-0.007356845773756504,
0.006710149347782135,
-0.008159231394529343,
-0.004577974323183298,
-0.014847454614937305,
-0.012588239274919033,
-0.007240232080221176,
-0.005058567970991135,
-0.006216425448656082,
-0.009440189227461815,
0.00976952537894249,
0.017922278493642807,
-0.00037361448630690575,
-0.016824763268232346,
-0.006362908519804478,
-0.013417389243841171,
-0.010218705050647259,
-0.006360258441418409,
0.012375944294035435,
-0.0066076237708330154,
-0.018456194549798965,
0.00822517741471529,
0.015837540850043297,
-0.017426231876015663,
0.001943998970091343,
0.0007836688309907913,
0.004424235783517361,
0.01381685584783554,
-0.003949603997170925,
-0.007626890204846859,
0.006182575598359108,
0.012845480814576149,
0.004583853296935558,
0.002896098420023918,
-0.007116176187992096,
-0.012951444834470749,
0.009305275976657867,
0.018658800050616264,
-0.000030015595257282257,
0.0068448977544903755,
0.03170349448919296,
-0.006805861368775368,
-0.0068369158543646336,
0.012126484885811806,
-0.006792266853153706,
-0.0017558075487613678,
0.0011546961031854153,
-0.0009912278037518263,
-0.004233986139297485,
0.020727163180708885,
-0.00032557023223489523,
-0.0017456971108913422,
0.007063176482915878,
0.0035773389972746372,
0.006423413287848234,
0.02403944730758667,
-0.02419101819396019,
0.015516280196607113,
0.00780251482501626,
-0.004585374146699905,
-0.024868065491318703,
-0.006438874639570713,
-0.018362488597631454,
-0.019786732271313667,
0.0019679267425090075,
0.0018978058360517025,
-0.014015519991517067,
0.007974210195243359,
0.0104212686419487,
-0.002069423906505108,
0.009038067422807217,
-0.006766836158931255,
-0.014697298407554626,
-0.020400872454047203,
-0.009929673746228218,
-0.0005266049411147833,
-0.010592562146484852,
0.02084001898765564,
-0.0006988132372498512,
0.015292966738343239,
-0.018726732581853867,
0.01533628348261118,
0.015118708834052086,
-0.014390883035957813,
0.005308077670633793,
-0.0011708377860486507,
0.004737379029393196,
0.003936420194804668,
-0.009296645410358906,
-0.017081886529922485
] |
[
0.11656931787729263,
0.11916257441043854,
0.2948029041290283,
0.4708811342716217,
0.0063586048781871796,
0.2965790629386902,
-0.29454123973846436,
-0.47998514771461487,
-0.06610003113746643,
-0.7745912075042725,
-0.10496147722005844,
0.3632737696170807,
0.07747850567102432,
0.254810631275177,
0.1831643134355545,
0.38778260350227356,
0.3528139293193817,
0.10659860819578171,
-0.1723550409078598,
-0.3325107991695404,
-0.475949764251709,
-0.3466664254665375,
0.1161411851644516,
-0.32688599824905396,
0.23510867357254028,
-0.1456773728132248,
0.5945184826850891,
0.4104050099849701,
0.014660024084150791,
-0.09518878161907196,
0.07200556248426437,
0.3634779453277588,
-0.5352951884269714,
-0.6097903847694397,
-0.11805150657892227,
0.017336184158921242,
-0.02359592542052269,
0.01626456342637539,
-0.08071952313184738,
-0.5174940824508667,
0.22889074683189392,
0.33162927627563477,
-0.05734841153025627,
0.33734050393104553,
-0.10434497147798538,
-0.5401440262794495,
-1.3860089778900146,
0.013982380740344524,
-0.3468126654624939,
-0.16985641419887543,
-0.18715502321720123,
0.2912736237049103,
0.3606196641921997,
0.11846307665109634,
-0.1862761378288269,
0.31962427496910095,
-0.20213116705417633,
-0.3009854853153229,
0.08218688517808914,
-0.3797858953475952,
0.14334146678447723,
0.22880223393440247,
-0.0023198809940367937,
0.011894655413925648,
0.044517625123262405,
0.7018123269081116,
0.20424745976924896,
-0.4216444492340088,
-0.6840996742248535,
0.11184493452310562,
0.3281647861003876,
-0.25026676058769226,
-0.4846491813659668,
0.6151612997055054,
-0.22768445312976837,
0.11169968545436859,
-0.03538534417748451,
-0.13122379779815674,
0.0630875825881958,
0.2970161736011505,
0.07670538872480392,
0.21040388941764832,
0.7408207058906555,
-0.4558834731578827,
0.8296352028846741,
0.3259837031364441,
-0.33935093879699707,
0.5247110724449158,
-0.5855366587638855,
0.18125784397125244,
-0.2756683826446533,
-0.21422278881072998,
0.25651270151138306,
0.3396070897579193,
0.7472018599510193,
0.10250753164291382,
0.19182810187339783,
0.13965614140033722,
0.22941502928733826,
0.6572571396827698,
0.03536083176732063,
-0.2873006761074066,
-0.09242849797010422,
-0.4646393954753876,
-0.0977645292878151,
-0.7289935946464539,
-0.563449501991272,
-0.7155345678329468,
-0.5099501013755798,
0.25585150718688965,
-0.4960927367210388,
0.5199055671691895,
0.30049991607666016,
-0.18058940768241882,
0.2650793492794037,
0.22379423677921295,
0.34229856729507446,
0.22652427852153778,
-0.16477088630199432,
0.12321474403142929,
-0.13514502346515656,
1.0721813440322876,
-0.011379764415323734,
0.04045289754867554,
0.3408487141132355,
0.15518634021282196,
0.46087518334388733,
0.6917486786842346,
-0.5708502531051636,
-0.22269675135612488,
0.2934103012084961,
0.8060686588287354,
0.05131532996892929,
-0.16437068581581116,
-0.08038214594125748,
-0.8335426449775696,
0.17523622512817383,
-0.1943865567445755,
-0.018303832039237022,
0.11452333629131317,
-0.2676090598106384,
-0.47431492805480957,
0.08672977238893509,
-0.1347009539604187,
0.2625066637992859,
-0.18292354047298431,
0.20346710085868835,
-0.1463484913110733,
-0.4492211639881134,
0.3723689615726471,
-0.3797183334827423,
0.187734454870224,
-0.824143648147583,
0.19184188544750214,
-0.18162690103054047,
0.5470856428146362,
-0.16559112071990967,
0.21248017251491547,
-0.1298483908176422,
0.14955154061317444,
0.2675323188304901,
0.3418380916118622,
-0.47751471400260925,
-0.32093799114227295,
0.04633289948105812,
-0.47706231474876404,
-0.00026310872635804117,
0.31930798292160034,
0.1719701737165451,
0.2881775498390198,
0.13527695834636688,
-0.1932385116815567,
-0.25447601079940796,
-0.0011091383639723063,
0.175115168094635,
0.17015866935253143,
0.3531039357185364,
0.15329113602638245,
0.1286812573671341,
0.028498835861682892,
-0.7632673978805542,
-0.431417316198349,
0.0901738777756691,
-0.45705485343933105,
0.17519737780094147,
0.1257566511631012,
0.478751540184021,
0.018960995599627495,
0.09861603379249573,
0.1021525114774704,
-0.43552762269973755,
-0.15501199662685394,
0.10131627321243286,
-1.1279484033584595,
1.3592473268508911,
-0.08532749861478806,
-0.6874690055847168,
1.073950171470642,
-0.4507155418395996,
0.4161541163921356,
0.039275530725717545,
0.11231223493814468,
0.3631894588470459,
-0.14247660338878632,
-0.21431808173656464,
-0.33423617482185364,
-0.040596649050712585,
0.0941658541560173,
-0.3913247585296631,
0.10454961657524109,
0.4967139959335327,
-0.2970346510410309,
0.1266224980354309,
-0.6186286211013794,
-0.00043294468196108937,
0.0026787796523422003,
0.08368825912475586,
0.454197496175766,
-0.4777944087982178,
0.281363844871521,
1.3234317302703857,
-0.2197314351797104,
0.3688323199748993,
0.4816780686378479,
-0.0317915640771389,
0.35097742080688477,
0.5330265760421753,
0.4366145431995392,
0.5911304354667664,
-0.5865171551704407,
-0.2893076539039612,
-0.15359066426753998,
0.19804666936397552,
-0.7854089736938477,
-0.05384398624300957,
0.0726008340716362,
0.2752447724342346,
-0.4790377914905548,
0.18827879428863525,
0.02036930061876774,
-0.11654747277498245,
0.41438964009284973,
-0.6122983694076538,
0.30567246675491333,
0.2336420863866806,
-0.39043334126472473,
-0.0637025535106659,
0.3449186384677887,
-0.314073383808136,
-0.4410817325115204,
-0.38184067606925964,
0.1624530702829361,
0.2631114423274994,
-0.6330834031105042,
-0.26890817284584045,
0.16989076137542725,
-0.16600707173347473,
-0.32715490460395813,
0.07310102134943008,
0.41594865918159485,
-0.15907631814479828,
-0.18019133806228638,
-0.014957464300096035,
-0.09367125481367111,
-0.18132634460926056,
-0.27746182680130005,
-0.5022346377372742,
-0.5674123167991638,
0.5054123997688293,
0.7357652187347412,
0.30492672324180603,
-0.1351010799407959,
-0.2626798152923584,
-0.0914255678653717,
0.09355077892541885,
-0.45617780089378357,
0.012992219999432564,
0.11615371704101562,
-0.7993869781494141,
-0.7958102226257324,
0.16752251982688904,
0.5376003980636597,
0.5608669519424438,
-0.07333850860595703,
-0.42849379777908325,
-0.054157622158527374,
0.43578314781188965,
-0.26568466424942017,
-0.5606064796447754,
-0.0898541584610939,
0.03154270350933075,
0.31599581241607666,
-0.6532836556434631,
-0.4038804769515991,
0.7860727906227112,
0.8205639123916626,
-0.17483283579349518,
-0.06610695272684097,
0.13130447268486023,
-0.05800847336649895,
-0.3053357005119324,
0.170967236161232,
-0.003180020721629262,
-0.23887309432029724,
0.3881024420261383,
-0.25254184007644653,
-0.31580066680908203,
0.40490174293518066,
-6.082882404327393,
-0.47011035680770874,
-0.569203794002533,
0.14771518111228943,
-0.7368167042732239,
0.1411464363336563,
0.6240831613540649,
0.05288694426417351,
0.4786315858364105,
-0.09933973848819733,
-0.21746353805065155,
0.2293485850095749,
-0.2339661568403244,
0.19841134548187256,
0.35165658593177795,
0.3332950472831726,
0.6263652443885803,
0.22899645566940308,
0.1697070300579071,
0.1856331080198288,
-0.24665085971355438,
-0.4327975809574127,
-0.1541832834482193,
0.506772518157959,
0.4275974929332733,
-0.2016373872756958,
-1.0149563550949097,
0.14782997965812683,
-0.13750728964805603,
-0.0807175487279892,
0.10701104253530502,
-0.3722444176673889,
-0.19714319705963135,
-0.23104974627494812,
0.34900179505348206,
0.4678056836128235,
0.38833382725715637,
-0.16881774365901947,
0.29498252272605896,
-0.41102346777915955,
0.35420575737953186,
0.6539767980575562,
-0.050179556012153625,
0.07725261151790619,
0.4394901990890503,
-0.459389865398407,
-0.32194575667381287,
0.048088572919368744,
-0.15798993408679962,
0.7731420993804932,
-0.30498504638671875,
0.02140253782272339,
0.7103044986724854,
-0.27443236112594604,
-0.2383185625076294,
-0.014244362711906433,
0.2818780839443207,
0.02549675479531288,
-0.517967164516449,
0.09904932230710983,
0.3855054974555969,
-0.5222804546356201,
0.11395073682069778,
-0.6828400492668152,
-0.4506182074546814,
0.06581326574087143,
-0.8347053527832031,
-0.3113569915294647,
-0.2800135612487793,
0.35263746976852417,
-0.5059617757797241,
0.42939385771751404,
-0.09896651655435562,
-0.5077645778656006,
0.6980847716331482,
-0.17930419743061066,
0.0972316637635231,
-0.13761693239212036,
0.17405571043491364,
0.028320809826254845,
-0.09765563905239105,
-0.41385501623153687,
0.09681261330842972,
0.5252209901809692,
0.06767340749502182,
-0.2809426188468933,
-0.03032286837697029,
-0.5674018859863281,
-0.44509944319725037,
0.34629026055336,
0.6018432974815369,
-0.2141159623861313,
0.36894673109054565,
0.340096652507782,
0.3193419873714447,
0.2609770596027374,
0.5198554396629333,
-0.12419251352548599,
0.264922171831131,
-0.39147529006004333,
0.6868676543235779,
0.2032550722360611,
-0.4063904881477356,
-0.267740398645401,
0.095030277967453,
0.16091498732566833,
-0.23218268156051636,
-0.050483010709285736,
0.36584213376045227,
-0.0825890600681305,
-0.27931520342826843,
-0.1841469258069992,
-0.6120374798774719,
-0.07270100712776184,
0.3425137400627136,
0.46398425102233887,
-0.15214091539382935,
0.006815402302891016,
0.32936322689056396,
-0.236693874001503,
0.002655097981914878,
-0.14133858680725098,
0.27776744961738586,
0.3330957293510437,
0.1747124046087265,
-0.3111904561519623,
0.2328982651233673,
0.6367079615592957,
-0.23561814427375793,
0.0021429217886179686,
0.3853161931037903,
0.23579289019107819,
-0.34483394026756287,
-0.003449604380875826,
0.3526541590690613,
-0.24775102734565735,
-0.012327580712735653,
-0.23967646062374115,
0.1047232374548912,
-0.6797794699668884,
0.5091359615325928,
0.031994402408599854,
-0.011622047983109951,
-0.05582661181688309,
0.09040052443742752,
0.09923788160085678,
-0.21211543679237366,
0.3830530643463135,
-0.46849673986434937,
0.30559611320495605,
-0.37381699681282043,
-0.6665671467781067,
0.1816978007555008,
-0.19473037123680115,
-0.08192922919988632,
-0.04997200146317482,
0.24956847727298737,
-0.02148466929793358,
0.41912442445755005,
-0.23529677093029022,
0.431525856256485,
0.32002460956573486,
-0.809267520904541,
0.20633074641227722,
0.24024181067943573,
0.23180440068244934,
-0.5923943519592285,
0.031106937676668167,
0.034526702016592026,
0.301398366689682,
0.0066744680516421795,
-0.4935494065284729,
-0.054189618676900864,
-0.6825005412101746,
0.13995465636253357,
-0.12786099314689636,
0.12384352087974548,
0.060605503618717194,
0.12814056873321533,
-0.12272129207849503,
0.061984363943338394,
-0.5557042956352234,
0.05125516653060913,
0.6675099730491638,
0.834688127040863,
-0.07700120657682419,
-0.21723778545856476,
0.09532388299703598,
-0.5053785443305969,
-0.16574876010417938,
0.01274887565523386,
0.45848652720451355,
0.46179312467575073,
0.09450066834688187,
-0.16297297179698944,
-0.17976213991641998,
0.05609581619501114,
0.057519953697919846,
-0.2928805351257324,
-0.43807512521743774,
-0.35065457224845886,
0.4719531238079071,
-0.559393048286438,
0.6533861756324768,
0.3161643147468567,
-0.26027441024780273,
0.16565994918346405,
0.030536936596035957,
-0.01438908837735653,
-0.49772733449935913,
-0.28420761227607727,
-0.6230066418647766,
-0.013011419214308262,
-0.4493556618690491,
-0.31937089562416077,
0.05306575819849968,
0.6750880479812622,
-0.3221585750579834,
-0.44846683740615845,
0.35685256123542786,
0.30236464738845825,
-0.5549559593200684,
-0.157613143324852,
-0.018727263435721397,
-0.013327386230230331,
0.11590047925710678,
0.39661741256713867,
-0.2554507255554199,
-0.1527053713798523,
0.05361158028244972,
-0.32376083731651306,
0.021785007789731026,
-0.04968106374144554,
-0.2590554654598236,
-0.3662945330142975,
-0.2939471900463104,
-0.42063581943511963,
0.14284925162792206,
-0.1147477999329567,
0.06336914002895355,
0.04472897946834564,
0.5485438704490662,
-0.2124193012714386,
-0.47192469239234924,
-0.17865225672721863,
-0.2574302554130554,
0.35078102350234985,
-0.2568872570991516,
-0.776249349117279,
-0.27435410022735596,
0.26237475872039795,
-0.3473535180091858,
-0.2011953741312027,
-0.4686323404312134,
0.450969398021698,
0.47786641120910645,
-0.3105701208114624,
-0.5029978156089783,
-0.21458348631858826,
0.49892738461494446,
-0.08664500713348389,
-0.31564080715179443,
-0.709594190120697,
-0.3514443039894104,
0.24510321021080017,
0.3409540355205536,
-0.16436989605426788,
-0.6139164566993713,
0.39612245559692383,
-0.3858723044395447,
-0.3337848484516144,
0.3536558449268341,
0.15780137479305267,
0.22823557257652283,
-0.013156975619494915,
-0.2945255935192108,
0.0764910876750946,
0.45245322585105896,
0.04097858816385269,
-0.3130437433719635,
-0.31931230425834656,
-0.01949736662209034,
0.2647930383682251,
0.12961745262145996,
0.5183894038200378,
0.22031161189079285,
0.2605382800102234,
-0.08505161106586456,
0.25980567932128906,
-0.030589304864406586,
-0.2270926982164383,
0.24350236356258392,
-0.3680817484855652,
0.10591359436511993,
-0.03421073406934738,
0.41417065262794495,
0.6895817518234253,
-0.06220576539635658,
0.2025882750749588,
-0.01958526484668255,
-0.03680973872542381,
0.6334784626960754,
0.605495274066925,
-0.6533650159835815,
0.3220823407173157,
0.2960173785686493,
0.4934483766555786,
0.3025376498699188,
0.15269894897937775,
0.2590756118297577,
0.565405011177063,
0.07986093312501907,
0.06229057163000107,
0.6249324083328247,
-0.33489060401916504,
0.287978857755661,
0.3899654150009155,
-0.3152262270450592,
0.6219182014465332,
0.20023365318775177,
-0.069383405148983,
0.1498405933380127,
0.3067600429058075,
-0.3662479817867279,
-0.6841420531272888,
0.196714848279953,
-0.2343783676624298,
-0.014384732581675053,
-0.4276053011417389,
0.07587587088346481,
0.48626214265823364,
0.7115437984466553,
-0.26255717873573303,
-0.0245225727558136,
0.2881467640399933,
0.14481590688228607,
0.332750141620636,
-0.1907334178686142,
-0.5358896851539612,
0.20196476578712463,
0.20552007853984833,
0.3745414912700653,
-0.669862687587738,
-0.05527361482381821,
-0.017201313748955727,
0.42509305477142334,
0.08557794988155365,
0.5864837169647217,
-0.5079711675643921,
0.6419522762298584,
0.3958798348903656,
0.1598224639892578,
-0.2813112437725067,
0.05981360748410225,
-0.37046387791633606,
-0.4121294915676117,
0.37577521800994873,
-0.46509334444999695,
0.08937965333461761,
0.5004779696464539,
0.15958668291568756,
0.8825637698173523,
-0.08559220284223557,
-0.04986681044101715,
-0.6992958784103394,
0.2222927212715149,
0.7148732542991638,
0.228326678276062,
0.2928740382194519,
-0.2961360812187195,
-0.08133844286203384,
0.2964596152305603,
-0.7088255286216736,
0.33275848627090454,
-0.3363102674484253,
-0.7490525841712952,
0.11970295757055283,
-0.040373336523771286,
-0.1605442315340042,
0.14844554662704468,
-0.05626499280333519,
0.013988738879561424,
-0.34430089592933655,
-0.27517297863960266,
0.21332472562789917,
-0.1274460256099701,
0.1820589154958725,
0.4389927089214325,
0.435312956571579,
0.16494546830654144,
-0.06666673719882965,
-0.7697951793670654,
-0.09082897752523422,
0.1706220507621765,
-0.013187628239393234,
-0.04711537063121796,
-0.6323187351226807,
1.2065576314926147,
0.3452714681625366,
-0.04424336925148964,
0.02144681103527546,
-0.12340622395277023,
0.15470445156097412,
0.2865495979785919,
-0.17779067158699036,
0.11452637612819672,
-0.5064982175827026,
-0.1935165524482727,
-0.6691139340400696,
0.09406690299510956,
0.39967235922813416,
0.09514526277780533,
-0.26233023405075073,
-0.057775191962718964,
-0.14559978246688843,
0.2011500597000122,
-0.02519293874502182,
-0.0968899205327034,
0.17861075699329376,
-0.13036353886127472,
-0.08172954618930817,
-0.3186728358268738,
0.42054370045661926,
0.0497339591383934,
0.07212832570075989,
-0.5290346145629883,
-0.09506811946630478,
0.4122590124607086,
-0.16030842065811157,
0.12942248582839966,
0.5192830562591553,
-0.24561302363872528,
-0.39049413800239563,
0.6857159733772278,
-0.5124843716621399,
0.14304424822330475,
-0.04181720316410065,
0.2389117032289505,
0.22858770191669464,
-0.43308550119400024,
-0.4278503358364105,
0.0048440382815897465,
-0.05014978349208832,
0.592521607875824,
0.016428599134087563,
0.3624086380004883,
-0.5661438703536987,
-0.12429845333099365,
-0.8529667854309082,
0.30563318729400635,
0.04827208071947098,
0.04718734696507454,
-0.08840081840753555,
-0.042243946343660355,
-0.5950923562049866,
-0.04858195781707764,
-0.3140752613544464,
-0.6412497758865356,
-0.1110963523387909,
-0.06693204492330551
] |
Although computer security technologies are the first line of defence to secure users, their success is dependent on individuals’ behaviour. It is therefore necessary to persuade users to practice good computer security. Our interview analysis of users’ conceptualization of security password guessing attacks, antivirus protection, and mobile online privacy shows that poor understanding of security threats influences users’ motivation and ability to practice safe behaviours. We designed and developed an online interactive comic series called Secure Comics based on instructional design principles to address this problem. An eye-tracking experiment suggests that the graphical and interactive components of the comics direct users’ attention and facilitate comprehension of the information. In our evaluations of Secure Comics, results from several user studies show that the comics improve understanding and motivate positive changes in security management behaviour. We discuss the implication of the findings to better understand the role of instructional design and persuasion in education technology.
|
[
-0.0016544542741030455,
0.012867854908108711,
-0.009997649118304253,
-0.003092451486736536,
-0.02301780693233013,
-0.006682492792606354,
0.007629646919667721,
-0.024002788588404655,
-0.011919883079826832,
-0.013624202460050583,
-0.012956874445080757,
0.008445212617516518,
0.001270984997972846,
0.027895968407392502,
0.017177924513816833,
-0.0309603214263916,
0.009701980277895927,
0.005671385675668716,
0.008155126124620438,
-0.009988834150135517,
-0.016001136973500252,
-0.004041359294205904,
0.008085481822490692,
-0.004419313278049231,
-0.022889666259288788,
-0.004221729002892971,
0.013899799436330795,
0.007944340817630291,
-0.013483187183737755,
-0.0097392238676548,
-0.018590202555060387,
0.013856561854481697,
0.006128241308033466,
-0.0015795659273862839,
0.008826754987239838,
0.009102869778871536,
-0.0003173347795382142,
0.016981512308120728,
0.007345758378505707,
-0.0027076718397438526,
0.0086233951151371,
0.0017499324167147279,
0.003577379509806633,
0.02087385579943657,
-0.00787039939314127,
0.0018187584355473518,
0.0011389880673959851,
-0.011628977954387665,
-0.012247895821928978,
0.01935604400932789,
-0.007556356489658356,
0.013280280865728855,
-0.0009012350346893072,
-0.019206922501325607,
-0.005859845317900181,
0.007584323175251484,
0.020063553005456924,
0.03935099393129349,
-0.026321308687329292,
0.00809584278613329,
-0.0030006282031536102,
-0.006467924918979406,
0.017305966466665268,
-0.0007844958454370499,
0.003007700899615884,
-0.06655177474021912,
-0.0032122787088155746,
0.01543026976287365,
0.012697538360953331,
0.016019240021705627,
0.024602804332971573,
0.009606287814676762,
-0.013451533392071724,
0.013832258991897106,
-0.015097890980541706,
-0.017885299399495125,
0.004507927224040031,
0.0212227962911129,
0.0040925415232777596,
0.009104147553443909,
-0.01771734282374382,
-0.0022350591607391834,
-0.0088517926633358,
0.029928823933005333,
-0.0058402419090271,
0.0047900062054395676,
-0.011300737038254738,
-0.012737184762954712,
-0.006611986551433802,
0.0025713439099490643,
-0.005709715187549591,
0.009898614138364792,
-0.0016016927547752857,
-0.0017617749981582165,
-0.004830894060432911,
-0.003607635386288166,
0.008474940434098244,
-0.01478987280279398,
0.006419589277356863,
0.007741130888462067,
-0.007803198415786028,
-0.000719703733921051,
0.025480743497610092,
-0.002377208322286606,
0.029058704152703285,
0.0075403843075037,
-0.0014028656296432018,
0.0045455461367964745,
-0.009793749079108238,
0.0055238413624465466,
0.024415336549282074,
0.0214302446693182,
0.0011138336267322302,
-0.02155368961393833,
-0.012965010479092598,
0.028203867375850677,
0.010342439636588097,
-0.03296519070863724,
0.009921317920088768,
-0.0010812939144670963,
-0.013204880058765411,
-0.02813749946653843,
0.013385465368628502,
-0.014651382341980934,
0.007946019992232323,
0.0017280634492635727,
-0.019269702956080437,
-0.0072416323237121105,
0.02058015763759613,
0.005560676101595163,
-0.013239793479442596,
-0.014610850252211094,
0.011901919730007648,
-0.0013500743079930544,
-0.004545007366687059,
-0.022548658773303032,
-0.0008633830584585667,
0.024156969040632248,
0.004388041794300079,
-0.023237599059939384,
-0.008260583505034447,
0.003270857036113739,
-0.0014589759521186352,
0.018646197393536568,
0.012535195797681808,
-0.007215404417365789,
-0.02776525542140007,
0.017094995826482773,
0.016563672572374344,
0.006610617507249117,
0.004399695433676243,
-0.0001751752570271492,
0.0034895450808107853,
-0.0030489186756312847,
-0.015629321336746216,
-0.007397628854960203,
-0.017132017761468887,
0.00045492639765143394,
-0.022897515445947647,
-0.0013512830482795835,
0.022328533232212067,
0.024572119116783142,
0.0024124353658407927,
0.007532215211540461,
-0.003322665113955736,
0.00922558642923832,
0.0016595725901424885,
0.005045497789978981,
-0.027339313179254532,
0.006185239180922508,
-0.004445316269993782,
0.027708424255251884,
-0.010772602632641792,
0.0044028908014297485,
0.012119537219405174,
-0.0026733889244496822,
0.03476586937904358,
0.006685422733426094,
-0.014060011133551598,
0.06646454334259033,
0.01792002283036709,
0.010823523625731468,
-0.00984702818095684,
-0.001969708129763603,
-0.005486113019287586,
-0.01168784312903881,
0.0018280074000358582,
-0.009239515289664268,
-0.022874172776937485,
0.011443602852523327,
-0.017198890447616577,
0.0006677480414509773,
0.013268893584609032,
0.00782226212322712,
0.0013153852196410298,
0.0032838971819728613,
0.01997898705303669,
-0.013268707320094109,
0.014328471384942532,
-0.0010813060216605663,
0.006973550654947758,
0.016758982092142105,
0.031742163002491,
0.010002434253692627,
0.003108810633420944,
0.012463817372918129,
0.028742816299200058,
0.013293982483446598,
-0.01510547660291195,
0.029882162809371948,
0.020619431510567665,
0.010203414596617222,
0.004196471534669399,
-0.01612544059753418,
0.009738294407725334,
0.006855715066194534,
0.00732856011018157,
-0.0013838834129273891,
-0.006680371705442667,
-0.015705985948443413,
-0.006579674314707518,
0.008928332477807999,
-0.022365063428878784,
-0.010524719953536987,
-0.001967386342585087,
0.015347900800406933,
0.0007343461038544774,
0.009488694369792938,
-0.01478547789156437,
0.008530678227543831,
-0.0057410928420722485,
-0.008367784321308136,
0.0010060877539217472,
-0.016661133617162704,
0.010054071433842182,
-0.005979988723993301,
0.0055869813077151775,
-0.019207149744033813,
0.006291735917329788,
-0.014775395393371582,
-0.0036379587836563587,
-0.0076322960667312145,
0.014191607013344765,
-0.005055964458733797,
0.01306764967739582,
0.013139838352799416,
-0.0181870236992836,
-0.026159465312957764,
0.013828185386955738,
-0.0031473867129534483,
0.0008592712692916393,
-0.01469496451318264,
0.0005691740661859512,
-0.010327263735234737,
-0.0023858416825532913,
0.0009013847447931767,
0.01777692325413227,
0.00855926051735878,
0.02603808604180813,
-0.013696298003196716,
-0.0036485306918621063,
0.00865462888032198,
-0.009473527781665325,
-0.005478301085531712,
0.0013171075843274593,
-0.010041234083473682,
0.03114500269293785,
0.0009621648350730538,
0.021151967346668243,
0.005412690341472626,
0.0020310846157372,
-0.004707636311650276,
-0.006421892438083887,
-0.08194492757320404,
-0.008806709200143814,
-0.013897514902055264,
0.0026570165064185858,
0.00818044226616621,
-0.011207753792405128,
0.01196605060249567,
-0.002718650735914707,
-0.014084520749747753,
0.010409058071672916,
0.017895787954330444,
0.00021950341761112213,
-0.009649740532040596,
-0.003314705565571785,
0.0006482750177383423,
-0.011895418167114258,
0.007051450666040182,
0.0038138283416628838,
-0.0017829500138759613,
-0.005571575835347176,
-0.010920938104391098,
-0.01643834076821804,
0.00044150929898023605,
0.010467059910297394,
0.01810748502612114,
-0.010842309333384037,
0.031042899936437607,
0.0030193671118468046,
-0.0012026182375848293,
-0.010597247630357742,
0.008229697123169899,
0.0016531716100871563,
0.03328100964426994,
-0.011487295851111412,
-0.0013950648717582226,
0.008777773007750511,
-0.005809214897453785,
-0.017624173313379288,
0.006309229880571365,
-0.021235818043351173,
-0.00010761746671050787,
0.013166701421141624,
0.002993611851707101,
0.0018264688551425934,
0.012124949134886265,
0.004651814233511686,
0.007470591925084591,
0.02982012927532196,
0.009498564526438713,
0.0008059495594352484,
-0.004407817497849464,
-0.019431553781032562,
0.000874662771821022,
0.0018739844672381878,
-0.0022682854905724525,
0.010928984731435776,
-0.003960026428103447,
0.00698050856590271,
-0.01249578595161438,
0.0035786775406450033,
-0.018803570419549942,
-0.010515722446143627,
0.00875224731862545,
-0.0018789996393024921,
0.006713722832500935,
-0.02097136899828911,
-0.0039413985796272755,
0.027132777497172356,
0.0049952249974012375,
0.010532822459936142,
-0.015009861439466476,
-0.017429955303668976,
0.007869626395404339,
-0.0012037709821015596,
0.001965104602277279,
-0.011932292953133583,
-0.016900837421417236,
-0.004319868981838226,
-0.00003096926957368851,
-0.005939992610365152,
0.009161777794361115,
0.0011789863929152489,
0.02497652918100357,
-0.0032413534354418516,
0.004376922734081745,
0.026058193296194077,
0.004390326794236898,
-0.034042105078697205,
0.004332360345870256,
-0.009969143196940422,
-0.007299786899238825,
-0.012587564066052437,
0.020243801176548004,
0.0005617171991616488,
-0.01437233667820692,
-0.032072924077510834,
-0.012783359736204147,
-0.007310477551072836,
-0.0015010237693786621,
0.009376239031553268,
-0.007421550340950489,
-0.004596514627337456,
-0.0033317897468805313,
-0.012030193582177162,
-0.013516657054424286,
0.006904684938490391,
0.0036699799820780754,
-0.020672159269452095,
-0.034342847764492035,
-0.01808709092438221,
-0.01846035197377205,
0.00030129379592835903,
-0.0058095636777579784,
0.01491503231227398,
0.009641988202929497,
0.0019543850794434547,
-0.02718213200569153,
0.0128465685993433,
0.07233712077140808,
0.006785497069358826,
0.018483001738786697,
0.0009125781944021583,
0.002404251601547003,
-0.020631972700357437,
0.0013787939678877592,
-0.006681955419480801,
-0.0009126474615186453,
-0.02784251794219017,
0.012884811498224735,
-0.02924882248044014,
-0.003783253952860832,
-0.00446219090372324,
-0.0129344891756773,
-0.0003213209565728903,
0.013204951770603657,
-0.003726648399606347,
-0.021162165328860283,
0.0062380265444517136,
0.014902702532708645,
0.02376609854400158,
-0.004397560376673937,
-0.0057007926516234875,
-0.0037214036565274,
-0.019399244338274002,
-0.029121853411197662,
-0.012576080858707428,
0.011288383975625038,
0.0026213484816253185,
0.003783339634537697,
0.02651190012693405,
0.0010710175847634673,
0.011034833267331123,
-0.016107408329844475,
0.003737794701009989,
0.0011215351987630129,
0.0010941124055534601,
-0.0078215217217803,
0.011447734199464321,
0.00944538414478302,
-0.013618916273117065,
-0.00876720529049635,
0.023051802068948746,
0.0049650282599031925,
0.019601527601480484,
-0.019887667149305344,
-0.0024987757205963135,
-0.005990123376250267,
-0.0019904416985809803,
-0.008082719519734383,
0.0029387776739895344,
0.0020194663666188717,
0.03428659588098526,
0.003952978178858757,
0.009163765236735344,
0.00562728475779295,
0.007158706896007061,
-0.021525852382183075,
0.008955445140600204,
-0.0067333681508898735,
0.000686895102262497,
0.02355429343879223,
-0.009807677939534187,
0.0018753749318420887,
-0.0032574464567005634,
-0.014936067163944244,
-0.013781163841485977,
-0.007108596153557301,
0.0046065025962889194,
-0.0036929668858647346,
-0.02971555106341839,
-0.005585511215031147,
0.0004927697591483593,
-0.019199758768081665,
-0.01457705907523632,
-0.012216266244649887,
0.003928248770534992,
-0.01563657447695732,
0.026107057929039,
0.04546349495649338,
-0.02707829512655735,
-0.005272317677736282,
0.011392667889595032,
-0.0057256584987044334,
0.03584514930844307,
-0.00946673285216093,
-0.07552260160446167,
-0.0074447207152843475,
-0.002068663015961647,
-0.007377821020781994,
-0.030742213129997253,
-0.005013744346797466,
0.006195815745741129,
0.006678378209471703,
-0.007178628817200661,
-0.005823771469295025,
0.01958470419049263,
-0.01363228540867567,
-0.013330306857824326,
0.013713927939534187,
0.006680012680590153,
-0.011670000851154327,
0.03720410168170929,
-0.005679427646100521,
0.018618887290358543,
-0.008823014795780182,
-0.00010508345440030098,
-0.03240609169006348,
-0.008555563166737556,
0.00968226045370102,
-0.0025520497001707554,
-0.08141086995601654,
-0.004724896512925625,
0.013968652114272118,
-0.013936095871031284,
0.002181021962314844,
-0.028138134628534317,
0.006964242085814476,
-0.03586411476135254,
0.006181617733091116,
-0.015489857643842697,
-0.00866466760635376,
0.02726617455482483,
0.0060613807290792465,
0.005447870120406151,
-0.019502360373735428,
-0.006550036370754242,
0.004444830119609833,
-0.025024743750691414,
0.018369808793067932,
-0.000555235892534256,
-0.007099833805114031,
0.0050994111225008965,
-0.004894934594631195,
-0.010948975570499897,
-0.01362266018986702,
0.0013633855851367116,
-0.010015109553933144,
0.0039200810715556145,
-0.0061738695949316025,
-0.020818913355469704,
0.015660226345062256,
0.0006013349629938602,
0.011055867187678814,
-0.02708929032087326,
-0.015498396940529346,
0.0020767305977642536,
0.003881314769387245,
0.009467742405831814,
-0.0019178520888090134,
0.005457710940390825,
0.0009948116494342685,
0.0073919715359807014,
0.027804771438241005,
0.006029434967786074,
0.005475389305502176,
0.026167986914515495,
0.002536885906010866,
-0.0004348045913502574,
0.0047364868223667145,
-0.010163668543100357,
0.0035872971639037132,
0.005630058236420155,
0.017192495986819267,
0.011898694559931755,
-0.04744018614292145,
0.010524792596697807,
-0.008454003371298313,
0.0071734036318957806,
-0.0029362367931753397,
0.017892004922032356,
-0.005091671831905842,
0.009868666529655457,
-0.020321253687143326,
0.07151582837104797,
-0.025740157812833786,
-0.0025261284317821264,
-0.02176016755402088,
0.007239552214741707,
-0.0019892463460564613,
0.006881129927933216,
-0.012953637167811394,
0.012723257765173912,
-0.007008085958659649,
-0.009878180921077728,
-0.010840680450201035,
0.007126070559024811,
0.003905543591827154,
0.022825349122285843,
-0.013569650240242481,
-0.0024884953163564205,
-0.03220805898308754,
-0.002487830352038145,
0.03992567956447601,
0.0016618822701275349,
0.017326219007372856,
-0.003681727685034275,
0.0038873523008078337,
0.003329194150865078,
-0.005241602659225464,
-0.011167235672473907,
-0.012885097414255142,
-0.009432927705347538,
-0.014889124780893326,
-0.02805270627140999,
-0.010966766625642776,
0.001089907600544393,
0.04258352518081665,
0.00691235763952136,
-0.015435132198035717,
0.028683995828032494,
-0.004471928812563419,
-0.023843450471758842,
-0.01822623610496521,
0.01579565368592739,
-0.019791245460510254,
0.005050040781497955,
-0.00907053705304861,
0.005622236058115959,
0.009456471540033817,
0.013126145116984844,
-0.006845301017165184,
0.014190850779414177,
0.017936289310455322,
0.014131877571344376,
0.008395112119615078,
0.0035978774540126324,
0.010809827595949173,
-0.020148493349552155,
-0.009973539039492607,
-0.013505705632269382,
0.011702432297170162,
-0.010941868647933006,
-0.006109468638896942,
0.0029071951285004616,
-0.00925495382398367,
0.001624407828785479,
-0.014128230512142181,
0.018159717321395874,
-0.01592695340514183,
0.010095160454511642,
-0.016234904527664185,
-0.014676859602332115,
0.01451493427157402,
0.004735567606985569,
-0.006303340196609497,
0.0037625052500516176,
-0.03462139517068863,
-0.006566312164068222,
0.016117561608552933,
-0.004201512783765793,
0.004743242170661688,
0.021651478484272957,
-0.008249705657362938,
-0.0034529883414506912,
0.0014113355427980423,
0.010874131694436073,
0.02721487358212471,
0.0012789955362677574,
-0.021542422473430634,
0.020438004285097122,
0.002849194686859846,
-0.007090059109032154,
0.006541285198181868,
0.029589615762233734,
0.008223270066082478,
0.004283258691430092,
0.002093927003443241,
0.0072122253477573395,
0.035762351006269455,
-0.020059794187545776,
0.001874957699328661,
0.015701482072472572,
0.0023445235565304756,
-0.010698923841118813,
0.009618300013244152,
-0.0038787845987826586,
0.034316033124923706,
0.016348620876669884,
0.006580102723091841,
0.028353024274110794,
-0.007305598817765713,
-0.013399611227214336,
0.02013339102268219,
0.0006198143819347024,
0.01046545710414648,
-0.012074679136276245,
0.005154360085725784,
0.026012703776359558,
0.0019661388359963894,
-0.008678389713168144,
-0.018804315477609634,
-0.01303793303668499,
-0.008132857270538807,
0.020389173179864883,
0.02043103612959385,
-0.014898745343089104,
-0.0019692424684762955,
0.03081551194190979,
0.01299817394465208,
-0.003152543678879738,
0.012382980436086655,
0.026211421936750412,
0.005076236557215452,
-0.0026147356256842613,
-0.006198602728545666,
-0.0027359253726899624,
-0.006803453899919987,
0.009816877543926239,
-0.018190540373325348,
0.00734317023307085,
0.021386882290244102,
-0.020182035863399506,
-0.0037536988966166973,
-0.014232819899916649,
-0.01295457687228918,
-0.005641257856041193,
0.00416171457618475,
0.006434101611375809,
0.019216198474168777,
0.025248486548662186,
0.02072915807366371,
0.014366836287081242,
0.005094282329082489,
0.02489043027162552,
0.00434850761666894,
0.014546098187565804,
-0.005986747331917286,
0.002263064496219158,
0.023592792451381683,
0.0012082658940926194,
0.011961775831878185,
0.008656200021505356,
-0.009100892581045628,
0.0035936932545155287,
0.020640240982174873,
0.006614525802433491,
0.003831223351880908,
-0.00024082418531179428,
-0.00735970214009285,
0.015847722068428993,
-0.016715187579393387,
-0.014237328432500362,
-0.0042396835051476955,
-0.0029641399160027504,
-0.027349717915058136,
0.004726774990558624,
-0.0029676947742700577,
0.005126002710312605,
-0.01970142126083374,
-0.028161965310573578,
0.018520057201385498,
-0.03197742626070976,
0.01169887837022543,
-0.00879189558327198,
-0.005127505399286747,
-0.013545436784625053,
-0.011882591992616653,
-0.015471333637833595,
0.012156903743743896,
-0.012943966314196587,
-0.0020111699122935534,
0.026076925918459892,
0.027433738112449646,
-0.0009207085240632296,
-0.010371582582592964,
-0.017436962574720383,
-0.009530997835099697,
0.01299471314996481,
-0.010298029519617558,
0.002276238054037094,
-0.016581669449806213,
0.0030601741746068,
0.003354991553351283,
-0.012730642221868038,
-0.027132511138916016
] |
[
0.369077205657959,
0.16788959503173828,
0.039786290377378464,
0.33883681893348694,
0.21942536532878876,
-0.09584100544452667,
0.29784095287323,
0.08708351850509644,
0.09043663740158081,
-0.5617792010307312,
-0.5304743051528931,
1.0172040462493896,
0.016384171321988106,
-0.28029656410217285,
-0.23030896484851837,
0.3000219762325287,
0.41579103469848633,
0.33797600865364075,
-0.0512845553457737,
-0.08134416490793228,
-0.99595046043396,
-0.18893635272979736,
0.034131187945604324,
-0.32296931743621826,
0.3420693576335907,
0.005550052504986525,
0.39059892296791077,
0.19532859325408936,
-0.18433669209480286,
-0.16555920243263245,
0.5154903531074524,
0.3740513026714325,
-0.4343191683292389,
-0.15983159840106964,
-0.008128218352794647,
-0.05754968896508217,
-0.15844285488128662,
0.12187433987855911,
0.012246723286807537,
-0.4427963197231293,
0.18235726654529572,
0.2522590160369873,
0.09028677642345428,
0.07061421126127243,
-0.2636863589286804,
-0.6553266048431396,
-1.4718544483184814,
0.14968989789485931,
-0.007806043606251478,
-0.02455664798617363,
-0.15261304378509521,
0.48697271943092346,
-0.5123050808906555,
0.21456286311149597,
0.10837657749652863,
0.4762139618396759,
0.010585428215563297,
-0.276064395904541,
-0.15945273637771606,
-0.48052579164505005,
0.31128475069999695,
-0.06282195448875427,
-0.21183225512504578,
0.08107440173625946,
-0.2593021094799042,
0.12997078895568848,
0.17593690752983093,
-0.029454052448272705,
-0.29827943444252014,
-0.3791830241680145,
0.04637012258172035,
-0.14964430034160614,
-0.2835996448993683,
-0.012003360316157341,
-0.5596731305122375,
0.4164615869522095,
0.20641544461250305,
-0.3556252717971802,
0.14668498933315277,
-0.20562535524368286,
0.0010351495584473014,
0.492930144071579,
0.22334852814674377,
-0.047140687704086304,
0.6859229803085327,
0.019888415932655334,
0.11187787353992462,
0.7833885550498962,
-0.16569747030735016,
0.3802116811275482,
0.2403685748577118,
-0.2244373857975006,
0.39852026104927063,
0.233881875872612,
0.4752768278121948,
0.3439790904521942,
0.4792718291282654,
-0.1883419007062912,
0.18938195705413818,
0.3571193218231201,
0.23028282821178436,
-0.236527219414711,
-0.2745015025138855,
-0.46818020939826965,
-0.3690657317638397,
-0.0160639937967062,
-0.11377657949924469,
-0.7274779677391052,
-0.4636135995388031,
0.09323560446500778,
-0.4771741032600403,
0.29268622398376465,
-0.01555060688406229,
0.14657509326934814,
-0.16145724058151245,
0.09958808124065399,
-0.18746636807918549,
-0.01304946281015873,
-0.2228730469942093,
0.5083937644958496,
0.20512822270393372,
0.8797810673713684,
-0.22611559927463531,
0.38381582498550415,
0.36898162961006165,
-0.05054640397429466,
0.4205470383167267,
0.6721259951591492,
-0.30436620116233826,
0.039442241191864014,
0.45944321155548096,
0.8245924115180969,
-0.5555949807167053,
-0.0814502164721489,
-0.35159510374069214,
0.06728705018758774,
0.38037994503974915,
0.010939748957753181,
0.08372754603624344,
-0.08191964775323868,
-0.2712712585926056,
-0.623466968536377,
-0.21115721762180328,
0.1106637492775917,
-0.039169564843177795,
-0.4594306945800781,
0.13963277637958527,
-0.03431781753897667,
-0.3480554223060608,
0.06443113088607788,
0.02229246310889721,
-0.2065608650445938,
-0.7569988965988159,
0.14174674451351166,
-0.2045535445213318,
0.5355613827705383,
0.2528369724750519,
-0.06437930464744568,
-0.23797880113124847,
0.12514501810073853,
0.09258542209863663,
-0.16715095937252045,
-0.6581622958183289,
-0.03339565172791481,
0.1128402054309845,
-0.1947857141494751,
-0.4530380666255951,
0.6315832138061523,
0.3265622556209564,
0.09282141178846359,
-0.13051533699035645,
0.2444930523633957,
-0.2635475993156433,
-0.4183737337589264,
-0.05513961240649223,
0.393108606338501,
0.2633874714374542,
0.6361150145530701,
0.044170964509248734,
0.25736644864082336,
-0.7963685989379883,
-0.021535271778702736,
-0.18873824179172516,
0.0004176354268565774,
0.26705262064933777,
-0.13514189422130585,
0.24666285514831543,
-0.33605310320854187,
-0.3246604800224304,
-0.17101527750492096,
-0.7533116340637207,
-0.06903699785470963,
0.5973377227783203,
-0.9580252766609192,
1.4667433500289917,
-0.20596611499786377,
-0.05940352380275726,
1.2611784934997559,
-0.18620596826076508,
0.07835619151592255,
0.24656884372234344,
-0.06599044799804688,
0.2552211880683899,
-0.2637823820114136,
-0.8214888572692871,
0.28931349515914917,
0.0398993156850338,
0.02254820056259632,
-0.32356077432632446,
0.08206414431333542,
0.6541702747344971,
-0.10955200344324112,
-0.16956257820129395,
-0.5259951949119568,
0.1132589727640152,
0.11906246840953827,
-0.3599376976490021,
0.3331420421600342,
-0.22714346647262573,
-0.33300021290779114,
0.4430088698863983,
-0.2872239053249359,
0.5933723449707031,
0.9085797667503357,
0.1241585835814476,
0.6120545864105225,
0.2981890141963959,
0.16028405725955963,
0.7483844757080078,
-0.6461867094039917,
-0.12224572896957397,
-0.11191003769636154,
0.14609283208847046,
-0.5070988535881042,
-0.2233412116765976,
-0.10075710713863373,
0.004396585747599602,
-0.2609368562698364,
-0.12089844793081284,
0.10998597741127014,
-0.15907448530197144,
-0.06220265477895737,
-0.5832383632659912,
0.6112351417541504,
-0.0297185480594635,
-0.17325015366077423,
-0.4379739463329315,
0.33451080322265625,
-0.38871726393699646,
-0.02809692546725273,
-0.09182116389274597,
0.368306040763855,
0.3130793571472168,
-0.22306810319423676,
0.1710546612739563,
0.16249626874923706,
-0.3798435926437378,
-0.26222360134124756,
-0.019113775342702866,
-0.37116503715515137,
-0.11221612989902496,
-0.16410808265209198,
0.015749910846352577,
0.5158206224441528,
-0.09665419161319733,
-0.5015848875045776,
-0.48759153485298157,
-0.545566737651825,
-0.012453807517886162,
0.5837531089782715,
0.29214632511138916,
0.05988151207566261,
-0.6640200018882751,
-0.21670891344547272,
0.007925990968942642,
-0.23248524963855743,
0.37159106135368347,
0.37553638219833374,
-0.30637991428375244,
-0.38016632199287415,
-0.29053908586502075,
0.6497195959091187,
0.396718829870224,
-0.5784638524055481,
-0.21919511258602142,
-0.13771380484104156,
0.23252995312213898,
-0.6020188331604004,
-0.8510379195213318,
-0.12857608497142792,
-0.10670191049575806,
0.14113785326480865,
-0.13658955693244934,
-0.2503948509693146,
0.5352323651313782,
0.6865540146827698,
-0.34325265884399414,
0.3881395161151886,
0.4484134018421173,
-0.046977002173662186,
0.1019604504108429,
0.35656657814979553,
0.07836658507585526,
0.014715557917952538,
0.3537849485874176,
-0.479621022939682,
-0.5942103266716003,
0.039712224155664444,
-6.044780731201172,
-0.05523330345749855,
-0.06311620026826859,
-0.10493213683366776,
-0.5004239082336426,
0.07038560509681702,
0.8542281985282898,
-0.4534246325492859,
0.09049982577562332,
-0.28829821944236755,
-0.0860171690583229,
0.4605339467525482,
0.020989960059523582,
0.31508949398994446,
0.24561333656311035,
0.4739399552345276,
0.7246890068054199,
0.08757510781288147,
0.28693246841430664,
0.1912137269973755,
0.133231982588768,
-0.25444960594177246,
-0.00831526517868042,
0.5006410479545593,
0.1572881042957306,
0.054205477237701416,
-0.6149313449859619,
-0.0747041329741478,
0.30444955825805664,
0.06341668218374252,
0.3150250017642975,
-0.028021564707159996,
-0.36554011702537537,
-0.02774042822420597,
0.215357705950737,
0.07961754500865936,
0.48809897899627686,
-0.17705358564853668,
0.21775512397289276,
-0.3918241560459137,
0.3436673879623413,
0.6340754628181458,
-0.2123597413301468,
0.5618763566017151,
0.4364982545375824,
-0.3274136483669281,
-0.04584994167089462,
0.14265799522399902,
-0.27462393045425415,
0.6016583442687988,
-0.31305819749832153,
-0.2180517315864563,
0.24332253634929657,
0.1937173753976822,
0.20275862514972687,
-0.07848509401082993,
0.30752089619636536,
-0.10987035930156708,
-0.2587886154651642,
0.18750588595867157,
-0.17378686368465424,
-0.2659567892551422,
-0.13180413842201233,
-0.7243692278862,
-0.11589701473712921,
0.172748401761055,
-0.7013839483261108,
-1.0939688682556152,
0.28376325964927673,
-0.01248785201460123,
-0.5698130130767822,
0.23634517192840576,
0.4663572907447815,
-0.3123948574066162,
0.41148751974105835,
-0.4173656702041626,
-0.26097601652145386,
0.17349760234355927,
0.2366950958967209,
0.023525170981884003,
0.1307753026485443,
-0.19226063787937164,
-0.2745017409324646,
-0.3348403573036194,
-0.02548847533762455,
-0.6320592164993286,
0.2342986911535263,
0.08078048378229141,
0.024311570450663567,
-0.10314098745584488,
0.9533774256706238,
-0.025638343766331673,
0.15339171886444092,
0.32349246740341187,
0.7589859962463379,
0.7111049294471741,
0.355653315782547,
0.11871890723705292,
-0.11786899715662003,
-0.35917335748672485,
0.6990541219711304,
0.11545147001743317,
-0.10348217934370041,
-1.1580413579940796,
-0.010808170773088932,
0.21322688460350037,
0.1393715888261795,
0.005666326265782118,
0.6712397336959839,
-0.745222270488739,
-0.3254096210002899,
-0.12514962255954742,
-0.6136929392814636,
-0.0031909113749861717,
0.05440472066402435,
-0.18579652905464172,
0.06379961967468262,
0.1545354574918747,
0.28146299719810486,
-0.32216212153434753,
0.48697715997695923,
0.32973241806030273,
0.1348089575767517,
-0.23549926280975342,
-0.19825893640518188,
-0.3874504566192627,
0.07192441821098328,
0.40731701254844666,
-0.1648797243833542,
-0.23926451802253723,
0.35881271958351135,
0.1504402905702591,
-0.2729608714580536,
0.02028704434633255,
0.04388083145022392,
-0.05309874564409256,
-0.09503327310085297,
-0.1646173745393753,
-0.3471696972846985,
-0.3855783939361572,
0.19876337051391602,
-0.13054724037647247,
-0.17101319134235382,
0.1000308096408844,
0.38188543915748596,
-0.3844519555568695,
0.042964424937963486,
0.0933273509144783,
0.18623144924640656,
0.21604695916175842,
-0.44232887029647827,
-0.16889700293540955,
0.11232541501522064,
-0.257819265127182,
0.10128968954086304,
0.043467238545417786,
0.5282045602798462,
-0.08019351214170456,
0.13296812772750854,
-0.26628440618515015,
0.3510848879814148,
0.09007944911718369,
-1.2496819496154785,
0.027836520224809647,
0.4753425121307373,
-0.3079462945461273,
-0.838144063949585,
-0.5363713502883911,
-0.17002072930335999,
0.6099219918251038,
0.19169174134731293,
-0.14482954144477844,
-0.4803098738193512,
-0.19675523042678833,
0.01428300142288208,
-0.44252774119377136,
-0.35857492685317993,
0.0998818427324295,
-0.06845440715551376,
-0.2788654565811157,
0.11050067096948624,
-0.57939213514328,
-0.4114922285079956,
-0.015036605298519135,
0.7646728754043579,
-0.3915134370326996,
0.19286441802978516,
-0.06845996528863907,
-0.38138192892074585,
-0.24923638999462128,
0.25613024830818176,
0.3625820279121399,
0.6433883905410767,
-0.06726296991109848,
0.17683447897434235,
-0.12042322009801865,
-0.14424216747283936,
0.22402642667293549,
0.11382731050252914,
-0.3495783507823944,
0.12336689978837967,
0.27883559465408325,
-1.128060221672058,
-0.022618869319558144,
-0.08194826543331146,
-0.09304498136043549,
0.22848530113697052,
-0.1380007117986679,
0.06595451384782791,
0.17606930434703827,
-0.4069570004940033,
-0.18822015821933746,
0.12320739030838013,
0.33876168727874756,
-0.5764668583869934,
-0.2342182695865631,
-0.21548348665237427,
0.002207397948950529,
-0.7332112193107605,
0.2077423632144928,
0.21561425924301147,
-0.6467379331588745,
-0.5533308982849121,
0.23212511837482452,
-0.10996460169553757,
-0.3872680366039276,
0.5977271795272827,
-0.7490528225898743,
-0.15675541758537292,
0.23920142650604248,
-0.4276267886161804,
0.04272574931383133,
0.7213078737258911,
0.25440865755081177,
-0.3111423850059509,
0.08405976742506027,
-0.2676626741886139,
0.5920771956443787,
-0.34760019183158875,
-0.018020471557974815,
-0.043202489614486694,
0.41722556948661804,
-0.4955764710903168,
-0.505618155002594,
-0.06160903349518776,
0.39427828788757324,
0.3589629828929901,
-0.025608792901039124,
-0.8765982389450073,
-0.21364593505859375,
0.20967455208301544,
0.06388258188962936,
-0.28618502616882324,
0.21789246797561646,
0.2636784017086029,
-0.03389434516429901,
0.1137746125459671,
-0.1500878483057022,
-0.12664636969566345,
0.2780798077583313,
0.11783844977617264,
-0.42643752694129944,
-0.4852558374404907,
-0.3001002073287964,
0.1517191380262375,
0.1216820627450943,
-0.14079439640045166,
-0.936506986618042,
-0.1293366253376007,
-0.12665128707885742,
0.0960584506392479,
0.0758395865559578,
0.9070824384689331,
0.7085866928100586,
0.061805520206689835,
-0.2895209789276123,
-0.2762815058231354,
0.1905471533536911,
-0.6406807899475098,
0.06585626304149628,
0.4051394462585449,
-0.2923083007335663,
-0.007703042589128017,
-0.7291814088821411,
0.370705246925354,
-0.7354077696800232,
0.6732915639877319,
0.07115411758422852,
0.19456936419010162,
-0.5573603510856628,
-0.3236880302429199,
0.02562316693365574,
-0.4146713316440582,
-0.33525270223617554,
-0.020807264372706413,
-0.05686969310045242,
0.0728113129734993,
-0.2724652886390686,
0.07398585230112076,
-0.06061645597219467,
-0.19027836620807648,
0.3308775722980499,
0.7328615188598633,
-0.5800772309303284,
0.7637304663658142,
0.6344193816184998,
-0.019312268123030663,
0.05563114583492279,
-0.051405277103185654,
0.04932929202914238,
-0.2353409379720688,
-0.0814598798751831,
0.13717728853225708,
0.5905869007110596,
-0.13767671585083008,
-0.022811569273471832,
0.3843527138233185,
-0.7533302903175354,
0.5407689213752747,
0.4139699935913086,
0.09599082916975021,
0.1874299943447113,
0.591170608997345,
0.07335957139730453,
-0.19841617345809937,
0.4877060055732727,
-0.279513418674469,
0.16240769624710083,
0.48623278737068176,
0.0621953122317791,
0.25267475843429565,
0.7419020533561707,
0.03979116678237915,
0.4284627139568329,
0.33562204241752625,
-0.09531965851783752,
0.3576427400112152,
-0.15381856262683868,
-0.3557138741016388,
0.37056446075439453,
0.9399008750915527,
-0.31784841418266296,
-0.12309470772743225,
0.19201445579528809,
-0.3984871208667755,
0.6078627109527588,
0.38411611318588257,
0.609184980392456,
-0.8182873129844666,
0.34287115931510925,
0.4510672092437744,
-0.24586251378059387,
-0.21385613083839417,
0.3899458050727844,
-0.07731667160987854,
-0.43063950538635254,
0.3808533251285553,
-0.17792393267154694,
-0.1849968582391739,
-0.016478601843118668,
0.36911824345588684,
0.4093417525291443,
0.472305566072464,
-0.16770817339420319,
0.1776559054851532,
0.549092710018158,
0.694678008556366,
-0.030133221298456192,
0.34675201773643494,
0.06021490693092346,
-0.5336413383483887,
0.16182434558868408,
-0.02981180138885975,
0.2675263583660126,
-0.004911158233880997,
-0.6272000074386597,
0.24378105998039246,
-0.02111605368554592,
-0.05225953459739685,
0.27470695972442627,
-0.19082804024219513,
0.29725855588912964,
-0.23301509022712708,
-0.22008144855499268,
0.5434960126876831,
-0.04059169068932533,
-0.47354796528816223,
0.14652343094348907,
-0.21073275804519653,
-0.04837049916386604,
-0.23496665060520172,
-0.48468706011772156,
-0.16432854533195496,
0.21369719505310059,
0.01975698210299015,
0.1765773594379425,
0.007658742368221283,
0.9092262387275696,
0.12623360753059387,
0.23579810559749603,
-0.009668485261499882,
0.33039769530296326,
-0.10193799436092377,
0.365597128868103,
-0.6426196694374084,
0.20884265005588531,
-0.7853824496269226,
-0.24533237516880035,
-0.617845892906189,
-0.08845941722393036,
0.6527234315872192,
0.5426498651504517,
0.08986427634954453,
-0.44542282819747925,
-0.36096346378326416,
0.2761542499065399,
0.35907021164894104,
-0.044166199862957,
0.05493137985467911,
-0.002770734252408147,
0.0528554730117321,
-0.3018605411052704,
0.5365758538246155,
-0.1014171689748764,
0.06698265671730042,
-0.12333806604146957,
-0.020185811445116997,
0.4772663712501526,
-0.25192567706108093,
0.3157472014427185,
-0.0981326475739479,
-0.2909880578517914,
-0.43987837433815,
0.8181454539299011,
-0.6014780402183533,
0.01635763980448246,
0.4490598142147064,
-0.03303388133645058,
0.16369375586509705,
-0.32952556014060974,
-0.004945140797644854,
-0.44901031255722046,
0.526858389377594,
0.18936161696910858,
-0.5746586918830872,
-0.14920789003372192,
-0.2003496289253235,
-0.23006227612495422,
-0.44581252336502075,
0.4905555844306946,
-0.06700810045003891,
-0.4435292184352875,
0.16564589738845825,
0.1128939539194107,
-0.2037978172302246,
0.3934680223464966,
-0.11375252157449722,
-0.5849997997283936,
-0.4764133095741272,
-0.06905967742204666
] |
Concurrent programs are prone to various classes of difficult-to-detect faults, of which data races are particularly prevalent. Prior work has attempted to increase the cost-effectiveness of approaches for testing for data races by employing race detection techniques, but to date, no work has considered cost-effective approaches for re-testing for races as programs evolve. In this paper we present SimRT, an automated regression testing framework for use in detecting races introduced by code modifications. SimRT employs a regression test selection technique, focused on sets of program elements related to race detection, to reduce the number of test cases that must be run on a changed program to detect races that occur due to code modifications, and it employs a test case prioritization technique to improve the rate at which such races are detected. Our empirical study of SimRT reveals that it is more efficient and effective for revealing races than other approaches, and that its constituent test selection and prioritization components each contribute to its performance.
|
[
0.011428593657910824,
0.007444856688380241,
-0.013385582715272903,
-0.0032997296657413244,
0.006062869913876057,
-0.014285281300544739,
0.008908797055482864,
0.025268353521823883,
-0.00884611438959837,
0.013579143211245537,
-0.015692442655563354,
0.007745526731014252,
0.0017918117810040712,
0.015574202872812748,
0.02035190910100937,
-0.003760114312171936,
-0.011273488402366638,
-0.00659745279699564,
0.008589956909418106,
-0.003813121933490038,
-0.019375428557395935,
0.004948041867464781,
0.008394640870392323,
0.004529090598225594,
0.017492923885583878,
0.000478417263366282,
-0.02810979261994362,
-0.027547603473067284,
0.021649567410349846,
-0.026729319244623184,
-0.02668997272849083,
0.00687018595635891,
0.022980228066444397,
0.017668206244707108,
-0.0076843444257974625,
0.004732154775410891,
-0.003776154015213251,
0.014394490048289299,
0.019603189080953598,
-0.006300162523984909,
0.013833913952112198,
-0.007069314830005169,
0.005173469893634319,
-0.02032952941954136,
-0.006196572445333004,
0.016910370439291,
-0.0023923907428979874,
0.023025844246149063,
-0.009989402256906033,
0.006053429562598467,
-0.015086247585713863,
0.02446947991847992,
-0.0004987057764083147,
0.013726593926548958,
-0.005062853917479515,
-0.011940713971853256,
0.014711955562233925,
-0.014249507337808609,
0.013045573607087135,
-0.019096653908491135,
-0.013317805714905262,
-0.023907668888568878,
-0.01187487505376339,
0.004543693270534277,
0.01086641475558281,
-0.06714984774589539,
-0.017157698050141335,
0.019419651478528976,
0.002816813997924328,
-0.0010050437413156033,
-0.012930993922054768,
0.00744151696562767,
-0.016667423769831657,
0.024114375934004784,
-0.0053332289680838585,
-0.013043401762843132,
-0.011063231155276299,
-0.012473874725401402,
0.01787898875772953,
0.010363421402871609,
-0.0015161281917244196,
-0.008390998467803001,
-0.0015701241791248322,
0.022624991834163666,
-0.008996434509754181,
0.018853018060326576,
-0.007027304731309414,
-0.004979423712939024,
0.007380471099168062,
-0.007508056703954935,
-0.008927948772907257,
-0.01931966282427311,
-0.006464493460953236,
-0.002361795399338007,
-0.03455859050154686,
0.022028278559446335,
0.01606963947415352,
-0.014907502569258213,
-0.010532005690038204,
0.007956202141940594,
-0.019709687680006027,
0.007721429690718651,
0.018178317695856094,
-0.004493213724344969,
0.0036720745265483856,
0.012224133126437664,
-0.0005140476860105991,
-0.0007394575513899326,
0.012311144731938839,
0.00904662162065506,
0.012823906727135181,
-0.0031251581385731697,
-0.008974200114607811,
0.04217211529612541,
-0.001729150302708149,
0.005498836748301983,
-0.004296443425118923,
0.014621483162045479,
0.013325786218047142,
-0.003739431267604232,
-0.025491056963801384,
-0.006226184777915478,
0.002419612370431423,
-0.0019673320930451155,
0.0107102170586586,
0.03514260798692703,
-0.0028759895358234644,
0.011901864781975746,
0.00812048465013504,
-0.016551479697227478,
-0.00767116155475378,
0.0058217039331793785,
0.004860762506723404,
-0.033982086926698685,
-0.0028294315561652184,
0.0008559012785553932,
0.013596871867775917,
0.00948488712310791,
-0.0008161116857081652,
0.0009013072703965008,
0.015455208718776703,
0.005890607368201017,
0.0020917081274092197,
0.009581481106579304,
0.00527239078655839,
-0.01071254163980484,
-0.0014434866607189178,
0.009134029038250446,
0.03938343748450279,
-0.00939757190644741,
-0.0044225528836250305,
-0.01653880998492241,
-0.020558923482894897,
-0.01911722868680954,
0.003039260860532522,
0.009768165647983551,
0.0011232530232518911,
-0.012429025024175644,
-0.015667207539081573,
0.00923291128128767,
0.007141237147152424,
0.009160660207271576,
-0.00671339500695467,
0.006689778529107571,
-0.02007157728075981,
0.010158571414649487,
-0.04310676455497742,
-0.006376699544489384,
-0.00841435045003891,
0.007449754048138857,
-0.009960037656128407,
0.006253638304769993,
-0.007561266887933016,
0.001768431975506246,
-0.0010747004998847842,
-0.013713544234633446,
-0.0011209258809685707,
0.00740412762388587,
-0.022719476372003555,
0.06695309281349182,
0.013403540477156639,
0.011023554019629955,
0.010522606782615185,
0.006275266408920288,
-0.00639094365760684,
-0.02326919138431549,
0.015205038711428642,
-0.00856174249202013,
-0.00026795873418450356,
0.008173765614628792,
-0.012695358134806156,
-0.0005192549433559179,
-0.03747120872139931,
0.02145790494978428,
0.034552522003650665,
0.0032256764825433493,
0.011403921991586685,
-0.0010706246830523014,
0.014691377058625221,
-0.01546825747936964,
-0.020418819040060043,
0.019382569938898087,
0.011021425947546959,
0.03292530030012131,
-0.016688864678144455,
0.011121252551674843,
0.015848888084292412,
-0.009761670604348183,
0.02067708596587181,
-0.007751930970698595,
0.014940986409783363,
-0.01936480961740017,
0.0001690802164375782,
-0.014755797572433949,
-0.018704332411289215,
0.020249322056770325,
0.02942298911511898,
-0.013150437735021114,
0.0183543898165226,
-0.013034716248512268,
-0.0017067193984985352,
-0.015468965284526348,
0.024441037327051163,
-0.023443536832928658,
0.023318663239479065,
0.006055034231394529,
-0.008507918566465378,
0.0068299006670713425,
-0.013219117186963558,
-0.021437402814626694,
0.0020313640125095844,
-0.00958927720785141,
-0.010279344394803047,
-0.015571219846606255,
-0.008651766926050186,
-0.020897533744573593,
0.008952673524618149,
-0.01330527849495411,
0.016123812645673752,
-0.00817381776869297,
-0.01791887730360031,
0.005101632792502642,
0.004650835879147053,
-0.009962089359760284,
-0.014770071022212505,
0.005620595533400774,
0.013726059347391129,
-0.011677647940814495,
-0.03046162612736225,
-0.0038199424743652344,
0.0034205918200314045,
0.007343924138695002,
0.013097899034619331,
-0.01309247687458992,
0.011247098445892334,
0.011115793138742447,
0.006800631061196327,
-0.006172619294375181,
0.02126935124397278,
-0.03257199376821518,
0.006627868860960007,
0.012773891910910606,
0.02045409381389618,
0.0034634831827133894,
-0.01229104120284319,
-0.00008507107850164175,
-0.0066103097051382065,
0.016612745821475983,
0.002542664296925068,
0.004335664212703705,
0.0036929911002516747,
-0.011514945887029171,
-0.010257599875330925,
-0.08144575357437134,
-0.010700732469558716,
0.012659523636102676,
0.010845184326171875,
0.006757697090506554,
0.0049941278994083405,
-0.02181551791727543,
0.030502568930387497,
-0.011700723320245743,
0.047371648252010345,
0.00517509039491415,
0.01751815155148506,
-0.021650688722729683,
0.001696369145065546,
0.006586793810129166,
-0.015318578109145164,
0.01500610914081335,
0.02673472836613655,
-0.021527942270040512,
0.01599773019552231,
0.027707001194357872,
-0.005036754999309778,
0.04545387253165245,
-0.022720787674188614,
-0.019765103235840797,
0.0250324048101902,
0.016166895627975464,
0.003405902301892638,
-0.019564952701330185,
0.0007163514383137226,
0.029180148616433144,
-0.01462539378553629,
0.01467917487025261,
-0.010526863858103752,
-0.006845288909971714,
-0.003058985574170947,
-0.006045735441148281,
-0.02190811187028885,
0.008556877262890339,
0.001901621581055224,
0.02287963591516018,
-0.004295682534575462,
-0.011301119811832905,
-0.0002740337513387203,
0.019107745960354805,
0.015383564867079258,
0.025741318240761757,
0.029213227331638336,
0.015373319387435913,
-0.00011791044380515814,
0.008594071492552757,
-0.006221829913556576,
0.008120412938296795,
0.0054479241371154785,
-0.006964938249439001,
0.005252318922430277,
-0.009953808039426804,
0.023079076781868935,
-0.013010742142796516,
-0.005455304868519306,
0.004094488453119993,
-0.02884012460708618,
-0.01605278253555298,
0.032432034611701965,
-0.00826500914990902,
-0.0027907018084079027,
0.0024261337239295244,
0.005648489110171795,
-0.020364807918667793,
0.0004272689111530781,
0.000337534467689693,
-0.012416587211191654,
-0.022970490157604218,
0.0006404351443052292,
-0.0015480087604373693,
-0.014798405580222607,
-0.01455723773688078,
-0.01039852760732174,
0.043217651546001434,
0.0025624744594097137,
-0.0018085649935528636,
-0.0049793412908911705,
0.0059808180667459965,
0.012475406751036644,
-0.0011174483224749565,
0.014119354076683521,
0.011695925146341324,
-0.0005065379664301872,
0.008806072175502777,
-0.013480297289788723,
0.05585682392120361,
0.0007052803412079811,
0.01304120197892189,
0.00407826853916049,
-0.01741405762732029,
0.024266351014375687,
0.0040369704365730286,
0.0019078259356319904,
-0.003297210671007633,
0.008125163614749908,
-0.015469170175492764,
0.0027429666370153427,
-0.014648374170064926,
-0.009352179244160652,
0.015007702633738518,
0.008273000828921795,
0.006535117048770189,
0.015228863805532455,
-0.016290314495563507,
-0.005520276725292206,
-0.013027708046138287,
-0.014587340876460075,
-0.011654680594801903,
0.02850882150232792,
0.007135376799851656,
-0.007974192500114441,
-0.014984507113695145,
-0.014912394806742668,
0.07312919199466705,
0.009427063167095184,
0.01341889426112175,
-0.019482320174574852,
-0.006490097846835852,
-0.032044753432273865,
-0.002814586739987135,
0.008815521374344826,
0.0014309673570096493,
-0.005792939569801092,
0.008888773620128632,
0.030228985473513603,
0.01285774726420641,
0.0031051281839609146,
-0.013990643434226513,
0.010263146832585335,
0.003789028851315379,
-0.0095445541664958,
0.01919730380177498,
0.007578846998512745,
-0.00042386678978800774,
0.0012021171860396862,
-0.00829002819955349,
0.0035765282809734344,
-0.009335372596979141,
0.017130795866250992,
0.0002652006223797798,
-0.010842696763575077,
0.00453743152320385,
0.005033222958445549,
0.010073442943394184,
-0.005233952309936285,
-0.006225181743502617,
0.001478726975619793,
0.006322698201984167,
0.031994231045246124,
-0.01657543145120144,
0.008603114634752274,
-0.002725502010434866,
0.0029714470729231834,
0.01945667527616024,
-0.017660193145275116,
0.010703429579734802,
0.014605147764086723,
0.000014938181266188622,
0.009197508916258812,
0.02077113464474678,
-0.008966302499175072,
-0.010294645093381405,
0.02571766823530197,
-0.0030378755182027817,
0.01877160742878914,
0.013790974393486977,
-0.006006257608532906,
0.011392317712306976,
-0.02100212872028351,
-0.0044310675002634525,
0.0074003636837005615,
0.0022892854176461697,
-0.011192873120307922,
0.013025553897023201,
-0.03925235569477081,
-0.0024239537306129932,
-0.018672462552785873,
-0.003752110991626978,
-0.028728637844324112,
0.013222863897681236,
0.0057001071982085705,
0.011923390440642834,
0.02472149208188057,
-0.0005267674569040537,
-0.019964415580034256,
-0.01513199508190155,
-0.02382831834256649,
-0.023008456453680992,
-0.007712886668741703,
-0.014585386961698532,
-0.0040435949340462685,
0.02648007683455944,
0.015870895236730576,
-0.005858880002051592,
-0.004249935504049063,
0.028809554874897003,
-0.001163520384579897,
0.004440616816282272,
0.013741066679358482,
-0.0005456395447254181,
-0.07489749789237976,
-0.00939127802848816,
0.0065429480746388435,
-0.004598729312419891,
-0.011218374595046043,
0.04165462404489517,
-0.0073600574396550655,
-0.0033583459444344044,
0.017510248348116875,
-0.004670802969485521,
0.024976696819067,
-0.00651162676513195,
-0.024711232632398605,
-0.004213050007820129,
0.007442452944815159,
-0.0036675906740128994,
-0.011569302529096603,
0.006555895321071148,
0.013753889128565788,
0.017870038747787476,
-0.006814685650169849,
-0.04471628740429878,
-0.014917961321771145,
0.01804160699248314,
-0.0022566344123333693,
-0.08197258412837982,
0.010441619902849197,
-0.009420348331332207,
0.0077195605263113976,
-0.012368757277727127,
-0.02354772388935089,
0.03276210278272629,
-0.008368462324142456,
-0.008700372651219368,
-0.011781653389334679,
-0.025446485728025436,
-0.007440538145601749,
-0.0005001742392778397,
0.0023261774331331253,
0.04105628281831741,
-0.008647942915558815,
0.020438233390450478,
-0.010567612014710903,
0.0005199713632464409,
-0.026114676147699356,
-0.028061937540769577,
-0.007227231748402119,
-0.00755644217133522,
0.0073568024672567844,
-0.011236730962991714,
0.011892789043486118,
-0.02799786627292633,
0.012478482909500599,
0.010072967037558556,
0.013230681419372559,
0.02861127071082592,
-0.012223864905536175,
-0.00098742067348212,
0.0027028266340494156,
-0.011289590038359165,
-0.014578141272068024,
-0.03262656554579735,
-0.006328534334897995,
0.007719219662249088,
0.0006178070325404406,
-0.009785058908164501,
0.00011704815551638603,
-0.015488218516111374,
0.001631643157452345,
0.007810233160853386,
-0.0027597900480031967,
0.008790746331214905,
-0.0029803584329783916,
0.011618667282164097,
0.022143568843603134,
0.0005712037091143429,
-0.010266583412885666,
-0.0005809972062706947,
-0.009364338591694832,
0.03691277280449867,
-0.01922912895679474,
-0.0030189550016075373,
0.015396824106574059,
0.026237351819872856,
0.016114216297864914,
-0.013018576428294182,
0.017944172024726868,
-0.024361714720726013,
0.07229417562484741,
-0.019258510321378708,
0.012040776200592518,
-0.012625232338905334,
0.00015829084441065788,
0.003247012384235859,
-0.018314260989427567,
-0.028099196031689644,
0.023665836080908775,
-0.011237886734306812,
-0.005108265206217766,
-0.0012101533357053995,
0.010102646425366402,
0.01164299063384533,
0.0019826616626232862,
-0.015032334253191948,
0.0026068715378642082,
-0.005355789326131344,
0.013447441160678864,
0.003721760120242834,
0.010056812316179276,
0.0169016495347023,
-0.0002240324392914772,
-0.00014051003381609917,
0.022777656093239784,
0.006343664601445198,
-0.004322493448853493,
0.012947427108883858,
-0.011191337369382381,
0.00021725427359342575,
-0.010683014057576656,
0.0129265571013093,
0.007106219418346882,
0.009548932313919067,
0.027428751811385155,
0.008602586574852467,
-0.006338995415717363,
0.004019593819975853,
0.018719885498285294,
-0.01088172197341919,
-0.011591892689466476,
0.0024740356020629406,
0.0028893440030515194,
0.01130482368171215,
-0.0053173149935901165,
0.010718158446252346,
-0.0080161914229393,
-0.025670278817415237,
0.0441557802259922,
0.010233122855424881,
0.013265363872051239,
-0.003686578944325447,
-0.00800092238932848,
-0.005184839479625225,
-0.0060185822658240795,
-0.021642275154590607,
0.0004785617347806692,
0.01813332736492157,
0.006194411776959896,
-0.014103868044912815,
-0.013652479276061058,
0.00039590627420693636,
0.007611880544573069,
0.004396451637148857,
0.015584100037813187,
0.011991402134299278,
-0.018397947773337364,
-0.0303171556442976,
0.017168406397104263,
0.016950683668255806,
-0.01804180070757866,
0.013383160345256329,
0.005484194494783878,
0.01605428010225296,
0.009533803910017014,
0.02525310590863228,
0.022500168532133102,
-0.00966322049498558,
0.019413292407989502,
-0.0014821954537183046,
-0.010439416393637657,
0.01226026751101017,
0.003991934936493635,
-0.020044002681970596,
-0.007891127839684486,
0.029806263744831085,
-0.015290407463908195,
0.017908241599798203,
-0.0000697139766998589,
0.012280885130167007,
0.010951487347483635,
-0.006934245117008686,
0.002509143203496933,
-0.0033847216982394457,
0.008495497517287731,
0.0328785702586174,
-0.008824518881738186,
0.00489399116486311,
-0.02668021246790886,
0.0034637409262359142,
0.025347592309117317,
0.01521400734782219,
-0.0030842595733702183,
0.019106078892946243,
-0.019770454615354538,
-0.008045009337365627,
0.007940886542201042,
0.024458765983581543,
-0.007883897051215172,
-0.02811729907989502,
0.019749432802200317,
0.026107706129550934,
-0.006642516702413559,
0.0265335850417614,
-0.014633637852966785,
-0.03242231905460358,
-0.0060162232257425785,
-0.0272059328854084,
0.021083664149045944,
-0.007860375568270683,
0.02494044043123722,
0.005050526931881905,
-0.012804326601326466,
0.01946040615439415,
0.026619013398885727,
-0.022723084315657616,
-0.011303860694169998,
-0.008050024509429932,
-0.02463611587882042,
0.006232435815036297,
0.020439481362700462,
0.008586695417761803,
-0.02277393825352192,
0.014569063670933247,
0.01187191903591156,
0.011734412983059883,
0.0014966302551329136,
-0.013286443427205086,
0.004507553298026323,
-0.004259746056050062,
0.030704233795404434,
-0.03127807006239891,
0.0075952885672450066,
-0.03936872258782387,
0.005809107329696417,
-0.008739450015127659,
0.015440243296325207,
0.015952596440911293,
0.004405057057738304,
0.01411624625325203,
-0.0015525063499808311,
0.026164084672927856,
0.004941199906170368,
-0.007354767993092537,
-0.01709708571434021,
0.015321396291255951,
0.01086905412375927,
0.02727072313427925,
-0.0027989251539111137,
0.005167337134480476,
-0.003332956926897168,
-0.005224764347076416,
0.0016330163925886154,
0.012783837504684925,
0.02074071206152439,
0.027421526610851288,
-0.022232867777347565,
0.010394373908638954,
0.010776784271001816,
-0.005670078564435244,
0.008587947115302086,
-0.04209788143634796,
-0.022447187453508377,
-0.002316525671631098,
-0.025143098086118698,
-0.013485629111528397,
-0.0071327462792396545,
0.005213203839957714,
-0.02563808485865593,
0.028317924588918686,
-0.004798839800059795,
0.001178576610982418,
-0.008801650255918503,
-0.0075781866908073425,
0.0017376174218952656,
0.015465199016034603,
-0.005849889945238829,
-0.005416175350546837,
-0.012898851186037064,
0.014611964114010334,
0.001163021195679903,
-0.030112385749816895,
-0.0027514828834682703,
-0.011392739601433277,
0.00509046483784914,
-0.009429097175598145,
0.01437046192586422,
-0.03201057389378548,
0.010275537148118019,
0.005180165637284517,
0.02131188102066517,
0.008194075897336006
] |
[
-0.004596497863531113,
0.12646152079105377,
-0.2402554601430893,
0.6935523152351379,
-0.20833708345890045,
0.10126882046461105,
0.37869951128959656,
0.06331861764192581,
-0.40798220038414,
-0.23313452303409576,
0.22573578357696533,
0.12143807113170624,
-0.3916262090206146,
0.24663768708705902,
-0.12142529338598251,
0.20220501720905304,
0.2607407569885254,
-0.020433591678738594,
-0.29886510968208313,
-0.20129163563251495,
-0.36092886328697205,
-0.20569154620170593,
-0.3135111331939697,
-0.008540261536836624,
-0.6639028787612915,
0.5735104084014893,
0.2882272005081177,
0.07839272171258926,
-0.5649154782295227,
-0.15622107684612274,
-0.14216011762619019,
0.6141008734703064,
0.3317229151725769,
0.04234445095062256,
0.0035414022859185934,
-0.02145479805767536,
-0.01729550212621689,
-0.10340233892202377,
0.17581069469451904,
-0.7841811180114746,
0.5327969193458557,
-0.3509747087955475,
-0.0672585517168045,
0.12124697864055634,
-0.1885843425989151,
-0.18147939443588257,
-1.2304672002792358,
-0.10567748546600342,
-0.5049788355827332,
-0.09023842960596085,
-0.46143385767936707,
0.5131081938743591,
-0.1761118620634079,
0.5439035892486572,
0.11330311745405197,
0.4022756516933441,
0.3191862404346466,
-0.5275129675865173,
0.3519211411476135,
-0.5934759378433228,
0.18929404020309448,
-0.2723201513290405,
-0.2720521092414856,
0.6812160611152649,
-0.3264199495315552,
0.44030869007110596,
0.18854807317256927,
-0.12146496027708054,
-0.7550157308578491,
-0.49468135833740234,
0.21955981850624084,
-0.4763292670249939,
-0.09186115860939026,
0.23166221380233765,
0.029030511155724525,
-0.2774665653705597,
-0.12185518443584442,
-0.05547485128045082,
0.009858934208750725,
-0.05665876343846321,
-0.3346913754940033,
0.7234193086624146,
0.6431702375411987,
-0.050459057092666626,
0.6686635613441467,
0.09100687503814697,
0.11670663207769394,
0.9654145240783691,
-0.4028928577899933,
0.22940455377101898,
-0.43606704473495483,
-0.12042831629514694,
0.33862900733947754,
0.2929740846157074,
0.2390131801366806,
0.4716837704181671,
0.19593173265457153,
0.1262255162000656,
0.7688227891921997,
0.33119410276412964,
-0.03016500733792782,
-0.37357231974601746,
-0.29959604144096375,
0.060139089822769165,
-0.5433384776115417,
-0.244900181889534,
-0.4338829517364502,
-0.6432838439941406,
-0.2564771771430969,
0.406279593706131,
-0.7292640209197998,
0.4099976122379303,
0.04424675926566124,
0.06327122449874878,
-0.542233943939209,
-0.1270323097705841,
-0.022963088005781174,
-0.07307150214910507,
-0.21709126234054565,
0.1311446577310562,
0.0758369192481041,
0.9445658922195435,
0.18966832756996155,
0.3822667896747589,
0.20980778336524963,
0.5404976010322571,
0.33108416199684143,
0.7479982376098633,
-0.16136455535888672,
0.1305072009563446,
0.025404879823327065,
0.8491532206535339,
-0.027272634208202362,
-0.10717244446277618,
0.21456211805343628,
-0.3719557225704193,
-0.2921832501888275,
0.025525137782096863,
-0.10205210000276566,
0.18920890986919403,
-0.8270871043205261,
-0.6661853194236755,
0.09283527731895447,
0.047529738396406174,
0.1615581214427948,
0.1318926215171814,
-0.25283166766166687,
-0.1788511425256729,
-0.3269982635974884,
0.1822076290845871,
-0.11675475537776947,
0.4781492352485657,
-0.5798739790916443,
-0.07747386395931244,
-0.10698967427015305,
1.0664669275283813,
0.057358551770448685,
0.22126495838165283,
-0.19776231050491333,
0.49492132663726807,
0.05005545914173126,
0.5157746076583862,
-0.8819739818572998,
-0.63824462890625,
-0.03950705751776695,
-0.14946557581424713,
0.11682236939668655,
-0.18561337888240814,
0.2775236964225769,
0.11226803809404373,
-0.25504979491233826,
-0.06650490313768387,
-0.21712878346443176,
-0.022973783314228058,
-0.2103896588087082,
0.024653151631355286,
0.439797043800354,
0.09322022646665573,
0.4302254021167755,
0.09438611567020416,
-0.6882556676864624,
0.017949573695659637,
0.15017743408679962,
-0.3269107937812805,
-0.040815167129039764,
0.26257121562957764,
0.3263397812843323,
-0.60252445936203,
-0.48119980096817017,
-0.09760326892137527,
-0.6378465890884399,
0.07344944030046463,
-0.18553593754768372,
-1.192129373550415,
1.4495927095413208,
-0.025419464334845543,
-0.700346052646637,
0.8688396215438843,
-0.3670327365398407,
0.20916393399238586,
0.4525999128818512,
-0.001578236580826342,
0.3330939710140228,
-0.4536581039428711,
-0.5395391583442688,
0.16634714603424072,
0.06883720308542252,
0.041376855224370956,
-1.0971119403839111,
0.1992199718952179,
-0.0000870966978254728,
-0.1806095838546753,
-0.22987109422683716,
-0.1511465311050415,
0.09536457806825638,
0.6142444014549255,
-0.018503312021493912,
-0.1073453426361084,
0.12243074923753738,
-0.2939038872718811,
0.8698088526725769,
-0.7725364565849304,
0.3982631266117096,
0.6559876203536987,
-0.09380807727575302,
0.2389213591814041,
0.716718852519989,
0.19587881863117218,
1.0256181955337524,
-0.4469241201877594,
0.2150593400001526,
0.2543276250362396,
0.49832332134246826,
-0.9615152478218079,
0.19786657392978668,
0.17890489101409912,
0.440307080745697,
-0.352321058511734,
-0.1624966859817505,
0.1683570146560669,
-0.07639066874980927,
0.3088962733745575,
-0.4827446937561035,
0.41100940108299255,
0.2255832552909851,
-0.5250678062438965,
-0.37283527851104736,
0.27359697222709656,
-0.4323643743991852,
-0.5034966468811035,
0.45388031005859375,
0.3259400725364685,
0.45539939403533936,
-0.49364781379699707,
-0.4141678214073181,
0.1039467453956604,
-0.1803508996963501,
-0.4144780933856964,
-0.20431502163410187,
0.45795321464538574,
-0.30559638142585754,
-0.1708316206932068,
-0.4951280355453491,
-0.12568627297878265,
-0.05219956114888191,
-0.8153022527694702,
-0.10612563788890839,
-0.3129713535308838,
0.23016053438186646,
0.9295799136161804,
-0.2581491470336914,
-0.43180403113365173,
-0.4168812930583954,
-0.028400281444191933,
-0.05489014461636543,
-0.34089580178260803,
-0.2863364517688751,
0.07126367092132568,
-0.8957163691520691,
-0.29739561676979065,
-0.36289650201797485,
0.3344579041004181,
0.4430692493915558,
-0.10065493732690811,
-0.16355057060718536,
-0.15808217227458954,
-0.3828587532043457,
-0.34579938650131226,
-0.7419962882995605,
-0.49804753065109253,
0.012260358780622482,
0.4551483988761902,
-0.608265221118927,
0.0915364995598793,
0.8023382425308228,
0.3728591501712799,
-0.19714774191379547,
0.007407403085380793,
0.3734072148799896,
-0.11607150733470917,
-0.37449368834495544,
-0.03635258972644806,
0.030986394733190536,
-0.1790279746055603,
0.5558074712753296,
-0.15862365067005157,
-0.347238689661026,
0.24286817014217377,
-5.842551231384277,
-0.4884064495563507,
-0.9573070406913757,
-0.056973885744810104,
-0.5440618991851807,
0.2325829714536667,
0.4790201187133789,
0.029656656086444855,
0.13574060797691345,
0.03331058844923973,
0.1868528425693512,
0.3563177287578583,
-0.27036023139953613,
0.6005023717880249,
0.13752608001232147,
0.0921144038438797,
0.7602769732475281,
-0.01580207422375679,
0.06304392218589783,
-0.18148307502269745,
0.07693306356668472,
-0.20763875544071198,
-0.3352922797203064,
0.5603045225143433,
-0.057095397263765335,
-0.11409559845924377,
-0.9453877210617065,
0.306361585855484,
0.19921228289604187,
0.2001396119594574,
-0.14701569080352783,
-0.17477762699127197,
-0.4256852865219116,
-0.690462589263916,
-0.21442840993404388,
0.03736620396375656,
0.44127196073532104,
0.024891002103686333,
0.03387337177991867,
-0.3968411386013031,
0.04768786579370499,
-0.1131952628493309,
0.6340203881263733,
-0.0839628130197525,
0.06689294427633286,
0.028843624517321587,
-0.2597891092300415,
0.5716776847839355,
0.055012091994285583,
0.44674375653266907,
-0.5928667783737183,
0.00514614162966609,
0.2850489020347595,
0.2446063756942749,
-0.06331077963113785,
-0.7981271743774414,
0.2529033422470093,
0.02137088030576706,
-0.686288058757782,
0.7164513468742371,
-0.08885379135608673,
-0.9977630972862244,
0.12952640652656555,
-0.45157918334007263,
-0.48647433519363403,
0.05213914439082146,
-0.640256941318512,
-0.05160355567932129,
-0.11263789981603622,
0.06463229656219482,
-0.7371657490730286,
0.3645809590816498,
0.345552921295166,
-0.7808700799942017,
0.7302875518798828,
-0.18195730447769165,
-0.05453551933169365,
0.14284144341945648,
-0.01934008300304413,
0.5249118804931641,
-0.20214501023292542,
-0.3461849093437195,
-0.0992053747177124,
-0.4128788709640503,
0.329260915517807,
-0.21077512204647064,
0.05211617052555084,
0.25655680894851685,
0.03446848690509796,
0.5294840931892395,
0.5453600883483887,
-0.05922756716609001,
0.6118708848953247,
0.4720790386199951,
0.9871001839637756,
0.6004645228385925,
0.5583329200744629,
0.50470370054245,
0.2217443287372589,
-0.6415049433708191,
0.0715911015868187,
-0.36818888783454895,
0.10521423071622849,
-0.517339289188385,
0.12552297115325928,
0.23043964803218842,
-0.14316833019256592,
-0.3021884858608246,
0.42426997423171997,
0.24485625326633453,
0.05222471430897713,
-0.16386349499225616,
-0.473387748003006,
-0.19106386601924896,
0.1430721879005432,
0.39285632967948914,
-0.1638871282339096,
0.6735123991966248,
0.17726309597492218,
-0.05539143830537796,
-0.018767699599266052,
0.22491540014743805,
-0.35357922315597534,
0.27821946144104004,
0.29888153076171875,
-0.32458770275115967,
0.3093608021736145,
0.08135639131069183,
0.463941752910614,
-0.13469181954860687,
-0.1003265529870987,
0.3556693196296692,
-0.2241811901330948,
0.26103851199150085,
0.09992409497499466,
-0.3598509728908539,
-0.10422542691230774,
0.26656633615493774,
0.2916257679462433,
-0.7056313157081604,
0.7795245051383972,
-0.026111094281077385,
0.0062485490925610065,
-0.054258257150650024,
-0.20205776393413544,
0.2727392315864563,
-0.15644612908363342,
0.006874569226056337,
-0.03303287550806999,
0.037442293018102646,
-0.00030972453532740474,
-0.38112810254096985,
0.33853796124458313,
0.31515800952911377,
-0.2527334988117218,
0.27852484583854675,
0.5317804217338562,
0.35105860233306885,
0.21410177648067474,
-0.2340947687625885,
0.2759488821029663,
0.0008888021111488342,
-1.0426630973815918,
-0.052385635673999786,
0.11155740916728973,
0.8074430823326111,
-0.2820288836956024,
-0.018589921295642853,
0.1535782516002655,
0.37554267048835754,
-0.14442497491836548,
-0.5218455791473389,
0.03384605422616005,
-0.08733534067869186,
0.5219796895980835,
0.0445111058652401,
0.19773711264133453,
-0.177364319562912,
0.09031752496957779,
-0.12746380269527435,
-0.32617950439453125,
-0.1553863137960434,
0.11641757190227509,
0.16172631084918976,
0.4506060779094696,
-0.3178282082080841,
0.04670429602265358,
0.4075230360031128,
-0.3813776969909668,
-0.05389723926782608,
0.14401912689208984,
0.5333437919616699,
0.8367524743080139,
0.3264542818069458,
-0.045831214636564255,
-0.029758460819721222,
0.2183712273836136,
0.40483394265174866,
-0.0005987700424157083,
-0.5870645642280579,
-0.4442482888698578,
0.2069779485464096,
-0.21671046316623688,
0.1798602193593979,
0.4252723157405853,
-0.21751347184181213,
-0.15743647515773773,
-0.3653756380081177,
0.10606000572443008,
0.024147408083081245,
-0.4544002115726471,
-0.29036471247673035,
-0.021843289956450462,
0.25157973170280457,
-0.05528189614415169,
-0.2713859975337982,
0.4046913683414459,
-0.08564089238643646,
-0.698368489742279,
0.837100088596344,
0.12309852987527847,
-0.03496238961815834,
-0.4741443395614624,
-0.0970098078250885,
-0.4329858124256134,
0.04437794163823128,
0.4328557550907135,
-0.6247309446334839,
-0.3013724386692047,
0.3627850115299225,
-0.16695688664913177,
-0.49001023173332214,
0.2666270136833191,
-0.1127268522977829,
0.16449660062789917,
-0.8680099248886108,
0.026570908725261688,
0.45718973875045776,
0.14596368372440338,
-0.7726969718933105,
-0.0011469211895018816,
0.4055832326412201,
-0.31098976731300354,
-0.49086958169937134,
-0.00919422972947359,
-0.15854725241661072,
-0.06577029079198837,
-0.7432448863983154,
-0.8560842275619507,
0.22076298296451569,
0.32022565603256226,
-0.2842017412185669,
0.08138800412416458,
-0.14961472153663635,
0.8717341423034668,
0.008670086041092873,
-0.6263370513916016,
-0.5711467862129211,
0.12784168124198914,
-0.021043339744210243,
0.1935996413230896,
-0.625777542591095,
-0.2824307978153229,
-0.4964195191860199,
-0.12723807990550995,
0.5217058658599854,
0.010421887040138245,
-0.4057057797908783,
0.3096381425857544,
-0.8109403252601624,
0.39148494601249695,
-0.11816997826099396,
0.0905434861779213,
0.6588049530982971,
0.575646162033081,
0.026243016123771667,
-0.3214940130710602,
-0.008874448016285896,
-0.11469580233097076,
0.2888542711734772,
0.01598161831498146,
-0.25719717144966125,
-0.32436704635620117,
-0.26044049859046936,
0.5777036547660828,
0.10113133490085602,
0.5652137994766235,
-0.28101256489753723,
0.12970194220542908,
0.25886270403862,
-0.1941283792257309,
0.33425042033195496,
0.07591400295495987,
-0.30591896176338196,
-0.2073429822921753,
-0.2816195785999298,
0.5928779244422913,
-0.05196382850408554,
-0.6027350425720215,
0.35356247425079346,
-0.3960268795490265,
0.5119594931602478,
0.6097407341003418,
-1.5665091276168823,
-0.15873950719833374,
0.113533154129982,
0.13497532904148102,
0.0010811361717060208,
-0.33652263879776,
0.19092203676700592,
0.528658390045166,
0.08717354387044907,
0.35306432843208313,
0.29205501079559326,
-0.38583502173423767,
0.018236132338643074,
0.15631793439388275,
-0.4474325478076935,
0.7940751910209656,
0.20315563678741455,
0.6277526021003723,
0.3989921510219574,
0.6347854733467102,
-0.5842498540878296,
-0.33937132358551025,
0.22888368368148804,
-0.25901126861572266,
-0.23085959255695343,
-0.2572494149208069,
0.6814228296279907,
0.15497863292694092,
-0.09303116053342819,
-0.2874112129211426,
0.013917844742536545,
-0.29294103384017944,
0.11094135791063309,
-0.05160169303417206,
-0.023717941716313362,
0.05155171826481819,
-0.007794034667313099,
0.6028692722320557,
-0.16125982999801636,
-0.10142814368009567,
0.16546429693698883,
-0.34094545245170593,
0.155056893825531,
0.31848418712615967,
0.14441177248954773,
-0.5341761708259583,
0.1946260929107666,
0.2812909185886383,
0.05735822021961212,
0.09313540160655975,
0.08359507471323013,
0.3335663974285126,
-0.7055959105491638,
0.21159914135932922,
-0.20743682980537415,
0.05319191515445709,
0.3898286521434784,
0.22270089387893677,
0.33223283290863037,
-0.18080076575279236,
-0.022029360756278038,
-0.36733463406562805,
0.0977228581905365,
1.2437527179718018,
0.16156326234340668,
-0.04929821565747261,
-0.09147883951663971,
-0.2744308114051819,
0.04312201216816902,
-0.3977906107902527,
0.8451385498046875,
-0.2404923439025879,
-0.7537345290184021,
0.37314605712890625,
0.24889183044433594,
-0.07893604040145874,
-0.18000639975070953,
0.14226356148719788,
0.004076716490089893,
0.05940284952521324,
-0.5700631737709045,
0.6317912340164185,
0.024652879685163498,
0.25558698177337646,
0.22844012081623077,
0.21422657370567322,
-0.0762024074792862,
0.16057129204273224,
-0.369082510471344,
0.009389025159180164,
0.42982783913612366,
0.12961174547672272,
0.04729410260915756,
-0.6038084030151367,
0.9680719971656799,
0.6653468608856201,
0.329501211643219,
0.2948700785636902,
-0.2524107098579407,
0.08295144885778427,
0.37336450815200806,
-0.8855792284011841,
0.03687019646167755,
-0.3757701814174652,
-0.22403334081172943,
-0.5914828181266785,
0.31571072340011597,
0.21218891441822052,
0.361071914434433,
-0.09168219566345215,
0.04536990821361542,
0.012262944132089615,
-0.01444412674754858,
0.4553869068622589,
-0.3937586843967438,
0.014236297458410263,
-0.3937697410583496,
-0.5920917391777039,
0.030361054465174675,
1.1440377235412598,
-0.06485790759325027,
0.2907702624797821,
0.19013410806655884,
-0.035169441252946854,
-0.05631411075592041,
-0.13075567781925201,
0.2550218999385834,
-0.23302511870861053,
-0.00041000329656526446,
-0.18972653150558472,
0.7597861886024475,
-0.4969647526741028,
-0.31966617703437805,
0.2349710315465927,
0.35294225811958313,
0.2653719186782837,
-0.4139930307865143,
-0.2922319173812866,
0.339169979095459,
-0.23465324938297272,
-0.1515374630689621,
-0.11692679673433304,
0.819833517074585,
-0.4788253605365753,
-0.3620835840702057,
-0.46441325545310974,
0.1979101151227951,
0.19550317525863647,
0.22609062492847443,
-0.6340737342834473,
-0.18890279531478882,
-0.1016535758972168,
0.034595392644405365,
0.4330666959285736,
-0.519530177116394,
-0.5178078413009644,
-0.03671349212527275
] |
We aim at combining color and shape invariants for indexing and retrieving images. To this end, color models are proposed independent of the object geometry, object pose, and illumination. From these color models, color invariant edges are derived from which shape invariant features are computed. Computational methods are described to combine the color and shape invariants into a unified high-dimensional invariant feature set for discriminatory object retrieval. Experiments have been conducted on a database consisting of 500 images taken from multicolored man-made objects in real world scenes. From the theoretical and experimental results it is concluded that object retrieval based on composite color and shape invariant features provides excellent retrieval accuracy. Object retrieval based on color invariants provides very high retrieval accuracy whereas object retrieval based entirely on shape invariants yields poor discriminative power. Furthermore, the image retrieval scheme is highly robust to partial occlusion, object clutter and a change in the object's pose. Finally, the image retrieval scheme is integrated into the PicToSeek system on-line at http://www.wins.uva.nl/research/isis/PicToSeek/ for searching images on the World Wide Web.
|
[
-0.007011773530393839,
0.006355739198625088,
-0.012805434875190258,
0.013093460351228714,
-0.033977262675762177,
-0.00966346263885498,
0.00976813305169344,
-0.012476709671318531,
-0.012813771143555641,
-0.010419012047350407,
-0.0076806326396763325,
0.01487474050372839,
0.0028408505022525787,
-0.002531728008762002,
-0.036423489451408386,
0.014368544332683086,
0.01575290411710739,
0.003557724179700017,
0.007164177019149065,
-0.0020470479503273964,
-0.003906839061528444,
0.006590336561203003,
0.00897308811545372,
0.017421096563339233,
0.007547031622380018,
0.022518765181303024,
-0.008234972134232521,
-0.01995672471821308,
-0.02165050059556961,
-0.008264297619462013,
0.0059005143120884895,
-0.004271811805665493,
0.028773756697773933,
0.018434369936585426,
-0.012447560206055641,
-0.022553134709596634,
-0.007222636137157679,
0.02379786968231201,
0.023725299164652824,
-0.004546335898339748,
0.010831739753484726,
-0.004579950124025345,
0.00031970732379704714,
0.014623151160776615,
-0.010082322172820568,
-0.02091083489358425,
-0.009469341486692429,
0.00021145946811884642,
0.004581351298838854,
0.006399627774953842,
-0.015748346224427223,
-0.01540914736688137,
-0.0009499507723376155,
0.005751722492277622,
-0.007079130969941616,
-0.033416226506233215,
0.01914157345890999,
0.00100712850689888,
-0.021870126947760582,
0.009339742362499237,
-0.010356219485402107,
0.0002935584634542465,
-0.006735928822308779,
-0.009322697296738625,
-0.000015491386875510216,
-0.06696686893701553,
-0.033226773142814636,
-0.013923038728535175,
0.0010559677612036467,
-0.024620788171887398,
-0.025170527398586273,
0.015726758167147636,
0.0021679000928997993,
-0.008453469723463058,
0.011977560818195343,
0.034833475947380066,
-0.003979518078267574,
0.026674717664718628,
0.03301038593053818,
-0.013394535519182682,
-0.020247992128133774,
-0.0008712210692465305,
0.018195146694779396,
0.02123277261853218,
0.010113979689776897,
0.006297329440712929,
-0.00806654617190361,
0.013950621709227562,
-0.0026610756758600473,
0.013308732770383358,
0.009225997142493725,
-0.05104470252990723,
-0.0038803433999419212,
-0.0026986419688910246,
-0.02429502084851265,
0.02990173175930977,
-0.022441435605287552,
0.042956046760082245,
-0.013950659893453121,
-0.014349197968840599,
-0.011782238259911537,
0.016453759744763374,
0.017638765275478363,
0.008213507011532784,
-0.036069951951503754,
0.01518845185637474,
0.019505314528942108,
0.010045379400253296,
-0.007147223688662052,
0.006697275210171938,
0.03642614185810089,
0.014783099293708801,
0.004925207234919071,
0.010206700302660465,
0.030873287469148636,
-0.015345536172389984,
-0.005020350217819214,
0.02672913856804371,
0.002641060622408986,
0.022791663184762,
0.01744716428220272,
0.005020215176045895,
-0.00783334020525217,
-0.012623884715139866,
0.007150445599108934,
-0.0074625201523303986,
-0.02273394539952278,
-0.009854037314653397,
0.018819263204932213,
0.009341741912066936,
-0.014599042013287544,
-0.0005399701185524464,
-0.003014469752088189,
-0.013243107125163078,
-0.008465137332677841,
-0.004121256992220879,
0.003807330969721079,
-0.020481668412685394,
0.003735325066372752,
-0.004666735418140888,
0.0287633016705513,
0.013362090103328228,
0.006335657089948654,
0.014799630269408226,
-0.0035080171655863523,
-0.005590960383415222,
-0.013794485479593277,
0.010106654837727547,
-0.01921556144952774,
-0.023928411304950714,
0.01500647235661745,
0.0011857148492708802,
-0.01961532048881054,
-0.00474502332508564,
0.0006415154784917831,
0.006122801452875137,
-0.009608734399080276,
0.009385712444782257,
-0.0003648153506219387,
0.0055870069190859795,
0.016721520572900772,
-0.0030451035127043724,
0.029724810272455215,
0.009856135584414005,
-0.0019117791671305895,
0.05448745936155319,
-0.010469280183315277,
-0.013579114340245724,
-0.006861826404929161,
0.0038251159712672234,
-0.023307137191295624,
0.018919099122285843,
0.008379826322197914,
0.017821306362748146,
-0.01593533344566822,
0.0026857848279178143,
0.01672666147351265,
0.006087862886488438,
-0.022044364362955093,
0.06710617244243622,
-0.004098723642528057,
-0.013058250769972801,
0.014164121821522713,
-0.011635181494057178,
-0.0070159342139959335,
-0.0123749403283,
0.012587307952344418,
-0.0076043871231377125,
0.0020643952302634716,
-0.021822821348905563,
-0.03590233996510506,
0.01780199073255062,
0.024156631901860237,
-0.03148757666349411,
-0.0159620214253664,
0.0038577641826123,
0.0094313258305192,
0.00555830541998148,
-0.0011520253028720617,
-0.0070250509306788445,
-0.003538091666996479,
-0.017163293436169624,
0.012165864929556847,
0.022717822343111038,
-0.006879430264234543,
0.008829998783767223,
0.008154002949595451,
-0.03079652041196823,
-0.016300521790981293,
-0.004792368970811367,
-0.0033195086289197206,
-0.002946550026535988,
-0.020761040970683098,
-0.0054976739920675755,
-0.01998288184404373,
0.00290312385186553,
0.012279663234949112,
-0.014431342482566833,
0.004105603322386742,
-0.012407874688506126,
-0.001454120152629912,
0.016394712030887604,
0.044804878532886505,
-0.025172941386699677,
0.02593904361128807,
-0.009667262434959412,
-0.019914723932743073,
0.010662919841706753,
-0.003197676269337535,
-0.013669149950146675,
0.02448686584830284,
0.008267652243375778,
-0.012923585250973701,
-0.007724318653345108,
0.00928989052772522,
0.010106220841407776,
0.008780626580119133,
-0.02334510162472725,
-0.0015534749254584312,
-0.003718083258718252,
-0.015306999906897545,
0.0043107569217681885,
0.013655724003911018,
-0.01527677197009325,
0.013720069080591202,
-0.024873491376638412,
0.029050592333078384,
0.0031190093141049147,
0.01977820321917534,
-0.01956123486161232,
0.0034815361723303795,
0.001958894543349743,
-0.024191413074731827,
0.010021565482020378,
0.01664290949702263,
0.010430165566504002,
0.01925508677959442,
0.0172099806368351,
0.025087984278798103,
-0.007053638808429241,
-0.0038559844251722097,
0.006678023375570774,
0.011985896155238152,
-0.02060527354478836,
-0.025966715067625046,
0.0012306366115808487,
-0.0008113870862871408,
0.036217063665390015,
0.028809867799282074,
-0.0008010156452655792,
0.006227947771549225,
-0.011538163758814335,
-0.011516913771629333,
-0.0814509242773056,
-0.01817728765308857,
-0.008938432671129704,
0.004142290912568569,
0.008148238062858582,
-0.020907826721668243,
0.00982029177248478,
0.01658025197684765,
-0.004875444807112217,
0.010273493826389313,
0.01663646474480629,
-0.016030503436923027,
-0.01673506386578083,
0.030408643186092377,
0.0029542329721152782,
-0.01618877798318863,
0.013494467362761497,
-0.002001845743507147,
-0.0027442979626357555,
-0.023790843784809113,
-0.025901829823851585,
-0.007355673238635063,
0.0011970670893788338,
-0.002561712171882391,
-0.007619576063007116,
0.023075878620147705,
-0.0050607724115252495,
-0.004122744780033827,
-0.017504466697573662,
-0.001788530731573701,
0.0017941695405170321,
-0.018931839615106583,
-0.02015385776758194,
-0.024062538519501686,
0.018202193081378937,
-0.018772151321172714,
0.0001288875937461853,
-0.038489170372486115,
0.006905345246195793,
0.005717333406209946,
0.003921725787222385,
0.017411846667528152,
0.013087771832942963,
0.01727907545864582,
0.0033860569819808006,
-0.00002911873161792755,
0.027353160083293915,
0.006007698364555836,
0.019323429092764854,
-0.01642734929919243,
0.009357391856610775,
0.004414372146129608,
0.007214043289422989,
0.01214594952762127,
-0.004421866498887539,
-0.0055225323885679245,
0.005631753709167242,
-0.017650194466114044,
-0.007130759768188,
0.0019292994402348995,
-0.022038280963897705,
-0.0035336045548319817,
0.015304889529943466,
-0.0157762598246336,
-0.01082224864512682,
-0.016118424013257027,
0.015648191794753075,
0.00036733620800077915,
0.010643087327480316,
0.014100437052547932,
0.017794102430343628,
0.0024908636696636677,
-0.027168255299329758,
-0.0032819979824125767,
-0.030264561995863914,
-0.012203803285956383,
-0.018185194581747055,
-0.019784513860940933,
0.005306814797222614,
-0.020671222358942032,
-0.029190052300691605,
0.014648144133388996,
0.014882482588291168,
0.003106895834207535,
-0.013357862830162048,
0.0027895395178347826,
0.0035831215791404247,
-0.03165842592716217,
0.003348225960507989,
-0.009006723761558533,
0.019145391881465912,
0.02218322828412056,
0.011705663055181503,
0.004451831802725792,
-0.009278599172830582,
-0.006581551395356655,
0.0063109672628343105,
0.004306767601519823,
0.01279168389737606,
0.011087529361248016,
0.02287273108959198,
-0.006764421239495277,
-0.03508210927248001,
-0.011968070641160011,
-0.01731066405773163,
0.011856980621814728,
-0.00024660059716552496,
-0.00008083746070042253,
0.019457289949059486,
-0.0078437440097332,
-0.016641071066260338,
-0.025577310472726822,
-0.010920319706201553,
0.011196787469089031,
0.016791563481092453,
0.013074531219899654,
-0.00023423298262059689,
-0.020939189940690994,
0.07223117351531982,
0.01865401677787304,
0.002729999367147684,
-0.012696146965026855,
-0.012793930247426033,
0.00034710520412772894,
-0.03545030951499939,
-0.014480391517281532,
0.022758202627301216,
-0.015710916370153427,
0.01330903172492981,
-0.004036721773445606,
-0.0019230821635574102,
-0.020462483167648315,
-0.019463732838630676,
-0.001984230475500226,
0.02322719246149063,
0.002480786293745041,
-0.029032515361905098,
-0.020374299958348274,
-0.007769839838147163,
-0.008048591203987598,
0.007016204297542572,
-0.008719426579773426,
0.0030993225518614054,
-0.048757970333099365,
0.03294942155480385,
-0.014205141924321651,
0.008877607062458992,
0.0074085658416152,
-0.01376414019614458,
-0.006844240706413984,
-0.0031868794467300177,
0.007531982846558094,
0.001049947226420045,
-0.0015590377151966095,
0.03633103892207146,
0.0072106169536709785,
-0.018101686611771584,
0.01449657417833805,
0.022486919537186623,
-0.015608087182044983,
-0.005696495063602924,
0.020667489618062973,
-0.02250324934720993,
-0.013180249370634556,
0.016679663211107254,
-0.007052583619952202,
-0.011533999815583229,
-0.0036241072230041027,
-0.005925161298364401,
0.016346581280231476,
0.014414397068321705,
0.006155658513307571,
0.03218936547636986,
-0.02928849123418331,
-0.0005937542300671339,
0.014342332258820534,
0.022349976003170013,
0.013250252231955528,
-0.01265181414783001,
-0.0235865730792284,
-0.007190076634287834,
0.0031759499106556177,
-0.004897076636552811,
-0.011193430982530117,
-0.000616368604823947,
-0.025600796565413475,
0.034178175032138824,
-0.015329714864492416,
-0.0005282270722091198,
0.009342010132968426,
-0.020314710214734077,
-0.0010612632613629103,
0.010384638793766499,
-0.0030032603535801172,
0.013713602907955647,
-0.02245282009243965,
-0.025975551456212997,
-0.009019475430250168,
-0.0022173989564180374,
-0.0192280113697052,
0.015644945204257965,
-0.008610907942056656,
-0.0031415801495313644,
-0.005499716382473707,
0.013045670464634895,
-0.07503850758075714,
-0.007307196967303753,
0.012636683881282806,
-0.004672128241509199,
-0.01147670578211546,
0.016333051025867462,
0.011144788935780525,
-0.023210007697343826,
0.0140633350238204,
-0.0019677719101309776,
0.018333744257688522,
-0.009071620181202888,
-0.008602387271821499,
-0.02563842199742794,
0.007786141708493233,
0.0030370650347322226,
-0.00741511071100831,
0.005597143433988094,
0.004595001228153706,
-0.005140403285622597,
-0.013886475935578346,
0.006261065602302551,
0.00910625234246254,
-0.018678288906812668,
0.003904264885932207,
-0.08110673725605011,
0.006492349319159985,
-0.006446131970733404,
0.007089721970260143,
-0.005492342170327902,
0.02186109684407711,
-0.0036987639032304287,
-0.022728443145751953,
0.025623802095651627,
-0.01107275951653719,
0.009963338263332844,
-0.00006483728066086769,
-0.010472891852259636,
0.030268806964159012,
-0.005909574683755636,
0.0013950633583590388,
0.009621230885386467,
-0.01392015814781189,
0.015621098689734936,
-0.013984741643071175,
0.0210718996822834,
-0.016326207667589188,
-0.012518185190856457,
0.012852266430854797,
-0.007179923355579376,
-0.009888464584946632,
-0.026134323328733444,
0.013482959941029549,
-0.010646600276231766,
-0.024503951892256737,
0.029789114370942116,
0.012120611034333706,
-0.003659435547888279,
-0.019667569547891617,
-0.021431799978017807,
-0.03287240117788315,
0.0007186452858150005,
0.006884792819619179,
0.009819408878684044,
0.0018978051375597715,
-0.004729905165731907,
-0.007003242149949074,
0.016574088484048843,
0.000829260447062552,
-0.025240205228328705,
0.0064394790679216385,
0.005017148330807686,
-0.006003577262163162,
0.011537916958332062,
0.020055077970027924,
0.007331567816436291,
-0.012321099638938904,
0.025375893339514732,
0.0011674747802317142,
0.02134021744132042,
0.028742264956235886,
0.0018174247816205025,
0.021570300683379173,
-0.002563802059739828,
0.004623535554856062,
-0.005558028817176819,
0.0066018542274832726,
-0.010786139406263828,
0.07183288782835007,
-0.009424750693142414,
0.028833940625190735,
0.007679675705730915,
0.008933082222938538,
-0.0004960407968610525,
-0.010301731526851654,
-0.04577917605638504,
0.01587708666920662,
-0.012285955250263214,
0.005814550910145044,
-0.009734471328556538,
0.0011225428897887468,
0.008406884968280792,
0.04428856074810028,
-0.002464666962623596,
0.018081169575452805,
-0.03594442829489708,
-0.011843306943774223,
-0.008927559480071068,
-0.01687828078866005,
0.008382229134440422,
-0.018315158784389496,
-0.002744165249168873,
-0.001462861429899931,
0.0071394131518900394,
-0.00007002148777246475,
-0.0011411458253860474,
-0.009991349652409554,
0.00826750323176384,
-0.010381810367107391,
0.026649897918105125,
-0.002613766584545374,
-0.006634963676333427,
0.03481963276863098,
0.018987255170941353,
0.01094496063888073,
0.003662943374365568,
-0.005083116702735424,
-0.013316567987203598,
-0.020372755825519562,
0.010751151479780674,
0.00745801255106926,
0.020465141162276268,
0.006632092408835888,
0.0348818339407444,
0.012042591348290443,
0.009624265134334564,
0.0064313653856515884,
-0.0009009316563606262,
0.003535921685397625,
-0.013358354568481445,
0.02381567284464836,
0.005473610013723373,
0.010134626179933548,
0.0009962436743080616,
0.01248018629848957,
0.018443236127495766,
-0.013997405767440796,
0.01589369960129261,
-0.010366717353463173,
-0.002822557929903269,
0.0020112129859626293,
0.0035499983932822943,
0.000341697596013546,
0.018308648839592934,
-0.005822225008159876,
-0.012462160550057888,
0.0014128545299172401,
0.015514977276325226,
-0.033309612423181534,
0.01654832623898983,
0.006383173167705536,
0.018347539007663727,
0.007837291806936264,
-0.01321848388761282,
0.01820734143257141,
-0.019137728959321976,
-0.005335068330168724,
0.029444798827171326,
0.0030172851402312517,
0.011890122666954994,
0.008588853292167187,
-0.02255937084555626,
0.014893791638314724,
-0.006075085606426001,
-0.00032665953040122986,
0.02821040153503418,
0.013415743596851826,
0.013787278905510902,
0.006032488774508238,
-0.004975919611752033,
0.006893303245306015,
0.003405321156606078,
0.0009378999238833785,
0.035418421030044556,
0.01021949015557766,
0.0029538245871663094,
-0.0023863883689045906,
0.014726096764206886,
0.004093254916369915,
0.026594173163175583,
0.004833680111914873,
0.0000311555340886116,
-0.007227213121950626,
0.003929933533072472,
-0.0266130231320858,
-0.008975272998213768,
-0.023261582478880882,
0.0026144166477024555,
-0.008892146870493889,
-0.018670767545700073,
0.0016180947422981262,
-0.003114283550530672,
-0.007709455210715532,
0.006184842437505722,
-0.013120658695697784,
-0.004767930135130882,
-0.015587798319756985,
-0.007171805016696453,
0.001847837120294571,
0.001436339458450675,
0.001155949430540204,
0.007321144919842482,
0.01154831238090992,
-0.0058747269213199615,
-0.012820787727832794,
-0.009968056343495846,
-0.022559301927685738,
-0.01630348712205887,
0.02246149629354477,
-0.0025153369642794132,
-0.009259328246116638,
0.027246344834566116,
0.022379450500011444,
0.005141266621649265,
0.015458691865205765,
0.003944468684494495,
-0.007153144106268883,
0.01629602536559105,
0.016826068982481956,
-0.003252456896007061,
-0.00435282289981842,
0.009149069897830486,
0.005117479711771011,
-0.014877934008836746,
-0.006261994130909443,
-0.010203436017036438,
0.004677999299019575,
0.010967282578349113,
-0.005744527094066143,
0.002827200572937727,
0.01814430020749569,
-0.005430327262729406,
-0.011459463275969028,
0.01583694852888584,
-0.012306725606322289,
0.01615050807595253,
0.011570451781153679,
0.01670120656490326,
-0.0068906997330486774,
-0.02308075875043869,
0.026619087904691696,
0.002928432310000062,
0.024813489988446236,
-0.0017447404097765684,
-0.0018935054540634155,
0.005932790692895651,
-0.01542891375720501,
0.023260392248630524,
-0.0016223688144236803,
-0.0029317450243979692,
-0.002570801880210638,
0.03182258456945419,
-0.04140157997608185,
-0.018322741612792015,
-0.008308482356369495,
0.004884707275778055,
-0.017234105616807938,
-0.018595565110445023,
0.02064952254295349,
-0.01521267369389534,
0.012467022985219955,
-0.004886484704911709,
-0.008829315192997456,
0.0047644926235079765,
-0.002338576130568981,
-0.0023889096919447184,
-0.0067983525805175304,
0.02876967005431652,
0.01433553732931614,
-0.004187546670436859,
-0.03654389828443527,
-0.003826047293841839,
0.01824117824435234,
-0.008469811640679836,
-0.010421167127788067,
0.04223750904202461,
0.008704963140189648,
-0.0033136275596916676,
-0.004933086223900318,
-0.01201970037072897
] |
[
-0.0045021409168839455,
-0.04798158258199692,
0.1007906123995781,
0.5749415755271912,
0.24524779617786407,
0.3611322343349457,
-0.2985009253025055,
-0.5626965165138245,
-0.15547959506511688,
-0.7434740662574768,
-0.011159908957779408,
0.5198008418083191,
-0.20273511111736298,
0.40275928378105164,
0.05753158777952194,
0.6029965281486511,
0.3655308187007904,
0.327188104391098,
-0.2688424289226532,
-0.39285287261009216,
-0.2613532245159149,
0.09380678832530975,
0.1715763658285141,
-0.32705891132354736,
-0.1672905683517456,
-0.08482986688613892,
0.34480610489845276,
0.49533629417419434,
-0.10085862129926682,
0.018755819648504257,
-0.0066273873671889305,
0.4317055940628052,
-0.7815549969673157,
-0.2933509349822998,
-0.09851730614900589,
0.13813279569149017,
-0.11303094029426575,
0.2693246901035309,
0.17601582407951355,
-0.3225420415401459,
0.4801795780658722,
0.24726291000843048,
-0.24204431474208832,
0.2017548531293869,
-0.2822929322719574,
-0.6056243181228638,
-1.388891577720642,
0.08444247394800186,
0.04558408632874489,
-0.28742021322250366,
-0.10319845378398895,
0.3358471989631653,
0.6589998602867126,
0.2913106381893158,
-0.3082910180091858,
0.6729199290275574,
-0.48160362243652344,
-0.10980676114559174,
0.27260279655456543,
-0.046955306082963943,
0.22773699462413788,
-0.00470705097541213,
0.06418531388044357,
0.1114288717508316,
-0.0369839183986187,
0.840028703212738,
0.10227037221193314,
-0.39732876420021057,
-0.45492929220199585,
-0.26631295680999756,
0.3468679189682007,
-0.06548693031072617,
-0.3510463833808899,
0.5769931077957153,
-0.6498236656188965,
0.3096902668476105,
0.0700807198882103,
-0.6106133460998535,
0.1544910967350006,
0.13028421998023987,
-0.09784189611673355,
0.30902352929115295,
0.4303809404373169,
-0.3105666935443878,
0.7174872159957886,
0.47632649540901184,
-0.402541846036911,
0.6421653628349304,
-0.7388048768043518,
0.22862888872623444,
0.011869465932250023,
-0.2715471088886261,
0.5912700295448303,
0.3161270320415497,
0.33583199977874756,
0.20952710509300232,
0.2297576367855072,
-0.09296991676092148,
0.34452295303344727,
0.5070987343788147,
-0.12081082165241241,
-0.35297712683677673,
-0.17358899116516113,
-0.23380334675312042,
-0.2781543433666229,
-0.4793182909488678,
-0.4532259702682495,
-0.44558003544807434,
-0.6022502779960632,
0.2801893353462219,
-0.8099455833435059,
0.47103071212768555,
0.1536206156015396,
-0.40659934282302856,
-0.14262065291404724,
-0.2742641866207123,
0.08326003700494766,
-0.03302765265107155,
-0.4207594394683838,
0.5062257647514343,
0.006019505672156811,
1.19062340259552,
0.2623112201690674,
0.2495059221982956,
0.054082199931144714,
0.1339167356491089,
0.7025164365768433,
0.7250649333000183,
-0.4547802805900574,
0.07229828089475632,
0.10708845406770706,
0.9225254654884338,
-0.16759487986564636,
-0.03745495155453682,
-0.14839407801628113,
-0.39184433221817017,
0.0789615735411644,
0.005080684088170528,
-0.17567114531993866,
-0.2560509443283081,
-0.18961858749389648,
-0.6242935061454773,
-0.4118787944316864,
0.0031087917741388083,
0.20989824831485748,
-0.6739982962608337,
0.10836728662252426,
0.2900029420852661,
-0.3942820727825165,
0.04277743771672249,
-0.22094514966011047,
0.5032371878623962,
-0.845421552658081,
-0.11522950232028961,
-0.2269221693277359,
0.464347779750824,
-0.32220447063446045,
-0.000805359217338264,
-0.12980417907238007,
0.19480594992637634,
-0.06050725281238556,
-0.09953119605779648,
-0.6683833599090576,
-0.15849342942237854,
0.18338331580162048,
-0.6201040148735046,
-0.07474055141210556,
0.7483587861061096,
-0.040317974984645844,
0.1692941039800644,
0.14133630692958832,
-0.24783746898174286,
-0.4427378177642822,
-0.20459651947021484,
-0.1778702735900879,
0.5615206956863403,
0.08010207116603851,
0.13367073237895966,
0.22213146090507507,
0.18855752050876617,
-0.9145488142967224,
-0.3356441855430603,
-0.049255866557359695,
-0.4335857331752777,
-0.12755636870861053,
0.12291215360164642,
0.3399891257286072,
0.06428604573011398,
0.0029388905968517065,
-0.095450259745121,
-0.3440660238265991,
-0.08048240095376968,
0.22248157858848572,
-1.0062716007232666,
1.1582006216049194,
0.04726973921060562,
-0.6030293107032776,
1.2928210496902466,
-0.20407593250274658,
0.5980420708656311,
-0.17650048434734344,
-0.1061408519744873,
0.04771614074707031,
-0.198952317237854,
-0.5209118127822876,
-0.062484562397003174,
-0.1919678896665573,
0.30093538761138916,
-0.8393867611885071,
0.2386385202407837,
0.5210646986961365,
-0.14476025104522705,
0.1174352765083313,
-0.36249014735221863,
0.09540345519781113,
0.2325141578912735,
-0.2503865957260132,
0.2852649390697479,
-0.024554848670959473,
-0.051752399653196335,
0.9334799647331238,
-0.44333040714263916,
0.4310142397880554,
0.3998069167137146,
-0.08320499211549759,
0.4876103699207306,
0.4403029680252075,
0.485165536403656,
1.0424344539642334,
-0.869396984577179,
-0.17018599808216095,
-0.6524947285652161,
0.4330873489379883,
-0.6013534665107727,
-0.46663418412208557,
0.11970172077417374,
0.3968568742275238,
-0.27257367968559265,
0.35693854093551636,
-0.1300223171710968,
0.11772695183753967,
0.2069806456565857,
-0.3435284197330475,
0.2908686101436615,
0.3447333574295044,
-0.53128582239151,
-0.3317375183105469,
0.2126302719116211,
-0.4719086289405823,
-0.30880773067474365,
-0.08960164338350296,
0.6372413635253906,
-0.01479580532759428,
-0.6403906345367432,
0.044665031135082245,
0.018549444153904915,
-0.08804266154766083,
-0.5220866203308105,
0.06721086800098419,
0.14135093986988068,
0.3555857539176941,
0.03076355531811714,
-0.17760205268859863,
-0.16387660801410675,
-0.3498842716217041,
-0.49046215415000916,
-0.7541561722755432,
-0.35754814743995667,
0.57503342628479,
0.6126580834388733,
0.482866108417511,
-0.10186372697353363,
-0.24060429632663727,
0.23282672464847565,
0.03453977033495903,
-0.631668746471405,
0.31609463691711426,
0.5194783210754395,
-0.8615143299102783,
-0.6335852146148682,
0.0665077418088913,
0.3533068895339966,
0.6406349539756775,
-0.015880757942795753,
-0.40207964181900024,
-0.43074318766593933,
0.19996008276939392,
-0.3326384425163269,
-0.6177666187286377,
-0.1302451342344284,
0.1403660774230957,
0.5458698868751526,
-0.36693358421325684,
-0.6471463441848755,
0.3858086168766022,
0.7884228825569153,
-0.47697609663009644,
-0.04168109968304634,
0.050184085965156555,
-0.3097311854362488,
-0.5585893392562866,
0.3513195514678955,
0.3148772120475769,
-0.8225468397140503,
-0.08225616812705994,
0.14532846212387085,
-0.4171034097671509,
0.5010948181152344,
-5.915372371673584,
-0.22349978983402252,
-0.7151954174041748,
0.44621071219444275,
-0.7988981008529663,
-0.21557167172431946,
0.8517884016036987,
0.15347321331501007,
0.36485856771469116,
-0.021330321207642555,
0.01853753998875618,
0.212377667427063,
-0.10003849864006042,
0.41635480523109436,
0.5038830637931824,
0.21790647506713867,
0.4418562352657318,
0.5005173683166504,
0.2058677226305008,
0.5127630233764648,
-0.25802722573280334,
-0.1334393173456192,
-0.02435467019677162,
0.6111286282539368,
0.16336791217327118,
-0.18632632493972778,
-0.8421856760978699,
0.21508106589317322,
-0.08650842308998108,
-0.1618463099002838,
-0.06153037026524544,
-0.3228355348110199,
0.026336729526519775,
-0.23425939679145813,
0.44263187050819397,
0.2601773142814636,
0.26386362314224243,
-0.15824544429779053,
-0.10654715448617935,
-0.5257341265678406,
0.16245128214359283,
0.7337549328804016,
-0.17662924528121948,
0.0423629954457283,
0.18703530728816986,
-0.413675993680954,
-0.351272851228714,
0.0019207518780604005,
-0.041352249681949615,
0.5267892479896545,
-0.35115256905555725,
-0.3048802316188812,
0.4419887661933899,
-0.10306942462921143,
-0.1890152096748352,
-0.2165726125240326,
0.4740699827671051,
-0.03792994096875191,
-0.23765477538108826,
0.1738748848438263,
0.4390628933906555,
-0.4950225353240967,
0.3125815689563751,
-0.5140441656112671,
-0.40091511607170105,
0.3174307644367218,
-0.6771048307418823,
-0.701623797416687,
-0.2772999405860901,
0.2844812572002411,
-0.38022926449775696,
0.2744895815849304,
0.19239488244056702,
-0.4658098518848419,
0.17333261668682098,
-0.28846651315689087,
0.34868037700653076,
-0.17184732854366302,
0.049349647015333176,
0.32974815368652344,
-0.047305040061473846,
-0.5995489954948425,
-0.04033822938799858,
0.459883451461792,
-0.0763380229473114,
-0.5298949480056763,
0.08412899821996689,
-0.31948742270469666,
-0.13118314743041992,
0.2807915508747101,
0.6624409556388855,
-0.10569527745246887,
0.2282024472951889,
0.6312727928161621,
0.02057650126516819,
0.3585549592971802,
0.4245755672454834,
-0.2115100771188736,
0.3506542146205902,
-0.24242709577083588,
0.47177207469940186,
-0.09015578031539917,
-0.008984038606286049,
-0.6090675592422485,
0.44986850023269653,
0.39037299156188965,
-0.14715063571929932,
-0.21605068445205688,
0.8803127408027649,
-0.28038862347602844,
-0.08764581382274628,
0.003648060141131282,
0.017870798707008362,
-0.17493292689323425,
0.4387492537498474,
-0.27152103185653687,
0.26353907585144043,
-0.1276639699935913,
0.22305308282375336,
-0.22981838881969452,
0.288818895816803,
0.05177092179656029,
0.09347470849752426,
0.279231458902359,
-0.0757586807012558,
-0.5086954236030579,
0.3874188959598541,
0.5538240075111389,
-0.44024741649627686,
0.02892068587243557,
0.3744845390319824,
0.44929051399230957,
-0.24283535778522491,
0.06298030912876129,
0.45026326179504395,
-0.16249360144138336,
0.22521273791790009,
-0.13954021036624908,
0.2690552771091461,
-0.6593878269195557,
0.731097936630249,
-0.17830726504325867,
-0.2341921180486679,
-0.13820978999137878,
0.27992576360702515,
0.3212728202342987,
0.1788104623556137,
-0.11968105286359787,
-0.4406895041465759,
0.2672814130783081,
-0.2553684711456299,
-0.6614308953285217,
-0.23863622546195984,
-0.04244638606905937,
-0.0972503051161766,
0.11884661018848419,
0.2187773585319519,
-0.09735666215419769,
0.6208181381225586,
-0.3675936758518219,
0.3219418525695801,
0.45615053176879883,
-0.8172763586044312,
-0.050534579902887344,
0.01820981130003929,
-0.09039834141731262,
-0.716100811958313,
-0.004477587528526783,
-0.10838192701339722,
0.5763135552406311,
-0.1193535178899765,
-0.41677728295326233,
-0.13002827763557434,
-0.6837348937988281,
0.06719508767127991,
-0.1749071478843689,
-0.07863180339336395,
0.09237156063318253,
-0.20775152742862701,
-0.002183418720960617,
0.13160276412963867,
-0.46633997559547424,
-0.27726495265960693,
0.4932164251804352,
0.7656080722808838,
0.2744987905025482,
-0.05214875936508179,
0.0098575996235013,
-0.626352071762085,
0.021473076194524765,
0.22808873653411865,
0.5935653448104858,
0.3128860890865326,
0.18619197607040405,
-0.012445090338587761,
-0.2164911925792694,
0.06734083592891693,
0.17325332760810852,
-0.06404594331979752,
-0.19249370694160461,
0.03271140530705452,
0.7247540950775146,
-0.37936675548553467,
0.6023627519607544,
-0.0284745953977108,
-0.3237828314304352,
0.05918765440583229,
0.32389703392982483,
-0.07025822252035141,
-0.39873653650283813,
-0.42966729402542114,
-0.27010467648506165,
-0.0876307561993599,
-0.029358379542827606,
-0.19406704604625702,
0.07728464901447296,
0.6322539448738098,
-0.30264192819595337,
-0.2875942289829254,
0.16386130452156067,
0.24609585106372833,
-0.3118515908718109,
0.06350032985210419,
0.11450447887182236,
0.01673324778676033,
-0.3491949141025543,
0.46960917115211487,
-0.35240620374679565,
-0.16615276038646698,
0.5203489661216736,
0.05335760861635208,
0.10328079760074615,
0.1753930002450943,
-0.04150187224149704,
-0.4421311616897583,
-0.19960066676139832,
-0.21125787496566772,
0.39088547229766846,
0.003887387691065669,
-0.23187798261642456,
0.031380511820316315,
0.6046543121337891,
-0.37608852982521057,
-0.4220243990421295,
0.07604468613862991,
-0.05805546045303345,
0.3726784586906433,
-0.1990886777639389,
-0.749436616897583,
-0.007390456274151802,
-0.2279866635799408,
-0.34309229254722595,
0.13185662031173706,
-0.389590859413147,
0.5767095685005188,
0.6271914839744568,
0.017658915370702744,
-0.47607895731925964,
0.08143045008182526,
0.7769041657447815,
-0.07768286019563675,
-0.40461090207099915,
-0.35280677676200867,
-0.6069642305374146,
-0.15851472318172455,
0.43205446004867554,
-0.4017615020275116,
-0.5325693488121033,
0.5073009729385376,
-0.42263925075531006,
0.23645657300949097,
0.0906907245516777,
0.1828216016292572,
0.22175155580043793,
0.03667282685637474,
-0.046538013964891434,
-0.1556742787361145,
0.5726960897445679,
-0.2771091163158417,
-0.15101419389247894,
-0.2058328539133072,
-0.434703528881073,
0.03271135687828064,
-0.25468918681144714,
0.068028524518013,
0.13095863163471222,
0.401896208524704,
-0.10513097792863846,
0.03546382114291191,
-0.21409764885902405,
-0.24862323701381683,
0.27325353026390076,
-0.3602389693260193,
0.3049120306968689,
-0.13839319348335266,
0.09075736254453659,
0.5071344375610352,
0.43512073159217834,
0.016406821087002754,
-0.11660119891166687,
-0.2802777886390686,
0.43617764115333557,
0.15747389197349548,
-0.4847380220890045,
0.42734459042549133,
0.13945527374744415,
0.7009584903717041,
0.30325213074684143,
-0.10288131237030029,
0.2879142165184021,
0.45822566747665405,
0.16322973370552063,
0.19704069197177887,
0.49576470255851746,
-0.39630019664764404,
0.23978257179260254,
0.5197448134422302,
0.0058982279151678085,
0.8576553463935852,
0.23292264342308044,
0.08687013387680054,
0.09328743070363998,
0.49802327156066895,
-0.2279534786939621,
-0.842584490776062,
0.7165483236312866,
-0.42183253169059753,
0.5683376789093018,
-0.29248669743537903,
0.4246565103530884,
0.34789347648620605,
0.9566165804862976,
-0.46122264862060547,
0.3089228570461273,
0.4871551990509033,
0.3787916898727417,
0.1015503779053688,
-0.4936985373497009,
-0.5162933468818665,
0.1250046342611313,
0.6457132697105408,
0.4051041007041931,
-0.5525810718536377,
-0.39839884638786316,
-0.13355600833892822,
0.4290800094604492,
0.03412008285522461,
0.23136815428733826,
-0.5622614026069641,
0.2692815959453583,
0.2054649144411087,
0.009917614981532097,
-0.002674921415746212,
0.3688609004020691,
-0.13956239819526672,
-0.10796713829040527,
0.6044949889183044,
-0.5627161860466003,
-0.6095616221427917,
0.40967535972595215,
-0.022526375949382782,
0.6412680149078369,
-0.15056082606315613,
0.08710480481386185,
-0.5724857449531555,
0.10912461578845978,
0.6109011173248291,
0.04958057776093483,
0.22688338160514832,
-0.27124276757240295,
-0.02375354990363121,
0.27626779675483704,
-0.5278028845787048,
0.5476455688476562,
-0.05806049704551697,
-0.8266279101371765,
0.30316925048828125,
-0.11354801803827286,
-0.34826821088790894,
-0.05272870138287544,
0.18386071920394897,
0.2933405935764313,
-0.1626146286725998,
-0.845984697341919,
0.009033884853124619,
0.026344407349824905,
-0.019645145162940025,
0.1325577348470688,
0.5554683208465576,
0.20418894290924072,
0.08649862557649612,
-0.7517861127853394,
-0.16609887778759003,
0.3450257182121277,
-0.22143740952014923,
0.2708491086959839,
-0.7405569553375244,
1.0772489309310913,
0.20395967364311218,
-0.12462615966796875,
-0.11095631122589111,
0.14191409945487976,
-0.21176721155643463,
0.5184693932533264,
-0.48406752943992615,
-0.004165444523096085,
-1.0500221252441406,
-0.23591172695159912,
-0.6214895844459534,
-0.1398913860321045,
0.4623703360557556,
-0.2006247341632843,
-0.12831738591194153,
-0.313795268535614,
-0.11536138504743576,
-0.040618378669023514,
0.24269352853298187,
-0.15209859609603882,
-0.014236724935472012,
-0.11632857471704483,
-0.14396698772907257,
-0.4864822030067444,
0.46747449040412903,
-0.1156778410077095,
0.02658671699464321,
-0.5349511504173279,
-0.1483451873064041,
0.5063583850860596,
-0.11258134990930557,
0.27424493432044983,
0.07209663838148117,
-0.08090659230947495,
-0.6418799757957458,
0.8790813684463501,
-0.2419547438621521,
0.11148343235254288,
-0.35716867446899414,
0.2807028889656067,
0.5361621975898743,
-0.45147526264190674,
-0.29212242364883423,
-0.3080212473869324,
-0.03576233610510826,
0.48122239112854004,
0.23758816719055176,
0.2399681806564331,
-0.385932594537735,
-0.20171236991882324,
-0.47796785831451416,
0.43347299098968506,
-0.2533145546913147,
-0.16090360283851624,
-0.2727503180503845,
-0.1247687116265297,
-0.7112022638320923,
0.2768779993057251,
-0.2156413495540619,
-0.7930383682250977,
-0.2943294942378998,
-0.12652568519115448
] |
Image forensics aims to detect the manipulation of digital images. Currently, splicing detection, copy-move detection, and image retouching detection are attracting significant attention from researchers. However, image editing techniques develop over time. An emerging image editing technique is colorization, in which grayscale images are colorized with realistic colors. Unfortunately, this technique may also be intentionally applied to certain images to confound object recognition algorithms. To the best of our knowledge, no forensic technique has yet been invented to identify whether an image is colorized. We observed that, compared with natural images, colorized images, which are generated by three state-of-the-art methods, possess statistical differences for the hue and saturation channels. Besides, we also observe statistical inconsistencies in the dark and bright channels, because the colorization process will inevitably affect the dark and bright channel values. Based on our observations, i.e., potential traces in the hue, saturation, dark, and bright channels, we propose two simple yet effective detection methods for fake colorized images: Histogram-based fake colorized image detection and feature encoding-based fake colorized image detection. Experimental results demonstrate that both proposed methods exhibit a decent performance against multiple state-of-the-art colorization approaches.
|
[
-0.00994119979441166,
0.006195571273565292,
-0.005388692021369934,
0.017366623505949974,
-0.010512573644518852,
-0.03277572989463806,
0.009641315788030624,
-0.01905973069369793,
-0.011425988748669624,
0.022009411826729774,
-0.00208706920966506,
0.006352905184030533,
0.002457382855936885,
0.0074065085500478745,
-0.024474725127220154,
0.02779674530029297,
0.0004649077309295535,
0.023864388465881348,
0.01169231254607439,
-0.01170695386826992,
0.021334704011678696,
-0.006398512050509453,
0.009113404899835587,
-0.005592782981693745,
-0.0013360138982534409,
-0.0034565033856779337,
-0.011863216757774353,
-0.005727655254304409,
-0.016156740486621857,
-0.016443710774183273,
-0.006476563401520252,
-0.01830460876226425,
0.01574718952178955,
0.003927228506654501,
0.0005140347639098763,
0.005893945228308439,
0.0010622750269249082,
0.016521837562322617,
0.0360831692814827,
-0.0036924886517226696,
0.014180660247802734,
-0.009772535413503647,
0.0009296196512877941,
0.0035188887268304825,
-0.007374436128884554,
-0.009684816002845764,
-0.002820430789142847,
-0.00778188044205308,
0.00296219065785408,
0.009203700348734856,
-0.018863409757614136,
-0.009432313963770866,
0.006598350591957569,
0.026180800050497055,
-0.006986060179769993,
-0.010286806151270866,
0.01574734039604664,
0.02990708500146866,
-0.013263368047773838,
-0.01788719743490219,
-0.00028481753543019295,
-0.026531439274549484,
0.0021875191014260054,
0.010856961831450462,
0.010614716447889805,
-0.06753498315811157,
-0.02485365979373455,
0.010360048152506351,
0.006932143121957779,
-0.03348659723997116,
0.0071847280487418175,
0.016688982024788857,
-0.011596392840147018,
-0.0022811824455857277,
0.001587029080837965,
0.004670859780162573,
-0.005316026043146849,
0.009273971430957317,
0.02053935080766678,
0.0024988637305796146,
-0.017413243651390076,
-0.018624568358063698,
0.02170015126466751,
0.029667627066373825,
-0.022846730425953865,
0.009263544343411922,
0.007874749600887299,
0.01185961440205574,
-0.024736084043979645,
-0.027721798047423363,
0.0022339108400046825,
-0.05571109056472778,
0.0037912456318736076,
-0.011420149356126785,
-0.043078284710645676,
0.03372205048799515,
0.009880080819129944,
0.019214259460568428,
-0.013938228599727154,
-0.03905324637889862,
-0.008721264079213142,
-0.002663735067471862,
0.017204657196998596,
0.013659433461725712,
-0.016416382044553757,
0.009194931015372276,
0.008816461078822613,
0.018363086506724358,
0.026281585916876793,
0.002926543354988098,
0.0005934026557952166,
0.026381388306617737,
0.00009493809193372726,
0.008583600632846355,
-0.01430870033800602,
0.007279815152287483,
-0.004529994912445545,
0.0032104840502142906,
0.0013018061872571707,
-0.01023762859404087,
0.01498324889689684,
0.021562360227108,
0.007897465489804745,
-0.014109249226748943,
0.007291411980986595,
-0.01118321530520916,
-0.026474453508853912,
0.00012266822159290314,
0.00955129973590374,
-0.014105994254350662,
-0.014275899156928062,
0.00808398611843586,
-0.0021760088857263327,
-0.004097735043615103,
0.008275610394775867,
-0.009932412765920162,
0.0015117635484784842,
-0.006571468897163868,
-0.002053710864856839,
0.015062302350997925,
0.025693219155073166,
0.007509592454880476,
0.008097921498119831,
0.019832296296954155,
-0.018612077459692955,
0.006250424310564995,
-0.00848701223731041,
0.015547344461083412,
0.003959755878895521,
-0.024608325213193893,
0.004220847971737385,
-0.0032170205377042294,
-0.02138889580965042,
0.002144594443961978,
-0.009206346236169338,
-0.010481451638042927,
-0.006178775802254677,
0.014688210561871529,
-0.007304851897060871,
-0.017140138894319534,
0.026471156626939774,
0.01247643306851387,
0.00008956901729106903,
0.00890224240720272,
0.014847107231616974,
-0.0243908129632473,
-0.02362535335123539,
-0.006360391620546579,
-0.03025350719690323,
0.0026166075840592384,
-0.010703478008508682,
0.04777972027659416,
-0.01830543950200081,
0.008996276184916496,
0.014155779033899307,
-0.01371663250029087,
0.02837802655994892,
0.007334819529205561,
-0.017231671139597893,
0.06710529327392578,
0.0012265713885426521,
-0.02398015931248665,
0.0011935378424823284,
0.031660277396440506,
0.016599059104919434,
0.004735885187983513,
-0.013454742729663849,
-0.003056569257751107,
0.009410050697624683,
0.026032496243715286,
-0.04394801706075668,
-0.010036003775894642,
0.0073554543778300285,
-0.0037431209348142147,
0.01147422008216381,
0.003680968889966607,
-0.0014597604749724269,
0.012419644743204117,
0.007183198817074299,
-0.0025039170868694782,
-0.0021307067945599556,
0.0010940004140138626,
0.0008043877314776182,
0.04755533114075661,
-0.03281984478235245,
0.0052587734535336494,
-0.012752952985465527,
-0.010074577294290066,
0.00538085401058197,
0.009186981245875359,
0.0016249907203018665,
-0.012273808941245079,
-0.007149274926632643,
-0.012178665027022362,
0.0018504117615520954,
-0.010411713272333145,
0.023355571553111076,
0.009451753459870815,
0.014311650767922401,
-0.012085622176527977,
0.005731406155973673,
0.008515562862157822,
0.0003537922166287899,
0.005628921557217836,
0.016775108873844147,
-0.003467489266768098,
-0.01066678762435913,
0.0071231285110116005,
-0.004317521583288908,
-0.004200214985758066,
0.003128019394353032,
0.0016704220324754715,
-0.010660696774721146,
-0.008272802457213402,
0.051369961351156235,
0.030393561348319054,
0.010982949286699295,
-0.025397174060344696,
0.007330151740461588,
-0.0073836022056639194,
-0.013981226831674576,
0.01288975216448307,
0.013744315132498741,
-0.015056274831295013,
-0.018768448382616043,
-0.007486755959689617,
0.02998872473835945,
0.008221069350838661,
0.010586816817522049,
-0.027220575138926506,
0.008200559765100479,
0.008627574890851974,
-0.0045370906591415405,
0.008443016558885574,
0.027124322950839996,
-0.02839459665119648,
0.00024686893448233604,
0.01947377622127533,
0.022839903831481934,
-0.0039060020353645086,
0.01114753820002079,
0.009970363229513168,
0.029028823599219322,
-0.018787268549203873,
0.030464770272374153,
0.011063879355788231,
0.030045051127672195,
0.01932874321937561,
0.019264595583081245,
-0.015420693904161453,
0.0033511475194245577,
-0.01386521477252245,
-0.007768041454255581,
-0.08167515695095062,
-0.015184685587882996,
0.00683114817366004,
0.026924394071102142,
0.01031906995922327,
-0.003145129419863224,
0.005749900825321674,
0.005791396368294954,
-0.021038182079792023,
-0.0284542515873909,
0.03526484593749046,
-0.005742042325437069,
-0.008939510211348534,
0.019726362079381943,
-0.03337119519710541,
-0.013596182689070702,
0.01060478761792183,
-0.014302430674433708,
0.028392532840371132,
0.020109374076128006,
-0.02425934001803398,
0.011128729209303856,
-0.016050875186920166,
0.0034054447896778584,
-0.01058691181242466,
-0.01862689107656479,
-0.009184290654957294,
-0.0023460397496819496,
0.010566966608166695,
-0.0054451171308755875,
-0.005460933782160282,
-0.009420281276106834,
-0.018892919644713402,
-0.02164662629365921,
0.0019695842638611794,
0.028399605304002762,
-0.011306912638247013,
-0.022738102823495865,
-0.026620913296937943,
0.02752741612493992,
0.005356630310416222,
-0.00020335824228823185,
-0.00961649976670742,
0.009075403213500977,
0.006429535802453756,
0.015711786225438118,
-0.015971045941114426,
0.03710296005010605,
0.013515422120690346,
-0.03986629843711853,
0.01217630971223116,
-0.0026454837061464787,
-0.025747675448656082,
0.011286977678537369,
-0.000743050710298121,
0.00023876363411545753,
0.008625509217381477,
0.011051857843995094,
-0.0098716476932168,
0.004973141476511955,
-0.003158950712531805,
0.01654260978102684,
-0.04189511016011238,
-0.009075439535081387,
-0.019966185092926025,
-0.01329694502055645,
0.02821248583495617,
-0.0020536771044135094,
-0.0037583194207400084,
-0.004613443743437529,
-0.0034915138967335224,
-0.006472444161772728,
0.015402913093566895,
-0.0020360031630843878,
-0.003478230210021138,
-0.0053116679191589355,
-0.006968185305595398,
0.001913110027089715,
0.010104510933160782,
-0.023186301812529564,
0.006244227290153503,
0.016860129311680794,
0.004396742209792137,
-0.0001951775630004704,
-0.0029296553693711758,
-0.02916356548666954,
0.001772992662154138,
-0.026370983570814133,
0.01294693723320961,
-0.015279590152204037,
0.002595679834485054,
0.001260432880371809,
-0.005610419437289238,
0.006830710452049971,
-0.0014767725951969624,
-0.03049745410680771,
-0.027940649539232254,
-0.008304839953780174,
0.026600494980812073,
0.010860446840524673,
-0.009821144863963127,
-0.01702817529439926,
0.013678820803761482,
-0.005690033547580242,
-0.00276793260127306,
0.012094346806406975,
-0.01703016087412834,
0.0020388648845255375,
0.027380729094147682,
-0.002497481182217598,
-0.013514408841729164,
-0.02083335630595684,
-0.010534011758863926,
-0.0008963481523096561,
0.010402539744973183,
0.021629489958286285,
0.010775862261652946,
-0.008224138990044594,
0.07282754778862,
-0.0006879746215417981,
0.016146939247846603,
-0.027335669845342636,
-0.00798419862985611,
-0.005791408941149712,
-0.001634900807403028,
0.00396314263343811,
0.019115496426820755,
0.0033808359876275063,
0.011478343047201633,
-0.016065264120697975,
0.006036428734660149,
-0.014284959994256496,
0.013847142457962036,
0.011273665353655815,
0.012669425457715988,
-0.0023503685370087624,
0.005036450922489166,
-0.0019103407394140959,
-0.012195469811558723,
-0.005510326009243727,
0.011759968474507332,
0.0053910077549517155,
0.004207625985145569,
0.0024803876876831055,
0.012164369225502014,
-0.012148338370025158,
0.00430741161108017,
0.010362982749938965,
-0.01586463302373886,
0.037093617022037506,
0.00033889987389557064,
0.0037147942930459976,
0.012374845333397388,
0.02738439291715622,
0.023641202598810196,
0.006131990812718868,
-0.011036456562578678,
0.005282405763864517,
0.005611555650830269,
-0.015988212078809738,
-0.014276779256761074,
0.01715831458568573,
0.024988412857055664,
-0.007970385253429413,
0.019463449716567993,
-0.007856011390686035,
0.0005509124603122473,
-0.010404362343251705,
-0.00041355713619850576,
0.0038405652157962322,
0.008384127169847488,
-0.0029839305207133293,
0.010235938243567944,
-0.0037883722689002752,
0.014481550082564354,
0.006824420299381018,
-0.007788755930960178,
-0.012437667697668076,
-0.025293566286563873,
-0.006655524950474501,
-0.013851011171936989,
0.0009080541785806417,
-0.0014810918364673853,
0.003332093358039856,
0.004761671181768179,
-0.014044936746358871,
0.015189046040177345,
0.004663828294724226,
0.009766487404704094,
0.023613307625055313,
-0.024386202916502953,
-0.01270690094679594,
0.0013126396806910634,
-0.009875776246190071,
-0.0013869237154722214,
-0.008050319738686085,
0.004041773732751608,
0.008694902993738651,
-0.015119843184947968,
-0.012148210778832436,
-0.007607701234519482,
-0.02181815728545189,
-0.0014339764602482319,
0.031141923740506172,
0.00966570433229208,
-0.0748462975025177,
-0.01798117719590664,
0.015048617497086525,
-0.003377634333446622,
-0.008622831664979458,
0.012233324348926544,
-0.018179092556238174,
-0.0028155925683677197,
0.004124845378100872,
-0.006822363473474979,
0.013150910846889019,
0.005694682244211435,
0.010335724800825119,
-0.02337588183581829,
0.012069957330822945,
-0.00038674846291542053,
-0.01825634203851223,
0.0054601458832621574,
-0.0064252945594489574,
-0.009157022461295128,
0.008067923597991467,
-0.0044657522812485695,
-0.006728523876518011,
0.007752298377454281,
-0.010481234639883041,
-0.08171404153108597,
0.019146129488945007,
-0.004766886122524738,
-0.023003272712230682,
-0.013195578940212727,
0.019124411046504974,
-0.006392914801836014,
-0.01437103096395731,
0.011397730559110641,
-0.013815142214298248,
-0.00013717636466026306,
0.00927075557410717,
0.006069534923881292,
0.03678649663925171,
0.00826533418148756,
-0.006615731865167618,
0.00707691116258502,
0.0043245526030659676,
0.02304953522980213,
0.013444872573018074,
-0.008298495784401894,
0.006510521750897169,
-0.009181385859847069,
-0.006078713107854128,
-0.009201357141137123,
0.008088299073278904,
-0.017708664759993553,
0.005969414487481117,
0.016592297703027725,
-0.001279221847653389,
0.014482872560620308,
-0.006009403150528669,
-0.015535809099674225,
-0.012121775187551975,
0.021522853523492813,
-0.023387445136904716,
-0.005386895500123501,
0.006520408205688,
-0.006031377241015434,
-0.002554879290983081,
0.00023137335665524006,
0.006505221128463745,
0.018880482763051987,
-0.01972254365682602,
0.006412049755454063,
0.00793804507702589,
0.003937473054975271,
-0.0011828780407086015,
0.010239777155220509,
-0.0015332566108554602,
0.0014913274208083749,
0.02605491876602173,
0.032532185316085815,
0.017302734777331352,
0.0442725345492363,
0.02250918559730053,
-0.0034687775187194347,
0.024104012176394463,
-0.007537710480391979,
0.0050771539099514484,
-0.01569439470767975,
0.005851609632372856,
-0.008130335249006748,
0.07216671109199524,
0.003798065707087517,
0.03607618063688278,
-0.0023253639228641987,
-0.0150243379175663,
-0.0017992175417020917,
0.005196482874453068,
0.014508834108710289,
0.015102227218449116,
-0.011942360550165176,
0.007151280529797077,
-0.009067533537745476,
0.02489008568227291,
0.004539424553513527,
0.020642749965190887,
0.01132007036358118,
-0.01623091846704483,
-0.033609263598918915,
-0.029978685081005096,
0.03423268347978592,
-0.0364789254963398,
-0.0008208744693547487,
-0.005810876376926899,
0.014440889470279217,
-0.004182546399533749,
-0.0009979300666600466,
-0.009789270348846912,
0.002088919747620821,
-0.00933780986815691,
-0.0418810173869133,
-0.018540944904088974,
0.002469169907271862,
-0.004222363233566284,
-0.02441472001373768,
0.016116896644234657,
-0.0167219378054142,
0.004249013029038906,
0.001462466549128294,
-0.008235029876232147,
-0.03142081946134567,
0.007808816619217396,
0.00932619720697403,
0.011083032935857773,
0.012413214892148972,
0.023188401013612747,
0.005342681892216206,
0.006641664542257786,
0.02342602238059044,
-0.005816532298922539,
-0.00862954743206501,
-0.005369310732930899,
-0.00439154589548707,
-0.005662037990987301,
0.027599766850471497,
0.0038474597968161106,
-0.016883252188563347,
-0.017739081755280495,
0.013046645559370518,
0.010942483320832253,
0.00046734162606298923,
0.02343110553920269,
-0.01829415000975132,
-0.02334676869213581,
-0.008372185751795769,
0.008107263594865799,
0.015695897862315178,
0.017049012705683708,
-0.012462346814572811,
0.004573597572743893,
0.01440289244055748,
-0.02590763196349144,
0.018781088292598724,
0.002575436607003212,
0.003600660478696227,
-0.0031514805741608143,
0.00545429065823555,
-0.008228297345340252,
0.014282374642789364,
-0.0019635269418358803,
0.0165267176926136,
-0.0102904187515378,
0.01464595552533865,
-0.01943531259894371,
-0.003495606826618314,
0.02532108873128891,
-0.010238073766231537,
-0.042518049478530884,
0.021695196628570557,
0.0038261055015027523,
0.007149405311793089,
0.016500260680913925,
0.017430145293474197,
0.008418159559369087,
-0.0019661509431898594,
0.009674184024333954,
0.03409721329808235,
0.03152251988649368,
0.0035133592318743467,
0.0014990014024078846,
0.011149893514811993,
-0.0104907201603055,
-0.007459127344191074,
-0.004484322853386402,
0.0039672767743468285,
-0.002708378015086055,
-0.014608821831643581,
-0.00999618973582983,
0.00367591786198318,
-0.02039015106856823,
-0.00986375194042921,
0.0184787530452013,
0.0010647522285580635,
0.0019697011448442936,
-0.0013734828680753708,
-0.012451408430933952,
0.0013111927546560764,
-0.0076395124197006226,
-0.02692577987909317,
-0.017009805887937546,
-0.008325760252773762,
-0.011063355952501297,
0.010142517276108265,
-0.0017522210255265236,
0.010955292731523514,
0.009683296084403992,
-0.016953598707914352,
-0.006128204520791769,
0.011992352083325386,
-0.00883564818650484,
-0.012775872834026814,
0.00016532890731468797,
0.004534445703029633,
-0.0013684779405593872,
0.012271047569811344,
0.01142766885459423,
-0.020603258162736893,
0.0005498685641214252,
0.016016144305467606,
-0.0036587179638445377,
0.015047739259898663,
0.0395042821764946,
-0.01863434910774231,
0.004668027628213167,
-0.0036025014705955982,
0.005959495436400175,
-0.0075352927669882774,
0.020073922351002693,
-0.006583570037037134,
-0.0021351322066038847,
0.0015192785067483783,
0.0006672015879303217,
0.006101401522755623,
-0.013270294293761253,
-0.006535963620990515,
0.01989400014281273,
0.013101817108690739,
-0.007970480248332024,
0.023957932367920876,
-0.008309343829751015,
0.024660959839820862,
-0.02827702835202217,
0.006600508466362953,
0.026065073907375336,
-0.004565195180475712,
0.04445157200098038,
0.03968976438045502,
-0.02112070843577385,
0.023843292146921158,
0.002081506419926882,
0.010731890797615051,
0.03914523869752884,
-0.011628175154328346,
-0.003711244324222207,
-0.022514276206493378,
-0.009528503753244877,
-0.014466864988207817,
-0.007482551969587803,
0.01157606951892376,
-0.028270693495869637,
0.0006791315972805023,
0.020050931721925735,
-0.000598276499658823,
0.0010137008503079414,
-0.0066145919263362885,
-0.017731770873069763,
0.0017192946979776025,
-0.004830463789403439,
0.0062709348276257515,
-0.0030304864048957825,
0.02083122357726097,
-0.002277699299156666,
-0.002879603300243616,
0.013124587014317513,
0.002677577082067728,
0.018912507221102715,
-0.0032025768887251616,
0.01061943918466568,
0.031597964465618134,
0.010708790272474289,
0.000024070963263511658,
0.02238612063229084,
-0.0029248411301523447
] |
[
0.2186562865972519,
-0.013270357623696327,
-0.2835492789745331,
0.5134347081184387,
0.16742922365665436,
-0.1686471402645111,
0.11587811261415482,
0.12564301490783691,
0.034835830330848694,
-0.7199135422706604,
-0.05924211069941521,
0.9131346344947815,
-0.2691994607448578,
0.0624939389526844,
-0.26036420464515686,
0.47912248969078064,
0.43180596828460693,
0.18205729126930237,
-0.13643930852413177,
-0.04318730905652046,
-0.3439269959926605,
-0.05245852842926979,
-0.36962422728538513,
-0.40598607063293457,
-0.04350214824080467,
-0.34234675765037537,
0.24375374615192413,
0.4304793179035187,
-0.4014984667301178,
-0.1271428018808365,
0.0043177530169487,
0.018150703981518745,
-0.5542373061180115,
-0.6551757454872131,
-0.3057954013347626,
0.2649047076702118,
-0.5279801487922668,
-0.07848305255174637,
0.029890205711126328,
0.0015810303157195449,
0.1912687122821808,
0.1649986356496811,
-0.20837649703025818,
0.20608235895633698,
-0.23492290079593658,
-0.5882758498191833,
-1.5327962636947632,
0.6709720492362976,
-0.4139125645160675,
0.2516520321369171,
-0.20855289697647095,
0.44546961784362793,
-0.36801642179489136,
0.3485252261161804,
-0.2852075397968292,
0.48839372396469116,
-0.556094229221344,
-0.23936523497104645,
0.29253339767456055,
0.1885061264038086,
0.4543575346469879,
-0.16991695761680603,
-0.5602511763572693,
-0.05352598428726196,
-0.28188520669937134,
0.2806812524795532,
-0.0719933807849884,
0.19511662423610687,
-0.8556192517280579,
-0.41721946001052856,
0.5981110334396362,
-0.11943089962005615,
-0.09755373001098633,
0.3056882917881012,
-0.27084115147590637,
0.2843647301197052,
0.2689235508441925,
-0.491545170545578,
-0.0037630132865160704,
0.21478863060474396,
-0.07546421140432358,
0.388930082321167,
0.3421197831630707,
-0.22199314832687378,
0.6392045617103577,
0.1544894278049469,
-0.34246882796287537,
0.9473081231117249,
-0.21377868950366974,
-0.13126084208488464,
0.33690163493156433,
-0.3952186405658722,
0.4820600152015686,
0.40843644738197327,
0.4269844591617584,
0.41125360131263733,
0.2565912902355194,
0.05192829668521881,
0.19062131643295288,
0.43451857566833496,
0.021519837900996208,
-0.29696395993232727,
0.3254614770412445,
0.027397410944104195,
0.005267881788313389,
-0.12182561308145523,
-0.45078805088996887,
-0.2985069453716278,
-0.47816479206085205,
0.052720457315444946,
-0.10644024610519409,
0.25995439291000366,
-0.4578626751899719,
-0.00870765745639801,
-0.7133853435516357,
0.08636188507080078,
0.320339173078537,
0.11338577419519424,
-0.39790186285972595,
0.13905227184295654,
0.06776230782270432,
0.6910325884819031,
0.22124716639518738,
0.41620245575904846,
-0.2784143090248108,
0.005102523602545261,
0.8043321967124939,
1.0097965002059937,
-0.22226333618164062,
-0.07224404066801071,
0.2653152644634247,
1.045386791229248,
0.12324684858322144,
-0.010431096889078617,
0.2230347990989685,
-0.44846808910369873,
0.2252955585718155,
0.06356283277273178,
0.09844505786895752,
-0.3468721807003021,
-0.2840772271156311,
-0.7717881798744202,
-0.17207762598991394,
-0.14670094847679138,
-0.059552278369665146,
-0.8012739419937134,
0.09643754363059998,
-0.14012573659420013,
-0.12238006293773651,
0.02411017380654812,
-0.052759360522031784,
0.14347799122333527,
-0.8261179327964783,
-0.2773362696170807,
0.14654843509197235,
0.7332643866539001,
-0.1953466832637787,
-0.3179003596305847,
-0.29654839634895325,
0.26443910598754883,
-0.10019306093454361,
-0.30966848134994507,
-0.8435628414154053,
-0.2630930542945862,
0.20717202126979828,
-0.7303173542022705,
0.07938413321971893,
0.6779059767723083,
0.23502367734909058,
0.3261629045009613,
-0.32314589619636536,
-0.09507428854703903,
0.04433508962392807,
-0.3346198797225952,
0.4265262484550476,
0.8074185252189636,
0.12355752289295197,
0.48809751868247986,
0.33987748622894287,
0.2916356027126312,
-0.7340026497840881,
0.10790378600358963,
-0.23222100734710693,
-0.5129389762878418,
0.06525830924510956,
-0.006601018365472555,
0.717161238193512,
-0.12706813216209412,
-0.2465556412935257,
-0.3964451551437378,
-0.4512772560119629,
-0.07446210831403732,
0.4319351613521576,
-0.5876156687736511,
1.25371253490448,
-0.028466908261179924,
-0.3709675967693329,
1.3476544618606567,
-0.5577029585838318,
0.2804116904735565,
-0.19157038629055023,
-0.07665140926837921,
0.43282562494277954,
-0.3786051571369171,
-0.9173585772514343,
-0.3603679835796356,
0.5883550643920898,
0.0668303519487381,
-0.4032294452190399,
0.19761890172958374,
0.6378281712532043,
-0.4352514445781708,
-0.3024071455001831,
-0.1313941925764084,
0.39126741886138916,
0.8603626489639282,
-0.7750381231307983,
-0.01732732355594635,
0.025632312521338463,
-0.44668513536453247,
0.11975736171007156,
-0.6470974087715149,
0.06554000824689865,
0.40535828471183777,
0.04770514369010925,
0.9909899830818176,
0.6005401015281677,
0.2714119553565979,
1.2266652584075928,
-0.7674719095230103,
0.3010445237159729,
-0.21351994574069977,
0.5221729874610901,
-0.8741452693939209,
-0.7385300397872925,
-0.09571971744298935,
0.06732676923274994,
-0.09144702553749084,
0.3430560529232025,
0.05821172147989273,
0.1530410498380661,
-0.2010410875082016,
-0.3108193576335907,
0.277004212141037,
0.37975528836250305,
-0.24123704433441162,
-0.1363927125930786,
0.1549370288848877,
-0.4988287091255188,
-0.177079439163208,
-0.002563314978033304,
0.6606820821762085,
-0.14834663271903992,
-0.762211799621582,
0.5732247829437256,
-0.30489733815193176,
0.02123044990003109,
-0.15731042623519897,
0.062279507517814636,
-0.24946610629558563,
-0.027954500168561935,
0.12962022423744202,
-0.16237007081508636,
-0.08681861311197281,
-0.09916584193706512,
-0.27349650859832764,
-0.34801435470581055,
-0.27817368507385254,
0.4651376008987427,
0.4494103491306305,
0.6276913285255432,
0.18379604816436768,
-0.35167384147644043,
0.6343512535095215,
-0.6353262066841125,
-0.7106999158859253,
0.07477724552154541,
0.4179382920265198,
-0.5762676000595093,
-0.3720361292362213,
-0.05496229976415634,
0.41797056794166565,
0.4214513897895813,
-0.3582025468349457,
-0.7964159846305847,
-0.3419220745563507,
0.09616757184267044,
-0.4395594298839569,
-0.5914791226387024,
0.06334596872329712,
-0.21872995793819427,
0.36116233468055725,
-0.11839504539966583,
-0.1888883113861084,
0.16117021441459656,
0.2596852779388428,
0.0030003117863088846,
0.020310204476118088,
0.4354332685470581,
-0.551486074924469,
-0.26633861660957336,
0.1933785080909729,
-0.37033727765083313,
-0.5157198309898376,
-0.5672174096107483,
0.09472891688346863,
-0.16625162959098816,
0.17227798700332642,
-5.839207172393799,
-0.24259893596172333,
-0.5552637577056885,
0.10711604356765747,
-0.5268405079841614,
-0.15248842537403107,
0.7097715735435486,
-0.27584412693977356,
0.35961198806762695,
0.011881165206432343,
0.015473379753530025,
0.5129947662353516,
0.3735540509223938,
0.35303598642349243,
-0.11240383237600327,
-0.09781302511692047,
0.3751208782196045,
-0.0568164698779583,
-0.1320863664150238,
0.7281606197357178,
0.24279248714447021,
0.01974027045071125,
-0.10826785862445831,
0.5566481947898865,
-0.014104844070971012,
0.055243562906980515,
-0.39910581707954407,
0.21930764615535736,
0.19460400938987732,
-0.2384708821773529,
0.4205380976200104,
-0.458776593208313,
-0.07033757120370865,
0.2536870539188385,
-0.010373097844421864,
0.5437561869621277,
0.614357054233551,
-0.2707865536212921,
-0.2035369575023651,
-0.2768290340900421,
0.0990414023399353,
0.2904288172721863,
-0.035515181720256805,
-0.09401040524244308,
0.4262217879295349,
-0.4159252941608429,
-0.10798387229442596,
-0.007244700100272894,
-0.09810279309749603,
0.5402295589447021,
-0.1648772805929184,
-0.2606198191642761,
0.09770932793617249,
0.30444157123565674,
0.03720635920763016,
-0.1892368197441101,
0.564731240272522,
-0.0003257750649936497,
-0.018486052751541138,
-0.0376301184296608,
0.1465626209974289,
-0.49669599533081055,
0.12355449795722961,
-0.37600070238113403,
-0.21589143574237823,
0.36522799730300903,
-0.39820635318756104,
-0.9633530974388123,
0.23040653765201569,
0.2555844783782959,
-0.2179223746061325,
0.619979739189148,
0.17533889412879944,
-0.5962719321250916,
0.28255587816238403,
-0.1895444244146347,
0.04047567769885063,
-0.3614070415496826,
-0.31323614716529846,
0.2731730341911316,
-0.27033519744873047,
-0.4209253787994385,
0.005917350761592388,
-0.05018257722258568,
-0.05504491925239563,
-0.5020081996917725,
-0.008498580195009708,
0.15104691684246063,
0.017241207882761955,
0.16247104108333588,
0.8725284337997437,
-0.35622841119766235,
0.13786736130714417,
0.3674103021621704,
0.305452823638916,
0.8189265727996826,
0.6957676410675049,
0.13627804815769196,
0.38397085666656494,
-0.18322548270225525,
0.5135675072669983,
-0.03258462995290756,
-0.05662142112851143,
-0.9102807641029358,
0.10411528497934341,
-0.505958616733551,
-0.04286044090986252,
0.12316808849573135,
0.7580571174621582,
-0.6053972840309143,
-0.26140904426574707,
0.36279532313346863,
-0.26502516865730286,
0.30679795145988464,
0.6845288276672363,
-0.3207276165485382,
0.1791432499885559,
0.06209443509578705,
0.3553307354450226,
-0.3243328630924225,
-0.022373611107468605,
0.29376158118247986,
-0.24079060554504395,
0.36715587973594666,
-0.049713414162397385,
-0.5974071025848389,
0.036594416946172714,
0.7375048398971558,
-0.04229414463043213,
0.11608176678419113,
0.10490763932466507,
0.6102222204208374,
-0.36365896463394165,
0.4078257977962494,
0.3231663405895233,
-0.4375007450580597,
-0.0705638974905014,
-0.15331803262233734,
-0.025891011580824852,
-0.3827502131462097,
0.7535618543624878,
-0.6184661984443665,
0.05336279794573784,
-0.1035052090883255,
0.3851500153541565,
0.17759212851524353,
-0.2823176383972168,
-0.2619676887989044,
0.002520791022107005,
0.18161919713020325,
-0.47395768761634827,
-0.10132071375846863,
-0.18368326127529144,
-0.04613900184631348,
0.2968118190765381,
0.12758205831050873,
0.04343220591545105,
-0.1737830489873886,
0.09628631174564362,
-0.5225197076797485,
0.3234120011329651,
0.44942396879196167,
-0.8529329299926758,
-0.12119889259338379,
0.05020054802298546,
-0.009421668015420437,
-0.6028985381126404,
-0.41050344705581665,
0.09089082479476929,
0.4765702188014984,
-0.5938188433647156,
-0.5155389904975891,
-0.29558879137039185,
-0.4894194006919861,
0.19776345789432526,
-0.1743355691432953,
0.1248815655708313,
0.4962104558944702,
-0.7046504020690918,
-0.05524401739239693,
0.34147873520851135,
-0.5843142867088318,
-0.42402181029319763,
0.5643386244773865,
0.9308348298072815,
0.07208821177482605,
0.16279469430446625,
-0.16762509942054749,
-0.757927417755127,
-0.3339047133922577,
0.38339927792549133,
0.11647803336381912,
0.13926346600055695,
0.09143926203250885,
-0.07687973976135254,
-0.40172678232192993,
0.06266582757234573,
0.2417227327823639,
0.0825197622179985,
-0.1380123645067215,
0.061956197023391724,
0.5832051038742065,
-0.06529071182012558,
0.15461909770965576,
0.29536476731300354,
-0.2654069662094116,
-0.08991962671279907,
0.1850774586200714,
-0.6288312077522278,
-0.0674084722995758,
0.07295683771371841,
0.06317351013422012,
0.07892893999814987,
-0.021205639466643333,
-0.2698828876018524,
0.04648418352007866,
0.47836464643478394,
0.00870521366596222,
-0.004936220124363899,
0.07349834591150284,
0.08110026270151138,
-0.2649088501930237,
-0.03680729120969772,
0.19240590929985046,
-0.15164431929588318,
-0.18184007704257965,
0.32231763005256653,
-0.6493849754333496,
0.08903251588344574,
0.6434561610221863,
0.09361480176448822,
-0.025957155972719193,
0.02913222461938858,
0.3481351435184479,
-0.09752672910690308,
-0.20720577239990234,
0.05670507997274399,
0.6278640627861023,
-0.04916657507419586,
-0.1151176169514656,
0.48340728878974915,
0.13345184922218323,
-0.23968468606472015,
0.22390146553516388,
-0.08956819772720337,
0.1927497535943985,
0.3574312627315521,
-0.4360033869743347,
-0.8299928903579712,
0.26167458295822144,
-0.07427606731653214,
-0.07769893854856491,
-0.19641093909740448,
-0.02595091052353382,
0.3183571696281433,
0.06428185105323792,
0.07154828310012817,
-0.48392510414123535,
0.018618693575263023,
0.5226832628250122,
-0.26080504059791565,
-0.7778741121292114,
-0.240499809384346,
-0.4853854775428772,
0.28672710061073303,
0.001745387795381248,
-0.4238797128200531,
-0.674504280090332,
0.5650163888931274,
-0.34830713272094727,
-0.12743370234966278,
-0.13209672272205353,
0.6904914975166321,
0.9264239072799683,
0.029627498239278793,
0.012854424305260181,
-0.3461982011795044,
0.029353294521570206,
-0.6471631526947021,
0.2077489048242569,
0.24404533207416534,
-0.3085607886314392,
0.2761555314064026,
-0.6310518980026245,
0.018020303919911385,
0.0222198273986578,
0.7653579115867615,
-0.09367229789495468,
-0.014302060939371586,
-0.5072472095489502,
-0.19564926624298096,
0.23436768352985382,
-0.004661817103624344,
-0.07680206000804901,
0.01597963459789753,
-0.2735026478767395,
0.11925686150789261,
0.762401282787323,
-0.3165740370750427,
-0.538309633731842,
-0.15479162335395813,
0.5021929144859314,
-0.0449812188744545,
-0.9896889328956604,
0.7707218527793884,
0.1753600388765335,
0.125848650932312,
0.2692197561264038,
-0.008974561467766762,
-0.057103872299194336,
0.002292250283062458,
0.25644320249557495,
-0.18161296844482422,
0.7729690670967102,
-0.32712772488594055,
0.23004771769046783,
0.4083917438983917,
-0.15620407462120056,
0.8929495215415955,
0.07034604996442795,
-0.10295101255178452,
0.20526741445064545,
0.5566691756248474,
-0.29598361253738403,
-0.5760430097579956,
0.7434054613113403,
-0.2365235835313797,
0.5323123931884766,
0.3176465630531311,
-0.15105868875980377,
0.509096086025238,
0.31989890336990356,
-0.3362307548522949,
0.3857649564743042,
-0.024775076657533646,
-0.07528688758611679,
0.49529942870140076,
-0.7895217537879944,
0.08278346806764603,
-0.04095495492219925,
1.004502773284912,
0.40657201409339905,
-0.3458276093006134,
0.24099062383174896,
-0.43101608753204346,
0.7261757850646973,
0.3170951008796692,
0.11102280765771866,
-0.5633671879768372,
0.31175127625465393,
0.1446201354265213,
-0.20942506194114685,
0.2630414366722107,
0.6612823605537415,
0.25366246700286865,
-0.5230677723884583,
0.002641815459355712,
-0.2233358770608902,
-0.5668144226074219,
0.24394623935222626,
0.1526816040277481,
0.6951958537101746,
0.2744655907154083,
0.02753414586186409,
-0.6113898158073425,
0.03400188311934471,
0.7403409481048584,
-0.011065606959164143,
0.11263412237167358,
-0.21244975924491882,
-0.49762845039367676,
0.37985873222351074,
-0.18194866180419922,
0.2757091224193573,
0.4341484606266022,
-0.7003538608551025,
0.670254647731781,
0.13072733581066132,
-0.34855303168296814,
0.04395018890500069,
-0.21597039699554443,
0.04244286194443703,
-0.39593276381492615,
-0.7729261517524719,
0.19132980704307556,
0.024595623835921288,
-0.11862795799970627,
0.37192919850349426,
0.2392420619726181,
0.059687964618206024,
-0.2770952582359314,
-0.5159732103347778,
-0.05364372208714485,
0.27542799711227417,
0.10839933902025223,
-0.19468753039836884,
0.021058449521660805,
0.8472286462783813,
-0.15952003002166748,
-0.07977620512247086,
-0.25245216488838196,
0.7089225053787231,
-0.0051882825791835785,
0.28704267740249634,
-1.2088905572891235,
0.3542262613773346,
-0.4429927170276642,
0.042062219232320786,
-0.8169508576393127,
0.11517073959112167,
0.7331355214118958,
-0.08735354244709015,
-0.14055368304252625,
-0.6346500515937805,
-0.5913307666778564,
-0.3458976447582245,
0.08917791396379471,
-0.11540872603654861,
0.2065289467573166,
-0.3089650571346283,
-0.13606703281402588,
-0.036009300500154495,
0.5908874869346619,
0.08135533332824707,
-0.13246938586235046,
-0.02087855525314808,
0.1464596837759018,
0.43278592824935913,
-0.2142651230096817,
0.3079414963722229,
-0.19927330315113068,
0.22806182503700256,
-0.6124501824378967,
0.6563934683799744,
0.0298885740339756,
-0.4477226436138153,
-0.2657823860645294,
-0.10240089148283005,
0.15204589068889618,
-0.480999231338501,
0.31405383348464966,
-0.01054833922535181,
-0.05699729919433594,
-0.06557867676019669,
-0.2876335084438324,
0.310348778963089,
-0.5251032114028931,
-0.3668399751186371,
-0.2043258547782898,
0.43694350123405457,
-0.10446108877658844,
-0.106863833963871,
-0.1044418215751648,
0.19634176790714264,
-0.5598441362380981,
0.10347502678632736,
0.1137923151254654,
-0.5586803555488586,
-0.1887701451778412,
-0.3176848888397217
] |
In the current study, the development and initial validation of the Suitability for Short-Term Cognitive Therapy (SSCT) interview procedure is reported. The SSCT is an interview and rating procedure designed to evaluate the potential appropriateness of patients for short-term cognitive therapy with an interpersonal focus. It consists of a 1-hour, semistructured interview, focused on eliciting information from the patient relevant to nine selection criteria. The procedures involved in the development of this scale are described in detail, and preliminary evidence suggesting that the selection criteria can be rated reliably is presented. In addition, data indicating that scores on the SSCT scale predict the outcome of short-term cognitive therapy on multiple dependent measures, including both therapist and patient perspectives, are reported. It is concluded that the SSCT is a potentially useful scale for identifying patients who may be suitable, or unsuitable, for the type of short-term cognitive therapy administered in the present study.
|
[
0.008197903633117676,
-0.0009464388713240623,
-0.008926576003432274,
0.020891275256872177,
0.017081083729863167,
-0.00668974407017231,
0.010926105082035065,
-0.014715893194079399,
-0.012040145695209503,
0.02158648893237114,
-0.02307378500699997,
0.0009350194595754147,
-0.011250716634094715,
0.014699563384056091,
0.0020083580166101456,
0.00043786410242319107,
-0.01638002321124077,
0.002129359869286418,
0.006232431624084711,
0.02090001478791237,
-0.017895424738526344,
0.00970991887152195,
0.009253855794668198,
-0.0015270388685166836,
-0.015730733051896095,
-0.010886849835515022,
-0.020953260362148285,
-0.0004812467668671161,
0.011800074018537998,
-0.033459559082984924,
-0.02448275126516819,
0.012349921278655529,
0.008873214945197105,
-0.010567573830485344,
0.012587159872055054,
-0.039548762142658234,
-0.012336031533777714,
0.009526953101158142,
0.009240834042429924,
-0.0050836908631026745,
-0.018880493938922882,
-0.007078973110765219,
0.005302578676491976,
0.012072204612195492,
-0.006917557679116726,
0.002621714724227786,
-0.009915228933095932,
0.005544544197618961,
-0.0061218151822686195,
0.012168139219284058,
-0.009663313627243042,
0.018393708392977715,
-0.003509141970425844,
-0.035997554659843445,
-0.005642087664455175,
-0.03451094403862953,
0.017985157668590546,
0.0016055542510002851,
0.008190653286874294,
-0.021533988416194916,
0.0022505074739456177,
0.031033100560307503,
0.004132869187742472,
-0.0068875509314239025,
-0.0193319171667099,
-0.06747807562351227,
0.013211130164563656,
0.008139904588460922,
-0.0009846396278589964,
0.005870387889444828,
0.010385977104306221,
0.01571641117334366,
0.03776991739869118,
0.006574967876076698,
0.008897951804101467,
0.004134808667004108,
0.007251872215420008,
0.005775129422545433,
0.01531883142888546,
0.011726096272468567,
0.03470376133918762,
0.009692344814538956,
-0.005011571571230888,
0.012176853604614735,
-0.009554488584399223,
-0.025389093905687332,
0.009593202732503414,
-0.02526010014116764,
0.0012130567338317633,
0.005529554560780525,
0.00502150971442461,
0.005720107816159725,
0.03205076605081558,
0.029756896197795868,
-0.014343258924782276,
0.013797753490507603,
-0.005946112331002951,
-0.03429889678955078,
-0.004870859440416098,
0.007927050814032555,
-0.03329434618353844,
-0.0045128390192985535,
0.01934395730495453,
0.01309152226895094,
-0.014477109536528587,
0.006728196516633034,
0.010154303163290024,
-0.00022852839902043343,
0.005287840962409973,
0.002976663177832961,
-0.01164028700441122,
0.009285178035497665,
0.010568097233772278,
0.005726334173232317,
0.009898336604237556,
-0.03571922332048416,
0.010399471037089825,
0.0027570235542953014,
0.025100283324718475,
-0.025375865399837494,
-0.002731792163103819,
-0.018761496990919113,
0.012965232133865356,
-0.02142532728612423,
0.008400089107453823,
0.02457047998905182,
-0.019551610574126244,
0.013607386499643326,
-0.02513889968395233,
0.0005870262975804508,
-0.008156528696417809,
0.003009323962032795,
0.017618350684642792,
0.006140918005257845,
-0.023185744881629944,
-0.00904169026762247,
-0.0015374692156910896,
0.009903530590236187,
0.013384964317083359,
-0.014125069603323936,
-0.022313319146633148,
0.013600921258330345,
-0.001705899485386908,
0.011173594743013382,
-0.012956506572663784,
-0.012810783460736275,
-0.017065148800611496,
-0.008054748177528381,
-0.004315290600061417,
-0.004305740352720022,
0.016581352800130844,
-0.010086528956890106,
-0.03371412307024002,
-0.017826586961746216,
0.03670509159564972,
0.011259796097874641,
-0.014176402240991592,
-0.0016177066136151552,
-0.007355598267167807,
-0.03499831259250641,
0.0041895341128110886,
-0.009109538048505783,
0.010944574140012264,
0.006621686276048422,
-0.005469273775815964,
0.016607364639639854,
0.010079734027385712,
0.011296795681118965,
-0.026348205283284187,
0.008180636912584305,
-0.009019454941153526,
0.018243446946144104,
-0.004070842172950506,
0.0051194955594837666,
0.017925653606653214,
-0.004082521423697472,
-0.008289171382784843,
0.009933985769748688,
-0.02703523077070713,
0.06732849031686783,
0.018036002293229103,
0.0046921782195568085,
0.023453950881958008,
-0.0015217727050185204,
0.005091533996164799,
-0.010057207196950912,
-0.006668342277407646,
-0.012386281043291092,
0.006532782688736916,
-0.006430276203900576,
-0.0021010637283325195,
-0.00934675708413124,
-0.00840715877711773,
-0.00008883443661034107,
0.020384270697832108,
0.004486404359340668,
-0.003652899991720915,
-0.00574630219489336,
0.0005280713085085154,
-0.033536192029714584,
0.01855677366256714,
0.0015613283030688763,
0.06454625725746155,
0.017360378056764603,
-0.04779950901865959,
0.017809215933084488,
0.01580154150724411,
-0.01767200604081154,
0.010500176809728146,
-0.0031358664855360985,
0.02901829034090042,
-0.008848515339195728,
0.013597146607935429,
-0.013801665976643562,
-0.008110987022519112,
-0.0022610605228692293,
-0.01785471849143505,
0.029495615512132645,
-0.013762561604380608,
-0.011195247992873192,
-0.0034099132753908634,
-0.026198580861091614,
0.034385908395051956,
-0.010394892655313015,
0.027992872521281242,
-0.013537487015128136,
-0.0037194848991930485,
0.010027661919593811,
-0.016205351799726486,
0.0005739529151469469,
0.005098856054246426,
0.003940338268876076,
-0.012123440392315388,
-0.016994059085845947,
-0.0035579572431743145,
0.010243029333651066,
0.009053127840161324,
0.0000366930034942925,
0.015604659914970398,
-0.01583666168153286,
-0.01140119694173336,
-0.017604894936084747,
0.0042783161625266075,
-0.003118635853752494,
0.011683233082294464,
0.013523643836379051,
-0.009464705362915993,
-0.01553440187126398,
0.012094778940081596,
0.0007491358555853367,
0.007351212203502655,
-0.01042090356349945,
-0.010407727211713791,
-0.01142958551645279,
0.012750928290188313,
-0.0015925758052617311,
0.032835494726896286,
0.015321720391511917,
0.02225860022008419,
-0.021704377606511116,
0.023918870836496353,
0.010333998128771782,
-0.007648445200175047,
0.007221583276987076,
0.009421008639037609,
-0.0027281255461275578,
0.010439400561153889,
0.012120256200432777,
0.017788784578442574,
0.01703515648841858,
0.005493783392012119,
-0.015071658417582512,
-0.011129180900752544,
-0.08078472316265106,
-0.003345021279528737,
0.009676146320998669,
-0.0005166060291230679,
0.01604035496711731,
-0.00092171726282686,
-0.014389827847480774,
0.012080198153853416,
-0.007309384644031525,
-0.015091478824615479,
0.005506961606442928,
0.022958828136324883,
-0.015641525387763977,
0.0052895089611411095,
0.013141894713044167,
-0.0020178069826215506,
0.01505598146468401,
0.010421911254525185,
-0.022758152335882187,
0.00437281746417284,
-0.012885668314993382,
-0.01603979989886284,
0.020016483962535858,
0.004628542810678482,
0.004251300357282162,
0.004443923011422157,
0.02264793962240219,
-0.015018684789538383,
0.0011266455985605717,
-0.001063220202922821,
0.009135348722338676,
-0.005948888137936592,
0.007304651662707329,
-0.02327463962137699,
-0.003085979726165533,
0.004081393592059612,
-0.03022753819823265,
-0.007431815378367901,
-0.010341377928853035,
-0.014750526286661625,
0.010332783684134483,
-0.003461970016360283,
-0.025186117738485336,
0.0007831361144781113,
-0.010647738352417946,
0.021860294044017792,
0.008014227263629436,
0.0630178451538086,
0.01779811456799507,
-0.011200664564967155,
0.0006106598302721977,
-0.0040990435518324375,
-0.02966974303126335,
0.005729938391596079,
-0.0183815136551857,
-0.022880416363477707,
-0.012989114038646221,
0.013726623728871346,
-0.011125861667096615,
-0.009840084239840508,
-0.0010748251806944609,
-0.022482503205537796,
0.002822655253112316,
0.026316044852137566,
0.02998528815805912,
-0.016910072416067123,
-0.002867528237402439,
-0.009459450840950012,
-0.008782520890235901,
-0.0044826180674135685,
-0.013993573375046253,
-0.015285266563296318,
-0.017386144027113914,
-0.004969672299921513,
0.007581468205899,
-0.015132293105125427,
-0.015631988644599915,
0.0010612542973831296,
0.012781531549990177,
-0.02654370479285717,
-0.004858674481511116,
0.022990502417087555,
0.0024750055745244026,
-0.0023938508238643408,
-0.020717104896903038,
0.013866866007447243,
0.008740188553929329,
-0.005431713070720434,
0.008589435368776321,
-0.016313649713993073,
-0.02686421573162079,
-0.018776237964630127,
0.029662566259503365,
0.004036554601043463,
0.006680752150714397,
-0.01498983334749937,
0.0028782545123249292,
0.010302282869815826,
0.02813517116010189,
0.011590255424380302,
0.00146873714402318,
-0.0008727224194444716,
-0.023907506838440895,
-0.011323499493300915,
-0.0005543418228626251,
0.013339200988411903,
-0.0027563441544771194,
0.00016482872888445854,
-0.006388736888766289,
-0.00376667408272624,
-0.034089963883161545,
0.009943516924977303,
-0.012828952632844448,
0.05852325260639191,
0.0090566948056221,
0.014068957418203354,
0.003885937388986349,
0.04116876423358917,
0.07230864465236664,
-0.0008143647573888302,
0.008662846870720387,
-0.013312404975295067,
-0.00597115233540535,
-0.007685200311243534,
-0.0025683678686618805,
-0.008062856271862984,
-0.018214598298072815,
-0.013769819401204586,
0.010894721373915672,
0.041728340089321136,
-0.010606177151203156,
0.016972726210951805,
-0.016193851828575134,
-0.011180509813129902,
-0.05297946557402611,
-0.006158436648547649,
-0.021675651893019676,
-0.006086762063205242,
0.01466887816786766,
-0.014985477551817894,
0.003223567269742489,
0.0028406705241650343,
0.0024668409023433924,
-0.01732604205608368,
0.0022407895885407925,
-0.017559509724378586,
-0.019979998469352722,
0.014127673581242561,
-0.0020514419302344322,
-0.01784718967974186,
-0.006877482403069735,
-0.012544926255941391,
-0.006264344789087772,
0.015559731051325798,
0.012416141107678413,
0.013849795795977116,
-0.007082539610564709,
0.016377966850996017,
0.004410144407302141,
-0.016374656930565834,
-0.0030713779851794243,
0.021216845139861107,
0.04046203941106796,
-0.005473596043884754,
-0.009424231946468353,
-0.009674331173300743,
-0.02940084971487522,
0.003099503694102168,
-0.02084081619977951,
-0.009425809606909752,
0.01473116222769022,
0.017075147479772568,
-0.011389261111617088,
-0.009337504394352436,
0.003077408764511347,
-0.005569032859057188,
-0.025061650201678276,
0.004253949970006943,
-0.023975517600774765,
-0.024063151329755783,
-0.014188040047883987,
-0.011584175750613213,
0.0028534894809126854,
-0.018445394933223724,
-0.0019460096955299377,
-0.0001381654292345047,
0.014670271426439285,
0.01524314098060131,
-0.018767762929201126,
-0.015179025940597057,
-0.03622408211231232,
-0.021503884345293045,
-0.010055316612124443,
-0.007570264860987663,
-0.0031061433255672455,
0.015048127621412277,
0.026743683964014053,
-0.003653158899396658,
-0.009599710814654827,
0.0020906170830130577,
-0.040173400193452835,
-0.013221806846559048,
0.019908778369426727,
0.01328759454190731,
-0.0014974731020629406,
-0.07413148880004883,
-0.029153266921639442,
0.00840282253921032,
-0.014345379546284676,
-0.021669264882802963,
0.019235040992498398,
-0.018083440139889717,
0.013505540788173676,
0.01020747795701027,
-0.016527127474546432,
-0.027927331626415253,
-0.02300577238202095,
-0.028035229071974754,
-0.03191922977566719,
0.010282423347234726,
-0.019299786537885666,
-0.010725151747465134,
0.006962551269680262,
-0.011252258904278278,
0.0006919950246810913,
-0.0464303158223629,
0.029474634677171707,
-0.02715206891298294,
0.0058152382262051105,
-0.006664087530225515,
-0.08120593428611755,
-0.0037264840211719275,
-0.028711693361401558,
-0.015214623883366585,
-0.01691768504679203,
-0.030782919377088547,
0.007642521057277918,
0.012041574344038963,
-0.02252214215695858,
-0.015540534630417824,
-0.012661350890994072,
0.017395630478858948,
0.02978474460542202,
-0.012476921081542969,
0.03151475265622139,
-0.00712401419878006,
0.01110110990703106,
0.007277517579495907,
0.04763678461313248,
-0.03753897175192833,
0.012167243286967278,
-0.001056295819580555,
-0.007318181451410055,
0.005354723427444696,
-0.013008709996938705,
-0.015516472980380058,
0.006379450671374798,
0.014368969015777111,
-0.019751235842704773,
-0.03287483751773834,
0.024335624650120735,
0.0016214284114539623,
-0.013061286881566048,
-0.01034427247941494,
0.0016609933227300644,
0.002128422260284424,
-0.020795151591300964,
-0.018049463629722595,
0.007565808016806841,
-0.0052626593969762325,
-0.004309951327741146,
-0.026795929297804832,
-0.01058917585760355,
0.0023589185439050198,
0.029274841770529747,
-0.022847726941108704,
0.004958205856382847,
-0.0038044152315706015,
-0.004721377044916153,
-0.005735228769481182,
0.010110097005963326,
0.017245614901185036,
-0.0015843985602259636,
0.004876598250120878,
-0.016378413885831833,
-0.005306989885866642,
-0.0049850232899188995,
0.013814827427268028,
0.00047730840742588043,
0.004875769838690758,
-0.015591369941830635,
0.006209572311490774,
-0.013125564903020859,
0.07280194759368896,
0.018153343349695206,
0.023056313395500183,
-0.027505889534950256,
0.002604606095701456,
0.0022787025664001703,
-0.013401210308074951,
-0.04169584810733795,
0.035746924579143524,
0.007478079292923212,
0.039766669273376465,
-0.0059365807101130486,
0.018033912405371666,
0.012023703195154667,
-0.0032455800101161003,
-0.012997107580304146,
0.014320068061351776,
0.02744484879076481,
-0.005656886845827103,
0.02289443463087082,
0.020653467625379562,
0.014458563178777695,
-0.007063317112624645,
0.02351110801100731,
0.01952506974339485,
0.005448573734611273,
0.00022098829504102468,
-0.009903592988848686,
0.004959894809871912,
0.020886637270450592,
-0.00514647550880909,
-0.01861731708049774,
0.004069645423442125,
0.029639050364494324,
0.009001091122627258,
-0.0019128865096718073,
-0.006563560105860233,
0.00033411593176424503,
0.0048372503370046616,
-0.01683993637561798,
-0.01224492397159338,
-0.009612989611923695,
0.010310606099665165,
-0.014735587872564793,
0.0158216655254364,
0.002315795747563243,
0.021624762564897537,
-0.03473682701587677,
0.004769394174218178,
0.016504663974046707,
0.02626403607428074,
0.012302365154027939,
-0.0077430144883692265,
0.005123380571603775,
-0.013561148196458817,
-0.007475381717085838,
-0.019926581531763077,
0.0007398370653390884,
0.009748319163918495,
-0.01374414935708046,
-0.017447780817747116,
-0.013690711930394173,
0.011784709990024567,
0.0027052867226302624,
-0.001706414856016636,
0.013695510104298592,
-0.009371903724968433,
-0.0051038991659879684,
-0.009926510974764824,
0.016291333362460136,
-0.011522307991981506,
-0.019227322190999985,
0.009816570207476616,
-0.020865194499492645,
-0.0029267016798257828,
0.01988445594906807,
0.0037352268118411303,
-0.024762636050581932,
0.023988083004951477,
-0.0025211023166775703,
-0.02460111491382122,
-0.0014858203940093517,
-0.062294162809848785,
0.002485156524926424,
0.0010139179648831487,
-0.03256774693727493,
0.00046573858708143234,
0.020898183807730675,
-0.007377114612609148,
0.012331798672676086,
0.01925835572183132,
0.019172606989741325,
0.002477216301485896,
0.005237620323896408,
0.006420355290174484,
0.0331713892519474,
-0.015251943841576576,
-0.000434545218013227,
-0.010985400527715683,
-0.004762852564454079,
0.03992057591676712,
0.033980049192905426,
-0.017749344930052757,
0.017901591956615448,
-0.02186393178999424,
-0.013358077965676785,
0.02790001779794693,
0.04382019117474556,
-0.009248275309801102,
-0.022796984761953354,
0.021299831569194794,
0.01653636060655117,
0.006552092265337706,
0.006059092003852129,
-0.013513050973415375,
-0.0058431304059922695,
-0.008547313511371613,
-0.02176816202700138,
0.004492355510592461,
-0.004792856518179178,
-0.006102836690843105,
0.003538314485922456,
-0.01441503968089819,
0.024452706798911095,
0.004209989216178656,
-0.012507679872214794,
0.0018318603979423642,
-0.002424088539555669,
0.03620525822043419,
-0.00989275798201561,
-0.00022470054682344198,
0.013723243027925491,
0.005355939269065857,
-0.0151705676689744,
-0.0018382812850177288,
0.023319484665989876,
0.0012726053828373551,
0.0009993379935622215,
0.00024558091536164284,
0.03471122682094574,
0.055111706256866455,
-0.015178975649178028,
0.010506938211619854,
0.004142052959650755,
0.007715404964983463,
-0.002410469576716423,
0.010423031635582447,
0.018406039103865623,
0.003998318687081337,
-0.0017016339115798473,
-0.006431013811379671,
0.016483116894960403,
-0.003591564716771245,
-0.009743992239236832,
-0.01632728800177574,
0.036889612674713135,
0.01384677179157734,
0.023156054317951202,
-0.013919210061430931,
0.00776094663888216,
0.01693076640367508,
-0.03238707035779953,
0.019420936703681946,
0.002091697882860899,
0.012874339707195759,
0.05017402768135071,
0.0010068772826343775,
0.0197343360632658,
-0.009936877526342869,
-0.004116586409509182,
0.022448260337114334,
-0.019583571702241898,
-0.02341363951563835,
0.005495958495885134,
0.0047192503698170185,
-0.013248750939965248,
-0.005790064111351967,
0.004033248405903578,
-0.00998211745172739,
0.026189744472503662,
0.013898198492825031,
0.011639158241450787,
0.005005672574043274,
-0.014684434980154037,
0.0012167920358479023,
0.01010246854275465,
-0.007415585219860077,
-0.00874141976237297,
-0.010374737903475761,
0.025783773511648178,
0.027841811999678612,
-0.010494337417185307,
-0.007882513105869293,
0.008803283795714378,
0.04345134273171425,
0.0015940642915666103,
0.010991507209837437,
-0.008026962168514729,
0.0051692184060812,
-0.025584008544683456,
-0.02348126471042633,
-0.02612900733947754
] |
[
-0.004509733524173498,
-0.19632545113563538,
0.4200036823749542,
0.10675272345542908,
0.1463487297296524,
0.4446856677532196,
0.30342036485671997,
-0.30881598591804504,
0.26051390171051025,
-0.45610514283180237,
-0.178420290350914,
0.5802541971206665,
0.3689189851284027,
-0.33895471692085266,
-0.3963731527328491,
0.36514031887054443,
0.823289692401886,
-0.1967259645462036,
-0.09321017563343048,
-0.5642864108085632,
-0.24498069286346436,
-0.1788119226694107,
0.020786920562386513,
-0.20797792077064514,
0.3295552730560303,
0.6209558844566345,
0.3816946744918823,
0.2654382586479187,
-0.010344657115638256,
-0.01748201623558998,
-0.05570012703537941,
0.10244950652122498,
-0.2889060378074646,
-0.5652668476104736,
-0.2400466650724411,
0.38106226921081543,
-0.1734723448753357,
0.06516305357217789,
-0.08886376023292542,
-0.54709792137146,
-0.22736401855945587,
-0.0161422211676836,
-0.3437648415565491,
0.16174250841140747,
-0.49933698773384094,
-0.04385180026292801,
-1.3454616069793701,
-0.21123260259628296,
-0.8460040092468262,
0.2894250154495239,
-0.16944186389446259,
0.5812632441520691,
0.6743102073669434,
-0.05986620858311653,
-0.33504676818847656,
0.16349785029888153,
-0.2596239149570465,
-0.08362189680337906,
0.04212717339396477,
-0.3605048656463623,
-0.09934033453464508,
-0.07638087123632431,
0.2929951548576355,
0.12583790719509125,
0.0664718896150589,
0.015201279893517494,
0.17370715737342834,
-0.2076108306646347,
-0.12690632045269012,
-0.09054376929998398,
0.06389110535383224,
-0.22498206794261932,
-0.24173226952552795,
0.6611703634262085,
-0.3774538040161133,
0.08757869154214859,
-0.018108554184436798,
0.05813693627715111,
-0.08544651418924332,
-0.11448133736848831,
-0.18214790523052216,
0.18377356231212616,
0.6641362309455872,
-0.47269701957702637,
0.519289493560791,
-0.13423441350460052,
0.1096450611948967,
0.5487755537033081,
-0.14628121256828308,
-0.06605764478445053,
0.0010127485729753971,
-0.3107547461986542,
0.3862266540527344,
-0.05191667377948761,
0.526327908039093,
0.17552995681762695,
0.1505211889743805,
-0.15135110914707184,
-0.07474058121442795,
0.16570192575454712,
0.3951806426048279,
0.3362807035446167,
0.12187571078538895,
0.024569032713770866,
-0.1854545623064041,
-0.23913368582725525,
0.01998525857925415,
-1.029922366142273,
-0.5214434266090393,
0.12464465200901031,
-1.1862455606460571,
0.29649531841278076,
0.13370130956172943,
-0.10804682970046997,
-0.43949198722839355,
-0.010760628618299961,
0.11131320893764496,
0.022526327520608902,
-0.4357840418815613,
0.17768371105194092,
0.10756058990955353,
0.6062135696411133,
0.16251741349697113,
-0.13103251159191132,
0.003993995022028685,
0.2662919759750366,
0.7588825821876526,
0.41163522005081177,
-0.4473198652267456,
-0.0018175048753619194,
-0.24684466421604156,
0.008639256469905376,
0.11661498248577118,
0.153372660279274,
-0.38780489563941956,
-0.2642659544944763,
0.14843283593654633,
-0.17206551134586334,
0.0016721755964681506,
0.6240663528442383,
-0.2657724618911743,
-0.5241932272911072,
-0.2767770290374756,
-0.536681592464447,
0.00051726377569139,
-0.7590972185134888,
-0.058018848299980164,
-0.26314038038253784,
-0.4511862099170685,
-0.02873450145125389,
-0.08144030719995499,
0.31191691756248474,
-0.30403968691825867,
-0.5227146148681641,
0.3764839470386505,
0.4358711540699005,
-0.21447190642356873,
-0.20740708708763123,
0.12455879151821136,
-0.30023694038391113,
0.5078981518745422,
0.40640121698379517,
-0.20153841376304626,
-0.05847151204943657,
0.3033018112182617,
0.010353774763643742,
-0.006436618976294994,
-0.12367410212755203,
0.3825410306453705,
0.0951332375407219,
0.09100236743688583,
0.023966779932379723,
0.0926252007484436,
-0.3669532537460327,
-0.4144827425479889,
0.21099913120269775,
0.5316545963287354,
0.4475564658641815,
0.27648770809173584,
-0.2543042302131653,
-0.4636819660663605,
-0.15719960629940033,
0.2134065479040146,
-0.6261158585548401,
0.10256922245025635,
-0.11569780111312866,
0.5110555291175842,
0.006402389146387577,
-0.24436014890670776,
0.2195466309785843,
-0.41958415508270264,
-0.3559900224208832,
0.4565637707710266,
-0.5903728008270264,
1.4026129245758057,
-0.32266107201576233,
0.043564844876527786,
1.2943179607391357,
0.03953487426042557,
-0.07853859663009644,
0.24474777281284332,
-0.16076788306236267,
0.2714056074619293,
0.21161743998527527,
-0.2423970252275467,
-0.30835023522377014,
-0.07773963361978531,
-0.2535030245780945,
-0.581722617149353,
0.15959565341472626,
0.03299347311258316,
-0.5104329586029053,
-0.2640713155269623,
-0.0046340664848685265,
-0.25122934579849243,
-0.02068651281297207,
0.049327973276376724,
0.36736607551574707,
0.1622559279203415,
-0.18673191964626312,
1.3852412700653076,
-0.22975973784923553,
0.20702481269836426,
0.1890486478805542,
-0.403878778219223,
0.18274198472499847,
0.2620444893836975,
0.3550468981266022,
0.8302273154258728,
-0.6025627851486206,
0.036319300532341,
0.08281056582927704,
0.4146937429904938,
-0.31638070940971375,
0.06765128672122955,
0.15591800212860107,
-0.11977113783359528,
-0.36747410893440247,
-0.15773820877075195,
-0.33839866518974304,
0.022354235872626305,
0.23660248517990112,
-0.3948056399822235,
0.1959456503391266,
0.3762784004211426,
0.08522012829780579,
-0.4443303048610687,
0.6320818662643433,
-0.3528628349304199,
0.0753556340932846,
0.10085879266262054,
0.2369263768196106,
-0.05293332412838936,
-0.2164566069841385,
-0.16841301321983337,
0.13441908359527588,
0.25362706184387207,
-0.44692739844322205,
-0.1848602294921875,
-0.07721573859453201,
-0.10524288564920425,
0.14148591458797455,
-0.1403655856847763,
0.25774627923965454,
0.17292465269565582,
-1.0296077728271484,
-0.38707223534584045,
-0.7071809768676758,
0.389394074678421,
1.0253206491470337,
0.5834360718727112,
-0.24194054305553436,
-0.4650106728076935,
0.138734832406044,
-0.46644213795661926,
-0.7660672068595886,
0.36844688653945923,
0.18713006377220154,
-0.24541343748569489,
-0.3650718331336975,
0.03623043745756149,
0.37443527579307556,
0.6543660759925842,
0.3314443528652191,
-0.04965493083000183,
-0.44638511538505554,
-0.09466508030891418,
-0.2746281325817108,
-0.3540821373462677,
-0.11657930910587311,
0.17102286219596863,
0.7078346610069275,
-0.044929906725883484,
-0.24486489593982697,
0.3812287151813507,
0.2191287875175476,
0.30412936210632324,
0.40733709931373596,
0.22292014956474304,
0.0564953051507473,
-0.30450570583343506,
0.22428524494171143,
0.3098044991493225,
0.15833817422389984,
-0.006762518081814051,
-0.26922374963760376,
-0.42972585558891296,
0.01730523258447647,
-6.152212142944336,
-0.21455460786819458,
-0.45216429233551025,
-0.3578329384326935,
0.0783219113945961,
0.21726039052009583,
0.9551416039466858,
-0.26866450905799866,
-0.04394545778632164,
0.08587021380662918,
-0.388255774974823,
0.5152884125709534,
0.1782504916191101,
0.6278371214866638,
0.1566295027732849,
0.3533955514431,
-0.46334224939346313,
-0.22346146404743195,
0.41358301043510437,
0.3364805281162262,
0.30490127205848694,
-0.2651299238204956,
-0.06095153093338013,
0.772422730922699,
0.03818972036242485,
0.5042122006416321,
-0.9618499875068665,
0.24126598238945007,
-0.18626768887043,
0.07867859303951263,
0.21990004181861877,
-0.6011276245117188,
-0.5060619711875916,
-0.07627223432064056,
0.21324437856674194,
0.03610964119434357,
0.35551881790161133,
0.001833443995565176,
0.18305540084838867,
-0.6539769768714905,
-0.0031371116638183594,
0.06299060583114624,
-0.10050544887781143,
-0.36704280972480774,
0.2799645960330963,
0.23207195103168488,
-0.021472422406077385,
0.03232094645500183,
-0.27644556760787964,
0.5042408108711243,
-0.051665764302015305,
-0.04310135170817375,
-0.2494639903306961,
0.2875418961048126,
-0.04024691879749298,
-0.45298826694488525,
0.17920726537704468,
0.39719024300575256,
-0.22794893383979797,
0.21036268770694733,
-0.03237830102443695,
-0.155611053109169,
-0.5978685617446899,
-1.026452660560608,
-0.6198679208755493,
0.37947049736976624,
-0.719584584236145,
-0.28123125433921814,
-0.03073182888329029,
0.15364091098308563,
0.256788969039917,
0.17399083077907562,
0.142009437084198,
-0.6553912162780762,
0.5383888483047485,
-0.6406083703041077,
0.10379000008106232,
0.12643443048000336,
0.00826924480497837,
0.11264987289905548,
-0.43188950419425964,
-0.2178586721420288,
0.24232535064220428,
-0.310624897480011,
0.12869161367416382,
-0.214474156498909,
-0.2761043310165405,
0.18189609050750732,
-0.15071240067481995,
-0.23899078369140625,
0.7266326546669006,
-0.20291933417320251,
0.19742520153522491,
0.4115445017814636,
0.3850809335708618,
0.5092612504959106,
0.3075723350048065,
0.4668809175491333,
0.6983752250671387,
-0.34420347213745117,
0.7206482887268066,
0.21989572048187256,
0.2922494113445282,
-0.7476012110710144,
-0.33019983768463135,
0.07113272696733475,
-0.9109795093536377,
0.268988698720932,
0.9953383207321167,
-0.46949514746665955,
0.19326695799827576,
-0.34355539083480835,
-0.24815039336681366,
-0.42500796914100647,
0.2982403635978699,
0.2848398983478546,
-0.6153844594955444,
0.045092351734638214,
0.28662434220314026,
0.21472755074501038,
-0.15203909575939178,
-0.386667400598526,
-0.28789690136909485,
0.1935744285583496,
-0.3406873345375061,
-0.25013497471809387,
-0.08554550260305405,
0.44058746099472046,
-0.31519997119903564,
0.4003458321094513,
0.3957945704460144,
0.4651525318622589,
-0.39012250304222107,
0.11459244042634964,
0.37384262681007385,
-0.35460230708122253,
-0.34936216473579407,
0.31732112169265747,
0.131470188498497,
-0.0752905085682869,
0.4391973614692688,
0.08748488128185272,
-0.022377388551831245,
0.0402974858880043,
0.19953809678554535,
-0.28518226742744446,
-0.2081713080406189,
-0.19354401528835297,
-0.2841085195541382,
0.24329733848571777,
0.27932384610176086,
-0.19790329039096832,
-0.6124659776687622,
-0.18683505058288574,
-0.17654846608638763,
0.26037725806236267,
0.34790700674057007,
0.1099165752530098,
0.17135551571846008,
-0.15691284835338593,
-0.04601437225937843,
-0.40199390053749084,
-0.9813073873519897,
-0.33368822932243347,
0.01765892095863819,
-0.2970566749572754,
-1.0044660568237305,
-0.054010145366191864,
-0.0444590225815773,
0.2283441573381424,
-0.16314107179641724,
-0.3608567714691162,
0.17082275450229645,
-0.2761678695678711,
0.17684556543827057,
-0.08325225859880447,
-0.20511449873447418,
0.17741438746452332,
-0.02957569994032383,
0.17517545819282532,
-0.08106693625450134,
-0.9696356058120728,
-0.44954630732536316,
0.02391878329217434,
0.6424098610877991,
0.1860717535018921,
0.07389441132545471,
0.07760631293058395,
-0.11104372143745422,
-0.35830244421958923,
0.09096969664096832,
-0.017050206661224365,
0.12653924524784088,
0.24932162463665009,
-0.37574002146720886,
-0.1955212950706482,
0.5013389587402344,
0.03853775933384895,
0.01372481044381857,
-0.17088541388511658,
0.4025996923446655,
0.08939879387617111,
-0.36598923802375793,
0.3028477430343628,
0.613960862159729,
-0.5992888808250427,
-0.10926157236099243,
-0.15395881235599518,
-0.3725426495075226,
-0.20746643841266632,
-0.43423527479171753,
-0.31381523609161377,
-0.29256635904312134,
0.04244203120470047,
-0.7510755062103271,
-0.054723914712667465,
-0.17391322553157806,
-0.7141380310058594,
-0.314724326133728,
0.5925712585449219,
0.32496607303619385,
0.18011222779750824,
-0.15916094183921814,
-0.13115370273590088,
-0.5884062647819519,
-0.1738179326057434,
0.6216992139816284,
-0.7612576484680176,
-0.14935994148254395,
-0.2188786119222641,
-0.18810759484767914,
0.16913191974163055,
0.039680615067481995,
-0.001615765504539013,
-0.20701102912425995,
-0.507179319858551,
-0.831598162651062,
0.16651269793510437,
0.2935780882835388,
0.22867727279663086,
-0.15722011029720306,
0.3482421636581421,
-0.05823669955134392,
-0.20995159447193146,
-0.02463347837328911,
0.32431095838546753,
0.6160620450973511,
-0.5900864005088806,
-0.35045841336250305,
0.29207900166511536,
0.656657338142395,
-0.0629497542977333,
-0.042212147265672684,
0.22082366049289703,
0.6855348348617554,
0.11738435178995132,
-0.10127152502536774,
-0.47969627380371094,
-0.35479065775871277,
0.24522042274475098,
0.2066735476255417,
-0.19615447521209717,
0.015724221244454384,
-0.2501659691333771,
0.40765056014060974,
0.0585322342813015,
-0.004202307667583227,
-0.22428083419799805,
0.4333451986312866,
-0.43031126260757446,
0.1553495228290558,
0.2815910577774048,
0.1197797954082489,
0.2676319181919098,
0.3537682592868805,
0.04271663725376129,
0.03153804689645767,
0.13778692483901978,
0.10837344825267792,
0.4404509961605072,
0.13554950058460236,
0.09919928014278412,
0.009072146378457546,
0.13468146324157715,
0.033302269876003265,
-0.5923195481300354,
0.39545583724975586,
-0.04305022954940796,
-0.044501278549432755,
-0.1119818463921547,
-0.12980663776397705,
0.20303875207901,
-0.6311835050582886,
0.35629117488861084,
-0.44545140862464905,
-0.0010468527907505631,
0.3094507157802582,
0.11344529688358307,
-0.0967663824558258,
0.27402210235595703,
-0.13879217207431793,
0.5966513156890869,
0.5697581768035889,
-0.7125524282455444,
-0.06874142587184906,
0.603538453578949,
0.3193213641643524,
-0.4981737434864044,
-0.2291310578584671,
-0.0964917540550232,
0.4054849147796631,
-0.17753060162067413,
0.13959628343582153,
0.5590194463729858,
-0.3006661832332611,
-0.15527984499931335,
-0.4207581579685211,
-0.2304755300283432,
0.4743030369281769,
0.5501158833503723,
-0.05178447440266609,
0.578109860420227,
0.8887366652488708,
-0.04985623061656952,
-0.3761572539806366,
0.4372866451740265,
-0.02174445614218712,
0.10721684992313385,
0.20412354171276093,
0.380291223526001,
0.4799073338508606,
0.5068774223327637,
0.00841043796390295,
0.3603138029575348,
-0.06382670998573303,
0.1370551884174347,
0.23279346525669098,
-0.033875443041324615,
-0.16634979844093323,
0.09190227836370468,
0.28597021102905273,
0.1992713361978531,
-0.2739049196243286,
-0.001341929310001433,
0.08238489180803299,
0.2877490222454071,
0.30253684520721436,
0.36571204662323,
0.03204118087887764,
0.6353869438171387,
-0.04947841539978981,
0.15685857832431793,
-0.11246190220117569,
-0.019367504864931107,
-0.2083062380552292,
0.014168591238558292,
0.510396420955658,
-0.17349772155284882,
-0.2912883758544922,
0.31294143199920654,
0.13626155257225037,
0.4663617014884949,
-0.3178282678127289,
0.1854538470506668,
-0.1759248673915863,
0.16343368589878082,
0.8805070519447327,
-0.0019064161460846663,
0.3431670665740967,
0.3925088346004486,
-0.28227683901786804,
0.6410952210426331,
-0.2870965003967285,
0.16750435531139374,
0.04424147307872772,
-0.7036814093589783,
0.28474095463752747,
0.01853860914707184,
0.35322755575180054,
0.3429025411605835,
0.18612687289714813,
0.01449413038790226,
-0.24948258697986603,
-0.4841703772544861,
0.14052650332450867,
-0.22047291696071625,
-0.014237658120691776,
-0.00205644010566175,
-0.029054822400212288,
0.16964629292488098,
-0.20620079338550568,
-0.6844263076782227,
-0.009597021155059338,
0.17560787498950958,
0.12183565646409988,
0.23021452128887177,
-0.1818067878484726,
0.33292585611343384,
0.5499796867370605,
0.05678931251168251,
-0.3481425940990448,
0.0379432812333107,
0.14765825867652893,
0.1386355459690094,
-0.024343742057681084,
0.5849278569221497,
-0.47232353687286377,
-0.1846669763326645,
-0.47414159774780273,
-0.4093620777130127,
0.6715081930160522,
0.5886784195899963,
-0.15402403473854065,
0.1486620306968689,
0.2336893379688263,
0.43885594606399536,
-0.12945875525474548,
-0.19829632341861725,
0.2044740617275238,
-0.19586965441703796,
-0.14844253659248352,
-0.1522940695285797,
0.3777804672718048,
0.3607519865036011,
-0.5293713808059692,
-0.052109699696302414,
0.26252394914627075,
-0.2353755533695221,
-0.22143962979316711,
0.44618159532546997,
0.0795128121972084,
-0.14785927534103394,
0.0852608010172844,
0.43700143694877625,
-0.6942511796951294,
-0.26996901631355286,
-0.060698896646499634,
0.10732940584421158,
0.34120404720306396,
-0.3449874520301819,
-0.20772774517536163,
-0.43384307622909546,
-0.45277535915374756,
0.6720607280731201,
0.015355924144387245,
0.42059966921806335,
-0.21849195659160614,
-0.3010873794555664,
-0.8386391401290894,
0.17671191692352295,
-0.08280683308839798,
-0.4998233914375305,
-0.12481551617383957,
-0.582792341709137,
-0.5715644359588623,
0.1892595887184143,
0.13047848641872406,
-0.23486217856407166,
-0.3239496350288391,
-0.12493810057640076
] |
A major ambition of artificial intelligence lies in translating patient data to successful therapies. Machine learning models face particular challenges in biomedicine, however, including handling of extreme data heterogeneity and lack of mechanistic insight into predictions. Here, we argue for "visible" approaches that guide model structure with experimental biology.
|
[
0.014075899496674538,
0.015898078680038452,
-0.013034422881901264,
0.0055696070194244385,
-0.03140494227409363,
-0.004998581018298864,
0.011693522334098816,
0.015012115240097046,
-0.016675960272550583,
0.004028663970530033,
-0.025324510410428047,
0.012294653803110123,
-0.018426228314638138,
0.03012266382575035,
0.017103195190429688,
0.005510526709258556,
0.0014406372793018818,
-0.011773764155805111,
0.007862558588385582,
-0.04079362750053406,
0.0001308615319430828,
0.01138794980943203,
0.011258196085691452,
0.028732825070619583,
-0.005073683336377144,
0.04504747688770294,
-0.0059935422614216805,
-0.0021420354023575783,
0.0022660314571112394,
-0.019623199477791786,
-0.0022668400779366493,
-0.0016104420647025108,
0.041327111423015594,
-0.0008357437327504158,
0.0018199183978140354,
-0.01375115942209959,
0.002629672409966588,
0.027197200804948807,
-0.0020455035846680403,
-0.003550047054886818,
0.03834431618452072,
0.0024833320640027523,
-0.0005903303972445428,
-0.009719228371977806,
-0.010168187320232391,
0.027939606457948685,
-0.003895395901054144,
0.007259957492351532,
-0.020078400149941444,
0.012758111581206322,
-0.01258748210966587,
-0.03279940038919449,
0.005029019899666309,
0.01054937019944191,
-0.0070689646527171135,
-0.005976933054625988,
0.02044442482292652,
-0.00907568447291851,
-0.023670801892876625,
-0.00014893128536641598,
0.02981800213456154,
0.011918943375349045,
-0.0124750304967165,
-0.027721524238586426,
-0.05405580624938011,
-0.06657436490058899,
0.006464200560003519,
0.02483357861638069,
0.014878533780574799,
0.040781207382678986,
-0.0235397070646286,
0.007120107766240835,
0.008460174314677715,
0.01894545927643776,
-0.006482553202658892,
0.013574028387665749,
0.004864376503974199,
-0.0051032076589763165,
-0.006504031829535961,
0.014690356329083443,
-0.02955673821270466,
0.03081180900335312,
0.02532278746366501,
0.03386934846639633,
-0.009084092453122139,
0.016292797401547432,
-0.011653540655970573,
-0.007955079898238182,
0.02188204601407051,
0.017443068325519562,
0.004438008181750774,
0.016500994563102722,
-0.022065138444304466,
-0.019501609727740288,
-0.023289060220122337,
0.00665274728089571,
0.013967322185635567,
0.03473491966724396,
0.014386599883437157,
0.01905306801199913,
-0.004631301388144493,
0.02308693155646324,
0.02947298437356949,
0.028221625834703445,
-0.021239034831523895,
0.00921636912971735,
0.0032822750508785248,
-0.0012034433893859386,
-0.023115364834666252,
0.008097578771412373,
0.0073977201245725155,
-0.02571023628115654,
-0.030452556908130646,
0.04383082687854767,
0.006263628136366606,
-0.022466842085123062,
0.02329016476869583,
-0.003994499333202839,
0.00844326801598072,
-0.014430016279220581,
-0.03259493410587311,
-0.0030977814458310604,
0.0016331258229911327,
-0.0006723897531628609,
0.008151283487677574,
-0.0104603823274374,
-0.011384324170649052,
-0.044886164367198944,
0.0008962008869275451,
0.035269226878881454,
-0.01117986161261797,
0.016848482191562653,
-0.018158987164497375,
0.014161484315991402,
-0.006235969252884388,
-0.008137952536344528,
-0.016659801825881004,
-0.011130186729133129,
0.01352008618414402,
-0.03367431461811066,
0.02431596629321575,
0.012193542905151844,
-0.005010792054235935,
0.01575392298400402,
0.04603898525238037,
-0.013139106333255768,
-0.01865808293223381,
0.004113765899091959,
-0.0023097649682313204,
-0.008584322407841682,
-0.018489379435777664,
-0.008041955530643463,
-0.02712404914200306,
-0.009284773841500282,
-0.00027351221069693565,
-0.011103235185146332,
0.00464053638279438,
-0.012421577237546444,
-0.018167980015277863,
-0.015715032815933228,
0.015341293066740036,
-0.06223227456212044,
-0.003622744232416153,
0.011561406776309013,
0.007879926823079586,
0.00604845630005002,
0.013534683734178543,
-0.015339216217398643,
-0.006029924377799034,
-0.0012295416090637445,
-0.015865178778767586,
0.004712279420346022,
-0.012986711226403713,
0.009483124129474163,
-0.04308698698878288,
0.005172173958271742,
0.0043442146852612495,
0.006986541207879782,
-0.004254169762134552,
0.06661363691091537,
0.022666867822408676,
-0.029143868014216423,
0.018536195158958435,
0.033156946301460266,
0.027010994032025337,
-0.019062943756580353,
0.02649088390171528,
-0.020334523171186447,
-0.0037442948669195175,
0.030224302783608437,
-0.014643000438809395,
0.005591902881860733,
0.03320152685046196,
-0.008650373667478561,
-0.027235735207796097,
0.003771902760490775,
0.005677747540175915,
-0.012978306971490383,
0.022024741396307945,
-0.012937604449689388,
-0.016448063775897026,
0.012706898152828217,
0.038653671741485596,
-0.001316274981945753,
-0.019657399505376816,
0.014175647869706154,
0.0660741999745369,
-0.0007724789902567863,
-0.012692837044596672,
0.010890455916523933,
0.0226764976978302,
0.0173390693962574,
-0.026334214955568314,
-0.0038045975379645824,
-0.011692224070429802,
0.014915763400495052,
-0.009261196479201317,
0.029577242210507393,
-0.010987356305122375,
-0.01774613745510578,
0.008822157979011536,
-0.012593008577823639,
-0.0009021535515785217,
0.023999035358428955,
0.007367418147623539,
0.025016631931066513,
0.0035338918678462505,
0.016890909522771835,
0.015823204070329666,
-0.008082840591669083,
-0.02172078564763069,
-0.04005648195743561,
-0.00839545950293541,
-0.023994941264390945,
0.012674150988459587,
0.020049214363098145,
0.010649251751601696,
-0.034171365201473236,
0.014443276450037956,
-0.009422358125448227,
0.0019137028139084578,
-0.02572716400027275,
0.024136561900377274,
0.0013438649475574493,
0.02257508412003517,
-0.02073526754975319,
-0.05087071657180786,
0.009196453727781773,
0.01456056535243988,
-0.022742347791790962,
0.003375479020178318,
-0.010816378518939018,
0.02483273297548294,
-0.024368345737457275,
-0.012505723163485527,
0.008870643563568592,
0.028722230345010757,
-0.007326491177082062,
0.025693025439977646,
0.016252659261226654,
0.0022400114685297012,
0.00037070788675919175,
0.010681594721972942,
-0.005428350530564785,
0.02021368406713009,
0.020045924931764603,
0.021075565367937088,
-0.004575375001877546,
-0.002053697593510151,
-0.0050995913334190845,
0.0001079547218978405,
-0.0016737815458327532,
0.008469776250422001,
-0.08215919882059097,
-0.009414805099368095,
-0.0002110847271978855,
0.01266200840473175,
0.01597665064036846,
-0.009188753552734852,
0.011118022724986076,
0.02768063172698021,
-0.02075035125017166,
0.022874239832162857,
0.003994902595877647,
0.018156634643673897,
-0.011428235098719597,
0.025419563055038452,
-0.0160774365067482,
-0.020296156406402588,
0.007244791369885206,
0.017493095248937607,
0.01694846898317337,
-0.02884666621685028,
0.05061498284339905,
-0.039801519364118576,
-0.007504831999540329,
-0.011904663406312466,
-0.008471007458865643,
0.02819722518324852,
0.0058014653623104095,
-0.011030515655875206,
0.02712632715702057,
0.029864829033613205,
0.01471808273345232,
-0.008964380249381065,
-0.03412845358252525,
-0.012305120006203651,
0.000997086986899376,
0.004482519347220659,
-0.003777031786739826,
0.008551973849534988,
-0.016127359122037888,
0.05693349242210388,
-0.006217562593519688,
0.01952587440609932,
-0.004245774820446968,
-0.008401536382734776,
0.027232252061367035,
0.023429948836565018,
-0.0004114699549973011,
-0.011024830862879753,
0.011134689673781395,
-0.009509607218205929,
0.031244318932294846,
-0.003407219657674432,
-0.01056723389774561,
0.015935469418764114,
-0.018329553306102753,
-0.022983631119132042,
-0.011164024472236633,
0.028502844274044037,
-0.018676377832889557,
-0.01523218397051096,
-0.03067425824701786,
-0.019867071881890297,
-0.0027143224142491817,
0.020249485969543457,
-0.017314504832029343,
-0.015677906572818756,
0.01246553473174572,
0.005175046622753143,
0.026908280327916145,
0.0005855363560840487,
0.026241349056363106,
0.027948003262281418,
0.0011934544891119003,
0.0030490041244775057,
0.016889866441488266,
-0.0066534653306007385,
-0.017942357808351517,
-0.013954948633909225,
0.012590882368385792,
0.04468802362680435,
-0.026722362264990807,
0.017362341284751892,
-0.0030451971106231213,
-0.002554770326241851,
-0.013088695704936981,
-0.011408213526010513,
0.0039571914821863174,
0.015028436668217182,
-0.007987478747963905,
-0.013680195435881615,
0.011183494701981544,
0.04623458534479141,
-0.018503384664654732,
0.0061096251010894775,
0.015714198350906372,
-0.02629590407013893,
0.0021022213622927666,
-0.02607109397649765,
-0.024282153695821762,
0.011342832818627357,
0.0030135270208120346,
0.010414253920316696,
-0.014022694900631905,
-0.012410194613039494,
-0.011703144758939743,
0.01338410284370184,
0.0030174609273672104,
0.00790946651250124,
-0.00010398286394774914,
-0.015627844259142876,
0.0193064883351326,
0.001355635584332049,
-0.012558851391077042,
-0.00641324557363987,
0.0006789641920477152,
0.0024482961744070053,
-0.0008497009985148907,
-0.012895738705992699,
0.07162091135978699,
-0.01110309548676014,
-0.0010198820382356644,
-0.02343735843896866,
0.02426084131002426,
-0.030100345611572266,
-0.008902184665203094,
-0.01199408806860447,
-0.0037973951548337936,
-0.03419189900159836,
0.014490448869764805,
-0.02158697135746479,
-0.021424338221549988,
0.0003654200700111687,
-0.02068466879427433,
-0.008968053385615349,
-0.0038673437666147947,
-0.0074659669771790504,
-0.004381004720926285,
-0.036779507994651794,
0.014146123081445694,
-0.004569126758724451,
-0.00349066243506968,
0.024898560717701912,
-0.0012960834428668022,
-0.04158012941479683,
-0.000897260382771492,
-0.006957686971873045,
0.01982153207063675,
0.0029031208250671625,
-0.02650567889213562,
0.02207573875784874,
-0.0027509527280926704,
-0.001380418660119176,
0.018970463424921036,
0.0032775369472801685,
0.005327881313860416,
-0.004711974877864122,
-0.017754003405570984,
0.0229415874928236,
0.01844526268541813,
-0.008009991608560085,
0.024178728461265564,
0.024220537394285202,
-0.039689213037490845,
0.007743960712105036,
-0.007455322425812483,
-0.0040377359837293625,
-0.024076249450445175,
0.01585576869547367,
-0.008668491616845131,
0.020387889817357063,
0.009976742789149284,
0.017844023182988167,
-0.018033046275377274,
-0.030547523871064186,
0.003841085359454155,
-0.010736247524619102,
0.00019791675731539726,
-0.020074578002095222,
-0.008609162643551826,
0.016665222123265266,
0.04745560884475708,
-0.00009831832721829414,
0.0028900394681841135,
-0.022044572979211807,
-0.011612676084041595,
-0.01326119713485241,
0.023514917120337486,
-0.02460632473230362,
-0.019394075497984886,
0.009656557813286781,
-0.021131131798028946,
0.007637471426278353,
0.001262990990653634,
-0.022624826058745384,
-0.0008901441469788551,
-0.02110603079199791,
0.007759787142276764,
-0.025582710281014442,
0.0030052531510591507,
-0.015437740832567215,
0.02864929288625717,
0.023729311302304268,
-0.023544514551758766,
0.013663660734891891,
-0.020630527287721634,
-0.07322275638580322,
-0.007344303652644157,
0.0018620798364281654,
-0.008981804363429546,
-0.005578821990638971,
0.038261499255895615,
-0.016062762588262558,
-0.021245960146188736,
0.003507617861032486,
-0.006614786572754383,
-0.012313545681536198,
0.013505185022950172,
0.003213748801499605,
0.016085628420114517,
0.01333875022828579,
0.02303217723965645,
-0.01042533852159977,
-0.017662450671195984,
-0.024795416742563248,
0.016091952100396156,
0.00012747664004564285,
-0.008322259411215782,
-0.013276844285428524,
-0.005562985315918922,
-0.0022136687766760588,
-0.08087535202503204,
0.023416023701429367,
-0.03764644265174866,
-0.03777310252189636,
-0.024589061737060547,
-0.026693128049373627,
0.010134905576705933,
-0.010025369934737682,
-0.024544760584831238,
-0.022961098700761795,
0.008529294282197952,
0.0015019257552921772,
-0.0010911982972174883,
0.006431407295167446,
0.016285132616758347,
0.002045013941824436,
0.003966997843235731,
-0.031880781054496765,
0.007985547184944153,
-0.0038944650441408157,
-0.020397711545228958,
0.003941645380109549,
-0.01046139094978571,
0.011934990994632244,
-0.01920538768172264,
-0.03053060546517372,
-0.015378938987851143,
0.0057398416101932526,
-0.00516025023534894,
0.006269967649132013,
0.013216584920883179,
-0.0020155273377895355,
-0.009364237077534199,
-0.022650083526968956,
-0.0357230082154274,
-0.008751384913921356,
0.008223251439630985,
-0.007208249531686306,
-0.00445730471983552,
-0.017254553735256195,
-0.004321507178246975,
0.016431787982583046,
0.010856324806809425,
-0.02031780034303665,
0.004506264813244343,
0.024585403501987457,
0.005984206683933735,
0.003340719500556588,
0.011314518749713898,
0.016785793006420135,
0.009760585613548756,
-0.023575199767947197,
0.042598675936460495,
-0.009051954373717308,
-0.019554153084754944,
0.032853689044713974,
-0.005462314933538437,
-0.012860795482993126,
-0.0060538942925632,
0.01754419319331646,
-0.00013962655793875456,
0.025128019973635674,
0.002389580011367798,
0.07148399949073792,
-0.009476260282099247,
0.012464994564652443,
-0.006157435476779938,
-0.010316357016563416,
-0.0039940811693668365,
0.0018625929951667786,
-0.022625837475061417,
-0.0025932826101779938,
-0.02276933565735817,
-0.0013458863832056522,
-0.01772649958729744,
0.00798811949789524,
0.007030009292066097,
0.03613626956939697,
0.03307807072997093,
-0.02017178386449814,
-0.02385132573544979,
0.022307859733700752,
0.018731700256466866,
0.031501613557338715,
-0.01635650545358658,
-0.03849542513489723,
0.0002884678542613983,
0.03670703247189522,
0.005462555214762688,
-0.028485920280218124,
0.007063004188239574,
-0.007377680856734514,
-0.02414083480834961,
-0.024646300822496414,
0.042230382561683655,
-0.006729103624820709,
0.034845683723688126,
0.012397818267345428,
-0.0296228788793087,
-0.013474334962666035,
-0.011488353833556175,
-0.020089877769351006,
0.007525780238211155,
-0.04605300351977348,
0.0008651064708828926,
-0.0019171249587088823,
-0.0013097207993268967,
0.030242668464779854,
0.019238196313381195,
0.026998983696103096,
-0.0004929080605506897,
0.014913884922862053,
0.00019129272550344467,
0.00948699377477169,
-0.004541043657809496,
-0.00850609876215458,
0.0025306788738816977,
0.01504826545715332,
0.016796592622995377,
-0.0005893334746360779,
0.022000186145305634,
-0.005776527803391218,
-0.03510289639234543,
0.025946661829948425,
-0.011641371995210648,
-0.015690214931964874,
-0.0009686409030109644,
-0.008970694616436958,
-0.015052452683448792,
0.016873406246304512,
-0.01647113636136055,
-0.01004920806735754,
0.015723466873168945,
0.013761005364358425,
0.04676615446805954,
0.0024826470762491226,
0.01041362900286913,
0.024877876043319702,
0.006293843034654856,
0.011542834341526031,
-0.026214076206088066,
0.008656379766762257,
-0.004922998137772083,
-0.005956851877272129,
0.005366967525333166,
0.034613341093063354,
-0.03358139097690582,
-0.008507312275469303,
0.0010078558698296547,
-0.01654364913702011,
0.00868282001465559,
-0.005330775398761034,
0.010406525805592537,
0.014091376215219498,
0.006039734464138746,
-0.0075457533821463585,
0.020634248852729797,
0.0013144088443368673,
0.03579217940568924,
0.0074485894292593,
0.007601081393659115,
-0.010557003319263458,
0.0560358464717865,
-0.004538026638329029,
0.025708576664328575,
0.015857070684432983,
-0.00367928110063076,
-0.026906892657279968,
-0.0032087955623865128,
0.009476345032453537,
-0.0018631042912602425,
0.026467878371477127,
-0.03359830006957054,
0.019619371742010117,
-0.025428403168916702,
-0.018406039103865623,
0.014867637306451797,
0.010357384569942951,
0.029809676110744476,
-0.012644460424780846,
0.005072699394077063,
-0.005020598880946636,
-0.01318319421261549,
-0.033261314034461975,
-0.008555617183446884,
-0.017827756702899933,
0.025384631007909775,
0.021079804748296738,
-0.02034556306898594,
-0.00902587827295065,
0.004859202075749636,
-0.03927953541278839,
0.003996925428509712,
0.019440393894910812,
-0.01495975349098444,
-0.013895832002162933,
0.03300356864929199,
0.017427295446395874,
-0.02638481929898262,
0.019954688847064972,
0.022343710064888,
-0.02371343784034252,
0.002449269872158766,
-0.015383416786789894,
-0.021777823567390442,
-0.00469185458496213,
-0.03408006206154823,
0.00899452157318592,
0.019426248967647552,
0.029712792485952377,
-0.004059065133333206,
0.022520173341035843,
0.017140833660960197,
-0.01655571535229683,
0.01773669756948948,
0.019460536539554596,
-0.00876610167324543,
0.014165466651320457,
0.02523748017847538,
-0.016968604177236557,
0.04069623351097107,
-0.04072635620832443,
0.03131524473428726,
0.006102005019783974,
-0.022091135382652283,
-0.0024342662654817104,
0.01928941160440445,
0.027711117640137672,
0.0377284437417984,
-0.027939271181821823,
-0.013647312298417091,
-0.021530648693442345,
-0.011526606976985931,
-0.011539425700902939,
-0.005903859622776508,
-0.01087895967066288,
0.023223839700222015,
-0.049440138041973114,
-0.017724882811307907,
-0.01595514640212059,
0.024583891034126282,
-0.004897346720099449,
0.009901462122797966,
0.03520059213042259,
-0.030086280778050423,
-0.022176794707775116,
-0.001380009576678276,
-0.035082969814538956,
0.013101531192660332,
-0.010129429399967194,
-0.01734416000545025,
0.02055678702890873,
-0.011541814543306828,
-0.005281668156385422,
-0.03081193007528782,
-0.023646872490644455,
-0.03505350649356842,
-0.003479958511888981,
-0.04747455194592476,
-0.018030116334557533,
0.017230547964572906,
0.00021502375602722168,
0.0010704416781663895,
0.018313109874725342,
-0.04243464022874832
] |
[
0.2228306382894516,
0.07082588970661163,
-0.035379745066165924,
0.28438958525657654,
0.10632878541946411,
0.1830781251192093,
0.24405741691589355,
-0.15587230026721954,
0.16342954337596893,
-0.9899010062217712,
-0.05113853141665459,
0.6802135109901428,
-0.21736465394496918,
0.353187620639801,
-0.21168969571590424,
0.26680615544319153,
0.5564897060394287,
0.24069343507289886,
-0.03343416377902031,
-0.12310607731342316,
-0.6153823733329773,
-0.0007491513388231397,
0.22686907649040222,
0.11879223585128784,
0.25359177589416504,
-0.2760704755783081,
0.35074856877326965,
0.22638708353042603,
-0.23080939054489136,
-0.075612373650074,
-0.04130902886390686,
0.07744354754686356,
-0.6461562514305115,
-0.22123557329177856,
0.11141945421695709,
0.03808493912220001,
-0.288684606552124,
0.18236899375915527,
0.07536060363054276,
-0.23981225490570068,
-0.1546011120080948,
0.21960899233818054,
-0.055926546454429626,
0.07067891210317612,
-0.694211483001709,
-0.6007770895957947,
-1.6985750198364258,
0.38237813115119934,
-0.5189765691757202,
0.2531227469444275,
-0.21755783259868622,
0.17450225353240967,
0.31385451555252075,
0.5793036222457886,
-0.09531596302986145,
0.3043687045574188,
0.07061485946178436,
-0.07256029546260834,
0.12171079963445663,
-0.3232493996620178,
0.2780006527900696,
0.042207274585962296,
-0.29623281955718994,
0.23789215087890625,
-0.20631368458271027,
0.2423124611377716,
0.1757456511259079,
-0.557979166507721,
-0.7212381362915039,
-0.48963385820388794,
0.0023773403372615576,
-0.6093109846115112,
-0.15212655067443848,
0.22080649435520172,
-0.5700456500053406,
-0.4089350998401642,
-0.06665220856666565,
-0.17252688109874725,
0.3749539852142334,
-0.12031914293766022,
0.1071665957570076,
0.40111279487609863,
0.04550056532025337,
-0.20924760401248932,
0.48976656794548035,
0.20878683030605316,
0.023793792352080345,
0.6657695770263672,
-0.49435845017433167,
0.06569462269544601,
0.1388823390007019,
-0.6506690382957458,
0.3441464304924011,
0.26074492931365967,
0.4360475242137909,
0.5850609540939331,
0.46168485283851624,
-0.21122074127197266,
-0.11938780546188354,
0.3032120168209076,
-0.09292807430028915,
-0.29798823595046997,
0.4636188745498657,
-0.1396588236093521,
-0.16995756328105927,
-0.4561367928981781,
-0.019124120473861694,
-0.482467383146286,
-0.6408553719520569,
0.13546226918697357,
-0.8147239685058594,
0.2284451574087143,
-0.15831467509269714,
0.0032481946982443333,
-0.4769767224788666,
-0.0009897630661725998,
-0.021681101992726326,
-0.11187366396188736,
-0.33444494009017944,
0.15443070232868195,
0.03892732039093971,
0.9066754579544067,
-0.2421935796737671,
0.10480063408613205,
0.11948473751544952,
0.00958718080073595,
0.5751868486404419,
0.4304806888103485,
-0.24489723145961761,
0.13162113726139069,
0.15744534134864807,
0.8224324584007263,
-0.3666541874408722,
-0.06568147987127304,
0.18481959402561188,
-0.2018454372882843,
0.6868973970413208,
0.2967374324798584,
0.09255927056074142,
-0.11629003286361694,
-0.46220672130584717,
-0.6961570382118225,
-0.059461452066898346,
0.09371042996644974,
0.5396153330802917,
-0.7320908308029175,
0.0358147993683815,
-0.4099920690059662,
-0.06328524649143219,
-0.05307455733418465,
-0.25776970386505127,
0.37076058983802795,
-0.6486040949821472,
0.12817199528217316,
0.2711610496044159,
0.8488097786903381,
0.022368738427758217,
0.025296419858932495,
0.08826150745153427,
0.057768672704696655,
0.12480546534061432,
0.015111623331904411,
-0.4657045602798462,
-0.5929073691368103,
-0.06094329431653023,
-0.5066574215888977,
0.408864825963974,
0.34820589423179626,
0.14413486421108246,
-0.013134229928255081,
-0.3677416741847992,
-0.5376212000846863,
-0.0049785589799284935,
-0.2064308524131775,
-0.035523414611816406,
0.34716489911079407,
0.2932139039039612,
0.16097450256347656,
0.09164832532405853,
0.16698510944843292,
-0.6599041819572449,
0.5036917328834534,
0.05466524511575699,
-0.6125887632369995,
0.3143008053302765,
-0.14538711309432983,
0.3135710656642914,
-0.23177337646484375,
-0.2035747766494751,
-0.10497093200683594,
-0.23095427453517914,
-0.0859464779496193,
0.363599568605423,
-0.6671790480613708,
1.0180765390396118,
-0.2199186533689499,
-0.45759809017181396,
1.3662514686584473,
-0.4548572599887848,
-0.20791220664978027,
-0.06266085058450699,
-0.038171086460351944,
-0.2270824909210205,
-0.21935661137104034,
-0.36351197957992554,
0.01156188640743494,
0.4840875566005707,
-0.26273030042648315,
-0.3367639183998108,
-0.0014033472398295999,
0.8808691501617432,
-0.3855685889720917,
-0.20008796453475952,
-0.41209495067596436,
0.2682672441005707,
0.017496492713689804,
-0.21901927888393402,
0.06778007745742798,
-0.2869737148284912,
-0.048630133271217346,
0.710223376750946,
-0.43526986241340637,
0.7056892514228821,
0.5788256525993347,
0.4018233120441437,
0.5118489265441895,
0.7089753150939941,
0.3466894328594208,
0.6399029493331909,
-0.4467746913433075,
0.11615940928459167,
0.0984797328710556,
0.25655582547187805,
-0.39769819378852844,
-0.5484253168106079,
0.10401298850774765,
0.15341903269290924,
-0.1078542098402977,
0.1882963627576828,
-0.005648686550557613,
-0.2575494050979614,
0.002747457707300782,
-0.3955562710762024,
0.3756932318210602,
0.15524005889892578,
-0.7275059819221497,
-0.48427408933639526,
0.2608833312988281,
-0.5711000561714172,
-0.11883115023374557,
-0.39318302273750305,
0.41344061493873596,
0.14456696808338165,
-0.13010385632514954,
0.20037619769573212,
-0.22356165945529938,
-0.18951277434825897,
0.11283160746097565,
0.15894019603729248,
0.049720074981451035,
-0.08767008036375046,
0.3839755654335022,
-0.13213735818862915,
0.02168387547135353,
-0.20938816666603088,
-0.13417042791843414,
-0.4894535541534424,
-0.6080560088157654,
0.5331186056137085,
0.6377643942832947,
0.6491566300392151,
-0.03447873890399933,
-0.38893550634384155,
-0.09660245478153229,
-0.2567531168460846,
-0.6667172908782959,
0.1026044562458992,
0.3645140528678894,
-0.490985244512558,
-0.1823427826166153,
0.23352618515491486,
0.7857891321182251,
0.5810737013816833,
-0.46637919545173645,
-0.5272741913795471,
-0.1934293806552887,
0.30888888239860535,
-0.502920925617218,
-0.240338534116745,
0.3705017566680908,
-0.47277921438217163,
0.6238975524902344,
-0.23854279518127441,
-0.5266590714454651,
0.39900195598602295,
0.4667399227619171,
0.06976433098316193,
-0.009817988611757755,
0.10592026263475418,
-0.29491230845451355,
-0.3205675780773163,
0.3711162805557251,
0.2773377597332001,
-0.21323618292808533,
0.009318272583186626,
-0.07942775636911392,
0.14439217746257782,
0.28102609515190125,
-6.196742534637451,
-0.5603731274604797,
-0.1491868942975998,
0.11250125616788864,
-0.19769670069217682,
-0.21844537556171417,
0.6039791107177734,
0.019463736563920975,
0.21008527278900146,
-0.4325605034828186,
0.3654302656650543,
0.29070141911506653,
-0.008995812386274338,
0.48208269476890564,
0.24043989181518555,
0.09287196397781372,
0.25686848163604736,
0.0906565710902214,
0.28453683853149414,
0.3061714172363281,
-0.01662920042872429,
-0.015529079362750053,
0.0161559097468853,
0.7081062197685242,
0.25978848338127136,
-0.22531595826148987,
-1.0929328203201294,
0.25902417302131653,
-0.2705439031124115,
-0.14179162681102753,
0.31366243958473206,
-0.32601988315582275,
-0.062228888273239136,
-0.1951408088207245,
0.42125535011291504,
0.16747383773326874,
0.09072528034448624,
0.13019181787967682,
0.1914534568786621,
-0.3740766942501068,
0.0476737916469574,
0.5963848233222961,
-0.22087810933589935,
0.0881161168217659,
0.0727066695690155,
-0.22907091677188873,
-0.0793721079826355,
0.4175250828266144,
-0.08854655176401138,
0.5239109992980957,
-0.2830270230770111,
0.20238734781742096,
0.31787174940109253,
0.09908442944288254,
0.22420424222946167,
-0.15163247287273407,
0.28673097491264343,
0.10289822518825531,
-0.4854820668697357,
0.02427198924124241,
0.15138743817806244,
-0.6063295006752014,
-0.07160916924476624,
-0.6284095644950867,
-0.1178211197257042,
-0.03790589049458504,
-0.3842397630214691,
-0.9455662965774536,
0.015595613978803158,
0.09607799351215363,
-0.34555545449256897,
0.4389021098613739,
0.4572407305240631,
-0.53072190284729,
0.3443332016468048,
-0.45340803265571594,
0.08180129528045654,
0.043993379920721054,
0.10306046903133392,
-0.0014439705992117524,
-0.41994786262512207,
-0.45107999444007874,
-0.16463199257850647,
-0.11254269629716873,
-0.03538450971245766,
-0.26748892664909363,
-0.031072264537215233,
0.2187507599592209,
-0.4628072679042816,
0.4431873857975006,
0.533715009689331,
-0.23088419437408447,
0.39870983362197876,
0.41994747519493103,
0.5087472796440125,
0.3855786919593811,
0.3729715943336487,
0.0354466550052166,
0.13929229974746704,
-0.18577149510383606,
0.37737247347831726,
-0.08329987525939941,
-0.5056230425834656,
-0.5553134083747864,
0.2895943522453308,
-0.07604874670505524,
-0.36727914214134216,
0.325267493724823,
0.6650015115737915,
-0.8759929537773132,
-0.22505730390548706,
0.31407278776168823,
-0.0986495316028595,
-0.051477182656526566,
0.22825735807418823,
-0.01575770415365696,
-0.027598941698670387,
0.09787478297948837,
0.29522061347961426,
-0.11927362531423569,
0.096597820520401,
0.0799330323934555,
-0.24826286733150482,
0.06814814358949661,
0.54702228307724,
0.10686719417572021,
0.13675883412361145,
0.8876078128814697,
-0.23913885653018951,
-0.04124386981129646,
0.23396502435207367,
0.4513172507286072,
-0.31561893224716187,
0.12179739028215408,
0.2869420051574707,
-0.5031006336212158,
-0.09973011910915375,
0.5319469571113586,
0.03368915617465973,
-0.5898839235305786,
0.8347718715667725,
-0.04914285987615585,
0.17341817915439606,
0.11748140305280685,
0.027064314112067223,
-0.050655752420425415,
-0.25843796133995056,
-0.007529666181653738,
-0.011505373753607273,
0.024718662723898888,
-0.25761789083480835,
0.00394450593739748,
-0.023413462564349174,
-0.04301102086901665,
0.0898650735616684,
0.027493948116898537,
0.1519021838903427,
-0.29720357060432434,
0.09825331717729568,
-0.2649858295917511,
0.30604416131973267,
0.17338620126247406,
-0.8920187950134277,
-0.06923073530197144,
0.11829522252082825,
0.22460320591926575,
-0.32805392146110535,
-0.41077056527137756,
-0.24337612092494965,
0.0358194001019001,
0.03765054792165756,
-0.5076087713241577,
-0.5095010995864868,
-0.5151833295822144,
-0.0669197291135788,
-0.11756554991006851,
0.05985788255929947,
0.3968906104564667,
-0.09383460879325867,
-0.13383404910564423,
0.35199829936027527,
-0.7422966957092285,
-0.12098360061645508,
0.24442806839942932,
0.6237030029296875,
0.03963145613670349,
0.1855027824640274,
-0.15515930950641632,
-0.3428168296813965,
-0.239158496260643,
0.048248160630464554,
0.5315357446670532,
0.5495668649673462,
0.100768081843853,
0.027912085875868797,
0.036717820912599564,
0.1731715053319931,
0.049913935363292694,
0.3078743517398834,
-0.17915739119052887,
0.29898518323898315,
0.5556896924972534,
-0.5829810500144958,
0.32886454463005066,
0.4237990975379944,
-0.2825538218021393,
-0.1291791945695877,
-0.010485021397471428,
-0.07435613125562668,
-0.14873337745666504,
-0.6496691703796387,
-0.11045554280281067,
0.00851359497755766,
-0.07237738370895386,
-0.41117334365844727,
-0.10761062055826187,
0.08924007415771484,
0.04287826269865036,
-0.48552295565605164,
0.2541917860507965,
0.45318225026130676,
-0.23913799226284027,
-0.5311811566352844,
-0.07730963826179504,
-0.049126312136650085,
-0.22929562628269196,
0.14901791512966156,
-0.5260236263275146,
0.07329704612493515,
-0.12765851616859436,
-0.3379218876361847,
0.014448809437453747,
-0.14926493167877197,
0.06715396791696548,
-0.1889859288930893,
-0.19545495510101318,
0.09896103292703629,
0.7575838565826416,
-0.3397482931613922,
-0.3272097706794739,
0.04968063533306122,
0.8029258251190186,
-0.7225677967071533,
-0.15602652728557587,
0.2222745418548584,
0.6450572609901428,
0.2072906792163849,
-0.43705886602401733,
-0.9588775038719177,
-0.3138379752635956,
0.1878955066204071,
-0.013502462767064571,
-0.125241219997406,
0.09008026123046875,
0.32155320048332214,
0.4316500723361969,
-0.28077414631843567,
-0.17327597737312317,
-0.09305170923471451,
0.11843156069517136,
-0.001276963739655912,
-0.8564017415046692,
-0.3466959595680237,
-0.369721919298172,
0.24719467759132385,
-0.0745624303817749,
-0.3447628319263458,
-0.6983449459075928,
0.11829976737499237,
-0.49490755796432495,
0.05779120698571205,
-0.1775531768798828,
0.279045969247818,
0.33122900128364563,
0.09293308854103088,
0.07239600270986557,
-0.4073110818862915,
0.11028415709733963,
-0.22014430165290833,
-0.09658317267894745,
0.30701425671577454,
-0.1472783088684082,
0.13909080624580383,
-0.505625307559967,
0.4693854749202728,
0.005848899949342012,
0.8867082595825195,
-0.08026643842458725,
0.333346962928772,
-0.281281441450119,
-0.2149118185043335,
-0.13392096757888794,
-0.2116236537694931,
-0.0997653603553772,
-0.07760545611381531,
0.018880125135183334,
0.49311867356300354,
0.034429389983415604,
0.2862900197505951,
-0.33348754048347473,
0.0809287279844284,
0.7356522083282471,
0.45090627670288086,
-0.8686779141426086,
0.6323980689048767,
0.3727568984031677,
0.05035112798213959,
0.21010957658290863,
-0.1464213877916336,
0.2257009595632553,
0.1801290214061737,
0.05581944063305855,
0.09332670271396637,
0.7556875944137573,
0.11084657162427902,
0.34620723128318787,
0.15963351726531982,
-0.20539821684360504,
0.7900205850601196,
0.17783740162849426,
-0.3080654442310333,
-0.022571610286831856,
-0.058304451406002045,
-0.3043504059314728,
-0.2026994526386261,
0.2679409384727478,
-0.16425928473472595,
0.05185302719473839,
-0.10695699602365494,
0.4253447353839874,
0.43230125308036804,
0.7113540172576904,
-0.20767883956432343,
0.4393213391304016,
-0.15301194787025452,
0.006792199332267046,
0.4543726444244385,
-0.4127027094364166,
0.061995916068553925,
0.1759907752275467,
0.7800052762031555,
-0.038456305861473083,
-0.209687277674675,
0.19715841114521027,
-0.1363283097743988,
0.513248860836029,
0.41851696372032166,
0.5989386439323425,
-0.7904232144355774,
0.411403089761734,
0.45476362109184265,
-0.14653463661670685,
-0.02037474513053894,
0.4712005853652954,
0.10463004559278488,
-0.6187717318534851,
0.375058114528656,
-0.33220064640045166,
-0.12279222905635834,
0.20843416452407837,
-0.09738250821828842,
0.5532716512680054,
-0.13021546602249146,
-0.2149699479341507,
-0.20480643212795258,
0.3094109296798706,
0.5442231893539429,
-0.02415485866367817,
0.29328474402427673,
-0.13796238601207733,
-0.4029048681259155,
0.218781515955925,
-0.1849033534526825,
0.27368173003196716,
0.046509791165590286,
-0.6132369041442871,
0.35192856192588806,
0.0218541007488966,
-0.014551513828337193,
-0.01664031855762005,
-0.012484532780945301,
0.004814869724214077,
-0.0647832378745079,
-0.5022167563438416,
-0.042254481464624405,
-0.013279372826218605,
-0.30355241894721985,
0.15236788988113403,
-0.20792579650878906,
0.3474908173084259,
-0.4346069097518921,
-0.46948695182800293,
0.08336985856294632,
-0.04780600219964981,
0.0825575664639473,
-0.06355348974466324,
-0.12147489935159683,
0.6434316039085388,
-0.19431063532829285,
0.08181185275316238,
-0.2155318409204483,
0.5951225161552429,
-0.2957485616207123,
0.4448922276496887,
-0.7669124603271484,
0.1895006000995636,
-0.4006035327911377,
0.0016377520514652133,
-0.4381181597709656,
0.018204383552074432,
0.4262242913246155,
0.24206775426864624,
-0.4001898467540741,
0.0042784796096384525,
0.07487355172634125,
0.376547634601593,
-0.1147988960146904,
0.15962228178977966,
0.01260648388415575,
-0.12957394123077393,
0.09033604711294174,
-0.2666512429714203,
0.6648715734481812,
-0.29801487922668457,
-0.1578851044178009,
-0.18052750825881958,
0.2123834788799286,
0.3672506809234619,
-0.16483497619628906,
0.13788029551506042,
-0.11775913834571838,
0.4645192623138428,
-0.4969596266746521,
0.34074223041534424,
-0.35413017868995667,
-0.2902008891105652,
-0.034611329436302185,
0.09579835832118988,
0.008032811805605888,
-0.34384191036224365,
-0.17479364573955536,
-0.21958522498607635,
0.08670451492071152,
0.7392780184745789,
-0.5540955662727356,
0.15089523792266846,
-0.09790968149900436,
-0.41250306367874146,
-0.2283104956150055,
0.43162649869918823,
-0.09267376363277435,
0.10267682373523712,
-0.1398772895336151,
-0.4824991822242737,
-0.49207603931427,
0.20524843037128448,
0.18380852043628693,
-0.4514720141887665,
0.11560219526290894,
0.20527175068855286
] |
SUMMARIST is an attempt to create a robust automated text summarization system, based on the ‘equation’: summarization = topic identification + interpretation + generation. Each of these stages contains several independent modules, many of them trained on large corpora of text. We describe the system’s architecture and provide details of some of its modules.
|
[
-0.009871409274637699,
0.008247760124504566,
-0.0017863557441160083,
0.018838679417967796,
0.004713320638984442,
-0.015773408114910126,
0.008854635991156101,
0.0051040491089224815,
-0.013805191032588482,
0.024680720642209053,
-0.010877607390284538,
0.010894517414271832,
0.0101530272513628,
0.011770379729568958,
0.00024193849822040647,
0.006142781116068363,
0.005540692713111639,
-0.015611779876053333,
0.0055791353806853294,
-0.017153795808553696,
-0.0015548771480098367,
0.026237383484840393,
0.007181576453149319,
-0.01208037231117487,
0.006336104590445757,
0.01765066385269165,
0.015734883025288582,
0.01567268744111061,
0.018321340903639793,
-0.013768364675343037,
-0.015200451016426086,
0.0042882380075752735,
0.0034741361159831285,
-0.018584508448839188,
0.009128863923251629,
0.0023836924228817225,
-0.008132481016218662,
0.005734430160373449,
-0.000008291159247164614,
-0.006031948607414961,
0.001808894332498312,
-0.00331412092782557,
0.004718330688774586,
-0.01607729122042656,
-0.004881957545876503,
0.023425422608852386,
-0.0005009840824641287,
-0.03589613735675812,
-0.00959834735840559,
0.005113368388265371,
-0.02634626440703869,
0.006385296117514372,
0.004550983663648367,
-0.0003460546431597322,
-0.005342557094991207,
-0.027760151773691177,
0.016306400299072266,
0.01254275906831026,
-0.020517725497484207,
-0.002937840297818184,
-0.011574304662644863,
0.023741116747260094,
0.009456311352550983,
-0.012173633091151714,
-0.007845340296626091,
-0.06733604520559311,
0.01174134947359562,
0.014216484501957893,
0.01225474663078785,
-0.0017723774071782827,
-0.007431121077388525,
0.007868648506700993,
-0.022405633702874184,
0.0025935594458132982,
-0.020035769790410995,
-0.003752694232389331,
0.010817558504641056,
-0.017590483650565147,
-0.0016630581812933087,
-0.013078815303742886,
-0.0005354415043257177,
0.006413010414689779,
0.00461208401247859,
-0.005304332822561264,
-0.00995664857327938,
-0.001789464382454753,
0.001148903975263238,
-0.007646472193300724,
-0.015239160507917404,
0.02076169103384018,
-0.0004955385229550302,
0.02138475887477398,
-0.0032230603974312544,
0.010338087566196918,
0.008886241354048252,
-0.03238915279507637,
-0.008870871737599373,
0.004886209033429623,
-0.005223830696195364,
0.0006251835729926825,
-0.01332575548440218,
0.016012007370591164,
0.01321408711373806,
0.007819313555955887,
0.017109235748648643,
0.006125502288341522,
-0.0016749995993450284,
-0.011254281736910343,
-0.011508769355714321,
0.004292301833629608,
-0.01621859520673752,
-0.00418449891731143,
0.0007907251711003482,
0.009930059313774109,
-0.012376257218420506,
-0.00781432818621397,
0.011071433313190937,
-0.014588077552616596,
0.01307753100991249,
-0.008628866635262966,
-0.03718750551342964,
-0.003517041215673089,
0.013321557082235813,
-0.0056839631870388985,
0.011703483760356903,
0.022343624383211136,
0.01415717601776123,
0.014196493662893772,
-0.031292375177145004,
0.01062675379216671,
-0.00732793565839529,
0.01159744244068861,
-0.005396281369030476,
-0.0024438886903226376,
-0.00487908162176609,
-0.010673138312995434,
0.006467904895544052,
0.0014878828078508377,
-0.003846600651741028,
-0.003911125473678112,
-0.019373001530766487,
0.004471787717193365,
0.010108741000294685,
0.01493440568447113,
0.0006485824123956263,
-0.01022167969495058,
-0.029821811243891716,
0.013469886966049671,
-0.01683129370212555,
0.0001930823636939749,
0.010417272336781025,
-0.024912891909480095,
-0.017474841326475143,
-0.005314008332788944,
-0.005296389572322369,
0.0034668701700866222,
-0.008933420293033123,
-0.019158562645316124,
-0.016775179654359818,
-0.022440999746322632,
0.0010213794885203242,
0.018487244844436646,
0.010381232015788555,
0.0051196543499827385,
-0.018887260928750038,
0.0075582279823720455,
0.007360996212810278,
-0.005079867318272591,
-0.0005081208073534071,
-0.0002739815681707114,
-0.0073899212293326855,
0.0029260374139994383,
0.018559664487838745,
0.0032496112398803234,
0.02134375460445881,
-0.0072667780332267284,
-0.006597241386771202,
0.005679694470018148,
-0.020713869482278824,
0.0672001838684082,
0.0015727424761280417,
0.021418575197458267,
0.0018827208550646901,
0.001460818573832512,
0.024417240172624588,
-0.009123488329350948,
0.01578702963888645,
-0.010456874966621399,
0.001548995729535818,
0.00783566664904356,
-0.03533107787370682,
-0.026488708332180977,
-0.013459081761538982,
0.01922871731221676,
0.005096471402794123,
0.004306649323552847,
0.0056610205210745335,
-0.0043418253771960735,
0.020880630239844322,
0.015024811960756779,
0.022964736446738243,
0.011520043015480042,
0.019694466143846512,
0.044392749667167664,
0.022637343034148216,
0.007860378362238407,
0.0008118133409880102,
0.01639261469244957,
0.030713586136698723,
0.023992789909243584,
0.01902582496404648,
0.0010451538255438209,
0.015532533638179302,
-0.026263199746608734,
-0.026319457218050957,
-0.01785416714847088,
-0.008166084997355938,
0.013456051237881184,
0.014080391265451908,
-0.013511125929653645,
-0.01112234778702259,
0.013817276805639267,
0.00996722187846899,
-0.02988753654062748,
0.005089453421533108,
-0.009311838075518608,
0.004776295740157366,
0.013690306805074215,
-0.02251930721104145,
-0.018424220383167267,
0.00948882196098566,
-0.004314123187214136,
-0.007524008397012949,
-0.012011746875941753,
0.028316859155893326,
0.02679317817091942,
0.004643294494599104,
-0.01875942014157772,
0.01495782844722271,
-0.005875695031136274,
-0.010660769417881966,
0.010199756361544132,
0.0013215476647019386,
-0.008100717328488827,
-0.031207207590341568,
0.036565639078617096,
-0.00085799815133214,
-0.011365586891770363,
-0.007604701444506645,
-0.008090307004749775,
0.0016704949084669352,
0.007798853795975447,
-0.006172084715217352,
-0.007945823483169079,
-0.010522686876356602,
-0.027535805478692055,
-0.026997718960046768,
-0.020058590918779373,
0.022345708683133125,
-0.01679781638085842,
-0.002377329394221306,
0.004111811984330416,
0.021289285272359848,
0.013882693834602833,
0.004362101200968027,
-0.024041490629315376,
-0.003558129770681262,
-0.005667753983289003,
0.015059961937367916,
-0.0016545347170904279,
0.0027227546088397503,
-0.01349713560193777,
0.0027470712084323168,
-0.08195476979017258,
-0.006809571757912636,
-0.006809392012655735,
0.004605964757502079,
0.011623759754002094,
-0.01085434015840292,
-0.01756066456437111,
0.008112959563732147,
-0.019276084378361702,
0.053388386964797974,
-0.0073290541768074036,
0.01810094714164734,
-0.02673216722905636,
-0.00532292015850544,
-0.00849615316838026,
-0.005491440650075674,
0.012609950266778469,
0.0056151654571294785,
-0.007375939749181271,
0.012669638730585575,
-0.004885449074208736,
-0.030454207211732864,
0.024850554764270782,
-0.01956740766763687,
-0.01811092719435692,
0.011325649917125702,
0.019493550062179565,
-0.010541588999330997,
-0.008328278549015522,
0.007953932508826256,
0.015873214229941368,
-0.016228076070547104,
-0.008616282604634762,
0.005370866972953081,
-0.0026439691428095102,
0.04031366482377052,
-0.012186083942651749,
-0.022732505574822426,
0.0000644476167508401,
0.005665387026965618,
0.012005766853690147,
-0.000401657132897526,
-0.014749360270798206,
0.0009403213625773787,
0.007057350594550371,
0.020023146644234657,
-0.010545864701271057,
0.021012170240283012,
0.0113848140463233,
-0.001567235798574984,
-0.011707959696650505,
-0.003024755045771599,
-0.012380311265587807,
0.007729371543973684,
0.001744854380376637,
0.010396616533398628,
0.02158171497285366,
0.02915351837873459,
-0.010395095683634281,
0.007931147702038288,
0.011743583716452122,
0.006499874871224165,
-0.033244986087083817,
0.00004757787974085659,
0.007579450495541096,
0.01654796488583088,
0.024384798482060432,
-0.0030703824013471603,
0.002463259268552065,
-0.02263229712843895,
-0.036862652748823166,
-0.02821369655430317,
-0.0073099336586892605,
-0.0035526847932487726,
0.0166626013815403,
-0.019810456782579422,
-0.01238519698381424,
-0.0028863472398370504,
-0.017023514956235886,
0.009369967505335808,
-0.0103867556899786,
0.018165744841098785,
-0.0073860203847289085,
0.010466749779880047,
-0.028965020552277565,
0.017022131010890007,
-0.0008645353955216706,
0.010815337300300598,
0.004584221635013819,
-0.010876398533582687,
0.015929818153381348,
0.020125441253185272,
0.0182122141122818,
0.006999158766120672,
0.0003474828554317355,
0.003529537469148636,
-0.0019723789300769567,
-0.019864987581968307,
-0.0019915993325412273,
0.008041517809033394,
0.009183211252093315,
-0.005471149925142527,
0.013736004941165447,
-0.016471587121486664,
0.014697260223329067,
0.009132429957389832,
-0.01933196932077408,
0.005350090097635984,
0.018074803054332733,
-0.005373521242290735,
-0.004820339381694794,
0.02744797244668007,
-0.006737667601555586,
0.012721850536763668,
0.004741712473332882,
-0.011294935829937458,
-0.010237453505396843,
-0.017523547634482384,
0.07287681102752686,
-0.012128893285989761,
-0.0005683891358785331,
-0.015624985098838806,
-0.005968974903225899,
-0.012360336259007454,
0.0032016695477068424,
-0.000353578565409407,
-0.03137284889817238,
-0.0013298449339345098,
0.011030297726392746,
0.02960358001291752,
0.002048186492174864,
0.01067659817636013,
-0.015240061096847057,
-0.010409052483737469,
-0.0005805637338198721,
-0.020373305305838585,
-0.00830122921615839,
-0.023696716874837875,
-0.011177043430507183,
-0.011629062704741955,
-0.014038614928722382,
0.00825041625648737,
-0.016159815713763237,
-0.012977337464690208,
-0.029799742624163628,
-0.015081088058650494,
0.021037887781858444,
0.008227505721151829,
0.002107648178935051,
-0.01418771781027317,
-0.008152998052537441,
0.009009212255477905,
-0.012494097463786602,
0.02173646353185177,
0.018599016591906548,
-0.022800613194704056,
0.0035227506887167692,
-0.011821087449789047,
-0.008863082155585289,
-0.014351215213537216,
-0.008662410080432892,
0.02174651250243187,
-0.033805377781391144,
-0.005424272734671831,
-0.008060875348746777,
-0.005263012368232012,
-0.018393920734524727,
-0.0009146697702817619,
0.0013211672194302082,
0.0023637216072529554,
0.01228396873921156,
0.020152902230620384,
0.0047048828564584255,
-0.007637744303792715,
0.002513215411454439,
-0.011123730801045895,
0.01170924212783575,
-0.01799156703054905,
-0.036781057715415955,
0.006044390145689249,
0.021815534681081772,
0.006899012252688408,
-0.014080512337386608,
-0.011385323479771614,
0.007635618094354868,
-0.010099068284034729,
0.020597103983163834,
-0.029031137004494667,
-0.013264743611216545,
-0.02303815633058548,
0.011912723071873188,
-0.00453678285703063,
0.0022445302456617355,
-0.0037538171745836735,
-0.013858971185982227,
-0.015955744311213493,
0.021714316681027412,
0.03854954615235329,
-0.00946009997278452,
-0.021000739187002182,
-0.01267224084585905,
-0.0016925182426348329,
0.003511409042403102,
0.007419240195304155,
-0.00752466544508934,
-0.07419955730438232,
0.0005674877902492881,
0.005478896666318178,
-0.0009898856515064836,
0.012254862114787102,
-0.0026257908903062344,
0.0018356314394623041,
0.005377141293138266,
0.01297591719776392,
-0.006880784872919321,
0.01787111535668373,
0.007759280502796173,
-0.013243375346064568,
0.01340429112315178,
0.004815164487808943,
0.0023384662345051765,
0.003811431350186467,
0.0019059882033616304,
-0.001351277343928814,
0.022158196195960045,
-0.018073132261633873,
-0.01692376285791397,
0.02929021418094635,
-0.004824915900826454,
-0.011300880461931229,
-0.0815650224685669,
0.007514637429267168,
0.0001021314092213288,
-0.02725749835371971,
-0.02312207594513893,
0.0035762412007898092,
0.000035071887396043167,
-0.002313673961907625,
-0.013481474481523037,
-0.013917811214923859,
-0.017378244549036026,
-0.00008893700578482822,
0.0048031285405159,
-0.007921464741230011,
-0.011715484783053398,
-0.0031131685245782137,
-0.0033565424382686615,
-0.03238720819354057,
-0.008767705410718918,
-0.028322849422693253,
-0.006794564891606569,
0.039790116250514984,
-0.005831049755215645,
0.002354306634515524,
-0.012015778571367264,
0.009075060486793518,
0.0026645006146281958,
0.016950689256191254,
0.019621368497610092,
-0.01885034516453743,
0.029603194445371628,
0.010273373685777187,
0.0110310148447752,
-0.0205793846398592,
0.018604999408125877,
0.009373943321406841,
0.016495903953909874,
-0.0021019356790930033,
-0.004343975801020861,
-0.00965507049113512,
-0.005068308208137751,
0.02084418199956417,
0.01687747612595558,
0.008496527560055256,
-0.00996944960206747,
-0.023352069780230522,
0.0051473029889166355,
-0.00230376236140728,
0.00274740532040596,
-0.008927514776587486,
0.0069937207736074924,
0.0004221856070216745,
0.02061370201408863,
-0.0105664087459445,
-0.01648266427218914,
0.014562170952558517,
-0.00035990620381198823,
0.0198200810700655,
0.000035677199775818735,
0.016582775861024857,
-0.016962846741080284,
0.03336266428232193,
-0.02094772644340992,
0.07230136543512344,
-0.010337107814848423,
0.027399301528930664,
0.03412601351737976,
-0.0027172549162060022,
-0.0001857737370301038,
-0.0034529881086200476,
0.010871966369450092,
0.030161019414663315,
-0.017274636775255203,
-0.001463219872675836,
-0.004242570139467716,
0.004562837071716785,
0.009181446395814419,
0.003419036278501153,
-0.026890086010098457,
-0.004253672435879707,
0.01083967462182045,
-0.010663298889994621,
0.017929106950759888,
0.0006695057381875813,
0.019477615132927895,
0.012090491130948067,
-0.034733425825834274,
0.02723824605345726,
0.001346898265182972,
-0.014434714801609516,
0.023354418575763702,
-0.014206556603312492,
0.0024127757642418146,
-0.02431119792163372,
-0.011527415364980698,
-0.0008501284173689783,
0.023685425519943237,
0.03341733664274216,
-0.02225779928267002,
0.01904536783695221,
-0.0017339464975520968,
-0.01930737867951393,
-0.014168307185173035,
0.008952289819717407,
-0.007705004420131445,
-0.002846346003934741,
0.00016465467342641205,
-0.011156479828059673,
0.022245340049266815,
-0.007868682965636253,
0.02488536946475506,
0.006677903234958649,
-0.0018215179443359375,
-0.012121948413550854,
0.002036289544776082,
-0.029393944889307022,
0.024558888748288155,
-0.007970217615365982,
0.027763614431023598,
0.00508129084482789,
0.0018450537463650107,
-0.020528296008706093,
0.0031162803061306477,
-0.01060717273503542,
-0.01836782693862915,
0.007034883368760347,
0.0026901254896074533,
0.002844336209818721,
0.00981357041746378,
-0.023590074852108955,
-0.020853830501437187,
-0.02412576787173748,
0.012782980687916279,
-0.02138378843665123,
0.023441920056939125,
-0.001554860849864781,
0.016075177118182182,
-0.01666371151804924,
0.02146100625395775,
0.01289161667227745,
-0.014200609177350998,
0.021859679371118546,
0.011947561986744404,
-0.010919488035142422,
0.007659975439310074,
0.0004450094129424542,
-0.013036920689046383,
0.03646557405591011,
-0.017275234684348106,
-0.02421114780008793,
0.0169125534594059,
0.0025872518308460712,
0.008823132142424583,
0.01503339596092701,
0.006182135548442602,
0.008064279332756996,
-0.014359385706484318,
0.005118805915117264,
0.034090254455804825,
-0.015766026452183723,
0.005681876093149185,
-0.021123632788658142,
0.03204290568828583,
0.022332416847348213,
-0.0050958008505403996,
0.0004535494954325259,
0.030644960701465607,
0.0014858731301501393,
-0.00009112728730542585,
-0.01753884181380272,
0.00866086408495903,
-0.008051414974033833,
0.016301430761814117,
0.0370306670665741,
0.0029158866964280605,
0.00024375472276005894,
0.00010231824853690341,
-0.027819089591503143,
0.008573443628847599,
0.002339567756280303,
0.008103150874376297,
-0.009763588197529316,
-0.008655945770442486,
-0.013890263624489307,
-0.011767546646296978,
0.008372769691050053,
0.023747269064188004,
0.007550360169261694,
0.005682650487869978,
-0.009993535466492176,
-0.012888417579233646,
-0.010256385430693626,
-0.009912155568599701,
0.01672358065843582,
-0.0038792078848928213,
0.02382952719926834,
0.01490114163607359,
0.0018672310980036855,
-0.011561313644051552,
0.013492526486515999,
0.003128509968519211,
0.0013117676135152578,
0.0008264440111815929,
0.021378938108682632,
-0.010732026770710945,
0.008519520051777363,
-0.022862687706947327,
0.007489274721592665,
0.015811655670404434,
0.024573463946580887,
-0.006222425494343042,
0.0034443300683051348,
-0.004898724611848593,
0.012806335464119911,
0.02378951944410801,
0.01015318464487791,
-0.01019741129130125,
0.00552840530872345,
0.023656221106648445,
0.0005889168824069202,
0.02759307436645031,
0.020203370600938797,
0.00810567382723093,
-0.0179633479565382,
-0.002264989074319601,
0.003688849275931716,
-0.0033984517212957144,
0.01374808605760336,
0.018717218190431595,
-0.02273452840745449,
0.017107758671045303,
-0.02447265200316906,
0.006706188898533583,
0.0053683677688241005,
-0.018675316125154495,
0.0023630340583622456,
-0.0031030457466840744,
-0.006964794360101223,
-0.013038122095167637,
0.0017425016267225146,
0.009635163471102715,
-0.0280937347561121,
0.004045663867145777,
0.0016893622232601047,
-0.004243082832545042,
0.006470773369073868,
-0.003967548720538616,
-0.0017807147232815623,
0.010114799253642559,
-0.002378246746957302,
0.021046165376901627,
-0.0056297993287444115,
-0.017578845843672752,
0.0013961174990981817,
-0.04841512814164162,
0.006893054116517305,
-0.004080894868820906,
0.009659438394010067,
-0.02469225972890854,
0.010017898865044117,
0.008378077298402786,
0.005036443471908569,
-0.012331393547356129,
-0.007846212945878506,
-0.015427135862410069
] |
[
-0.18952077627182007,
-0.035563185811042786,
0.5411146879196167,
0.2885199785232544,
-0.19327983260154724,
0.32723796367645264,
-0.055017415434122086,
-0.4186958074569702,
0.10854466259479523,
-0.37145736813545227,
-0.28095024824142456,
0.4754672944545746,
0.029155360534787178,
-0.013687526807188988,
0.22231817245483398,
0.16103553771972656,
0.224506214261055,
-0.07833998650312424,
-0.43278050422668457,
-0.1705365926027298,
-0.06860251724720001,
0.1295759677886963,
0.08526943624019623,
-0.48607608675956726,
0.3615787923336029,
0.1479303538799286,
0.3921636641025543,
0.5077788829803467,
-0.6856306195259094,
-0.03443097695708275,
-0.22672027349472046,
-0.0436483658850193,
-0.20029160380363464,
-0.44823580980300903,
-0.16649821400642395,
0.12078539282083511,
-0.25304025411605835,
0.603446364402771,
-0.11827952414751053,
-0.737275242805481,
-0.10542313754558563,
-0.19421060383319855,
-0.15767337381839752,
-0.09042812138795853,
-0.3951103389263153,
-0.3758554458618164,
-1.1712689399719238,
-0.16353461146354675,
-0.7686684131622314,
0.000898923201020807,
-0.5851739048957825,
0.4439539611339569,
0.15325643122196198,
0.34837889671325684,
-0.2936389446258545,
0.4922318458557129,
-0.009221027605235577,
-0.4864400029182434,
-0.05559232458472252,
-0.10681279748678207,
0.2698260545730591,
0.11930787563323975,
-0.07489641010761261,
0.02734564058482647,
0.5138423442840576,
0.2264278084039688,
-0.3944270610809326,
-0.0033983348403126,
-0.4518354535102844,
-0.050097037106752396,
0.05634539946913719,
-0.057363640516996384,
-0.5741941928863525,
0.44184958934783936,
-0.6776536703109741,
-0.2056160569190979,
0.6016444563865662,
-0.17168503999710083,
-0.3267318308353424,
-0.07281068712472916,
-0.6358411312103271,
0.5731923580169678,
0.49733105301856995,
-0.4620922803878784,
0.8592312932014465,
0.17711098492145538,
-0.07640061527490616,
0.22137482464313507,
-0.562798261642456,
-0.11722451448440552,
0.10598690807819366,
-0.6898631453514099,
0.016028814017772675,
0.31778472661972046,
0.45280197262763977,
0.2873971164226532,
0.5218350887298584,
0.4220658540725708,
-0.09725799411535263,
0.20236536860466003,
-0.03526982292532921,
0.2889612913131714,
0.42522579431533813,
0.0607704259455204,
-0.22811152040958405,
-0.39443570375442505,
-0.4117473065853119,
-0.6419948935508728,
-0.1474696397781372,
0.2721897065639496,
-0.36198362708091736,
0.007859989069402218,
0.12580430507659912,
-0.19214534759521484,
-0.11092480272054672,
0.02751178666949272,
0.2196160852909088,
0.39484474062919617,
-0.18278254568576813,
0.23920190334320068,
0.510959267616272,
0.7727348804473877,
0.5684953927993774,
-0.14315202832221985,
-0.008572262711822987,
0.002085974672809243,
0.48728230595588684,
0.5111467838287354,
-0.46887943148612976,
0.3186943531036377,
0.07205788791179657,
0.6953513026237488,
0.11444243043661118,
0.23803113400936127,
-0.2732522487640381,
0.08751323819160461,
0.3148689568042755,
-0.25505661964416504,
0.256991982460022,
0.1480838656425476,
-0.6876596808433533,
-0.4584525227546692,
-0.11800341308116913,
-0.2780843675136566,
-0.20955796539783478,
-0.39059343934059143,
-0.041316140443086624,
-0.45275431871414185,
-0.19782140851020813,
-0.04342738911509514,
-0.13899053633213043,
0.4553956985473633,
-0.34066009521484375,
-0.30190399289131165,
-0.08058497309684753,
0.6855868101119995,
0.12196049094200134,
-0.23210257291793823,
-0.02775242179632187,
0.05758301913738251,
0.08700685948133469,
0.4237509071826935,
-0.5509116053581238,
-0.5720123052597046,
-0.24338023364543915,
-0.9433347582817078,
0.41469138860702515,
0.2910436987876892,
0.2945602238178253,
-0.5164182186126709,
-0.12580108642578125,
-0.1936546415090561,
0.3732794225215912,
0.2359728068113327,
-0.08977607637643814,
0.17807166278362274,
0.8357121348381042,
0.6576723456382751,
0.5013209581375122,
-0.12071633338928223,
-0.5055716633796692,
0.18545202910900116,
-0.15849871933460236,
-0.41094711422920227,
0.5055511593818665,
-0.1413503736257553,
0.2604213356971741,
-0.36181700229644775,
-0.33351683616638184,
0.049271490424871445,
-0.33507639169692993,
-0.14771486818790436,
0.17353905737400055,
-0.7104343771934509,
0.9104717373847961,
-0.14096245169639587,
-0.5588411092758179,
1.0767210721969604,
-0.14777429401874542,
0.5594658851623535,
-0.10118456184864044,
0.09375,
0.24556933343410492,
-0.40989741683006287,
0.1354672610759735,
-0.08386256545782089,
-0.07906221598386765,
0.26292452216148376,
-0.48386383056640625,
0.3734067976474762,
-0.03994262218475342,
-0.2557980418205261,
-0.006053300574421883,
-0.051020849496126175,
0.027847053483128548,
0.2724784314632416,
-0.4356986880302429,
0.12554745376110077,
0.12033583968877792,
0.05451889708638191,
1.4232906103134155,
-0.6738268733024597,
0.0034468756057322025,
0.8366050124168396,
-0.5543022155761719,
0.008283973671495914,
0.622143566608429,
0.2513657212257385,
0.9761340618133545,
-0.5527029037475586,
-0.035094473510980606,
0.03197864070534706,
0.3275267481803894,
-0.4188530445098877,
-0.33694103360176086,
0.12507574260234833,
0.1086307168006897,
-0.04312806576490402,
0.43961670994758606,
0.02506049908697605,
0.19057127833366394,
0.31457439064979553,
-0.13299308717250824,
0.028339577838778496,
0.45325756072998047,
-0.060498401522636414,
-0.7442877888679504,
0.17947033047676086,
-0.3247107267379761,
0.11984410136938095,
-0.01846371404826641,
0.451314240694046,
-0.04748596251010895,
-0.7456104755401611,
-0.14093104004859924,
0.34474021196365356,
-0.039220649749040604,
-0.11854281276464462,
-0.035394392907619476,
0.6765578985214233,
-0.4713001549243927,
-0.012643834576010704,
-0.2426242232322693,
0.07192728668451309,
0.258177787065506,
-0.4847607910633087,
-0.4054109454154968,
-0.31868499517440796,
0.19266630709171295,
0.9687255024909973,
0.3688528835773468,
-0.15838652849197388,
-0.25626111030578613,
0.38732555508613586,
-0.3351992964744568,
-0.8441638350486755,
0.38652464747428894,
-0.4904964566230774,
-0.9000648856163025,
-0.9729406237602234,
-0.009343327023088932,
0.29181569814682007,
0.6224346160888672,
-0.3289157748222351,
0.11201498657464981,
-0.3778717517852783,
0.46717846393585205,
-0.08972474932670593,
-0.1396542638540268,
0.10813221335411072,
-0.4868803322315216,
0.06255242973566055,
-0.1773407906293869,
-0.2827467918395996,
0.7798828482627869,
0.43139055371284485,
0.3644103407859802,
-0.04150550439953804,
0.10399883985519409,
0.07771890610456467,
-0.5982478857040405,
0.0450422428548336,
-0.07745562493801117,
-0.0588919073343277,
0.14494940638542175,
-0.5047105550765991,
-0.28211674094200134,
0.9428930282592773,
-5.963708400726318,
-0.686501681804657,
-0.9064182639122009,
-0.08109799772500992,
0.003321521682664752,
0.2619757354259491,
0.5220144987106323,
-0.1439645141363144,
-0.0093944501131773,
-0.05968335270881653,
0.11610357463359833,
0.04987511411309242,
0.21722087264060974,
0.7511307597160339,
0.42658719420433044,
-0.06647338718175888,
0.04354122281074524,
0.3962985575199127,
0.07784309983253479,
0.5215633511543274,
0.4046943187713623,
-0.6412665843963623,
0.03878294676542282,
0.5521015524864197,
0.24496690928936005,
0.13756759464740753,
-0.7223314046859741,
0.5609133243560791,
0.00862895231693983,
0.2225341498851776,
0.09601201862096786,
-0.3327184319496155,
-0.25863876938819885,
-0.2772904932498932,
0.08860798925161362,
-0.16210317611694336,
0.37237584590911865,
0.19236032664775848,
0.32786431908607483,
-0.6270626783370972,
0.40506577491760254,
0.25395795702934265,
0.6966715455055237,
-0.39565297961235046,
0.21256418526172638,
-0.39925074577331543,
-0.4209236800670624,
0.2960866391658783,
-0.19091281294822693,
0.3602761924266815,
-0.22083862125873566,
0.006184492725878954,
0.022960267961025238,
0.058244381099939346,
-0.08445417135953903,
-0.44129678606987,
0.5319221615791321,
-0.16426795721054077,
-0.2489900141954422,
0.30267617106437683,
0.8759125471115112,
-0.9023071527481079,
-0.12002738565206528,
-0.9083304405212402,
-0.6219127774238586,
-0.007240192499011755,
-0.30110234022140503,
-0.5949751138687134,
0.22103631496429443,
0.34509414434432983,
-0.3424229323863983,
0.013300860300660133,
-0.24658578634262085,
-0.6028746366500854,
0.3446849584579468,
-0.2350109964609146,
0.5541441440582275,
0.0029083809349685907,
0.09700801968574524,
0.05695686861872673,
-0.28588518500328064,
-0.47040486335754395,
0.14632877707481384,
-0.32156291604042053,
-0.1747453361749649,
-0.03619109466671944,
-0.22634215652942657,
0.020187579095363617,
-0.4115298092365265,
0.02128303423523903,
0.6389336585998535,
-0.4384795129299164,
0.34548312425613403,
-0.05886315181851387,
0.6792665123939514,
0.2608671486377716,
0.34507960081100464,
0.1519978791475296,
0.3810347318649292,
-0.5000511407852173,
0.4906288981437683,
-0.2330983281135559,
0.0899851843714714,
-0.85616534948349,
-0.018764546141028404,
0.1108768880367279,
-0.9474220275878906,
0.30936139822006226,
0.8863820433616638,
-0.19054561853408813,
-0.4006475508213043,
0.34431061148643494,
0.21586163341999054,
-0.5338953733444214,
0.27861320972442627,
0.397498220205307,
-0.8188442587852478,
0.28549709916114807,
0.17145006358623505,
-0.06253916770219803,
-0.2645319104194641,
0.1610943228006363,
-0.2167547047138214,
0.3330897390842438,
0.09292072057723999,
-0.5641442537307739,
0.3948318362236023,
0.5584419369697571,
-0.19390204548835754,
-0.10197670012712479,
0.5033356547355652,
-0.0298568457365036,
-0.2528191804885864,
0.05471561476588249,
0.19737981259822845,
-0.9148969054222107,
0.17848071455955505,
0.34710562229156494,
0.2165626883506775,
-0.46234846115112305,
0.508399248123169,
0.009039531461894512,
0.1030365526676178,
-0.1965976506471634,
-0.06690330803394318,
0.18289907276630402,
-0.47184818983078003,
-0.029971443116664886,
-0.31397682428359985,
-0.06109776720404625,
-0.08118927478790283,
-0.34151890873908997,
0.11226685345172882,
-0.298193097114563,
-0.07311206310987473,
-0.23367781937122345,
0.09248768538236618,
0.19216525554656982,
0.46555259823799133,
-0.36560437083244324,
-0.04424196854233742,
-0.1738746166229248,
-0.9165676236152649,
-0.2984597086906433,
-0.05325222760438919,
0.17145255208015442,
-0.6781120896339417,
-0.0071993134915828705,
0.4536173939704895,
0.5990855693817139,
0.020651498809456825,
-0.5720705389976501,
0.1139962375164032,
-0.5690208673477173,
0.3018583655357361,
0.029577691107988358,
0.08302275091409683,
-0.009614539332687855,
-0.006061600521206856,
0.022625219076871872,
-0.38920336961746216,
-0.39002087712287903,
0.10425220429897308,
0.8423709869384766,
0.4511929750442505,
-0.0380311943590641,
0.2154899537563324,
0.48892155289649963,
-0.5176815390586853,
-0.5566891431808472,
-0.19754506647586823,
0.3146432936191559,
0.42922109365463257,
-0.4063398838043213,
-0.3917187452316284,
-0.39425042271614075,
0.317192405462265,
0.5349791049957275,
-0.6118085980415344,
-0.30959492921829224,
-0.03169609606266022,
0.45168453454971313,
-0.44272148609161377,
0.4223587214946747,
0.4875166416168213,
-0.9605750441551208,
0.1750417798757553,
-0.33045494556427,
-0.07289700955152512,
0.018053298816084862,
-0.4074375033378601,
-0.12268177419900894,
-0.31941819190979004,
-0.008935265243053436,
-0.5884855389595032,
-0.02700667269527912,
0.39056363701820374,
-0.45445379614830017,
-0.05576063320040703,
0.3705960512161255,
0.16340357065200806,
-0.19538600742816925,
-0.2918735444545746,
0.33906686305999756,
-0.32719123363494873,
-0.045101068913936615,
0.37363705039024353,
-0.539826512336731,
-0.14946448802947998,
0.08874870836734772,
0.11401339620351791,
0.20223082602024078,
0.053017035126686096,
-0.15569698810577393,
-0.17681413888931274,
-0.9325159192085266,
-0.36674964427948,
0.40954843163490295,
-0.2558884918689728,
-0.23704732954502106,
-0.07993130385875702,
0.23815593123435974,
-0.006643117405474186,
-0.4065576195716858,
0.11217144876718521,
0.10391384363174438,
0.4803725481033325,
-0.7330637574195862,
-0.7511218190193176,
0.2634735107421875,
0.526412844657898,
-0.45641323924064636,
-0.3610883951187134,
-0.20433840155601501,
0.9478195905685425,
0.4729934334754944,
-0.2509342432022095,
-0.44696012139320374,
0.12116046994924545,
0.4064488410949707,
0.4311039447784424,
-0.17988170683383942,
-0.3604418933391571,
-0.2742932438850403,
0.16165299713611603,
0.038254834711551666,
-0.06243051216006279,
-0.080414317548275,
0.4199429750442505,
-0.5867587327957153,
-0.12573006749153137,
-0.12178214639425278,
-0.006765564903616905,
0.5267808437347412,
0.5385920405387878,
-0.2550163269042969,
-0.021882671862840652,
0.4270665645599365,
0.21354268491268158,
0.3086833953857422,
-0.02516336552798748,
0.06686193495988846,
0.05344361811876297,
0.06648386269807816,
0.7156273722648621,
-0.11886542290449142,
0.5598185658454895,
-0.1328132152557373,
-0.07070063799619675,
0.3311772644519806,
-0.3267715275287628,
0.4218743145465851,
-0.03986462950706482,
0.3990252614021301,
-0.3941568434238434,
0.04606905207037926,
0.35426872968673706,
0.36970752477645874,
-0.1707681566476822,
0.34496745467185974,
0.1752222329378128,
0.18374355137348175,
0.12297016382217407,
-0.7130876183509827,
0.30668434500694275,
0.06724864989519119,
0.19394658505916595,
-0.17323346436023712,
-0.33745601773262024,
-0.014530808664858341,
0.3752402067184448,
0.053450021892786026,
0.45282989740371704,
0.23192179203033447,
-0.050593674182891846,
-0.2922285497188568,
0.25685322284698486,
-0.386065274477005,
0.94612056016922,
0.1264626383781433,
0.019186880439519882,
0.3945161700248718,
0.4133588671684265,
-0.0949169397354126,
-0.4081765413284302,
0.19736528396606445,
-0.29885411262512207,
-0.231647327542305,
0.08775695413351059,
0.1856754869222641,
0.6972638368606567,
0.8772618770599365,
-0.4224408268928528,
0.09007712453603745,
-0.6315817832946777,
-0.2820398211479187,
0.34331199526786804,
-0.19175323843955994,
-0.07395052909851074,
-0.039174698293209076,
0.3021243214607239,
0.32817336916923523,
-0.24181170761585236,
0.0435730405151844,
-0.0041980319656431675,
0.0019541799556463957,
0.5265301465988159,
0.5279022455215454,
-0.7162657380104065,
0.7483659386634827,
-0.14515511691570282,
-0.16976536810398102,
0.401335746049881,
-0.34290462732315063,
-0.05262633040547371,
-0.24215058982372284,
0.269747257232666,
-0.15434376895427704,
0.379140704870224,
0.4176861345767975,
-0.05046076327562332,
0.9202672839164734,
-0.11366616189479828,
-0.2672625184059143,
-0.4727148413658142,
0.3009580671787262,
0.8393459916114807,
-0.12741827964782715,
0.642776370048523,
0.19665873050689697,
-0.19934259355068207,
0.5558931827545166,
-0.4314287602901459,
0.4060208797454834,
-0.18774022161960602,
-0.5741157531738281,
0.5800635814666748,
0.02171196974813938,
0.001399146392941475,
0.13808180391788483,
0.27724701166152954,
-0.10643099993467331,
-0.007081168703734875,
-0.39289337396621704,
0.21560949087142944,
-0.002448148326948285,
0.23806393146514893,
-0.07409195601940155,
0.05154741182923317,
0.1618671864271164,
-0.35274630784988403,
-0.6492500901222229,
-0.15433265268802643,
0.13017700612545013,
0.05811872333288193,
0.15446706116199493,
-0.2934660017490387,
0.5720920562744141,
-0.17992258071899414,
0.1808215081691742,
-0.09557528793811798,
0.33268681168556213,
0.18506662547588348,
0.1850481778383255,
-0.2887561023235321,
0.287798136472702,
-0.46142885088920593,
-0.08197002112865448,
-0.673496663570404,
-0.18373434245586395,
0.406274676322937,
-0.10816597938537598,
-0.29884669184684753,
0.13621526956558228,
0.12220799177885056,
0.09028062224388123,
-0.1441991776227951,
-0.4257063567638397,
0.60933518409729,
-0.11185665428638458,
-0.10404115915298462,
-0.05179673060774803,
0.5813519954681396,
0.18574625253677368,
-0.10585144907236099,
-0.042190637439489365,
0.08364968746900558,
-0.0027156523428857327,
-0.5537443161010742,
0.3430953621864319,
0.006486818194389343,
-0.18624600768089294,
-0.39353054761886597,
0.6619112491607666,
-0.3879842758178711,
0.08280420303344727,
-0.12849941849708557,
-0.028734976425766945,
0.30145472288131714,
-0.6657577157020569,
-0.16686269640922546,
0.29872599244117737,
-0.502109706401825,
0.510713517665863,
-0.3832018971443176,
0.7946968078613281,
-0.1980215460062027,
-0.2533434331417084,
-0.5536413192749023,
0.36761805415153503,
0.3640429973602295,
-0.276577353477478,
-0.4003854990005493,
-0.2565388083457947,
-0.2843552529811859,
0.5180387496948242,
-0.10277944803237915,
-0.7062328457832336,
-0.32976773381233215,
0.33722999691963196
] |
The ability to carry out signal processing, classification, recognition, and computation in artificial spiking neural networks (SNNs) is mediated by their synapses. In particular, through activity-dependent alteration of their efficacies, synapses play a fundamental role in learning. The mathematical prescriptions under which synapses modify their weights are termed synaptic plasticity rules. These learning rules can be based on abstract computational neuroscience models or on detailed biophysical ones. As these rules are being proposed and developed by experimental and computational neuroscientists, engineers strive to design and implement them in silicon and en masse in order to employ them in complex real-world applications. In this paper, we describe analog very large-scale integration (VLSI) circuit implementations of multiple synaptic plasticity rules, ranging from phenomenological ones (e.g., based on spike timing, mean firing rates, or both) to biophysically realistic ones (e.g., calcium-dependent models). We discuss the application domains, weaknesses, and strengths of various representative approaches proposed in the literature, and provide insight into the challenges that engineers face when designing and implementing synaptic plasticity rules in VLSI technology for utilizing them in real-world applications.
|
[
0.005802645348012447,
0.0026824299711734056,
-0.0029331978876143694,
0.020593121647834778,
0.011408636346459389,
-0.023078175261616707,
0.011180751025676727,
-0.006813080981373787,
-0.009104155004024506,
0.02652042731642723,
-0.014187256805598736,
0.010524898767471313,
-0.016133569180965424,
0.017565708607435226,
0.008912995457649231,
0.006386119872331619,
0.0023195273242890835,
0.013479964807629585,
0.01040181890130043,
-0.0069895051419734955,
-0.03143741935491562,
-0.011905627325177193,
0.011301316320896149,
0.004050437361001968,
0.004808681085705757,
0.022921722382307053,
0.01808982901275158,
-0.014536157250404358,
0.011355177499353886,
-0.0049865227192640305,
-0.005405054893344641,
0.0031592948362231255,
0.004684347193688154,
0.017985789105296135,
0.0061933137476444244,
-0.005551331676542759,
-0.0049031879752874374,
0.02449510619044304,
0.04342101514339447,
-0.0036626229993999004,
-0.006156992632895708,
-0.007289045490324497,
-0.0038220726419240236,
0.000692176865413785,
-0.011236550286412239,
0.03432465344667435,
0.001823588041588664,
-0.006973743438720703,
-0.04269115999341011,
0.005721013993024826,
-0.0181924756616354,
-0.0159953273832798,
-0.003811619011685252,
-0.005554270930588245,
-0.007131920661777258,
-0.018074655905365944,
0.02019588276743889,
0.00006812857463955879,
-0.020178768783807755,
0.00919421762228012,
-0.00902086216956377,
0.04349268972873688,
0.008792169392108917,
-0.0023446446284651756,
-0.010506227612495422,
-0.06667132675647736,
0.027416236698627472,
0.009764701128005981,
-0.011109944432973862,
0.023864710703492165,
-0.005747748538851738,
0.008136180229485035,
-0.027158426120877266,
0.01859153062105179,
0.027832962572574615,
0.007815288379788399,
-0.01275616604834795,
0.005655098240822554,
-0.022455666214227676,
0.020127296447753906,
-0.00884941779077053,
0.0049077412113547325,
0.0311565063893795,
0.005842017941176891,
0.026651034131646156,
0.012050076387822628,
-0.02193465083837509,
-0.005964245647192001,
-0.0009574065916240215,
0.0024823728017508984,
0.02687324769794941,
0.021649528294801712,
-0.030969738960266113,
0.01656867377460003,
-0.002751221414655447,
-0.00605130847543478,
-0.0006521964678540826,
0.04374580457806587,
0.018041517585515976,
0.012389114126563072,
-0.011504344642162323,
0.02818046137690544,
0.02071027085185051,
-0.030705329030752182,
0.01534066442400217,
0.012739855796098709,
-0.008958544582128525,
-0.0006774233188480139,
-0.01766430027782917,
0.01315358653664589,
0.00884423777461052,
0.0014795411843806505,
-0.035981811583042145,
0.021071989089250565,
-0.002931385301053524,
-0.03818633407354355,
-0.0012973323464393616,
0.004635991528630257,
0.012075099162757397,
-0.004137896001338959,
-0.017359787598252296,
0.014283831231296062,
-0.0002197606663685292,
0.039222776889801025,
0.009954928420484066,
0.024321986362338066,
0.01905747689306736,
0.017759505659341812,
-0.0020764758810400963,
0.020324500277638435,
-0.0158588457852602,
0.017968472093343735,
-0.004754102788865566,
0.03563607111573219,
-0.004065802786499262,
-0.009621251374483109,
-0.007611725479364395,
-0.030434340238571167,
0.015652453526854515,
-0.006645204499363899,
-0.004462338052690029,
0.009384294971823692,
0.011226095259189606,
0.012712858617305756,
0.011147201992571354,
0.007031104993075132,
0.005699232220649719,
-0.0041054836474359035,
-0.04371403530240059,
-0.0005575609393417835,
0.02572837471961975,
-0.0010274017695337534,
-0.004514762200415134,
-0.018904240801930428,
0.028804533183574677,
0.04177044332027435,
-0.025065552443265915,
-0.0048145633190870285,
-0.011259367689490318,
-0.029645264148712158,
0.002280100714415312,
0.008876727893948555,
0.0072149597108364105,
0.00942277256399393,
0.019057370722293854,
0.014897092245519161,
0.015379686839878559,
-0.005293374415487051,
-0.017915982753038406,
0.010784124955534935,
-0.01396933663636446,
0.025644760578870773,
0.0001344627235084772,
0.015558209270238876,
-0.02112019620835781,
0.003658126574009657,
-0.0013026208616793156,
0.00994676910340786,
-0.022313430905342102,
0.06690813601016998,
0.00599533598870039,
-0.0003000842407345772,
-0.0008781580254435539,
0.009321117773652077,
-0.0041971635073423386,
-0.01939447969198227,
0.017660971730947495,
-0.008745468221604824,
0.03681981936097145,
0.005615915171802044,
-0.042578622698783875,
-0.019087910652160645,
0.02587825059890747,
0.02660778909921646,
-0.03012166917324066,
0.0038613080978393555,
0.028561506420373917,
-0.004800537135452032,
-0.020007431507110596,
0.0019112150184810162,
0.004647877998650074,
0.004393117967993021,
0.024502737447619438,
0.0025999373756349087,
0.006301050074398518,
0.014067213982343674,
-0.006209477782249451,
0.018573632463812828,
0.002105511724948883,
0.0065147243440151215,
0.029340125620365143,
-0.025925420224666595,
-0.005994079634547234,
-0.006654064171016216,
-0.010741735808551311,
0.009346725419163704,
-0.022419391199946404,
-0.004646403715014458,
-0.0007798802107572556,
-0.013611077331006527,
0.006475647911429405,
0.0016768570058047771,
0.012037722393870354,
-0.014454260468482971,
0.016589069738984108,
-0.0037857862189412117,
-0.003668137826025486,
0.010194733738899231,
-0.027649112045764923,
0.010996220633387566,
0.00007442501373589039,
-0.032565150409936905,
-0.011669808998703957,
-0.013280593790113926,
0.041495487093925476,
0.007574833929538727,
0.013943887315690517,
-0.010620065033435822,
0.02984263189136982,
-0.002836714033037424,
-0.020013058558106422,
-0.004483660217374563,
0.015599872916936874,
-0.03885485231876373,
0.02732350118458271,
0.015947356820106506,
-0.016221441328525543,
-0.03561842441558838,
0.017497487366199493,
-0.033586204051971436,
0.004766876809298992,
0.007818818092346191,
-0.025652069598436356,
-0.01907389983534813,
-0.022201400250196457,
-0.00019944412633776665,
0.01656777411699295,
-0.014543574303388596,
0.023949038237333298,
0.011325079947710037,
-0.0012282714014872909,
0.006142365746200085,
0.008629312738776207,
-0.011099245399236679,
-0.009783894754946232,
0.024875476956367493,
0.000902269035577774,
-0.02694268897175789,
-0.02540544979274273,
0.026443375274538994,
0.0034255962818861008,
-0.007696219254285097,
0.001818924443796277,
-0.08044976741075516,
-0.012146342545747757,
0.0015155244618654251,
0.0011348440311849117,
0.010637065395712852,
-0.010254355147480965,
-0.00042216689325869083,
0.006782236509025097,
-0.015187647193670273,
0.003507268615067005,
-0.011217164807021618,
0.012033075094223022,
-0.019825447350740433,
0.012311935424804688,
0.019164126366376877,
-0.007997934706509113,
0.015001166611909866,
0.01101764664053917,
0.023950444534420967,
-0.03637563809752464,
0.03484323248267174,
-0.005938644055277109,
-0.006576152052730322,
-0.0045457337982952595,
-0.025439221411943436,
0.018289202824234962,
0.014499643817543983,
-0.02786368876695633,
0.00445706769824028,
0.01063194964081049,
-0.019564732909202576,
-0.024213623255491257,
-0.06138473004102707,
-0.009858723729848862,
0.004495096392929554,
0.006426263600587845,
-0.01307164877653122,
0.008703932166099548,
0.00027671409770846367,
0.017195358872413635,
-0.00013399316230788827,
0.014411058276891708,
0.0065862322226166725,
0.02088785357773304,
0.006564686540514231,
0.014618545770645142,
0.033053115010261536,
-0.004127634689211845,
0.006891014985740185,
0.001756612560711801,
0.01891743764281273,
0.002802921226248145,
-0.014459270052611828,
0.007951424457132816,
-0.011009790934622288,
0.025009069591760635,
0.0046114129945635796,
0.015728604048490524,
-0.017571620643138885,
-0.006718300748616457,
-0.01917269453406334,
-0.013693791814148426,
-0.012274559587240219,
-0.003895349567756057,
-0.016439247876405716,
-0.03300832584500313,
0.022302906960248947,
0.010427015833556652,
-0.0022029641550034285,
-0.007920358330011368,
0.03841716796159744,
-0.018118593841791153,
-0.0026711130049079657,
-0.0013930376153439283,
-0.012986715883016586,
-0.021259915083646774,
-0.014046727679669857,
0.002990533597767353,
-0.030139179900288582,
-0.015967652201652527,
-0.0013355471892282367,
0.022457651793956757,
-0.014160689897835255,
-0.01348312571644783,
-0.0068570515140891075,
-0.0094641437754035,
0.0012311290483921766,
0.004434145055711269,
0.018276847898960114,
-0.012609992176294327,
0.004401237703859806,
-0.024389905855059624,
0.015733003616333008,
0.006042765453457832,
-0.018493913114070892,
-0.04590461403131485,
-0.021183276548981667,
-0.00354220368899405,
-0.005650621838867664,
0.011083774268627167,
0.013167651370167732,
0.0039050253108143806,
-0.014743108302354813,
-0.009961206465959549,
0.013963822275400162,
0.011814969591796398,
0.0049394844099879265,
-0.014245087280869484,
0.00952129065990448,
-0.0016215236391872168,
-0.024671534076333046,
0.0039033936336636543,
-0.001162007567472756,
0.010477778501808643,
0.01153121329843998,
-0.0011132913641631603,
-0.006699585355818272,
0.006353089585900307,
0.07198746502399445,
0.023144545033574104,
0.0015848134644329548,
-0.009892904199659824,
0.015703804790973663,
-0.017577406018972397,
-0.0015921234153211117,
0.03453560546040535,
0.013409478589892387,
0.0036950912326574326,
0.012193569913506508,
0.004650730639696121,
-0.005017596296966076,
0.007557394448667765,
-0.01874188706278801,
0.004720862954854965,
0.012325091287493706,
0.027786962687969208,
-0.01907620020210743,
0.03439087048172951,
0.002934665884822607,
-0.028323739767074585,
0.00738590769469738,
-0.011364620178937912,
-0.0022004684433341026,
-0.03637048229575157,
-0.006510719191282988,
-0.012516430579125881,
0.013228890486061573,
0.008421635255217552,
-0.0011577144032344222,
0.0018891830695793033,
-0.004939565435051918,
0.01691121608018875,
0.002798851113766432,
0.005862557794898748,
0.012203948572278023,
-0.01676422543823719,
0.00006657838821411133,
-0.007646501529961824,
0.02008986659348011,
-0.011993709951639175,
-0.011763865128159523,
0.03061700239777565,
0.006081008352339268,
-0.001305704819969833,
-0.011804698035120964,
-0.005950188264250755,
-0.005031840410083532,
-0.001985848881304264,
-0.01040426641702652,
0.010798105038702488,
0.008561158552765846,
0.027467649430036545,
-0.013570807874202728,
-0.000405910424888134,
0.02186327800154686,
-0.014352237805724144,
-0.011753391474485397,
-0.014149918220937252,
0.0019105970859527588,
0.024367166683077812,
0.02155168354511261,
-0.018082309514284134,
0.0024311812594532967,
-0.02395264059305191,
0.005081999581307173,
-0.005842000246047974,
0.007048067636787891,
0.018132038414478302,
0.0038490574806928635,
0.019562765955924988,
-0.0014837183989584446,
0.001302290940657258,
-0.01899898424744606,
-0.02440498396754265,
-0.012791881337761879,
0.0208293367177248,
0.010581355541944504,
-0.02583446353673935,
0.0015070904046297073,
-0.008128909394145012,
-0.01488722488284111,
-0.017717044800519943,
0.0008992704097181559,
0.02032819390296936,
-0.01828857511281967,
-0.07405298948287964,
-0.009115220047533512,
-0.004568299278616905,
-0.010359575971961021,
-0.0014312602579593658,
0.01694803312420845,
-0.0159589983522892,
-0.01801721751689911,
0.036896731704473495,
-0.005590501707047224,
-0.004839075729250908,
-0.0038513203617185354,
0.007493310607969761,
0.0030612722039222717,
0.012185288593173027,
0.003273031674325466,
-0.03046482801437378,
0.017692964524030685,
0.007597966585308313,
0.006007078569382429,
-0.013663003221154213,
0.033133238554000854,
-0.02955005317926407,
0.008711690083146095,
0.00935966894030571,
-0.08070811629295349,
-0.008690012618899345,
0.003924221266061068,
-0.004097229801118374,
-0.02286500111222267,
0.016111169010400772,
0.006941371131688356,
-0.013438333757221699,
-0.015228226780891418,
-0.01843186840415001,
-0.013366936706006527,
0.013748358935117722,
-0.010278193280100822,
0.013208622112870216,
-0.0004821382462978363,
-0.011607521213591099,
0.005402774550020695,
-0.04146173596382141,
0.008894418366253376,
-0.021677853539586067,
0.007548152469098568,
0.020800545811653137,
-0.017008105292916298,
0.0014503978891298175,
-0.020962895825505257,
-0.0011436229106038809,
-0.028913039714097977,
0.011119883507490158,
0.014876381494104862,
-0.033754147589206696,
0.005338915158063173,
0.004754030145704746,
-0.0007648610044270754,
-0.0037779679987579584,
-0.009996284730732441,
-0.018289070576429367,
-0.014727120287716389,
0.00585920549929142,
-0.0005373843014240265,
-0.011721073649823666,
-0.0074508232064545155,
0.008542999625205994,
-0.013042990118265152,
-0.0005550235509872437,
-0.03011486679315567,
-0.013471699319779873,
0.004547995515167713,
-0.00005499937105923891,
0.002637603785842657,
-0.0042152851819992065,
0.014274723827838898,
0.011132873594760895,
0.04452771693468094,
-0.0023235874250531197,
0.01162073202431202,
0.035659290850162506,
0.002808984136208892,
0.012526152655482292,
0.017252661287784576,
0.0054733892902731895,
-0.004881164990365505,
0.016614343971014023,
-0.010103568434715271,
0.07150690257549286,
-0.014383426867425442,
0.010557195171713829,
-0.013526007533073425,
0.011069613508880138,
-0.002157900482416153,
0.0014361687935888767,
-0.009725842624902725,
0.022015202790498734,
-0.0058179572224617004,
0.017380625009536743,
-0.011559147387742996,
-0.011420275084674358,
0.014213982038199902,
0.0051886821165680885,
0.01289537362754345,
-0.001215655356645584,
-0.002631628420203924,
0.015453790314495564,
0.03022671490907669,
-0.021440919488668442,
0.015164951793849468,
-0.019789347425103188,
-0.000680719967931509,
0.00043447711504995823,
0.006414501927793026,
-0.0009399289265275002,
0.020963868126273155,
-0.004571851808577776,
-0.01393429096788168,
-0.008749932050704956,
-0.0026046724524348974,
0.0028452561236917973,
-0.012214986607432365,
0.04554879292845726,
0.026588931679725647,
0.017166659235954285,
-0.0023917334619909525,
-0.036851078271865845,
-0.01935502327978611,
0.003550360444933176,
0.006239107344299555,
0.013573321513831615,
-0.007529206108301878,
0.005174596793949604,
0.023896746337413788,
0.05248287320137024,
-0.018927693367004395,
0.005101429298520088,
0.0106144854798913,
0.0034504951909184456,
-0.004772678017616272,
0.04133317247033119,
-0.01710457354784012,
0.0076034776866436005,
-0.02151971310377121,
-0.026385411620140076,
0.01697804406285286,
-0.027589742094278336,
-0.014113551937043667,
0.003805610118433833,
-0.0111914724111557,
-0.020391609519720078,
-0.009464348666369915,
0.015620319172739983,
0.03412547707557678,
0.007504083216190338,
-0.006377201061695814,
-0.0012933691032230854,
0.01759817823767662,
-0.003015281166881323,
0.014914469793438911,
0.010253441520035267,
0.013295592740178108,
0.009335871785879135,
0.0042389207519590855,
-0.017243489623069763,
-0.010769747197628021,
0.02688935026526451,
0.007890609093010426,
-0.01858917437493801,
0.010175194591283798,
0.01577657461166382,
-0.0016982518136501312,
0.0318634957075119,
0.005964730866253376,
0.00016968324780464172,
0.008632221259176731,
-0.005606413818895817,
0.01280798390507698,
0.005209333263337612,
-0.002498399931937456,
-0.0009919808944687247,
0.017180390655994415,
0.012634653598070145,
0.03389847278594971,
0.022815754637122154,
0.006662411615252495,
-0.011081923730671406,
0.012277886271476746,
0.011559437960386276,
-0.0007419022731482983,
-0.01915667951107025,
0.016095837578177452,
-0.016328666359186172,
0.00026399490889161825,
0.021930987015366554,
-0.022340569645166397,
0.028669768944382668,
0.005064592696726322,
-0.006248359102755785,
-0.017450394108891487,
0.010579383932054043,
0.014866441488265991,
-0.011592663824558258,
0.015991467982530594,
-0.027831969782710075,
0.009634802117943764,
0.012746709398925304,
-0.006493342574685812,
0.001990500371903181,
0.016617625951766968,
0.035106223076581955,
0.012512489221990108,
-0.0007138862274587154,
-0.040176089853048325,
-0.011869431473314762,
-0.011169614270329475,
0.01682433672249317,
-0.007639678195118904,
0.018215704709291458,
-0.015900565311312675,
0.023675955832004547,
0.006719209253787994,
0.017071032896637917,
0.025311710312962532,
0.02120117098093033,
0.0025370533112436533,
-0.00042371219024062157,
0.0042640091851353645,
0.01758941262960434,
-0.014600262977182865,
-0.0047555542550981045,
0.023592181503772736,
0.008180920034646988,
-0.019376089796423912,
0.018325813114643097,
-0.009842040948569775,
0.009111006744205952,
-0.005493852309882641,
-0.001921902410686016,
0.007085871417075396,
-0.02537630684673786,
-0.009909544140100479,
-0.04821407049894333,
0.022634685039520264,
0.0020679389126598835,
-0.011743168346583843,
-0.03019188717007637,
0.016661960631608963,
-0.009985413402318954,
0.02112393267452717,
-0.01803591474890709,
-0.0003413017839193344,
0.011945072561502457,
0.017365772277116776,
-0.014989515766501427,
0.013790908269584179,
-0.01934085041284561,
-0.0136775653809309,
0.017901653423905373,
-0.0026844132225960493,
-0.0240517258644104,
0.026917174458503723,
0.00043663568794727325,
-0.03075379505753517,
-0.014178246259689331,
-0.009718062356114388,
0.006880282424390316,
0.0027221962809562683,
0.02050717920064926,
-0.03782670572400093,
0.010853374376893044,
-0.013104768469929695,
-0.0030256654135882854,
-0.004424399230629206,
-0.004431090783327818,
-0.002059812191873789,
0.00231795571744442,
-0.0005952585488557816,
0.01805228367447853,
-0.01836377941071987,
-0.011667707934975624,
-0.006880499422550201,
0.0042846836149692535,
-0.019124401733279228,
0.022071540355682373,
0.02533053420484066,
0.011592420749366283,
0.004310972057282925,
0.01756441593170166,
-0.017968308180570602
] |
[
0.09068567305803299,
-0.05667289346456528,
0.06495939195156097,
0.549238920211792,
-0.022018693387508392,
0.5004338026046753,
0.05103560537099838,
-0.04651236534118652,
-0.436307817697525,
-0.5060762166976929,
-0.13737215101718903,
0.10902684926986694,
-0.225476935505867,
-0.2516360878944397,
-0.10085205733776093,
-0.20810388028621674,
0.6112001538276672,
0.03286931291222572,
-0.009274008683860302,
0.060710541903972626,
-0.3503139913082123,
0.1321134716272354,
0.42603766918182373,
0.08410964161157608,
0.6005316972732544,
-0.33772537112236023,
0.07897793501615524,
0.011388375423848629,
0.34175726771354675,
0.037907667458057404,
0.06306862831115723,
0.44249171018600464,
-0.46356645226478577,
-0.26979246735572815,
-0.05775807052850723,
-0.06638309359550476,
-0.6133621335029602,
0.07639317959547043,
0.024353407323360443,
-0.3850463628768921,
0.07810677587985992,
-0.11756686866283417,
-0.2443990856409073,
-0.25729838013648987,
-0.9615128636360168,
-0.6358896493911743,
-1.3893723487854004,
0.4659724235534668,
-0.2904970347881317,
0.28370004892349243,
-0.3936815559864044,
0.08071640878915787,
0.09971459209918976,
0.07975948601961136,
0.2637616991996765,
-0.19249138236045837,
-0.05816957354545593,
-0.19804410636425018,
0.4613085389137268,
-0.4378313422203064,
0.26910069584846497,
0.18424879014492035,
0.015642335638403893,
-0.032423630356788635,
-0.16246925294399261,
0.0935676097869873,
0.3029536306858063,
-0.3936881124973297,
-0.4878500699996948,
-0.23569896817207336,
-0.281791090965271,
-0.1665225327014923,
-0.25198307633399963,
0.30799639225006104,
-0.6110053062438965,
-0.4475535750389099,
0.16459529101848602,
0.09074902534484863,
0.24771329760551453,
0.15493008494377136,
-0.027198150753974915,
1.1828206777572632,
0.36408981680870056,
-0.08304311335086823,
0.6053289771080017,
0.22495867311954498,
-0.5783988833427429,
0.42714783549308777,
-0.5160059332847595,
-0.21071302890777588,
0.003789779031649232,
-0.06894512474536896,
0.16065070033073425,
0.18124385178089142,
0.256782203912735,
0.17994657158851624,
0.4207476079463959,
-0.15939731895923615,
0.4421859085559845,
-0.020175393670797348,
-0.2596723139286041,
-0.6504989862442017,
0.26837295293807983,
-0.48251602053642273,
0.4071792960166931,
-0.25954923033714294,
0.08652535080909729,
-0.5634466409683228,
0.024585140869021416,
0.09075664728879929,
-0.794983446598053,
-0.29181933403015137,
0.06507431715726852,
-0.22843453288078308,
-0.043393004685640335,
-0.3134540617465973,
0.2156367152929306,
0.2941868305206299,
-0.2882763743400574,
0.19517657160758972,
-0.11542835831642151,
0.6196771264076233,
0.21081605553627014,
-0.07756765931844711,
-0.13043197989463806,
-0.1988663226366043,
0.16960330307483673,
0.4835573136806488,
-0.3984970450401306,
-0.04931950196623802,
0.06629513204097748,
0.7919346690177917,
-0.2810685634613037,
0.2887975871562958,
-0.08724892139434814,
-0.09795692563056946,
0.1398368775844574,
0.3238999545574188,
-0.03756417706608772,
0.24093404412269592,
-0.227768674492836,
-0.39927953481674194,
-0.12692444026470184,
-0.2820452153682709,
0.1766091138124466,
-0.8261600136756897,
0.11899970471858978,
-0.14946302771568298,
-0.32808390259742737,
-0.12980905175209045,
-0.3019142746925354,
0.07433140277862549,
-0.2862606644630432,
0.05675272271037102,
0.12444592267274857,
0.23685893416404724,
-0.06710299104452133,
0.385640949010849,
-0.11996644735336304,
0.11331404745578766,
-0.11959748715162277,
-0.2730557322502136,
-0.6760551333427429,
-0.35478144884109497,
-0.1929532289505005,
-0.5679640173912048,
0.6755066514015198,
0.5840590596199036,
0.016746127977967262,
0.08948402851819992,
0.13042005896568298,
-0.31470248103141785,
0.2849680781364441,
0.05209123343229294,
-0.3995763063430786,
-0.08074642717838287,
-0.2671380937099457,
0.23068128526210785,
0.20760005712509155,
0.31115731596946716,
-0.6160215139389038,
0.16555003821849823,
0.16583430767059326,
-0.12303721159696579,
0.01185387372970581,
0.18210157752037048,
0.39700847864151,
-0.5873277187347412,
-0.6591657400131226,
-0.5521349906921387,
0.1285506635904312,
-0.1767546385526657,
0.06297034025192261,
-0.39657947421073914,
1.089424729347229,
-0.11487966030836105,
-0.5420717000961304,
0.8827091455459595,
0.31695351004600525,
0.40035098791122437,
0.10288514941930771,
-0.4857655167579651,
0.400177925825119,
-0.7667835354804993,
-0.21588492393493652,
0.07505068928003311,
0.2956588566303253,
-0.16710405051708221,
-0.4053535461425781,
-0.40383651852607727,
0.47203344106674194,
-0.5130172967910767,
0.13182604312896729,
-0.42776837944984436,
0.14317457377910614,
-0.16086018085479736,
-0.5738481879234314,
0.11890311539173126,
-0.16566435992717743,
-0.06821957975625992,
0.5461893677711487,
-0.13722416758537292,
0.2564998269081116,
0.4323124885559082,
-0.1287311166524887,
0.5719932913780212,
0.8484209179878235,
0.35478970408439636,
0.8277701735496521,
-0.5367984771728516,
-0.12963531911373138,
-0.805077075958252,
-0.23366577923297882,
-0.18413133919239044,
-0.29368194937705994,
-0.05889829248189926,
0.38867899775505066,
-0.30041906237602234,
0.30442899465560913,
-0.27458426356315613,
-0.21760909259319305,
0.567639946937561,
-0.6580172181129456,
0.011637219227850437,
0.11005255579948425,
-0.4499056339263916,
0.016737723723053932,
0.17109456658363342,
-0.4211575984954834,
0.030204620212316513,
-0.4880751669406891,
0.5439274311065674,
0.00294804316945374,
-0.3072808086872101,
0.05657380074262619,
-0.4565531611442566,
0.05692701041698456,
0.030830316245555878,
0.22566275298595428,
-0.14739306271076202,
-0.3018050789833069,
-0.35829436779022217,
-0.14991828799247742,
-0.19151848554611206,
-0.7099401354789734,
-0.9721852540969849,
-0.2823296785354614,
-0.09058395773172379,
0.8510818481445312,
0.7091662287712097,
1.1110107898712158,
-0.12007930874824524,
-0.04313066229224205,
0.18447624146938324,
-0.4034661054611206,
-0.8184648752212524,
0.7072367668151855,
0.006436338182538748,
-0.54964679479599,
-0.9651983976364136,
-0.11463260650634766,
0.4376603364944458,
0.7749233841896057,
-0.06603085994720459,
0.10477924346923828,
-0.3663799464702606,
-0.18402722477912903,
-0.25901710987091064,
0.08675161749124527,
-0.36460086703300476,
-0.21035413444042206,
0.32403048872947693,
-0.17059023678302765,
-0.21288169920444489,
0.42111092805862427,
0.9853058457374573,
-0.03922802209854126,
0.4383130669593811,
0.4474448263645172,
-0.18125411868095398,
-0.2916024625301361,
0.4274343252182007,
0.003833665046840906,
0.05521884933114052,
0.16471661627292633,
0.22424612939357758,
-0.3408276438713074,
0.7479190230369568,
-6.027467250823975,
-0.19996976852416992,
-0.16151322424411774,
0.050931449979543686,
0.1407715082168579,
0.25561222434043884,
0.7087978720664978,
0.16515478491783142,
0.02326405607163906,
-0.1267174929380417,
-0.2673202157020569,
0.2175188809633255,
-0.3613671660423279,
0.072035051882267,
0.13627654314041138,
-0.037485260516405106,
0.022778693586587906,
-0.3601384460926056,
0.09842296689748764,
0.49244964122772217,
-0.001579508651047945,
-0.8756734728813171,
0.1741027534008026,
0.5222535729408264,
-0.3859182596206665,
-0.5818884968757629,
-0.5138936042785645,
-0.26998817920684814,
-0.11091911792755127,
-0.18603916466236115,
-0.3798520565032959,
-0.5547994375228882,
-0.22462275624275208,
-0.6043276786804199,
0.6474220156669617,
0.07271924614906311,
0.4636645019054413,
-0.021594969555735588,
0.2730386555194855,
-0.5806387662887573,
0.23070281744003296,
0.45791375637054443,
0.3205927312374115,
0.0377856083214283,
0.46820926666259766,
0.2099798619747162,
-0.34432870149612427,
0.0393717922270298,
-0.5062522888183594,
0.472817599773407,
0.08853946626186371,
-0.03900273144245148,
0.07837731391191483,
-0.20314303040504456,
0.35273706912994385,
0.015532182529568672,
0.6911627650260925,
-0.032282836735248566,
-0.36570319533348083,
0.3072110414505005,
0.19214972853660583,
-0.4298478364944458,
-0.24543175101280212,
-0.6084219217300415,
-0.2571163773536682,
0.13126683235168457,
-0.870840847492218,
-0.3911550045013428,
0.2051081657409668,
0.20721597969532013,
-0.1007779985666275,
0.06705985963344574,
0.18846948444843292,
-0.4347038269042969,
0.5464164018630981,
-0.40901726484298706,
0.42543351650238037,
-0.241012841463089,
0.27016758918762207,
0.6455550193786621,
-0.509093165397644,
-0.4370664954185486,
-0.06349796056747437,
-0.006074122618883848,
-0.17743991315364838,
-0.16919097304344177,
-0.4306427240371704,
-0.3252462148666382,
-0.14893153309822083,
0.09459011256694794,
0.8820750713348389,
0.07257239520549774,
0.23801134526729584,
0.4124193489551544,
0.4568839967250824,
-0.3139159381389618,
0.2219979465007782,
0.3024507462978363,
0.34195083379745483,
0.1619851291179657,
0.5972752571105957,
-0.0775538831949234,
-0.2769714593887329,
-0.2914602756500244,
-0.039683856070041656,
0.36743220686912537,
-0.6140426397323608,
0.3830847442150116,
0.7860614657402039,
-0.4162655472755432,
-0.2849332392215729,
-0.13282175362110138,
-0.13285957276821136,
-0.1393313705921173,
-0.004534170497208834,
-0.24999114871025085,
-0.2724299430847168,
0.49358657002449036,
0.42639878392219543,
-0.4543319046497345,
-0.10615406930446625,
0.64454185962677,
-0.5534840822219849,
0.21658657491207123,
-0.16208502650260925,
-0.20418788492679596,
-0.23658429086208344,
0.28649672865867615,
-0.03643978759646416,
-0.5026099681854248,
0.07565783709287643,
0.23230184614658356,
-0.1611727476119995,
0.47730374336242676,
0.007008644286543131,
-0.4175703227519989,
0.4092565178871155,
0.39006102085113525,
0.22323404252529144,
-0.7450889945030212,
0.6100659966468811,
0.007300237659364939,
0.17716550827026367,
-0.34913888573646545,
0.5496729016304016,
0.08399771898984909,
-0.12171938270330429,
-0.11413723975419998,
-0.3325803279876709,
-0.3047204911708832,
0.24650844931602478,
-0.6132246255874634,
-0.3094830811023712,
0.1774328052997589,
-0.005113509017974138,
0.16941264271736145,
-0.06435421109199524,
0.1057407483458519,
0.9663876891136169,
-0.3943585455417633,
0.3104218542575836,
-0.054419029504060745,
-0.6488386392593384,
-0.25611743330955505,
-0.3204808533191681,
0.5425628423690796,
-0.5433180332183838,
-0.43037500977516174,
-0.3307751715183258,
-0.02976093627512455,
-0.17677628993988037,
-0.35470259189605713,
-0.2511743903160095,
-0.2582952380180359,
-0.5047820806503296,
-0.2572198212146759,
-0.011897812597453594,
-0.19644133746623993,
-0.3408319354057312,
0.0599365271627903,
-0.19645074009895325,
-0.22511915862560272,
0.031659770756959915,
0.25076568126678467,
0.055719245225191116,
0.0695427730679512,
0.3524399995803833,
0.37018510699272156,
-0.21878348290920258,
-0.4520617127418518,
-0.04734635353088379,
0.0950712263584137,
-0.01005958579480648,
-0.28554779291152954,
0.27236247062683105,
0.527526319026947,
-0.014381857588887215,
0.3035142421722412,
-0.1598416417837143,
-0.2469191998243332,
0.17575277388095856,
0.2342005968093872,
-0.3160229027271271,
0.17428307235240936,
0.3383578658103943,
0.046765584498643875,
0.05862817540764809,
0.011821193620562553,
0.18607623875141144,
-0.4804879128932953,
-0.5499042272567749,
-0.18540985882282257,
-0.014842385426163673,
-0.2407529205083847,
-0.4532836675643921,
0.12672555446624756,
0.3888399004936218,
-0.19588063657283783,
-0.6343833804130554,
0.3140050768852234,
0.25260522961616516,
-0.1686730831861496,
-0.2685299217700958,
-0.23068709671497345,
-0.10140185803174973,
-0.022358110174536705,
0.10510794818401337,
-0.3806881308555603,
0.6805359125137329,
-0.020667072385549545,
-0.3433958888053894,
-0.0028681291732937098,
-0.1070529967546463,
0.526672899723053,
-0.43768858909606934,
-0.5430778861045837,
-0.39240705966949463,
0.26597169041633606,
-0.6819239258766174,
0.3087313175201416,
0.4202874004840851,
0.7683117389678955,
-0.4596264660358429,
0.3750860393047333,
-0.166579931974411,
0.8769340515136719,
0.5884617567062378,
-0.2672514021396637,
-0.5013473629951477,
-0.454805850982666,
0.4141313433647156,
0.23051777482032776,
0.04628511145710945,
0.6866559386253357,
0.4759458303451538,
0.2888897657394409,
0.06956762075424194,
-0.5554928183555603,
0.1957131028175354,
0.012477618642151356,
0.10534492135047913,
-0.40891051292419434,
-0.33858466148376465,
-0.11808458715677261,
-0.01790235936641693,
0.24278011918067932,
-0.5163798332214355,
-0.2143218070268631,
0.8138449788093567,
-0.5046405792236328,
0.06161252781748772,
0.15756072103977203,
0.5451845526695251,
0.3189343810081482,
0.4122426509857178,
-0.12898774445056915,
0.3109033405780792,
0.5912742018699646,
0.19222162663936615,
-0.027262268587946892,
-0.02576432377099991,
-0.004110810812562704,
0.120554119348526,
-0.9622941017150879,
0.5372934937477112,
-0.35284894704818726,
0.6293715834617615,
-0.3840104043483734,
0.09344778954982758,
0.1494457870721817,
-0.36970946192741394,
0.067966528236866,
-0.1467805951833725,
0.056913044303655624,
-0.06327985227108002,
0.19634117186069489,
-0.06897926330566406,
0.1309806853532791,
0.15362511575222015,
0.16363592445850372,
-0.744153618812561,
0.02336813695728779,
0.7661128640174866,
-0.6308501362800598,
0.13976342976093292,
0.47147971391677856,
0.2558513283729553,
-0.36424610018730164,
-0.3633306324481964,
0.030251894146203995,
-0.02784782461822033,
-0.1161094531416893,
-0.0632275864481926,
0.2955055832862854,
-0.15268301963806152,
0.11132052540779114,
0.6054372787475586,
-0.18679334223270416,
0.6414601802825928,
0.8320940732955933,
-0.07841607928276062,
0.38374632596969604,
0.2326337695121765,
-0.25905081629753113,
-0.04925454407930374,
0.3965209424495697,
0.3301742374897003,
-0.05175493657588959,
-0.16676713526248932,
0.858505129814148,
0.36891576647758484,
0.4639444053173065,
-0.07393570244312286,
0.6653404235839844,
0.37529340386390686,
-0.334977388381958,
0.11734639108181,
-0.07215625792741776,
-0.09076741337776184,
0.21137364208698273,
0.4669499397277832,
0.4026137888431549,
-0.3859493136405945,
0.38652485609054565,
-0.0890023335814476,
0.15922528505325317,
0.3898172974586487,
0.49281051754951477,
-0.5977997183799744,
0.3986228406429291,
0.2839253544807434,
-0.30045434832572937,
0.3512704074382782,
0.29399600625038147,
0.051578618586063385,
-0.24815833568572998,
0.6586620807647705,
-0.19369575381278992,
-0.22363699972629547,
0.13193021714687347,
-0.1682862490415573,
1.0574525594711304,
0.6337694525718689,
-0.2487747073173523,
-0.3567103445529938,
0.47880545258522034,
0.5646134614944458,
0.11835391074419022,
0.20367366075515747,
-0.2657822072505951,
0.04104993864893913,
0.6195247769355774,
-0.16996777057647705,
0.23970916867256165,
-0.052328042685985565,
-0.3314136564731598,
0.24955040216445923,
0.31510135531425476,
-0.052277375012636185,
-0.3723847568035126,
0.48757487535476685,
-0.21227625012397766,
-0.09463554620742798,
-0.6246016621589661,
0.13079814612865448,
-0.1529531627893448,
0.21271026134490967,
-0.07143978029489517,
-0.03677191585302353,
0.17021721601486206,
-0.0800546258687973,
-0.9756924510002136,
0.2723548710346222,
-0.17937643826007843,
0.30500712990760803,
0.2392977923154831,
-0.46280813217163086,
0.8954271674156189,
0.2804965078830719,
-0.010876507498323917,
0.17617635428905487,
0.2043900340795517,
-0.05545873939990997,
-0.1072240099310875,
-0.23836377263069153,
0.35688236355781555,
-0.3936193883419037,
-0.5215569138526917,
-0.0009256837656721473,
-0.14049893617630005,
1.0671489238739014,
-0.2204168736934662,
-0.2185002565383911,
0.25092780590057373,
0.12250631302595139,
0.2634618580341339,
0.2040790617465973,
-0.3144163489341736,
-0.012941474094986916,
-0.20470353960990906,
-0.045723482966423035,
-0.013147019781172276,
0.4258912205696106,
0.2659105062484741,
-0.10750925540924072,
0.013870228081941605,
0.6164456009864807,
0.24073784053325653,
-0.7809745073318481,
0.14945732057094574,
-0.4940633177757263,
-0.1930946409702301,
-0.37218403816223145,
0.444989413022995,
-0.2721054255962372,
0.023766199126839638,
-0.33169329166412354,
0.06300229579210281,
0.11393418163061142,
-0.27522918581962585,
0.26700976490974426,
0.2601597309112549,
0.08996805548667908,
0.4035312533378601,
0.1917441189289093,
-0.20068900287151337,
-0.7554006576538086,
-0.4250650405883789,
-0.4233302175998688,
0.4109082818031311,
0.17238515615463257,
-0.1778205782175064,
-0.1523076742887497,
-0.1601683795452118,
-0.2760732173919678,
0.5146130919456482,
0.19416265189647675,
-0.31588220596313477,
-0.5091753602027893,
0.25883615016937256
] |
I propose a network/search view of international trade in differentiated products. I present evidence that supports the view that proximity and common language/colonial ties are more important for differentiated products than for products traded on organized exchanges in matching international buyers and sellers, and that search barriers to trade are higher for differentiated than for homogeneous products. I also discuss alternative explanations for the findings.
|
[
-0.006072910502552986,
0.02478002943098545,
-0.02648714929819107,
0.009595855139195919,
-0.0346304215490818,
0.0025115753524005413,
0.013280130922794342,
-0.0001472686999477446,
-0.015943123027682304,
-0.031559597700834274,
-0.0028772898949682713,
0.01481600385159254,
-0.019889263436198235,
0.02073054574429989,
0.00833097379654646,
-0.04478566348552704,
0.01029032003134489,
0.025664696469902992,
-0.0008925707661546767,
-0.02375776134431362,
0.04318857938051224,
0.004682785831391811,
0.011738810688257217,
-0.027909811586141586,
-0.023296501487493515,
0.0007851007976569235,
-0.024923020973801613,
0.007182831410318613,
-0.0006181338103488088,
-0.006379051133990288,
0.011240989901125431,
-0.011987373232841492,
0.004301483277231455,
0.005340063013136387,
-0.00765620544552803,
0.003367900149896741,
0.006882639601826668,
0.03490854799747467,
-0.04191170260310173,
-0.005367675796151161,
0.026079505681991577,
-0.006211800500750542,
0.004522332921624184,
-0.005762564484030008,
-0.008627456612884998,
-0.015217362903058529,
-0.007153433747589588,
-0.025973668321967125,
-0.018129777163267136,
0.014406117610633373,
-0.006146980915218592,
0.008541544899344444,
-0.007983950898051262,
0.015814710408449173,
-0.0086124362424016,
-0.02987712062895298,
0.022503236308693886,
0.015405699610710144,
0.009665541350841522,
0.01096290536224842,
-0.01040241401642561,
0.003788465866819024,
-0.000540168141014874,
0.002028613118454814,
0.035124387592077255,
-0.06608347594738007,
-0.0329652838408947,
-0.008746043778955936,
-0.007905210368335247,
0.01677020825445652,
-0.00962838064879179,
0.009478352963924408,
-0.014380804263055325,
-0.0013351370580494404,
-0.016168827190995216,
0.02529638260602951,
0.0005325293750502169,
0.02906438522040844,
0.039089638739824295,
-0.029327698051929474,
-0.04318366199731827,
-0.0023930377792567015,
-0.009882737882435322,
0.016768736764788628,
-0.0016870772233232856,
0.007988981902599335,
0.004296165890991688,
0.0034703826531767845,
-0.018137341365218163,
-0.038195110857486725,
0.003094889922067523,
-0.00635696854442358,
-0.0045154583640396595,
-0.02042444236576557,
0.011589528992772102,
-0.021129293367266655,
-0.02118069678544998,
-0.005473401863127947,
0.01830262318253517,
0.01807408221065998,
-0.024580590426921844,
-0.007555664516985416,
0.027024703100323677,
0.015372597612440586,
0.014620189554989338,
0.010186010971665382,
-0.00349704478867352,
-0.02894539013504982,
-0.02178208716213703,
0.006703539285808802,
-0.010763668455183506,
0.03413613140583038,
0.03133414313197136,
-0.003737908322364092,
-0.0053897821344435215,
-0.0036149986553937197,
-0.008394675329327583,
0.009496213868260384,
0.007448110729455948,
0.02701142244040966,
0.01121688261628151,
0.012713665142655373,
-0.0039368122816085815,
0.0058878688141703606,
0.013378642499446869,
0.02516626939177513,
-0.04929278418421745,
0.02170192077755928,
0.008814407512545586,
0.007389829959720373,
-0.011770697310566902,
0.012793423607945442,
0.037277575582265854,
0.015328167006373405,
0.033796440809965134,
0.014494295231997967,
-0.03957309201359749,
-0.009424703195691109,
0.0014876713976264,
0.0037486304063349962,
-0.02200019732117653,
0.01032176148146391,
0.0024998183362185955,
0.012406757101416588,
0.027084410190582275,
0.009615843184292316,
-0.008376149460673332,
-0.0073995282873511314,
0.012905039824545383,
0.000702370423823595,
0.004585337825119495,
0.02587742730975151,
0.014967366121709347,
-0.028313197195529938,
0.008406367152929306,
0.007625248748809099,
-0.0073419902473688126,
0.00023495957429986447,
-0.02171984501183033,
-0.014688126742839813,
0.011366133578121662,
-0.008366797119379044,
0.01899826154112816,
0.008890886791050434,
-0.01643465645611286,
-0.009496903046965599,
-0.016963543370366096,
0.004738762974739075,
-0.01657075248658657,
0.0043104300275444984,
-0.021161653101444244,
-0.0120059410110116,
0.009558417834341526,
0.013248756527900696,
0.05353183671832085,
-0.01339038647711277,
0.018243001773953438,
0.013539353385567665,
-0.020125672221183777,
0.06663180887699127,
0.005444153677672148,
0.005664610769599676,
-0.0006716524949297309,
-0.010510200634598732,
-0.010961107909679413,
-0.01739136502146721,
0.04132450371980667,
-0.01027867291122675,
0.03369709476828575,
-0.036032784730196,
0.004153609741479158,
0.007309175096452236,
-0.010330443270504475,
-0.025584470480680466,
-0.0058670430444180965,
0.004913065582513809,
-0.0018694432219490409,
-0.008115860633552074,
-0.0054618301801383495,
-0.01849488541483879,
0.010999854654073715,
-0.009428060613572598,
-0.0035341789480298758,
-0.011714879423379898,
-0.027376171201467514,
0.017468826845288277,
-0.008750686421990395,
0.024238381534814835,
0.0204007588326931,
-0.03233707696199417,
-0.0215903427451849,
-0.0015514087863266468,
0.0023755349684506655,
-0.020338352769613266,
-0.007819450460374355,
0.003592008724808693,
-0.03615032508969307,
0.02859737165272236,
-0.0041092438623309135,
-0.017446106299757957,
-0.008169852197170258,
-0.024769634008407593,
0.02180929109454155,
-0.01999066025018692,
0.02779599092900753,
0.028533492237329483,
0.007000230252742767,
0.01778261549770832,
-0.023560885339975357,
0.0008811780717223883,
0.0037117337342351675,
0.03042742982506752,
-0.013239473104476929,
-0.003954770974814892,
0.032193735241889954,
0.00999557413160801,
0.012217427603900433,
-0.012306282296776772,
0.011633729562163353,
-0.005909501574933529,
-0.004444575402885675,
-0.037434741854667664,
0.035789862275123596,
-0.02402227558195591,
-0.028401341289281845,
-0.0006070648669265211,
-0.013898134231567383,
0.0120743652805686,
-0.0009590699337422848,
0.014045219868421555,
0.007053514942526817,
0.007090359460562468,
-0.0032595733646303415,
0.04157217964529991,
-0.013218001462519169,
-0.008131463080644608,
-0.018114741891622543,
0.017151927575469017,
0.027404895052313805,
-0.0015094412956386805,
0.0028945188969373703,
0.0023777473252266645,
-0.0761614665389061,
0.012566912919282913,
0.016647223383188248,
-0.010635575279593468,
-0.002421473152935505,
0.027482066303491592,
0.014195406809449196,
0.0003409448836464435,
0.005014457274228334,
-0.01622047834098339,
0.0030805773567408323,
-0.08132150024175644,
-0.013709659688174725,
0.013567514717578888,
-0.025302497670054436,
0.01543128490447998,
-0.019919324666261673,
0.0240558423101902,
0.018580984324216843,
-0.010735193267464638,
0.035801906138658524,
-0.004901743959635496,
0.017927685752511024,
-0.024546699598431587,
0.015009475871920586,
0.047119542956352234,
-0.01850607804954052,
0.012582661584019661,
-0.009066994301974773,
-0.023693988099694252,
-0.0033875913359224796,
-0.02757212705910206,
-0.028771094977855682,
0.010808130726218224,
0.0056268805637955666,
0.020617350935935974,
0.02423626370728016,
0.0203903429210186,
0.00845297984778881,
-0.021858537569642067,
0.0017139079282060266,
0.021268639713525772,
-0.01192543189972639,
-0.013244573026895523,
-0.012178165838122368,
0.010234786197543144,
-0.03535314276814461,
0.03497794643044472,
-0.013246137648820877,
-0.007256496697664261,
0.02639080584049225,
0.030167678371071815,
0.021315066143870354,
0.0023617499973624945,
0.008632665500044823,
0.012079195119440556,
0.02103310264647007,
0.019375372678041458,
0.001681322231888771,
0.0022230702452361584,
-0.0020798128098249435,
0.022031424567103386,
-0.01971401460468769,
0.03045932576060295,
0.012331821024417877,
0.006068469490855932,
-0.018967023119330406,
0.009565933607518673,
-0.0019113827729597688,
-0.011767354793846607,
-0.005941232666373253,
0.012935047037899494,
-0.056249797344207764,
-0.009218974970281124,
-0.004929382354021072,
0.03397025540471077,
-0.04164287447929382,
0.012466399930417538,
-0.012357030063867569,
0.0016734343953430653,
-0.010327117517590523,
0.011876493692398071,
-0.007380139082670212,
-0.006885102018713951,
0.010141968727111816,
0.034594547003507614,
-0.021001018583774567,
-0.016071980819106102,
0.003323907032608986,
0.04768068715929985,
0.006346110254526138,
-0.020004751160740852,
0.014394290745258331,
-0.007688295096158981,
0.006868502590805292,
-0.019839970394968987,
-0.028949899598956108,
-0.001669031335040927,
0.007862523198127747,
0.003868333762511611,
-0.011759941466152668,
0.009059332311153412,
-0.034891996532678604,
0.06266254186630249,
0.006445625331252813,
0.012033398263156414,
0.03920651227235794,
-0.003917932976037264,
-0.008858437649905682,
-0.015219124965369701,
0.01329630147665739,
0.030987251549959183,
0.009963598102331161,
-0.02087859809398651,
-0.020243477076292038,
-0.0002941517159342766,
0.0070142317563295364,
-0.016632413491606712,
-0.003357431385666132,
0.016966205090284348,
-0.01670929603278637,
-0.01522555761039257,
-0.01772904023528099,
-0.005271419882774353,
-0.01014648750424385,
0.019905373454093933,
-0.0044862208887934685,
-0.02133944444358349,
-0.04438638687133789,
0.07053709030151367,
0.00283055123873055,
0.01976492628455162,
-0.014396440237760544,
0.03923477232456207,
0.008389624767005444,
-0.03706509619951248,
-0.0053708176128566265,
0.0037340084090828896,
0.015365486964583397,
0.016278257593512535,
-0.007262715138494968,
-0.029337914660573006,
-0.0008927944581955671,
0.02391519583761692,
0.00977389421314001,
-0.03966865688562393,
0.05559995770454407,
0.03631092980504036,
0.001354983658529818,
0.005617831833660603,
-0.025950970128178596,
-0.009328565560281277,
0.018169093877077103,
-0.006018487270921469,
-0.007837794721126556,
0.026777956634759903,
-0.016313675791025162,
-0.007556337397545576,
-0.003824719926342368,
0.024670546874403954,
-0.01970653049647808,
-0.005455581471323967,
-0.011005147360265255,
-0.0044320677407085896,
0.025625288486480713,
0.024749422445893288,
-0.05417950451374054,
-0.006194187793880701,
-0.012704291380941868,
-0.04064332693815231,
-0.01978021301329136,
0.0031297500245273113,
0.0028656008653342724,
-0.040898408740758896,
0.02257506735622883,
-0.02237766608595848,
-0.005257903132587671,
-0.028153015300631523,
0.011577965691685677,
0.010828973725438118,
0.030184658244252205,
0.011789252981543541,
0.03695438802242279,
0.004054224118590355,
-0.021230529993772507,
-0.018118729814887047,
0.006849539466202259,
0.003109442535787821,
-0.006044860929250717,
-0.015278635546565056,
-0.01618509367108345,
-0.01029607281088829,
-0.018332524225115776,
0.00835064984858036,
-0.006608289200812578,
-0.024041302502155304,
-0.021976593881845474,
-0.042515579611063004,
0.015221108682453632,
0.0026853280141949654,
-0.007266232743859291,
-0.019315792247653008,
0.028611771762371063,
0.0055227926932275295,
-0.0052282363176345825,
-0.008113513700664043,
-0.01862972602248192,
-0.024239983409643173,
-0.045219164341688156,
-0.017089903354644775,
-0.009129560552537441,
0.0225199144333601,
0.011400420218706131,
0.0007749806391075253,
-0.021326493471860886,
-0.024892481043934822,
-0.07306458801031113,
-0.010235308669507504,
0.012630365788936615,
-0.007566703017801046,
0.011271331459283829,
-0.004644643049687147,
-0.006472539156675339,
0.0032935303170233965,
0.0024239353369921446,
-0.0019787391647696495,
-0.03613152354955673,
0.0290212519466877,
-0.0022674561478197575,
0.0145402317866683,
0.011384471319615841,
-0.004896918777376413,
0.005845506675541401,
-0.006775078363716602,
-0.031303830444812775,
-0.030950333923101425,
-0.014482861384749413,
-0.008870339021086693,
-0.03576190769672394,
0.0073060835711658,
-0.0034013756085187197,
-0.07928801327943802,
-0.027985360473394394,
-0.012669462710618973,
-0.012094276025891304,
-0.029067544266581535,
0.0012732582399621606,
0.013468213379383087,
-0.009885246865451336,
0.011207533068954945,
-0.01770341955125332,
0.017810942605137825,
-0.01051509939134121,
-0.02451029047369957,
0.004635831341147423,
-0.027336180210113525,
-0.006931123789399862,
0.0036553354002535343,
-0.015712054446339607,
-0.0026525084394961596,
-0.027098560705780983,
-0.015714673325419426,
-0.005950894672423601,
-0.014920223504304886,
-0.02461661398410797,
-0.015271525830030441,
-0.03251228109002113,
0.0023799387272447348,
0.007695711217820644,
0.014184470288455486,
0.02295001782476902,
0.03018602542579174,
-0.024020027369260788,
-0.006859769579023123,
-0.0465504489839077,
0.016258487477898598,
-0.024463167414069176,
-0.02265397645533085,
-0.006820443086326122,
0.013937700539827347,
0.010192441754043102,
-0.010477016679942608,
0.028183892369270325,
-0.016501300036907196,
0.04259975999593735,
0.02117619477212429,
0.010554342530667782,
0.0066750310361385345,
-0.016954228281974792,
0.023140674456954002,
0.011450371704995632,
0.011788690462708473,
-0.02816174365580082,
0.009765472263097763,
0.0013854707358404994,
0.011573906056582928,
0.008711975999176502,
-0.017453359439969063,
0.025293216109275818,
-0.014844486489892006,
0.04133615642786026,
-0.008947078138589859,
-0.012200773693621159,
-0.002548637567088008,
0.07141934335231781,
-0.030905818566679955,
0.015793869271874428,
-0.014024036005139351,
0.0017190870130434632,
-0.004894774407148361,
0.004803761374205351,
0.01576104760169983,
0.0065722172148525715,
-0.025042634457349777,
0.005252308212220669,
0.0020782221108675003,
-0.016979604959487915,
0.015091301873326302,
-0.008641593158245087,
-0.016698641702532768,
-0.015957387164235115,
0.02338409423828125,
-0.01554262638092041,
0.04264802113175392,
-0.02731298841536045,
0.0027273520827293396,
-0.04581589251756668,
0.022035816684365273,
0.016652259975671768,
-0.01072930172085762,
-0.011048342101275921,
0.004049153067171574,
-0.014784411527216434,
-0.017720259726047516,
0.007218291517347097,
0.0210278257727623,
0.0005258650635369122,
0.00379803660325706,
0.04332180693745613,
-0.0396328940987587,
-0.016640489920973778,
-0.0012127907248213887,
-0.015635859221220016,
-0.01308470219373703,
-0.00510293897241354,
0.018814215436577797,
0.015000008046627045,
-0.01766706071794033,
0.009739176370203495,
-0.015469820238649845,
0.012379745952785015,
0.0006364212604239583,
0.002400906290858984,
0.0131722716614604,
0.025279715657234192,
-0.0017132668290287256,
0.024293573573231697,
0.009794121608138084,
-0.016047494485974312,
0.005798539146780968,
0.012103518471121788,
0.02008076198399067,
0.014903604052960873,
0.01323881559073925,
-0.028706377372145653,
-0.013111846521496773,
-0.008213763125240803,
0.005273892544209957,
-0.0034420574083924294,
-0.008405931293964386,
0.0035668211057782173,
-0.012822131626307964,
-0.0292784683406353,
0.017281606793403625,
-0.027994096279144287,
-0.025619883090257645,
0.005181244108825922,
-0.003686328884214163,
-0.014163007028400898,
-0.0009187993127852678,
-0.008230227045714855,
-0.03205135092139244,
0.014959861524403095,
-0.005460761021822691,
-0.022978870198130608,
-0.006292078644037247,
-0.021616024896502495,
-0.022152461111545563,
-0.004633272532373667,
0.0034636915661394596,
0.0012143776984885335,
0.004533762577921152,
-0.01637921668589115,
0.01761685311794281,
-0.002065239939838648,
-0.0015829915646463633,
-0.005686027929186821,
0.023525148630142212,
0.004693842492997646,
0.03681568428874016,
-0.0268977340310812,
0.010301975533366203,
-0.009572124108672142,
0.007802624721080065,
0.006461922079324722,
0.025602346286177635,
0.011182335205376148,
-0.015321302227675915,
-0.013641451485455036,
-0.003189685055986047,
-0.011626194231212139,
-0.03316258266568184,
-0.030038269236683846,
0.024995533749461174,
-0.017103707417845726,
-0.03004865162074566,
-0.01944015733897686,
-0.023801393806934357,
0.015729719772934914,
-0.01136075146496296,
-0.006333530880510807,
-0.01999751478433609,
0.016961481422185898,
-0.014623322524130344,
-0.010436443611979485,
-0.0039034499786794186,
0.0002215686981799081,
-0.013214458711445332,
0.020642908290028572,
-0.008587174117565155,
-0.018606238067150116,
0.027945036068558693,
0.0005799507489427924,
0.01601019687950611,
-0.002845350420102477,
-0.006418443284928799,
0.00032374123111367226,
-0.002874881261959672,
0.008997793309390545,
0.012849844060838223,
0.001875047804787755,
-0.018320232629776,
0.008238694630563259,
-0.043274104595184326,
-0.02745729312300682,
0.0003299913078080863,
0.0023378340993076563,
-0.0174799133092165,
0.012045593932271004,
-0.00827476941049099,
0.031151168048381805,
-0.016473248600959778,
0.020431002601981163,
0.0018725520931184292,
0.01759720966219902,
0.005682093091309071,
-0.003282241988927126,
-0.005718039348721504,
-0.0043179611675441265,
0.013014525175094604,
0.005979727953672409,
-0.022484444081783295,
-0.014020849950611591,
0.006581474561244249,
-0.028254646807909012,
0.014234179630875587,
-0.048306241631507874,
0.011052994057536125,
0.027878934517502785,
-0.0009706707787699997,
-0.006804627366364002,
-0.0036906320601701736,
-0.017209313809871674,
0.013944241218268871,
-0.01938033476471901,
-0.023318618535995483,
0.003894669935107231,
0.003622677642852068,
-0.009543545544147491,
-0.004822653718292713,
0.023119216784834862,
0.007082886062562466,
-0.024545591324567795,
0.0034578198101371527,
0.021053623408079147,
0.002063470659777522,
-0.019379455596208572,
-0.01608830876648426,
-0.014782282523810863,
-0.0280778631567955,
-0.000915156735572964,
0.007632015738636255,
0.04060669615864754,
-0.009152927435934544,
0.0007369735394604504,
-0.023197676986455917,
-0.041607122868299484,
-0.019023966044187546,
-0.011009352281689644,
-0.037837475538253784,
-0.006360932718962431,
-0.024881435558199883,
0.034505899995565414,
0.004284008871763945,
0.004137438256293535,
0.00005117444379720837
] |
[
0.11503636091947556,
0.18408462405204773,
0.045155201107263565,
0.06627839058637619,
-0.0011439251247793436,
0.16728097200393677,
-0.08526626974344254,
-0.04986336827278137,
0.23692458868026733,
-0.7158342599868774,
-0.10791606456041336,
0.26018503308296204,
-0.014871792867779732,
0.4390363395214081,
0.2779528796672821,
0.7050550580024719,
0.1912681758403778,
0.23381401598453522,
-0.1936209797859192,
-0.006814947817474604,
-0.2995363473892212,
0.15246258676052094,
0.1044376790523529,
0.1735624521970749,
0.6617397665977478,
0.10640379786491394,
0.7340876460075378,
0.2511677145957947,
-0.5202848315238953,
-0.09422288835048676,
0.3352665901184082,
0.4111643433570862,
-0.401781290769577,
0.02748710848391056,
-0.12831538915634155,
-0.488456130027771,
-0.24030162394046783,
-0.5618442296981812,
-0.20255111157894135,
-0.41124382615089417,
0.03593778237700462,
0.4444568455219269,
0.03071480430662632,
0.7260380983352661,
-0.044059064239263535,
-0.4395160675048828,
-2.108725070953369,
0.053020674735307693,
-0.7845977544784546,
-0.1826966404914856,
0.029544895514845848,
0.1529533863067627,
0.12636573612689972,
0.6230766177177429,
0.019706320017576218,
0.28356945514678955,
-0.2904417812824249,
-0.48817571997642517,
0.1860417276620865,
-0.48873430490493774,
0.26484549045562744,
0.11729006469249725,
0.21472351253032684,
0.10480622202157974,
0.15863658487796783,
0.546218991279602,
0.06259050965309143,
-0.1265101134777069,
-0.700853168964386,
-0.3175588548183441,
0.03792931139469147,
-0.1962437629699707,
-0.26055338978767395,
0.21218504011631012,
-0.5193867087364197,
0.12175427377223969,
-0.007118274923413992,
-0.2152659296989441,
-0.09566241502761841,
-0.1379883885383606,
-0.601277768611908,
-0.11005152016878128,
-0.07064833492040634,
-0.2678973078727722,
0.6048790216445923,
-0.2535324692726135,
-0.161309152841568,
0.4709944427013397,
-0.6211355924606323,
0.5788929462432861,
-0.21751153469085693,
-0.38644176721572876,
0.28329676389694214,
0.3054925501346588,
0.6804454922676086,
0.30057692527770996,
0.263875812292099,
-0.0331915058195591,
0.3288833498954773,
0.2858792841434479,
-0.0003893042157869786,
-0.004624229855835438,
-0.03605837747454643,
-0.007721784058958292,
-0.42900922894477844,
-0.5469201803207397,
-0.2871932089328766,
-0.7122679352760315,
-0.2204734832048416,
0.3266865611076355,
-0.47971776127815247,
0.1417587250471115,
0.35235071182250977,
0.26410770416259766,
0.15068387985229492,
0.32078978419303894,
-0.0948084369301796,
0.012644613161683083,
-0.3689475357532501,
0.1754714995622635,
0.3778995871543884,
1.0686683654785156,
-0.253941148519516,
0.3458644449710846,
0.2949144244194031,
-0.12386523932218552,
0.5771661400794983,
0.617019772529602,
-0.8742727041244507,
0.09383317828178406,
0.3101414144039154,
0.3350800573825836,
-0.2845015525817871,
-0.17227180302143097,
-0.619782030582428,
-0.7279047966003418,
0.135421022772789,
0.05440960079431534,
0.010701602324843407,
-0.3876609206199646,
-0.2524927258491516,
-0.4521504342556,
-0.13061115145683289,
0.012867086566984653,
0.6983199715614319,
-0.19213861227035522,
0.03767969831824303,
-0.09510469436645508,
-0.12374953925609589,
-0.316043496131897,
-0.4019497334957123,
0.23320360481739044,
-0.3364146053791046,
0.09551700204610825,
-0.2501938045024872,
0.5678863525390625,
0.1370769590139389,
0.0988633930683136,
0.08559781312942505,
0.04750577360391617,
0.25255152583122253,
0.023915348574519157,
-0.33978337049484253,
-0.26623469591140747,
0.18810267746448517,
-0.2355581670999527,
-0.1984720379114151,
0.4135657250881195,
0.3033701777458191,
-0.05136188492178917,
0.30637040734291077,
0.010432430543005466,
-0.16622595489025116,
-0.334377646446228,
0.07860895991325378,
0.053455278277397156,
-0.15113988518714905,
0.4282471835613251,
0.4819098114967346,
0.09674051403999329,
-0.6429053544998169,
-0.10835839807987213,
-0.04465985298156738,
-0.43197399377822876,
-0.39212697744369507,
0.17969080805778503,
0.2755843997001648,
-0.08686982840299606,
-0.4522150158882141,
-0.05966363847255707,
0.10226278007030487,
-0.5107884407043457,
0.25924229621887207,
-1.091404676437378,
1.1757259368896484,
0.007406408432871103,
0.08677448332309723,
0.8819796442985535,
-0.1992151141166687,
-0.14227326214313507,
-0.1311715841293335,
0.09350517392158508,
0.2881978154182434,
0.1483924388885498,
-0.1180020198225975,
0.30985313653945923,
-0.0689338892698288,
-0.04109063372015953,
-0.6736605763435364,
0.30973681807518005,
0.3364068567752838,
-0.15636590123176575,
0.03131214901804924,
-0.4943632483482361,
0.13146434724330902,
0.040729913860559464,
0.2684822678565979,
0.7387330532073975,
-0.25902631878852844,
0.6969304084777832,
1.0612668991088867,
-0.042448047548532486,
0.3705984950065613,
0.7771817445755005,
0.4083627462387085,
0.32699015736579895,
0.6376051306724548,
0.35610827803611755,
0.5704138875007629,
-0.09088428318500519,
-0.11958182603120804,
-0.07342524826526642,
0.6724380850791931,
-0.6427860856056213,
-0.17913605272769928,
-0.2802242636680603,
0.08174048364162445,
-0.2598920166492462,
-0.5109270215034485,
0.15540267527103424,
-0.6114001870155334,
0.10083369165658951,
-0.47988760471343994,
0.6427427530288696,
0.16829757392406464,
-0.2889801859855652,
-0.571181058883667,
0.0904083400964737,
-0.2012454718351364,
-0.007802951615303755,
0.19824548065662384,
0.575208842754364,
0.046094488352537155,
-0.5204027891159058,
0.04109327867627144,
0.11085771769285202,
-0.1692800521850586,
-0.1992916464805603,
0.5840086936950684,
-0.5283493995666504,
0.3244095742702484,
0.10597607493400574,
-0.307826966047287,
0.4090737998485565,
-0.08365101367235184,
-0.4989875555038452,
-0.8826255798339844,
-0.05189456418156624,
0.48771876096725464,
0.5629072785377502,
0.6553537249565125,
-0.47962498664855957,
-0.577572762966156,
0.05220112204551697,
-0.2144295573234558,
-0.4504132568836212,
0.054000381380319595,
0.6139453053474426,
-0.5304721593856812,
-0.4875553846359253,
-0.03585182875394821,
0.3882346749305725,
0.38301482796669006,
-0.45226824283599854,
-0.11824825406074524,
-0.43391260504722595,
-0.21913738548755646,
-0.8508291244506836,
-0.4299769103527069,
-0.46098536252975464,
-0.0507599376142025,
0.5415588021278381,
-0.6831430196762085,
-0.6023737788200378,
0.5740824937820435,
0.53741455078125,
-0.8092371225357056,
0.13077521324157715,
0.19692502915859222,
-0.13094152510166168,
0.25304660201072693,
0.6227954626083374,
0.24919159710407257,
0.1331031769514084,
0.3961031138896942,
-0.3736724555492401,
-0.5817576050758362,
0.0155900027602911,
-5.993157386779785,
-0.2764611542224884,
-0.098111592233181,
0.3053639829158783,
-0.3147476017475128,
-0.3908117711544037,
0.9615539908409119,
-0.12862305343151093,
0.566202700138092,
-0.32007282972335815,
0.1335134208202362,
0.259013295173645,
-0.4026740491390228,
0.26342329382896423,
0.21546727418899536,
0.3231211006641388,
0.40325066447257996,
0.13554497063159943,
0.41137129068374634,
0.0147328469902277,
-0.10863333940505981,
0.00561407208442688,
0.0013968627899885178,
0.5234839916229248,
0.2481679767370224,
-0.18303850293159485,
-0.787574827671051,
0.299125611782074,
-0.05884620547294617,
-0.09196928143501282,
-0.1864643692970276,
-0.09636187553405762,
-0.479567289352417,
-0.5866308212280273,
0.609144389629364,
0.17715120315551758,
0.22871999442577362,
-0.01526807714253664,
0.029971158131957054,
0.07218454033136368,
0.2103969007730484,
1.0410579442977905,
-0.10945475846529007,
0.16514764726161957,
0.3379838764667511,
-0.0005813073366880417,
-0.2014789581298828,
0.06917411834001541,
-0.23500919342041016,
0.8186021447181702,
-0.19975049793720245,
0.03983522206544876,
0.49434152245521545,
-0.1317567229270935,
0.0999707505106926,
-0.23833392560482025,
0.09814392030239105,
-0.24994879961013794,
-0.6414475440979004,
0.1362265795469284,
0.08134657889604568,
-0.28231099247932434,
0.16078400611877441,
-0.5004949569702148,
-0.3319777250289917,
-0.0280016977339983,
-0.9006122350692749,
-0.6593058705329895,
-0.02071986347436905,
-0.35610729455947876,
-0.38038170337677,
0.3227028250694275,
0.27052485942840576,
-0.6289576292037964,
0.4285983443260193,
-0.10195165872573853,
-0.12063638120889664,
0.11217448115348816,
0.43706271052360535,
0.010030279867351055,
-0.03442152589559555,
-0.16436739265918732,
0.12926113605499268,
0.0343644917011261,
-0.042226795107126236,
-0.6269087791442871,
0.014055478386580944,
0.5408827662467957,
-0.18497803807258606,
0.07456855475902557,
0.2759212553501129,
0.18663713335990906,
0.28968745470046997,
0.37127646803855896,
0.3100769817829132,
0.4571285843849182,
0.29986727237701416,
-0.15827783942222595,
0.22381895780563354,
-0.48526430130004883,
0.7854300141334534,
-0.3089505732059479,
-0.6171735525131226,
-0.4326116442680359,
0.27708324790000916,
0.4043017029762268,
-0.0953669622540474,
0.04140051081776619,
0.5876386165618896,
-0.5197197198867798,
0.18288101255893707,
0.0072308373637497425,
-0.4801156520843506,
-0.21775151789188385,
0.2627679109573364,
-0.11257723718881607,
-0.4354974031448364,
0.1343129724264145,
0.28074127435684204,
-0.012813792563974857,
0.6454382538795471,
0.2279614359140396,
-0.012689516879618168,
0.14723019301891327,
-0.11019528657197952,
0.015605171211063862,
0.06510252505540848,
0.3153238296508789,
-0.44161257147789,
0.0894414559006691,
0.4707200825214386,
0.15745779871940613,
-0.5173001289367676,
-0.484347939491272,
0.6669980883598328,
-0.14239706099033356,
-0.44449537992477417,
0.3162119686603546,
-0.004547406919300556,
-0.0383654348552227,
0.3170372545719147,
-0.15399421751499176,
0.25098854303359985,
-0.011607250198721886,
0.2465466856956482,
-0.17717070877552032,
-0.17117524147033691,
-0.15622244775295258,
-0.2738536298274994,
0.02672107331454754,
-0.32627201080322266,
-0.33914443850517273,
0.3512805700302124,
0.021773604676127434,
0.12017986178398132,
0.03189626708626747,
0.8272559642791748,
0.36982959508895874,
-0.09491852670907974,
-0.4142666757106781,
0.4530983865261078,
0.09432467818260193,
-1.0325182676315308,
0.32510775327682495,
0.5633934140205383,
0.02166592888534069,
-0.5021567344665527,
0.13951390981674194,
-0.04065432399511337,
0.3006071448326111,
0.4224277436733246,
-0.6983300447463989,
-0.5657826066017151,
-0.3847588896751404,
-0.20093925297260284,
-0.11101772636175156,
-0.19231368601322174,
0.26833102107048035,
-0.22350916266441345,
-0.3889042139053345,
-0.08561200648546219,
-0.8006802797317505,
-0.5334019660949707,
0.5038965940475464,
0.5607181191444397,
-0.18203848600387573,
0.2731070816516876,
-0.15721867978572845,
-0.061883386224508286,
-0.5435170531272888,
0.3570297360420227,
0.13744865357875824,
0.3902115225791931,
0.18790028989315033,
-0.1159418597817421,
-0.47856003046035767,
0.3514668643474579,
-0.5287681221961975,
-0.298239141702652,
-0.2193875014781952,
0.36991313099861145,
0.3247343897819519,
-0.7094070911407471,
0.35667234659194946,
0.37511634826660156,
-0.02861751616001129,
-0.17581412196159363,
-0.03951122611761093,
-0.37195947766304016,
-0.13331373035907745,
-0.6064303517341614,
-0.5390770435333252,
-0.18992772698402405,
0.15563564002513885,
-0.5036576986312866,
-0.26113441586494446,
0.1958731859922409,
-0.15816335380077362,
-0.501768946647644,
0.8402921557426453,
0.5968965888023376,
-0.675687313079834,
-0.5214634537696838,
-0.2206699103116989,
-0.18765008449554443,
0.6705131530761719,
0.5951521396636963,
-0.061721254140138626,
-0.25073134899139404,
-0.08422102779150009,
-0.4438379108905792,
-0.2776426076889038,
0.2178800106048584,
0.8069652318954468,
0.08716855198144913,
-0.02668658457696438,
-0.5039108395576477,
0.38303035497665405,
-0.13105927407741547,
-0.03885312378406525,
0.018739914521574974,
0.09477733075618744,
0.16828832030296326,
-0.29570192098617554,
-0.0701795294880867,
0.26005324721336365,
-0.03662732616066933,
-0.2585853040218353,
-0.8310381174087524,
-0.09147317707538605,
-0.1909700632095337,
-0.4722099006175995,
-0.1907249391078949,
0.1922638714313507,
0.6647647619247437,
0.016389403492212296,
-0.6580285429954529,
-0.23232851922512054,
0.0070218355394899845,
0.26363542675971985,
-0.18764184415340424,
-0.39777007699012756,
-0.28497201204299927,
-0.5798689723014832,
0.3762580454349518,
0.2789607346057892,
-0.43006494641304016,
-0.10928890854120255,
-0.32033127546310425,
-0.3948165476322174,
-0.02650979533791542,
-0.39215147495269775,
0.4248609244823456,
0.2872289717197418,
0.2153201401233673,
-0.20416264235973358,
-0.3394903838634491,
0.04137321561574936,
0.0057840850204229355,
-0.22667215764522552,
-0.1723119169473648,
-0.6195958256721497,
0.17403607070446014,
-0.34971922636032104,
0.6975635886192322,
0.10405012965202332,
-0.20161257684230804,
-0.01386574748903513,
0.05600539594888687,
-0.3537527918815613,
-0.4641035795211792,
0.3181544840335846,
-0.6526723504066467,
-0.19636519253253937,
-0.528465986251831,
-0.4516555368900299,
0.5021383166313171,
0.2078554630279541,
-0.21491967141628265,
0.24290777742862701,
0.5282777547836304,
0.4785914123058319,
0.35299888253211975,
-0.6262285113334656,
0.8264120817184448,
0.4674144983291626,
-0.005315297748893499,
0.04047524929046631,
0.43569207191467285,
-0.18753641843795776,
0.013895017094910145,
-0.04163600504398346,
0.3747844398021698,
0.1405210644006729,
-0.4622670114040375,
0.41585928201675415,
0.35370761156082153,
-0.4186610281467438,
0.5189947485923767,
0.29741597175598145,
0.2512684762477875,
0.303932785987854,
0.5705986618995667,
0.048404794186353683,
-0.17151716351509094,
0.2733009159564972,
-0.1046692356467247,
0.0749204009771347,
0.06701765954494476,
0.42365407943725586,
0.20586712658405304,
0.9822492003440857,
0.055654797703027725,
0.24883271753787994,
0.4097989797592163,
0.27968674898147583,
-0.020131366327404976,
-0.5881005525588989,
-0.13838037848472595,
0.23688389360904694,
0.35031530261039734,
0.0359983928501606,
-0.764390766620636,
-0.2500729560852051,
-0.42631667852401733,
0.3554956018924713,
0.32795819640159607,
0.20738950371742249,
-0.12235645949840546,
0.8718826770782471,
0.31453487277030945,
0.06998715549707413,
-0.3053613305091858,
0.16362442076206207,
-0.4991041123867035,
0.004815130960196257,
0.2932721972465515,
0.03884268179535866,
-0.4861524701118469,
0.0876028761267662,
0.3078446388244629,
0.6042370200157166,
-0.3822576701641083,
-0.12977856397628784,
-0.20816762745380402,
0.23317506909370422,
0.7416589260101318,
0.18968763947486877,
0.4177519381046295,
0.0961102843284607,
-0.25680458545684814,
-0.0010752036469057202,
-0.3509712219238281,
0.4967740476131439,
0.12360986322164536,
-0.39899617433547974,
0.14737103879451752,
-0.22320634126663208,
-0.05781753361225128,
0.5568341016769409,
-0.12766003608703613,
0.2129075974225998,
-0.19837315380573273,
-0.01887528784573078,
0.03274761885404587,
-0.08683445304632187,
-0.10836905986070633,
0.4902617633342743,
-0.1996629387140274,
0.35923701524734497,
-0.03579426556825638,
-0.4493027627468109,
-0.4009982943534851,
0.5320006608963013,
-0.5673783421516418,
-0.09571767598390579,
-0.21482981741428375,
0.442781925201416,
0.29906025528907776,
0.31020405888557434,
-0.5082148313522339,
0.16758130490779877,
0.10074793547391891,
0.8029797077178955,
-0.3091428875923157,
0.18660040199756622,
-0.7628878355026245,
-0.25790220499038696,
-0.6149239540100098,
-0.35423025488853455,
0.49334990978240967,
-0.002944015199318528,
-0.456689715385437,
-0.22331607341766357,
0.3070025146007538,
0.4329149127006531,
0.08423412591218948,
0.4851577877998352,
0.004017631523311138,
-0.18018609285354614,
0.1663583368062973,
-0.9364927411079407,
0.23750217258930206,
-0.027231257408857346,
0.05991273745894432,
-0.08274102956056595,
0.2559352219104767,
0.3400936722755432,
-0.3267149329185486,
0.6575819253921509,
0.3270486891269684,
-0.03448524698615074,
-0.25801321864128113,
0.3907395005226135,
-0.265688955783844,
0.043729059398174286,
-0.2927055358886719,
0.042384352535009384,
0.2970324456691742,
-0.16832028329372406,
0.03994367644190788,
-0.5991661548614502,
-0.08848767727613449,
0.07728733122348785,
-0.21446797251701355,
0.49394601583480835,
0.37781375646591187,
-0.17674867808818817,
-0.5597373843193054,
0.6112454533576965,
-0.014117114245891571,
-0.10360521078109741,
-0.37838587164878845,
-0.07496637105941772,
-0.4082622528076172,
0.2103676199913025,
-0.03203880041837692,
-0.8317152261734009,
0.30896979570388794,
-0.24249638617038727
] |
This paper describes the obstacle detection and tracking algorithms developed for Boss, which is Carnegie Mellon University 's winning entry in the 2007 DARPA Urban Challenge. We describe the tracking subsystem and show how it functions in the context of the larger perception system. The tracking subsystem gives the robot the ability to understand complex scenarios of urban driving to safely operate in the proximity of other vehicles. The tracking system fuses sensor data from more than a dozen sensors with additional information about the environment to generate a coherent situational model. A novel multiple-model approach is used to track the objects based on the quality of the sensor data. Finally, the architecture of the tracking subsystem explicitly abstracts each of the levels of processing. The subsystem can easily be extended by adding new sensors and validation algorithms.
|
[
-0.01730523072183132,
0.011309525929391384,
-0.007553165312856436,
-0.0009618939366191626,
0.00684654526412487,
-0.016665030270814896,
0.008730112574994564,
-0.010697131045162678,
-0.01212078146636486,
-0.0034709947649389505,
-0.025737568736076355,
0.018123745918273926,
-0.004954991862177849,
0.025383509695529938,
0.019283849745988846,
-0.009725166484713554,
0.014359829016029835,
-0.015794988721609116,
-0.0026843829546123743,
-0.01877739652991295,
0.015797484666109085,
0.03274274617433548,
0.009291157126426697,
0.02107858657836914,
-0.007802620995789766,
0.004012288060039282,
-0.02020939067006111,
-0.018928706645965576,
0.004675838630646467,
0.012933585792779922,
-0.005886087194085121,
-0.00559618417173624,
-0.007027387153357267,
0.029731053858995438,
-0.005236345808953047,
0.00765987066552043,
0.0010037360480055213,
0.016601111739873886,
0.013452678918838501,
-0.0030875324737280607,
-0.006367844063788652,
-0.0030990508385002613,
0.006193269044160843,
-0.002019362524151802,
-0.009041449055075645,
0.005061001982539892,
-0.0008797721238806844,
0.013233568519353867,
-0.03202086687088013,
0.003136990126222372,
0.000642412225715816,
-0.005456111393868923,
-0.00022689613979309797,
0.01673024520277977,
-0.005208357237279415,
-0.02642161399126053,
0.017729636281728745,
-0.00002514757215976715,
0.006239048670977354,
0.002094750525429845,
-0.019007878378033638,
0.030173175036907196,
0.0052824728190898895,
0.006139256060123444,
0.011840928345918655,
-0.06726541370153427,
0.002941570710390806,
0.0032558655366301537,
-0.005492873955518007,
0.008166559040546417,
-0.019980832934379578,
0.00834944099187851,
-0.016884684562683105,
0.0007539403159171343,
-0.008813375607132912,
0.013958968222141266,
-0.008026803843677044,
0.022153720259666443,
-0.004941514227539301,
0.03581360727548599,
-0.016009286046028137,
0.00021503353491425514,
-0.012235728092491627,
0.01841554418206215,
0.010474374517798424,
0.0017879335209727287,
0.011056965216994286,
-0.007175835780799389,
0.005212864372879267,
0.011956227011978626,
0.01194028276950121,
-0.0009786337614059448,
-0.007883653044700623,
0.008811954408884048,
0.02007424458861351,
0.0042463853023946285,
-0.020449010655283928,
-0.008159948512911797,
-0.012309444136917591,
-0.031022969633340836,
-0.0003439229913055897,
-0.0027738427743315697,
0.017457813024520874,
-0.01272708922624588,
0.011053511872887611,
0.013793844729661942,
-0.01749664545059204,
0.007209226954728365,
-0.014684067107737064,
0.005361609160900116,
0.010216044262051582,
0.005785091780126095,
-0.011738350614905357,
0.01213033776730299,
-0.003267567604780197,
-0.005613015033304691,
0.015635428950190544,
0.014290190301835537,
0.0037691062316298485,
-0.006894576363265514,
-0.017473414540290833,
0.024850642308592796,
0.011827997863292694,
0.0002967701875604689,
0.004349534399807453,
0.006543468683958054,
0.011696993373334408,
0.00010212883353233337,
0.008775393478572369,
-0.003366403514519334,
-0.010134616866707802,
-0.009120947681367397,
0.00349572766572237,
-0.029806343838572502,
0.015542777255177498,
0.005145097617059946,
-0.0064580608159303665,
0.013796720653772354,
0.004962610546499491,
-0.00830579549074173,
0.029318075627088547,
0.005737111438065767,
0.003264083992689848,
0.011704156175255775,
0.019617224112153053,
-0.0038498197682201862,
-0.016903800889849663,
0.0017313840799033642,
0.007974695414304733,
-0.023848414421081543,
0.011156173422932625,
0.0026899371296167374,
-0.010069380514323711,
-0.015732254832983017,
-0.0079971207305789,
-0.023131849244236946,
-0.0066817281767725945,
-0.0060449447482824326,
-0.00549068208783865,
-0.03686125576496124,
0.005907016806304455,
0.0042831492610275745,
0.009899652563035488,
0.007773100398480892,
0.02236076444387436,
0.0028295081574469805,
0.0017730925465002656,
-0.003787490539252758,
-0.0075689321383833885,
-0.0006070081144571304,
0.004536328837275505,
0.001669483259320259,
-0.01639454811811447,
0.003759292419999838,
-0.02857602760195732,
0.003104106057435274,
0.010793961584568024,
0.007560265716165304,
-0.016713958233594894,
0.06716576963663101,
0.001428939402103424,
0.027275266125798225,
0.012862361036241055,
0.009103395976126194,
-0.005520393140614033,
-0.01438560988754034,
-0.006018434185534716,
-0.005411549471318722,
0.00317819369956851,
-0.00012660957872867584,
-0.02423047460615635,
0.003665977157652378,
0.008374035358428955,
0.003413124941289425,
0.0016740094870328903,
0.0033334186300635338,
0.014767743647098541,
0.00037620647344738245,
0.02293935790657997,
-0.008502945303916931,
-0.0006297798827290535,
-0.009493028745055199,
-0.019865721464157104,
0.022457286715507507,
0.012523294426500797,
-0.00573713518679142,
0.005253109149634838,
-0.017603032290935516,
0.0006850631907582283,
0.016485905274748802,
0.02088780701160431,
-0.009993589483201504,
-0.002766713034361601,
-0.0014002334792166948,
0.026233941316604614,
0.008043314330279827,
-0.025318246334791183,
0.011708695441484451,
0.029095521196722984,
-0.012977264821529388,
-0.0033687397371977568,
-0.0005723340436816216,
0.043993979692459106,
-0.0026431535370647907,
0.01563117653131485,
0.01635187491774559,
-0.005375239998102188,
0.014131058007478714,
-0.016732025891542435,
-0.011075221002101898,
0.0012837029062211514,
-0.001829642802476883,
-0.008077343925833702,
-0.030413854867219925,
0.02252802811563015,
-0.009951731190085411,
0.0096048628911376,
-0.008899451233446598,
-0.00006403005681931973,
-0.004246489144861698,
-0.012664679437875748,
-0.0061281705275177956,
0.020687183365225792,
-0.01731545478105545,
-0.008894133381545544,
0.016551807522773743,
-0.026098383590579033,
-0.014422424137592316,
-0.0014655133709311485,
-0.007380899973213673,
0.0031871991232037544,
0.0019149542786180973,
0.017414888367056847,
0.005249407142400742,
0.011822281405329704,
-0.0007316276896744967,
0.00038505345582962036,
-0.0026360321789979935,
0.023228349164128304,
-0.030017267912626266,
-0.0009675713954493403,
0.00536554679274559,
-0.012588875368237495,
0.009763858281075954,
-0.011403640732169151,
0.02612658590078354,
-0.0018770529422909021,
0.0009404243901371956,
-0.011765816248953342,
-0.0037788201589137316,
0.0024773096665740013,
-0.004849986173212528,
-0.0004112491151317954,
-0.08184834569692612,
-0.019741134718060493,
-0.004131782799959183,
0.008838308043777943,
0.01415142510086298,
0.02080085128545761,
-0.006599486339837313,
0.022433072328567505,
-0.017760567367076874,
0.016803743317723274,
0.0017879833467304707,
0.007620739750564098,
-0.018471449613571167,
-0.0035774381831288338,
0.009943686425685883,
-0.009676489047706127,
0.010567674413323402,
-0.023071477189660072,
-0.017112556844949722,
0.015048613771796227,
-0.004897097125649452,
-0.02078806795179844,
-0.018379829823970795,
-0.0026073157787323,
-0.03417951986193657,
-0.006667967885732651,
0.0062841507606208324,
-0.005688253790140152,
-0.027861591428518295,
0.009478050284087658,
0.009996810927987099,
-0.0012742644175887108,
-0.02579401060938835,
-0.009734317660331726,
0.025477197021245956,
-0.006225958466529846,
0.0003287949366495013,
-0.006606112699955702,
-0.0017122681019827724,
0.014827156439423561,
0.0068747298792004585,
0.005522171966731548,
-0.013865930959582329,
0.010116416960954666,
0.009421886876225471,
0.001980694243684411,
0.008153445087373257,
0.03091382049024105,
0.012248856946825981,
0.00045807642163708806,
0.028034768998622894,
-0.00030179484747350216,
-0.0012054271064698696,
0.006201447453349829,
-0.01074650976806879,
-0.00573760224506259,
-0.01986902952194214,
0.00020915293134748936,
-0.00621312391012907,
-0.0010312212398275733,
-0.01804950460791588,
-0.04281335696578026,
-0.0014015454798936844,
0.005264542996883392,
-0.001315590227022767,
-0.012829510495066643,
0.008781084790825844,
0.0029828716069459915,
-0.00778217101469636,
-0.0030691497959196568,
-0.005933696404099464,
0.006594131235033274,
-0.010497602634131908,
0.0006908655632287264,
-0.0018475315300747752,
-0.013484876602888107,
-0.010898407548666,
0.002744272816926241,
0.01160034816712141,
0.00548593420535326,
-0.02365749329328537,
0.025531001389026642,
-0.019889842718839645,
0.010074896737933159,
-0.017646335065364838,
0.03880271315574646,
0.004177816212177277,
-0.032332874834537506,
0.007775692269206047,
-0.00714664114639163,
0.001098073087632656,
-0.008454025723040104,
-0.016798414289951324,
0.005322258919477463,
0.0194539874792099,
-0.0016606287099421024,
-0.007096071727573872,
0.007656284607946873,
0.00007295701652765274,
0.009394640102982521,
0.0010081403888761997,
0.009330788627266884,
-0.021951042115688324,
-0.012789267115294933,
-0.007499314844608307,
0.009737315587699413,
0.016639241948723793,
0.017376646399497986,
0.009927468374371529,
-0.011999867856502533,
-0.02412468008697033,
0.0011347196996212006,
-0.013412726111710072,
-0.012414009310305119,
0.013020931743085384,
-0.007398057729005814,
-0.012086682952940464,
-0.00571789313107729,
0.07281828671693802,
-0.007188844960182905,
0.007515722885727882,
-0.00764287868514657,
0.010348430834710598,
0.003838833188638091,
-0.03404182568192482,
0.0028104723896831274,
-0.003060942515730858,
-0.0009900601580739021,
0.010940835811197758,
-0.003786304732784629,
0.0032001417130231857,
-0.006320870015770197,
0.015503471717238426,
-0.00641599902883172,
0.0022321585565805435,
0.009998258203268051,
-0.008960687555372715,
-0.009212769567966461,
-0.006716002244502306,
0.00144259724766016,
-0.004873800091445446,
0.006043393164873123,
-0.015238407999277115,
-0.030486062169075012,
0.00745034497231245,
-0.015154005028307438,
-0.0018974010599777102,
0.005654678680002689,
-0.004891030956059694,
0.020877894014120102,
-0.0015579925384372473,
-0.023203544318675995,
-0.020794853568077087,
0.02554948255419731,
0.007805102504789829,
-0.022856086492538452,
0.007509686052799225,
0.01624741405248642,
0.01151195541024208,
-0.014968615025281906,
0.01762538217008114,
0.01811521127820015,
0.020983099937438965,
-0.012577848508954048,
-0.010035233572125435,
-0.0052137188613414764,
-0.009134206920862198,
0.011560309678316116,
-0.02606111392378807,
0.014691373333334923,
0.006914072670042515,
-0.019454386085271835,
0.01659616455435753,
-0.0196666456758976,
-0.003803977509960532,
0.0024011293426156044,
-0.014530659653246403,
-0.01583908684551716,
-0.017336899414658546,
-0.0010431092232465744,
0.0023994147777557373,
-0.011732207611203194,
-0.009264767169952393,
-0.009066198952496052,
0.009819772094488144,
-0.011127252131700516,
0.002393590286374092,
-0.003007204970344901,
-0.025290947407484055,
-0.005550849251449108,
0.008180152624845505,
-0.003060752060264349,
0.0036455756053328514,
-0.021624356508255005,
-0.00001898268237709999,
-0.014884906820952892,
-0.02469867467880249,
-0.0015106662176549435,
-0.004343843087553978,
-0.01610567420721054,
-0.006382937543094158,
0.014816457405686378,
-0.0065712593495845795,
0.03713437169790268,
0.01879066973924637,
-0.07556259632110596,
-0.019927842542529106,
0.0006124544888734818,
-0.00802624598145485,
0.02381225675344467,
0.020740017294883728,
-0.0002566336188465357,
-0.005102384835481644,
0.018025245517492294,
-0.009866108186542988,
0.022032491862773895,
-0.0017059280071407557,
0.0070770555175840855,
0.012602363713085651,
0.010113304480910301,
-0.006920515559613705,
0.004817594774067402,
0.004935965407639742,
-0.0015786495059728622,
0.01870724931359291,
0.008172022178769112,
-0.002826147712767124,
-0.011014707386493683,
0.007013889029622078,
0.012247834354639053,
-0.08158484846353531,
-0.005662157200276852,
0.0018698610365390778,
-0.004788919351994991,
-0.004997597075998783,
-0.014949401840567589,
0.01081122923642397,
-0.002549233380705118,
0.0011770129203796387,
-0.0128495367243886,
0.0006283391267061234,
-0.009710961952805519,
-0.002170468680560589,
-0.015691246837377548,
0.0042094457894563675,
-0.0016801055753603578,
0.006472923792898655,
0.025264132767915726,
-0.012208955362439156,
-0.01025417260825634,
0.010913158766925335,
0.003062239848077297,
-0.012707678601145744,
0.010410760529339314,
-0.01526469923555851,
-0.00785616785287857,
-0.00411633588373661,
0.009084507822990417,
0.00989462062716484,
-0.014951894991099834,
0.020081762224435806,
0.024742979556322098,
-0.006701639853417873,
-0.019328536465764046,
-0.01260221004486084,
-0.009157879278063774,
-0.025586318224668503,
0.017108280211687088,
-0.014877041801810265,
-0.008246191777288914,
-0.009364735335111618,
-0.0024352939799427986,
-0.02104104310274124,
-0.0018399828113615513,
0.01594778709113598,
-0.02546456642448902,
0.006093798205256462,
-0.003928751684725285,
0.01530203502625227,
-0.010765650309622288,
0.009640470147132874,
0.0016441554762423038,
0.02341284044086933,
-0.017626957967877388,
0.000022452441044151783,
-0.0019540288485586643,
0.0015659334603697062,
0.026722542941570282,
-0.0021657198667526245,
0.003918358590453863,
0.00239631999284029,
0.02110454812645912,
0.0039044315926730633,
0.07240165024995804,
-0.014131208881735802,
0.0003778841346502304,
-0.004044150933623314,
0.007174844853579998,
-0.003440182190388441,
-0.020260648801922798,
-0.0008755072485655546,
0.014927682466804981,
-0.008235078305006027,
-0.026418428868055344,
-0.004677661694586277,
-0.0021373245399445295,
0.00449844216927886,
0.012258337810635567,
-0.0007693683728575706,
-0.025366920977830887,
-0.009443879127502441,
0.015809793025255203,
-0.008254250511527061,
-0.017391227185726166,
0.01052982360124588,
0.0019033392891287804,
-0.02553815022110939,
-0.006295542232692242,
0.00597054697573185,
0.015308709815144539,
0.016963046044111252,
-0.00042048515751957893,
-0.0016135075129568577,
-0.021155649796128273,
0.019322358071804047,
0.0029020593501627445,
-0.03069804608821869,
0.0220869779586792,
-0.006094004958868027,
0.02117159217596054,
0.004457881208509207,
-0.012652301229536533,
-0.0055151693522930145,
-0.009065624326467514,
0.03494257479906082,
0.0007824632339179516,
-0.015543710440397263,
-0.02573069930076599,
-0.009094919078052044,
0.01748030260205269,
-0.003995099570602179,
0.028997572138905525,
0.019902428612113,
-0.0097587201744318,
-0.0070749251171946526,
-0.011297078803181648,
-0.00014178839046508074,
-0.00005257618613541126,
0.022343995049595833,
0.0056950366124510765,
0.0035539441742002964,
-0.02361283451318741,
-0.011476263403892517,
-0.018154975026845932,
-0.007487715221941471,
0.024224814027547836,
0.0038014366291463375,
0.024205511435866356,
-0.0037558944895863533,
-0.012677270919084549,
-0.02060329169034958,
0.022899726405739784,
0.009728780947625637,
-0.023688456043601036,
0.027511700987815857,
0.0033494126982986927,
0.004889148753136396,
-0.01060873456299305,
0.01895814575254917,
-0.01347759086638689,
-0.005324733443558216,
0.01936868578195572,
-0.0017814635066315532,
-0.009228796698153019,
-0.00489828921854496,
0.02496211789548397,
-0.0008722618222236633,
0.005694928113371134,
0.007229023613035679,
-0.0270535871386528,
0.01109081320464611,
-0.0004547577118501067,
0.009309077635407448,
-0.0022272756323218346,
-0.016701120883226395,
0.003477844875305891,
-0.005987734068185091,
0.0033320924267172813,
0.033851973712444305,
0.014286003075540066,
0.011058238334953785,
-0.017464039847254753,
0.005201543681323528,
0.0032486477866768837,
-0.007016658782958984,
0.005896025337278843,
0.007972035557031631,
-0.013097825460135937,
0.006446322426199913,
-0.007381046190857887,
0.005048839375376701,
0.0012289956212043762,
0.022466551512479782,
-0.008649975061416626,
0.005472674034535885,
-0.013795962557196617,
0.020458701997995377,
-0.00977088138461113,
0.02244516834616661,
-0.022338829934597015,
-0.023725898936390877,
0.02701871283352375,
-0.006256772205233574,
-0.009726057760417461,
-0.000005811103619635105,
-0.023746289312839508,
0.003987248986959457,
0.012020662426948547,
-0.014369680546224117,
-0.004758627153933048,
-0.015804298222064972,
-0.013331152498722076,
0.01005613710731268,
0.012815582565963268,
-0.013874571770429611,
-0.0009549628011882305,
0.006982376798987389,
0.0011796960607171059,
-0.008487870916724205,
0.00043058209121227264,
0.004671400412917137,
0.01029552984982729,
-0.01565024070441723,
0.0040115793235599995,
-0.011196103878319263,
0.0036707676481455564,
-0.012082554399967194,
0.0074732075445353985,
-0.008466859348118305,
0.03546936810016632,
0.0004467219114303589,
0.01023062039166689,
0.007492897566407919,
0.00972074642777443,
0.005903418641537428,
0.02234875224530697,
-0.0061115119606256485,
-0.026368118822574615,
0.00894235447049141,
0.00815099012106657,
-0.008538926020264626,
-0.02632204070687294,
-0.0026588020846247673,
0.000865900656208396,
0.012744680047035217,
-0.01882477104663849,
-0.007725556381046772,
0.0008136017713695765,
0.00529794255271554,
0.013545737601816654,
-0.010729360394179821,
0.007283625192940235,
-0.006726766470819712,
0.004646800924092531,
-0.045326367020606995,
-0.010985092259943485,
-0.002963598817586899,
-0.01366377342492342,
-0.022841865196824074,
-0.02530043199658394,
-0.010354937054216862,
-0.0060302866622805595,
0.012554497458040714,
0.0005316268652677536,
0.00523578142747283,
-0.006508778315037489,
-0.007688332349061966,
-0.01499607041478157,
0.0036641545593738556,
-0.01509966142475605,
0.000550546683371067,
0.015561303123831749,
-0.009829096496105194,
-0.015440622344613075,
-0.036589428782463074,
0.00233775214292109,
0.018191827461123466,
0.0005935421213507652,
0.014769095927476883,
0.009266480803489685,
-0.04085729271173477,
0.004887831397354603,
0.0024397093802690506,
0.0022255773656070232,
0.0032826445531100035
] |
[
-0.26335853338241577,
0.16276244819164276,
0.14038532972335815,
0.36649709939956665,
0.07738146930932999,
0.38178208470344543,
0.09150965511798859,
-0.21633879840373993,
-0.23811744153499603,
-0.3891504108905792,
0.18646766245365143,
0.4017440974712372,
0.28254514932632446,
-0.018631218001246452,
0.010230583138763905,
0.1575334370136261,
0.7449175715446472,
-0.1951817274093628,
-0.6614469289779663,
-0.1450836956501007,
-0.4113727807998657,
-0.5822784304618835,
0.46902504563331604,
0.4431903660297394,
0.1176019236445427,
0.47095414996147156,
0.44113877415657043,
0.7877963185310364,
-0.02653970941901207,
-0.03326256945729256,
-0.10412263870239258,
0.47048220038414,
-0.23378896713256836,
-0.5542834997177124,
-0.09440337121486664,
-0.3899194300174713,
0.08521714061498642,
-0.1040230244398117,
0.029853304848074913,
-0.3325526714324951,
0.27475449442863464,
0.7377753257751465,
-0.5830931663513184,
0.5015005469322205,
-0.13323073089122772,
-0.28704267740249634,
-1.4501930475234985,
-0.16026699542999268,
-0.6353425979614258,
0.019586658105254173,
0.09181267768144608,
0.3279624879360199,
0.5020842552185059,
0.13316702842712402,
-0.4178973436355591,
0.3706563413143158,
-0.39431262016296387,
-0.4934476912021637,
-0.012593384832143784,
-0.5323804020881653,
-0.1214340552687645,
0.18107788264751434,
-0.07405446469783783,
0.1012590080499649,
-0.23430374264717102,
0.6693112254142761,
0.32359784841537476,
-0.306547611951828,
-0.3608439266681671,
-0.17476734519004822,
0.01819443888962269,
-0.3782297372817993,
-0.21971482038497925,
0.7571447491645813,
-0.30338436365127563,
-0.07148031890392303,
0.4441397786140442,
-0.2577323913574219,
0.08183762431144714,
0.003584973979741335,
0.02825753763318062,
-0.037619698792696,
0.7506893277168274,
-0.34272703528404236,
0.6970644593238831,
0.5973867774009705,
-0.4430587589740753,
0.32769912481307983,
-0.2546845078468323,
0.024217261001467705,
-0.3119054436683655,
-0.6719672679901123,
0.20391525328159332,
0.9131595492362976,
0.528502881526947,
0.46490344405174255,
0.26137593388557434,
0.25654497742652893,
-0.09780032187700272,
0.1481133997440338,
-0.07601029425859451,
0.07995665073394775,
0.14227259159088135,
0.2727530002593994,
-0.12060229480266571,
-0.42960792779922485,
-0.5214793086051941,
-0.5084317922592163,
-0.9203738570213318,
0.20681224763393402,
-0.4953846335411072,
0.2551504671573639,
-0.26611432433128357,
-0.11696919053792953,
0.16705633699893951,
0.243979349732399,
0.110462486743927,
-0.22458426654338837,
-0.09109711647033691,
0.3300836682319641,
-0.5994268655776978,
0.5772799253463745,
0.08411262929439545,
0.7091705799102783,
0.0523795560002327,
0.2119591385126114,
0.1249966099858284,
0.37405434250831604,
-0.4780917167663574,
0.6952722668647766,
0.09840745478868484,
0.5255511999130249,
0.2770169973373413,
0.14435531198978424,
-0.110899418592453,
-0.5152645707130432,
0.4549069106578827,
0.40738847851753235,
-0.3160565495491028,
0.6379427909851074,
-0.4074116349220276,
-0.5008047223091125,
0.022905347868800163,
-0.21332399547100067,
0.49488112330436707,
-0.5986505150794983,
0.265831857919693,
-0.15567907691001892,
-0.15436646342277527,
-0.015145487152040005,
-0.17833060026168823,
0.037109069526195526,
-1.023976445198059,
-0.18622125685214996,
0.09477962553501129,
1.0363410711288452,
-0.43161478638648987,
-0.05788252130150795,
0.19593603909015656,
-0.016629459336400032,
0.039880093187093735,
0.31548547744750977,
-0.5329789519309998,
0.006365299224853516,
-0.1284361034631729,
-0.5819693803787231,
0.3389660120010376,
-0.26108792424201965,
0.31044334173202515,
0.1121414452791214,
-0.20853829383850098,
-0.29340803623199463,
-0.29851946234703064,
-0.2744867503643036,
-0.04637403413653374,
0.16129326820373535,
0.8192433714866638,
0.38770392537117004,
0.11741142719984055,
0.3642140030860901,
-0.6947801113128662,
-0.3076767325401306,
0.014883795753121376,
-0.5854607820510864,
0.2906508445739746,
-0.01923508755862713,
0.3400548994541168,
-0.16044767200946808,
-0.3538859784603119,
-0.27803635597229004,
-0.31880250573158264,
-0.40060529112815857,
0.733533501625061,
-0.6093559861183167,
1.4548394680023193,
-0.41491633653640747,
-0.16703753173351288,
0.7961128354072571,
-0.03138891980051994,
0.34754785895347595,
0.08165697008371353,
-0.22310182452201843,
0.2268260270357132,
-0.27468356490135193,
-0.14548596739768982,
-0.25887125730514526,
-0.15817245841026306,
-0.135857954621315,
-0.6679790019989014,
0.0702742263674736,
0.021199889481067657,
-0.23996096849441528,
0.056252408772706985,
-0.4742583930492401,
0.11279017478227615,
-0.028486650437116623,
-0.009433581493794918,
0.4756244122982025,
0.025113895535469055,
-0.025911321863532066,
1.2972546815872192,
-0.4394868016242981,
0.611940860748291,
0.4788498878479004,
0.02226640284061432,
0.39688408374786377,
0.6983085870742798,
0.5936850905418396,
0.631722629070282,
-0.5378379225730896,
-0.0008649132796563208,
0.2192777842283249,
0.3305974304676056,
-0.9393658638000488,
-0.25327229499816895,
-0.18942147493362427,
0.18646487593650818,
-0.4014471471309662,
0.12818466126918793,
-0.11873705685138702,
-0.011672706343233585,
0.5046877861022949,
-0.8127656579017639,
0.5714366436004639,
0.07095536589622498,
-0.7662176489830017,
-0.050924576818943024,
0.17231230437755585,
-0.42311719059944153,
-0.2594928741455078,
-0.06598925590515137,
0.1607338786125183,
-0.023223046213388443,
-0.3646869361400604,
-0.006652393843978643,
-0.07122122496366501,
-0.23754717409610748,
-0.5545007586479187,
0.2536357343196869,
-0.1520996242761612,
0.1439298838376999,
0.16599120199680328,
-0.2181296944618225,
0.4402749836444855,
0.264739066362381,
-0.26328104734420776,
-0.5186427235603333,
-0.26875725388526917,
0.37629833817481995,
0.8097362518310547,
0.2649677097797394,
0.001657987362705171,
-0.03789129480719566,
-0.2456793338060379,
0.3785552680492401,
-0.6938902735710144,
-0.2043776661157608,
0.4395711421966553,
-0.3913824260234833,
-0.8543799519538879,
0.15394710004329681,
0.587153971195221,
0.5970531702041626,
0.028314681723713875,
0.1979568749666214,
-0.39715614914894104,
0.26685935258865356,
0.015707852318882942,
-0.9174904227256775,
-0.054917123168706894,
0.21021664142608643,
0.3150441646575928,
-0.28871211409568787,
-0.16210384666919708,
0.3366255462169647,
0.9249668717384338,
-0.0006308989250101149,
0.0687800720334053,
0.4815094470977783,
-0.07919002324342728,
0.14208683371543884,
0.3428243100643158,
-0.34697026014328003,
-0.187527135014534,
0.12256738543510437,
-0.4363684356212616,
-0.4273674488067627,
0.14201079308986664,
-5.875329971313477,
-0.1167304739356041,
-0.22708524763584137,
0.007917439565062523,
-0.09021393954753876,
0.14362704753875732,
0.6221577525138855,
0.004359033424407244,
0.16529321670532227,
-0.39166420698165894,
0.15550410747528076,
0.24033723771572113,
-0.08908777683973312,
0.23703427612781525,
0.1875786930322647,
0.5356701612472534,
0.6716716885566711,
0.06216343119740486,
0.15208958089351654,
0.33467596769332886,
-0.10248696058988571,
-0.6610465049743652,
-0.43548768758773804,
0.2736656367778778,
0.19910763204097748,
0.22059904038906097,
-1.1562154293060303,
0.3363230228424072,
-0.1258176863193512,
0.07690820097923279,
0.38732290267944336,
-0.6793299317359924,
-0.6750662326812744,
-0.13646961748600006,
0.4091426730155945,
0.38439467549324036,
0.4539928436279297,
-0.2151210457086563,
0.44996270537376404,
-0.3398703336715698,
0.12507261335849762,
0.5711164474487305,
0.059331074357032776,
0.001125939073972404,
0.6635804772377014,
-0.6202941536903381,
-0.14973114430904388,
-0.19902361929416656,
-0.33899664878845215,
0.6962090134620667,
-0.28201496601104736,
-0.07038269191980362,
0.4800792634487152,
0.43671053647994995,
0.07046683132648468,
-0.3069975674152374,
0.15509475767612457,
0.4135400056838989,
-0.09637872874736786,
0.5529829859733582,
-0.2780001759529114,
-0.5511574745178223,
0.08526911586523056,
-1.0771868228912354,
-0.08496028184890747,
0.09711267054080963,
-0.47823628783226013,
-0.25877052545547485,
-0.4275604486465454,
-0.14382512867450714,
-0.14767952263355255,
0.4119890630245209,
-0.15449881553649902,
-0.777473509311676,
0.1657225638628006,
-0.09166714549064636,
0.19614507257938385,
-0.21919259428977966,
-0.15578730404376984,
-0.20087207853794098,
-0.05936345458030701,
-0.6795632243156433,
-0.10450440645217896,
-0.1878461092710495,
-0.1631413698196411,
-0.47743886709213257,
-0.054876137524843216,
-0.4705544710159302,
-0.21468013525009155,
0.14914701879024506,
0.9991433024406433,
-0.17613786458969116,
0.305406391620636,
0.5181070566177368,
0.8450786471366882,
0.3869428336620331,
0.36195486783981323,
-0.2611442506313324,
0.25734224915504456,
-0.5461996793746948,
0.23851951956748962,
-0.478691428899765,
-0.1521848738193512,
-0.42913714051246643,
0.18667158484458923,
-0.043193306773900986,
-0.48418742418289185,
0.0038244554307311773,
0.6580013632774353,
-0.09854742139577866,
0.09144343435764313,
-0.47792062163352966,
-0.3623638153076172,
-0.29542025923728943,
0.7617871165275574,
0.09205178916454315,
-0.027943575754761696,
-0.1469237059354782,
0.6847732067108154,
-0.17704907059669495,
-0.08095337450504303,
0.1613968312740326,
0.310552179813385,
0.3006038963794708,
-0.030775809660553932,
-0.19369304180145264,
0.5055210590362549,
0.5602262616157532,
-0.23607347905635834,
0.03481253236532211,
0.005768561270087957,
0.7807303667068481,
-0.502830445766449,
0.15580734610557556,
0.0984405130147934,
-0.36962005496025085,
-0.503094494342804,
-0.4108860492706299,
0.12701314687728882,
-0.15124738216400146,
0.027575314044952393,
0.2119792401790619,
0.19577468931674957,
-0.30320167541503906,
0.23577962815761566,
0.11947692930698395,
-0.13706423342227936,
0.009803968481719494,
-0.5113806128501892,
0.24252818524837494,
-0.2805735170841217,
-0.756988525390625,
-0.26592642068862915,
-0.27550458908081055,
0.2988799512386322,
-0.31025123596191406,
0.1515650600194931,
0.29047656059265137,
-0.0995747521519661,
-0.17936545610427856,
0.8431984186172485,
0.06174476817250252,
-0.7611966133117676,
0.335489958524704,
-0.026829902082681656,
0.1279405951499939,
-0.21086110174655914,
-0.6477217078208923,
-0.25030678510665894,
0.28622931241989136,
0.3887062966823578,
-0.5289947986602783,
-0.40162229537963867,
-0.5944626927375793,
-0.11323561519384384,
-0.5729489922523499,
-0.22136561572551727,
0.1244080662727356,
-0.15100277960300446,
-0.07426460832357407,
0.15814727544784546,
-0.2698054611682892,
-0.09805312752723694,
0.34641966223716736,
1.1476174592971802,
-0.01837758533656597,
-0.21935522556304932,
-0.20749416947364807,
-0.062376752495765686,
-0.30971217155456543,
-0.0001457794278394431,
0.18158450722694397,
0.03832132741808891,
0.22301961481571198,
-0.34225842356681824,
-0.40181297063827515,
0.33985593914985657,
-0.4652043879032135,
-0.4509197771549225,
-0.7800930142402649,
-0.36327263712882996,
0.41621893644332886,
-0.3838484585285187,
0.7960018515586853,
0.2857505679130554,
-0.5071620941162109,
0.4227721691131592,
0.0968579426407814,
0.09299343079328537,
-0.18888449668884277,
-0.4414500892162323,
-0.24424447119235992,
0.10231674462556839,
0.059078823775053024,
-0.5018002986907959,
0.15437939763069153,
0.5036053657531738,
-0.5922034978866577,
-0.9442338943481445,
0.26133668422698975,
-0.2647915482521057,
-0.2772734463214874,
-0.7897518277168274,
-0.27912768721580505,
-0.4180464744567871,
0.18988503515720367,
0.5447750687599182,
-0.2539405822753906,
-0.27259349822998047,
-0.22636957466602325,
-0.4163585901260376,
0.30070123076438904,
0.15204422175884247,
-0.23224490880966187,
-0.05291461944580078,
0.05837639048695564,
-0.07532244175672531,
0.31024688482284546,
0.015449329279363155,
0.3073866367340088,
0.06585351377725601,
0.5750359296798706,
-0.004553695674985647,
-0.4354761242866516,
0.4369259774684906,
0.24376320838928223,
0.00237273913808167,
-0.2610747516155243,
-0.6993412375450134,
-0.23952080309391022,
0.35394349694252014,
-0.1686585545539856,
-0.003884372767060995,
-0.18574006855487823,
0.4451577663421631,
0.036051005125045776,
-0.30647507309913635,
-0.5947006344795227,
-0.11569130420684814,
0.14274585247039795,
0.002290906850248575,
-0.00865111779421568,
-0.6971393823623657,
-0.7683480381965637,
-0.05375101417303085,
0.41798996925354004,
-0.1987433135509491,
-0.8521689772605896,
0.22547712922096252,
-0.6675302386283875,
0.2053498476743698,
0.1948866993188858,
-0.021263662725687027,
0.1943182796239853,
0.033392515033483505,
0.07657133787870407,
0.011986499652266502,
0.23667746782302856,
-0.08108017593622208,
0.07557493448257446,
-0.200315922498703,
0.18237841129302979,
-0.03467508405447006,
-0.045674294233322144,
0.6612701416015625,
0.4461045265197754,
0.38715097308158875,
0.04831200838088989,
0.2941230237483978,
-0.17591829597949982,
0.04923950880765915,
0.08837668597698212,
-0.4802301228046417,
0.034723762422800064,
0.017782140523195267,
0.38073158264160156,
0.8668896555900574,
-0.05540119484066963,
0.20118311047554016,
0.24855771660804749,
-0.21803051233291626,
1.1898783445358276,
0.5960677862167358,
-0.3791434168815613,
0.10065507888793945,
0.34921061992645264,
0.48937708139419556,
0.10263348370790482,
-0.07203959673643112,
-0.21467998623847961,
0.30287614464759827,
-0.05465852841734886,
0.08162010461091995,
1.058919072151184,
-0.7962449789047241,
-0.0811205729842186,
-0.03793858364224434,
-0.4562043845653534,
0.6734352111816406,
0.30128806829452515,
-0.14402876794338226,
0.6155850887298584,
0.4763644337654114,
-0.09854687005281448,
-0.16074824333190918,
0.6263601779937744,
-0.7129899263381958,
0.16776175796985626,
-0.06064169853925705,
0.5326437950134277,
0.24655219912528992,
0.5206156373023987,
-0.344862163066864,
0.3362596035003662,
-0.029513327404856682,
0.27434882521629333,
0.5394185781478882,
-0.5141157507896423,
-0.15756146609783173,
0.11344261467456818,
0.026035604998469353,
0.25308260321617126,
-0.13687516748905182,
0.09269782155752182,
-0.27653178572654724,
0.3094722628593445,
0.3053475022315979,
0.23081466555595398,
-0.21052540838718414,
0.8957300186157227,
-0.09355926513671875,
0.3435570001602173,
-0.3331754803657532,
0.22239577770233154,
-0.6525865793228149,
-0.37518808245658875,
0.33203554153442383,
0.17897577583789825,
-0.4363403618335724,
0.7525981068611145,
0.20328682661056519,
0.5049429535865784,
-0.10088206827640533,
0.10423561930656433,
-0.7961432337760925,
0.31054121255874634,
0.46763330698013306,
0.20956121385097504,
0.12719865143299103,
-0.044054336845874786,
-0.36652493476867676,
0.20473206043243408,
-0.33882296085357666,
0.2073899358510971,
-0.1516597419977188,
-0.6148342490196228,
-0.15419849753379822,
-0.07488450407981873,
0.1487913876771927,
0.18366822600364685,
0.036464348435401917,
0.44035452604293823,
-0.03492620587348938,
-0.19925568997859955,
0.022923169657588005,
-0.03708503022789955,
-0.33253929018974304,
0.6786810755729675,
0.35128533840179443,
-0.016108712181448936,
0.13535533845424652,
-0.7616532444953918,
-0.30269375443458557,
0.41642671823501587,
-0.21256759762763977,
0.005155911669135094,
-0.4352246820926666,
0.5644791126251221,
0.43048471212387085,
0.36102744936943054,
-0.027588341385126114,
-0.31405043601989746,
-0.27176281809806824,
0.6180254817008972,
-0.33737286925315857,
0.4202350676059723,
-1.0127846002578735,
0.08652020990848541,
-0.5258739590644836,
-0.27376553416252136,
0.27227815985679626,
0.004154816269874573,
-0.12394776195287704,
-0.06966482847929001,
-0.12265979498624802,
0.5987083315849304,
0.23073206841945648,
-0.08318060636520386,
-0.01675683632493019,
-0.3600378930568695,
-0.3581448793411255,
-0.4846918284893036,
0.3387388288974762,
0.1307123601436615,
0.2954559028148651,
-0.1387626677751541,
0.12740622460842133,
-0.03746145963668823,
-0.4416009783744812,
0.5622031688690186,
0.6358776092529297,
-0.013087990693747997,
-0.5751990675926208,
0.03132174536585808,
-0.27875345945358276,
-0.08642931282520294,
0.21266046166419983,
0.49592074751853943,
0.22266528010368347,
-0.435575932264328,
-0.20394475758075714,
-0.2524973452091217,
-0.2604826092720032,
0.5817480087280273,
-0.2989444136619568,
0.5911746025085449,
-0.4088154137134552,
0.019453950226306915,
-0.4563348889350891,
0.27199169993400574,
-0.053875312209129333,
-0.2755030691623688,
-0.16092449426651,
-0.24673451483249664,
-0.5683566927909851,
0.23611922562122345,
0.07439599186182022,
-0.7523096203804016,
-0.264742374420166,
-0.29110240936279297
] |
State-of-the-art question answering (QA) systems employ term-density ranking to retrieve answer passages. Such methods often retrieve incorrect passages as relationships among question terms are not considered. Previous studies attempted to address this problem by matching dependency relations between questions and answers. They used strict matching, which fails when semantically equivalent relationships are phrased differently. We propose fuzzy relation matching based on statistical models. We present two methods for learning relation mapping scores from past QA pairs: one based on mutual information and the other on expectation maximization. Experimental results show that our method significantly outperforms state-of-the-art density-based passage retrieval methods by up to 78% in mean reciprocal rank. Relation matching also brings about a 50% improvement in a system enhanced by query expansion.
|
[
-0.003707617986947298,
0.016177181154489517,
-0.003945567645132542,
0.005515395663678646,
0.014173213392496109,
-0.013211464509367943,
0.009860469028353691,
-0.0015796414809301496,
-0.0111945616081357,
-0.007798152044415474,
-0.012496883980929852,
0.00892943236976862,
-0.012264948338270187,
0.006645595654845238,
-0.01660875603556633,
-0.008333031088113785,
-0.007826357148587704,
0.005681806709617376,
0.006700498983263969,
-0.004660426639020443,
0.00939074344933033,
0.012276044115424156,
0.010725535452365875,
0.005501549690961838,
-0.028906239196658134,
0.01379651203751564,
-0.013760262168943882,
0.0027374960482120514,
0.008706596679985523,
-0.010168712586164474,
0.00552004249766469,
-0.004680333659052849,
-0.004022448323667049,
0.001881214790046215,
0.0072899446822702885,
0.01690366119146347,
-0.002498430432751775,
0.022008806467056274,
-0.00878131203353405,
-0.004407402127981186,
-0.005669374950230122,
-0.007730749901384115,
0.004967542365193367,
0.003913079854100943,
-0.008565487340092659,
0.014927569776773453,
-0.007461433298885822,
0.0003797723911702633,
-0.020006408914923668,
0.010439150035381317,
-0.02071964740753174,
-0.01218059379607439,
-0.010778024792671204,
0.013981955125927925,
-0.006398378871381283,
-0.014804600737988949,
0.018967974931001663,
0.01235839445143938,
-0.030421553179621696,
-0.014196021482348442,
-0.0317995548248291,
-0.010782863944768906,
0.014585555531084538,
-0.019298411905765533,
-0.033026322722435,
-0.06660080701112747,
-0.0208289735019207,
-0.005958216730505228,
0.0037835706025362015,
0.01657322235405445,
-0.025414593517780304,
0.012792777270078659,
-0.021209584549069405,
0.019893985241651535,
0.017227793112397194,
0.004342395346611738,
-0.018545597791671753,
0.0036573903635144234,
-0.009860986843705177,
-0.0317271426320076,
0.016534481197595596,
0.006178395822644234,
-0.0008991367649286985,
0.016413498669862747,
0.02296603098511696,
-0.019994188100099564,
-0.0076543414033949375,
0.011004447005689144,
0.024924561381340027,
-0.008520254865288734,
-0.0033828136511147022,
-0.03162454813718796,
0.007453476544469595,
0.01553498674184084,
-0.00008206150960177183,
0.004650893621146679,
-0.008215507492423058,
0.004464955069124699,
0.016731783747673035,
0.012418603524565697,
-0.0012190926354378462,
0.02456807903945446,
0.02474873512983322,
0.001952335238456726,
0.024039441719651222,
0.009776848368346691,
0.000029285438358783722,
0.032568320631980896,
-0.02135675773024559,
-0.0004375475109554827,
0.009580648504197598,
0.027379710227251053,
-0.01576213911175728,
0.0018433141522109509,
0.011836985126137733,
0.0015280507504940033,
0.01901468262076378,
-0.00787047017365694,
0.011417207308113575,
-0.027125315740704536,
0.0018359851092100143,
0.008605384267866611,
0.003927039448171854,
-0.027778971940279007,
0.012230455875396729,
0.015655752271413803,
0.016356192529201508,
-0.001116079045459628,
0.0035624480806291103,
-0.003630097024142742,
-0.013977225869894028,
0.007087378762662411,
0.005298060830682516,
-0.012876052409410477,
0.0012035334948450327,
-0.015417246147990227,
-0.006318618543446064,
-0.010689698159694672,
0.009475624188780785,
-0.02013128623366356,
-0.005418512970209122,
0.009833909571170807,
0.003325782483443618,
0.010521193966269493,
-0.00924619659781456,
-0.007364044897258282,
0.002081742510199547,
0.01349366270005703,
0.0006624592933803797,
-0.028544791042804718,
-0.0035598259419202805,
0.0076810019090771675,
-0.02828468382358551,
-0.012190716341137886,
0.03937187045812607,
-0.01676866039633751,
-0.016643062233924866,
0.02224618010222912,
-0.008584517054259777,
-0.01290541235357523,
0.015994833782315254,
-0.02329287864267826,
0.005702005699276924,
0.008936621248722076,
0.013445866294205189,
0.017905717715620995,
0.004621399566531181,
-0.00374829419888556,
-0.008697041310369968,
0.004827042110264301,
-0.007809263654053211,
0.014698476530611515,
0.03997606784105301,
0.007468105293810368,
0.01433594711124897,
-0.01247168518602848,
0.005699854344129562,
0.006442539859563112,
-0.013829488307237625,
0.06692668795585632,
-0.016010113060474396,
0.00673473346978426,
-0.015192804858088493,
0.010532106272876263,
0.009679889306426048,
-0.007477297447621822,
0.0037246649153530598,
0.0013849742244929075,
-0.00031323404982686043,
-0.010151492431759834,
-0.026944845914840698,
-0.021170172840356827,
0.006629567127674818,
-0.002495783381164074,
0.011746492236852646,
0.00414968840777874,
-0.007336903363466263,
-0.0006740721873939037,
-0.02052747830748558,
-0.0011540318373590708,
-0.006243235431611538,
0.013436626642942429,
0.011072997935116291,
0.014174092561006546,
0.0005569523200392723,
0.007069812621921301,
-0.0014478773809969425,
-0.00808479730039835,
-0.002936891745775938,
0.012243897654116154,
0.015163966454565525,
-0.016676165163517,
0.004130836576223373,
-0.006482807919383049,
0.005201421678066254,
-0.015880128368735313,
-0.003247085027396679,
0.007055315189063549,
-0.007724293507635593,
-0.013038868084549904,
0.005714360624551773,
-0.0049473876133561134,
0.025586102157831192,
-0.014255146495997906,
0.0024749264121055603,
-0.007470397744327784,
-0.006882519461214542,
0.009499011561274529,
-0.012187246233224869,
0.014429522678256035,
0.012258323840796947,
-0.017574883997440338,
-0.006934070959687233,
0.013956151902675629,
0.02080204151570797,
0.023741696029901505,
0.008441522717475891,
-0.01811337284743786,
0.0020334413275122643,
-0.009069820865988731,
-0.020386990159749985,
-0.008220004849135876,
0.022147271782159805,
-0.012673471122980118,
0.023930907249450684,
0.0152968168258667,
-0.0028915246948599815,
0.008013849146664143,
0.018367595970630646,
0.010405912064015865,
0.004169881343841553,
0.014147183857858181,
-0.004713999107480049,
-0.0004153330810368061,
-0.010776622220873833,
-0.009122243151068687,
0.025325948372483253,
-0.000028195790946483612,
0.02538272738456726,
0.009164758957922459,
-0.0019705581944435835,
0.006061493419110775,
-0.00861414521932602,
-0.008624725043773651,
0.014239445328712463,
0.016231350600719452,
-0.029531478881835938,
-0.006913873832672834,
-0.013650773093104362,
-0.02620614320039749,
0.00010832864791154861,
-0.011938080191612244,
-0.007887610234320164,
-0.08107665181159973,
-0.00711692962795496,
0.020284079015254974,
-0.01843235269188881,
0.00862308032810688,
0.010731218382716179,
-0.001813716720789671,
0.010330921038985252,
-0.018942425027489662,
-0.01764264889061451,
0.027628425508737564,
-0.00027309218421578407,
-0.01996743679046631,
-0.01110692135989666,
-0.005991243291646242,
-0.003053351305425167,
0.008855819702148438,
-0.02713700756430626,
-0.012585586868226528,
-0.015003434382379055,
0.007821319624781609,
-0.013489169999957085,
0.022823376581072807,
-0.001285231439396739,
-0.02486332133412361,
0.007424741052091122,
0.030950147658586502,
-0.006208178121596575,
-0.009055545553565025,
0.00009043351747095585,
-0.002172466367483139,
-0.022166471928358078,
-0.01840844564139843,
-0.022798921912908554,
0.023043086752295494,
-0.004324819426983595,
-0.008221889846026897,
0.0016277255490422249,
-0.0051303282380104065,
-0.009619028307497501,
0.008495056070387363,
0.00035021203802898526,
-0.016063356772065163,
0.0011151805520057678,
0.00280755409039557,
0.00472909864038229,
-0.007666178047657013,
0.015039552003145218,
0.013125017285346985,
-0.004835472442209721,
0.018024496734142303,
-0.00315024983137846,
-0.009174592792987823,
0.005548508837819099,
-0.006226037163287401,
0.007893727160990238,
0.0068247499875724316,
0.015347376465797424,
-0.01433614268898964,
-0.013287045061588287,
0.003131898120045662,
-0.02313791960477829,
0.004367214161902666,
0.025241384282708168,
0.01674770936369896,
-0.026227101683616638,
0.015383116900920868,
0.025730926543474197,
-0.010581760667264462,
-0.002632253337651491,
0.03281687945127487,
-0.006091415416449308,
-0.028698645532131195,
0.0008593635284341872,
0.01377713494002819,
-0.018421750515699387,
-0.010245529003441334,
-0.01755068264901638,
-0.01349126361310482,
-0.0005896915681660175,
-0.01553436554968357,
0.009463629685342312,
-0.011932888999581337,
-0.0064353798516094685,
-0.033234309405088425,
0.03245910629630089,
0.005226121284067631,
-0.023407571017742157,
0.010832002386450768,
-0.01453374233096838,
0.02990356646478176,
-0.008609096519649029,
0.03169390559196472,
0.01236274279654026,
0.0008663370972499251,
-0.01874394342303276,
0.02022293210029602,
0.008030736818909645,
0.015385853126645088,
0.010303088463842869,
0.007389654405415058,
0.005523679777979851,
-0.02575824037194252,
-0.00650770403444767,
0.013116057962179184,
0.009084600023925304,
-0.020077574998140335,
-0.020169783383607864,
0.002625421853736043,
-0.009762628003954887,
-0.018474528566002846,
-0.012405768036842346,
-0.00713394908234477,
0.004445956088602543,
0.0030592617113143206,
-0.03290746361017227,
0.017785675823688507,
0.01567448303103447,
0.0722380131483078,
0.00042274873703718185,
0.015597494319081306,
0.0022516557946801186,
0.007102500647306442,
0.0024280608631670475,
0.0011680916650220752,
0.005287739913910627,
0.0160738043487072,
-0.01721259206533432,
0.012853896245360374,
0.011786513030529022,
0.012106018140912056,
0.015024403110146523,
-0.009498696774244308,
0.005429758224636316,
0.015993403270840645,
0.024800904095172882,
-0.004034445621073246,
0.007425172254443169,
-0.010183949023485184,
-0.0014472599141299725,
0.0035391191486269236,
-0.016912691295146942,
0.013586467131972313,
-0.0016751880757510662,
0.01349359005689621,
-0.017258118838071823,
0.0116615891456604,
0.006161404773592949,
-0.019161663949489594,
-0.0058783311396837234,
-0.002350456081330776,
0.0037932456471025944,
-0.00611534621566534,
0.017521176487207413,
0.012709567323327065,
-0.02154981717467308,
-0.01647309958934784,
0.0026159195695072412,
0.029801171272993088,
-0.01496867835521698,
0.03403951972723007,
0.026014788076281548,
-0.005208700429648161,
0.006071021780371666,
-0.018458876758813858,
-0.010439164005219936,
-0.010330528020858765,
0.01035736408084631,
-0.00603712210431695,
0.004466066602617502,
0.00952377263456583,
0.02905099280178547,
-0.009155238047242165,
0.009280442260205746,
0.00855495035648346,
-0.00548933818936348,
0.01512543112039566,
0.016524430364370346,
-0.01752803474664688,
-0.01342090591788292,
0.023376507684588432,
-0.01495006401091814,
0.006416813936084509,
-0.011059530079364777,
0.001930109690874815,
-0.009779738262295723,
0.010118077509105206,
0.00417270278558135,
0.001689497148618102,
0.005264852661639452,
0.004568642005324364,
-0.025029130280017853,
0.0051885927096009254,
-0.02469024807214737,
-0.023198608309030533,
0.010628351010382175,
-0.03436914086341858,
-0.007326102815568447,
-0.014315182343125343,
-0.0025785467587411404,
-0.014223160222172737,
0.008961903862655163,
-0.0004542730748653412,
-0.015287291258573532,
-0.016312070190906525,
-0.07477468252182007,
-0.011565305292606354,
0.02591322362422943,
-0.010362273082137108,
-0.012474041432142258,
-0.006948444992303848,
-0.013223105110228062,
-0.038413889706134796,
0.009989466518163681,
-0.011026386171579361,
-0.01848488487303257,
-0.009987521916627884,
-0.009826681576669216,
-0.013207850977778435,
0.010207290761172771,
0.013780581764876842,
-0.023135095834732056,
0.014563031494617462,
-0.016627680510282516,
0.01491432636976242,
-0.016111986711621284,
-0.0028908627573400736,
0.019350573420524597,
0.00036846729926764965,
-0.0004747530911117792,
-0.08118805289268494,
-0.018831487745046616,
0.0011977008543908596,
-0.007192134857177734,
-0.029211770743131638,
-0.007725021336227655,
-0.011394359171390533,
0.0013860585168004036,
0.004376890137791634,
-0.012829804793000221,
-0.008903560228645802,
-0.003811500733718276,
-0.011858595535159111,
0.006389273330569267,
0.011096484959125519,
-0.0015930808149278164,
0.01941739022731781,
-0.001604476012289524,
0.0037034640554338694,
-0.03133545443415642,
-0.001995653845369816,
-0.006002799607813358,
-0.009281380102038383,
0.013327215798199177,
-0.0048850649036467075,
0.017334749922156334,
-0.026785602793097496,
0.014432109892368317,
-0.0014842718373984098,
0.0026928200386464596,
0.017962105572223663,
-0.0012304848060011864,
0.004640656989067793,
-0.03509063273668289,
-0.014703075401484966,
-0.0036048272158950567,
0.006024295464158058,
-0.029767265543341637,
-0.008959082886576653,
-0.004358208738267422,
-0.00286394776776433,
-0.019226988777518272,
-0.02486531436443329,
0.0017672989051789045,
-0.014057062566280365,
0.00826392974704504,
0.00021798252419102937,
-0.012271933257579803,
0.003964582923799753,
-0.012205919250845909,
0.017100784927606583,
-0.028179412707686424,
0.006266445852816105,
0.00031120446510612965,
0.0007120240479707718,
-0.0052351318299770355,
-0.007187533192336559,
0.029229622334241867,
0.005375489592552185,
0.004798104055225849,
-0.0067051248624920845,
0.01533117052167654,
-0.016141366213560104,
0.07193320989608765,
-0.014806841500103474,
0.018683599308133125,
-0.012132148258388042,
-0.011090012267231941,
-0.00524049811065197,
-0.013604547828435898,
-0.026365976780653,
0.019485507160425186,
-0.03218773007392883,
-0.005312060005962849,
-0.0007313503883779049,
-0.005639026872813702,
0.013056633062660694,
0.021437373012304306,
-0.01855703815817833,
0.007579822093248367,
0.010573972947895527,
0.019969528540968895,
-0.01686757057905197,
-0.020912744104862213,
0.008300073444843292,
-0.04323955997824669,
0.015034262090921402,
0.03212527185678482,
-0.001243924256414175,
0.00988724548369646,
0.0020469254814088345,
-0.013712222687900066,
-0.029269754886627197,
-0.017981525510549545,
0.021756671369075775,
0.004935412667691708,
-0.00496642105281353,
0.03246539086103439,
-0.007123845163732767,
0.01368777360767126,
-0.002812853781506419,
0.009435251355171204,
-0.007177713327109814,
0.0025308621115982533,
0.021493013948202133,
-0.004604448564350605,
0.0038869320414960384,
0.011429894715547562,
-0.017711585387587547,
0.031071946024894714,
0.014211123809218407,
-0.017789021134376526,
0.017868032678961754,
0.03134145587682724,
0.0006660944200120866,
0.004477065056562424,
0.002669178182259202,
-0.012931599281728268,
-0.012427456676959991,
-0.03521060198545456,
0.0210125632584095,
0.01281476765871048,
0.004124200902879238,
-0.02726626768708229,
-0.016654057428240776,
-0.018573550507426262,
0.002099845092743635,
-0.019668657332658768,
0.006085268221795559,
0.000186107587069273,
-0.014681167900562286,
0.008606573566794395,
0.01469973474740982,
-0.012697480618953705,
-0.00123475247528404,
0.005820191465318203,
-0.011744976043701172,
0.0026505813002586365,
-0.01000385731458664,
0.008390950970351696,
0.017328228801488876,
0.016199106350541115,
0.023565057665109634,
-0.012879913672804832,
-0.0093870023265481,
-0.01462855376303196,
-0.00021633878350257874,
-0.023625871166586876,
-0.035592108964920044,
0.005000290926545858,
-0.002527001313865185,
-0.006409129127860069,
0.011093136854469776,
0.011276795528829098,
0.006790469400584698,
0.001555898692458868,
-0.000053090741857886314,
0.0017878188518807292,
0.03452996909618378,
-0.03510266914963722,
0.006373606156557798,
-0.00787760317325592,
0.01104977447539568,
0.039546940475702286,
0.03231946378946304,
0.002487201476469636,
0.002277566120028496,
-0.0038420832715928555,
0.005650852341204882,
0.02057972177863121,
-0.003968417644500732,
-0.017361612990498543,
-0.010254327207803726,
0.014287837781012058,
-0.0026146143209189177,
0.019591299816966057,
-0.004848383367061615,
0.003020655829459429,
0.017988719046115875,
-0.0011880022939294577,
-0.00654835207387805,
0.01979738473892212,
-0.007841923274099827,
-0.021921750158071518,
-0.011471940204501152,
0.014883367344737053,
0.04758666828274727,
-0.013157578185200691,
-0.009076477028429508,
-0.0077400365844368935,
-0.012163186445832253,
-0.0187714621424675,
0.016110816970467567,
0.013832399621605873,
-0.022889476269483566,
0.004233375191688538,
0.008006392046809196,
0.005958707071840763,
0.001072961837053299,
0.001751819159835577,
0.0030075106769800186,
-0.002416526200249791,
-0.004987909458577633,
0.0023070224560797215,
0.004212772473692894,
0.0006668844725936651,
-0.021613385528326035,
0.00823943130671978,
-0.012356704100966454,
0.01193486899137497,
0.03166893869638443,
0.008001290261745453,
-0.013840514235198498,
0.00791327003389597,
0.0072262706235051155,
0.0081560043618083,
-0.00853230431675911,
-0.009838328696787357,
0.023853879421949387,
0.00788826309144497,
0.011410245671868324,
0.0030723479576408863,
0.020798517391085625,
-0.005003281868994236,
0.00022529682610183954,
-0.024949409067630768,
-0.0017910732422024012,
0.001877360511571169,
0.002057268051430583,
-0.012679742649197578,
-0.0034240279346704483,
-0.03918732702732086,
0.004737133160233498,
0.011592432856559753,
-0.04562855139374733,
-0.0263817198574543,
0.006568614859133959,
0.0003170124255120754,
-0.012131061404943466,
0.007260246202349663,
0.02603723481297493,
-0.023982863873243332,
0.025909150019288063,
0.01628810167312622,
0.010696872137486935,
-0.009164033457636833,
-0.013630051165819168,
-0.012214608490467072,
-0.0019493848085403442,
0.005340120755136013,
0.026333468034863472,
0.00437045656144619,
0.018579334020614624,
-0.000049579422920942307,
-0.016645783558487892,
-0.016418546438217163,
0.0022731334902346134,
0.007559152320027351,
-0.0022274870425462723,
-0.0032368474639952183,
-0.02424709126353264,
0.0034484844654798508,
0.015044666826725006,
0.008234310895204544,
-0.030317939817905426
] |
[
0.3237019181251526,
-0.06697943061590195,
-0.12342298775911331,
0.3541388213634491,
-0.15812735259532928,
0.04908885806798935,
0.44214898347854614,
-0.5166710615158081,
0.2136494368314743,
-0.6165264844894409,
-0.1526922881603241,
0.4891641139984131,
-0.005633587948977947,
0.02819821611046791,
0.007048546336591244,
0.45154979825019836,
0.4768061637878418,
0.000728120852727443,
-0.0261154193431139,
0.14686942100524902,
-0.5629879832267761,
-0.04427279159426689,
-0.08823370933532715,
-0.3651474714279175,
0.00960212666541338,
0.0900144875049591,
0.3878723084926605,
-0.07669493556022644,
-0.40715500712394714,
-0.212502121925354,
0.02863193489611149,
0.594738781452179,
-0.5047101974487305,
-0.4645063281059265,
-0.05584533140063286,
0.07824289053678513,
-0.08940418064594269,
0.15590620040893555,
0.043539125472307205,
-0.6007492542266846,
-0.14672093093395233,
-0.009410669095814228,
0.03245538845658302,
0.17850936949253082,
-0.9487674236297607,
-0.7786509990692139,
-1.2004499435424805,
0.17677700519561768,
-0.45177486538887024,
0.07684611529111862,
-0.22076107561588287,
0.36459264159202576,
0.19951242208480835,
0.405640184879303,
-0.44207140803337097,
0.22948899865150452,
-0.1180344969034195,
-0.09794110804796219,
0.02590864524245262,
-0.6690100431442261,
0.35882851481437683,
-0.0023391377180814743,
-0.06341846287250519,
0.30631640553474426,
-0.04295983538031578,
0.252368688583374,
-0.08881475776433945,
-0.2113979458808899,
-0.14948770403862,
-0.013139167800545692,
0.3282560408115387,
-0.015640627592802048,
-0.2986084520816803,
0.039505332708358765,
-0.5241345167160034,
0.317621648311615,
0.20825645327568054,
-0.23357540369033813,
-0.02968115732073784,
-0.3488994240760803,
-0.12622009217739105,
-0.19732293486595154,
0.17569513618946075,
-0.4538406729698181,
0.734230637550354,
-0.017172645777463913,
-0.0650516152381897,
0.4118112325668335,
-0.42092615365982056,
0.4871301054954529,
0.13267183303833008,
-0.41574010252952576,
0.27278727293014526,
0.2173893302679062,
0.21443495154380798,
0.16573885083198547,
0.4514601230621338,
-0.35884925723075867,
0.3828003406524658,
-0.16437409818172455,
0.08064773678779602,
-0.5879740715026855,
0.1677277833223343,
-0.07314017415046692,
0.09233379364013672,
-0.31856027245521545,
-0.38615095615386963,
-0.6045249104499817,
-0.42311224341392517,
0.3256150484085083,
-0.41485580801963806,
0.5515970587730408,
0.4069862365722656,
0.00690073799341917,
-0.23098957538604736,
-0.3579593598842621,
0.20381967723369598,
0.37646928429603577,
-0.10051751136779785,
0.4305761754512787,
0.45563650131225586,
1.1449614763259888,
0.20997092127799988,
0.01815582439303398,
0.15227282047271729,
0.19876815378665924,
1.2075891494750977,
0.6450779438018799,
-0.5264821648597717,
0.2878233790397644,
0.17523328959941864,
0.4387441873550415,
0.22493219375610352,
-0.07744210958480835,
-0.14722687005996704,
-0.16770081222057343,
0.3213997483253479,
0.02236524038016796,
0.10886327177286148,
0.4786330461502075,
0.028400843963027,
-0.2996169924736023,
-0.3355616331100464,
-0.012706051580607891,
-0.02755105309188366,
-0.21064110100269318,
0.07721530646085739,
-0.11388485878705978,
-0.2515571713447571,
0.2961452603340149,
-0.13439780473709106,
0.2833840548992157,
-0.5685703158378601,
0.06322909146547318,
-0.1477733850479126,
0.6388807892799377,
-0.2698175609111786,
-0.01736535131931305,
-0.05498715117573738,
0.32418760657310486,
0.4420928955078125,
0.13503803312778473,
-0.43674612045288086,
0.02941036783158779,
0.13745130598545074,
-0.10911291092634201,
-0.4551372528076172,
0.622088611125946,
-0.0326969288289547,
-0.07126747816801071,
0.14217616617679596,
-0.22041025757789612,
0.24275021255016327,
-0.41115671396255493,
-0.2833707630634308,
0.3188544809818268,
-0.21470271050930023,
0.31323423981666565,
0.3439730405807495,
0.3565830588340759,
-0.65069979429245,
-0.1287689357995987,
-0.07503899186849594,
-0.22032594680786133,
0.36534544825553894,
0.018937738612294197,
0.7582403421401978,
-0.2053891122341156,
-0.24349185824394226,
-0.17475001513957977,
-0.279802143573761,
-0.20711486041545868,
0.0568280965089798,
-0.7190271019935608,
1.2820180654525757,
0.35985785722732544,
0.0749681293964386,
1.3396375179290771,
-0.16716967523097992,
0.0198343675583601,
0.5274755954742432,
0.004837805405259132,
0.23882253468036652,
-0.29974767565727234,
-0.07966156303882599,
-0.13423535227775574,
0.1723778247833252,
0.03409338742494583,
-0.3021355867385864,
-0.10895311832427979,
0.5998504161834717,
-0.6581844687461853,
-0.2471613734960556,
-0.17124144732952118,
-0.12861186265945435,
0.7647278904914856,
-0.2745700478553772,
0.3044047951698303,
0.41113370656967163,
-0.14504198729991913,
0.8796435594558716,
-0.20615996420383453,
0.300280898809433,
0.38064271211624146,
-0.15349093079566956,
0.6357569098472595,
0.4153823256492615,
0.4835991859436035,
0.7853013277053833,
-0.9322232604026794,
0.19131021201610565,
-0.3519474267959595,
0.5920177698135376,
-0.7191610932350159,
-0.005263395141810179,
-0.1668086051940918,
0.06629350781440735,
-0.3642946481704712,
0.377673476934433,
-0.04986723139882088,
-0.5214263200759888,
0.3352148234844208,
-0.06771811097860336,
0.7653648853302002,
0.2698096036911011,
-0.21458731591701508,
-0.25756344199180603,
0.3106139600276947,
-0.556861162185669,
0.003945539705455303,
-0.3696688711643219,
0.44387614727020264,
-0.146885484457016,
-0.2041066586971283,
0.09881231933832169,
0.08299263566732407,
-0.1262665092945099,
-0.2624633014202118,
-0.25619059801101685,
-0.28519633412361145,
-0.07379334419965744,
0.44789156317710876,
0.2348061501979828,
0.4524744749069214,
0.2376708835363388,
-0.5192704200744629,
-0.42745962738990784,
-0.5879567265510559,
0.26753905415534973,
0.39274483919143677,
0.300301730632782,
0.11290611326694489,
-0.012214754708111286,
0.368577778339386,
0.2050856500864029,
-0.34480926394462585,
0.03810076043009758,
0.46163487434387207,
-0.4570334553718567,
-0.32142964005470276,
-0.017489248886704445,
0.6630328297615051,
0.4789404273033142,
-0.33590638637542725,
-0.28958064317703247,
-0.31396570801734924,
0.1612497717142105,
-0.19531139731407166,
-0.30137374997138977,
0.15041103959083557,
-0.013427294790744781,
0.5255251526832581,
-0.39184823632240295,
-0.2719346284866333,
0.27739161252975464,
0.1995619237422943,
-0.03449214994907379,
0.24725846946239471,
0.07846581935882568,
-0.1699880063533783,
-0.5276374220848083,
0.2209850400686264,
-0.09670495986938477,
0.06286169588565826,
0.14096157252788544,
-0.6240617632865906,
-0.5353600382804871,
-0.2017877846956253,
-6.104626178741455,
-0.4087277054786682,
-0.16961970925331116,
0.09657397121191025,
-0.005782309919595718,
0.2506083548069,
0.596742570400238,
-0.36535486578941345,
-0.390827476978302,
0.03562183678150177,
0.23303787410259247,
0.43192386627197266,
0.049832239747047424,
0.8225901126861572,
0.32483044266700745,
-0.04686000198125839,
0.04196740686893463,
0.027101648971438408,
0.14664724469184875,
0.009946470148861408,
-0.11770900338888168,
0.07286853343248367,
0.08872568607330322,
0.5211853384971619,
0.11835334450006485,
-0.038097988814115524,
-0.9666911959648132,
0.029981693252921104,
0.19352677464485168,
-0.43094372749328613,
0.3997313678264618,
-0.28488096594810486,
-0.1651054471731186,
0.22735382616519928,
0.2172500193119049,
0.16821499168872833,
0.6682296991348267,
0.011175119318068027,
0.10118380934000015,
-0.5609654188156128,
0.10798961669206619,
0.9038614630699158,
-0.04371124133467674,
0.4137457609176636,
-0.08794773370027542,
-0.28659799695014954,
0.12264573574066162,
0.16796010732650757,
-0.13068416714668274,
0.24998342990875244,
-0.406175822019577,
0.019234351813793182,
0.487594336271286,
-0.20868398249149323,
-0.39218077063560486,
-0.4381921887397766,
0.03575627878308296,
0.2673494219779968,
0.27970054745674133,
0.07048391550779343,
-0.05378163978457451,
-0.2525482475757599,
-0.12307913601398468,
-1.1109942197799683,
-0.1816447526216507,
-0.06334145367145538,
-0.42053157091140747,
-0.9213656187057495,
0.14680440723896027,
0.32282668352127075,
-0.5212566256523132,
-0.13131602108478546,
0.09702857583761215,
-0.5829964280128479,
0.41840869188308716,
-0.3957523703575134,
0.23277319967746735,
0.006259408313781023,
0.17723675072193146,
-0.010965913534164429,
-0.2623070776462555,
-0.49300244450569153,
0.34657055139541626,
-0.17031769454479218,
0.146445631980896,
-0.5349849462509155,
-0.1648959070444107,
0.00654450710862875,
0.18114201724529266,
-0.03627587482333183,
0.6637035012245178,
-0.2803820073604584,
0.2784442603588104,
0.0872565507888794,
0.2679179310798645,
0.661125659942627,
0.33585506677627563,
0.05669974163174629,
0.27111998200416565,
-0.18187858164310455,
0.5179528594017029,
0.04140595346689224,
-0.4283737540245056,
-0.6542211771011353,
-0.22191141545772552,
0.39036059379577637,
-0.4150419235229492,
0.2942938208580017,
0.8266655206680298,
-0.749904215335846,
-0.341501921415329,
-0.06624764949083328,
0.16254822909832,
0.3123704791069031,
0.12434842437505722,
-0.05790005996823311,
0.014366012066602707,
-0.2114991843700409,
0.08092610538005829,
-0.020959632471203804,
0.1283596307039261,
0.07129507511854172,
-0.11105586588382721,
0.05404255539178848,
0.22335955500602722,
-0.17434421181678772,
-0.07271751761436462,
0.5338711142539978,
-0.11565445363521576,
-0.2460300624370575,
0.14132672548294067,
0.1521548181772232,
-0.2953636348247528,
0.08613833785057068,
0.4259025752544403,
-0.6539992094039917,
-0.15456001460552216,
0.35296425223350525,
0.1472492665052414,
-0.3482854962348938,
0.5504166483879089,
-0.49669238924980164,
0.07143158465623856,
0.5317174792289734,
0.4602832496166229,
-0.6969944834709167,
-0.0027590778190642595,
-0.08630795031785965,
-0.28301557898521423,
-0.1922275722026825,
-0.1794527769088745,
-0.5663293600082397,
0.2439643144607544,
-0.27514660358428955,
0.22539205849170685,
-0.0069020893424749374,
0.20290258526802063,
-0.20959657430648804,
-0.08877883106470108,
-0.2725997269153595,
0.43019700050354004,
0.2833763659000397,
-1.378621220588684,
0.09659146517515182,
0.3793516755104065,
-0.12998615205287933,
-0.601573646068573,
0.1467849165201187,
0.053579315543174744,
0.22619584202766418,
-0.11388138681650162,
-0.8608136773109436,
0.03296332433819771,
-0.6072616577148438,
-0.24548108875751495,
0.16228708624839783,
0.1489591896533966,
0.2064666748046875,
-0.12501227855682373,
-0.14865945279598236,
0.20019413530826569,
-0.2749241292476654,
-0.5160073637962341,
0.18302898108959198,
0.5459527969360352,
-0.31572970747947693,
-0.0836411714553833,
0.18847069144248962,
-0.142877459526062,
-0.3474709689617157,
0.3393298387527466,
0.32555699348449707,
0.6297429203987122,
0.08497381210327148,
-0.1796974390745163,
-0.3810112774372101,
0.3075896203517914,
0.1606583595275879,
-0.08963140845298767,
-0.16627511382102966,
0.5787491798400879,
-0.12951336801052094,
-0.42035722732543945,
0.3017594516277313,
0.12643705308437347,
-0.23855282366275787,
-0.20479363203048706,
0.08845718204975128,
0.0854196771979332,
-0.3587746322154999,
-0.47091609239578247,
-0.5090473890304565,
-0.2834179103374481,
-0.09087167680263519,
-0.35252901911735535,
-0.39084264636039734,
0.05920592322945595,
-0.2420407235622406,
-0.06812003254890442,
0.36121293902397156,
-0.02434982918202877,
-0.0905851200222969,
-0.4186491370201111,
0.05755692720413208,
-0.23878388106822968,
-0.6520950198173523,
0.22140884399414062,
-0.8465037941932678,
-0.31080320477485657,
0.051525384187698364,
-0.28667542338371277,
0.12230146676301956,
0.2399071753025055,
0.09829296916723251,
-0.2552357614040375,
-0.23342324793338776,
-0.2239082306623459,
0.2515568137168884,
-0.35712260007858276,
-0.04431864991784096,
-0.22189784049987793,
0.2828132212162018,
-0.3401220440864563,
0.014824525453150272,
-0.4112488925457001,
0.3527481257915497,
0.29272785782814026,
-0.20226353406906128,
-0.6190953254699707,
0.013406793586909771,
0.4852363169193268,
-0.038911547511816025,
-0.2573600113391876,
-0.0019062331411987543,
0.6554400324821472,
0.25939062237739563,
-0.08217451721429825,
-0.28491607308387756,
0.17327509820461273,
0.5675597786903381,
-0.26894187927246094,
-0.610424816608429,
-0.5046937465667725,
-0.4633283019065857,
-0.2459036260843277,
-0.004754879977554083,
-0.16484622657299042,
-1.04439377784729,
0.31396448612213135,
-0.6666539311408997,
-0.030021708458662033,
-0.2735879719257355,
0.7817726731300354,
0.47678250074386597,
0.27719593048095703,
-0.7202913165092468,
-0.3360983431339264,
0.33717742562294006,
-0.17447268962860107,
0.13591355085372925,
0.015013002790510654,
-0.22053007781505585,
0.027089713141322136,
-0.4074172377586365,
0.2065684199333191,
-0.39645493030548096,
0.5615708231925964,
-0.45796486735343933,
-0.030887963250279427,
-0.5844781398773193,
-0.34736374020576477,
0.11121589690446854,
-0.3076021373271942,
0.32690227031707764,
-0.5158413052558899,
-0.0777994766831398,
0.3662821352481842,
0.6333803534507751,
-0.011218276806175709,
-0.4589264392852783,
0.2296021580696106,
0.6499306559562683,
0.843429446220398,
-0.3530859053134918,
0.6014940142631531,
0.42740532755851746,
0.2301316261291504,
0.09922408312559128,
0.27918508648872375,
-0.09363335371017456,
0.14374959468841553,
-0.021854886785149574,
0.24736838042736053,
0.7504227161407471,
-0.31097620725631714,
-0.05700203403830528,
0.44181933999061584,
-0.41689619421958923,
0.5981758236885071,
0.2559148669242859,
-0.0580308623611927,
0.10404013097286224,
0.750911295413971,
0.007987311109900475,
0.07235021889209747,
0.5632415413856506,
0.09719745069742203,
0.11005101352930069,
0.554715096950531,
0.1312657743692398,
0.8164898157119751,
0.7739717960357666,
0.11201371997594833,
0.06514710187911987,
0.2718186676502228,
0.31424224376678467,
0.2999432384967804,
0.13055431842803955,
-0.16193503141403198,
-0.029749754816293716,
0.40523597598075867,
-0.21133683621883392,
-0.22732019424438477,
0.12545418739318848,
-0.4171108305454254,
0.39855536818504333,
0.6806837916374207,
0.5921646952629089,
-0.8950244784355164,
0.30794715881347656,
0.14460723102092743,
0.337289422750473,
-0.30948662757873535,
0.20136332511901855,
-0.07579194754362106,
-0.001103825867176056,
0.5260356664657593,
-0.10990524291992188,
-0.3301687240600586,
0.24716678261756897,
0.2551846206188202,
0.37694352865219116,
0.01848568394780159,
-0.07496506720781326,
-0.4697818160057068,
-0.21984218060970306,
0.5871010422706604,
0.15829335153102875,
0.14206033945083618,
-0.1905481219291687,
-0.43492329120635986,
0.1915145218372345,
-0.3568222224712372,
0.5887247323989868,
-0.08045494556427002,
-0.8470051288604736,
0.3186751902103424,
0.031128982082009315,
-0.2421204298734665,
0.3123839199542999,
-0.07668580114841461,
0.024895433336496353,
-0.4320216178894043,
-0.4983676075935364,
0.29548853635787964,
0.03645440936088562,
-0.14454998075962067,
0.35489749908447266,
-0.5225664973258972,
0.11471078544855118,
-0.22526586055755615,
-0.3300427794456482,
-0.06294745206832886,
0.12428539991378784,
0.05828007683157921,
-0.2022741436958313,
-0.28761523962020874,
0.6272209882736206,
0.00516466936096549,
0.0668763667345047,
-0.12751714885234833,
0.4219868779182434,
-0.14268800616264343,
0.6146768927574158,
-0.5416670441627502,
0.40540316700935364,
-0.37410518527030945,
0.22231881320476532,
-0.6158808469772339,
-0.15804727375507355,
0.40877285599708557,
0.05215200409293175,
-0.21221396327018738,
-0.27615460753440857,
-0.1970985233783722,
-0.11258363723754883,
0.28088077902793884,
-0.13068260252475739,
0.25595855712890625,
-0.2173280417919159,
-0.19591762125492096,
-0.579542875289917,
0.6336377263069153,
-0.05343186855316162,
-0.1541205197572708,
-0.13365578651428223,
0.7331465482711792,
0.49565964937210083,
-0.3437541425228119,
0.011913914233446121,
0.013110433705151081,
-0.32611986994743347,
-0.5321599245071411,
0.5162849426269531,
-0.8619818687438965,
-0.11925798654556274,
-0.40636390447616577,
0.3208828270435333,
0.21623297035694122,
-0.3487536907196045,
-0.026269104331731796,
-0.3344733417034149,
0.1764938235282898,
0.28743237257003784,
-0.13473060727119446,
0.4510493874549866,
-0.36953026056289673,
-0.31017646193504333,
-0.5639869570732117,
0.3823009133338928,
0.10421361029148102,
-0.30956214666366577,
-0.13170838356018066,
-0.25639960169792175,
-0.39350274205207825,
-0.1383316069841385,
-0.011297980323433876,
-0.5287445783615112,
0.19468219578266144,
0.13110437989234924
] |
Virtual machine introspection (VMI) describes the method of monitoring and analyzing the state of a virtual machine from the hypervisor level. This lends itself well to security applications, though the hardware virtualization support from Intel and AMD was not designed with VMI in mind. This results in many challenges for developers of hardware-supported VMI systems. This paper describes the design and implementation of our prototype framework, Nitro, for system call tracing and monitoring. Since Nitro is a purely VMI-based system, it remains isolated from attacks originating within the guest operating system and is not directly visible from within the guest. Nitro is extremely flexible as it supports all three system call mechanisms provided by the Intel x86 architecture and has been proven to work in Windows, Linux, 32-bit, and 64-bit environments. The high performance of our system allows for real-time capturing and dissemination of data without hindering usability. This is supported by extensive testing with various guest operating systems. In addition, Nitro is resistant to circumvention attempts due to a construction called hardware rooting. Finally, Nitro surpasses similar systems in both performance and functionality.
|
[
-0.0034033996053040028,
-0.003264826722443104,
-0.00045744224917143583,
0.006065682508051395,
0.016589051112532616,
-0.008207016624510288,
0.008573404513299465,
0.022147392854094505,
-0.010191893205046654,
-0.0027048736810684204,
-0.018387071788311005,
0.0030512497760355473,
-0.002326258225366473,
0.022490615025162697,
0.026578228920698166,
-0.014597625471651554,
0.002685118932276964,
0.003041379153728485,
0.005445358343422413,
0.00871335156261921,
-0.014031937345862389,
0.008225424215197563,
0.008797066286206245,
-0.02259928733110428,
0.021494710817933083,
0.0029694736003875732,
-0.022552384063601494,
-0.00022824940970167518,
-0.012886486947536469,
0.01242084801197052,
-0.010804062709212303,
0.016456155106425285,
0.02132209576666355,
0.024071361869573593,
-0.000514129875227809,
-0.018540270626544952,
-0.0052111390978097916,
0.012938451953232288,
-0.024284597486257553,
-0.00491715781390667,
-0.01011318527162075,
-0.002712883520871401,
-0.0014320802874863148,
-0.04301108419895172,
-0.004209840204566717,
-0.007398882415145636,
0.0007104562246240675,
0.011702940799295902,
0.005721816327422857,
0.00803463440388441,
-0.008639847859740257,
0.012262293137609959,
0.0036034202203154564,
0.039826616644859314,
-0.004891658201813698,
0.014478590339422226,
0.01417081244289875,
-0.008523857221007347,
-0.004186374135315418,
-0.015710502862930298,
-0.0034319162368774414,
-0.0016701621934771538,
-0.000668342225253582,
-0.011176539584994316,
-0.006818890105932951,
-0.06773391366004944,
-0.007049607578665018,
-0.004464537370949984,
0.007043150253593922,
-0.008514709770679474,
-0.0004508460406213999,
0.009287001565098763,
-0.0004376485012471676,
0.00877874344587326,
0.008331438526511192,
0.005941271316260099,
-0.014223342761397362,
-0.007965439930558205,
0.012305986136198044,
-0.0025063958019018173,
0.02052810788154602,
0.005039573647081852,
-0.005589878652244806,
0.008885988965630531,
0.007306168787181377,
0.007096912246197462,
-0.006671740673482418,
-0.0046915593557059765,
0.0026037460193037987,
0.020324939861893654,
-0.0057202838361263275,
-0.015775714069604874,
-0.01414432656019926,
0.006430371198803186,
0.022351916879415512,
0.03522147983312607,
-0.01284084189683199,
0.0004945739638060331,
0.016712460666894913,
-0.003589256200939417,
-0.014839768409729004,
0.01846831478178501,
0.017983263358473778,
0.009202833287417889,
-0.008487334474921227,
0.006734130904078484,
0.02371244877576828,
-0.0031972662545740604,
-0.0020892824977636337,
0.00993683747947216,
-0.000400142977014184,
0.01131670642644167,
0.008454877883195877,
0.009626820683479309,
-0.002785432618111372,
0.014094333164393902,
0.0008755773305892944,
-0.012496919371187687,
-0.0017275912687182426,
0.023634107783436775,
0.030089695006608963,
-0.003323094919323921,
0.013112494722008705,
-0.013446172699332237,
0.007896427065134048,
-0.011674925684928894,
0.016598282381892204,
-0.005513286218047142,
-0.002625333145260811,
0.0063886484131217,
-0.012338102795183659,
0.006681722588837147,
-0.001223782543092966,
-0.014918683096766472,
0.013075858354568481,
0.0011081963311880827,
0.005141527391970158,
-0.0181531123816967,
-0.005257565528154373,
-0.0011205922346562147,
0.03598392382264137,
0.008601303212344646,
-0.0039351205341517925,
0.013494057580828667,
0.008199787698686123,
0.0019628205336630344,
0.004737210460007191,
0.0039457823149859905,
0.01744062453508377,
-0.0041856924071908,
-0.017275314778089523,
0.0036794350016862154,
-0.010795331560075283,
-0.009869645349681377,
0.004094911273568869,
-0.016275867819786072,
-0.004995886702090502,
0.0155261792242527,
-0.017588164657354355,
-0.011056563816964626,
0.012873557396233082,
0.011165069416165352,
0.014793066307902336,
0.00736047700047493,
-0.004655266180634499,
-0.011277887970209122,
0.02705981209874153,
-0.004827586933970451,
-0.004678906872868538,
0.006065976805984974,
-0.007359287701547146,
0.021570177748799324,
0.0316849946975708,
0.005129150114953518,
-0.010776026174426079,
0.00666419230401516,
0.005649689584970474,
0.007696703542023897,
-0.01570187136530876,
0.06733238697052002,
0.01195515040308237,
0.011867497116327286,
-0.004074938595294952,
0.005528667010366917,
0.002370087895542383,
-0.00969760213047266,
0.00820491649210453,
-0.019306348636746407,
-0.0063821724615991116,
-0.010356549173593521,
0.0012847958132624626,
-0.010462806560099125,
0.00555244367569685,
0.022615041583776474,
0.013908930122852325,
0.00290401722304523,
0.02914862148463726,
0.0063473740592598915,
-0.005155578721314669,
-0.011366646736860275,
-0.020479215309023857,
-0.005797619000077248,
0.003026661230251193,
-0.008983966894447803,
-0.014426952227950096,
0.001895492896437645,
0.02576526254415512,
-0.011709833517670631,
-0.020365186035633087,
0.006140085868537426,
0.0277839545160532,
-0.008491862565279007,
-0.00867877621203661,
-0.007114429026842117,
0.005502901505678892,
0.001844664802774787,
0.006006484851241112,
0.013607129454612732,
0.018065378069877625,
-0.011944828554987907,
-0.001482020947150886,
0.017708782106637955,
0.0026214777026325464,
0.02432858943939209,
0.022449996322393417,
0.00167009886354208,
-0.0032645026221871376,
0.009836215525865555,
-0.002616145880892873,
-0.001279850141145289,
0.0032715010456740856,
-0.009889625944197178,
-0.009550985880196095,
0.012910585850477219,
-0.009440683759748936,
-0.021110625937581062,
0.008461338467895985,
-0.013083545491099358,
0.007265511900186539,
-0.00523723429068923,
0.014840865507721901,
-0.005014669615775347,
0.005532459355890751,
0.018310384824872017,
0.0027842139825224876,
0.012960691004991531,
-0.022616304457187653,
0.016127832233905792,
-0.0013772123493254185,
-0.0075769079849123955,
0.0033159819431602955,
0.012677386403083801,
0.002299840794876218,
-0.041378796100616455,
-0.016588464379310608,
-0.01668454147875309,
0.02213027887046337,
0.008566217496991158,
0.020316392183303833,
-0.03913739696145058,
-0.002611259464174509,
0.006133346818387508,
-0.012207264080643654,
-0.013334996998310089,
-0.013611877337098122,
0.01171004120260477,
0.003241604194045067,
0.016728242859244347,
-0.0026790425181388855,
-0.02756456658244133,
0.003023476805537939,
-0.007662974763661623,
-0.010436171665787697,
-0.08163474500179291,
-0.008031724952161312,
-0.0018243534723296762,
-0.008385177701711655,
0.007494699209928513,
0.01517489179968834,
0.0023005616385489702,
0.009352161549031734,
-0.012143280357122421,
0.0029946770519018173,
-0.00026496429927647114,
0.009933863766491413,
-0.016102604568004608,
0.03295338898897171,
0.02868766523897648,
-0.00912030041217804,
0.005703816656023264,
-0.010077745653688908,
-0.0155140720307827,
0.031598176807165146,
-0.013622883707284927,
-0.003311616601422429,
-0.003248975146561861,
0.009536207653582096,
0.010113969445228577,
0.022462069988250732,
-0.008818532340228558,
0.006858803331851959,
-0.006342950742691755,
-0.00004261150024831295,
0.0027535916306078434,
-0.006093604490160942,
-0.0024417205713689327,
-0.023649485781788826,
0.024601483717560768,
0.014536608010530472,
0.007729759439826012,
0.001220745500177145,
0.009335259906947613,
0.003232293762266636,
-0.00207277643494308,
0.008542533032596111,
-0.01653452031314373,
0.000322615698678419,
0.0013068331172689795,
-0.004040764644742012,
0.010980691760778427,
0.03155913203954697,
0.008967711590230465,
-0.017575301229953766,
0.015791071578860283,
-0.0018686533439904451,
-0.010020788758993149,
0.011258997023105621,
-0.01161651499569416,
0.011020614765584469,
0.005306976847350597,
-0.005914610344916582,
-0.006059379782527685,
-0.0036915058735758066,
-0.002070809481665492,
0.0032099755480885506,
-0.00009487848728895187,
-0.024728858843445778,
-0.0024355400819331408,
-0.012709607370197773,
0.0032776512671262026,
0.007892699912190437,
-0.0048468997702002525,
0.015564259141683578,
0.011501642875373363,
0.007708263583481312,
-0.0044974060729146,
0.006437379401177168,
-0.01736448146402836,
-0.005360458046197891,
-0.01133087556809187,
-0.0021236541215330362,
-0.02021714858710766,
-0.009923247620463371,
0.009692365303635597,
0.03141707926988602,
0.013986441306769848,
-0.011821035295724869,
-0.009462401270866394,
0.009138410910964012,
0.009736482053995132,
0.012926200404763222,
0.004013311117887497,
-0.012425803579390049,
0.009990064427256584,
0.027287358418107033,
-0.015845075249671936,
0.008465479128062725,
0.0016731717623770237,
-0.003286649938672781,
-0.006332593970000744,
0.01495920680463314,
0.01506100408732891,
0.007952949963510036,
-0.01776132360100746,
-0.004305466543883085,
0.025456922128796577,
-0.012347768060863018,
0.005659885238856077,
0.007500900886952877,
-0.004612414166331291,
-0.011507534421980381,
-0.00438791885972023,
-0.0022325695026665926,
0.004118258599191904,
-0.021357402205467224,
-0.008315090090036392,
-0.007800081744790077,
0.00701961200684309,
0.046090368181467056,
-0.004139200784265995,
0.005695424973964691,
0.07355049252510071,
-0.0046897996217012405,
0.00840133149176836,
-0.007121792528778315,
-0.00906949769705534,
-0.01542799174785614,
-0.019907528534531593,
-0.0014706002548336983,
-0.003272216534242034,
-0.014987325295805931,
0.00867960974574089,
0.003188171423971653,
-0.004777359776198864,
-0.004425092600286007,
0.02348257228732109,
-0.014073082245886326,
0.006426272913813591,
-0.000019880477339029312,
-0.033422425389289856,
0.006095679011195898,
0.0022974605672061443,
0.0010363494511693716,
-0.023861389607191086,
-0.01181658636778593,
-0.047351591289043427,
-0.01007989514619112,
0.0026441297959536314,
-0.012488179840147495,
0.005349561106413603,
0.006918910425156355,
-0.009135885164141655,
-0.017759103327989578,
-0.007347684353590012,
-0.016765179112553596,
0.0022174702025949955,
-0.016894355416297913,
0.000725899008102715,
-0.0027331551536917686,
0.000441892072558403,
0.010337099432945251,
0.0008249114034697413,
-0.013870539143681526,
0.013734148815274239,
0.011724727228283882,
0.029575105756521225,
-0.02436617761850357,
0.0016210959292948246,
-0.004568328149616718,
0.0050959400832653046,
0.0023444178514182568,
-0.003047097008675337,
-0.004622824490070343,
0.009722169488668442,
0.021422572433948517,
-0.017705099657177925,
0.013182910159230232,
-0.0025810354854911566,
-0.0008150077774189413,
-0.017797648906707764,
-0.0007263422012329102,
-0.019580574706196785,
-0.025799604132771492,
-0.0059792459942400455,
0.003371224971488118,
-0.003007182152941823,
-0.006819450296461582,
0.0034885057248175144,
0.009585081599652767,
0.01823524385690689,
-0.025577500462532043,
-0.0039835963398218155,
-0.03133213147521019,
-0.028495322912931442,
0.005156002938747406,
-0.029615558683872223,
-0.0035042925737798214,
-0.0005236133001744747,
-0.015662118792533875,
0.02682332694530487,
0.015671411529183388,
-0.01573634147644043,
0.022892918437719345,
0.018660234287381172,
0.02022048458456993,
-0.03226196765899658,
0.02343607507646084,
0.011555949226021767,
-0.07528778910636902,
-0.01069769635796547,
0.013931399211287498,
-0.0052471887320280075,
0.03432845324277878,
-0.02048257552087307,
-0.006790494546294212,
0.014961323700845242,
-0.010343543253839016,
-0.00810764729976654,
0.041395992040634155,
-0.02188270352780819,
0.02035042643547058,
0.009005315601825714,
0.007011962588876486,
0.016052162274718285,
-0.009029341861605644,
0.00975003931671381,
-0.010173749178647995,
-0.025384047999978065,
0.004760708659887314,
0.013635082170367241,
-0.016332445666193962,
0.003765916218981147,
-0.0009511064272373915,
-0.08247874677181244,
0.0007179724052548409,
0.014741495251655579,
-0.007665711920708418,
0.005213470198214054,
-0.018361231312155724,
0.004995075985789299,
-0.0005260036559775472,
-0.005570476409047842,
-0.010603957809507847,
0.03631357103586197,
-0.007604588754475117,
0.003318940056487918,
0.007413455750793219,
-0.0016167390858754516,
-0.007094267755746841,
0.009717133827507496,
-0.004343139007687569,
0.0026677940040826797,
-0.020614704117178917,
0.009255686774849892,
0.0315304696559906,
-0.007638172246515751,
0.01985882967710495,
-0.009416595101356506,
0.01750371605157852,
-0.0051839398220181465,
0.014959363266825676,
-0.0185410026460886,
-0.027283547446131706,
0.01126115396618843,
0.015052941627800465,
0.013886966742575169,
-0.009173593483865261,
0.014337971806526184,
-0.014571137726306915,
-0.003556320443749428,
0.01861734688282013,
-0.034375134855508804,
-0.02434633858501911,
-0.009184708818793297,
0.01244109496474266,
-0.011191176250576973,
-0.0038599844556301832,
0.00022481195628643036,
-0.007914278656244278,
0.004572049714624882,
-0.004886756185442209,
-0.004472255706787109,
-0.01292627677321434,
-0.00034680930548347533,
0.0008633197867311537,
0.005306540988385677,
0.001171977142803371,
0.008805811405181885,
0.00945240817964077,
0.001315890927799046,
0.0436166413128376,
-0.023895949125289917,
0.014275006018579006,
-0.008767994120717049,
0.010386405512690544,
-0.0018994398415088654,
0.07266904413700104,
-0.026003338396549225,
0.01014816202223301,
-0.016720561310648918,
0.0092787966132164,
0.005791190080344677,
0.0189676433801651,
-0.005023586563766003,
0.015517348423600197,
-0.027832552790641785,
-0.010144182480871677,
-0.019010167568922043,
-0.0031680092215538025,
0.0062476713210344315,
0.007168534677475691,
-0.027322445064783096,
-0.025830227881669998,
-0.01141830999404192,
-0.002474625129252672,
-0.002803551498800516,
0.008426852524280548,
-0.02742602676153183,
-0.03511686995625496,
0.00825131218880415,
0.007381337694823742,
0.011819414794445038,
-0.008157934993505478,
-0.0044853780418634415,
-0.007828732021152973,
0.0017272413242608309,
-0.012723284773528576,
0.013103552162647247,
0.002436969429254532,
0.0121579859405756,
0.014795608818531036,
-0.02105954848229885,
0.00034137535840272903,
0.006678741425275803,
0.0027642217464745045,
-0.00571598531678319,
0.0057880510576069355,
-0.00535865593701601,
-0.0062461597844958305,
0.016823559999465942,
-0.0022555128671228886,
0.03733804449439049,
0.010726884007453918,
0.015788540244102478,
0.03502505272626877,
-0.0029327021911740303,
-0.020247403532266617,
0.0011656198184937239,
-0.0014169230125844479,
0.003548575099557638,
0.007418703753501177,
-0.0002762274816632271,
0.007998785004019737,
0.005256155505776405,
-0.014334259554743767,
0.0008408920839428902,
-0.0014365985989570618,
0.0005423008115030825,
0.0004904838278889656,
0.0022425660863518715,
0.01651603728532791,
-0.005770932417362928,
0.011274045333266258,
-0.01635417714715004,
-0.021041803061962128,
0.011349322274327278,
0.0018198825418949127,
0.03293842822313309,
0.0069969091564416885,
0.011267625726759434,
0.015405240468680859,
0.02571321278810501,
-0.019566640257835388,
-0.031014155596494675,
0.0017152228392660618,
-0.0018640978960320354,
-0.00829149130731821,
-0.032472603023052216,
0.007124601863324642,
-0.002651110989972949,
-0.0037707830779254436,
0.009826654568314552,
-0.014473970048129559,
-0.027035333216190338,
-0.0005103719304315746,
0.014222676865756512,
0.025483952835202217,
-0.008494313806295395,
0.0045360177755355835,
-0.0084325410425663,
0.009393147192895412,
0.03208666667342186,
0.0038323677144944668,
0.0061497194692492485,
0.014791187830269337,
-0.004952093120664358,
-0.008535027503967285,
0.0006942908512428403,
-0.014282670803368092,
0.006998912431299686,
0.005275493022054434,
0.009999921545386314,
0.002921049017459154,
0.013307522982358932,
-0.010735319927334785,
-0.02586841955780983,
0.003702812362462282,
0.01489905547350645,
-0.00925176590681076,
0.0101406779140234,
-0.001217119861394167,
0.010575058870017529,
-0.000776432454586029,
0.01720261760056019,
-0.017354728654026985,
-0.007745778188109398,
-0.024529431015253067,
0.007006383500993252,
-0.003724389709532261,
0.007425085641443729,
0.01863599382340908,
0.008001934736967087,
-0.006034543737769127,
-0.013673139736056328,
0.0027652657590806484,
-0.016752006486058235,
0.008886712603271008,
-0.020785845816135406,
0.00789041817188263,
-0.00723304133862257,
-0.024869203567504883,
0.00950363278388977,
0.0026564821600914,
0.028977151960134506,
-0.004588110838085413,
0.0008936990052461624,
-0.0012219850905239582,
-0.01771349273622036,
0.0014089455362409353,
-0.016461079940199852,
0.007025436963886023,
-0.007095583248883486,
0.024946512654423714,
0.004757274407893419,
0.0007879526820033789,
0.0014578597620129585,
-0.006392954383045435,
-0.004455301444977522,
-0.01278307568281889,
-0.01009355392307043,
0.022190500050783157,
0.0071638342924416065,
-0.006794446613639593,
0.005922324489802122,
0.002594048622995615,
0.014831116423010826,
-0.0008498970419168472,
-0.009849184192717075,
0.029615679755806923,
0.02412010356783867,
-0.012879280373454094,
-0.0004316931590437889,
0.011109156534075737,
0.024496739730238914,
0.00406729057431221,
-0.00534541392698884,
0.011137108318507671,
-0.006384419742971659,
0.01170253474265337,
0.005633123219013214,
-0.010143199935555458,
-0.007401292212307453,
-0.006525893229991198,
-0.0013494535814970732,
0.008717117831110954,
-0.002920850645750761,
-0.02498454600572586,
-0.003718591993674636,
0.0002779848873615265,
-0.008260877802968025,
0.0006663147360086441,
-0.02340516448020935,
-0.0077364277094602585,
-0.0017312149284407496,
0.004370823502540588,
0.014543762430548668,
-0.022571366280317307,
0.012359654530882835,
-0.004373933654278517,
0.015854718163609505,
0.0064102159813046455,
-0.017084764316678047,
-0.02992602251470089,
0.012387159280478954,
0.001584310899488628,
-0.0017779333284124732,
-0.015506717376410961,
-0.03882230445742607
] |
[
0.3782372772693634,
-0.18693605065345764,
0.40733546018600464,
0.2873162627220154,
0.13050536811351776,
-0.01835736073553562,
0.1851300150156021,
-0.1388864666223526,
0.07699320465326309,
-0.09838850051164627,
-0.15199372172355652,
0.5914214253425598,
-0.09295512735843658,
0.18736346065998077,
-0.18262186646461487,
0.46856051683425903,
0.48230794072151184,
-0.39680245518684387,
0.3530896008014679,
-0.3083578050136566,
-0.29762059450149536,
-0.18465106189250946,
-0.12759386003017426,
-0.28449034690856934,
-0.3344380259513855,
0.15379026532173157,
0.43322989344596863,
0.32865020632743835,
-0.22668412327766418,
-0.25758829712867737,
-0.25305116176605225,
0.039904214441776276,
-0.13047538697719574,
-0.23818516731262207,
0.27390211820602417,
0.34319618344306946,
-0.42100054025650024,
-0.13724377751350403,
-0.17551392316818237,
-0.16905593872070312,
-0.05435355380177498,
-0.09559383243322372,
-0.031298063695430756,
0.04626765847206116,
-0.5620601177215576,
-0.5721859335899353,
-1.2020739316940308,
0.13795985281467438,
-0.08956726640462875,
-0.0871834084391594,
-0.5619557499885559,
0.7112551331520081,
0.09508152306079865,
0.12060091644525528,
-0.04478468745946884,
0.015716945752501488,
0.2614075541496277,
-0.7132717967033386,
0.04488750547170639,
-0.3325721323490143,
0.13286837935447693,
-0.07206293940544128,
0.016889328137040138,
0.17898137867450714,
-0.014017712324857712,
0.2583930790424347,
-0.16611869633197784,
-0.33501696586608887,
-0.5174606442451477,
-0.3357071578502655,
0.021574562415480614,
-0.11040480434894562,
-0.36734312772750854,
0.33527758717536926,
-0.4365706443786621,
0.11712310463190079,
0.5959808826446533,
-0.12182022631168365,
-0.16625115275382996,
0.4147830903530121,
-0.20875272154808044,
0.3936319947242737,
0.7776727080345154,
-0.2942584753036499,
0.9177067875862122,
0.09180974960327148,
-0.23062603175640106,
0.6499421000480652,
-0.20552970468997955,
-0.26968368887901306,
-0.09655206650495529,
-0.3066219687461853,
0.4807530641555786,
0.20738938450813293,
0.15257824957370758,
-0.06974239647388458,
0.25398972630500793,
-0.2518918812274933,
-0.07359448820352554,
0.27209293842315674,
-0.16349689662456512,
0.36089736223220825,
-0.022466180846095085,
0.13474231958389282,
-0.014501495286822319,
-0.4847481846809387,
-0.42801064252853394,
-0.6844589114189148,
-0.4311010539531708,
0.548495352268219,
-0.7903135418891907,
0.5902495980262756,
0.03468676656484604,
-0.12228379398584366,
-0.21786940097808838,
-0.1442798525094986,
-0.2627171277999878,
-0.3769218921661377,
0.21800489723682404,
0.6128326654434204,
0.10828407108783722,
1.035661220550537,
0.2042488306760788,
0.08447705954313278,
0.2191028892993927,
-0.12474943697452545,
0.4907977879047394,
0.2607837915420532,
-0.4144176244735718,
0.45240119099617004,
0.30499687790870667,
0.7801487445831299,
0.04634220898151398,
-0.027948077768087387,
-0.2556554675102234,
-0.08791328966617584,
0.31450140476226807,
-0.07488566637039185,
0.0035895705223083496,
0.06444669514894485,
-0.24783091247081757,
-0.9973445534706116,
-0.40200862288475037,
-0.27506905794143677,
-0.03119724802672863,
-0.37381401658058167,
-0.10474299639463425,
-0.145643949508667,
-0.5914162993431091,
-0.5606911182403564,
-0.21572086215019226,
0.31365516781806946,
-0.4776169955730438,
-0.3103552758693695,
0.004117286764085293,
0.38625094294548035,
-0.23627407848834991,
0.04400825500488281,
-0.12560546398162842,
-0.023472515866160393,
-0.4023759067058563,
0.3695371150970459,
-0.8050968050956726,
0.031696468591690063,
0.17335639894008636,
-0.11946441978216171,
0.3566858768463135,
0.32711541652679443,
0.46804046630859375,
-0.0505981482565403,
0.0637718215584755,
0.03233075886964798,
0.044393446296453476,
-0.44674211740493774,
-0.2015833705663681,
0.584827721118927,
0.725864052772522,
0.21524693071842194,
0.35931262373924255,
-0.2550203800201416,
-0.6358686685562134,
-0.37750715017318726,
-0.2619853615760803,
0.07436326891183853,
-0.510559618473053,
0.11321322619915009,
0.15883637964725494,
-0.1829410195350647,
-0.5474531054496765,
-0.14628192782402039,
-0.3161846995353699,
0.06012508645653725,
0.32260507345199585,
-0.9687362313270569,
0.8488026857376099,
0.13271450996398926,
-0.2543121874332428,
1.430350661277771,
-0.4153232276439667,
0.14369608461856842,
0.22404322028160095,
0.21042194962501526,
-0.02499897964298725,
0.007689491380006075,
-0.4766464829444885,
-0.4845707416534424,
0.08967344462871552,
-0.08688908815383911,
-0.5330848097801208,
0.13091200590133667,
0.35717684030532837,
-0.48988693952560425,
-0.10252199321985245,
-0.13670071959495544,
0.20542772114276886,
0.2229350060224533,
-0.4549116790294647,
0.12705710530281067,
0.11238902062177658,
-0.3383350670337677,
0.7357099056243896,
-0.4187450110912323,
-0.09040810912847519,
0.607150673866272,
-0.04433061555027962,
0.38436105847358704,
0.5665791034698486,
0.13895605504512787,
1.013970971107483,
-1.0937042236328125,
-0.03793595731258392,
-0.535732626914978,
0.2584375739097595,
-0.4906994104385376,
-0.0904916301369667,
0.4196963906288147,
-0.0031341754365712404,
-0.3218036890029907,
0.22049392759799957,
-0.22115683555603027,
-0.37813639640808105,
-0.1447066068649292,
-0.21292421221733093,
0.08306987583637238,
0.40345823764801025,
-0.07063671946525574,
-0.3490898013114929,
0.326358437538147,
-0.7204728126525879,
0.34368693828582764,
0.12085698544979095,
0.544478714466095,
0.19724170863628387,
-0.2765909731388092,
0.13889990746974945,
0.038260795176029205,
-0.22907109558582306,
-0.01707141287624836,
-0.007318503223359585,
0.27957189083099365,
-0.3209329843521118,
0.10671588778495789,
-0.1423596888780594,
0.07355326414108276,
-0.023438449949026108,
-0.24538838863372803,
-0.26346641778945923,
-0.2765084207057953,
0.051709193736314774,
0.715305507183075,
-0.021864572539925575,
-0.18669913709163666,
-0.7179040312767029,
0.31592825055122375,
-0.48516592383384705,
-0.6548173427581787,
0.21533145010471344,
0.3181805908679962,
-0.3654972314834595,
-0.37551745772361755,
-0.11242648959159851,
0.3137694299221039,
0.45342573523521423,
-0.11837342381477356,
-0.6782143712043762,
-0.2203449010848999,
0.017865637317299843,
-0.08473845571279526,
-0.4700612723827362,
-0.07296697795391083,
-0.24996504187583923,
0.5415444374084473,
0.08332321792840958,
0.327958881855011,
0.45684853196144104,
0.4066370129585266,
0.14161992073059082,
0.054290950298309326,
0.4115608036518097,
-0.22808091342449188,
-0.4218475818634033,
0.16411098837852478,
-0.3320760130882263,
-0.34184661507606506,
0.23021972179412842,
-0.2530917227268219,
-0.4510546922683716,
0.3961031436920166,
-6.1182637214660645,
-0.202172189950943,
-0.25619253516197205,
-0.11667615175247192,
-0.06388837099075317,
0.18602354824543,
0.4238487184047699,
0.017599165439605713,
-0.040895942598581314,
0.07265055179595947,
0.13567040860652924,
0.2603866159915924,
0.09046272188425064,
0.4572845697402954,
0.30617278814315796,
0.017392391338944435,
0.16158458590507507,
-0.00832662545144558,
0.13305555284023285,
0.17934341728687286,
-0.22267119586467743,
0.04087270423769951,
0.22478553652763367,
0.5602217316627502,
0.14172083139419556,
0.6571317911148071,
-0.5891786217689514,
0.3513362407684326,
0.033735569566488266,
-0.08687548339366913,
-0.00932561419904232,
-0.5929052233695984,
-0.23063886165618896,
-0.22134949266910553,
0.29762354493141174,
0.45937836170196533,
0.28995028138160706,
0.030783189460635185,
0.19113947451114655,
0.16381040215492249,
0.32799214124679565,
0.6092422604560852,
0.12651966512203217,
-0.34758588671684265,
0.04972071573138237,
0.093726746737957,
-0.35404837131500244,
0.1252918243408203,
-0.12716494500637054,
0.4754032790660858,
-0.230046808719635,
-0.12299058586359024,
0.03109024651348591,
0.4427969753742218,
-0.14927740395069122,
-0.272573322057724,
0.465149849653244,
-0.18182624876499176,
-0.7148919105529785,
0.04316958785057068,
0.1056227907538414,
-0.6517256498336792,
-0.2975747287273407,
-0.6678125858306885,
-0.2572230398654938,
0.39790818095207214,
-0.4098105728626251,
-0.42809247970581055,
0.5916294455528259,
0.44170209765434265,
-0.008652360178530216,
0.018333125859498978,
0.20452043414115906,
-0.6456725597381592,
0.25409483909606934,
-0.09247791022062302,
-0.44726449251174927,
-0.1742132306098938,
-0.09866213798522949,
0.15434174239635468,
-0.203211709856987,
-0.1604607254266739,
-0.4038639962673187,
-0.33841994404792786,
-0.025089921429753304,
-0.6071924567222595,
0.37296462059020996,
-0.08141747862100601,
-0.4157303273677826,
0.30185505747795105,
0.37651997804641724,
-0.20111995935440063,
0.13304512202739716,
0.08365347981452942,
0.4301397502422333,
0.6935576796531677,
0.09835105389356613,
0.5579114556312561,
0.29094839096069336,
-0.05460028722882271,
0.6376472115516663,
-0.410368412733078,
-0.03817113861441612,
-0.9319755434989929,
0.2936038076877594,
0.4789901375770569,
-0.3403571844100952,
-0.06029951572418213,
0.7222007513046265,
-0.360053688287735,
-0.47154149413108826,
0.43706783652305603,
-0.11852363497018814,
-0.03284577280282974,
0.4242548942565918,
0.007747096475213766,
-0.30138176679611206,
0.3006160259246826,
0.44759976863861084,
-0.5223643779754639,
-0.07261014729738235,
-0.13178911805152893,
-0.001427121227607131,
0.20093286037445068,
0.05109582096338272,
-0.16338784992694855,
0.04490102827548981,
0.6824971437454224,
0.03517388924956322,
0.2700279951095581,
0.6244063377380371,
0.357710599899292,
-0.3557078540325165,
0.4008967876434326,
0.19555962085723877,
-0.288065105676651,
0.14982134103775024,
0.15618406236171722,
-0.03715159744024277,
-0.2325272262096405,
0.27677515149116516,
-0.239309161901474,
0.1617964506149292,
-0.1335413157939911,
0.2085576057434082,
0.18592433631420135,
0.0692911446094513,
-0.10696397721767426,
-0.29096299409866333,
0.24423080682754517,
-0.016188671812415123,
-0.32545140385627747,
-0.004249127581715584,
0.08207786083221436,
-0.12633168697357178,
0.08775477856397629,
0.335544615983963,
-0.3066493272781372,
0.5080302357673645,
-0.26625528931617737,
0.2056276947259903,
0.07607541233301163,
-0.7587238550186157,
-0.10195699334144592,
0.08968288451433182,
0.3627684414386749,
-0.4466785192489624,
-0.35688820481300354,
0.1778586506843567,
0.2637994885444641,
-0.35608792304992676,
-0.1052386686205864,
-0.17371121048927307,
-0.39402809739112854,
0.09813298285007477,
0.170378640294075,
-0.07264500856399536,
0.004426371771842241,
0.009205294772982597,
0.1432151347398758,
0.11102105677127838,
-0.6038808226585388,
-0.1794697344303131,
0.12423990666866302,
0.548401415348053,
-0.4404335021972656,
0.26584261655807495,
-0.0005869602900929749,
-0.4623153507709503,
-0.28858426213264465,
0.0646064504981041,
0.7454728484153748,
0.6307294368743896,
0.025279508903622627,
-0.12863975763320923,
-0.16433602571487427,
0.015890678390860558,
0.5944571495056152,
-0.3375425338745117,
-0.5279205441474915,
0.44664105772972107,
0.06100901961326599,
-0.3452276289463043,
0.6425910592079163,
0.4217899441719055,
-0.2684843838214874,
0.036471836268901825,
-0.0655682235956192,
-0.05251099914312363,
0.10388016700744629,
-0.6708449721336365,
-0.14903980493545532,
-0.12402991205453873,
-0.11729007214307785,
-0.32694804668426514,
-0.09312046319246292,
0.24420657753944397,
-0.2867000997066498,
-0.32640260457992554,
0.33033761382102966,
0.03824556618928909,
0.09572092443704605,
-0.03438813239336014,
0.1652187705039978,
-0.4991900324821472,
-0.3064975142478943,
0.3383468687534332,
-0.840172290802002,
0.11659181118011475,
0.4427627921104431,
-0.020837873220443726,
-0.39927929639816284,
0.2579173743724823,
0.02513669617474079,
-0.4092729985713959,
-0.36625438928604126,
-0.08137836307287216,
0.32892337441444397,
-0.1704087108373642,
0.28772449493408203,
0.007676821202039719,
0.4686931371688843,
-0.5165818929672241,
-0.06524120271205902,
-0.10158262401819229,
0.25459423661231995,
0.30478575825691223,
-0.3872387707233429,
-0.994803786277771,
-0.20988352596759796,
0.6059996485710144,
0.040063221007585526,
-0.05860637128353119,
0.24755172431468964,
1.1274988651275635,
-0.243597149848938,
-0.12431079149246216,
-0.39030423760414124,
-0.050655800849199295,
0.09960559010505676,
0.015134968794882298,
-0.6810593605041504,
-0.12657302618026733,
-0.45434361696243286,
0.29713842272758484,
-0.04312937706708908,
0.03646281734108925,
-0.35176175832748413,
-0.02618403173983097,
-0.5043376684188843,
0.39072737097740173,
0.22181521356105804,
0.4657439589500427,
0.5748712420463562,
0.13603226840496063,
-0.3153018057346344,
-0.2327500879764557,
-0.2700670659542084,
0.1360996961593628,
0.2524959444999695,
-0.0718260109424591,
-0.3744358718395233,
-0.16487842798233032,
-0.5102049708366394,
0.20932519435882568,
-0.29293063282966614,
0.4127640128135681,
0.2614043354988098,
-0.11716993153095245,
0.0008884705603122711,
-0.2330351620912552,
0.5640231966972351,
-0.21082159876823425,
0.004730932414531708,
-0.2588127851486206,
0.03180578351020813,
-0.13944000005722046,
0.24449288845062256,
-0.10911127924919128,
-0.14202255010604858,
-0.22018185257911682,
0.3427864611148834,
0.2305658608675003,
-0.5036624073982239,
0.24858663976192474,
-0.08567162603139877,
0.39879703521728516,
0.28975874185562134,
-0.5972825288772583,
-0.17069609463214874,
0.3200191557407379,
0.35314491391181946,
0.27266237139701843,
0.4403315484523773,
-0.20146478712558746,
0.019793624058365822,
0.16370688378810883,
-0.26579007506370544,
0.42913973331451416,
0.2556550204753876,
0.148939311504364,
0.731208086013794,
0.7737990617752075,
-0.11486544460058212,
-0.09959155321121216,
0.10331316292285919,
-0.20563432574272156,
0.12483301758766174,
0.2805080711841583,
0.1679968237876892,
0.40647220611572266,
0.29220497608184814,
-0.28272390365600586,
0.47714775800704956,
0.3132380545139313,
0.35258808732032776,
0.3072923719882965,
-0.5224156975746155,
-0.5130019187927246,
-0.06777498126029968,
0.5239803791046143,
0.7161650061607361,
-0.33582982420921326,
0.05492764711380005,
-0.025439586490392685,
0.6707383990287781,
0.7842111587524414,
0.46563616394996643,
-0.40053361654281616,
0.32087212800979614,
-0.04038199409842491,
-0.1671251505613327,
0.30144190788269043,
-0.1428006887435913,
-0.1837947964668274,
-0.5709508657455444,
0.3024950325489044,
-0.4509730041027069,
-0.4567989110946655,
0.35359224677085876,
0.04033674672245979,
0.546208918094635,
-0.1672564148902893,
-0.202119842171669,
-0.22496822476387024,
0.0779326856136322,
0.7266235947608948,
-0.15527738630771637,
0.46063387393951416,
-0.05783390253782272,
0.09956804662942886,
0.4285137355327606,
-0.36855119466781616,
0.3485959768295288,
-0.2067594677209854,
-0.6608066558837891,
0.39236024022102356,
0.25730106234550476,
-0.2586178481578827,
-0.05164286494255066,
0.20473791658878326,
0.2354843020439148,
0.32142215967178345,
-0.5404237508773804,
0.4284436106681824,
-0.005018227733671665,
0.14494429528713226,
-0.24118319153785706,
0.10091205686330795,
-0.2006906270980835,
-0.43887999653816223,
-0.7941755652427673,
-0.7515841126441956,
0.639039933681488,
0.220916286110878,
-0.15951313078403473,
-0.24414363503456116,
0.49629756808280945,
0.5586815476417542,
0.19598832726478577,
0.2325727790594101,
-0.031291402876377106,
-0.00045525410678237677,
0.04745958000421524,
-0.6485646963119507,
0.7215426564216614,
-0.7820129990577698,
-0.12239502370357513,
-1.2522770166397095,
0.14590108394622803,
0.6510024666786194,
0.6082315444946289,
0.02620255947113037,
-0.255668580532074,
-0.23826149106025696,
0.36143726110458374,
0.21378886699676514,
-0.5382623076438904,
0.09774454683065414,
-0.3893643021583557,
-0.39585477113723755,
-0.03659748286008835,
0.9069804549217224,
0.12476921826601028,
-0.028135253116488457,
-0.35358282923698425,
0.3196251392364502,
0.15353623032569885,
-0.26269686222076416,
-0.04630632698535919,
-0.0942583978176117,
-0.5856111645698547,
-0.27461618185043335,
0.6356772780418396,
-0.5136469006538391,
0.23356766998767853,
0.18788209557533264,
0.6789412498474121,
0.43835780024528503,
-0.7823293209075928,
0.0034798788838088512,
0.3267582952976227,
0.17858009040355682,
-0.1435452252626419,
-0.02100156806409359,
0.18831892311573029,
-0.2325020134449005,
-0.32299691438674927,
-0.5491952300071716,
0.3974308967590332,
-0.09170728176832199,
-0.07059204578399658,
0.13231967389583588,
-0.4630691707134247,
-0.07270755618810654,
0.38797783851623535,
0.167106494307518,
-0.29757052659988403,
-0.8363268971443176,
0.05669707432389259
] |
In the community of sentiment analysis, supervised learning techniques have been shown to perform very well. When transferred to another domain, however, a supervised sentiment classifier often performs extremely bad. This is so-called domain-transfer problem. In this work, we attempt to attack this problem by making the maximum use of both the old-domain data and the unlabeled new-domain data. To leverage knowledge from the old-domain data, we proposed an effective measure, i.e., Frequently Co-occurring Entropy (FCE), to pick out generalizable features that occur frequently in both domains and have similar occurring probability. To gain knowledge from the newdomain data, we proposed Adapted Naïve Bayes (ANB), a weighted transfer version of Naive Bayes Classifier. The experimental results indicate that proposed approach could improve the performance of base classifier dramatically, and even provide much better performance than the transfer-learning baseline, i.e. the Naïve Bayes Transfer Classifier (NTBC).
|
[
-0.0019355709664523602,
0.015220307745039463,
-0.006741577759385109,
0.019034210592508316,
0.009758924134075642,
-0.02948710322380066,
0.009160956367850304,
-0.0018417155370116234,
-0.011794022284448147,
0.013240911066532135,
-0.015239253640174866,
0.011687500402331352,
0.0021139043383300304,
0.019279375672340393,
0.005183565896004438,
-0.004332235548645258,
-0.01456294022500515,
0.024668000638484955,
0.010453314520418644,
-0.007187223993241787,
0.0013013400603085756,
0.007798762060701847,
0.009594369679689407,
0.009482337161898613,
-0.018210742622613907,
0.00584179162979126,
-0.03074287250638008,
0.0010886227246373892,
0.0035399324260652065,
-0.012499717995524406,
-0.011891432106494904,
0.010732443071901798,
-0.016621705144643784,
0.01749156042933464,
0.004888502880930901,
0.0039410642348229885,
-0.0026469111908227205,
0.028100833296775818,
0.008868597447872162,
-0.004448378458619118,
0.009595295414328575,
-0.009277066215872765,
0.0013511038850992918,
0.0029762927442789078,
-0.010302450507879257,
0.00795418955385685,
-0.006539560854434967,
-0.00882725790143013,
-0.01675316132605076,
0.0069990879856050014,
-0.013266399502754211,
0.012088256888091564,
-0.004583864938467741,
0.015654800459742546,
-0.00556966895237565,
-0.011073323898017406,
0.01734839752316475,
0.0011446187272667885,
-0.0343901589512825,
-0.007299549877643585,
-0.03245408087968826,
0.020298775285482407,
0.01777689717710018,
-0.022076137363910675,
0.008826788514852524,
-0.0673765018582344,
0.018883652985095978,
0.020631523802876472,
-0.0029252811800688505,
0.017380595207214355,
0.010464774444699287,
-0.0009027955820783973,
-0.035994842648506165,
0.01287589780986309,
-0.0009823404252529144,
0.001701288390904665,
0.0005299778422340751,
-0.013204775750637054,
0.027359019964933395,
-0.00252318917773664,
-0.014782087877392769,
-0.001458949176594615,
0.006031224504113197,
0.015818217769265175,
-0.02837405540049076,
0.0013991608284413815,
-0.006450197193771601,
-0.0000980631448328495,
0.01083491649478674,
-0.0014427420683205128,
0.007376759313046932,
0.0032688858918845654,
-0.000942545011639595,
0.006448657251894474,
-0.017836663872003555,
0.01168657373636961,
0.01008417084813118,
-0.005556229967623949,
0.004842433612793684,
-0.00208742031827569,
-0.014899607747793198,
0.013310673646628857,
0.019387543201446533,
-0.006509573198854923,
0.018189694732427597,
0.012040411122143269,
0.006403978448361158,
0.007094986736774445,
-0.015169216319918633,
0.007604742422699928,
-0.0024102278985083103,
0.018659282475709915,
-0.025317814201116562,
0.013162893243134022,
-0.005437768064439297,
-0.026300540193915367,
0.00489739328622818,
-0.008614541962742805,
0.004956711083650589,
-0.009735194966197014,
-0.012148037552833557,
0.012064802460372448,
-0.004876607097685337,
-0.008938794955611229,
0.00910766888409853,
0.025819342583417892,
-0.030685923993587494,
-0.0008428436703979969,
-0.009165705181658268,
0.01177571527659893,
-0.011233197525143623,
-0.0111793652176857,
-0.004835495725274086,
0.004454717971384525,
-0.00646824249997735,
-0.004925569985061884,
0.0006636481266468763,
-0.010397737845778465,
0.012426258996129036,
-0.009533816948533058,
-0.0026547624729573727,
0.0040549784898757935,
-0.0035711550153791904,
0.011762014590203762,
-0.001780976657755673,
-0.005331095773726702,
0.005061246454715729,
0.0054082078859210014,
-0.022366968914866447,
-0.0047761136665940285,
-0.0012772390618920326,
0.0037916875444352627,
-0.00443299300968647,
0.0006405509193427861,
0.009123079478740692,
-0.012809466570615768,
-0.012304013594985008,
0.012178592383861542,
-0.0047682709991931915,
-0.00927013996988535,
0.005653190892189741,
0.00558164669200778,
0.009772934019565582,
0.008391267620027065,
-0.009262866340577602,
-0.0028419955633580685,
0.02701602689921856,
0.01427497249096632,
-0.023008784279227257,
0.002787275705486536,
-0.0007279858691617846,
0.009779665619134903,
-0.013326036743819714,
0.010221146047115326,
-0.007335411384701729,
-0.0009684613905847073,
0.0013694623485207558,
0.006786642596125603,
-0.016746703535318375,
0.06775335967540741,
-0.01807187683880329,
-0.02230617217719555,
-0.021172834560275078,
-0.003485742025077343,
0.002069187117740512,
-0.005295350216329098,
0.015037190169095993,
-0.005247111897915602,
0.021912872791290283,
-0.02206781692802906,
-0.0016102606896311045,
-0.01567847467958927,
0.0006020655855536461,
-0.011122278869152069,
0.009436508640646935,
0.002415250986814499,
-0.000922220409847796,
-0.00598461739718914,
0.012007337994873524,
0.020552873611450195,
0.010860694572329521,
-0.006441534496843815,
0.014872784726321697,
-0.0017265081405639648,
0.02501666732132435,
0.006610092241317034,
0.024833573028445244,
-0.012065285816788673,
-0.005709073506295681,
0.007920891977846622,
0.03399099409580231,
0.0026234835386276245,
-0.0022515777964144945,
-0.010287963785231113,
0.0038401628844439983,
-0.002247944939881563,
0.0021527791395783424,
0.015650935471057892,
-0.0031903847120702267,
-0.013092013075947762,
0.00541959423571825,
-0.012077723629772663,
0.025619495660066605,
-0.014685188420116901,
0.024892114102840424,
0.007610764354467392,
-0.014249387197196484,
0.011848348192870617,
-0.002545504132285714,
-0.001722593093290925,
-0.005671903491020203,
-0.01931311935186386,
-0.008922295644879341,
0.02810709923505783,
0.012364487163722515,
0.03105669468641281,
0.010212676599621773,
-0.028101563453674316,
0.001498689758591354,
-0.01425404753535986,
-0.02191825583577156,
0.009124616160988808,
0.009019593708217144,
-0.02209547720849514,
0.011915047653019428,
0.02310352399945259,
0.004671888425946236,
-0.011798026971518993,
-0.012391088530421257,
-0.010846149176359177,
0.0036933126393705606,
0.013907510787248611,
-0.0004718054551631212,
0.004913080483675003,
-0.01743515208363533,
-0.004662965424358845,
0.018069757148623466,
-0.008459886536002159,
0.020088015124201775,
0.026871494948863983,
0.0058893305249512196,
0.004796859808266163,
0.002482729498296976,
-0.0035366881638765335,
0.0051368894055485725,
0.015455925837159157,
0.008963294327259064,
0.0037966195959597826,
-0.0034213773906230927,
0.011161167174577713,
0.0034108427353203297,
-0.011157864704728127,
-0.006290957797318697,
-0.08114834129810333,
-0.009807948023080826,
0.038399212062358856,
0.0020457804203033447,
0.010425439104437828,
0.011481345631182194,
0.02107105404138565,
0.0017903295811265707,
-0.01630559377372265,
-0.005274686962366104,
0.002838349435478449,
0.02971063181757927,
-0.012148646637797356,
0.024816807359457016,
-0.018412359058856964,
-0.015820689499378204,
0.007477059960365295,
-0.0021735241170972586,
0.008447199128568172,
-0.0017503616400063038,
-0.014332888647913933,
-0.02014731988310814,
-0.006881491746753454,
-0.0038708699867129326,
-0.03062133863568306,
0.022523406893014908,
0.019429009407758713,
0.0010600038804113865,
-0.0055914511904120445,
-0.002931858878582716,
-0.0053000436164438725,
-0.017658742144703865,
-0.019537685438990593,
-0.018758421763777733,
-0.0027570826932787895,
0.005831527523696423,
-0.0013150139711797237,
-0.00873938761651516,
-0.01497424766421318,
0.025909796357154846,
0.017833026126027107,
-0.0005156425759196281,
-0.007724539376795292,
0.007065210957080126,
-0.0018539907177910209,
0.019180111587047577,
0.004901452921330929,
0.01986488327383995,
0.013120834715664387,
-0.01040155254304409,
0.03490183502435684,
-0.012318529188632965,
0.003431665478274226,
0.00623701699078083,
-0.01427055336534977,
-0.029192276298999786,
-0.015352552756667137,
0.03998269885778427,
-0.009470274671912193,
-0.008423373103141785,
-0.008293968625366688,
-0.009167687967419624,
0.012382152490317822,
-0.008479460142552853,
0.013783236034214497,
0.008427522145211697,
0.011413484811782837,
0.011869060806930065,
0.005207693669945002,
0.0057151420041918755,
0.01714317873120308,
-0.013579832389950752,
-0.0061779203824698925,
0.00231749820522964,
-0.01345013827085495,
-0.014015310443937778,
-0.016123153269290924,
0.0011928350431844592,
0.019273951649665833,
-0.004668978974223137,
-0.0014539733529090881,
0.011610577814280987,
-0.01601024717092514,
-0.009733030572533607,
-0.030981676653027534,
-0.000482034869492054,
0.005418723449110985,
-0.005401500500738621,
0.012295769527554512,
-0.005790576338768005,
0.03877020999789238,
-0.009312338195741177,
0.021389242261648178,
0.007913099601864815,
-0.006727364845573902,
-0.0333741158246994,
-0.005641501396894455,
-0.007676765322685242,
0.018762623891234398,
0.010176891461014748,
-0.014416664838790894,
-0.007393479812890291,
-0.014189064502716064,
-0.011335541494190693,
-0.011449689976871014,
0.004565376788377762,
-0.0053796349093317986,
-0.003365820972248912,
0.004858870524913073,
-0.005994250997900963,
-0.045418694615364075,
-0.015859942883253098,
-0.006661603227257729,
0.02672295644879341,
0.004862714558839798,
0.016148794442415237,
0.0018444263841956854,
-0.026100320741534233,
0.07315239310264587,
0.027376867830753326,
0.0036438116803765297,
0.004246748052537441,
0.005363660864531994,
-0.01044072862714529,
0.003552139736711979,
0.004518224857747555,
0.0043579041957855225,
-0.021649271249771118,
0.008629906922578812,
0.022381650283932686,
0.0002965545281767845,
-0.0004445496015250683,
-0.026022376492619514,
-0.011460709385573864,
0.0037286593578755856,
-0.0005491976626217365,
-0.006095530930906534,
0.0034517545718699694,
0.017400484532117844,
-0.004299312364310026,
-0.010992207564413548,
0.02224682830274105,
-0.014861352741718292,
-0.018170449882745743,
-0.019826672971248627,
-0.0167281124740839,
-0.004855303093791008,
0.004932464566081762,
0.005934134125709534,
-0.00001954101026058197,
-0.0032607391476631165,
0.0018776548095047474,
0.0074920388869941235,
0.01414974220097065,
0.00896176602691412,
-0.0003909463994204998,
0.0077078742906451225,
0.006461027078330517,
0.021169090643525124,
-0.009615160524845123,
0.006634548306465149,
0.014799957163631916,
0.005741184577345848,
-0.002826245501637459,
-0.0027868286706507206,
-0.008085849694907665,
0.0024891362991183996,
-0.012668125331401825,
-0.014910044148564339,
0.00042589567601680756,
0.011489694938063622,
0.007593831047415733,
0.0066381171345710754,
-0.025294650346040726,
0.012505561113357544,
-0.00457697082310915,
0.01164642721414566,
0.022849135100841522,
-0.010649845004081726,
-0.004485278856009245,
-0.007123630493879318,
-0.014961072243750095,
0.004408528562635183,
-0.017623070627450943,
0.0037196108605712652,
-0.008320329710841179,
0.0014784326776862144,
0.004454450681805611,
-0.00938507728278637,
-0.018308067694306374,
0.00297994795255363,
-0.024970076978206635,
-0.00837582629173994,
0.009497572667896748,
-0.008748078718781471,
0.007986633107066154,
-0.02527490444481373,
0.007657056674361229,
-0.0019982364028692245,
-0.018936384469270706,
-0.019954990595579147,
0.0014233870897442102,
0.002164915669709444,
0.005070713348686695,
-0.0037487095687538385,
-0.0744602382183075,
0.007283596787601709,
0.01012280024588108,
-0.006627484690397978,
0.01477121189236641,
0.0529419481754303,
0.0013431715779006481,
-0.0049491217359900475,
0.012053070589900017,
-0.006855483166873455,
0.018385687842965126,
-0.025587139651179314,
-0.019101502373814583,
-0.015295721590518951,
0.009856849908828735,
0.002320169936865568,
-0.012541421689093113,
-0.0031779962591826916,
-0.009960032999515533,
0.01780550181865692,
-0.01148644182831049,
0.006622157990932465,
0.008351767435669899,
0.008094425313174725,
-0.008211560547351837,
-0.08200450986623764,
-0.018314141780138016,
-0.018576061353087425,
-0.01480546873062849,
-0.018688086420297623,
-0.011435756459832191,
-0.0020145373418927193,
-0.021528378129005432,
0.01679164543747902,
-0.013240453787147999,
0.004274952225387096,
0.008545013144612312,
0.0049031516537070274,
0.0012023602612316608,
-0.005957568995654583,
-0.004365283530205488,
0.009421458467841148,
-0.0136491097509861,
0.01569315791130066,
0.029048874974250793,
0.0008794455789029598,
-0.020925313234329224,
-0.0075170304626226425,
-0.0015493582468479872,
-0.013018172234296799,
-0.0038340301252901554,
-0.016669053584337234,
0.008388782851397991,
-0.004035474732518196,
-0.016652759164571762,
0.02175121381878853,
0.007170777302235365,
0.00993485376238823,
-0.013275299221277237,
0.01894819550216198,
-0.006213360000401735,
-0.019294261932373047,
-0.00263945828191936,
-0.015139419585466385,
-0.006638239603489637,
-0.003217892022803426,
0.022131722420454025,
0.012568280100822449,
-0.0036641350015997887,
0.013119594193994999,
0.004508997779339552,
0.004144961014389992,
-0.005551165901124477,
-0.0007709877099841833,
-0.023681554943323135,
0.010061929933726788,
-0.02866322360932827,
0.022060628980398178,
0.012079156935214996,
-0.022982701659202576,
0.011251655407249928,
-0.009321414865553379,
0.030082497745752335,
0.01985124684870243,
0.006836491171270609,
-0.009525477886199951,
-0.002919203834608197,
-0.010166618041694164,
0.07295888662338257,
-0.024339791387319565,
0.004093312192708254,
0.004159410018473864,
-0.0040288809686899185,
-0.001154965371824801,
-0.03656157851219177,
-0.010431219823658466,
0.007982294075191021,
0.0003507101209834218,
-0.0068863509222865105,
0.0002593436511233449,
-0.007606485392898321,
0.007966158911585808,
0.021990958601236343,
-0.005657576024532318,
-0.008639993146061897,
0.01659642718732357,
0.049130819737911224,
0.018380120396614075,
-0.014648142270743847,
0.00046627805568277836,
-0.03342539817094803,
0.015629373490810394,
-0.007932892069220543,
-0.0023293860722333193,
-0.003635674249380827,
-0.005174105986952782,
-0.0031852961983531713,
-0.007976598106324673,
-0.009189986623823643,
0.013435161672532558,
0.0025934050790965557,
0.011259559541940689,
0.020968906581401825,
-0.007661790587007999,
0.011246522888541222,
0.0007387814694084227,
-0.011689577251672745,
0.017765235155820847,
-0.017245233058929443,
-0.004440265707671642,
-0.006023691967129707,
0.011172939091920853,
0.004929814487695694,
-0.031122222542762756,
0.0336877778172493,
-0.0020222137682139874,
-0.0019351216033101082,
0.012805802747607231,
0.03003011830151081,
0.0020472388714551926,
0.016003578901290894,
-0.011517143808305264,
0.010748302564024925,
0.020238159224390984,
-0.012661416083574295,
0.007522860541939735,
-0.02430097758769989,
-0.011472628451883793,
-0.0019830840174108744,
-0.014746841043233871,
-0.030730484053492546,
-0.0020788589026778936,
0.0024161431938409805,
-0.013404415920376778,
-0.0036873137578368187,
-0.018987346440553665,
0.0016902165953069925,
0.012754627503454685,
0.009279990568757057,
0.006607625167816877,
0.005400325171649456,
-0.014084650203585625,
-0.004469983279705048,
0.01163923367857933,
0.005287841893732548,
0.012160250917077065,
0.015983764082193375,
0.018447816371917725,
-0.009284939616918564,
0.00675209378823638,
0.0036549889482557774,
0.0018163485219702125,
-0.0014075282961130142,
-0.014366796240210533,
-0.023232044652104378,
-0.010872607119381428,
-0.00392511673271656,
0.008487592451274395,
0.038010843098163605,
0.003527082037180662,
-0.00021159315656404942,
-0.0028488608077168465,
0.007841020822525024,
0.03187703341245651,
0.006836383603513241,
-0.0015177136519923806,
-0.008638143539428711,
0.021058037877082825,
0.01471622847020626,
0.008150795474648476,
-0.0037102289497852325,
-0.006966367829591036,
-0.017487239092588425,
-0.0029755907598882914,
0.014416566118597984,
-0.009126322343945503,
-0.010156864300370216,
0.004786589182913303,
0.02200714498758316,
-0.0008448297157883644,
0.02309703640639782,
0.002780304290354252,
0.004580708220601082,
-0.007399659138172865,
-0.012902484275400639,
-0.006202676333487034,
-0.004691143520176411,
-0.009039710275828838,
-0.007642955519258976,
0.00930185616016388,
0.008635591715574265,
0.021245408803224564,
-0.014031985774636269,
-0.014747404493391514,
-0.006645889021456242,
0.0017362851649522781,
-0.0032212939113378525,
-0.02858235500752926,
0.011187020689249039,
-0.0182301327586174,
0.0024072942323982716,
0.00556133734062314,
0.007834810763597488,
-0.010970218107104301,
0.0023616254329681396,
-0.000768895959481597,
-0.0058178985491395,
-0.007357137277722359,
0.027762223035097122,
-0.010211803019046783,
0.0058436146937310696,
-0.0027573085390031338,
0.008153390139341354,
-0.021956393495202065,
0.025002652779221535,
0.016941187903285027,
0.0076294466853141785,
0.0016510789282619953,
0.009908195585012436,
0.012182537466287613,
0.010953538119792938,
-0.008071173913776875,
-0.008143399842083454,
0.015155556611716747,
0.010930046439170837,
0.012132256291806698,
0.00855976901948452,
0.003098628483712673,
-0.0036128107458353043,
0.010059552267193794,
-0.014536085538566113,
0.001214197021909058,
-0.004505750723183155,
0.0349038802087307,
-0.019348401576280594,
-0.0060817948542535305,
-0.004354909993708134,
0.01386959757655859,
-0.021352186799049377,
-0.012686800211668015,
-0.014345125295221806,
-0.0032784785144031048,
-0.000027510803192853928,
-0.007135035470128059,
-0.013515612110495567,
0.0029630563221871853,
-0.007844806648790836,
0.01689821481704712,
-0.0029107374139130116,
0.003824148327112198,
0.0035175986122339964,
-0.01086076907813549,
-0.005491666495800018,
0.0023683710023760796,
-0.010452456772327423,
-0.008383043110370636,
0.003075511660426855,
0.021141424775123596,
0.0053535462357103825,
0.016093119978904724,
-0.006823568604886532,
0.01949378289282322,
0.005548624787479639,
-0.0022729327902197838,
0.0051409280858933926,
0.009123189374804497,
-0.0063849580474197865,
0.0023685828782618046,
0.024941159412264824,
-0.0080457404255867
] |
[
0.022904062643647194,
-0.14975640177726746,
0.023364022374153137,
0.381254106760025,
-0.3526310622692108,
-0.04569770023226738,
-0.04230085760354996,
-0.4236249625682831,
-0.021489087492227554,
-0.7307851314544678,
0.05554322898387909,
0.2570977509021759,
-0.2882081866264343,
0.41501620411872864,
-0.07286325097084045,
0.4261406362056732,
0.3840097188949585,
0.31945422291755676,
-0.052937816828489304,
-0.35680779814720154,
-0.17880623042583466,
0.2499716579914093,
-0.04669555276632309,
-0.022471854463219643,
-0.042531903833150864,
0.05554259568452835,
0.2762925922870636,
0.12098735570907593,
-0.16643664240837097,
-0.21423767507076263,
0.14186380803585052,
0.8215033411979675,
-0.32985952496528625,
0.04304214194417,
-0.27052775025367737,
0.06499042361974716,
-0.08681850880384445,
0.0006368345348164439,
0.12503211200237274,
-0.5830405950546265,
0.24798282980918884,
-0.005758876446634531,
-0.10756204277276993,
0.30363035202026367,
-0.80030757188797,
-0.8417358994483948,
-2.0005927085876465,
0.0006771850748918951,
-0.15725797414779663,
-0.4227159023284912,
-0.29394784569740295,
0.4840840697288513,
0.40519237518310547,
0.1749325692653656,
-0.34181681275367737,
0.16904713213443756,
-0.2858889102935791,
-0.36973828077316284,
0.5249566435813904,
-0.2901827096939087,
0.4145439863204956,
-0.005337847396731377,
0.00015689966676291078,
0.06514105945825577,
0.01739427261054516,
0.30398908257484436,
0.1016169935464859,
-0.4954473376274109,
-0.7947126030921936,
-0.2554253339767456,
0.3748871982097626,
-0.15430068969726562,
-0.34818610548973083,
0.11989223957061768,
-0.5954899191856384,
0.3573685884475708,
-0.1489194929599762,
-0.04946184903383255,
0.14360442757606506,
0.057930734008550644,
-0.5150467753410339,
0.3778856098651886,
0.47405344247817993,
-0.3707423210144043,
0.8739089965820312,
0.34179091453552246,
-0.11613114178180695,
0.7183815240859985,
-0.6574665904045105,
0.3818257451057434,
-0.1739625632762909,
-0.2104005217552185,
0.234317347407341,
0.16331039369106293,
0.5713757276535034,
0.42712274193763733,
0.2523878216743469,
0.18433356285095215,
0.43651673197746277,
0.5319004654884338,
-0.23488058149814606,
-0.6143338084220886,
0.26071879267692566,
-0.2694532871246338,
-0.2918492555618286,
-0.5818259119987488,
-0.6198636889457703,
-0.5880356431007385,
-0.4468103051185608,
0.26528200507164,
-0.3842441439628601,
0.34557709097862244,
0.006938931532204151,
-0.16594137251377106,
-0.031811218708753586,
0.04025081917643547,
0.06642454117536545,
0.24712009727954865,
-0.30219048261642456,
0.5677171349525452,
0.04592781513929367,
1.265722632408142,
0.0699070617556572,
0.17653080821037292,
-0.1522892862558365,
0.16998162865638733,
0.8579774498939514,
0.6619676351547241,
-0.511795163154602,
-0.026336804032325745,
0.3046301603317261,
1.1541898250579834,
0.03288547694683075,
0.04818343743681908,
-0.42336735129356384,
-0.302054226398468,
-0.005953508894890547,
-0.2496962994337082,
-0.4000990390777588,
-0.2546162009239197,
-0.20834587514400482,
-0.6475861072540283,
-0.33103257417678833,
0.16280721127986908,
0.17036044597625732,
0.06456691771745682,
-0.16181401908397675,
-0.16163776814937592,
0.005097018554806709,
-0.27879390120506287,
-0.1115834042429924,
0.4261106252670288,
-0.9844288229942322,
0.20237582921981812,
-0.22994765639305115,
0.2128211259841919,
-0.17196790874004364,
-0.03455895930528641,
-0.11745535582304001,
0.3829977214336395,
-0.0989714190363884,
-0.04264437034726143,
-0.6644535064697266,
-0.3186294436454773,
0.17063724994659424,
-0.8420047163963318,
-0.06458873301744461,
0.5217804312705994,
-0.22570887207984924,
0.06432922929525375,
-0.11874093860387802,
-0.0157810989767313,
-0.04928049072623253,
-0.18677063286304474,
0.12807802855968475,
0.1693897247314453,
-0.0906616747379303,
0.08969366550445557,
0.3774050176143646,
0.45105162262916565,
-0.8024643063545227,
-0.04339935630559921,
0.22133606672286987,
-0.4074562191963196,
0.3550836741924286,
0.47975245118141174,
0.22699391841888428,
-0.2061045914888382,
-0.005442237481474876,
-0.34671512246131897,
-0.21350152790546417,
-0.05166248977184296,
-0.17494119703769684,
-1.0308104753494263,
1.1710652112960815,
0.2510594427585602,
-0.1664150506258011,
1.2000179290771484,
-0.06420647352933884,
0.12844806909561157,
-0.12314089387655258,
0.028091078624129295,
0.5208206176757812,
-0.2667604088783264,
-0.2712302505970001,
0.13424889743328094,
-0.01919492334127426,
0.17840993404388428,
-0.7735919952392578,
0.2696630358695984,
0.4792710840702057,
-0.16782499849796295,
-0.1260482221841812,
-0.21635152399539948,
0.06416415423154831,
0.2628302276134491,
-0.3346414864063263,
0.19597098231315613,
0.03407501429319382,
0.07031634449958801,
0.6478798389434814,
-0.31261146068573,
0.3485352694988251,
0.6880300045013428,
-0.1460038274526596,
0.4882277250289917,
0.7503315210342407,
0.37342315912246704,
0.9750387668609619,
-0.5549250841140747,
0.1799311637878418,
-0.2657489478588104,
0.48222461342811584,
-0.6349332928657532,
-0.2676432728767395,
0.19222000241279602,
0.326001912355423,
-0.30406850576400757,
-0.10366394370794296,
0.13639892637729645,
0.12052061408758163,
0.3724227249622345,
-0.1733073741197586,
0.5152791738510132,
0.04038170725107193,
-0.26008233428001404,
-0.07924579083919525,
0.20382532477378845,
-0.5997794270515442,
-0.0023317437153309584,
0.34067606925964355,
0.8700589537620544,
0.10131523013114929,
-0.8225914239883423,
0.10376632958650589,
0.17775936424732208,
-0.1653362661600113,
-0.3457534611225128,
-0.1596101075410843,
0.04955556243658066,
0.2421940416097641,
0.024841101840138435,
-0.09872447699308395,
-0.10351131856441498,
0.07932881265878677,
-0.2546985149383545,
-0.5452525019645691,
-0.5004376173019409,
0.5018607974052429,
0.5783803462982178,
0.27040523290634155,
-0.5013759732246399,
-0.2749922275543213,
0.548505961894989,
-0.16882985830307007,
-0.7744275331497192,
0.01972145587205887,
0.10683882236480713,
-0.977912425994873,
-0.6157283782958984,
-0.12297075986862183,
0.5168895721435547,
0.5849109292030334,
-0.3247916102409363,
-0.3226489722728729,
-0.26387283205986023,
0.09452266246080399,
0.00018841061682906002,
-0.10377545654773712,
-0.3400143086910248,
-0.12426209449768066,
0.1444079875946045,
-0.04836798831820488,
-0.3919583857059479,
0.37923485040664673,
0.8774054646492004,
0.12765946984291077,
0.3714073598384857,
0.20232833921909332,
-0.18614298105239868,
-0.2890874445438385,
0.096409872174263,
0.1869204342365265,
-0.40117332339286804,
-0.04194129630923271,
-0.3136652410030365,
-0.7228204011917114,
0.6639924645423889,
-5.963271617889404,
-0.016459142789244652,
-0.20229309797286987,
0.38791167736053467,
-0.5422266125679016,
0.06827320903539658,
1.033981204032898,
-0.16927823424339294,
0.12326547503471375,
0.10944893956184387,
-0.00043907773215323687,
0.04175056517124176,
-0.13105596601963043,
0.40672236680984497,
0.30950361490249634,
0.000681077188346535,
0.7245529890060425,
0.07148671895265579,
-0.0253706406801939,
0.2874271869659424,
0.013743908144533634,
0.08969736844301224,
-0.12462221831083298,
0.49391239881515503,
0.041705306619405746,
-0.4014519453048706,
-0.41022852063179016,
0.1997620314359665,
-0.14399723708629608,
-0.14294220507144928,
0.11974405497312546,
-0.20709533989429474,
-0.24378862977027893,
0.04296446219086647,
0.40190842747688293,
0.37717413902282715,
0.3470883071422577,
0.12280141562223434,
0.17999482154846191,
-0.29650041460990906,
0.38952943682670593,
0.4456311762332916,
0.04345175251364708,
0.07524687051773071,
-0.20687584578990936,
-0.2311704456806183,
-0.30029505491256714,
0.29584282636642456,
-0.3062938451766968,
0.6041592359542847,
-0.22014600038528442,
-0.45014098286628723,
0.44329366087913513,
0.22226232290267944,
-0.06104033812880516,
-0.3933030068874359,
0.14365506172180176,
0.07918549329042435,
-0.439439058303833,
0.44136229157447815,
0.27635279297828674,
-0.4107404053211212,
0.21919244527816772,
-0.738014817237854,
-0.34109944105148315,
0.3343910574913025,
-0.8169119954109192,
-0.694753110408783,
0.11825878918170929,
0.1762886792421341,
-0.4157666265964508,
0.0473075807094574,
0.1643158346414566,
-0.4055517017841339,
0.3526189625263214,
-0.3936956226825714,
0.40361589193344116,
-0.002790425904095173,
-0.15102249383926392,
0.4334621727466583,
-0.10994226485490799,
-0.46924665570259094,
0.09602410346269608,
0.12439393997192383,
0.12239444255828857,
-0.4063054621219635,
0.05257437378168106,
-0.055971384048461914,
-0.3498445153236389,
0.048647429794073105,
0.3150336444377899,
-0.19866225123405457,
0.2437487244606018,
0.745044469833374,
0.16224542260169983,
0.36290693283081055,
0.40659594535827637,
0.1803218424320221,
-0.012103067710995674,
-0.2736189067363739,
0.8642562031745911,
0.00018264606478624046,
-0.3871003985404968,
-0.850759744644165,
0.18207916617393494,
0.2646940350532532,
-0.3552264869213104,
0.39268234372138977,
0.71656334400177,
-0.49008244276046753,
0.00990720372647047,
0.13032659888267517,
-0.20968177914619446,
-0.30958136916160583,
0.41133153438568115,
0.2899496853351593,
-0.2716910243034363,
-0.16370056569576263,
-0.02208084426820278,
0.047450825572013855,
0.530886709690094,
0.14410839974880219,
-0.3279251456260681,
0.2141379863023758,
0.2617095112800598,
-0.50746089220047,
-0.11465710401535034,
0.5659695863723755,
-0.4050823152065277,
-0.1359207034111023,
0.4726564884185791,
0.39881643652915955,
-0.3563517928123474,
0.4790439307689667,
0.44641298055648804,
-0.4328320026397705,
-0.03212602436542511,
-0.03900444135069847,
0.18889567255973816,
-0.7305794954299927,
0.879932165145874,
-0.1311909407377243,
-0.32952266931533813,
-0.03260832652449608,
0.21791628003120422,
0.08558957278728485,
-0.20779642462730408,
-0.26423850655555725,
-0.2868293821811676,
-0.083979532122612,
-0.337056964635849,
-0.5569316148757935,
-0.17946599423885345,
-0.10289017111063004,
-0.13656429946422577,
0.0592704713344574,
0.26801252365112305,
-0.018574336543679237,
0.6754671335220337,
-0.560908317565918,
0.35840538144111633,
0.2689529359340668,
-0.8847337961196899,
-0.004170326981693506,
0.13174594938755035,
0.25002217292785645,
-0.6276968121528625,
-0.05346931889653206,
0.04602812975645065,
0.4577641189098358,
-0.12625999748706818,
-0.3634326756000519,
-0.25540781021118164,
-0.37524423003196716,
0.2484813779592514,
0.11901281774044037,
-0.029503755271434784,
-0.05547507479786873,
-0.07251417636871338,
-0.10269448161125183,
-0.03870156779885292,
-0.4972785413265228,
-0.6141341924667358,
0.4330512583255768,
0.5341173410415649,
0.2658151090145111,
0.11941727250814438,
0.321428507566452,
-0.4099263548851013,
-0.1263241469860077,
0.10898039489984512,
0.5983532071113586,
0.4650609493255615,
0.04207684099674225,
0.1260901242494583,
-0.5751152634620667,
0.1856820285320282,
0.10675052553415298,
-0.08297616988420486,
-0.18268050253391266,
0.4421883523464203,
0.4129263162612915,
-0.2269747257232666,
0.3241511881351471,
-0.019222348928451538,
-0.410131573677063,
-0.19332177937030792,
0.03488771617412567,
-0.4395901560783386,
-0.25718453526496887,
-0.5057384371757507,
-0.5627152323722839,
-0.4506658911705017,
-0.15990997850894928,
0.02574661374092102,
-0.4447653591632843,
0.4296950399875641,
-0.33726897835731506,
-0.35467129945755005,
0.4363117814064026,
-0.2261565923690796,
-0.30203402042388916,
-0.281454473733902,
-0.12236128002405167,
-0.27353736758232117,
-0.15535810589790344,
0.1689753383398056,
-0.6471394896507263,
-0.14545197784900665,
0.4970897138118744,
-0.3690846860408783,
-0.02975103072822094,
0.4540574848651886,
0.27391114830970764,
-0.29953446984291077,
-0.4093608856201172,
-0.2686777114868164,
0.468179315328598,
-0.6364931464195251,
-0.3295578360557556,
0.03890839219093323,
0.789181649684906,
-0.27373751997947693,
-0.5007937550544739,
-0.06898438930511475,
0.16885395348072052,
0.28877705335617065,
-0.2691044509410858,
-0.8575621843338013,
0.023869596421718597,
0.15720783174037933,
0.07296500355005264,
-0.22677956521511078,
0.36919426918029785,
0.8906336426734924,
0.06925364583730698,
-0.19682249426841736,
-0.5842596888542175,
0.2250722348690033,
0.5182477235794067,
0.05669127777218819,
-0.2603816092014313,
-0.23540398478507996,
-0.3606126606464386,
0.07706774026155472,
0.36619624495506287,
-0.17033396661281586,
-0.4386468231678009,
0.3995722830295563,
-0.5156695246696472,
0.3112742304801941,
-0.07585230469703674,
0.13432759046554565,
0.447267085313797,
0.2844542860984802,
-0.0814116969704628,
-0.4815160036087036,
0.4173693358898163,
-0.3125802278518677,
-0.037153102457523346,
-0.11259310692548752,
-0.5835568308830261,
0.22354008257389069,
-0.42252421379089355,
0.19944164156913757,
-0.037218984216451645,
0.14194059371948242,
-0.04917074739933014,
0.1348762810230255,
-0.233073890209198,
-0.47968751192092896,
0.06962624192237854,
-0.618369996547699,
0.07736770808696747,
-0.19161224365234375,
0.03596143424510956,
0.2083633542060852,
0.2711929380893707,
-0.29920002818107605,
-0.1406295746564865,
-0.25207266211509705,
0.6625624895095825,
0.3661963939666748,
-0.5247793197631836,
0.5554718375205994,
0.05313899740576744,
0.39741912484169006,
0.2575109004974365,
0.14974813163280487,
-0.07588281482458115,
0.5639435052871704,
0.0957440584897995,
0.3986848294734955,
0.3221258223056793,
-0.5406889915466309,
0.21013601124286652,
0.3049008846282959,
0.25211265683174133,
0.9232596158981323,
0.29123327136039734,
0.01451120711863041,
0.01196756586432457,
0.7092164158821106,
-0.2438829243183136,
-0.6194804906845093,
0.7792047262191772,
-0.34035807847976685,
0.43106651306152344,
0.22312244772911072,
0.18340586125850677,
0.3826411962509155,
0.6444335579872131,
-0.47674044966697693,
0.13328106701374054,
0.25991249084472656,
0.30584684014320374,
0.44196459650993347,
-0.36515381932258606,
-0.4671884775161743,
-0.13207471370697021,
0.4686441719532013,
0.18813957273960114,
-0.4310654103755951,
0.2689812481403351,
-0.17496095597743988,
0.3087540566921234,
0.07113675773143768,
0.26428020000457764,
-0.5116514563560486,
0.2656433582305908,
0.3671221137046814,
-0.022150536999106407,
-0.008497091010212898,
0.25450393557548523,
0.29487326741218567,
-0.2836689352989197,
0.6725126504898071,
-0.5486279726028442,
-0.2647549510002136,
0.5172479152679443,
-0.014480190351605415,
0.7355015873908997,
-0.2797226011753082,
-0.10149778425693512,
-0.27627164125442505,
0.013689868152141571,
0.5763652324676514,
-0.020809875801205635,
0.010725262574851513,
-0.28896981477737427,
-0.30845189094543457,
-0.07608146965503693,
-0.08827744424343109,
0.605201005935669,
0.16160060465335846,
-0.7154849171638489,
0.14004220068454742,
-0.002754457527771592,
-0.1948115974664688,
0.25791624188423157,
0.30074992775917053,
0.2961244583129883,
0.0733141303062439,
-0.4631756544113159,
-0.013039880432188511,
-0.23074719309806824,
-0.13158147037029266,
0.17870809137821198,
0.2893829643726349,
-0.13689401745796204,
0.1071183905005455,
-0.8278591632843018,
-0.6406023502349854,
0.1168607622385025,
-0.062148209661245346,
0.1512678563594818,
-0.36782196164131165,
0.8849108219146729,
0.25034087896347046,
0.003369205165654421,
0.2974948287010193,
0.036722708493471146,
-0.0901283547282219,
0.6520665287971497,
-0.5995604395866394,
0.41178271174430847,
-0.6783248782157898,
0.009355215355753899,
-0.583794891834259,
0.1749555766582489,
0.5977181196212769,
-0.15087929368019104,
-0.472857266664505,
0.02460125833749771,
0.02798292227089405,
0.012188293039798737,
0.48866787552833557,
-0.25963714718818665,
-0.2006847858428955,
-0.3078334927558899,
-0.34481123089790344,
-0.21661297976970673,
0.8225423693656921,
-0.19576284289360046,
0.15062522888183594,
0.04674112796783447,
-0.1577634960412979,
0.3110150098800659,
-0.5095400214195251,
0.21200715005397797,
-0.11928533017635345,
-0.16353526711463928,
-0.407581090927124,
1.145702838897705,
-0.4635615646839142,
0.18117927014827728,
-0.22028236091136932,
0.023101288825273514,
0.430633544921875,
-0.15478651225566864,
0.03221161291003227,
-0.12488538026809692,
-0.13543762266635895,
0.34277042746543884,
-0.07812505960464478,
0.5626333951950073,
-0.12847130000591278,
-0.47508254647254944,
-0.5421020984649658,
0.3093581795692444,
0.014331040903925896,
-0.33353686332702637,
-0.5476102232933044,
-0.0996418297290802,
-0.6238321661949158,
0.4916282892227173,
-0.10660915076732635,
-0.6805396676063538,
-0.22312119603157043,
0.006623145192861557
] |
UNLABELLED
DendroPy is a cross-platform library for the Python programming language that provides for object-oriented reading, writing, simulation and manipulation of phylogenetic data, with an emphasis on phylogenetic tree operations. DendroPy uses a splits-hash mapping to perform rapid calculations of tree distances, similarities and shape under various metrics. It contains rich simulation routines to generate trees under a number of different phylogenetic and coalescent models. DendroPy's data simulation and manipulation facilities, in conjunction with its support of a broad range of phylogenetic data formats (NEXUS, Newick, PHYLIP, FASTA, NeXML, etc.), allow it to serve a useful role in various phyloinformatics and phylogeographic pipelines.
AVAILABILITY
The stable release of the library is available for download and automated installation through the Python Package Index site (http://pypi.python.org/pypi/DendroPy), while the active development source code repository is available to the public from GitHub (http://github.com/jeetsukumaran/DendroPy).
|
[
-0.024600958451628685,
0.023297756910324097,
-0.009237113408744335,
0.010027453303337097,
-0.02556421235203743,
-0.01867983117699623,
0.01080695353448391,
0.03415950387716293,
-0.010944168083369732,
-0.012147423811256886,
-0.01869754120707512,
0.005632744636386633,
-0.00519570941105485,
0.008627165108919144,
0.04437756538391113,
0.015284886583685875,
0.0012886562617495656,
-0.010567761957645416,
0.007292713969945908,
-0.03595564514398575,
0.0037433209363371134,
0.015360742807388306,
0.007951641455292702,
0.015104454942047596,
0.010434117168188095,
0.028101129457354546,
-0.03337220475077629,
0.005248916335403919,
0.01632475107908249,
-0.0008546290919184685,
-0.01114194467663765,
-0.017090529203414917,
0.006576129235327244,
-0.016434770077466965,
-0.01835780031979084,
0.0057111335918307304,
-0.011456758715212345,
0.015820756554603577,
0.013631618581712246,
-0.004745233338326216,
-0.029400600120425224,
-0.004065060522407293,
0.00028438569279387593,
-0.024658996611833572,
-0.009218541905283928,
0.021957574412226677,
-0.0010443131905049086,
0.011389456689357758,
-0.002689204178750515,
0.008269505575299263,
-0.018452825024724007,
0.00001844647340476513,
0.006912964396178722,
-0.003981849644333124,
-0.005509474314749241,
-0.01926320046186447,
0.016650494188070297,
0.009550363756716251,
-0.0127875916659832,
0.010948523879051208,
-0.009426482953131199,
0.036389149725437164,
-0.0010335049591958523,
-0.008599326014518738,
0.017709417268633842,
-0.06746144592761993,
-0.01620262674987316,
0.020336801186203957,
0.001490935916081071,
-0.0010197667870670557,
0.015461081638932228,
0.016438975930213928,
-0.04240571707487106,
0.010249655693769455,
0.029364947229623795,
0.019074279814958572,
-0.007812617346644402,
-0.0012949577067047358,
0.055419936776161194,
-0.016762439161539078,
0.003368052188307047,
-0.01115397922694683,
0.0043095555156469345,
0.030219994485378265,
-0.006947177927941084,
0.00771342171356082,
-0.01722707599401474,
0.01590793952345848,
0.023908738046884537,
0.011323049664497375,
0.04190376400947571,
-0.008512315340340137,
0.015571698546409607,
0.017909148707985878,
-0.03125923126935959,
0.017875131219625473,
0.0023377430625259876,
0.011423038318753242,
-0.008068224415183067,
0.0059941671788692474,
-0.01921951025724411,
0.0325632318854332,
0.01677519455552101,
-0.005884246900677681,
-0.004990254528820515,
0.020181559026241302,
-0.007264646701514721,
0.03761494904756546,
0.0014286055229604244,
0.010131041519343853,
0.006286194548010826,
-0.00906605925410986,
-0.02258753404021263,
-0.005913549102842808,
0.004711249377578497,
-0.030820978805422783,
-0.013387225568294525,
-0.008753626607358456,
0.011795557104051113,
0.009631547145545483,
0.009822802618145943,
0.012226870283484459,
-0.0009980256436392665,
0.017940621823072433,
0.014349772594869137,
0.02181132510304451,
-0.006981374230235815,
-0.021531736478209496,
0.03823396936058998,
-0.003298606490716338,
-0.00989919900894165,
0.00009765697177499533,
0.020441044121980667,
-0.01134585216641426,
-0.0014347806572914124,
-0.0010065212845802307,
-0.009821277111768723,
-0.011151778511703014,
-0.00469053303822875,
-0.000021553831174969673,
0.031009096652269363,
0.007212287746369839,
0.006928076036274433,
0.0028577945195138454,
0.04259262606501579,
-0.0004498913185670972,
-0.007447533775120974,
-0.013989906758069992,
-0.02036028727889061,
0.014804475009441376,
-0.017862671986222267,
-0.014126352965831757,
-0.018283061683177948,
-0.0006790473125874996,
0.026983268558979034,
-0.015300320461392403,
-0.02042454481124878,
0.008810640312731266,
-0.00014434009790420532,
0.024730941280722618,
0.021617285907268524,
0.006648560985922813,
-0.004070573020726442,
0.0064526889473199844,
-0.018932411447167397,
-0.019521508365869522,
-0.02454414591193199,
0.0117871705442667,
-0.009063506498932838,
0.008056406863033772,
-0.017953692004084587,
0.016434643417596817,
-0.02347058430314064,
0.006961369421333075,
0.003253649454563856,
-0.010837926529347897,
-0.025739271193742752,
0.006041225511580706,
-0.015636511147022247,
0.06706100702285767,
0.016219450160861015,
-0.009557974524796009,
-0.02453526481986046,
0.03152555972337723,
0.0007592359324917197,
-0.008570181205868721,
0.0044359564781188965,
-0.009812782518565655,
0.01362532563507557,
-0.008507845923304558,
-0.017339780926704407,
-0.001137484679929912,
0.016520852223038673,
0.0132862264290452,
-0.02339840494096279,
0.003209885908290744,
-0.01082637533545494,
-0.00791231170296669,
-0.010840721428394318,
-0.00251308036968112,
0.03110891953110695,
-0.00277854036539793,
-0.0007617578376084566,
0.0018756568897515535,
0.014424948021769524,
-0.004641738720238209,
0.003161588218063116,
-0.008024788461625576,
0.021634280681610107,
-0.02608025074005127,
-0.005217504687607288,
-0.016977079212665558,
-0.008742027916014194,
-0.017894253134727478,
-0.009060877375304699,
-0.002232327125966549,
-0.018402358517050743,
0.0005200962768867612,
0.021408233791589737,
-0.010624847374856472,
-0.00999149214476347,
0.012437895871698856,
-0.002548391465097666,
0.003769938601180911,
-0.008271357975900173,
-0.031524352729320526,
-0.0038029788993299007,
0.009637976065278053,
-0.02444973960518837,
0.0018346854485571384,
0.018745847046375275,
0.0036810915917158127,
-0.012880600988864899,
-0.020751340314745903,
-0.0014664502814412117,
-0.014635089784860611,
0.008520359173417091,
-0.015293492004275322,
0.0002826952841132879,
-0.00472850538790226,
-0.0013586233835667372,
0.008448641747236252,
0.01467924378812313,
0.016348544508218765,
-0.022844282910227776,
0.02579180896282196,
-0.0077516138553619385,
0.0112852081656456,
-0.003973968327045441,
0.0010872655548155308,
0.006868955213576555,
0.015774071216583252,
0.025121033191680908,
-0.013522345572710037,
-0.024302449077367783,
-0.008416467346251011,
-0.03115382045507431,
-0.0118572898209095,
0.023647062480449677,
-0.03253672271966934,
-0.01223680004477501,
0.009455136954784393,
-0.0038018692284822464,
-0.012826464138925076,
-0.036430809646844864,
0.018124420195817947,
-0.00036246131639927626,
0.022500544786453247,
-0.0034860374871641397,
-0.026452355086803436,
0.0028985231183469296,
-0.012923456728458405,
-0.00587505754083395,
-0.08174095302820206,
-0.009505735710263252,
-0.012033376842737198,
0.02214408852159977,
0.013069073669612408,
0.0010471984278410673,
-0.013366101309657097,
-0.0035170884802937508,
-0.012346068397164345,
0.0037412410601973534,
0.031619757413864136,
-0.02234470099210739,
-0.020219676196575165,
0.014049571007490158,
0.008679783903062344,
-0.019081423059105873,
0.02137194201350212,
0.015037404373288155,
-0.020915206521749496,
-0.042350564152002335,
-0.010089520364999771,
-0.010864500887691975,
-0.004204800818115473,
-0.004371963907033205,
0.024692349135875702,
0.006638980936259031,
0.023382294923067093,
-0.006219122558832169,
-0.023125886917114258,
0.0019240336259827018,
0.0319642573595047,
-0.016421746462583542,
-0.02286374382674694,
-0.02402915060520172,
0.0038760702591389418,
0.006579284556210041,
0.007699557114392519,
0.020600896328687668,
0.0011761856731027365,
0.05486469343304634,
-0.009586570784449577,
0.004761971533298492,
-0.018924959003925323,
-0.005205853376537561,
0.014103444293141365,
0.021892188116908073,
-0.0008276740554720163,
0.019067907705903053,
0.01530207134783268,
-0.01118607446551323,
0.018479038029909134,
0.005647584795951843,
0.004023495130240917,
0.008135827258229256,
-0.0038197801914066076,
0.012166041880846024,
0.018590517342090607,
0.016821742057800293,
-0.013904832303524017,
0.0008581200963817537,
-0.010305926203727722,
-0.023992348462343216,
0.008860783651471138,
-0.02458217367529869,
-0.02410992607474327,
-0.011462011374533176,
0.018612533807754517,
-0.018428655341267586,
0.011839130893349648,
-0.009051728062331676,
0.006949920207262039,
-0.03311421349644661,
-0.0348152220249176,
0.007958336733281612,
-0.0031936068553477526,
-0.01090079452842474,
-0.01464021299034357,
-0.01169793400913477,
0.0006650153081864119,
0.0006290370365604758,
0.005425779614597559,
0.03279406577348709,
-0.026226427406072617,
0.013857204467058182,
-0.0078124082647264,
-0.009814821183681488,
0.004997045733034611,
0.01402079127728939,
0.006349163595587015,
-0.0075606126338243484,
0.011202197521924973,
0.02913380041718483,
-0.009851127862930298,
0.008122744038701057,
0.0008497685194015503,
-0.0082134073600173,
-0.005489914678037167,
-0.02360171638429165,
0.00786384753882885,
0.008633729070425034,
0.007927360013127327,
-0.008480725809931755,
0.032117877155542374,
-0.014117022976279259,
-0.021704819053411484,
0.010301475413143635,
-0.0056813620030879974,
0.0031198402866721153,
-0.008555995300412178,
0.0015661916695535183,
0.005476447753608227,
-0.0038033826276659966,
-0.01432805322110653,
-0.0005231280811131,
0.009706525132060051,
-0.01360302697867155,
-0.013245322741568089,
0.008938957937061787,
0.07247832417488098,
0.020612798631191254,
0.01259341649711132,
-0.019357681274414062,
-0.026028404012322426,
-0.02655905671417713,
0.0010354449041187763,
0.007185409776866436,
0.02478829026222229,
0.003050346625968814,
0.01163627952337265,
0.00849544070661068,
-0.0035907402634620667,
-0.0056179119274020195,
-0.026705637574195862,
0.00025036302395164967,
-0.009099537506699562,
0.013217400759458542,
0.0053529515862464905,
-0.005236624740064144,
-0.0002869183663278818,
-0.01889197900891304,
0.009568462148308754,
0.0027607197407633066,
-0.04358048737049103,
-0.02952975407242775,
0.021963248029351234,
-0.012955019250512123,
0.019361913204193115,
0.010675270110368729,
0.010963018983602524,
-0.0002964253071695566,
-0.00910748727619648,
-0.029136953875422478,
-0.0059545040130615234,
0.04379401355981827,
0.02365131676197052,
-0.013329576700925827,
0.014349481090903282,
0.00927597377449274,
-0.015253707766532898,
-0.01551439892500639,
-0.011451776139438152,
0.009282740764319897,
-0.008877101354300976,
0.03491427004337311,
0.008747367188334465,
-0.005421095062047243,
-0.005364318378269672,
0.017470642924308777,
0.0038059325888752937,
0.00039626460056751966,
0.01074715331196785,
-0.006704339757561684,
-0.003206883557140827,
-0.0005091584753245115,
-0.0032158843241631985,
-0.0060216085985302925,
-0.021714992821216583,
0.006812835577875376,
-0.010562441311776638,
-0.02052183821797371,
0.006572232116013765,
-0.030903734266757965,
-0.01436636596918106,
-0.023335522040724754,
0.019122712314128876,
-0.010728367604315281,
0.006908641196787357,
-0.013658898882567883,
0.005497806239873171,
0.020712537690997124,
-0.017622634768486023,
-0.01897497847676277,
0.022699814289808273,
0.025499053299427032,
0.010540307499468327,
0.03606053441762924,
-0.029962101951241493,
-0.01878630369901657,
-0.007165055721998215,
0.024660978466272354,
0.01185966283082962,
-0.01459408737719059,
0.016391973942518234,
0.02997848019003868,
0.009468603879213333,
-0.07470677047967911,
-0.007867920212447643,
0.016414601355791092,
-0.0016457888996228576,
0.010845551267266273,
0.022044267505407333,
0.012405037879943848,
-0.022725801914930344,
0.03259207308292389,
-0.006285053212195635,
0.023100364953279495,
0.0047240834683179855,
-0.012215047143399715,
0.00024350767489522696,
0.00661712558940053,
0.0250035859644413,
0.017612893134355545,
0.02176012098789215,
0.003239849116653204,
-0.00023033306933939457,
0.036302365362644196,
0.01586475409567356,
0.008007179014384747,
-0.00014661502791568637,
-0.03027530387043953,
-0.08156983554363251,
-0.03913813829421997,
0.013399533927440643,
-0.0014824173413217068,
-0.008615166880190372,
-0.009526273235678673,
0.0020058536902070045,
-0.0049460530281066895,
-0.009003592655062675,
-0.012209758162498474,
-0.00919539388269186,
-0.019022515043616295,
-0.01439967192709446,
-0.002137476811185479,
-0.003153768368065357,
-0.004941826220601797,
0.0014774380251765251,
-0.0060196854174137115,
0.004492310807108879,
-0.016446055844426155,
-0.013544728979468346,
0.021684272214770317,
-0.010235503315925598,
0.004859884735196829,
-0.004869098775088787,
0.0037474664859473705,
-0.018408935517072678,
0.01967494934797287,
-0.012309592217206955,
-0.03575160726904869,
0.008466431871056557,
-0.018699372187256813,
-0.007685159333050251,
-0.024595782160758972,
-0.020556999370455742,
-0.0034450627863407135,
0.015323195606470108,
0.00899945106357336,
0.007726163603365421,
-0.0206715427339077,
-0.002571296412497759,
0.038194507360458374,
-0.042626939713954926,
-0.000966091058216989,
-0.02644912153482437,
-0.012356620281934738,
0.006242637522518635,
-0.005746273323893547,
0.007857261225581169,
0.006962538696825504,
0.0030204332433640957,
-0.003148660296574235,
0.0221458338201046,
-0.000569397583603859,
-0.01513611525297165,
0.010096482932567596,
-0.0027797711081802845,
0.0320027694106102,
0.014185959473252296,
0.024959098547697067,
-0.014719964936375618,
0.005849917884916067,
-0.01330987922847271,
0.07250478863716125,
-0.010031292214989662,
-0.0017340931808575988,
-0.006451231427490711,
0.01805073954164982,
0.009918877854943275,
-0.0038436753675341606,
0.012573756277561188,
0.006822668015956879,
0.020911317318677902,
-0.019297529011964798,
0.0006343800341710448,
0.0014280141331255436,
0.0051298923790454865,
0.014382647350430489,
-0.0036290099378675222,
0.007061602547764778,
-0.014588755555450916,
0.01413126103579998,
-0.016017073765397072,
-0.011356152594089508,
0.02104881778359413,
0.0024860594421625137,
0.0118112713098526,
0.008770529180765152,
0.005948890000581741,
-0.012427759356796741,
0.013991907238960266,
0.008861487731337547,
-0.03068317100405693,
-0.014652873389422894,
-0.005941513925790787,
-0.0000613977899774909,
0.020008634775877,
0.016877109184861183,
0.005731587763875723,
0.028419382870197296,
0.0056327893398702145,
-0.0012674478348344564,
-0.007284537889063358,
-0.0005636736750602722,
0.005464497487992048,
-0.0020425869151949883,
-0.008450981229543686,
0.003006634069606662,
0.02818945422768593,
0.011999320238828659,
0.015552114695310593,
0.03608166426420212,
0.0016765262698754668,
0.005064991768449545,
-0.003299867268651724,
-0.012376310303807259,
0.007915280759334564,
0.016616135835647583,
-0.024050861597061157,
-0.01537215057760477,
0.010031798854470253,
-0.03811708465218544,
-0.01925712823867798,
0.029843026772141457,
-0.004209728911519051,
0.008211083710193634,
0.0022254413925111294,
0.022805871441960335,
-0.014496082440018654,
-0.012714885175228119,
-0.029396958649158478,
-0.03442054241895676,
0.01126154512166977,
0.01465556025505066,
0.011494386941194534,
0.0028216461651027203,
0.01636812835931778,
0.0058208308182656765,
0.0014479376841336489,
-0.021006938070058823,
0.005397997796535492,
0.01630077138543129,
-0.018407057970762253,
-0.008146693930029869,
-0.0014531007036566734,
0.022025294601917267,
-0.01230690162628889,
-0.0010093175806105137,
-0.021601755172014236,
-0.02741055004298687,
-0.006600053980946541,
0.0035878787748515606,
0.012522256001830101,
0.006972819566726685,
-0.016450513154268265,
0.012474430724978447,
-0.012769665569067001,
0.007148297969251871,
0.034472256898880005,
-0.010444682091474533,
0.00630545150488615,
-0.013679119758307934,
0.007904674857854843,
0.019680282101035118,
-0.012140286155045033,
-0.004069257527589798,
-0.026939010247588158,
-0.03101379983127117,
-0.0020857329946011305,
-0.030503200367093086,
-0.006635238416492939,
0.0014583723386749625,
0.013040576130151749,
-0.005841654725372791,
0.01109682209789753,
-0.02750604972243309,
-0.027969030663371086,
0.014464620500802994,
-0.012254757806658745,
-0.0021357289515435696,
-0.008730141445994377,
0.010529893450438976,
-0.012917686253786087,
0.028057869523763657,
0.004261896014213562,
0.0325012281537056,
0.012380651198327541,
0.004568237345665693,
-0.021489018574357033,
-0.006166897714138031,
-0.007321306969970465,
-0.012011476792395115,
-0.03141200169920921,
0.019888224080204964,
0.002349508460611105,
-0.018807638436555862,
0.016590233892202377,
-0.019522104412317276,
-0.016673581674695015,
-0.004128874279558659,
-0.012749122455716133,
0.004114325158298016,
0.011376230977475643,
-0.026372220367193222,
-0.02526291087269783,
0.012451399117708206,
-0.016079168766736984,
0.0067099109292030334,
0.0029275077395141125,
0.011634374037384987,
-0.013796714134514332,
0.0035373042337596416,
0.011820371262729168,
0.0004394932184368372,
0.010258294641971588,
-0.02264026552438736,
-0.006232644896954298,
0.00774751603603363,
0.011132461950182915,
0.010649214498698711,
-0.008675736375153065,
0.010926095768809319,
0.010209902189671993,
-0.002035146113485098,
0.026370838284492493,
-0.016395902261137962,
0.010664835572242737,
0.03597089648246765,
-0.004410361871123314,
-0.027875937521457672,
0.01690950244665146,
-0.04002351313829422,
0.007108668796718121,
-0.009243203327059746,
-0.010460717603564262,
-0.0028765667229890823,
0.0008423954714089632,
0.004663639236241579,
-0.009936410933732986,
-0.01410931721329689,
-0.014271176420152187,
0.021703967824578285,
0.010720036923885345,
0.0081939697265625,
-0.005859819706529379,
-0.012906515970826149,
-0.005793347954750061,
-0.040491458028554916,
-0.025153275579214096,
-0.01595113053917885,
-0.03265601769089699,
-0.016250109300017357,
-0.007305447943508625,
0.0003164417576044798,
0.008230105973780155,
-0.0017532638739794493,
-0.013753651641309261,
0.012263922020792961,
-0.038777243345975876,
0.012598544359207153,
-0.010927530936896801,
0.026244496926665306,
0.0004591766046360135,
0.009108931757509708,
-0.013266712427139282
] |
[
0.14424224197864532,
-0.33158692717552185,
0.038275204598903656,
0.466824471950531,
-0.3912828862667084,
0.029216952621936798,
-0.01984650269150734,
-0.27064231038093567,
0.06338832527399063,
0.013314648531377316,
-0.26283377408981323,
-0.22034989297389984,
-0.31332945823669434,
0.016041819006204605,
0.09488236159086227,
0.026114290580153465,
0.48633551597595215,
0.24214214086532593,
0.30688008666038513,
-0.4821847677230835,
0.11122061312198639,
-0.6068258881568909,
-0.7388418912887573,
-0.4484790861606598,
0.5907838344573975,
0.3117814362049103,
-0.18893298506736755,
-0.020893031731247902,
-0.5465984344482422,
0.01512970868498087,
-0.2759612500667572,
0.2586217224597931,
0.15730230510234833,
-0.4999628961086273,
0.16316553950309753,
-0.017409460619091988,
-0.571344792842865,
-0.4177490174770355,
0.33813971281051636,
-0.779387354850769,
-0.01554801594465971,
-0.30417600274086,
-0.11898405849933624,
0.630840003490448,
-0.257681280374527,
-0.21065804362297058,
-1.5099323987960815,
0.12227105349302292,
-0.5602503418922424,
0.4358191192150116,
-0.7696835994720459,
-0.09678831696510315,
0.16662649810314178,
0.06187913194298744,
0.2942618727684021,
-0.26636141538619995,
-0.3261423110961914,
-0.0777847096323967,
0.6343758702278137,
0.14491233229637146,
-0.1811717003583908,
-0.1904398798942566,
-0.07332704961299896,
0.23689012229442596,
0.2159106433391571,
0.4393157958984375,
-0.2458896040916443,
-0.05841253325343132,
-0.577501118183136,
-0.10498934984207153,
0.516832172870636,
-0.14785805344581604,
-0.8668659329414368,
0.3600608706474304,
0.102376289665699,
0.13273772597312927,
-0.03402910754084587,
0.31673291325569153,
0.5803379416465759,
1.0271347761154175,
0.35611629486083984,
0.35290101170539856,
0.2101961374282837,
-0.46319493651390076,
0.5750633478164673,
0.05566205456852913,
-0.3904641568660736,
0.5355994701385498,
-0.5995157957077026,
-0.3640241026878357,
0.2871585488319397,
-0.14042261242866516,
0.15579712390899658,
0.13142099976539612,
-0.04825598746538162,
0.2541067898273468,
-0.06870728731155396,
-0.49418574571609497,
0.6486112475395203,
0.19252026081085205,
-0.09744051843881607,
-0.006094055250287056,
-0.07444461435079575,
-0.5390373468399048,
-0.18718020617961884,
0.019447676837444305,
-0.9595082402229309,
-0.7904588580131531,
0.08642604947090149,
0.5242570638656616,
-0.18468722701072693,
0.7489401698112488,
-0.06245725229382515,
-0.19291460514068604,
0.22344143688678741,
0.48432111740112305,
0.48505938053131104,
-0.06023202836513519,
-0.07572425156831741,
0.07017963379621506,
-0.2556614279747009,
0.917167067527771,
0.564594030380249,
0.5665964484214783,
0.10108531266450882,
-0.23857364058494568,
0.12980785965919495,
0.5057855248451233,
-0.4009024202823639,
0.894765317440033,
0.05446140468120575,
0.7553936243057251,
0.3626340925693512,
0.04002712294459343,
-0.11396528035402298,
-0.7091064453125,
-0.1241244450211525,
0.04050628840923309,
0.5259448885917664,
0.16534340381622314,
-0.7090466618537903,
0.12166965007781982,
-0.2184450626373291,
-0.027299122884869576,
-0.10323183238506317,
-0.3113400936126709,
-0.38040050864219666,
-0.34089112281799316,
-0.7690416574478149,
-0.19051416218280792,
-0.007653838023543358,
0.3918670415878296,
-0.4413706064224243,
-0.040063098073005676,
-0.5267394781112671,
0.6497218012809753,
-0.04694278538227081,
0.01966920681297779,
-0.04882634058594704,
0.342064768075943,
0.36993032693862915,
0.16863535344600677,
-0.4529299736022949,
-0.01935257948935032,
-0.2142694890499115,
-0.6472896933555603,
0.11783058196306229,
0.3464807868003845,
0.27611204981803894,
0.03243711218237877,
0.04956639185547829,
0.09905926138162613,
0.1822611689567566,
-0.017175709828734398,
0.6225675940513611,
0.2084685117006302,
0.007513113785535097,
-0.3566667139530182,
0.3435218036174774,
0.17321579158306122,
-0.48998916149139404,
0.3207216262817383,
0.238718181848526,
-0.3164287805557251,
-0.4959113597869873,
0.9114257097244263,
0.1867980659008026,
0.025515776127576828,
-0.032533735036849976,
0.014174566604197025,
-0.6797482967376709,
-0.6515057682991028,
-0.03626732900738716,
-0.3202347457408905,
0.8310959339141846,
0.07297743856906891,
-0.5342767238616943,
0.8636825680732727,
-0.2669055163860321,
0.14941097795963287,
0.09103952348232269,
0.33475568890571594,
0.4925138056278229,
-0.42263931035995483,
-0.4476023018360138,
-0.12281228601932526,
-0.15008701384067535,
-0.38518303632736206,
-0.555374801158905,
0.24479669332504272,
0.29492560029029846,
-0.08343291282653809,
0.3964777886867523,
-0.08767528086900711,
0.1400422602891922,
0.1804521530866623,
-0.3733888566493988,
0.22719067335128784,
0.24634088575839996,
0.09470383822917938,
0.7050856947898865,
-0.04266141355037689,
-0.07487615197896957,
0.3436657190322876,
-0.4740402102470398,
0.5331746339797974,
0.7944958806037903,
0.5683208107948303,
1.2207801342010498,
-0.5168116688728333,
-0.1388491541147232,
-0.057909753173589706,
-0.02079123631119728,
-0.8926633596420288,
0.13037821650505066,
-0.05531291663646698,
0.30912649631500244,
-0.30193620920181274,
1.3365880250930786,
-0.10198397934436798,
-0.11105842143297195,
0.24542169272899628,
-0.27696332335472107,
-0.33087068796157837,
0.4973812401294708,
-0.04518769681453705,
0.19693075120449066,
0.1641298085451126,
-0.32427820563316345,
-0.16285167634487152,
-0.056021157652139664,
0.5912065505981445,
-0.36277255415916443,
-0.5055099129676819,
0.44984108209609985,
0.1336853951215744,
-0.11676633358001709,
-0.10847801715135574,
0.0051536643877625465,
0.4883946180343628,
-0.22089079022407532,
0.038375236093997955,
-0.024277063086628914,
-0.3977496922016144,
0.10608178377151489,
-0.38922935724258423,
-0.2348363995552063,
-0.6024518609046936,
1.072218894958496,
0.4438977539539337,
0.6797096729278564,
-0.1816783994436264,
-0.6703553795814514,
0.25672614574432373,
-0.7237130403518677,
-0.4256773591041565,
0.4414636194705963,
0.1334364414215088,
-0.429005891084671,
-1.2877200841903687,
-0.24194572865962982,
0.12610618770122528,
0.38114795088768005,
-0.06570322811603546,
-0.0764501765370369,
-0.5585333108901978,
0.18241854012012482,
-0.440333753824234,
-0.3489490747451782,
-0.6330912709236145,
0.03981764242053032,
0.5811600685119629,
0.3775348365306854,
0.30682384967803955,
0.41482260823249817,
0.2922152876853943,
-0.07435335218906403,
0.03303735703229904,
0.046786386519670486,
0.1542006880044937,
-0.18085163831710815,
0.15946678817272186,
-0.5289415717124939,
-0.5802968740463257,
0.11587250977754593,
0.195166677236557,
-0.0708814188838005,
-0.061550118029117584,
-5.811313629150391,
0.7658056616783142,
-0.42986342310905457,
0.3368630111217499,
-0.17854061722755432,
-0.12522809207439423,
0.3071223795413971,
0.02476080320775509,
-0.027680467814207077,
-0.23931580781936646,
-0.13085238635540009,
0.15487639605998993,
0.11506551504135132,
-0.016912832856178284,
0.34973815083503723,
0.13085785508155823,
0.8457996845245361,
0.045895688235759735,
0.38905104994773865,
0.2703843414783478,
-0.6628738641738892,
-0.1193188726902008,
0.4363320767879486,
0.3259352147579193,
0.13126897811889648,
-0.13239946961402893,
-0.08079060167074203,
0.08443926274776459,
-0.12485935539007187,
-0.39416608214378357,
-0.05053947493433952,
-0.6191794276237488,
-0.03837786987423897,
-0.19395855069160461,
-0.28110429644584656,
0.12248390167951584,
0.5412014722824097,
-0.1488664448261261,
-0.01862451247870922,
-0.2879287004470825,
0.36002448201179504,
0.19232113659381866,
0.47054144740104675,
-0.21929150819778442,
0.36085179448127747,
-0.1499117761850357,
-0.3339170813560486,
-0.19406600296497345,
-0.1328982263803482,
0.35110634565353394,
-0.06919749826192856,
-0.05962998792529106,
-0.08181881904602051,
-0.21575872600078583,
-0.3735879361629486,
-0.3968794047832489,
0.43632078170776367,
0.1692115217447281,
-0.4407069683074951,
0.6393184661865234,
0.6806491613388062,
-0.6791090965270996,
0.28244298696517944,
-0.6628403663635254,
-0.20212316513061523,
0.4737606644630432,
-0.47530293464660645,
-0.15565389394760132,
0.42767980694770813,
0.07854130119085312,
-0.6064671277999878,
0.2878114879131317,
0.5867224931716919,
-0.6979802250862122,
0.5476438999176025,
-0.4719510078430176,
0.2067323923110962,
-0.513442873954773,
-0.2160727083683014,
0.03253764286637306,
-0.1564570963382721,
-0.3828807473182678,
-0.20185421407222748,
0.543247640132904,
-0.24722875654697418,
-0.7768644690513611,
-0.13082300126552582,
-0.3908296525478363,
-0.08308205008506775,
0.024425527080893517,
0.8471903800964355,
-0.4394286870956421,
0.41334956884384155,
0.2988355755805969,
0.3354659676551819,
0.547415554523468,
0.39056649804115295,
0.32182881236076355,
0.2152438908815384,
-0.2012210637331009,
0.4144783616065979,
0.05933024734258652,
0.17362146079540253,
-0.38823121786117554,
0.4116637706756592,
-0.061134014278650284,
-0.408078134059906,
0.11454915255308151,
0.624330997467041,
-0.5056113004684448,
-0.34439292550086975,
0.4572242200374603,
-0.26786428689956665,
-0.14863522350788116,
0.3541490137577057,
0.022845802828669548,
0.38309213519096375,
0.4438019096851349,
0.43038010597229004,
-0.2709465026855469,
-0.13061730563640594,
0.30632680654525757,
0.5440446138381958,
-0.3446405529975891,
0.10560972988605499,
-0.3152475357055664,
0.1343991905450821,
-0.21875262260437012,
-0.19722634553909302,
-0.3977424204349518,
0.4844348430633545,
0.15463793277740479,
-0.2816258668899536,
-0.09525797516107559,
0.1292666494846344,
-0.40718939900398254,
-0.4053407311439514,
-0.30187276005744934,
0.18192052841186523,
-0.16747154295444489,
0.33652937412261963,
-0.24105747044086456,
-0.055115655064582825,
0.23755286633968353,
0.5145652890205383,
-0.0318620428442955,
0.22969110310077667,
-0.2804277241230011,
-0.3600543737411499,
0.20270667970180511,
-0.22539998590946198,
-0.41698122024536133,
0.461399108171463,
-0.10013631731271744,
0.16561222076416016,
0.1626790314912796,
0.18262583017349243,
0.17861424386501312,
0.4973921775817871,
-0.5914662480354309,
0.07389003038406372,
-0.23830869793891907,
-0.11099105328321457,
-0.20703665912151337,
-0.04595554247498512,
0.18941833078861237,
-0.2441594898700714,
0.07329944521188736,
-0.38820600509643555,
-0.12756997346878052,
-0.2577454745769501,
-0.05234537273645401,
0.05555693060159683,
0.3484039604663849,
-0.24204690754413605,
0.020588930696249008,
0.24953047931194305,
0.2802712917327881,
-0.04486837610602379,
-0.0002486324228812009,
-0.2517513036727905,
-0.15970078110694885,
0.1155688464641571,
0.1707109957933426,
0.9546586275100708,
0.0048576719127595425,
-0.45652684569358826,
0.12768755853176117,
-0.633532702922821,
-0.0031777077820152044,
-0.06313244998455048,
0.1356489509344101,
0.48077869415283203,
0.00661045778542757,
-0.17400678992271423,
-0.41792476177215576,
0.26013025641441345,
0.3538082242012024,
-0.2427152693271637,
-0.49295690655708313,
-0.35555440187454224,
-0.14155858755111694,
-0.5075007081031799,
0.33577385544776917,
-0.4836804270744324,
-0.5047284364700317,
0.14085553586483002,
-0.02899049036204815,
-0.10999488830566406,
-0.30866992473602295,
0.2588714361190796,
-0.3338073790073395,
-0.40176504850387573,
-0.24781179428100586,
-0.23097965121269226,
0.0964466854929924,
0.3880746066570282,
-0.31247857213020325,
-0.5361325740814209,
0.15484146773815155,
-0.014144375920295715,
-0.2852925956249237,
0.29977378249168396,
0.1776263564825058,
-0.2722901999950409,
0.07261902093887329,
0.559955894947052,
-0.5124713778495789,
0.1932474672794342,
0.5162981748580933,
-0.12075056880712509,
-0.11585284024477005,
0.4044269621372223,
0.4868197441101074,
-0.7462582588195801,
-0.13598281145095825,
-0.14466331899166107,
0.0316639170050621,
-0.30482515692710876,
0.20190243422985077,
0.07766822725534439,
0.37223923206329346,
-0.4740966856479645,
-0.3670186400413513,
-0.27819445729255676,
0.3621123731136322,
-0.3659994602203369,
-0.898779034614563,
-0.7627051472663879,
-0.30611109733581543,
0.5003254413604736,
-0.02830243855714798,
0.3819015622138977,
0.006661622319370508,
0.8379037380218506,
0.5966227054595947,
0.021733732894062996,
-0.6551089882850647,
-0.16027289628982544,
0.0994587242603302,
0.13332617282867432,
-0.17454923689365387,
-0.08463549613952637,
0.34176167845726013,
0.477338045835495,
-0.15243317186832428,
-0.1728341430425644,
-0.7127576470375061,
0.30524197220802307,
-0.8775432705879211,
-0.6197600960731506,
0.4349250793457031,
0.3212428390979767,
0.623943567276001,
0.24038240313529968,
0.14985711872577667,
-0.29402419924736023,
-0.5845118165016174,
-0.07596543431282043,
0.05324748158454895,
-0.5773184895515442,
-0.6323423981666565,
0.4763225018978119,
-0.3764820396900177,
-0.16317643225193024,
0.1541847139596939,
0.09684406965970993,
-0.08208484947681427,
0.44436848163604736,
-0.06574362516403198,
-0.2995606064796448,
0.6634277105331421,
-0.18438726663589478,
0.006501500029116869,
0.2395780235528946,
0.3330628275871277,
0.1486465036869049,
-0.14401087164878845,
-0.2250353991985321,
-0.659035325050354,
-0.4410659074783325,
0.4818648099899292,
0.7681484818458557,
-0.3237227201461792,
0.408101886510849,
0.7157545685768127,
0.49238020181655884,
-0.2105463743209839,
0.02802812121808529,
-0.3129352927207947,
0.5577009916305542,
0.343913733959198,
0.14024323225021362,
0.4914856553077698,
-0.4184476435184479,
0.19147728383541107,
0.23229235410690308,
-0.015074487775564194,
0.6284388899803162,
0.08093248307704926,
0.22827868163585663,
0.0006919464794918895,
0.5592895150184631,
0.13189780712127686,
-0.8911960124969482,
0.17399144172668457,
0.3030821979045868,
0.12422282993793488,
0.5566224455833435,
-0.09048909693956375,
0.2665424644947052,
0.09826792031526566,
-0.5302608609199524,
0.21977445483207703,
0.09971742331981659,
0.2135019749403,
-0.6053379774093628,
0.11249210685491562,
-0.21784323453903198,
0.6924688816070557,
0.4487098753452301,
0.567896842956543,
-0.43434983491897583,
-0.10429204255342484,
-0.4842834174633026,
0.7587504982948303,
0.1543557345867157,
0.11376482248306274,
-0.16724437475204468,
1.1465932130813599,
-0.17913982272148132,
0.285212904214859,
0.04239348694682121,
-0.19012832641601562,
-0.5810023546218872,
-0.6197586059570312,
0.3525162637233734,
-0.20836174488067627,
-0.36101365089416504,
-0.008760982193052769,
-0.2587587833404541,
0.4765656292438507,
-0.50604248046875,
0.19314046204090118,
-1.0673048496246338,
-0.07286001741886139,
0.8363977670669556,
0.03783808648586273,
0.17132312059402466,
-0.23803476989269257,
-0.0872514396905899,
0.15342624485492706,
-0.5297011137008667,
0.26887765526771545,
-0.018533416092395782,
-0.07766265422105789,
0.44149139523506165,
0.13774259388446808,
-0.15964975953102112,
0.14305327832698822,
0.026622168719768524,
-0.324409157037735,
-0.05086898431181908,
-0.19588595628738403,
0.41283896565437317,
0.08044935017824173,
-0.047404173761606216,
-0.22056593000888824,
-0.1811802238225937,
0.16311052441596985,
-0.08189202845096588,
-0.7341874837875366,
0.20299333333969116,
0.3896220028400421,
0.04069339483976364,
0.3266233503818512,
-0.08376621454954147,
1.1776832342147827,
0.3797967731952667,
-0.5099870562553406,
-0.0487874411046505,
0.5497168302536011,
0.11123710125684738,
0.07906956970691681,
-0.28750455379486084,
1.1407427787780762,
-1.2491095066070557,
-0.5883941054344177,
-0.5834614038467407,
0.28191468119621277,
0.6440092325210571,
0.6049841642379761,
0.13513027131557465,
-0.2782770097255707,
-0.09078792482614517,
-0.3792603015899658,
0.31371402740478516,
-0.20782047510147095,
0.04278574883937836,
0.12015243619680405,
-0.5614559054374695,
-0.24127449095249176,
0.055374834686517715,
-0.2798781991004944,
0.3274502754211426,
-0.12558886408805847,
0.11056596040725708,
0.4442734122276306,
-0.7378634214401245,
0.33405667543411255,
0.12311062961816788,
-0.8690433502197266,
-0.6956383585929871,
0.2705252468585968,
-0.7837496995925903,
0.5109207034111023,
-0.3206404745578766,
0.8620074391365051,
0.2836628258228302,
-0.8341356515884399,
-0.34663310647010803,
0.4546101689338684,
-0.14728163182735443,
-0.1429574191570282,
-0.23857145011425018,
0.6206029057502747,
-0.15637610852718353,
-0.36293667554855347,
-0.9411666989326477,
0.1841694861650467,
0.20313170552253723,
-0.0210561640560627,
0.03869238868355751,
-0.42554131150245667,
-0.4197928011417389,
-0.01791238971054554,
0.434344083070755,
-0.0641588419675827,
-0.15749655663967133,
0.17208626866340637
] |
We describe a method of mobile robot monocular visual navigation, which uses multiple visual cues to detect and segment the ground plane in the robot’s field of view. Corner points are tracked through an image sequence and grouped into coplanar regions using a method which we call an H-based tracker. The H-based tracker employs planar homographys and is initialised by 5-point planar projective invariants. This allows us to detect ground plane patches and the colour within such patches is subsequently modelled. These patches are grown by colour classification to give a ground plane segmentation, which is then used as an input to a new variant of the artificial potential field algorithm.
|
[
-0.01275724358856678,
0.002120074350386858,
-0.019662298262119293,
0.009315039031207561,
0.003442383836954832,
-0.008755276910960674,
0.01031326875090599,
0.00035740737803280354,
-0.010795190930366516,
-0.0011644545011222363,
-0.010234043933451176,
0.007961966097354889,
-0.0024615544825792313,
0.009554179385304451,
0.005190803203731775,
-0.003909158054739237,
0.0014967380557209253,
-0.00922095775604248,
0.0095899673178792,
-0.0011216544080525637,
-0.02439568005502224,
0.028238926082849503,
0.010125622153282166,
0.000854989979416132,
-0.012329342775046825,
-0.004979729652404785,
-0.043267570436000824,
0.008117131888866425,
0.004670062568038702,
-0.028962980955839157,
0.002043306827545166,
0.004254571627825499,
0.004066679626703262,
0.00009376509115099907,
0.0008053556084632874,
-0.011703177355229855,
-0.009096400812268257,
0.031448863446712494,
-0.019433390349149704,
-0.006338250357657671,
0.005783157888799906,
-0.004792424850165844,
0.007303525693714619,
-0.011526621878147125,
-0.009285211563110352,
-0.007531024515628815,
-0.007920238189399242,
0.03718332201242447,
0.001062061171978712,
0.003295572241768241,
-0.010677656158804893,
0.019124925136566162,
-0.00587821239605546,
0.0085822232067585,
-0.006765841972082853,
-0.02637350745499134,
0.01788817159831524,
0.016815267503261566,
0.015686992555856705,
0.0040613701567053795,
-0.03422169387340546,
0.01343102939426899,
0.00017981510609388351,
-0.012714569456875324,
-0.01770118810236454,
-0.06686344742774963,
-0.0036123315803706646,
-0.002899038139730692,
0.0013478747569024563,
-0.009463522583246231,
-0.0012244987301528454,
0.009819219820201397,
0.011223690584301949,
-0.006595958955585957,
-0.02197120524942875,
0.00772984279319644,
-0.02323620393872261,
0.02470046654343605,
0.004917300771921873,
0.016092877835035324,
0.013174810446798801,
-0.009798966348171234,
0.01515879761427641,
0.025004222989082336,
-0.012660881504416466,
0.0022578230127692223,
-0.004373413510620594,
0.009177060797810555,
0.005293869413435459,
0.0061282264068722725,
-0.0023649809882044792,
-0.00249633751809597,
0.005734006408601999,
-0.02510877139866352,
-0.04472159966826439,
-0.013600477948784828,
0.01281431969255209,
0.02309713140130043,
-0.017740953713655472,
-0.03110896423459053,
-0.0014011850580573082,
0.010096979327499866,
0.017487958073616028,
-0.016820525750517845,
-0.02169838733971119,
0.015804236754775047,
-0.01686863973736763,
-0.011848626658320427,
0.007860352285206318,
0.00637833634391427,
-0.009762841276824474,
0.008164174854755402,
0.00010275864042341709,
0.005854621529579163,
-0.0025794198736548424,
-0.011895360425114632,
0.00775662437081337,
-0.020728472620248795,
0.006275360472500324,
0.028139498084783554,
-0.010832615196704865,
-0.006226870231330395,
0.010566990822553635,
-0.017091773450374603,
0.006602665409445763,
-0.027601636946201324,
-0.011009677313268185,
0.03189472481608391,
0.020113375037908554,
-0.006450891960412264,
-0.012843186967074871,
0.010234564542770386,
-0.004067232832312584,
-0.0325046144425869,
-0.0034305122680962086,
0.001012997585348785,
-0.02368229813873768,
-0.0006665484979748726,
-0.0012974254786968231,
0.002550519071519375,
0.057449668645858765,
0.010171769186854362,
0.006422028876841068,
0.013279234990477562,
-0.0012780255638062954,
-0.014941757544875145,
-0.004161275923252106,
0.00015747500583529472,
-0.019547389820218086,
-0.01910480484366417,
-0.0065261307172477245,
0.006732049398124218,
-0.016500888392329216,
-0.012476420029997826,
-0.022019527852535248,
-0.009430507197976112,
-0.01878824084997177,
0.00053440872579813,
-0.006296162027865648,
-0.01650858111679554,
0.043809063732624054,
-0.028213433921337128,
0.019160885363817215,
0.01055195927619934,
-0.003549870802089572,
-0.004833918064832687,
-0.03299878537654877,
-0.008052753284573555,
-0.0220809206366539,
0.0058716218918561935,
-0.007731765508651733,
0.009687152691185474,
-0.0005397864151746035,
0.008610927499830723,
-0.01228827890008688,
-0.0009153202408924699,
0.005689386744052172,
0.009175132028758526,
-0.016678564250469208,
0.06684399396181107,
-0.008550142869353294,
-0.007060214411467314,
-0.011208571493625641,
0.027318350970745087,
-0.01455787941813469,
-0.0253435168415308,
-0.01861577294766903,
-0.017296642065048218,
-0.010772526264190674,
-0.015392303466796875,
-0.028922826051712036,
0.0018244016682729125,
-0.010591368190944195,
0.0066569410264492035,
0.0261775441467762,
0.004134725779294968,
0.015015020966529846,
0.009584775194525719,
0.007699019741266966,
-0.00837613083422184,
-0.03026605024933815,
-0.014967047609388828,
-0.01903996430337429,
0.005879495292901993,
-0.002998972777277231,
-0.0009520950261503458,
-0.003626760561019182,
-0.03334341570734978,
-0.024201979860663414,
0.01376979611814022,
0.0100033488124609,
-0.010409516282379627,
-0.016149889677762985,
0.0017302078194916248,
-0.0037896977737545967,
-0.005843053106218576,
0.015012994408607483,
0.005151520483195782,
0.018769511952996254,
-0.009366979822516441,
0.0006520223105326295,
-0.001145451795309782,
0.021139800548553467,
-0.002781808143481612,
0.01755351386964321,
-0.021196432411670685,
-0.0007579818484373391,
0.013549590483307838,
0.017120355740189552,
0.00544739468023181,
0.010552053339779377,
-0.001941391732543707,
-0.013418433256447315,
0.0021759537048637867,
0.017664438113570213,
-0.008941893465816975,
0.010808339342474937,
-0.04161738231778145,
0.007899444550275803,
-0.003063593525439501,
-0.001030852785333991,
-0.005057520233094692,
0.006204736884683371,
-0.033763621002435684,
-0.00770656717941165,
0.006428208202123642,
-0.020208794623613358,
-0.014993525110185146,
-0.007814531214535236,
-0.023815080523490906,
0.006929218303412199,
-0.013320999220013618,
-0.013370957225561142,
-0.00100625678896904,
0.0007901526987552643,
-0.04906819015741348,
0.00938276294618845,
0.011375723406672478,
0.023296687752008438,
-0.021512992680072784,
-0.004338554572314024,
0.007813023403286934,
0.033797211945056915,
-0.02491847053170204,
0.004736016504466534,
-0.005807383917272091,
0.019783414900302887,
-0.0027677142061293125,
0.018922723829746246,
-0.011035549454391003,
0.011012411676347256,
-0.01879723183810711,
-0.008417297154664993,
-0.08086081594228745,
-0.015548975206911564,
-0.0031433510594069958,
0.00913624931126833,
0.011624346487224102,
-0.019803611561655998,
0.008231637999415398,
0.010646313428878784,
-0.018014203757047653,
0.030185777693986893,
0.014241022989153862,
0.03004508465528488,
-0.021451734006404877,
-0.025520363822579384,
0.008105884306132793,
-0.015342249535024166,
0.019436459988355637,
-0.03931400924921036,
0.005485524423420429,
-0.010576256550848484,
0.007016791962087154,
-0.0053593749180436134,
-0.03533845394849777,
0.014597663655877113,
-0.016525033861398697,
0.027419231832027435,
-0.010263694450259209,
-0.003018105635419488,
-0.023061323910951614,
-0.005535558797419071,
-0.018366476520895958,
0.016889574006199837,
0.002295978134498,
-0.026623059064149857,
0.04842861741781235,
-0.024937007576227188,
-0.000802511116489768,
-0.033488526940345764,
-0.014775652438402176,
-0.006030063610523939,
-0.00225821603089571,
0.0018589114770293236,
0.023770771920681,
0.01814267598092556,
-0.003080853959545493,
-0.0018131942488253117,
-0.006062213331460953,
0.035132259130477905,
0.013811510056257248,
-0.00907218549400568,
-0.003353998763486743,
0.002012069569900632,
0.02556648850440979,
0.011687709018588066,
-0.007076672278344631,
0.0007716217078268528,
-0.02928917482495308,
-0.007888120599091053,
-0.004602211061865091,
-0.0024952790699899197,
-0.012943767011165619,
-0.046804435551166534,
0.0004777270369231701,
-0.018756059929728508,
0.0058434829115867615,
-0.02621554583311081,
0.014359584078192711,
0.004324653185904026,
-0.012137172743678093,
0.004654598422348499,
0.005891646258533001,
-0.010005281306803226,
-0.011013174429535866,
0.0058921934105455875,
-0.018137121573090553,
-0.012337664142251015,
-0.012607356533408165,
-0.0015843488508835435,
-0.009425570257008076,
-0.0015563583001494408,
-0.010828384198248386,
0.02574649453163147,
-0.003251694142818451,
0.003976032137870789,
-0.01001623086631298,
0.04593425616621971,
0.009074880741536617,
-0.016839127987623215,
0.018786059692502022,
-0.013005964457988739,
-0.010720468126237392,
-0.0028951973654329777,
0.0090672317892313,
0.009287199005484581,
0.027623306959867477,
-0.01576821506023407,
0.031588684767484665,
0.025918306782841682,
0.014512971043586731,
0.011168153956532478,
-0.004755151458084583,
0.00448464322835207,
-0.011263091117143631,
-0.007196877617388964,
-0.0077322861179709435,
0.015069179236888885,
-0.018698932603001595,
0.015706714242696762,
0.010954689234495163,
-0.00596891064196825,
-0.01066414825618267,
-0.018904684111475945,
-0.012713962234556675,
-0.01632288284599781,
0.014063078910112381,
-0.010736103169620037,
-0.005456889048218727,
-0.008873051032423973,
0.07223000377416611,
-0.0028974006418138742,
0.02200285717844963,
-0.013213001191616058,
-0.01050876546651125,
-0.005457211285829544,
-0.02603093720972538,
0.017031045630574226,
-0.012951742857694626,
0.015311677008867264,
0.011842151172459126,
-0.040240876376628876,
0.008831844665110111,
0.013637414202094078,
0.01492547057569027,
0.0047105965204536915,
0.029803995043039322,
0.025454843416810036,
-0.003425782546401024,
-0.007858790457248688,
-0.007584117352962494,
-0.028083959594368935,
0.011314788833260536,
0.007027771323919296,
-0.025661330670118332,
0.01695571281015873,
0.012707431800663471,
-0.01707843318581581,
-0.00018790783360600471,
0.010508373379707336,
-0.015151647850871086,
-0.009347930550575256,
-0.004846340976655483,
-0.008087972179055214,
0.0038112234324216843,
0.0007100305519998074,
0.01496167853474617,
-0.018147103488445282,
0.0016581931849941611,
0.02311532571911812,
0.022708026692271233,
-0.01776692271232605,
0.04450112581253052,
0.02699321322143078,
0.005064005963504314,
0.001446811482310295,
-0.03664524108171463,
-0.0044346400536596775,
-0.004217825829982758,
-0.013730531558394432,
-0.013607984408736229,
0.0030025006271898746,
0.009268883615732193,
-0.015586776658892632,
0.03791845589876175,
0.01839173212647438,
-0.0007513426244258881,
0.006678644102066755,
0.0178188718855381,
-0.0034823999740183353,
-0.003989587537944317,
-0.03749638423323631,
-0.006785624660551548,
-0.010456472635269165,
0.0011083134450018406,
-0.016592714935541153,
-0.0029580011032521725,
-0.02194964326918125,
0.016227172687649727,
0.010328030213713646,
-0.03050062619149685,
0.005015417002141476,
-0.007843723520636559,
-0.020288055762648582,
-0.01271955668926239,
-0.00591545645147562,
-0.00018257508054375648,
-0.02529001608490944,
-0.0032336199656128883,
-0.006864802911877632,
0.0008777370094321668,
-0.010932276025414467,
0.005727598909288645,
0.003165807109326124,
-0.024137023836374283,
0.03567953407764435,
0.010544782504439354,
-0.07441521435976028,
-0.0035299286246299744,
-0.0070119136944413185,
-0.00563008151948452,
0.01074892282485962,
-0.011615170165896416,
-0.005632197484374046,
-0.003682205453515053,
0.006187552120536566,
-0.015964660793542862,
0.025073625147342682,
-0.005427670199424028,
-0.008351619355380535,
-0.007564749103039503,
0.011915622279047966,
0.01899777725338936,
-0.024240165948867798,
0.002708891872316599,
0.004773627035319805,
-0.002931265626102686,
0.002359675243496895,
0.004236957523971796,
-0.011124366894364357,
-0.002455030335113406,
0.011053146794438362,
-0.08110478520393372,
-0.016520850360393524,
0.0073556071147322655,
0.0020992811769247055,
-0.015874076634645462,
-0.031051786616444588,
0.011950929649174213,
-0.01873486116528511,
-0.014750266447663307,
-0.011741544120013714,
0.010591826401650906,
-0.01981673762202263,
0.005725392140448093,
0.01714283600449562,
-0.00707491347566247,
-0.010994100011885166,
0.004648847505450249,
0.007505509071052074,
-0.0018917908892035484,
-0.005675784777849913,
-0.009679198265075684,
-0.014567997306585312,
-0.016178395599126816,
0.0021917615085840225,
-0.010874873027205467,
-0.0022327350452542305,
-0.0007131271995604038,
0.013240191154181957,
-0.010215504094958305,
-0.023580946028232574,
-0.004272897727787495,
0.005328637547791004,
0.01212700828909874,
-0.03504813835024834,
-0.007435664068907499,
-0.018983040004968643,
0.014992588199675083,
0.0013026479864493012,
-0.02245587855577469,
0.0006592499557882547,
-0.0012756206560879946,
0.007801415398716927,
-0.023202823475003242,
0.011611570604145527,
-0.030194716528058052,
0.003854849375784397,
0.005014105699956417,
-0.003059054259210825,
0.01516550499945879,
-0.015959355980157852,
0.011373794637620449,
-0.009116554632782936,
0.02469094656407833,
-0.017906714230775833,
0.03471630811691284,
-0.01150849461555481,
0.0011603201273828745,
0.04151953011751175,
0.01944756507873535,
0.010596150532364845,
-0.005948976613581181,
0.003913847263902426,
-0.01467111986130476,
0.07167664915323257,
-0.028477482497692108,
0.017688985913991928,
-0.01388915441930294,
0.007724490482360125,
0.006156610790640116,
-0.03346894681453705,
-0.022855989634990692,
-0.003034601453691721,
-0.015136616304516792,
-0.02540723979473114,
-0.008890550583600998,
-0.002042459324002266,
0.011390794068574905,
-0.01374637708067894,
0.0019661877304315567,
-0.0229260865598917,
-0.012304415926337242,
-0.012479444965720177,
0.008890422992408276,
0.008511412888765335,
0.022491656243801117,
0.011752726510167122,
0.009978392161428928,
0.015554672107100487,
0.00019543850794434547,
-0.010484105907380581,
0.024484768509864807,
-0.029141440987586975,
-0.013941556215286255,
-0.0007384394994005561,
0.00027601863257586956,
0.0014174985699355602,
-0.008740732446312904,
0.009338689967989922,
-0.005114227533340454,
0.02206774614751339,
0.006934080272912979,
0.016470041126012802,
-0.017008353024721146,
-0.014107674360275269,
0.027774162590503693,
-0.0010955333709716797,
0.00765108410269022,
-0.019235193729400635,
0.007004536688327789,
-0.001586344325914979,
0.027172407135367393,
0.010532032698392868,
0.00011385336983948946,
0.04189607501029968,
-0.002157455775886774,
0.03375166282057762,
0.0033257827162742615,
0.020224083214998245,
-0.0010338928550481796,
-0.022881753742694855,
0.011922677047550678,
0.0018487924244254827,
0.0024925842881202698,
0.009675713256001472,
-0.013043437153100967,
0.015915248543024063,
0.0005957347457297146,
0.009765814989805222,
0.020165162160992622,
-0.018563369289040565,
-0.012526425532996655,
-0.019267575815320015,
0.012685650959610939,
-0.010508835315704346,
0.03612443804740906,
0.010359616950154305,
0.010827720165252686,
-0.006035948637872934,
-0.010367825627326965,
0.00466475123539567,
-0.005329861771315336,
0.023640599101781845,
0.018235590308904648,
-0.00944623351097107,
-0.0038046855479478836,
0.022814366966485977,
-0.031206654384732246,
-0.0034870372619479895,
0.011076172813773155,
-0.009396464563906193,
0.02524157427251339,
-0.0009091871324926615,
0.01439397968351841,
0.02459755912423134,
-0.0019218664383515716,
0.008155109360814095,
-0.0156717449426651,
0.00597038958221674,
0.03400179743766785,
-0.0037590039428323507,
0.004629463888704777,
0.01348614227026701,
0.0026591457426548004,
0.009234207682311535,
0.01684984564781189,
0.00020498904632404447,
-0.02118537575006485,
-0.004704482853412628,
-0.004818432033061981,
-0.011350365355610847,
0.04185245558619499,
-0.007543612737208605,
-0.008946532383561134,
-0.0008394736796617508,
-0.003316094633191824,
-0.01567191444337368,
0.013950202614068985,
-0.025132369250059128,
-0.0020258952863514423,
-0.02785751037299633,
0.021702270954847336,
0.03040040098130703,
-0.007887010462582111,
-0.004470644053071737,
0.0056029330007731915,
-0.026528162881731987,
0.0032422509975731373,
0.01752249151468277,
-0.018595194444060326,
-0.005778789985924959,
0.006492537446320057,
-0.016168680042028427,
-0.009109382517635822,
0.024909866973757744,
0.0015463982708752155,
-0.011105269193649292,
0.018424350768327713,
0.03485146537423134,
-0.014647386968135834,
0.0046865446493029594,
0.019570372998714447,
0.006367345340549946,
0.006462945602834225,
-0.003064397256821394,
-0.009824033826589584,
0.003953823819756508,
-0.030603203922510147,
0.007297159172594547,
-0.012069950811564922,
0.005936786532402039,
-0.021174238994717598,
0.004411411006003618,
0.0136666689068079,
0.029229506850242615,
-0.001441344153136015,
0.0013541029766201973,
-0.010288303717970848,
-0.013003183528780937,
0.0009624352678656578,
0.008293753489851952,
0.0005610937951132655,
-0.007746432442218065,
-0.0015740073285996914,
-0.005060398019850254,
-0.000049147289246320724,
-0.031708601862192154,
0.0018581307958811522,
0.014366193674504757,
0.022191651165485382,
0.013252420350909233,
0.009415112435817719,
-0.01995616964995861,
0.0062873465940356255,
0.012760763987898827,
0.010721791535615921,
-0.03591521084308624,
0.007682087831199169,
-0.024898061528801918,
-0.01777263730764389,
-0.010451250709593296,
-0.007042482495307922,
-0.002088419161736965,
0.008954464457929134,
0.0008541157003492117,
0.024043148383498192,
0.01705254800617695,
-0.010758720338344574,
-0.00016824062913656235,
-0.012369221076369286,
-0.009152078069746494,
0.014826638624072075,
0.014170690439641476,
0.022751804441213608,
0.0038535380735993385,
0.019811337813735008,
-0.01910698413848877,
0.007203561253845692,
0.006970141548663378,
0.005637128837406635,
0.014099590480327606,
-0.020855290815234184,
0.017224321141839027,
0.01569581776857376,
0.0006548764649778605,
-0.019151516258716583
] |
[
0.09125611931085587,
0.020950153470039368,
0.5502227544784546,
0.21045070886611938,
0.04232483729720116,
0.5042062997817993,
-0.38743701577186584,
-0.25096994638442993,
-0.09153619408607483,
-0.7622730731964111,
-0.23531310260295868,
0.1628509908914566,
0.01588216796517372,
0.10594118386507034,
0.0022445081267505884,
0.7418386340141296,
0.33509042859077454,
0.21127882599830627,
-0.633279025554657,
-0.3947674036026001,
-0.18596458435058594,
-0.10196956992149353,
0.20794545114040375,
-0.16330662369728088,
0.3490343689918518,
0.06621705740690231,
0.7325922846794128,
0.8128340244293213,
0.10865387320518494,
-0.06565958261489868,
-0.13139784336090088,
0.3052878677845001,
-0.1253701001405716,
-0.39991524815559387,
-0.014131274074316025,
-0.1210639625787735,
-0.0017222249880433083,
0.015972981229424477,
-0.20848409831523895,
-0.7200118899345398,
0.0036681725177913904,
0.11276450008153915,
-0.16749148070812225,
0.5031771659851074,
-0.1695178598165512,
-0.3197648823261261,
-1.33955979347229,
0.12299862504005432,
-0.07298242300748825,
-0.017571697011590004,
-0.07665403187274933,
0.28165096044540405,
0.5607128143310547,
0.37732717394828796,
-0.11252545565366745,
0.30592456459999084,
-0.26682645082473755,
-0.24189148843288422,
0.35698676109313965,
-0.2779787480831146,
-0.005908546969294548,
0.03747005760669708,
0.108869768679142,
0.3517918884754181,
0.02176472172141075,
0.7763041257858276,
0.04848300665616989,
-0.30609139800071716,
-0.07373854517936707,
0.02579326555132866,
0.4675067663192749,
-0.2475646436214447,
-0.2797449231147766,
0.6640085577964783,
-0.5188570022583008,
0.09262792766094208,
0.0645161047577858,
-0.1455279141664505,
0.1920296847820282,
0.11941340565681458,
-0.31242144107818604,
-0.15582673251628876,
0.545253336429596,
-0.4037171006202698,
0.6688394546508789,
0.22940289974212646,
-0.5157065987586975,
0.20792755484580994,
-0.6510873436927795,
0.20050223171710968,
-0.17700420320034027,
-0.3585112392902374,
0.2519511282444,
0.47805261611938477,
0.5744083523750305,
0.0747612714767456,
0.48346322774887085,
-0.12929627299308777,
0.17410843074321747,
0.24434825778007507,
-0.075973741710186,
0.32541680335998535,
0.08722036331892014,
-0.1432391256093979,
-0.046011921018362045,
-0.6361815929412842,
-0.33975017070770264,
-0.5025572180747986,
-0.41144806146621704,
0.34068405628204346,
-0.960889458656311,
-0.16836652159690857,
0.3028545677661896,
-0.2506044805049896,
0.016379578039050102,
-0.28585851192474365,
-0.27581724524497986,
0.043009959161281586,
-0.08843804150819778,
0.4236936569213867,
-0.6024083495140076,
0.9761432409286499,
0.39032313227653503,
0.49531930685043335,
0.07880279421806335,
0.22637218236923218,
0.3164609372615814,
0.4705105125904083,
-0.6683148145675659,
0.43700000643730164,
0.1414160132408142,
0.6390334963798523,
-0.0473172552883625,
0.30501270294189453,
-0.16036531329154968,
-0.5904780626296997,
0.34572696685791016,
-0.03829008340835571,
0.07927358150482178,
0.049635257571935654,
-0.24538303911685944,
-0.23280711472034454,
-0.2964880168437958,
-0.19746294617652893,
-0.11067059636116028,
-0.49032098054885864,
0.09276521950960159,
-0.3661995530128479,
-0.8434457778930664,
-0.12134642899036407,
-0.2580040395259857,
0.2525898516178131,
-0.518129289150238,
-0.32257091999053955,
-0.1963469237089157,
0.5400223135948181,
-0.4750007688999176,
0.22002750635147095,
-0.46718117594718933,
0.10320254415273666,
0.20227400958538055,
0.2663894295692444,
-0.3742290735244751,
-0.21018439531326294,
0.1610373854637146,
-0.6754714250564575,
0.44136014580726624,
0.020075064152479172,
0.20349432528018951,
0.38338905572891235,
0.1552872657775879,
-0.31939804553985596,
0.12761667370796204,
-0.3510919213294983,
-0.16689532995224,
0.41888171434402466,
0.2512199878692627,
0.006778597366064787,
0.2718505561351776,
-0.0010362261673435569,
-0.7873204946517944,
-0.2152377814054489,
0.07027829438447952,
-0.371633380651474,
-0.0006599299958907068,
-0.003958947025239468,
0.28507500886917114,
-0.13245639204978943,
-0.16158324480056763,
-0.024597596377134323,
-0.1296948343515396,
-0.46446144580841064,
0.41624870896339417,
-1.0538113117218018,
1.2213507890701294,
-0.08801013231277466,
-0.5085504651069641,
0.48860517144203186,
-0.10652189701795578,
0.6212479472160339,
-0.2720004916191101,
0.1241186112165451,
0.4703609347343445,
-0.03772876784205437,
0.036943718791007996,
-0.08993308246135712,
-0.20065376162528992,
-0.02795093134045601,
-0.047182597219944,
0.21153326332569122,
0.2997777462005615,
-0.6518232822418213,
-0.06366699934005737,
-0.6081903576850891,
0.2783137559890747,
0.11909036338329315,
-0.07924409955739975,
0.25833967328071594,
0.035749536007642746,
-0.16330376267433167,
0.6752812266349792,
-0.24170507490634918,
-0.027581123635172844,
0.39500197768211365,
-0.0510031096637249,
0.49273720383644104,
0.5801803469657898,
0.9359407424926758,
0.7791926264762878,
-0.6664050221443176,
-0.3275822699069977,
-0.23861470818519592,
-0.03690406307578087,
-0.7220849394798279,
0.04684992879629135,
-0.10455365478992462,
0.6246207356452942,
-0.28512492775917053,
0.3018495738506317,
-0.0771196112036705,
-0.046519916504621506,
0.3145048916339874,
-0.34492477774620056,
-0.04933787137269974,
0.2530064880847931,
-0.5696749091148376,
-0.31400349736213684,
-0.22880248725414276,
-0.19384826719760895,
-0.15042826533317566,
-0.3974476754665375,
0.38207167387008667,
-0.1757061630487442,
-0.8113332390785217,
-0.25225985050201416,
0.09795962274074554,
-0.07669543474912643,
-0.7234944105148315,
0.250092089176178,
0.23059111833572388,
0.12368101626634598,
-0.09381129592657089,
-0.38085076212882996,
0.19190877676010132,
-0.18755292892456055,
-0.5829333066940308,
-0.742920994758606,
-0.04685383662581444,
0.7894363403320312,
1.0078861713409424,
0.27310559153556824,
0.05932030454277992,
-0.05837787315249443,
-0.1850583851337433,
-0.012877609580755234,
-0.7716413736343384,
0.3098081052303314,
0.09935477375984192,
-0.4626618027687073,
-0.8859094977378845,
0.08488430082798004,
0.3445107936859131,
0.8368856906890869,
0.4415788948535919,
-0.1489584594964981,
-0.30048394203186035,
0.25844770669937134,
-0.043293096125125885,
-0.5887701511383057,
-0.02385162189602852,
-0.22727283835411072,
0.6228779554367065,
-0.46086692810058594,
0.025165321305394173,
0.43453508615493774,
0.7563005685806274,
-0.13240545988082886,
-0.2214527130126953,
0.29735952615737915,
-0.6059062480926514,
-0.5208491683006287,
0.25891104340553284,
-0.20418433845043182,
-0.49310973286628723,
-0.0813957154750824,
0.021646952256560326,
-0.8497503995895386,
0.4083015024662018,
-5.975403785705566,
-0.0038570151664316654,
-0.9811354279518127,
-0.1515994668006897,
-0.3221818208694458,
0.05918214097619057,
0.6092833876609802,
0.10757706314325333,
-0.00919222179800272,
-0.10019532591104507,
-0.4810541868209839,
0.2229585349559784,
-0.2841250002384186,
0.24824289977550507,
0.2790130078792572,
0.06579543650150299,
0.08643203228712082,
0.20917768776416779,
0.5965190529823303,
0.3979220390319824,
-0.24259495735168457,
-0.753778874874115,
0.009468641132116318,
0.4138338565826416,
-0.0558260977268219,
0.3935067057609558,
-0.9130157232284546,
0.01791510358452797,
-0.16486509144306183,
-0.36595618724823,
-0.1928967535495758,
-0.4186585247516632,
-0.5294296741485596,
0.08508483320474625,
0.5272833108901978,
0.2015024721622467,
-0.02541288547217846,
-0.3552212417125702,
0.21415424346923828,
-0.5620455145835876,
0.1963399201631546,
0.991273045539856,
0.07174217700958252,
0.04883100464940071,
0.44391387701034546,
-0.1856711506843567,
-0.31802964210510254,
0.2585689127445221,
-0.35968101024627686,
0.8868396282196045,
0.09244523197412491,
-0.23705840110778809,
0.15308381617069244,
0.0851188451051712,
-0.2586008906364441,
-0.24167723953723907,
0.35842517018318176,
-0.1832685023546219,
-0.27165693044662476,
-0.05336896330118179,
0.35224488377571106,
-0.5274771451950073,
-0.0009667067788541317,
-0.9572127461433411,
-0.21250540018081665,
0.2801356315612793,
-0.6930025815963745,
-0.39053940773010254,
0.10718464851379395,
0.1719762533903122,
-0.3123808205127716,
0.02966642752289772,
-0.14003106951713562,
-0.4773893356323242,
0.34859752655029297,
-0.33654892444610596,
0.25691667199134827,
-0.13924162089824677,
0.05501203611493111,
0.31822285056114197,
0.2545699179172516,
-0.5715567469596863,
0.07253062725067139,
0.13209238648414612,
-0.5307510495185852,
-0.7093690037727356,
-0.32503464818000793,
-0.4922981262207031,
-0.0834621712565422,
0.013433710671961308,
1.053561806678772,
-0.2293243110179901,
0.3531767427921295,
0.22177754342556,
0.28653043508529663,
0.056016843765974045,
0.18719713389873505,
-0.17334014177322388,
0.18479837477207184,
-0.7082645297050476,
0.47341686487197876,
-0.20345081388950348,
-0.24841994047164917,
-0.17098131775856018,
0.14992739260196686,
0.21323829889297485,
-0.5624898076057434,
-0.023407377302646637,
0.6819575428962708,
-0.11563605815172195,
0.2664135694503784,
-0.3122064471244812,
-0.3994215428829193,
-0.08699909597635269,
0.27856704592704773,
0.06410852074623108,
-0.06198282912373543,
-0.2124585211277008,
0.4404888451099396,
-0.16823014616966248,
0.04357883334159851,
-0.1633640080690384,
-0.04507718235254288,
0.4319637417793274,
0.09733027964830399,
-0.16119533777236938,
0.3081367015838623,
0.513018786907196,
0.07747996598482132,
0.1913907527923584,
0.5837987661361694,
0.7130320072174072,
-0.1252911239862442,
0.16865766048431396,
0.342395156621933,
-0.275539755821228,
-0.28917208313941956,
-0.06928496807813644,
0.5303968191146851,
-0.3018651008605957,
0.6187769174575806,
0.12821196019649506,
-0.004859964828938246,
-0.08018569648265839,
0.4208417236804962,
-0.2538577616214752,
-0.018828315660357475,
-0.0925193503499031,
-0.2737419009208679,
0.18641480803489685,
-0.04852920398116112,
-0.5588454008102417,
-0.11165224015712738,
-0.0037229612935334444,
-0.013514615595340729,
-0.22070759534835815,
0.13202938437461853,
-0.03982652723789215,
0.2513135075569153,
-0.2826814651489258,
0.6035961508750916,
0.2368394136428833,
-0.7268573045730591,
0.15886928141117096,
-0.03317514806985855,
0.16360019147396088,
-0.7053864598274231,
-0.17479366064071655,
0.1737557053565979,
0.30639976263046265,
-0.10052651166915894,
-0.5843101739883423,
-0.10724873095750809,
-0.5969229936599731,
0.0676468163728714,
-0.08764774352312088,
-0.007199951447546482,
0.27254942059516907,
0.31676092743873596,
-0.1132473349571228,
-0.29199281334877014,
-0.29164403676986694,
-0.043549709022045135,
0.6388867497444153,
0.5717757940292358,
0.24936464428901672,
-0.26446110010147095,
-0.03528331220149994,
-0.0048988391645252705,
-0.2498837262392044,
0.23812323808670044,
0.4508410394191742,
-0.04611014947295189,
0.20690210163593292,
-0.09223952889442444,
-0.11051100492477417,
0.4826453626155853,
0.39295604825019836,
-0.2670423686504364,
-0.5352831482887268,
-0.193757101893425,
0.45859581232070923,
-0.5458217263221741,
0.6631379723548889,
0.39183032512664795,
-0.27086806297302246,
0.33976808190345764,
0.17071332037448883,
-0.24974030256271362,
-0.449055552482605,
-0.4093232750892639,
-0.47234559059143066,
-0.14648443460464478,
-0.18494708836078644,
-0.6864975094795227,
0.09950145334005356,
0.5609195828437805,
-0.35229581594467163,
-0.3996334969997406,
0.15136200189590454,
0.08575721085071564,
-0.5137891173362732,
-0.15944136679172516,
0.06736567616462708,
-0.08541569858789444,
-0.09129396826028824,
0.3063088655471802,
-0.25466978549957275,
-0.10859627276659012,
0.3411637544631958,
-0.056450776755809784,
0.4542243778705597,
-0.002045690780505538,
-0.024103645235300064,
-0.062138739973306656,
-0.3015029728412628,
-0.8583966493606567,
0.09621290117502213,
0.03489745035767555,
0.24311208724975586,
0.45774734020233154,
0.7207921743392944,
0.14023074507713318,
-0.04248093068599701,
0.2365344762802124,
0.22062130272388458,
0.4829646944999695,
-0.7249522805213928,
-0.6666076183319092,
0.07263874262571335,
0.4879474937915802,
-0.17152801156044006,
-0.13948670029640198,
-0.10281824320554733,
0.7534880042076111,
0.699846088886261,
-0.5075172781944275,
-0.40850889682769775,
-0.011509077623486519,
0.6828655004501343,
-0.20125915110111237,
-0.122667595744133,
-0.08400265127420425,
-0.4812272787094116,
0.14249689877033234,
-0.004226860590279102,
-0.6076416969299316,
-0.461971640586853,
0.3903040885925293,
-0.5871162414550781,
0.10992265492677689,
0.2573922872543335,
0.4812874495983124,
0.33831754326820374,
0.31721776723861694,
-0.07247362285852432,
0.2644464373588562,
0.38498443365097046,
-0.1781587302684784,
-0.3429936468601227,
-0.3187752366065979,
0.1177176684141159,
0.20870746672153473,
-0.0885905921459198,
0.44351068139076233,
0.15492033958435059,
0.28390368819236755,
-0.12598803639411926,
0.2703058421611786,
-0.06468287855386734,
-0.13669933378696442,
0.3617688715457916,
-0.4066820442676544,
0.3621758222579956,
-0.09857223927974701,
0.44613683223724365,
0.866294264793396,
0.30438050627708435,
0.5836815237998962,
0.14535199105739594,
0.007500377018004656,
0.772297203540802,
0.2137288749217987,
-0.6956434845924377,
0.278598427772522,
0.0938933938741684,
0.5293470025062561,
0.04748673364520073,
-0.036164846271276474,
-0.22434747219085693,
0.6155611276626587,
-0.07205456495285034,
-0.35527023673057556,
0.6033437252044678,
-0.19617891311645508,
-0.08349712938070297,
0.28240057826042175,
-0.3087724447250366,
0.6093926429748535,
0.28424781560897827,
-0.001719824387691915,
0.8457520604133606,
0.4921618402004242,
-0.42340633273124695,
-0.5283008217811584,
0.21512170135974884,
-0.24528461694717407,
0.2861189544200897,
-0.16017407178878784,
0.19917044043540955,
0.5544849038124084,
0.6499109864234924,
-0.11553923785686493,
0.17046219110488892,
0.27359020709991455,
0.2219839245080948,
0.32883113622665405,
-0.06615258753299713,
-0.05341332405805588,
0.07242409884929657,
-0.1464991569519043,
0.5076696276664734,
-0.35240116715431213,
-0.20080508291721344,
0.16757717728614807,
0.36693665385246277,
0.2188887894153595,
0.3855825364589691,
-0.036859579384326935,
0.6232548356056213,
0.05075768008828163,
-0.07446949183940887,
0.07858249545097351,
0.34011828899383545,
-0.5481056571006775,
-0.15583930909633636,
0.5837489366531372,
-0.3371666967868805,
-0.7313812375068665,
0.7145506143569946,
-0.0754203200340271,
0.5337436199188232,
-0.11673914641141891,
0.09729468077421188,
-0.4907676577568054,
0.23231376707553864,
0.5686089992523193,
-0.07514044642448425,
0.6070703268051147,
-0.03295415639877319,
0.07048850506544113,
0.67050701379776,
-0.4509589672088623,
0.3829503655433655,
-0.3483664393424988,
-0.7777222990989685,
-0.0362543910741806,
0.19836147129535675,
-0.0013619896490126848,
0.29449260234832764,
0.1348976492881775,
0.40657898783683777,
-0.16278761625289917,
-0.33170682191848755,
0.05833684280514717,
-0.38313689827919006,
-0.16752758622169495,
0.10805422812700272,
0.3923563063144684,
0.20969678461551666,
0.020275507122278214,
-1.234567403793335,
-0.1925956755876541,
-0.13887637853622437,
-0.11263522505760193,
0.5758433938026428,
-0.7473829984664917,
0.6399851441383362,
0.5874312520027161,
-0.24818088114261627,
-0.32741665840148926,
0.13258521258831024,
0.13275288045406342,
0.20882141590118408,
-0.3475649356842041,
0.3834499716758728,
-0.7598398327827454,
-0.13065455853939056,
-0.3295545279979706,
0.11739702522754669,
0.3311002850532532,
0.034741539508104324,
-0.35345911979675293,
-0.046437039971351624,
0.006922972854226828,
0.12878605723381042,
0.01291896402835846,
-0.22482791543006897,
0.3062237799167633,
-0.3491620123386383,
-0.35073333978652954,
-0.5508506298065186,
0.09459393471479416,
-0.22053205966949463,
0.3860514163970947,
-0.47186514735221863,
0.47635123133659363,
0.5004611611366272,
-0.3367759883403778,
0.6357865333557129,
0.23091571033000946,
-0.017733629792928696,
-0.6537575125694275,
0.31022515892982483,
-0.41507673263549805,
-0.16951768100261688,
-0.020014481619000435,
0.6317946314811707,
0.441382497549057,
-0.6498632431030273,
-0.19947367906570435,
-0.5283721089363098,
-0.3942843973636627,
0.36254680156707764,
0.016698716208338737,
0.23246686160564423,
-0.2393473982810974,
-0.01781178079545498,
-1.2905703783035278,
0.38513192534446716,
0.04623768851161003,
-0.22820641100406647,
-0.36898043751716614,
-0.3911844491958618,
-0.16578519344329834,
0.11040826886892319,
-0.4825788140296936,
-0.5403192043304443,
-0.43025246262550354,
0.10596579313278198
] |
In this paper, resonant tank design procedure and practical design considerations are presented for a high performance LLC multi-resonant dc-dc converter in a two-stage smart battery charger for neighborhood electric vehicle applications. The multi-resonant converter has been analyzed and its performance characteristics are presented. It eliminates both low and high frequency current ripple on the battery, thus maximizing battery life without penalizing the volume of the charger. Simulation and experimental results are presented for a prototype unit converting 390 V from the input dc link to an output voltage range of 48 V to 72 V dc at 650 W. The prototype achieves a peak efficiency of 96%.
|
[
0.01648990996181965,
0.017553793266415596,
-0.0038328818045556545,
0.011916766874492168,
-0.0029119709506630898,
-0.0421009436249733,
0.010812945663928986,
-0.0085144666954875,
-0.01582992821931839,
-0.007936546579003334,
0.0016038723988458514,
0.029618915170431137,
0.013876963406801224,
0.014161399565637112,
0.002811040263622999,
-0.013395920395851135,
-0.005156895145773888,
-0.013832089491188526,
0.01063042413443327,
-0.009569311514496803,
-0.0063771773129701614,
0.012169206514954567,
0.010402202606201172,
0.0020477210637181997,
-0.025071125477552414,
0.027191516011953354,
0.018477343022823334,
0.015434019267559052,
-0.008775481954216957,
0.0071897488087415695,
0.023896172642707825,
-0.003348259488120675,
-0.000045279040932655334,
-0.0016534560127183795,
0.004575696773827076,
0.028219496831297874,
-0.005508634261786938,
0.02116028591990471,
0.03390525281429291,
-0.004942221567034721,
0.010648609139025211,
-0.006150421220809221,
0.006062944419682026,
-0.008259712718427181,
-0.010447263717651367,
-0.004291491582989693,
-0.0009213133016601205,
-0.01619315706193447,
-0.02824556455016136,
0.005549000576138496,
-0.0090105552226305,
0.006464633159339428,
-0.014362098649144173,
-0.025659751147031784,
-0.006592092104256153,
-0.012215577065944672,
0.018422052264213562,
-0.02469722181558609,
0.03782707452774048,
0.01152194943279028,
-0.0036310176365077496,
-0.022675979882478714,
-0.036856114864349365,
-0.026333767920732498,
-0.01748037524521351,
-0.0670393854379654,
-0.014984003268182278,
0.015312939882278442,
-0.0054593333043158054,
-0.0058941408060491085,
-0.019970495253801346,
0.010506052523851395,
-0.02091301418840885,
-0.026231776922941208,
0.011467866599559784,
-0.01493473257869482,
-0.025958150625228882,
0.0015028574271127582,
-0.000863037770614028,
-0.017421692609786987,
-0.01884472742676735,
-0.01585843227803707,
0.025882888585329056,
0.019186988472938538,
-0.010746863670647144,
-0.011198601685464382,
-0.008114057593047619,
0.008020171895623207,
0.005701826885342598,
-0.009659282863140106,
0.0019159637158736587,
0.027577955275774002,
-0.006134442053735256,
-0.011847349815070629,
0.00655076839029789,
0.02506266161799431,
-0.011551732197403908,
-0.015622638165950775,
0.047732383012771606,
-0.0019023118074983358,
0.0063802567310631275,
0.019732659682631493,
0.010012127459049225,
-0.027393314987421036,
0.0018354658968746662,
0.011160032823681831,
0.009802045300602913,
-0.0008596060797572136,
-0.023005286231637,
0.006864689290523529,
0.0024086933117359877,
-0.00410804059356451,
-0.022667143493890762,
-0.007744964212179184,
-0.01334146223962307,
0.01581755466759205,
0.01271417923271656,
-0.011106807738542557,
0.004236610606312752,
0.012771941721439362,
0.00039480626583099365,
0.02316873148083687,
0.0027137398719787598,
-0.008516957983374596,
0.009966571815311909,
0.019232189282774925,
-0.01102050207555294,
-0.001838216558098793,
-0.008543120697140694,
0.011322790756821632,
-0.012882563285529613,
0.0032736726570874453,
-0.03306368738412857,
-0.0319024994969368,
0.01460065133869648,
0.008989661931991577,
-0.0011151181533932686,
-0.02108699083328247,
0.002690317574888468,
0.009201566688716412,
-0.016884569078683853,
0.009898542426526546,
0.00017158628907054663,
0.023323381319642067,
0.006044846959412098,
-0.008645283989608288,
0.01634867675602436,
-0.004142511170357466,
0.01723054051399231,
-0.02165427803993225,
-0.0011387985432520509,
-0.004381110891699791,
-0.00024974613916128874,
-0.01931149512529373,
0.015802277252078056,
0.00023179245181381702,
-0.017524372786283493,
-0.0015111202374100685,
-0.008786598220467567,
0.01936970464885235,
-0.016683204099535942,
0.0024917665868997574,
0.011993376538157463,
0.010913873091340065,
-0.005141186062246561,
0.008298876695334911,
0.014829670079052448,
-0.010494214482605457,
-0.009198860265314579,
0.0009136036969721317,
0.004306876100599766,
0.010665930807590485,
0.007530091796070337,
0.008891012519598007,
0.003893149085342884,
-0.01355657633394003,
-0.0011653145775198936,
0.007445452734827995,
-0.018581636250019073,
0.06723800301551819,
0.03418416529893875,
0.008407465182244778,
-0.005192454904317856,
-0.006312178447842598,
0.017404887825250626,
-0.022032294422388077,
0.0025713490322232246,
-0.010397357866168022,
-0.0037330552004277706,
0.018777109682559967,
0.024013062939047813,
-0.002438670489937067,
-0.008690273389220238,
-0.019608506932854652,
0.02064165472984314,
0.0031213508918881416,
0.030395738780498505,
-0.0025596863124519587,
-0.0062055643647909164,
-0.014279586263000965,
0.03091086633503437,
-0.021086756139993668,
0.015154890716075897,
-0.05120669677853584,
-0.013463581912219524,
0.012563317082822323,
-0.008872034959495068,
-0.015465578064322472,
0.00556663004681468,
0.01902523636817932,
0.03631564974784851,
0.028448741883039474,
-0.028319301083683968,
-0.0038693882524967194,
0.021709777414798737,
-0.0007330212974920869,
-0.026168571785092354,
-0.03454681485891342,
-0.0051806531846523285,
-0.014955592341721058,
-0.005064051598310471,
0.020078197121620178,
0.011355673894286156,
-0.027231326326727867,
-0.006251463666558266,
0.00706862797960639,
-0.006331608165055513,
0.014216545969247818,
0.009245255030691624,
0.00321538420394063,
0.01574881747364998,
-0.016614865511655807,
-0.01545984297990799,
0.017915181815624237,
0.005615305155515671,
0.02912314236164093,
0.00859113410115242,
-0.011291177943348885,
0.007148995064198971,
-0.017421910539269447,
-0.0028951119165867567,
0.013226932846009731,
0.04143320024013519,
0.02302805706858635,
0.01671871915459633,
0.008830780163407326,
0.02314908057451248,
0.006874419748783112,
0.011088283732533455,
-0.001005594851449132,
0.005759931169450283,
0.013654842972755432,
0.0024429515469819307,
0.016048289835453033,
0.00037163030356168747,
0.0022135404869914055,
-0.03826148435473442,
0.03422795981168747,
0.025924500077962875,
0.011636650189757347,
0.00336233782581985,
0.0019112778827548027,
-0.029759922996163368,
-0.022158442065119743,
-0.018340900540351868,
0.004982395097613335,
0.0029564518481492996,
-0.025234464555978775,
-0.007714066654443741,
-0.00023521855473518372,
0.008870386518537998,
-0.013798749074339867,
-0.005514260847121477,
-0.0813567042350769,
-0.014050442725419998,
-0.006339007057249546,
-0.004787425044924021,
0.010004803538322449,
-0.03747934103012085,
-0.004231579136103392,
0.014232212677598,
-0.014950716868042946,
0.021890081465244293,
-0.008428409695625305,
0.02498648129403591,
-0.02591049298644066,
-0.009299024939537048,
0.005548364482820034,
-0.015262541361153126,
0.011168787255883217,
-0.02323595993220806,
-0.0189711544662714,
0.0056997742503881454,
0.005138159729540348,
-0.0068512954749166965,
0.012668567709624767,
0.010133074596524239,
-0.010399620980024338,
0.013283351436257362,
0.015501611866056919,
0.00439497921615839,
-0.015751376748085022,
0.008876295760273933,
-0.02169400453567505,
-0.003872317261993885,
0.0017329175025224686,
-0.0007940474897623062,
-0.003250931855291128,
-0.0023114667274057865,
-0.029589902609586716,
0.005173605866730213,
-0.026656586676836014,
0.027545593678951263,
-0.007284711115062237,
0.007440508343279362,
0.00904587097465992,
0.003463886911049485,
-0.0049462090246379375,
0.015366579405963421,
0.0019979700446128845,
0.01884085312485695,
0.012316267937421799,
0.0022780674044042826,
0.014001215808093548,
-0.006527457386255264,
0.015821613371372223,
0.018527470529079437,
-0.0027164809871464968,
-0.017928311601281166,
-0.006557418033480644,
0.006507589481770992,
-0.007915657944977283,
-0.021223215386271477,
0.009936854243278503,
0.0005350527353584766,
0.006782280746847391,
0.03013165108859539,
0.02001941204071045,
-0.008489302359521389,
0.006320376414805651,
0.0007683020085096359,
-0.001606473233550787,
0.010348290205001831,
-0.005201015621423721,
-0.013719622977077961,
0.010420393198728561,
0.000018110440578311682,
-0.013543626293540001,
-0.01627388224005699,
-0.017655659466981888,
-0.0037058587186038494,
0.004266479052603245,
-0.03241736441850662,
-0.022626610472798347,
0.0022568940185010433,
-0.007547142915427685,
0.015587389469146729,
-0.021247699856758118,
0.035851869732141495,
0.0013336874544620514,
0.004520255606621504,
-0.002707286737859249,
-0.006571833975613117,
0.020544923841953278,
-0.038926586508750916,
-0.02346527948975563,
0.0016334933461621404,
-0.006866125389933586,
-0.05077746883034706,
-0.021252714097499847,
0.011713661253452301,
-0.004548429511487484,
0.010024992749094963,
0.02421768195927143,
-0.0005719820037484169,
-0.011793646961450577,
-0.009461473673582077,
0.012627238407731056,
0.01064123772084713,
0.0000298783415928483,
-0.002083507366478443,
0.0076587325893342495,
-0.009743314236402512,
0.008037026971578598,
0.0026517994701862335,
-0.01356926467269659,
0.05047038197517395,
0.008352560922503471,
0.026592925190925598,
0.0022679122630506754,
-0.03578828275203705,
0.07174433767795563,
0.015283321030437946,
-0.0031698003876954317,
-0.01345103234052658,
-0.00316819129511714,
0.004828674718737602,
-0.0038364508654922247,
0.002360109006986022,
0.008751102723181248,
-0.002383920829743147,
0.013256080448627472,
0.01765863224864006,
-0.023302612826228142,
0.019430411979556084,
0.03862076252698898,
0.0027174940332770348,
-0.007780676707625389,
0.0018761837854981422,
0.02058148756623268,
0.00339557696133852,
0.0013257265090942383,
-0.034896522760391235,
0.015172209590673447,
-0.005057946778833866,
-0.0026147151365876198,
0.012463381513953209,
0.015039638616144657,
-0.01817976124584675,
-0.0017549698241055012,
0.0046724663116037846,
0.012445870786905289,
-0.012683818116784096,
-0.002447641920298338,
-0.01447160542011261,
0.006860500667244196,
0.011486053466796875,
0.004530561156570911,
0.004428229294717312,
0.012383310124278069,
0.026415862143039703,
0.01305291336029768,
-0.01328047551214695,
0.00785321556031704,
-0.000806654104962945,
-0.022400926798582077,
-0.027334019541740417,
-0.010749508626759052,
-0.004576853476464748,
0.0006002699956297874,
0.009915289469063282,
-0.0008292472921311855,
-0.012021597474813461,
0.02094431407749653,
-0.0009293714538216591,
0.013859067112207413,
-0.0022651818580925465,
0.001731812721118331,
-0.006606202572584152,
0.026745755225419998,
-0.03714653477072716,
-0.002851717406883836,
-0.0070206113159656525,
-0.01787613518536091,
0.018527209758758545,
-0.030495617538690567,
-0.01769085042178631,
-0.0009590098634362221,
-0.015369758009910583,
0.022283107042312622,
-0.007601659744977951,
-0.007311873137950897,
-0.01265239529311657,
0.009087403304874897,
-0.0016459822654724121,
0.005844744388014078,
0.0216558538377285,
-0.013578904792666435,
-0.015232622623443604,
0.011136948131024837,
0.013662794604897499,
0.00959419272840023,
0.004822328221052885,
0.0010884411167353392,
0.004627427086234093,
0.03112567402422428,
0.03279323875904083,
-0.01969185099005699,
-0.07500866055488586,
-0.009561674669384956,
0.013202967122197151,
-0.01010860688984394,
0.022854316979646683,
0.005404029041528702,
-0.014372574165463448,
-0.02019924484193325,
0.007012728601694107,
0.006128883920609951,
0.043426837772130966,
-0.021060694009065628,
0.0021861400455236435,
0.004856205079704523,
0.007676644716411829,
-0.019629083573818207,
0.0009303763508796692,
0.019546717405319214,
-0.042619578540325165,
0.014429103583097458,
0.041494473814964294,
-0.006556006148457527,
-0.0016646753065288067,
-0.008160090073943138,
0.003014189889654517,
-0.08074241131544113,
-0.02060069516301155,
-0.00896244216710329,
-0.005478907376527786,
-0.02857913076877594,
0.0025804806500673294,
0.025645846500992775,
-0.026880376040935516,
0.019810177385807037,
-0.009832579642534256,
0.0046227434650063515,
0.023415647447109222,
0.013922668993473053,
-0.024151984602212906,
0.010126054286956787,
-0.0027347346767783165,
0.021399619057774544,
0.006167630199342966,
0.011610910296440125,
-0.006293114274740219,
-0.025366131216287613,
-0.019663624465465546,
-0.009130765683948994,
-0.015299725346267223,
-0.004833130165934563,
-0.014747382141649723,
-0.0178242065012455,
0.015045056119561195,
-0.004299742169678211,
0.006146527826786041,
0.015196220949292183,
-0.004309084266424179,
-0.014013063162565231,
-0.008208335377275944,
-0.012486464343965054,
-0.018189650028944016,
0.006567014381289482,
0.012536775320768356,
-0.03201017156243324,
-0.009482058696448803,
0.004406810272485018,
0.01273270882666111,
0.00573496799916029,
0.013703394681215286,
-0.02064821682870388,
-0.005375259555876255,
0.004428572952747345,
-0.006528114899992943,
0.0000879031140357256,
-0.01191872451454401,
0.007204859517514706,
-0.0006705708801746368,
-0.011011919938027859,
-0.015079009346663952,
-0.013095660135149956,
0.008640268817543983,
0.0015668189153075218,
0.01563621126115322,
-0.019725127145648003,
-0.002955599222332239,
0.001900258706882596,
0.009793001227080822,
0.012723616324365139,
0.07225172966718674,
-0.06500449776649475,
0.011856699362397194,
-0.009596023708581924,
-0.012471557594835758,
0.005114999134093523,
-0.05052582919597626,
0.010526323691010475,
0.015436599031090736,
-0.0029691895470023155,
0.00015803566202521324,
-0.013913251459598541,
-0.007859878242015839,
0.003430565819144249,
0.002967321779578924,
0.004091220907866955,
0.039341919124126434,
-0.0005795799661427736,
0.03151992708444595,
-0.05402064695954323,
-0.007986930198967457,
-0.04709448292851448,
0.00008223415352404118,
0.02034882828593254,
0.010515720583498478,
0.0003864596947096288,
0.00007504376117140055,
-0.021440111100673676,
-0.04192471131682396,
-0.009656395763158798,
-0.028365686535835266,
0.024052157998085022,
0.0009496815036982298,
-0.018198484554886818,
0.021665140986442566,
0.017743626609444618,
-0.009375134482979774,
0.0073229651898145676,
0.0037424378097057343,
0.0005076441448181868,
-0.0346769317984581,
0.019771799445152283,
-0.0014004996046423912,
0.004676932469010353,
-0.027316303923726082,
-0.004481947980821133,
0.019556496292352676,
-0.004113357048481703,
-0.008775903843343258,
0.010157844051718712,
0.019457055255770683,
-0.009898161515593529,
0.010206170380115509,
-0.014548368752002716,
0.015962665900588036,
0.0007437714375555515,
0.00606538075953722,
0.007055335678160191,
-0.0007534861797466874,
-0.015496295876801014,
-0.001456843689084053,
-0.014655949547886848,
-0.02361433207988739,
0.0028436945285648108,
0.03229905292391777,
-0.0018005096353590488,
-0.010114163160324097,
-0.019779685884714127,
0.004437935538589954,
0.0098347757011652,
-0.0038142341654747725,
0.00445513054728508,
0.0008029888267628849,
0.01575862057507038,
0.018002241849899292,
0.0005255872383713722,
0.011691088788211346,
-0.019310802221298218,
0.0011525562731549144,
0.011414343491196632,
0.004028583411127329,
0.006737766787409782,
-0.006784387398511171,
0.0030571292154490948,
0.012950072064995766,
0.01285986602306366,
0.0018992121331393719,
0.007336585316807032,
0.0037147761322557926,
0.011151343584060669,
0.007649698760360479,
-0.006656801328063011,
0.0026394841261208057,
-0.007072258275002241,
0.001110841054469347,
0.034443095326423645,
-0.007343676872551441,
0.018407616764307022,
0.0038825601805001497,
-0.010257598012685776,
0.01579492911696434,
0.009156368672847748,
0.006898711435496807,
-0.0171587523072958,
0.017095161601901054,
-0.0008780729258432984,
-0.010955359786748886,
-0.02554062008857727,
-0.012831749394536018,
0.01919771544635296,
0.034103743731975555,
0.007438296917825937,
0.0003906197380274534,
-0.0043276469223201275,
-0.0007831903640180826,
0.03557942435145378,
0.002038188511505723,
0.005690667778253555,
0.021009797230362892,
-0.008189793676137924,
-0.016361985355615616,
0.0034645958803594112,
0.02032983861863613,
-0.0031435824930667877,
0.007188722956925631,
0.014601471833884716,
-0.01268497109413147,
0.023773973807692528,
0.0014204662293195724,
0.01825704239308834,
0.023822423070669174,
-0.019010763615369797,
-0.0026366219390183687,
0.004076521843671799,
0.0005968136247247458,
-0.026734216138720512,
-0.00803790520876646,
0.028495917096734047,
0.021280895918607712,
-0.003640306182205677,
0.03316584974527359,
0.004582783207297325,
0.0012718909420073032,
-0.011539321392774582,
0.008147664368152618,
-0.004373318515717983,
-0.010499617084860802,
0.02937301993370056,
0.00009623309597373009,
-0.004667801782488823,
-0.004844137467443943,
0.002922224346548319,
0.019715609028935432,
-0.006388957612216473,
-0.01605420932173729,
0.011502491310238838,
0.006965245120227337,
0.0019455901347100735,
-0.00357009656727314,
0.015730462968349457,
-0.0009971775580197573,
0.03512468934059143,
-0.012418628670275211,
0.025944970548152924,
-0.036603059619665146,
0.0005097063258290291,
0.006906952243298292,
-0.0038032615557312965,
0.017739884555339813,
-0.0036099404096603394,
0.010217279195785522,
0.005415317602455616,
0.011066943407058716,
0.0070703537203371525,
-0.016798920929431915,
-0.008039532229304314,
-0.002425447106361389,
-0.006912338547408581,
-0.013945001177489758,
-0.003766742069274187,
-0.0036571468226611614,
-0.03279542177915573,
-0.01847536861896515,
-0.011873404495418072,
0.0023958710953593254,
0.023190999403595924,
-0.013273737393319607,
-0.035951774567365646,
0.009162697941064835,
-0.009480585344135761,
-0.005724288523197174,
0.02018417790532112,
-0.01567997597157955,
-0.00796392373740673,
-0.011175058782100677,
0.00013532373122870922,
-0.007883084937930107,
0.01754387654364109,
0.004489895887672901,
-0.001346631906926632,
-0.0020127389580011368,
-0.017547572031617165
] |
[
0.14807942509651184,
-0.1894323080778122,
0.502598226070404,
0.23952823877334595,
-0.23309575021266937,
0.20647236704826355,
-0.14885076880455017,
-0.840889036655426,
0.06277505308389664,
-0.22437459230422974,
-0.044966474175453186,
0.9197158217430115,
-0.01000963244587183,
0.3277718126773834,
0.277402400970459,
0.7060099244117737,
0.677996814250946,
0.19901475310325623,
-0.27654895186424255,
-0.6429115533828735,
-0.06024373695254326,
-0.6210733652114868,
0.9850719571113586,
0.29644760489463806,
-0.11854001879692078,
0.0676761046051979,
0.7689619660377502,
0.33736392855644226,
0.029867136850953102,
0.15730305016040802,
-0.056794434785842896,
0.5807183384895325,
0.026894008740782738,
-0.3533254563808441,
0.5983332991600037,
-0.07812433689832687,
0.06321026384830475,
-0.3721899688243866,
0.14578011631965637,
-0.499298095703125,
-0.18152005970478058,
-0.18684948980808258,
0.20919065177440643,
0.35884803533554077,
0.1810755431652069,
-0.2698475122451782,
-0.9682914614677429,
-0.3882557153701782,
-0.4398824870586395,
-0.12040325999259949,
0.022724544629454613,
0.2176232635974884,
0.005369760096073151,
0.6331014037132263,
-0.2848702371120453,
0.23508737981319427,
-0.8157526254653931,
-0.34754809737205505,
0.3470315933227539,
-0.34001675248146057,
0.13538837432861328,
-0.257754921913147,
-0.2208426594734192,
0.4246562123298645,
0.10760130733251572,
0.36725184321403503,
0.0443376749753952,
-0.0860307514667511,
-0.5051090121269226,
0.46838653087615967,
0.1915583312511444,
-0.06704683601856232,
-0.02181888557970524,
0.13284604251384735,
-0.3585420846939087,
0.1222049817442894,
-0.18829390406608582,
-0.1725040078163147,
0.20316635072231293,
0.32916104793548584,
0.27410390973091125,
0.08279936015605927,
0.5904980897903442,
-0.1705491542816162,
0.4533858597278595,
0.34129953384399414,
-0.159720316529274,
0.3635931611061096,
-0.7811374664306641,
0.5103089809417725,
-0.469243586063385,
-0.1751987487077713,
0.21795505285263062,
0.7403765320777893,
0.1596737504005432,
0.13968205451965332,
0.027150455862283707,
-0.021410953253507614,
0.16968755424022675,
0.41055282950401306,
0.37745827436447144,
0.22900240123271942,
-0.10539460927248001,
-0.0296096820384264,
-0.2809785306453705,
-0.5682243704795837,
-0.9314796328544617,
-0.7196509838104248,
-0.25057658553123474,
0.5013030767440796,
-0.6126822233200073,
0.19179914891719818,
0.3183518350124359,
-0.3750609755516052,
-0.15176266431808472,
-0.11708823591470718,
-0.03921431675553322,
0.09244074672460556,
0.5745231509208679,
0.7493278384208679,
0.14312180876731873,
1.0517946481704712,
-0.12574535608291626,
0.22458556294441223,
0.07343316078186035,
-0.027781076729297638,
0.49498721957206726,
0.5410439372062683,
-0.6419283151626587,
0.5861757397651672,
0.24976672232151031,
0.8125671744346619,
0.11323250085115433,
-0.12034229934215546,
-0.2292645424604416,
-0.6463978290557861,
0.12884120643138885,
0.06680712848901749,
0.005099728237837553,
0.2279449850320816,
-0.2800290882587433,
-0.6318034529685974,
0.07643125206232071,
-0.06855633854866028,
-0.2754373252391815,
-0.36576348543167114,
-0.4495852291584015,
0.071757972240448,
-0.2823795676231384,
-0.15623733401298523,
0.02200116217136383,
0.08034085482358932,
-0.7771260738372803,
-0.1420987993478775,
-0.37862080335617065,
0.31464019417762756,
-0.33340081572532654,
-0.09143855422735214,
-0.1696666032075882,
0.20411479473114014,
0.010975267738103867,
-0.025717569515109062,
-0.3906807601451874,
0.08987228572368622,
0.030294490978121758,
-0.35111311078071594,
0.2048119753599167,
0.0529390387237072,
-0.04869704693555832,
0.08735571056604385,
-0.017917703837156296,
-0.1873873621225357,
-0.6315548419952393,
-0.27266189455986023,
0.13004055619239807,
0.10116817057132721,
0.6188614964485168,
0.43884772062301636,
-0.17992141842842102,
0.23576246201992035,
-0.8738005757331848,
-0.047487229108810425,
-0.09376030415296555,
-0.3111271560192108,
0.29476702213287354,
0.41031959652900696,
0.43013808131217957,
-0.037352703511714935,
0.14270715415477753,
0.024292759597301483,
-0.14168530702590942,
0.09003875404596329,
0.48470035195350647,
-0.7068210244178772,
1.5287851095199585,
-0.4878137409687042,
-0.27989864349365234,
0.437534898519516,
0.045681629329919815,
0.5051040053367615,
0.12059798836708069,
0.28368905186653137,
0.5813301205635071,
-0.5031183362007141,
-0.4124142825603485,
-0.04526262357831001,
0.12746576964855194,
-0.01672818697988987,
-0.2545663118362427,
-0.18008247017860413,
0.4381715655326843,
-0.3421401381492615,
0.1480926126241684,
-0.39748281240463257,
0.24450090527534485,
-0.28515562415122986,
0.11444269865751266,
0.2737753689289093,
0.3847426474094391,
0.25457465648651123,
0.8791863918304443,
-0.40358102321624756,
0.17773118615150452,
0.8577665686607361,
-0.4219505786895752,
0.09414239227771759,
0.6138986945152283,
0.25849413871765137,
0.45153266191482544,
-0.2591734230518341,
-0.4654219150543213,
-0.0003567190433386713,
-0.02412796951830387,
-0.3094542622566223,
0.08291742950677872,
0.002589708659797907,
-0.02118625119328499,
-0.10829133540391922,
0.20181801915168762,
0.233489528298378,
-0.015537231229245663,
0.6081206202507019,
-0.536125898361206,
0.5052778720855713,
0.30142703652381897,
-0.43812280893325806,
-0.1757967323064804,
0.3434026539325714,
-0.27718478441238403,
-0.5439743995666504,
0.20829269289970398,
0.3697699010372162,
0.42364901304244995,
-0.5131219625473022,
0.20406094193458557,
-0.2839176654815674,
0.015735020861029625,
-0.35282257199287415,
-0.4007987678050995,
-0.3109435439109802,
-0.38764315843582153,
-0.0719311311841011,
0.04501991719007492,
-0.22583647072315216,
0.01115897111594677,
-0.3349088132381439,
-0.7310519814491272,
-0.155353844165802,
0.11789006739854813,
0.3156488537788391,
0.1252070516347885,
0.3029558062553406,
-0.15211525559425354,
-0.13873310387134552,
-0.018986251205205917,
-0.6026526093482971,
0.021080050617456436,
0.126292422413826,
-0.5491297841072083,
-0.46050551533699036,
0.36647820472717285,
0.5464751720428467,
0.8639028668403625,
-0.27115926146507263,
-0.6097788214683533,
0.22452585399150848,
0.13369370996952057,
-0.11911091208457947,
-0.4859674572944641,
-0.7088828086853027,
-0.07556614279747009,
-0.08730626106262207,
0.09042444825172424,
0.03987550362944603,
0.25637897849082947,
0.8103809356689453,
-0.09882554411888123,
0.3659088909626007,
0.6365126371383667,
-0.10762637108564377,
-0.2156236171722412,
0.06988257169723511,
-0.3577994406223297,
-0.09919469058513641,
-0.07018263638019562,
-0.692728579044342,
-0.5556505918502808,
0.34172323346138,
-5.935085773468018,
0.09128625690937042,
-0.7273820042610168,
-0.0660112276673317,
-0.06802579015493393,
0.1813858598470688,
0.4964912533760071,
-0.2930372953414917,
0.052158888429403305,
-0.06306920200586319,
-0.5267964005470276,
0.6121811270713806,
0.07228652387857437,
-0.06707312166690826,
0.1998484581708908,
0.40787285566329956,
0.43072494864463806,
0.06488826125860214,
0.4562866687774658,
-0.11298024654388428,
0.3181765079498291,
-0.3380524218082428,
-0.3946637213230133,
0.2981393337249756,
0.5252267718315125,
-0.1147897019982338,
-0.7884696125984192,
0.11122012138366699,
-0.4917806386947632,
-0.1585414707660675,
-0.2070813924074173,
-0.508811891078949,
-0.24982251226902008,
0.060769159346818924,
0.44920995831489563,
0.4356968402862549,
0.10874839127063751,
-0.060867007821798325,
0.13705426454544067,
-0.15676411986351013,
0.42870765924453735,
0.11367897689342499,
0.10253380984067917,
0.1385265737771988,
-0.2315146028995514,
-0.14328044652938843,
-0.3785836398601532,
0.19941464066505432,
-0.007703511975705624,
0.9918360710144043,
-0.20358721911907196,
-0.2779446244239807,
0.6203252077102661,
0.16223619878292084,
-0.062534399330616,
-0.24464645981788635,
0.22700926661491394,
0.23032651841640472,
0.031608808785676956,
0.27407240867614746,
-0.5052798986434937,
-0.27694129943847656,
-0.23617354035377502,
-0.5221952795982361,
-0.4217386543750763,
0.49769720435142517,
-0.672933042049408,
-0.5147024393081665,
0.4252845048904419,
0.5308459401130676,
-0.6251251697540283,
0.44669345021247864,
0.23428282141685486,
-0.783812403678894,
0.5355373024940491,
-0.4980994164943695,
0.054291434586048126,
0.035162076354026794,
-0.4090912938117981,
0.27939572930336,
0.19764426350593567,
-0.1707630604505539,
0.03934483602643013,
0.04895464703440666,
-0.027490857988595963,
-0.36647099256515503,
-0.2942568063735962,
-0.4643298387527466,
0.6203497052192688,
0.10408712178468704,
0.7211941480636597,
-0.35272926092147827,
0.21664837002754211,
0.28897181153297424,
0.14419995248317719,
-0.21521775424480438,
0.3505525290966034,
0.29166173934936523,
0.029854506254196167,
-0.6406149864196777,
0.4847540557384491,
0.2763842046260834,
-0.19819682836532593,
-0.6786296963691711,
-0.3032912611961365,
-0.07056447118520737,
-0.27856770157814026,
-0.3041381537914276,
0.19825267791748047,
-0.23079434037208557,
0.20577305555343628,
-0.3660880923271179,
-0.6724627017974854,
-0.22645984590053558,
0.7636393904685974,
0.023369373753666878,
-0.3070303499698639,
0.49023666977882385,
0.1953008472919464,
-0.2138369381427765,
0.6428869962692261,
-0.006872361525893211,
0.24311116337776184,
-0.3630683422088623,
-0.017090678215026855,
0.2133813351392746,
0.1294192671775818,
0.7861829400062561,
-0.7012611627578735,
0.012252283282577991,
0.22801519930362701,
0.2293163388967514,
-0.20155969262123108,
0.19168047606945038,
-0.18840563297271729,
-0.4992487132549286,
-0.5500916838645935,
-0.010976302437484264,
0.18776585161685944,
0.10493776202201843,
0.17754410207271576,
-0.00924989115446806,
-0.11985659599304199,
-0.25005534291267395,
0.3931731879711151,
0.1713418960571289,
-0.030467882752418518,
-0.18091978132724762,
-0.3716289699077606,
-0.00781371258199215,
0.18142178654670715,
-0.6524772047996521,
0.0827353373169899,
-0.004694974049925804,
-0.15170571208000183,
0.06850853562355042,
0.2694224417209625,
0.28802359104156494,
0.3150811493396759,
-0.4663088619709015,
0.5303598046302795,
0.04491867497563362,
-1.0227549076080322,
0.3053071200847626,
0.1816607415676117,
0.29222050309181213,
-0.6472806334495544,
-0.32889652252197266,
0.07383030652999878,
0.5597872138023376,
-0.46115678548812866,
-0.5073620080947876,
-0.4570556879043579,
-0.6107991337776184,
0.684729278087616,
-0.04678787663578987,
0.18058469891548157,
0.12877319753170013,
0.42169755697250366,
-0.4733980894088745,
0.09034783393144608,
-0.23778900504112244,
-0.2646082043647766,
0.238040491938591,
0.9832925796508789,
-0.2312193214893341,
-0.5673007965087891,
-0.19436007738113403,
-0.2224004864692688,
-0.20141085982322693,
0.5606516003608704,
0.25533822178840637,
0.23351998627185822,
0.059973668307065964,
0.138706773519516,
-0.4807406961917877,
0.2492384910583496,
0.2044966220855713,
-0.5520081520080566,
-0.8136805891990662,
-0.22844304144382477,
0.5116137862205505,
-0.33533409237861633,
0.6898685097694397,
0.07241380959749222,
0.007757948711514473,
0.2782108783721924,
0.37268686294555664,
-0.27287378907203674,
0.07910726219415665,
0.053245652467012405,
-0.7721699476242065,
0.13875272870063782,
-0.027498802170157433,
-0.46711334586143494,
0.09099771082401276,
0.44919735193252563,
-0.5019543170928955,
-0.6087746024131775,
-0.12133301049470901,
-0.12294282764196396,
-0.8322585821151733,
-0.12031570076942444,
0.16258682310581207,
-0.3961450159549713,
-0.13787570595741272,
0.40262702107429504,
-0.47344493865966797,
-0.13522818684577942,
0.12537027895450592,
-0.575324296951294,
0.0562262125313282,
0.5007750988006592,
-0.18358442187309265,
-0.22972026467323303,
0.014411178417503834,
-0.7997583150863647,
0.24870680272579193,
-0.8553809523582458,
0.041085708886384964,
-0.11882152408361435,
0.29756054282188416,
-0.05104522779583931,
-0.46574166417121887,
-0.3355003297328949,
0.08307037502527237,
0.5434562563896179,
-0.4192151725292206,
-0.903822660446167,
-0.16056500375270844,
0.456223726272583,
-0.48071542382240295,
0.016132406890392303,
-0.20979587733745575,
1.0737990140914917,
-0.052168264985084534,
-0.08219137787818909,
-0.6798361539840698,
0.057198747992515564,
0.6860076785087585,
-0.30447208881378174,
-0.005360431037843227,
-0.2833690345287323,
-0.10202958434820175,
0.1480981707572937,
0.5814264416694641,
0.08637771755456924,
-1.121265172958374,
0.14949770271778107,
-0.06773270666599274,
0.32309284806251526,
-0.0302848219871521,
0.6189192533493042,
0.8441344499588013,
-0.014211315661668777,
0.2056017369031906,
-0.5655218362808228,
0.031041573733091354,
0.02501300908625126,
0.13248036801815033,
0.026899663731455803,
-0.3298640847206116,
0.0009618182084523141,
0.10990095138549805,
0.3512532413005829,
0.342474102973938,
-0.037461597472429276,
0.008752112276852131,
0.19235552847385406,
-0.03825618699193001,
0.2914140224456787,
0.06813907623291016,
-0.4143340289592743,
-0.18190374970436096,
-0.19047322869300842,
0.34008070826530457,
0.5308206081390381,
-0.23229609429836273,
0.034013308584690094,
-0.29226186871528625,
0.030280418694019318,
1.241337776184082,
0.6467635035514832,
-0.5529529452323914,
0.5652102828025818,
0.21369804441928864,
0.5355600714683533,
0.33478105068206787,
-0.32341673970222473,
-0.2633891701698303,
0.48015475273132324,
0.31153085827827454,
-0.22316382825374603,
0.6747355461120605,
-0.35664641857147217,
-0.16422028839588165,
0.37328654527664185,
0.2888074219226837,
0.3641473948955536,
0.23348169028759003,
0.3824625313282013,
0.5998677611351013,
0.6102861762046814,
-0.17197786271572113,
-0.7496585249900818,
0.38596394658088684,
-0.5327871441841125,
-0.4815318286418915,
0.49343234300613403,
-0.028496617451310158,
0.3641608953475952,
0.6182584762573242,
-0.6938941478729248,
0.34887805581092834,
0.1224377378821373,
0.5739584565162659,
-0.19478674232959747,
-0.07180205732584,
-0.6858032941818237,
0.24063986539840698,
0.22054407000541687,
0.43381062150001526,
-0.12636904418468475,
0.16628801822662354,
-0.040005624294281006,
0.7802542448043823,
0.07056360691785812,
-0.21571208536624908,
-0.4112381935119629,
0.3861417770385742,
0.02113616280257702,
0.06272933632135391,
-0.06767444312572479,
-0.12738843262195587,
-0.7813770771026611,
-0.2756780683994293,
0.26496192812919617,
-0.12756198644638062,
0.1509493738412857,
0.2054591178894043,
-0.00326141738332808,
0.803211510181427,
-0.05697469413280487,
0.02522442117333412,
-0.3934378921985626,
0.127691388130188,
0.41813400387763977,
-0.23467929661273956,
-0.3615238666534424,
-0.13070283830165863,
-0.11020022630691528,
0.25881513953208923,
-0.463087797164917,
0.3502151668071747,
0.036192987114191055,
-0.5791680216789246,
0.10899954289197922,
0.17698560655117035,
-0.2502557337284088,
0.5336501002311707,
-0.3244713842868805,
0.7957191467285156,
-0.390371710062027,
-0.31708264350891113,
0.23306851089000702,
-0.09464425593614578,
-0.2999160885810852,
-0.00018948627985082567,
0.39122912287712097,
-0.3332037627696991,
0.3126906454563141,
-0.6058427095413208,
-0.2433292120695114,
0.11439621448516846,
-0.15079179406166077,
-0.29288870096206665,
-0.04526356980204582,
0.3529897928237915,
0.6848830580711365,
0.33039602637290955,
0.38270896673202515,
0.17773231863975525,
-0.05413001775741577,
0.4790157377719879,
-0.46246588230133057,
0.4712570607662201,
-0.8012699484825134,
0.13269923627376556,
-0.7406165599822998,
-0.18748028576374054,
0.5135325789451599,
0.206746906042099,
0.05680417641997337,
-0.04901286959648132,
-0.37268897891044617,
0.2540123760700226,
0.6661970615386963,
-0.49675115942955017,
0.13655827939510345,
-0.7005602121353149,
-0.698285698890686,
-0.4666634798049927,
0.26946011185646057,
0.07172825187444687,
0.2860788404941559,
-0.21427911520004272,
0.29613929986953735,
0.2797582447528839,
-0.30184686183929443,
0.1345137059688568,
0.10079474002122879,
-0.24388200044631958,
-0.4177609980106354,
0.623777449131012,
-0.322189062833786,
0.47498586773872375,
-0.14025503396987915,
-0.09413734078407288,
0.043205928057432175,
-0.2775026559829712,
0.28421255946159363,
-0.37518924474716187,
-0.20460014045238495,
-0.008546109311282635,
-0.27617689967155457,
0.041767559945583344,
-0.5497444868087769,
-0.3260646164417267,
-0.38181012868881226,
0.5636586546897888,
0.14408423006534576,
-0.4443109333515167,
-0.15756960213184357,
-0.30804163217544556,
-0.11005793511867523,
-0.08152084797620773,
-0.16865895688533783,
-0.3549583852291107,
-0.35465389490127563,
-0.3755987584590912
] |
We propose a new approach to value function approximation which combines linear temporal difference reinforcement learning with subspace identification. In practical applications, reinforcement learning (RL) is complicated by the fact that state is either high-dimensional or partially observable. Therefore, RL methods are designed to work with features of state rather than state itself, and the success or failure of learning is often determined by the suitability of the selected features. By comparison, subspace identification (SSID) methods are designed to select a feature set which preserves as much information as possible about state. In this paper we connect the two approaches, looking at the problem of reinforcement learning with a large set of features, each of which may only be marginally useful for value function approximation. We introduce a new algorithm for this situation, called Predictive State Temporal Difference (PSTD) learning. As in SSID for predictive state representations, PSTD finds a linear compression operator that projects a large set of features down to a small set that preserves the maximum amount of predictive information. As in RL, PSTD then uses a Bellman recursion to estimate a value function. We discuss the connection between PSTD and prior approaches in RL and SSID. We prove that PSTD is statistically consistent, perform several experiments that illustrate its properties, and demonstrate its potential on a difficult optimal stopping problem.
|
[
0.012282362207770348,
0.0037908400408923626,
-0.01292271539568901,
0.0072917575016617775,
-0.0012828900944441557,
0.006666766479611397,
0.009486483410000801,
0.0033237040042877197,
-0.007009120192378759,
0.018960854038596153,
-0.013512946665287018,
0.0067559415474534035,
0.010653475299477577,
0.016323547810316086,
0.010914083570241928,
-0.004902983084321022,
-0.0161077119410038,
0.006680983118712902,
0.007464305497705936,
0.005115375854074955,
-0.0005952543579041958,
0.023285552859306335,
0.009427769109606743,
0.0249914713203907,
0.008629467338323593,
0.0138471070677042,
0.016587767750024796,
0.0006431075744330883,
0.009425047785043716,
-0.030029846355319023,
-0.0076758237555623055,
-0.0024999049492180347,
-0.022277619689702988,
0.05335346981883049,
-0.004260885529220104,
-0.006833565421402454,
-0.004191619344055653,
0.01560466643422842,
0.027717560529708862,
-0.0059616100043058395,
-0.02717275172472,
-0.008299242705106735,
0.011777006089687347,
0.012871123850345612,
-0.010266449302434921,
-0.013595234602689743,
-0.0024054336827248335,
-0.009679988026618958,
-0.011740973219275475,
0.009477287530899048,
-0.021797899156808853,
0.006002749316394329,
-0.008151614107191563,
0.02623104490339756,
-0.005294317379593849,
-0.0437811017036438,
0.016176585108041763,
0.010680759325623512,
-0.009983616881072521,
0.0055585820227861404,
-0.017453430220484734,
0.004013738129287958,
-0.005874459631741047,
-0.017940973863005638,
-0.014785523526370525,
-0.06734911352396011,
-0.018934153020381927,
-0.0024713557213544846,
0.010727226734161377,
-0.009927861392498016,
-0.00838510412722826,
0.0033583808690309525,
-0.025113239884376526,
-0.012317545711994171,
0.0028799250721931458,
0.03398238122463226,
-0.011633304879069328,
0.004723379388451576,
-0.0223072599619627,
-0.0067561594769358635,
0.02290450409054756,
0.01485109981149435,
0.0007106305565685034,
0.010980142280459404,
-0.019243299961090088,
-0.012147065252065659,
-0.011024991050362587,
-0.014489779248833656,
-0.0011047008447349072,
-0.019249796867370605,
0.003658328903838992,
0.0005607008934020996,
-0.013863617554306984,
0.036479778587818146,
-0.04766050726175308,
-0.017737727612257004,
0.0054746270179748535,
0.028510794043540955,
-0.0024884799495339394,
-0.013553079217672348,
-0.019640440121293068,
-0.0020247818902134895,
0.019819388166069984,
-0.00835389457643032,
-0.025672465562820435,
0.016037341207265854,
0.01339537464082241,
0.014950994402170181,
-0.036518558859825134,
0.005168016999959946,
-0.015716709196567535,
0.0015306520508602262,
-0.03161248564720154,
-0.013870623894035816,
0.0013610791647806764,
0.0037687632720917463,
0.002840943168848753,
0.016782596707344055,
0.011525003239512444,
-0.012533742934465408,
0.02676117792725563,
0.013627231121063232,
0.011444616131484509,
-0.029124900698661804,
0.005744306370615959,
0.016131695359945297,
-0.0002987206680700183,
0.016186431050300598,
-0.02462092973291874,
0.013217070139944553,
-0.009030332788825035,
0.004246926866471767,
0.01607040874660015,
-0.010315344668924809,
-0.014372028410434723,
-0.004468604922294617,
0.01185938622802496,
-0.006020368076860905,
-0.0062560210935771465,
-0.01728319562971592,
0.005262633785605431,
0.0048781493678689,
0.0021330718882381916,
0.014139939099550247,
0.009023772552609444,
-0.002909338101744652,
0.000002357643097639084,
0.0059348586946725845,
0.014006545767188072,
0.0040651895105838776,
0.00563639122992754,
-0.003908229526132345,
-0.007344403769820929,
-0.006121263839304447,
0.00229165842756629,
0.015472620725631714,
-0.014963764697313309,
0.0053688837215304375,
0.00003301771357655525,
-0.007752017118036747,
0.014833712950348854,
-0.001500008045695722,
0.0237751305103302,
0.007706411648541689,
-0.005121186375617981,
0.009527664631605148,
0.005660447292029858,
-0.0018181338673457503,
-0.014291318133473396,
0.007000010460615158,
-0.0037343583535403013,
0.03733460605144501,
-0.004338204860687256,
0.009616573341190815,
-0.02254251204431057,
0.004663666244596243,
-0.008775994181632996,
0.010171666741371155,
-0.021131549030542374,
0.06718200445175171,
0.02044142782688141,
0.012256628833711147,
0.014575233682990074,
-0.013212732970714569,
0.015111714601516724,
0.0025103013031184673,
0.00005717482417821884,
-0.010197414085268974,
-0.0037934151478111744,
0.000739692710340023,
-0.025915374979376793,
-0.017185702919960022,
-0.027316022664308548,
0.0022399737499654293,
0.004758796654641628,
0.002847590483725071,
0.015940170735120773,
0.0030880989506840706,
-0.00895458459854126,
-0.006033299025148153,
-0.009194917976856232,
-0.0007458684267476201,
0.03636563569307327,
0.006101536564528942,
-0.009719428606331348,
0.019262149930000305,
0.0366695336997509,
-0.013278935104608536,
-0.008464621379971504,
0.012542309239506721,
0.015318525955080986,
0.001413390040397644,
-0.007284874562174082,
-0.013671211898326874,
0.009564371779561043,
0.0028347487095743418,
-0.007829131558537483,
0.03273256868124008,
0.02704085409641266,
-0.012708224356174469,
-0.001646955031901598,
-0.004240708891302347,
0.015826907008886337,
-0.028886200860142708,
0.031078679487109184,
-0.02167765609920025,
-0.005973846651613712,
0.008863413706421852,
-0.011952636763453484,
-0.0060903276316821575,
-0.008740774355828762,
-0.01438119076192379,
-0.01094733364880085,
-0.009076835587620735,
0.00934085063636303,
0.011126193217933178,
0.008932190015912056,
-0.00864841416478157,
0.01790352538228035,
-0.005546564236283302,
-0.01272054947912693,
0.011044420301914215,
-0.018161501735448837,
-0.027460508048534393,
0.02235034666955471,
0.03156250715255737,
-0.03394416719675064,
-0.03460140898823738,
-0.003750080708414316,
-0.015102889388799667,
0.0053274184465408325,
0.006052764598280191,
0.007878541946411133,
-0.006785948760807514,
0.007041417993605137,
0.009745093062520027,
0.04090125113725662,
0.001610564417205751,
0.020335886627435684,
-0.026270033791661263,
0.006482534110546112,
0.00854626577347517,
-0.007856536656618118,
-0.027816833928227425,
-0.01151640061289072,
0.02601751685142517,
-0.009103089570999146,
-0.010986628010869026,
-0.016988415271043777,
0.012709054164588451,
0.006327361799776554,
-0.016418030485510826,
-0.00969486590474844,
-0.08084501326084137,
-0.020211901515722275,
0.004118544049561024,
0.022780250757932663,
0.012910761870443821,
-0.04008055105805397,
-0.016413643956184387,
-0.00004823110066354275,
-0.013600926846265793,
0.008633071556687355,
0.01741400733590126,
0.025543510913848877,
-0.01783456653356552,
0.024180209264159203,
-0.011575864627957344,
-0.015176080167293549,
0.015409186482429504,
0.00987686961889267,
-0.00794703047722578,
-0.006376059725880623,
-0.0031392360106110573,
-0.026048289611935616,
0.009101234376430511,
0.03382934629917145,
-0.03811957687139511,
0.012964255176484585,
0.011696623638272285,
0.0000484314514324069,
-0.030431566759943962,
-0.0036696314346045256,
-0.019297000020742416,
-0.002096869982779026,
0.0022602961398661137,
0.004740770440548658,
0.018616322427988052,
0.020367756485939026,
-0.01324397511780262,
-0.012472662143409252,
0.00033623771741986275,
-0.009350201115012169,
0.021791212260723114,
0.004488961771130562,
-0.006712711416184902,
0.014143065549433231,
0.004192207008600235,
0.013907687738537788,
0.024430591613054276,
0.02619248442351818,
0.016002390533685684,
-0.017853625118732452,
-0.020751915872097015,
-0.005828677676618099,
-0.02233242429792881,
0.009291633032262325,
-0.008423566818237305,
-0.010408665053546429,
-0.018552687019109726,
0.0297845546156168,
-0.009787088260054588,
-0.012256985530257225,
0.002661294536665082,
-0.03396083414554596,
0.007994513027369976,
0.009110993705689907,
-0.011311500333249569,
0.0059098838828504086,
0.004629763774573803,
0.0036704593803733587,
-0.004939618054777384,
0.00844124611467123,
0.026764145120978355,
-0.021133754402399063,
-0.009114637970924377,
-0.00280308211222291,
-0.02413751371204853,
-0.016433725133538246,
-0.013929856941103935,
0.007983963936567307,
0.0074256407096982,
-0.022024374455213547,
-0.01411493495106697,
0.009831206873059273,
-0.005639613606035709,
0.020921994000673294,
-0.01866290532052517,
0.005388330202549696,
0.005301306955516338,
-0.01600063592195511,
0.010499082505702972,
-0.013528509065508842,
0.0361909419298172,
0.013978075236082077,
0.032715704292058945,
0.01045753713697195,
-0.021506693214178085,
-0.019229628145694733,
-0.011062297970056534,
0.014301286078989506,
0.0024448209442198277,
0.009715268388390541,
-0.0028977105394005775,
-0.004188354127109051,
-0.006472672335803509,
-0.009337285533547401,
-0.02092668041586876,
0.009990868158638477,
-0.005022590048611164,
-0.006394066847860813,
0.012077206745743752,
-0.003027469851076603,
0.015190890990197659,
0.004581820219755173,
-0.005370536353439093,
-0.004569488577544689,
0.011840727180242538,
0.0005642269970849156,
-0.007248166017234325,
0.0050757937133312225,
0.07308684289455414,
0.02330700121819973,
0.006370651535689831,
-0.008274294435977936,
0.010427374392747879,
-0.019936643540859222,
-0.020950403064489365,
0.001204600790515542,
-0.004690947476774454,
-0.014262920245528221,
0.008692547678947449,
0.031030483543872833,
-0.0099244499579072,
0.023033276200294495,
-0.023170456290245056,
-0.015337765216827393,
-0.02531525306403637,
0.004071944393217564,
-0.0005773247685283422,
0.0412633940577507,
-0.010908150114119053,
-0.0017408940475434065,
-0.02423407882452011,
0.0015675517497584224,
-0.003729474265128374,
-0.02079864963889122,
-0.009757088497281075,
-0.015491615049540997,
0.008295688778162003,
0.005684759933501482,
-0.021966250613331795,
0.01229966338723898,
-0.0050666555762290955,
0.003552259411662817,
-0.007357551250606775,
0.022810835391283035,
-0.0024895863607525826,
-0.01717418245971203,
-0.003467223607003689,
0.011999841779470444,
0.023521164432168007,
-0.012026052922010422,
0.007916443981230259,
0.01765819638967514,
0.031279057264328,
-0.011027185246348381,
-0.018279267475008965,
-0.00875753816217184,
-0.015924692153930664,
-0.008520366623997688,
-0.0005109512130729854,
-0.002700515789911151,
0.014098175801336765,
0.019628604874014854,
-0.002646817360073328,
-0.03627285733819008,
0.014045380987226963,
0.0034086781088262796,
-0.00597034115344286,
-0.012656696140766144,
0.005979836452752352,
-0.003973743878304958,
-0.014962256886065006,
-0.012639735825359821,
0.011402508243918419,
-0.044776394963264465,
0.015974801033735275,
-0.010256119072437286,
0.013509809970855713,
-0.0058621373027563095,
0.0012747920118272305,
0.005037704017013311,
-0.024324992671608925,
0.020120661705732346,
-0.015762928873300552,
-0.016154687851667404,
-0.01473904773592949,
0.013271995820105076,
-0.004365812987089157,
0.006146569270640612,
-0.0177313219755888,
-0.008393826894462109,
-0.01337403990328312,
-0.0017209053039550781,
-0.000741373747587204,
0.0061060162261128426,
0.019240953028202057,
-0.07450003921985626,
-0.00971359945833683,
0.01561655942350626,
-0.009564295411109924,
0.0027939642313867807,
0.004560056142508984,
-0.0009748281445354223,
0.0006064274348318577,
-0.016604017466306686,
-0.009553896263241768,
0.016870617866516113,
-0.010182876139879227,
-0.002875757869333029,
0.008531944826245308,
0.008778204210102558,
-0.03206275776028633,
-0.00017787981778383255,
0.018764398992061615,
-0.006683012470602989,
-0.01465425081551075,
-0.001453861710615456,
-0.022510170936584473,
-0.0032984036952257156,
0.0023065481800585985,
-0.0008143674349412322,
-0.08202047646045685,
0.008572712540626526,
-0.01946445368230343,
-0.012602224946022034,
-0.013873123563826084,
0.01856076531112194,
0.01892387494444847,
-0.0038746176287531853,
-0.0005960300331935287,
-0.012941083870828152,
0.02514493465423584,
0.009562951512634754,
-0.02143237367272377,
-0.007077597081661224,
-0.00314345583319664,
-0.005107719451189041,
0.01200481504201889,
-0.046643711626529694,
0.027713168412446976,
-0.0071923029609024525,
0.02339441142976284,
-0.02798982337117195,
-0.010179607197642326,
0.003323339857161045,
-0.009179452434182167,
-0.026520295068621635,
-0.007419585715979338,
0.009933913126587868,
-0.012228269129991531,
0.00822732225060463,
0.025595098733901978,
0.00967361405491829,
0.006747599691152573,
-0.018790340051054955,
-0.0064817508682608604,
-0.007111580576747656,
-0.009537615813314915,
-0.008997246623039246,
0.012185243889689445,
-0.013866748660802841,
-0.014556695707142353,
-0.013690797612071037,
0.019659942016005516,
0.00039842166006565094,
0.010075092315673828,
-0.028696004301309586,
0.0064424267038702965,
-0.0036894544027745724,
-0.0035979198291897774,
0.011808508075773716,
0.004855853505432606,
0.001073598163202405,
0.03917514905333519,
-0.013404611498117447,
-0.011989639140665531,
-0.006019880063831806,
-0.006120501086115837,
0.013553746044635773,
-0.01403321698307991,
-0.00239530298858881,
-0.017775986343622208,
0.023115159943699837,
-0.00778945442289114,
0.07241042703390121,
-0.012885326519608498,
0.026134591549634933,
0.0031625491101294756,
-0.005148677621036768,
0.0039020651020109653,
-0.029780063778162003,
-0.019634734839200974,
0.009275931864976883,
-0.024483181536197662,
-0.005423734430223703,
-0.002711640438064933,
0.016973722726106644,
0.016544099897146225,
0.04471057280898094,
-0.00645699817687273,
0.0038959751836955547,
-0.01900405064225197,
-0.006548851728439331,
0.005241665057837963,
0.012095439247786999,
-0.007336334325373173,
-0.01991058886051178,
0.012885915115475655,
0.004728544969111681,
0.018068639561533928,
0.01712670922279358,
-0.0007748659700155258,
0.017551496624946594,
0.000719139352440834,
-0.010211708024144173,
-0.004430771805346012,
0.005005986429750919,
-0.010234085842967033,
0.013635184615850449,
-0.03311144560575485,
-0.005487378686666489,
0.0018187974346801639,
-0.015760887414216995,
-0.014554617926478386,
0.008270597085356712,
0.0034734783694148064,
0.0004729238571599126,
0.002685303334146738,
0.02104768343269825,
0.014315389096736908,
0.02556845173239708,
-0.027890348806977272,
0.03212738782167435,
0.011965147219598293,
0.016466129571199417,
-0.006859664339572191,
0.012330284342169762,
-0.008838324807584286,
-0.0018910802900791168,
0.0021795721258968115,
-0.019186625257134438,
0.015343263745307922,
-0.010146190412342548,
-0.006601047236472368,
-0.010576360858976841,
-0.01295938529074192,
-0.000939361285418272,
-0.00007404061034321785,
0.023441456258296967,
0.0028122300282120705,
-0.005697112064808607,
-0.018301911652088165,
-0.0010630027391016483,
0.016544973477721214,
-0.02073577046394348,
0.011052396148443222,
0.008158090524375439,
-0.018678074702620506,
0.005120859481394291,
0.0021385226864367723,
0.024942656978964806,
-0.011743287555873394,
0.022026771679520607,
0.013913118280470371,
-0.010568344034254551,
0.019947849214076996,
-0.01648469641804695,
-0.013765649870038033,
-0.004420781508088112,
0.018870266154408455,
-0.03553178161382675,
0.016662683337926865,
-0.0035530528984963894,
0.008498558774590492,
0.009353610686957836,
0.010491679422557354,
0.01055662240833044,
0.0007648207247257233,
0.009197231382131577,
0.03183169662952423,
0.023311976343393326,
0.005689013283699751,
-0.013044489547610283,
0.012145224027335644,
0.03667815029621124,
0.014916781336069107,
0.005703526549041271,
0.018059201538562775,
-0.002957304008305073,
-0.0056928303092718124,
0.002464312594383955,
0.014606678858399391,
-0.004578235559165478,
-0.008058194071054459,
0.03455079719424248,
0.016936354339122772,
-0.0018809956964105368,
-0.011778322979807854,
-0.007594418246299028,
0.012758761644363403,
-0.010481338948011398,
-0.03174646571278572,
0.011938698589801788,
-0.006928039714694023,
0.010217959061264992,
0.014408741146326065,
0.005675759632140398,
0.039050064980983734,
-0.010037406347692013,
-0.03196161240339279,
-0.003983004484325647,
0.008895854465663433,
-0.008754330687224865,
0.0029211868532001972,
0.0009064276237040758,
0.008308897726237774,
0.01157242152839899,
-0.005879760719835758,
0.013302693143486977,
-0.0028617647476494312,
0.01672688126564026,
0.00705181946977973,
0.0031852489337325096,
-0.01287543773651123,
0.008617029525339603,
-0.014126194640994072,
0.0029023659881204367,
0.004666273947805166,
0.007034543436020613,
-0.019859829917550087,
0.028471369296312332,
0.03281392157077789,
0.0011897686636075377,
-0.006968182511627674,
-0.0028687920421361923,
0.009109986014664173,
0.019549911841750145,
-0.007708318997174501,
-0.017757216468453407,
0.007240793202072382,
0.007492932491004467,
0.024884728714823723,
-0.0023745964281260967,
0.021352408453822136,
0.0045315721072256565,
-0.030111996456980705,
0.00453212670981884,
0.01529490202665329,
-0.010148784145712852,
0.017819777131080627,
0.004938674159348011,
0.01087215356528759,
0.007005332503467798,
0.006787107326090336,
0.009485466405749321,
-0.0061629642732441425,
-0.024656284600496292,
0.010555624961853027,
-0.009168339893221855,
-0.017731044441461563,
-0.017543327063322067,
0.0018641606438905,
-0.02002287656068802,
0.002592027187347412,
0.0065024979412555695,
0.012667636387050152,
0.002377763856202364,
-0.007818123325705528,
-0.000918195117264986,
0.008501507341861725,
-0.0033279147464782,
0.013802625238895416,
0.009775307029485703,
-0.015158911235630512,
0.010482853278517723,
0.006318016443401575,
-0.005144614260643721,
0.010350959375500679,
0.00419526407495141,
-0.0067580994218587875,
-0.0032848315313458443,
-0.012191668152809143,
0.006741603836417198,
-0.0046666935086250305,
-0.0009010166395455599,
-0.009250294417142868
] |
[
-0.12500697374343872,
-0.3250739872455597,
0.11035174876451492,
0.11993623524904251,
-0.16223928332328796,
0.1321718394756317,
0.08369146287441254,
-0.3474127948284149,
-0.024725407361984253,
-0.5537062287330627,
-0.39291203022003174,
0.3760378658771515,
-0.10053043067455292,
0.13825559616088867,
-0.1951659768819809,
0.8920240998268127,
0.4820219874382019,
0.1534658670425415,
-0.13743263483047485,
-0.2600046396255493,
-0.1382116675376892,
0.440561443567276,
0.06486649811267853,
-0.17704340815544128,
0.14380839467048645,
0.303080290555954,
0.47302281856536865,
0.5238913893699646,
0.08906791359186172,
-0.024632032960653305,
0.14643113315105438,
0.5444163084030151,
-0.5595347285270691,
-0.1456843763589859,
-0.19485652446746826,
0.31117165088653564,
-0.013949941843748093,
-0.16856123507022858,
0.12213511765003204,
-0.313448041677475,
0.3110904395580292,
0.09644638001918793,
-0.45800527930259705,
0.32955873012542725,
-0.5034605264663696,
-0.7457041144371033,
-1.6239430904388428,
-0.2559884190559387,
-0.25496211647987366,
-0.6384689211845398,
-0.4321703016757965,
0.49370524287223816,
0.1082572489976883,
0.1418834626674652,
-0.5311556458473206,
0.19704174995422363,
-0.20007793605327606,
-0.6596733927726746,
0.4549112319946289,
-0.35712406039237976,
-0.03274962306022644,
-0.09290595352649689,
-0.12415872514247894,
0.2823637127876282,
-0.04898754134774208,
0.7978443503379822,
0.09566149115562439,
-0.2759172022342682,
-0.7160798907279968,
-0.5750414133071899,
0.2242644876241684,
-0.24530646204948425,
-0.16547787189483643,
0.4362483322620392,
-0.4917350113391876,
0.27860668301582336,
-0.10475185513496399,
-0.31290116906166077,
-0.1721305549144745,
-0.15363675355911255,
-0.12355076521635056,
0.2860129773616791,
0.5592323541641235,
-0.3617321252822876,
0.7616948485374451,
0.28148141503334045,
-0.25199875235557556,
0.5882090330123901,
-0.6089735627174377,
0.4585628807544708,
-0.1477121114730835,
-0.2685074806213379,
0.35763290524482727,
0.19079622626304626,
0.6972913146018982,
0.3484291136264801,
0.19490641355514526,
-0.03754609450697899,
0.4348430633544922,
0.05739570036530495,
-0.44735467433929443,
0.10620119422674179,
-0.0016017499146983027,
-0.42720717191696167,
-0.22798214852809906,
-0.5860390663146973,
-0.46213310956954956,
-0.41260212659835815,
-0.7277753353118896,
0.36189478635787964,
-0.7084909081459045,
0.6237295866012573,
0.13598458468914032,
0.03614572063088417,
-0.290002703666687,
-0.13642342388629913,
-0.0520254410803318,
0.25728264451026917,
-0.40708985924720764,
0.5727056860923767,
-0.25067591667175293,
1.2412304878234863,
0.01470188982784748,
0.5166618824005127,
0.3274887502193451,
0.2132394015789032,
0.48479992151260376,
0.607836902141571,
-1.0189787149429321,
0.30711808800697327,
0.5667036771774292,
0.8360670208930969,
0.22847773134708405,
0.39473628997802734,
-0.3296116888523102,
-0.2664005756378174,
-0.02243961952626705,
-0.2724402844905853,
-0.3041442632675171,
0.0016032950952649117,
-0.2708768844604492,
-0.4149210751056671,
-0.11247484385967255,
-0.026069672778248787,
0.3042311370372772,
-0.4460867941379547,
0.19168098270893097,
-0.17679227888584137,
-0.2899172604084015,
-0.21391700208187103,
0.021138550713658333,
0.26835617423057556,
-0.7486871480941772,
0.03315998241305351,
-0.2501724660396576,
0.7393482327461243,
-0.15331239998340607,
-0.19892393052577972,
-0.2054380476474762,
0.4251212179660797,
-0.21250320971012115,
0.20651043951511383,
-0.7108602523803711,
-0.18568429350852966,
0.23722657561302185,
-0.7522786259651184,
-0.06356827169656754,
0.26511818170547485,
0.4352022707462311,
-0.16503460705280304,
-0.29692715406417847,
-0.2690078318119049,
-0.1669248789548874,
-0.2113969624042511,
0.030461126938462257,
-0.05090174823999405,
0.19183145463466644,
-0.049143437296152115,
0.29602354764938354,
-0.02210342139005661,
-0.7706994414329529,
-0.26099398732185364,
-0.013591764494776726,
-0.24282917380332947,
0.005112257786095142,
0.3101375997066498,
0.5361787676811218,
-0.18776966631412506,
-0.21354562044143677,
-0.25802016258239746,
-0.5227535963058472,
-0.032449111342430115,
0.14875204861164093,
-1.0482481718063354,
1.2985715866088867,
0.17415839433670044,
-0.6390911340713501,
1.1719233989715576,
-0.441673219203949,
0.42797255516052246,
0.07510513067245483,
-0.19659490883350372,
0.08412820845842361,
0.12273488193750381,
-0.28353288769721985,
0.06604698300361633,
0.1776265650987625,
0.2406846582889557,
-0.48041021823883057,
0.07482153177261353,
0.6850724816322327,
-0.12523172795772552,
-0.14875921607017517,
0.045484501868486404,
0.2726815342903137,
0.23349131643772125,
-0.12958480417728424,
0.12624599039554596,
0.540233314037323,
-0.27853456139564514,
1.0998668670654297,
-0.4145737588405609,
0.19362567365169525,
0.45396578311920166,
0.00013090182619635016,
0.6610303521156311,
0.6837913990020752,
0.7141817808151245,
0.9818465113639832,
-0.6590979695320129,
-0.09743013232946396,
-0.2604442238807678,
0.2846924662590027,
-0.4101387560367584,
-0.2942354083061218,
0.1736319214105606,
-0.015223409980535507,
-0.40506839752197266,
0.0667979046702385,
-0.1422572284936905,
-0.08454614132642746,
0.1510459929704666,
0.05188349634408951,
0.08989182114601135,
0.2437896728515625,
-0.3166896402835846,
-0.48445555567741394,
0.21432535350322723,
-0.3713242709636688,
-0.1488610953092575,
-0.30881381034851074,
0.7313231229782104,
0.0628768801689148,
-0.52036052942276,
0.15255294740200043,
0.19585256278514862,
-0.2636348605155945,
-0.22067520022392273,
-0.06948168575763702,
0.33146753907203674,
-0.08823759108781815,
-0.024245770648121834,
-0.04736211150884628,
-0.04322440177202225,
-0.40467262268066406,
-0.36865073442459106,
-0.6580578088760376,
-0.17891637980937958,
0.41433706879615784,
0.8025581240653992,
0.046217501163482666,
-0.5143977403640747,
-0.4709315299987793,
0.16109398007392883,
-0.37831607460975647,
-0.8500029444694519,
0.4736829996109009,
0.27088043093681335,
-0.6258188486099243,
-0.5057833790779114,
-0.011328145861625671,
0.36271804571151733,
0.7784460186958313,
-0.004278456326574087,
-0.7526696920394897,
-0.635221540927887,
0.10323739051818848,
-0.05665701627731323,
-0.7570981383323669,
-0.02718758024275303,
-0.21589693427085876,
0.5879731774330139,
-0.3182617127895355,
-0.2030506730079651,
0.023204585537314415,
0.8402241468429565,
0.14917857944965363,
-0.03984994813799858,
0.5139260292053223,
-0.2305932343006134,
-0.8726925253868103,
0.024668198078870773,
-0.1032002717256546,
0.05800848454236984,
0.007444118615239859,
-0.45999282598495483,
-0.5843167901039124,
0.7610946893692017,
-5.824033737182617,
-0.22419150173664093,
-0.22101229429244995,
0.3763226568698883,
-0.2925672233104706,
0.044488608837127686,
0.7410268783569336,
-0.37418118119239807,
0.19869977235794067,
0.11443952471017838,
0.029143212363123894,
-0.12306899577379227,
-0.09722158312797546,
0.6802257895469666,
0.5037523508071899,
-0.08604889363050461,
0.4891732931137085,
0.7784969806671143,
0.13027168810367584,
0.2641388773918152,
-0.0657290667295456,
-0.31867727637290955,
-0.37888389825820923,
0.3888170123100281,
-0.07302052527666092,
0.6687754392623901,
-0.42030128836631775,
0.29301971197128296,
0.01309481356292963,
-0.35240891575813293,
0.13875031471252441,
-0.21344763040542603,
-0.1514388918876648,
-0.03294767439365387,
0.2726391851902008,
0.35207056999206543,
0.12604856491088867,
-0.03764333948493004,
0.1784333884716034,
-0.5165612697601318,
0.3592025339603424,
0.7082968950271606,
0.01978110708296299,
-0.2655656039714813,
-0.13197806477546692,
-0.16333991289138794,
-0.41721346974372864,
0.23958218097686768,
-0.4593465328216553,
0.9472037553787231,
-0.21921682357788086,
-0.2917061150074005,
0.21939730644226074,
0.21021586656570435,
-0.08485408872365952,
-0.26868700981140137,
-0.05497482419013977,
0.13567675650119781,
-0.23399798572063446,
0.5488938689231873,
0.5061955451965332,
-0.34860360622406006,
-0.15204639732837677,
-0.9916805028915405,
-0.22551165521144867,
0.33052533864974976,
-0.7680912613868713,
-0.9710472822189331,
0.002941855927929282,
0.21929308772087097,
-0.3933931291103363,
-0.12739606201648712,
-0.0637689158320427,
-0.5281092524528503,
0.40007591247558594,
-0.4202263653278351,
-0.24881300330162048,
-0.36042705178260803,
0.14533308148384094,
0.45345622301101685,
-0.13485337793827057,
-0.7212473154067993,
-0.05530598759651184,
-0.020092157647013664,
0.3459450602531433,
-0.3182509243488312,
0.11913145333528519,
-0.16407833993434906,
-0.23384849727153778,
-0.09716996550559998,
0.5974634289741516,
-0.10509497672319412,
0.31564778089523315,
0.46566155552864075,
0.295977920293808,
0.7502776980400085,
0.544132649898529,
0.22896790504455566,
0.39251527190208435,
-0.4184454083442688,
0.6558979749679565,
-0.13013800978660583,
0.11054114997386932,
-0.3847019672393799,
0.5154553651809692,
0.5021476745605469,
-0.38716188073158264,
-0.013909174129366875,
0.7849985957145691,
-0.6249544620513916,
0.10422122478485107,
-0.238387331366539,
-0.537030041217804,
0.12129726260900497,
0.39981576800346375,
0.11696217209100723,
-0.3604707419872284,
0.03197382763028145,
0.31092381477355957,
0.1173776313662529,
0.07028833776712418,
-0.05870687961578369,
-0.17446744441986084,
0.07466557621955872,
0.32423853874206543,
-0.3920079469680786,
0.03973007574677467,
0.5385029315948486,
-0.018401769921183586,
0.027385689318180084,
0.729648232460022,
0.33962613344192505,
-0.09641069918870926,
0.11681554466485977,
0.6454199552536011,
-0.5769708156585693,
0.0922911986708641,
0.33103713393211365,
0.29516923427581787,
-0.565524160861969,
0.6792540550231934,
-0.18768243491649628,
0.016453728079795837,
-0.1084359660744667,
0.16586074233055115,
-0.1763354390859604,
0.23127306997776031,
-0.48930150270462036,
-0.15325576066970825,
-0.1591251641511917,
-0.22967872023582458,
-0.3333559036254883,
-0.023533442988991737,
-0.26195693016052246,
0.31557372212409973,
0.044717371463775635,
0.4972342848777771,
-0.1617986112833023,
0.48773711919784546,
-0.5491708517074585,
0.12001308798789978,
0.04016466066241264,
-0.8358197808265686,
0.2184191644191742,
0.0788169652223587,
0.07206850498914719,
-0.8624205589294434,
-0.02689146064221859,
0.13952602446079254,
0.4539324641227722,
-0.3546908497810364,
-0.8881459832191467,
-0.278861939907074,
-0.4070979058742523,
-0.2088811844587326,
-0.04199575260281563,
0.1550176441669464,
-0.4001311957836151,
-0.1538267284631729,
-0.22825941443443298,
-0.3031119704246521,
-0.2695799469947815,
-0.2059827446937561,
0.6672817468643188,
0.7643703818321228,
-0.3728884160518646,
0.00015977007569745183,
0.20860876142978668,
-0.7688388228416443,
-0.5505380034446716,
0.22534769773483276,
0.32542961835861206,
0.41760626435279846,
0.03414302319288254,
0.20620256662368774,
-0.41715043783187866,
0.16552084684371948,
-0.19128923118114471,
0.12845152616500854,
-0.5014489889144897,
-0.19501399993896484,
0.46322569251060486,
-0.03153986483812332,
0.34681156277656555,
-0.015845920890569687,
-0.5007785558700562,
-0.04406150430440903,
0.4273461103439331,
-0.3373810946941376,
-0.11127511411905289,
-0.7886562943458557,
-0.7323977947235107,
0.07571171224117279,
0.02097005397081375,
0.010091671720147133,
-0.1354595273733139,
0.31969118118286133,
-0.3651424050331116,
-0.32843077182769775,
0.40547308325767517,
0.17067593336105347,
-0.7643488049507141,
0.032930247485637665,
0.24789927899837494,
-0.18310856819152832,
-0.25636792182922363,
-0.10058918595314026,
-0.9321723580360413,
0.003994680941104889,
0.1576598584651947,
-0.14715343713760376,
-0.3121301233768463,
0.35635143518447876,
0.24346931278705597,
-0.13507433235645294,
-0.11373039335012436,
-0.6953611373901367,
0.5062066316604614,
0.11426414549350739,
-0.25729164481163025,
0.06621149927377701,
0.8003784418106079,
-0.34009623527526855,
-0.05035337060689926,
0.15167102217674255,
0.42977070808410645,
0.47557181119918823,
0.09522999823093414,
-0.676320493221283,
-0.12318987399339676,
0.10924823582172394,
0.1376856118440628,
0.16968633234500885,
0.048101164400577545,
0.8895090222358704,
0.3148048222064972,
-0.4457986056804657,
-0.9551299810409546,
-0.025162827223539352,
0.5438565015792847,
-0.09052214026451111,
-0.28078964352607727,
0.15494941174983978,
-0.6453933119773865,
0.13063381612300873,
0.4179062247276306,
-0.20106051862239838,
-0.5007129907608032,
0.4670306146144867,
-0.06311210244894028,
0.18973398208618164,
-0.012938686646521091,
0.04733171686530113,
0.5895902514457703,
0.1180056482553482,
-0.07648131996393204,
-0.26157936453819275,
0.04416832700371742,
-0.2817912995815277,
0.07868804037570953,
-0.3161909878253937,
-0.3079931139945984,
-0.31377896666526794,
-0.2989349663257599,
0.009923194535076618,
0.029997825622558594,
0.3063875138759613,
-0.10469973087310791,
0.1520651876926422,
0.10567744821310043,
-0.7167077660560608,
0.24934667348861694,
-0.515788733959198,
-0.2149343341588974,
-0.1508823037147522,
0.19948258996009827,
0.05991630628705025,
0.21819162368774414,
-0.5312797427177429,
0.01734643056988716,
-0.26921960711479187,
0.29033321142196655,
-0.07802631705999374,
-0.47203147411346436,
0.6942693591117859,
0.5362095236778259,
0.45845964550971985,
0.2933581471443176,
0.03235431760549545,
-0.19774384796619415,
0.4719790816307068,
0.2127370834350586,
0.3245066702365875,
0.6183426976203918,
-0.3782467842102051,
0.1445326954126358,
0.4530142545700073,
-0.0769454762339592,
0.762010395526886,
0.6559250354766846,
-0.15063261985778809,
0.1890212893486023,
0.916283130645752,
-0.57578444480896,
-0.5817405581474304,
0.658803403377533,
-0.4057365953922272,
0.1952052265405655,
0.17442461848258972,
0.5398786067962646,
0.3385084867477417,
0.4280005693435669,
-0.24717774987220764,
0.30046412348747253,
0.03674488142132759,
0.12371048331260681,
0.8567007184028625,
-0.06257732957601547,
-0.06852272897958755,
0.029977643862366676,
0.6253591179847717,
0.3621833920478821,
-0.36277586221694946,
0.09814897179603577,
-0.14858750998973846,
0.24561990797519684,
0.5179377794265747,
0.5698636174201965,
-0.2331705093383789,
0.2578219473361969,
-0.07239598780870438,
0.06855891644954681,
0.15088889002799988,
0.32953545451164246,
0.01514145266264677,
-0.3654399812221527,
0.39146795868873596,
-0.27312639355659485,
-0.3998348116874695,
0.15300340950489044,
0.5429260730743408,
0.3934999108314514,
0.0071222116239368916,
-0.10838097333908081,
-0.4597189724445343,
-0.3448460102081299,
0.3573767840862274,
0.37173154950141907,
0.20984400808811188,
0.07447851449251175,
-0.3107673227787018,
0.19668908417224884,
-0.24258632957935333,
0.44799745082855225,
0.06118970736861229,
-0.7182499170303345,
0.5985444188117981,
0.24704137444496155,
-0.23680396378040314,
0.04466211050748825,
0.5076691508293152,
0.2846633493900299,
0.1450837105512619,
-0.6768595576286316,
0.023507997393608093,
-0.4945128560066223,
0.11256527900695801,
-0.05639127641916275,
0.383280485868454,
0.060261160135269165,
0.2555294334888458,
-0.5809492468833923,
-0.2050762176513672,
0.45055854320526123,
0.25069132447242737,
0.1565207988023758,
-0.42055144906044006,
0.8372783064842224,
0.5093681216239929,
-0.24771060049533844,
0.1025434210896492,
0.07044379413127899,
0.05264697223901749,
0.5880837440490723,
-0.6034814119338989,
0.14296747744083405,
-0.8204836249351501,
0.2851780652999878,
-0.41982078552246094,
-0.05186174809932709,
0.5418508648872375,
-0.10316186398267746,
-0.2654005289077759,
-0.12757602334022522,
-0.18186894059181213,
-0.015462403185665607,
0.04721483588218689,
-0.2150159329175949,
0.36780619621276855,
-0.3508940637111664,
-0.2684015929698944,
-0.20905575156211853,
0.7900761365890503,
-0.07143058627843857,
0.21993112564086914,
-0.23158952593803406,
0.057809777557849884,
0.43330180644989014,
-0.7070899605751038,
0.26655083894729614,
0.5733149647712708,
-0.3970853388309479,
-0.2225981205701828,
0.8436118960380554,
-0.3700049817562103,
-0.1358557641506195,
-0.270626038312912,
-0.13662780821323395,
0.2715417146682739,
-0.6752530336380005,
-0.4563022553920746,
-0.24150002002716064,
-0.14459176361560822,
0.47283658385276794,
-0.1374521404504776,
0.5200604796409607,
-0.2853488624095917,
-0.043759290128946304,
-0.6793901324272156,
0.5246726274490356,
0.07307184487581253,
-0.1337847262620926,
-0.37109827995300293,
0.18517455458641052,
-0.46877703070640564,
0.5421690940856934,
-0.32622137665748596,
-0.2970215976238251,
-0.6114267706871033,
-0.36066025495529175
] |
We introduce a novel loss max-pooling concept for handling imbalanced training data distributions, applicable as alternative loss layer in the context of deep neural networks for semantic image segmentation. Most real-world semantic segmentation datasets exhibit long tail distributions with few object categories comprising the majority of data and consequently biasing the classifiers towards them. Our method adaptively re-weights the contributions of each pixel based on their observed losses, targeting under-performing classification results as often encountered for under-represented object classes. Our approach goes beyond conventional cost-sensitive learning attempts through adaptive considerations that allow us to indirectly address both, inter- and intra-class imbalances. We provide a theoretical justification of our approach, complementary to experimental analyses on benchmark datasets. In our experiments on the Cityscapes and Pascal VOC 2012 segmentation datasets we find consistently improved results, demonstrating the efficacy of our approach.
|
[
0.004592861980199814,
0.007230943068861961,
-0.003726900089532137,
0.015245851129293442,
0.010259857401251793,
-0.029199175536632538,
0.009618078358471394,
0.006605487782508135,
-0.008445292711257935,
0.021981744095683098,
-0.005862513091415167,
0.017604883760213852,
-0.0025139516219496727,
0.011413326486945152,
0.006705920677632093,
0.024095507338643074,
0.00438371067866683,
-0.0022374673280864954,
0.005869877524673939,
-0.022393371909856796,
0.017537377774715424,
-0.0074965450912714005,
0.009473957121372223,
0.027477413415908813,
-0.03780669346451759,
-0.0020147403702139854,
-0.015028692781925201,
-0.007133853621780872,
-0.010689591988921165,
-0.022299442440271378,
0.0005663733463734388,
-0.0005615088157355785,
0.004571824334561825,
0.020376600325107574,
-0.0012030174257233739,
0.012610021978616714,
0.001138470252044499,
0.021813970059156418,
-0.006530445534735918,
-0.004299105145037174,
0.015153158456087112,
-0.004744843579828739,
0.005776294507086277,
0.02166244015097618,
-0.011120215989649296,
0.010601554065942764,
-0.0027080781292170286,
0.012838145717978477,
0.004458307754248381,
0.007301855832338333,
-0.011350825428962708,
-0.02319386415183544,
0.00007704488234594464,
-0.007660562172532082,
-0.0058822971768677235,
-0.04364456981420517,
0.01789567619562149,
0.005465394351631403,
-0.020153727382421494,
-0.010750457644462585,
-0.025611599907279015,
0.02262854017317295,
-0.022356877103447914,
-0.02230996824800968,
-0.009603677317500114,
-0.0671507865190506,
0.006041453219950199,
-0.003057393478229642,
-0.004146646708250046,
-0.009696703404188156,
0.022750377655029297,
0.007019708398729563,
-0.01792902871966362,
0.0030126285273581743,
-0.0009385363664478064,
0.03629317879676819,
-0.0026485335547477007,
0.004093825817108154,
0.0074007692746818066,
-0.005452408455312252,
-0.008703604340553284,
-0.0072228629142045975,
0.011245569214224815,
0.022084126248955727,
-0.010707047767937183,
-0.01040324941277504,
-0.0059489477425813675,
0.001199935912154615,
0.01183255948126316,
0.010970843024551868,
0.0056506129913032055,
-0.03400769457221031,
-0.006852422375231981,
0.007873781025409698,
-0.01330950390547514,
-0.0017434707842767239,
-0.005531106609851122,
0.010080298408865929,
-0.007821433246135712,
0.00576954148709774,
-0.009912197478115559,
0.00903085432946682,
0.020407307893037796,
-0.004647655878216028,
-0.03892182186245918,
0.007469325792044401,
0.025760915130376816,
0.018547309562563896,
-0.016887865960597992,
0.007502662483602762,
0.018527789041399956,
0.007323039695620537,
0.0056342752650380135,
0.0013155305059626698,
-0.013610509224236012,
-0.009226052090525627,
0.02737855166196823,
0.009529536589980125,
0.0021191092673689127,
-0.010358516126871109,
-0.0070274593308568,
0.007942518219351768,
-0.00747252069413662,
0.0097507294267416,
0.012823620811104774,
0.02219468541443348,
-0.0024941987358033657,
-0.0014453044859692454,
0.015305781736969948,
0.003113018348813057,
-0.011761020869016647,
0.010874688625335693,
0.0061257691122591496,
-0.0017909430898725986,
-0.016941066831350327,
-0.005937742069363594,
-0.0002356325276196003,
-0.016760412603616714,
0.009505931288003922,
-0.02797362580895424,
0.0003324076533317566,
0.007185429334640503,
-0.0008726040832698345,
0.01747598871588707,
0.004272982943803072,
0.0029072652105242014,
0.0033845240250229836,
0.010319795459508896,
-0.005273131188005209,
0.001247697975486517,
0.026516709476709366,
-0.013426380231976509,
-0.025372710078954697,
-0.009786641225218773,
-0.01176232099533081,
0.005369768477976322,
-0.022322721779346466,
0.003240873571485281,
-0.00498665077611804,
0.0005877860821783543,
0.0015586321242153645,
-0.012336182408034801,
0.0027859900146722794,
0.009070603176951408,
0.019155260175466537,
0.017067240551114082,
0.004735100083053112,
-0.0033165786880999804,
0.0031400423031300306,
0.0017432495951652527,
-0.00854452233761549,
0.023029185831546783,
0.020588558167219162,
0.0075507694855332375,
0.002667174208909273,
0.007445758208632469,
0.02178526669740677,
0.0064283451065421104,
-0.006344643421471119,
0.06723237782716751,
0.016823168843984604,
-0.02526550367474556,
-0.006609945558011532,
-0.016540560871362686,
0.017860591411590576,
-0.02140931412577629,
0.0066080354154109955,
0.00016417726874351501,
0.005731592420488596,
0.010834943503141403,
-0.013892250135540962,
0.0006772424094378948,
0.022905703634023666,
0.003408050164580345,
-0.0016617090441286564,
0.00287442933768034,
0.013985594734549522,
-0.010536477901041508,
-0.0038220789283514023,
0.011890927329659462,
0.0010279205162078142,
0.00038753164699301124,
0.017822708934545517,
0.001595416571944952,
-0.0003443614114075899,
0.015186941251158714,
0.02660827711224556,
-0.014572023414075375,
-0.005228261463344097,
-0.0067369770258665085,
0.0203523188829422,
0.010806296952068806,
-0.0106381606310606,
-0.008146046660840511,
0.000043050386011600494,
0.0037732592318207026,
0.013065478764474392,
0.007469181902706623,
-0.0017688593361526728,
-0.011048299260437489,
0.0023922231048345566,
-0.0024435396771878004,
0.031561557203531265,
0.0001130145974457264,
0.026451721787452698,
0.0031812386587262154,
-0.005874707363545895,
0.009592516347765923,
-0.0005324734374880791,
-0.008593309670686722,
0.004585226997733116,
-0.009964064694941044,
-0.010690372437238693,
0.01448003388941288,
-0.01038652379065752,
0.018402358517050743,
0.012725303880870342,
-0.014887608587741852,
0.005281856283545494,
-0.008342829532921314,
-0.019666902720928192,
0.00042147329077124596,
-0.015325217507779598,
-0.040466852486133575,
0.019716251641511917,
0.0007787370122969151,
0.0005875695496797562,
-0.002123293001204729,
0.005993887782096863,
0.006581843364983797,
0.00250217760913074,
-0.007524585351347923,
0.012922468595206738,
0.00896403007209301,
-0.010545262135565281,
0.00014172494411468506,
-0.014679227955639362,
0.016094032675027847,
0.024132756516337395,
0.014932829886674881,
0.006456708535552025,
0.005731070879846811,
-0.00923088751733303,
0.009626276791095734,
-0.001556938048452139,
0.027514731511473656,
-0.0028525637462735176,
0.006206360645592213,
0.0024475562386214733,
0.015063772909343243,
0.0030611595138907433,
-0.010696354322135448,
-0.0029792929999530315,
-0.08150449395179749,
-0.009004649706184864,
0.014247974380850792,
-0.013440277427434921,
0.011999379843473434,
-0.017763128504157066,
-0.00044069462455809116,
0.011018123477697372,
-0.01589805632829666,
-0.01842457801103592,
0.008660407736897469,
0.00814114324748516,
-0.009914997965097427,
0.014452114701271057,
0.015269947238266468,
-0.010962811298668385,
0.014272540807723999,
0.026783419772982597,
0.01318146288394928,
0.011422330513596535,
-0.015378172509372234,
-0.012713829055428505,
0.016033990308642387,
-0.03161884844303131,
-0.02387939766049385,
0.01738046668469906,
0.016506534069776535,
-0.000495140440762043,
-0.00460438895970583,
0.009041234850883484,
-0.011847272515296936,
-0.024763554334640503,
-0.006417653523385525,
-0.007580486126244068,
0.01432907022535801,
-0.0137624591588974,
0.005141103640198708,
-0.026285406202077866,
0.0014147961046546698,
0.029079174622893333,
0.01853419467806816,
0.010832471773028374,
-0.01091084536164999,
0.019387906417250633,
0.008955766446888447,
0.015982098877429962,
0.0028633680194616318,
0.030027318745851517,
0.015715431421995163,
-0.011928248219192028,
0.0012655188329517841,
0.00410420261323452,
-0.004192745313048363,
0.00758157717064023,
-0.009177342057228088,
-0.004497131798416376,
0.005042459350079298,
0.010366885922849178,
-0.010745029896497726,
-0.01852255128324032,
0.008078604005277157,
0.0024001377169042826,
-0.014156346209347248,
0.003811589675024152,
0.01223214901983738,
-0.018108822405338287,
0.013252773322165012,
-0.014430820941925049,
0.006418196950107813,
-0.005187348462641239,
0.024556104093790054,
-0.026848208159208298,
-0.02515687234699726,
-0.000976448820438236,
-0.016683395951986313,
-0.015141052193939686,
-0.01222795806825161,
-0.021589647978544235,
-0.024808602407574654,
0.005034998990595341,
-0.010728884488344193,
-0.0020992739591747522,
-0.008218039758503437,
-0.0023203103337436914,
-0.021712811663746834,
-0.009265340864658356,
0.007093818858265877,
0.01081547886133194,
0.00653458759188652,
-0.012722337618470192,
0.021261854097247124,
-0.009386347606778145,
0.022944189608097076,
0.004718034993857145,
-0.010424535721540451,
-0.0012020017020404339,
0.016477541998028755,
-0.004544020630419254,
0.0010414812713861465,
0.010012160986661911,
0.005054397974163294,
-0.0043930900283157825,
0.015904169529676437,
-0.01210061926394701,
-0.007325899787247181,
0.006742488592863083,
0.00823527853935957,
0.007722821086645126,
0.015688840299844742,
-0.0014698216691613197,
-0.021912775933742523,
-0.012197917327284813,
-0.007971497252583504,
0.006178013514727354,
0.012926280498504639,
0.009637591429054737,
0.0023900410160422325,
0.009319640696048737,
0.07293139398097992,
0.02333362028002739,
0.010369421914219856,
-0.002106493804603815,
-0.024327851831912994,
-0.006021372973918915,
-0.010269030928611755,
0.018384426832199097,
-0.0073015205562114716,
0.005876936949789524,
0.01141822338104248,
0.01982102543115616,
-0.006676025688648224,
0.025800595059990883,
-0.0077796680852770805,
-0.011844892986118793,
0.0057244496420025826,
0.00868178904056549,
-0.013798406347632408,
-0.003375471569597721,
0.008494976907968521,
-0.010723198764026165,
0.002762063406407833,
0.03450977802276611,
-0.016113650053739548,
-0.02693288028240204,
0.021732162684202194,
-0.014185583218932152,
-0.0061949752271175385,
-0.0010905361268669367,
-0.014525181613862514,
-0.009927252307534218,
-0.0034132879227399826,
0.013273216784000397,
-0.0026038947980850935,
-0.011601340025663376,
0.007656858302652836,
0.007062197662889957,
-0.0021147141233086586,
-0.0006748831365257502,
-0.017742618918418884,
-0.014095722697675228,
0.0036869277246296406,
0.015461771748960018,
-0.029918409883975983,
0.013892166316509247,
-0.043235406279563904,
-0.006402898579835892,
-0.003574209753423929,
0.010095522738993168,
-0.002106948522850871,
-0.002738598268479109,
0.014219600707292557,
0.007125003729015589,
0.0037497947923839092,
-0.006841869093477726,
0.011728193610906601,
0.007540165446698666,
-0.0015893899835646152,
0.007628950756043196,
-0.01450024452060461,
-0.013515712693333626,
-0.02193393185734749,
-0.018407229334115982,
-0.014442948624491692,
-0.014643006026744843,
0.017772682011127472,
-0.011816190555691719,
0.011083557270467281,
0.009639767929911613,
-0.004003644920885563,
0.0025727413594722748,
-0.01053152047097683,
-0.006096936296671629,
-0.0019321921281516552,
-0.017095934599637985,
-0.01439569890499115,
-0.0116588044911623,
-0.0031184647232294083,
-0.0077553000301122665,
-0.0017781003843992949,
-0.01325960736721754,
-0.007841943763196468,
-0.0199294313788414,
-0.011956518515944481,
-0.008843943476676941,
-0.008793977089226246,
-0.07538574934005737,
0.013247565366327763,
0.02470155619084835,
-0.00556098623201251,
-0.015762383118271828,
0.0377880223095417,
-0.0025870606768876314,
-0.014526115730404854,
0.005181027110666037,
-0.003328044665977359,
0.01593548059463501,
-0.021922938525676727,
0.00954834371805191,
0.008807710371911526,
0.00934930332005024,
0.006297143176198006,
-0.01920139417052269,
0.005863581784069538,
0.011843166314065456,
0.0021310346201062202,
0.0016546901315450668,
0.007461212575435638,
-0.019859660416841507,
-0.0032673790119588375,
-0.009355774149298668,
-0.08173954486846924,
0.012453434988856316,
-0.003744271118193865,
-0.013722361996769905,
-0.025013316422700882,
-0.02549152635037899,
0.005528099834918976,
0.00378646282479167,
0.003835726296529174,
-0.012206070125102997,
0.004971256945282221,
-0.0018929056823253632,
0.012873663567006588,
0.008199787698686123,
-0.020298007875680923,
0.0008915593498386443,
0.018101602792739868,
-0.032677918672561646,
-0.0038822954520583153,
0.0312393456697464,
0.012211635708808899,
-0.01410867553204298,
-0.00536697031930089,
0.0027648177929222584,
-0.0067618368193507195,
-0.0030337227508425713,
-0.03829071670770645,
0.00813320092856884,
-0.015816114842891693,
-0.028223052620887756,
0.029527533799409866,
0.024842824786901474,
0.006354862358421087,
0.0009734525810927153,
-0.010304713621735573,
-0.007299073040485382,
-0.0011376505717635155,
-0.02481570839881897,
0.017372947186231613,
-0.005300635006278753,
-0.0009823172586038709,
-0.0032514380291104317,
-0.0007838509045541286,
-0.005170641001313925,
-0.008168457075953484,
0.008415266871452332,
0.004381985403597355,
-0.006726500112563372,
0.00393687654286623,
-0.025175753980875015,
0.011272002011537552,
0.018462948501110077,
0.04998473450541496,
-0.0007468475960195065,
-0.004764589946717024,
0.009615297429263592,
-0.005838405340909958,
0.017229072749614716,
0.03510862588882446,
0.007318076677620411,
0.0019013704732060432,
0.026210958138108253,
-0.009952877648174763,
0.07233424484729767,
-0.01650577411055565,
0.007342097815126181,
-0.009161554276943207,
0.006556457839906216,
-0.0018418357940390706,
-0.023996006697416306,
-0.024958282709121704,
0.025347143411636353,
-0.0012007467448711395,
0.011898646131157875,
-0.0008572861552238464,
0.004188622813671827,
0.006535002961754799,
0.026805348694324493,
-0.03161260858178139,
0.018676523119211197,
0.002890140749514103,
0.008269988000392914,
0.02315942943096161,
0.0008264991920441389,
0.01637980341911316,
-0.02887802943587303,
0.03127139061689377,
0.01796168088912964,
-0.0026954684872180223,
-0.008217624388635159,
0.02085724100470543,
-0.02046946808695793,
-0.01614544540643692,
-0.00742766447365284,
0.03355325013399124,
0.002759743481874466,
-0.007953580468893051,
0.02782699465751648,
-0.008823450654745102,
0.0012258109636604786,
0.003690470475703478,
-0.01418832503259182,
0.00434003584086895,
-0.024877233430743217,
0.007031818386167288,
-0.0002580521977506578,
-0.01170062180608511,
0.00915736798197031,
-0.00042305723764002323,
0.027841920033097267,
-0.01944449543952942,
0.007049537729471922,
0.010646169073879719,
0.01052619144320488,
-0.0008700147154740989,
0.026485120877623558,
-0.0033271105494350195,
0.005952989682555199,
0.0021323899272829294,
-0.012455597519874573,
0.013058764860033989,
-0.006133338902145624,
0.01938716322183609,
-0.02384628728032112,
-0.00441533699631691,
-0.010039705783128738,
-0.0016246064333245158,
0.000027885660529136658,
-0.004237797111272812,
-0.024273663759231567,
-0.017023693770170212,
-0.0029595468658953905,
0.012046094983816147,
-0.0047516487538814545,
-0.0008463057456538081,
0.002669990761205554,
-0.011982601135969162,
-0.002058288548141718,
-0.008020439185202122,
0.013000470586121082,
0.0028095548041164875,
0.0030405058059841394,
0.0033217864111065865,
0.007162861526012421,
-0.011704310774803162,
0.018284872174263,
-0.023520883172750473,
0.0037026084028184414,
-0.02409331314265728,
-0.022228602319955826,
0.023109786212444305,
0.0066695306450128555,
0.007079930976033211,
0.029888661578297615,
0.021281884983181953,
0.003707867581397295,
-0.0056114522740244865,
0.002450800035148859,
0.03379135578870773,
0.014898134395480156,
0.0063436683267354965,
-0.0035623302683234215,
0.015079459175467491,
0.003720151027664542,
0.016352219507098198,
-0.010160289704799652,
-0.026802293956279755,
0.005162214394658804,
0.006734034977853298,
0.003075092099606991,
0.008022233843803406,
-0.0018396452069282532,
0.0066098179668188095,
0.021498456597328186,
-0.008311877027153969,
-0.0006979811005294323,
-0.028852742165327072,
0.003294506575912237,
0.013097893446683884,
-0.01568634994328022,
-0.027340278029441833,
-0.0013274837983772159,
-0.009560800157487392,
0.015043146908283234,
0.0010584354167804122,
0.02523687109351158,
0.02466423250734806,
-0.01069640927016735,
-0.019530097022652626,
-0.005886076018214226,
0.0026802397333085537,
-0.015122062526643276,
0.02201736904680729,
0.010536396875977516,
-0.014427779242396355,
-0.006024747155606747,
-0.018361840397119522,
0.019021062180399895,
-0.02331141196191311,
0.026236701756715775,
-0.0019709712360054255,
0.019253535196185112,
0.005438018590211868,
0.018202442675828934,
0.009816152974963188,
0.00048661913024261594,
0.0033386184368282557,
0.006851029582321644,
-0.02810993790626526,
0.00285431370139122,
-0.003821279387921095,
0.01770411618053913,
-0.008152207359671593,
-0.008656548336148262,
0.016568180173635483,
0.00858357734978199,
-0.006198867689818144,
0.0018427609466016293,
0.013563658110797405,
0.011818617582321167,
-0.0024824105203151703,
-0.00382629525847733,
0.008861660957336426,
0.011396840214729309,
-0.00916869007050991,
-0.00172904459759593,
0.008688592351973057,
0.01443268358707428,
0.016591228544712067,
-0.024074584245681763,
0.0016243939753621817,
-0.00653495267033577,
0.005789993330836296,
-0.0349387489259243,
-0.018461065366864204,
-0.00569545803591609,
-0.006673230789601803,
-0.009580560028553009,
-0.00901277270168066,
0.009752298705279827,
0.016902601346373558,
-0.01811186969280243,
0.024712229147553444,
0.01268098596483469,
-0.013124974444508553,
-0.008632881566882133,
-0.009374797344207764,
-0.006486621685326099,
0.0063758837059140205,
0.0025601042434573174,
-0.007714726962149143,
-0.016527626663446426,
0.026635464280843735,
0.006281528156250715,
0.010456196963787079,
-0.009640325792133808,
-0.026137856766581535,
0.0072671351954340935,
0.009380892850458622,
-0.011797199957072735,
0.005871398840099573,
0.002298201434314251,
-0.0011454904451966286,
0.01189679466187954,
0.002324583474546671
] |
[
0.28560522198677063,
-0.3099031150341034,
-0.010775896720588207,
0.6615796685218811,
-0.029809286817908287,
0.09990900754928589,
-0.054708704352378845,
-0.39076122641563416,
-0.0253987368196249,
-0.4697716236114502,
0.03408671170473099,
0.4678480625152588,
-0.12112709879875183,
0.10212977975606918,
0.11240062117576599,
0.26020362973213196,
0.3400137722492218,
-0.0777200385928154,
-0.3252910375595093,
-0.5690343379974365,
-0.22897766530513763,
0.004971179645508528,
0.31409451365470886,
0.0563875176012516,
-0.10340296477079391,
0.06637509167194366,
0.6080750226974487,
0.430632084608078,
-0.013449112884700298,
-0.05622360110282898,
-0.06039080023765564,
0.4675358831882477,
-0.5357940793037415,
-0.240503191947937,
-0.11067351698875427,
0.24444586038589478,
-0.016225801780819893,
0.1325669288635254,
-0.06493795663118362,
-0.32679691910743713,
0.0664873719215393,
0.42347630858421326,
-0.4096602499485016,
0.23655855655670166,
-0.4207581579685211,
-0.9492790102958679,
-1.7319700717926025,
-0.07568268477916718,
-0.22188976407051086,
-0.5116649866104126,
-0.3024870753288269,
0.2774723768234253,
0.13976013660430908,
0.25009799003601074,
-0.38689905405044556,
0.4084644019603729,
-0.22161325812339783,
-0.4538209140300751,
0.18590658903121948,
-0.3950909674167633,
-0.01117995660752058,
-0.34515655040740967,
-0.16406568884849548,
0.15013928711414337,
0.040376339107751846,
0.45416736602783203,
0.19787637889385223,
-0.3687569499015808,
-0.37188443541526794,
-0.4260597825050354,
0.4911155700683594,
-0.1427062600851059,
-0.4999666213989258,
0.4427446722984314,
-0.3875935673713684,
0.12879616022109985,
0.09993655234575272,
-0.20501533150672913,
0.3328148126602173,
0.06837061792612076,
-0.11676929891109467,
-0.03522471711039543,
0.46250012516975403,
-0.21934764087200165,
0.6626256108283997,
0.37389451265335083,
0.04488535225391388,
0.5586200952529907,
-0.5663444995880127,
0.24763473868370056,
-0.3019256293773651,
-0.6928684711456299,
0.32344451546669006,
0.49513158202171326,
0.6575583815574646,
0.49888497591018677,
0.2400723397731781,
0.09281633049249649,
0.2512044608592987,
0.2807352542877197,
-0.1768103390932083,
-0.29123014211654663,
-0.28310656547546387,
-0.14105308055877686,
-0.290997177362442,
-0.7002553939819336,
-0.4305244982242584,
-0.5424942970275879,
-0.5855898261070251,
0.1385408639907837,
-0.5977931618690491,
0.6130748391151428,
-0.026050245389342308,
-0.1255468726158142,
-0.2776920199394226,
-0.23173749446868896,
0.24867700040340424,
-0.06395677477121353,
-0.061335474252700806,
0.5643064975738525,
0.040350399911403656,
1.514456868171692,
-0.10913485288619995,
0.21367231011390686,
-0.16758283972740173,
0.12706691026687622,
0.8583296537399292,
0.9330402612686157,
-0.2585873603820801,
0.31656593084335327,
0.29874375462532043,
0.9819632172584534,
-0.18333913385868073,
0.1498388648033142,
-0.18766441941261292,
-0.6407860517501831,
0.22740264236927032,
0.10536473244428635,
-0.28220850229263306,
-0.09996641427278519,
-0.2866836190223694,
-0.5870633125305176,
-0.31103524565696716,
0.09455745667219162,
0.013705414719879627,
-0.38992810249328613,
-0.07461744546890259,
-0.15140296518802643,
-0.2501005530357361,
-0.13407118618488312,
-0.33341845870018005,
0.47626763582229614,
-0.768254280090332,
0.04947716370224953,
-0.3043268322944641,
0.19298090040683746,
-0.2625637948513031,
-0.14984378218650818,
-0.041590191423892975,
0.5075520873069763,
0.036621950566768646,
-0.16971227526664734,
-0.6050735712051392,
-0.2371729612350464,
0.17939412593841553,
-0.6078447103500366,
0.0706520527601242,
0.41447368264198303,
0.059154752641916275,
-0.08385547995567322,
0.1505921185016632,
-0.4001992344856262,
-0.2984015643596649,
-0.15294425189495087,
0.14847981929779053,
0.23679731786251068,
0.0888734832406044,
0.1847659796476364,
0.19901031255722046,
0.4587141275405884,
-0.802410364151001,
-0.27571380138397217,
-0.11683595180511475,
-0.26543810963630676,
0.19481536746025085,
0.29924100637435913,
0.3237285315990448,
-0.009185723960399628,
-0.1732020080089569,
-0.2650468349456787,
-0.37800365686416626,
-0.18975800275802612,
0.4079284369945526,
-1.00620436668396,
1.3697147369384766,
-0.24264764785766602,
0.03963709995150566,
1.0410701036453247,
-0.029563700780272484,
0.293022483587265,
0.18067345023155212,
-0.28011271357536316,
0.15150460600852966,
0.021969981491565704,
-0.2924472689628601,
0.08108945190906525,
-0.13442224264144897,
0.13139617443084717,
-0.8510910868644714,
0.1873328536748886,
0.5051113367080688,
-0.15748827159404755,
-0.09704470634460449,
-0.29055601358413696,
0.19646327197551727,
0.14728324115276337,
-0.31898292899131775,
0.45964717864990234,
0.06403879076242447,
-0.01964378170669079,
0.6684011816978455,
-0.4076943099498749,
0.4470944404602051,
0.22424988448619843,
0.2756391167640686,
0.6099618077278137,
0.7934746146202087,
0.30618393421173096,
1.099223017692566,
-1.2733174562454224,
-0.1708267331123352,
-0.3762796223163605,
0.21852488815784454,
-0.39785346388816833,
-0.1373591423034668,
0.09087315201759338,
0.4704076945781708,
-0.3108619451522827,
0.3052356541156769,
-0.11361168324947357,
-0.28854653239250183,
0.3873785734176636,
-0.2003224641084671,
0.4911805987358093,
0.09497517347335815,
-0.3669174611568451,
-0.1271452158689499,
0.25314146280288696,
-0.594162106513977,
-0.561325192451477,
0.2808328866958618,
0.5810294151306152,
0.17445679008960724,
-0.6280444264411926,
-0.2664792537689209,
0.24088835716247559,
-0.2998197376728058,
-0.31790122389793396,
0.36777737736701965,
0.22095650434494019,
0.15021874010562897,
0.31165844202041626,
0.17057764530181885,
-0.1911812275648117,
0.08167237788438797,
-0.3860785961151123,
-0.7250939011573792,
-0.31410712003707886,
0.8555722236633301,
0.23217369616031647,
0.4388611614704132,
-0.2720871865749359,
-0.2941376566886902,
0.007539430167526007,
-0.14472439885139465,
-0.7477903366088867,
0.41578972339630127,
0.4224562346935272,
-0.9013891220092773,
-0.6632378697395325,
-0.1821141093969345,
0.7236271500587463,
0.5611740946769714,
0.026894452050328255,
-0.592650294303894,
-0.05574283376336098,
0.00968401413410902,
-0.15397533774375916,
-0.20981155335903168,
-0.13130821287631989,
0.15506768226623535,
0.5633805990219116,
-0.13157238066196442,
-0.1997307389974594,
0.34881213307380676,
0.7530149817466736,
-0.29668012261390686,
0.24322856962680817,
0.4118705093860626,
-0.22933384776115417,
-0.44338086247444153,
0.11750376969575882,
0.060675229877233505,
-0.23527489602565765,
-0.17219999432563782,
-0.1694200187921524,
-0.6641380190849304,
0.723495364189148,
-5.978298664093018,
-0.14250965416431427,
-0.6073839068412781,
0.5286087989807129,
-0.5023781657218933,
-0.07573971897363663,
0.7434670925140381,
-0.18075382709503174,
-0.0768604427576065,
-0.15934284031391144,
-0.08024060726165771,
0.44423168897628784,
-0.22328947484493256,
0.54725581407547,
0.3704206943511963,
0.11740285903215408,
0.16568973660469055,
0.17880915105342865,
0.34585893154144287,
0.10993842780590057,
-0.1494394838809967,
-0.23400193452835083,
-0.3719411790370941,
0.4266766309738159,
0.28847530484199524,
0.06127885356545448,
-0.8258401155471802,
0.39328253269195557,
-0.20643237233161926,
-0.13157279789447784,
-0.025641538202762604,
-0.7285020351409912,
-0.15018443763256073,
-0.1692276895046234,
0.37937691807746887,
0.1375715732574463,
0.42638397216796875,
-0.19204644858837128,
0.1362137496471405,
-0.4848617613315582,
0.3597472012042999,
0.7775286436080933,
-0.3769761025905609,
0.131338432431221,
0.3376038670539856,
-0.3199848532676697,
-0.31235072016716003,
0.22758279740810394,
0.07057151198387146,
0.4118151068687439,
-0.1284470558166504,
-0.09365950524806976,
0.04250168800354004,
-0.1008639708161354,
-0.3331137001514435,
-0.4502279460430145,
0.09700234979391098,
-0.021201476454734802,
-0.5119083523750305,
0.44241803884506226,
0.10991871356964111,
-0.37724724411964417,
0.009041346609592438,
-0.5689008831977844,
-0.15384812653064728,
0.49490782618522644,
-0.4626620411872864,
-0.7580478191375732,
-0.31460681557655334,
-0.022258982062339783,
-0.3883220851421356,
0.3332131505012512,
0.14147982001304626,
-0.4867989420890808,
0.45846107602119446,
-0.27169933915138245,
0.2042088359594345,
0.07121813297271729,
-0.06731884181499481,
-0.0010013493010774255,
0.10805454850196838,
-0.8215872645378113,
0.11635982245206833,
0.1291835457086563,
0.011385606601834297,
-0.5316109657287598,
0.2130991816520691,
-0.45025691390037537,
-0.2607419192790985,
0.16942329704761505,
0.36649975180625916,
-0.23424792289733887,
0.3684156537055969,
0.40828609466552734,
0.0663583055138588,
0.474192351102829,
0.40230751037597656,
0.033117301762104034,
0.0991714745759964,
0.050355732440948486,
0.33773526549339294,
-0.07456378638744354,
-0.5154792070388794,
-0.6497730016708374,
0.10661622881889343,
0.5038798451423645,
-0.14493760466575623,
0.16576744616031647,
0.7177178263664246,
-0.5195447206497192,
0.017154891043901443,
0.27129942178726196,
-0.47373369336128235,
-0.196031391620636,
0.3264491558074951,
-0.058586236089468,
-0.11424259841442108,
-0.305160790681839,
0.46466779708862305,
-0.1301271915435791,
0.23396776616573334,
0.19650161266326904,
-0.04864826053380966,
0.3385210931301117,
0.10506021976470947,
-0.2548866271972656,
0.23734354972839355,
0.7542627453804016,
-0.16484734416007996,
-0.17638954520225525,
0.4076501131057739,
0.22906048595905304,
-0.2573276162147522,
0.006112987641245127,
0.5750985741615295,
-0.7084394097328186,
-0.09677878022193909,
-0.08949746936559677,
0.28065627813339233,
-0.540869414806366,
0.6707562208175659,
0.028024908155202866,
0.09542722254991531,
-0.011069084517657757,
0.23269011080265045,
0.15137362480163574,
-0.02058987133204937,
-0.07847681641578674,
-0.6529884934425354,
-0.10766607522964478,
-0.26691365242004395,
-0.9219909906387329,
0.003762884298339486,
-0.0340832956135273,
-0.05634415149688721,
0.05663139373064041,
0.36560243368148804,
-0.1834847778081894,
0.4920061528682709,
-0.2739277184009552,
0.26306235790252686,
0.2711237668991089,
-1.0226713418960571,
0.07548916339874268,
0.13695189356803894,
0.4006343483924866,
-0.5505307912826538,
-0.3843460977077484,
-0.12383756041526794,
0.36631324887275696,
-0.15801340341567993,
-0.5904227495193481,
-0.3126200735569,
-0.3116475045681,
-0.08839473128318787,
-0.23372027277946472,
0.034961920231580734,
0.10832252353429794,
-0.13734863698482513,
0.15531809628009796,
0.2424250692129135,
-0.19227784872055054,
-0.37401872873306274,
0.5537196397781372,
1.137638807296753,
0.20245122909545898,
-0.21150383353233337,
0.19719330966472626,
-0.773605227470398,
0.06012055650353432,
0.014289766550064087,
0.49275392293930054,
0.4976535439491272,
0.289206862449646,
-0.13678902387619019,
-0.39593058824539185,
0.13998828828334808,
-0.1690560132265091,
-0.09809943288564682,
-0.24915346503257751,
0.10486561059951782,
0.5939644575119019,
-0.009123551659286022,
0.4231385588645935,
0.08087841421365738,
0.051124248653650284,
-0.03126808628439903,
0.12557214498519897,
0.056710973381996155,
-0.13924631476402283,
-0.4989047944545746,
-0.4413893222808838,
-0.07171926647424698,
-0.05996986851096153,
-0.17608030140399933,
-0.13084855675697327,
0.5089650750160217,
-0.16597668826580048,
-0.2285945862531662,
0.5530861020088196,
0.37128376960754395,
-0.38974010944366455,
-0.26474693417549133,
-0.15735869109630585,
-0.21125666797161102,
-0.15468011796474457,
0.4252578318119049,
-0.40781790018081665,
-0.2505110204219818,
0.3711462616920471,
-0.3665863275527954,
-0.17931023240089417,
0.25430548191070557,
0.2097601741552353,
-0.2230578064918518,
0.023130962625145912,
-0.26887401938438416,
0.7180984616279602,
0.01384867262095213,
-0.3996344208717346,
0.13660304248332977,
0.7474952340126038,
-0.2770484983921051,
0.015286223962903023,
-0.19915072619915009,
0.11854780465364456,
-0.09957375377416611,
-0.28128278255462646,
-0.7434787750244141,
-0.23678921163082123,
0.03194409981369972,
-0.06651905179023743,
0.0301895160228014,
0.06372286379337311,
0.9124354720115662,
0.1584187150001526,
-0.1804201453924179,
-0.7479133009910583,
-0.13669192790985107,
0.6462454795837402,
-0.006258590612560511,
-0.36540043354034424,
-0.44124165177345276,
-0.639991283416748,
0.18541966378688812,
0.5390836000442505,
-0.023894106969237328,
-0.5800289511680603,
0.1184808686375618,
-0.32298117876052856,
-0.11960916221141815,
0.07759196311235428,
0.1541137546300888,
0.36953243613243103,
0.12845034897327423,
-0.2238513082265854,
-0.423336386680603,
0.32675281167030334,
-0.3972581923007965,
0.005744826979935169,
-0.08676128834486008,
-0.6407129764556885,
0.15576128661632538,
-0.21958984434604645,
0.3037813603878021,
0.08618021756410599,
0.6065275073051453,
-0.22284753620624542,
0.4270381033420563,
0.003851068438962102,
-0.3246782720088959,
0.00485082995146513,
-0.42584243416786194,
-0.13596032559871674,
-0.25933244824409485,
0.01061402726918459,
0.4203016459941864,
0.07244500517845154,
0.10267730057239532,
0.23016589879989624,
-0.17043596506118774,
0.5206112861633301,
0.3614904284477234,
-0.7257879376411438,
0.34576526284217834,
0.000875319296028465,
0.46246036887168884,
0.21427056193351746,
-0.10791677981615067,
0.2851890027523041,
0.4903462529182434,
0.3081197738647461,
0.033472690731287,
0.5043927431106567,
-0.18634837865829468,
0.2954851984977722,
0.35236963629722595,
-0.11405284702777863,
0.7731825113296509,
0.29844364523887634,
-0.04170608893036842,
0.3773437440395355,
0.6521145701408386,
-0.07859548926353455,
-0.7744795680046082,
0.5274245738983154,
-0.2482949197292328,
0.28363215923309326,
0.03334706649184227,
0.5012067556381226,
0.22933360934257507,
0.9322549104690552,
-0.2993566691875458,
0.6809665560722351,
0.22007669508457184,
0.32205265760421753,
0.31713563203811646,
-0.46428588032722473,
-0.2348722368478775,
-0.08351998031139374,
0.7397993803024292,
0.6228288412094116,
-0.08423896133899689,
-0.1630428582429886,
-0.027391649782657623,
0.26730331778526306,
0.21554704010486603,
0.4452130198478699,
-0.3695566952228546,
0.19519619643688202,
0.11045998334884644,
-0.20708519220352173,
-0.14155369997024536,
0.03798948973417282,
-0.27593767642974854,
-0.45663854479789734,
0.3666253387928009,
-0.23926034569740295,
-0.28638795018196106,
0.2815806567668915,
0.43405017256736755,
0.5207095146179199,
-0.13528597354888916,
0.010497434064745903,
-0.40330469608306885,
0.0073290253058075905,
0.5377435088157654,
0.021569496020674706,
0.37261995673179626,
-0.18734967708587646,
-0.1637427806854248,
0.22910305857658386,
-0.21795964241027832,
0.23587898910045624,
0.053245607763528824,
-0.42301347851753235,
0.0830233171582222,
-0.13498017191886902,
-0.19844834506511688,
0.2790846526622772,
0.3496740758419037,
0.3550565540790558,
-0.1092255562543869,
-0.4144444167613983,
0.27240243554115295,
-0.47300922870635986,
0.32450947165489197,
0.15148413181304932,
0.31423220038414,
-0.12082180380821228,
-0.20302942395210266,
-1.1133441925048828,
-0.19833751022815704,
0.3731539249420166,
0.03571433201432228,
-0.08130249381065369,
-0.5954567193984985,
0.7962630987167358,
0.20872044563293457,
0.21017493307590485,
-0.036264173686504364,
-0.06745212525129318,
0.06996527314186096,
0.7203543782234192,
-0.4528491199016571,
0.07131022959947586,
-0.8114010095596313,
-0.12131033837795258,
-0.5129856467247009,
-0.1510196030139923,
1.1455456018447876,
-0.12769874930381775,
-0.5030165314674377,
-0.26986709237098694,
0.25765475630760193,
0.09893576800823212,
-0.01209639199078083,
-0.20752736926078796,
-0.2697235345840454,
-0.12971287965774536,
-0.4378141760826111,
-0.2834553122520447,
0.5821858048439026,
-0.361659437417984,
0.1764570027589798,
-0.15940476953983307,
0.3164653480052948,
0.08963936567306519,
-0.14002910256385803,
0.20881319046020508,
0.05582530051469803,
-0.21609675884246826,
-0.5644146203994751,
0.547391414642334,
-0.45631158351898193,
0.14948830008506775,
0.03263063356280327,
0.08591431379318237,
0.36522647738456726,
-0.32735395431518555,
-0.12650057673454285,
-0.09288250654935837,
0.18202155828475952,
0.47387850284576416,
-0.03922339901328087,
0.5322490334510803,
-0.23329955339431763,
-0.307737797498703,
-0.8021043539047241,
0.49991148710250854,
0.06553582847118378,
0.15875110030174255,
-0.46366432309150696,
-0.19332338869571686,
-0.6022347211837769,
0.4316626489162445,
-0.12206219881772995,
-0.641689658164978,
-0.409061074256897,
-0.27142196893692017
] |
Recent years have brought a symbolic growth in the volume of research in Sentiment Analysis, mostly on highly subjective text types like movie or product reviews. The main difference these texts have with news articles is that their target is apparently defined and unique across the text. Thence while dealing with news articles, we performed three subtasks namely identifying the target; separation of good and bad news content from the good and bad sentiment expressed on the target and analysis of clearly marked opinion that is expressed explicitly, not needing interpretation or the use of world knowledge. On concluding these tasks, we present our work on mining opinions about three different Indian political parties during elections in the year 2009. We built a Corpus of 689 opinion-rich instances from three different English dailies namely The Hindu, Times of India and Economic Times extracted from 02/ 01/ 2009 to 05/ 01/ 2009 (MM/ DD/ YY). In which (a) we tested the relative suitability of various sentiment analysis methods (both machine learning and lexical based) and (b) we attempted to separate positive or negative opinion from good or bad news. Evaluation includes comparison of three sentiment analysis methods (two machine learning based and one lexical based) and analyzing the choice of certain words used in political text which influence the Sentiments of public in polls. This preliminary experiment will benefit in predicting and forecasting the winning party in forthcoming Indian elections 2014.
|
[
-0.0008102849824354053,
0.016124309971928596,
-0.0071058026514947414,
0.020113570615649223,
-0.0010845876531675458,
0.001835729693993926,
0.010309090837836266,
0.0016557736089453101,
-0.011158202774822712,
0.007607704494148493,
-0.016113772988319397,
0.006539160385727882,
-0.00209871050901711,
0.018706990405917168,
0.030379146337509155,
-0.011826171539723873,
-0.009374016895890236,
0.00806247815489769,
0.002064864616841078,
-0.01659053936600685,
0.0029215046670287848,
-0.03494425117969513,
0.00939189363270998,
-0.0132723618298769,
-0.017240356653928757,
-0.003805379616096616,
0.006483921781182289,
-0.003787428140640259,
-0.011437145993113518,
-0.004534718580543995,
0.012510787695646286,
-0.01806376501917839,
0.011132661253213882,
-0.02077939361333847,
0.010697869583964348,
-0.0093411635607481,
-0.0005424270639196038,
0.01763894408941269,
0.022706998512148857,
-0.0031557390466332436,
0.006917045451700687,
-0.0015690326690673828,
-0.0004744722682517022,
-0.007901011034846306,
-0.010744133964180946,
0.019578183069825172,
-0.005047474522143602,
0.009869517758488655,
0.0030676331371068954,
0.009672993794083595,
-0.004111047834157944,
0.004569754935801029,
-0.00553777115419507,
0.03338213264942169,
-0.006123374216258526,
-0.014283604919910431,
0.019518952816724777,
0.03671910613775253,
-0.02387772500514984,
-0.01363703329116106,
-0.01085516158491373,
0.038326069712638855,
-0.009561998769640923,
-0.000458279624581337,
-0.0035641558934003115,
-0.06682978570461273,
-0.0016643150011077523,
0.005435141269117594,
-0.00501606659963727,
0.009372898377478123,
0.02114231325685978,
0.006699068006128073,
-0.03127435967326164,
-0.005572192370891571,
-0.0338892862200737,
0.03494874760508537,
0.005264335311949253,
0.0031045470386743546,
-0.014162532985210419,
0.015617514960467815,
-0.011790843680500984,
0.021212376654148102,
0.004045698791742325,
0.01235830970108509,
-0.006577334366738796,
0.003628440899774432,
0.01693901978433132,
-0.01332971453666687,
-0.017875168472528458,
0.006203159224241972,
0.00005509285256266594,
0.019948294386267662,
0.010036883875727654,
-0.008108111098408699,
-0.031561464071273804,
0.025382066145539284,
-0.010121181607246399,
0.011245263740420341,
0.021383177489042282,
0.007593248039484024,
-0.00045204535126686096,
-0.02073695883154869,
0.024000369012355804,
0.007618654519319534,
-0.015966881066560745,
0.004644851200282574,
-0.0026000605430454016,
0.007573883980512619,
-0.013796187937259674,
0.0058786626905202866,
0.005993780680000782,
0.006931962911039591,
-0.002127606188878417,
-0.008895901031792164,
-0.01805676519870758,
-0.006620538886636496,
-0.005170796532183886,
0.007719004992395639,
-0.004013001453131437,
-0.008429210633039474,
-0.005874901078641415,
0.030368316918611526,
0.007807581219822168,
0.014155933633446693,
0.005019115284085274,
-0.0024940413422882557,
-0.026240482926368713,
0.0016868943348526955,
-0.025599170476198196,
0.010771406814455986,
-0.014402797445654869,
-0.00640519056469202,
0.009262405335903168,
0.007267586886882782,
-0.011421729810535908,
-0.012527849525213242,
-0.0008283881470561028,
-0.01745177060365677,
0.007743380963802338,
0.019051911309361458,
-0.004806742537766695,
0.007111208513379097,
0.0019366373308002949,
0.01955261081457138,
-0.003096677828580141,
-0.0020784693770110607,
0.022164087742567062,
-0.00015075644478201866,
-0.004099884536117315,
0.004907725844532251,
0.007225657347589731,
-0.003914449829608202,
-0.011900822632014751,
-0.009960385039448738,
0.021000731736421585,
0.00598921487107873,
-0.011598994955420494,
0.0015394941437989473,
-0.016052071005105972,
-0.03228805586695671,
0.039553217589855194,
0.003152739256620407,
-0.009101556614041328,
0.0075864666141569614,
-0.011004932224750519,
-0.000016698846593499184,
0.0040669916197657585,
0.005201340187340975,
-0.007184130139648914,
-0.0005044084973633289,
0.001632223604246974,
0.02399408258497715,
-0.0022149914875626564,
0.009785435162484646,
-0.014517308212816715,
-0.003307238221168518,
0.007981238886713982,
0.0058019040152430534,
-0.02098558098077774,
0.06726983189582825,
0.013800173997879028,
0.011351664550602436,
-0.0012158039025962353,
-0.018686726689338684,
0.0038104671984910965,
-0.005714974366128445,
0.0031552365981042385,
-0.0050205388106405735,
0.02685987390577793,
0.015467260032892227,
-0.0014045936986804008,
0.005069199949502945,
-0.003167742397636175,
-0.02875003218650818,
-0.006504682824015617,
0.0023909970186650753,
-0.0026635623071342707,
-0.00013759297144133598,
0.022989418357610703,
-0.001245531952008605,
0.007747344672679901,
0.003882561344653368,
0.0076774549670517445,
-0.0038756211288273335,
0.012027462013065815,
0.015563967637717724,
0.0076656462624669075,
-0.011954300105571747,
0.014267533086240292,
0.010126403532922268,
0.016301985830068588,
-0.00223609060049057,
-0.0005268333479762077,
-0.01483406126499176,
0.026089070364832878,
0.005102340131998062,
-0.007249026093631983,
0.009206902235746384,
-0.005896584130823612,
-0.01628968119621277,
-0.0059240106493234634,
-0.005945268087089062,
0.018364092335104942,
-0.009256578050553799,
0.020389769226312637,
-0.005083787254989147,
-0.002311122603714466,
0.01058813277631998,
-0.007626311853528023,
0.005290104541927576,
0.00823536142706871,
-0.005418667569756508,
-0.006533046718686819,
0.006138544529676437,
0.030512914061546326,
0.006795582827180624,
0.008400453254580498,
-0.02614247053861618,
0.009866536594927311,
-0.0014976824168115854,
-0.01009078323841095,
-0.012575263157486916,
0.03655710816383362,
-0.03579284995794296,
-0.004294932819902897,
0.00040663639083504677,
0.006294459104537964,
-0.0037451256066560745,
-0.010144973173737526,
0.020753009244799614,
0.002386803273111582,
-0.0036696782335639,
-0.003468381706625223,
-0.0073129963129758835,
-0.020511839538812637,
-0.02348656952381134,
-0.0015044724568724632,
-0.01977774128317833,
0.02232874557375908,
-0.0307869054377079,
0.007758012972772121,
0.006847511511296034,
-0.0055893054232001305,
0.03464283049106598,
0.020631808787584305,
-0.019081352278590202,
-0.0007168380543589592,
-0.00868249498307705,
0.006264552008360624,
-0.015146434307098389,
0.0043674856424331665,
-0.012978401966392994,
0.005992535036057234,
-0.08088075369596481,
-0.007462488487362862,
0.027231017127633095,
-0.008658022619783878,
0.01416019257158041,
0.0044595664367079735,
0.03470934182405472,
0.01096956804394722,
-0.015019819140434265,
-0.026726165786385536,
-0.003302945289760828,
0.027250751852989197,
-0.016310252249240875,
-0.005213957279920578,
0.01701110601425171,
-0.007510703057050705,
0.007528855465352535,
0.015408587642014027,
-0.0006812888896092772,
0.015151597559452057,
-0.002906298730522394,
0.003958553541451693,
0.015268085524439812,
-0.010126929730176926,
-0.013035084120929241,
-0.007499624043703079,
0.012573686428368092,
-0.0027612715493887663,
-0.013929584994912148,
0.009061282500624657,
0.0007454217411577702,
0.003866942599415779,
0.008806117810308933,
-0.011300116777420044,
-0.005888851825147867,
0.015102900564670563,
-0.016603056341409683,
-0.023624934256076813,
-0.01418731827288866,
0.01534285955131054,
0.01686728745698929,
0.011158941313624382,
-0.01001992542296648,
-0.007187122479081154,
0.017391201108694077,
0.03131157159805298,
0.0017670881934463978,
0.04719171300530434,
0.004442192614078522,
-0.014997657388448715,
0.0455407090485096,
0.00040000141598284245,
0.018975140526890755,
0.011598259210586548,
-0.0032034157775342464,
0.00566455302760005,
-0.0006135583971627057,
-0.005678010638803244,
-0.008019823580980301,
-0.006397833116352558,
0.024093838408589363,
-0.021430084481835365,
-0.002451809123158455,
-0.015144557692110538,
0.005832037888467312,
-0.0032899449579417706,
0.013811767101287842,
0.012187113985419273,
-0.00092370028141886,
-0.004919861443340778,
0.0052298191003501415,
-0.00879158265888691,
-0.010246578603982925,
0.005596686154603958,
-0.012456851080060005,
-0.017179295420646667,
-0.013160549104213715,
0.008516702800989151,
-0.028208140283823013,
0.006758354604244232,
0.026144543662667274,
0.009651992470026016,
-0.009338975884020329,
-0.04319661110639572,
-0.01032887864857912,
-0.0204653050750494,
0.000708612147718668,
0.010555518791079521,
0.013226522132754326,
-0.008805405348539352,
0.025449031963944435,
-0.014864849857985973,
-0.01820213533937931,
0.00875222310423851,
0.01052759401500225,
0.0059257508255541325,
-0.001205299748107791,
0.009321345016360283,
0.016336167231202126,
0.011296285316348076,
-0.004195780493319035,
0.006251260172575712,
-0.016939755529165268,
-0.01057063415646553,
-0.0011418149806559086,
0.0036204904317855835,
-0.008999832905828953,
-0.004524422809481621,
-0.00900205783545971,
-0.005729649215936661,
-0.02905149571597576,
-0.011323051527142525,
-0.002006662543863058,
0.029849283397197723,
0.011305287480354309,
0.019380245357751846,
-0.010024067014455795,
-0.021735498681664467,
0.07255816459655762,
0.002353545045480132,
0.020355362445116043,
-0.006552673876285553,
0.025189587846398354,
-0.004185597877949476,
0.03311458230018616,
0.01623404771089554,
-0.013487729243934155,
-0.006692622788250446,
0.010592950507998466,
0.005112856160849333,
0.019364187493920326,
0.014888070523738861,
-0.02192058600485325,
-0.013797303661704063,
0.016117971390485764,
0.009066712111234665,
-0.008626537397503853,
-0.0013818014413118362,
0.00916129071265459,
-0.005054086912423372,
-0.014656773768365383,
0.0515054352581501,
-0.03004475310444832,
-0.01424004789441824,
-0.0017606900073587894,
-0.016658872365951538,
-0.008244886994361877,
0.007098463363945484,
0.0010452105198055506,
-0.012044462375342846,
-0.0029415935277938843,
0.0056729502975940704,
0.00033640582114458084,
0.02031981199979782,
0.021073710173368454,
-0.015059813857078552,
-0.0024750176817178726,
0.0014811432920396328,
-0.0014371182769536972,
-0.014943675138056278,
-0.007664356380701065,
0.026398029178380966,
0.001489380607381463,
0.005380924791097641,
-0.009375017136335373,
-0.005350852385163307,
0.0003739772364497185,
0.01622069999575615,
0.014766915701329708,
0.0018442426808178425,
0.008449205197393894,
0.03326598182320595,
0.00482799019664526,
-0.010845736600458622,
0.011521153151988983,
-0.000889659218955785,
-0.0040917592123150826,
-0.002914808690547943,
-0.024942349642515182,
-0.006585756316781044,
-0.012466874904930592,
0.01141855027526617,
0.0039061610586941242,
-0.014410350471735,
-0.007546259090304375,
-0.015548666939139366,
0.018188750371336937,
-0.017020076513290405,
-0.004841771442443132,
0.0014891859609633684,
0.021055785939097404,
0.01046019047498703,
-0.0024463869631290436,
-0.02474774792790413,
-0.010037733241915703,
0.0029000905342400074,
0.012568872421979904,
-0.004497439134865999,
-0.00026956317014992237,
-0.01924658752977848,
0.024745821952819824,
0.003996158950030804,
-0.004143374972045422,
-0.017737574875354767,
-0.012630444020032883,
-0.07398411631584167,
-0.025127019733190536,
0.04432925581932068,
-0.008985128253698349,
-0.0003163163783028722,
0.041579440236091614,
0.0008912699995562434,
0.022278303280472755,
-0.0034332997165620327,
-0.013868591748178005,
0.0334022082388401,
-0.00027772970497608185,
-0.04094848781824112,
0.002325569512322545,
0.008978251367807388,
-0.013847768306732178,
-0.009473835118114948,
-0.0071341292932629585,
0.010247361846268177,
0.007842592895030975,
-0.04235900565981865,
0.011359332129359245,
0.0019209386082366109,
0.0068140048533678055,
0.0068963635712862015,
-0.08129142224788666,
0.006932564079761505,
0.004017305560410023,
-0.028469426557421684,
0.001317967427894473,
-0.013722036965191364,
-0.0070516993291676044,
-0.007022303994745016,
0.023582924157381058,
-0.013277411460876465,
-0.018864717334508896,
0.01640922948718071,
0.012556788511574268,
-0.00814729556441307,
0.008339941501617432,
-0.0022266791202127934,
-0.007717447355389595,
-0.0024079058784991503,
0.02438989281654358,
0.014416659250855446,
-0.010993000119924545,
0.007501794490963221,
-0.008877960033714771,
0.0021962164901196957,
-0.016381610184907913,
-0.0018004134763032198,
-0.005495668388903141,
0.0030960217118263245,
0.00854601338505745,
-0.012455781921744347,
0.03239024803042412,
0.002652567345649004,
0.0042481496930122375,
-0.015140123665332794,
0.015007169917225838,
-0.006776649970561266,
-0.015727952122688293,
0.0026996685191988945,
-0.009655928239226341,
-0.00455875787883997,
-0.00048295408487319946,
0.0016943865921348333,
0.03415220230817795,
0.025051260367035866,
0.011180995032191277,
0.005304610822349787,
0.002606627531349659,
-0.008684624917805195,
-0.0043915435671806335,
0.004226467106491327,
0.011385271325707436,
-0.016969770193099976,
0.007621655706316233,
0.012641527689993382,
-0.03387252986431122,
0.026644494384527206,
-0.0068853506818413734,
0.013722838833928108,
0.008162688463926315,
0.012144789099693298,
-0.0021977161522954702,
0.00462794303894043,
-0.00960281677544117,
0.07255055755376816,
0.00035836303140968084,
0.00302314106374979,
0.0068175652995705605,
-0.02639703080058098,
-0.002470651175826788,
0.003074017819017172,
0.005083390045911074,
0.019786760210990906,
0.00852145254611969,
0.015027987770736217,
-0.012405216693878174,
0.009748384356498718,
0.004542138427495956,
0.011534035205841064,
-0.0260948333889246,
-0.02319381944835186,
0.011784324422478676,
0.006395583041012287,
0.020902486518025398,
-0.009883780032396317,
0.019538316875696182,
-0.035145148634910583,
0.005999347195029259,
0.022515997290611267,
-0.01122050266712904,
-0.016231786459684372,
0.00022859103046357632,
-0.0013426055666059256,
-0.001980618806555867,
-0.029489615932106972,
0.026637498289346695,
-0.0077580176293849945,
-0.0026272241957485676,
0.03271923214197159,
-0.022511392831802368,
-0.003922263626009226,
-0.0010668342001736164,
-0.02179166115820408,
0.01103328075259924,
-0.0030458196997642517,
-0.005083377007395029,
0.007518894039094448,
-0.024280434474349022,
-0.007005488499999046,
0.0017010178416967392,
0.009544850327074528,
-0.006018875166773796,
0.016940344125032425,
0.010826967656612396,
0.01065777987241745,
0.0032293787226080894,
-0.006272625178098679,
0.0033638873137533665,
-0.0028570673894137144,
0.016451291739940643,
-0.009298915043473244,
0.008482158184051514,
-0.00894786324352026,
-0.020076630637049675,
-0.006893055979162455,
-0.01291351392865181,
-0.000356992706656456,
-0.010468137450516224,
-0.015958147123456,
-0.0030448553152382374,
-0.0065741268917918205,
-0.016781631857156754,
0.015141533687710762,
0.012567564845085144,
-0.006451798602938652,
0.008493497967720032,
0.007060587871819735,
-0.002045278437435627,
0.000054888048907741904,
0.003910241182893515,
0.004132492933422327,
-0.006494621746242046,
0.01357199065387249,
0.006150862667709589,
-0.012703729793429375,
0.0015623802319169044,
-0.00120375188998878,
0.003048510290682316,
-0.01574619859457016,
-0.02522694692015648,
-0.010086387395858765,
0.024088207632303238,
-0.0037535312585532665,
0.007163264788687229,
0.023626403883099556,
0.012913123704493046,
0.00520282844081521,
-0.006284953095018864,
0.0015554535202682018,
0.03356024995446205,
-0.020316656678915024,
-0.00042976171243935823,
-0.014285999350249767,
-0.0040474762208759785,
-0.0037681320682168007,
0.01976621523499489,
-0.0010990501614287496,
0.018612056970596313,
-0.030528981238603592,
-0.0039479476399719715,
0.009154345840215683,
-0.01248285174369812,
-0.0010664532892405987,
0.021777335554361343,
0.013037627562880516,
-0.009032607078552246,
-0.011628358624875546,
0.022965122014284134,
-0.011509527452290058,
0.027142424136400223,
-0.0020438695792108774,
-0.01666964590549469,
-0.007866578176617622,
-0.00712532177567482,
-0.016109541058540344,
0.009540323168039322,
0.01925845816731453,
0.011375130154192448,
-0.009722377173602581,
-0.022810686379671097,
-0.005609535612165928,
0.006849084049463272,
-0.004303200636059046,
-0.016706237569451332,
0.004777158610522747,
-0.037089042365550995,
0.004096827004104853,
-0.0005942955613136292,
-0.011710552498698235,
-0.004156743176281452,
-0.0024597104638814926,
-0.0012632935540750623,
0.006694315932691097,
0.01665043830871582,
0.01716500334441662,
-0.022975850850343704,
0.001588789513334632,
-0.008804872632026672,
0.006247795652598143,
-0.01566794142127037,
0.050336405634880066,
0.011620409786701202,
0.014274880290031433,
0.006483579985797405,
0.02883133292198181,
0.023179825395345688,
0.0014313384890556335,
-0.0057832347229123116,
-0.009824562817811966,
0.014509971253573895,
-0.008854230865836143,
0.008289342746138573,
-0.007438505068421364,
0.0028479495085775852,
-0.00206274027004838,
0.017094019800424576,
-0.02867649309337139,
-0.015095112845301628,
0.004193160682916641,
-0.000788939418271184,
0.009540322236716747,
0.021257059648633003,
-0.008549015037715435,
0.023523615673184395,
0.018021177500486374,
0.00829829927533865,
0.005724462680518627,
0.008013985119760036,
-0.016665060073137283,
-0.014120056293904781,
-0.013134777545928955,
0.023760775104165077,
-0.012714327313005924,
-0.0004078251076862216,
0.03607500344514847,
-0.005755140911787748,
0.01102402899414301,
-0.018702629953622818,
-0.01697721518576145,
-0.030488619580864906,
-0.005002947058528662,
0.0091988705098629,
0.03127916529774666,
0.022144628688693047,
0.002604653825983405,
-0.023026753216981888,
-0.01954742521047592,
-0.0041647376492619514,
0.008243527263402939,
0.006461763754487038,
-0.014971744269132614,
-0.01802535355091095,
-0.0030983509495854378,
-0.003321312600746751,
-0.007040537428110838,
-0.01129441149532795
] |
[
0.23676438629627228,
0.15805809199810028,
-0.0045306384563446045,
0.38603904843330383,
-0.3535507023334503,
0.09054385870695114,
-0.1403067409992218,
-0.024672701954841614,
-0.12747158110141754,
0.04250723496079445,
-0.20051829516887665,
0.2313401699066162,
0.06854292005300522,
0.07726844400167465,
0.2476518303155899,
0.5870304703712463,
0.23411433398723602,
0.24315477907657623,
0.09585192054510117,
-0.37759506702423096,
-0.4102310240268707,
0.08771221339702606,
0.42635196447372437,
-0.16018599271774292,
-0.01447623036801815,
0.25294291973114014,
0.7750298976898193,
-0.05820627138018608,
-0.3717200458049774,
0.12844713032245636,
-0.05383268743753433,
0.38937175273895264,
-0.31335172057151794,
0.0838073343038559,
-0.39555463194847107,
-0.21971571445465088,
-0.013189254328608513,
0.45065635442733765,
0.26760250329971313,
-0.5566989779472351,
0.02683856338262558,
-0.37290266156196594,
0.22816865146160126,
0.06358732283115387,
-0.4782855212688446,
-0.6841114163398743,
-1.3691234588623047,
0.4086925685405731,
-0.6737120151519775,
0.23786890506744385,
0.20987127721309662,
0.7490563988685608,
0.21728359162807465,
0.29670968651771545,
0.11682382225990295,
0.5888299345970154,
0.2050321102142334,
-0.15143893659114838,
0.028348831459879875,
-0.6435484886169434,
0.7019608616828918,
-0.4283770024776459,
0.11993564665317535,
-0.2963404357433319,
0.31255096197128296,
0.28379321098327637,
0.0731058195233345,
-0.5745419263839722,
-0.2814858555793762,
-0.0012917843414470553,
0.07866585999727249,
-0.29869145154953003,
-0.5404986143112183,
0.7777344584465027,
-0.49390295147895813,
0.5385065674781799,
0.10232110321521759,
0.18711431324481964,
-0.24495308101177216,
-0.3398676812648773,
-0.2290203720331192,
-0.15693077445030212,
0.44316747784614563,
0.14300209283828735,
0.328700453042984,
-0.08228185772895813,
0.2791267931461334,
0.2824395000934601,
0.13532844185829163,
0.4981785714626312,
0.03953842446208,
-0.40833723545074463,
0.2327233999967575,
0.5041869878768921,
0.25210198760032654,
0.08059120178222656,
0.7426325082778931,
-0.39125025272369385,
0.3320949673652649,
-0.133002370595932,
-0.007058019284158945,
-0.07154489308595657,
0.3281267285346985,
-0.1166050136089325,
-0.363872230052948,
-0.25325554609298706,
-0.4331747889518738,
-0.4909481704235077,
-0.06861960142850876,
0.38748618960380554,
-0.4961839020252228,
0.33928796648979187,
0.20954424142837524,
-0.056030236184597015,
-0.54579097032547,
-0.09263607114553452,
-0.3166213631629944,
-0.23511940240859985,
0.06360570341348648,
0.4350341260433197,
-0.014232036657631397,
1.0072534084320068,
0.3339872360229492,
0.1143709123134613,
0.21868784725666046,
-0.012275022454559803,
0.7689348459243774,
0.21357227861881256,
-0.35465991497039795,
0.33432507514953613,
0.0194824431091547,
0.5604580044746399,
-0.2779780924320221,
0.0469803512096405,
-0.5059093236923218,
-0.7064058780670166,
0.4241749048233032,
-0.19875523447990417,
0.34189265966415405,
0.10533470660448074,
-0.22707517445087433,
-0.5754715800285339,
-0.09527703374624252,
-0.09637805074453354,
0.11586751788854599,
-0.35114744305610657,
0.1302342563867569,
-0.17171062529087067,
-0.24695555865764618,
-0.32188504934310913,
-0.21583028137683868,
0.17060375213623047,
-0.5341222286224365,
-0.20939667522907257,
-0.04493196681141853,
0.42033734917640686,
0.04753313586115837,
-0.2620258033275604,
0.11752930283546448,
0.5347650647163391,
0.220219686627388,
-0.1634301096200943,
-0.28935956954956055,
0.1385943740606308,
0.01595696620643139,
-0.4196218252182007,
0.04175511375069618,
0.39412620663642883,
0.14041820168495178,
-0.11605256050825119,
-0.01440480351448059,
0.1517537236213684,
-0.1329280287027359,
-0.17797119915485382,
-0.37056559324264526,
0.11252077668905258,
-0.04727831110358238,
0.3412673771381378,
0.07039796561002731,
0.3127647638320923,
-0.645913302898407,
-0.20909246802330017,
-0.1767691820859909,
-0.18936637043952942,
-0.07499723136425018,
0.15405681729316711,
0.20290793478488922,
-0.05394016206264496,
-0.214376762509346,
-0.07944950461387634,
-0.29057252407073975,
-0.4318919777870178,
-0.05151725187897682,
-1.0903841257095337,
1.2307440042495728,
-0.3194524347782135,
-0.13916797935962677,
1.1248815059661865,
0.42795395851135254,
0.19241343438625336,
-0.16156716644763947,
0.253268837928772,
0.693138599395752,
-0.028470009565353394,
-0.3306504487991333,
0.09702745825052261,
0.0995260626077652,
0.3644724190235138,
-0.20523647964000702,
0.18007032573223114,
0.30960822105407715,
-0.16310444474220276,
-0.2498912811279297,
-0.0036821733228862286,
-0.1481928825378418,
0.36763930320739746,
-0.37590181827545166,
0.16090570390224457,
-0.277865469455719,
0.03775057569146156,
0.7454398274421692,
-0.46515724062919617,
0.2574923634529114,
0.7046142220497131,
0.016780121251940727,
0.21579040586948395,
0.10251054912805557,
0.16454452276229858,
0.5888698697090149,
-1.0311330556869507,
0.21604138612747192,
-0.15987150371074677,
0.42849642038345337,
-0.4845212996006012,
-0.2043481320142746,
-0.18650932610034943,
0.21509622037410736,
0.17946547269821167,
0.19768588244915009,
-0.049245793372392654,
0.30082663893699646,
0.22093842923641205,
-0.37125104665756226,
0.4186139702796936,
-0.19668784737586975,
-0.08897373080253601,
-0.5218183398246765,
-0.006005395669490099,
-0.4305659234523773,
0.13936957716941833,
0.37783074378967285,
0.5501664876937866,
-0.02483983524143696,
-0.4269339144229889,
0.44855013489723206,
0.3228302001953125,
-0.18834508955478668,
-0.3869071304798126,
0.23438021540641785,
-0.12038600444793701,
0.020852232351899147,
-0.3127734363079071,
0.2061288207769394,
0.43190377950668335,
-0.17699246108531952,
-0.2658518850803375,
-0.3337465226650238,
-0.11792948842048645,
0.22949284315109253,
0.8597222566604614,
0.26125264167785645,
-0.11878630518913269,
-0.27361276745796204,
0.6358405947685242,
0.470512717962265,
-0.6409842371940613,
-0.01486398559063673,
0.256926953792572,
-0.7328397035598755,
-0.6974905729293823,
0.03809693828225136,
0.5111104249954224,
0.4186001121997833,
-0.49055543541908264,
-0.07570155709981918,
-0.23158226907253265,
0.4649476706981659,
-0.1401335597038269,
-0.15861450135707855,
0.3324803411960602,
0.20229139924049377,
0.18121643364429474,
0.12574917078018188,
-0.5488350987434387,
0.6032769083976746,
0.23530803620815277,
-0.05783349275588989,
0.3166990280151367,
0.12722589075565338,
-0.20663101971149445,
-0.40266239643096924,
0.7008422017097473,
-0.09715493768453598,
-0.27581217885017395,
0.39668089151382446,
-0.1129506453871727,
-0.45000094175338745,
0.43060797452926636,
-6.150362968444824,
-0.3156125545501709,
-0.3990458846092224,
-0.33716341853141785,
-0.45266884565353394,
-0.01426235307008028,
0.5997668504714966,
-0.41959187388420105,
0.09681589901447296,
-0.07632759213447571,
0.1718270480632782,
0.24869586527347565,
0.11543187499046326,
0.1923159807920456,
-0.017229648306965828,
0.08577549457550049,
0.4684491753578186,
0.49064305424690247,
0.09852050244808197,
0.5878990292549133,
0.19356274604797363,
-0.2013828158378601,
0.25216805934906006,
0.7716622352600098,
0.4038256108760834,
-0.12234575301408768,
-0.5676997900009155,
0.2901708781719208,
0.6731817722320557,
-0.21413420140743256,
0.12958590686321259,
-0.11876334249973297,
-0.34051811695098877,
0.42748159170150757,
0.17263440787792206,
0.04732886701822281,
0.3585280179977417,
-0.29354286193847656,
0.18597033619880676,
-0.28787004947662354,
0.4614991843700409,
0.6564875841140747,
0.019623154774308205,
-0.4822874367237091,
0.08249086886644363,
-0.5377436876296997,
-0.4665050804615021,
0.2986568212509155,
-0.35896438360214233,
0.1790856271982193,
-0.11366046965122223,
-0.2721670866012573,
0.1774616241455078,
0.16715912520885468,
-0.015987664461135864,
0.04394496977329254,
0.22181755304336548,
-0.29157498478889465,
-0.39869704842567444,
-0.01294714491814375,
0.11579733341932297,
-0.4922143518924713,
0.08511250466108322,
-0.7520308494567871,
-0.3389224112033844,
-0.0784529596567154,
-0.7679732441902161,
-0.7142521142959595,
-0.05604885518550873,
0.04430978000164032,
-0.6891769170761108,
0.04595131427049637,
0.11074571311473846,
-0.5178795456886292,
0.14780057966709137,
-0.5563200116157532,
0.3259527385234833,
0.3973867893218994,
-0.17047564685344696,
0.45985662937164307,
-0.3457372486591339,
-0.1411733627319336,
0.4577763080596924,
-0.1710129678249359,
0.16346022486686707,
-0.30236902832984924,
-0.14834724366664886,
-0.26174184679985046,
0.0953066274523735,
-0.06831607967615128,
1.0107147693634033,
-0.5068707466125488,
0.3834214210510254,
0.43865522742271423,
0.5253632664680481,
0.5605937242507935,
0.2932947278022766,
0.0003584848309401423,
0.03569483011960983,
-0.28328707814216614,
0.5679073333740234,
0.3226141035556793,
-0.4853808581829071,
-1.055820345878601,
-0.07526319473981857,
0.3026142716407776,
-0.20535869896411896,
0.10840028524398804,
0.5257256031036377,
-0.6951448321342468,
-0.10117826610803604,
-0.21791504323482513,
-0.341381311416626,
-0.21762052178382874,
0.7085900902748108,
0.21015869081020355,
-0.20570868253707886,
-0.14396435022354126,
0.06131863221526146,
-0.029277298599481583,
0.4100993871688843,
0.17529244720935822,
-0.5796340703964233,
0.0062643010169267654,
-0.3748515546321869,
-0.7790817618370056,
-0.17572221159934998,
0.24514390528202057,
-0.26894664764404297,
-0.1733555644750595,
0.5232632160186768,
0.1690061390399933,
-0.23943763971328735,
0.11431101709604263,
0.6323304772377014,
-0.3407942056655884,
0.19935904443264008,
0.03956899791955948,
0.12406163662672043,
-0.515718400478363,
0.3918948173522949,
-0.04598163068294525,
-0.22539541125297546,
0.1841556876897812,
0.23162949085235596,
-0.20201608538627625,
-0.25712940096855164,
0.12376947700977325,
-0.14266900718212128,
0.03636641055345535,
-0.7006163001060486,
-0.6155343651771545,
0.0613655261695385,
-0.09339949488639832,
-0.27206894755363464,
-0.10254744440317154,
0.03340522199869156,
0.21088215708732605,
0.24084439873695374,
-0.3110404908657074,
0.130422905087471,
-0.09626492112874985,
-0.7321874499320984,
0.12610286474227905,
0.18632851541042328,
-0.19092436134815216,
-0.5136731266975403,
-0.07720991969108582,
0.36688390374183655,
0.32324427366256714,
0.2794892489910126,
-0.12223101407289505,
-0.025088248774409294,
-0.2522810399532318,
-0.0007825136999599636,
-0.4940407872200012,
-0.017397036775946617,
0.2334519773721695,
0.09256821870803833,
0.15557169914245605,
-0.24331460893154144,
-0.5421742796897888,
-0.3006877899169922,
0.4669148921966553,
0.8395833373069763,
0.09110622853040695,
-0.2741583287715912,
-0.0600760318338871,
-0.3585013151168823,
-0.08512736111879349,
0.06996852904558182,
0.39061346650123596,
0.49033454060554504,
-0.250226229429245,
-0.19715075194835663,
-0.3318268358707428,
0.08633046597242355,
-0.30794957280158997,
-0.3218938112258911,
-0.657956600189209,
0.49756988883018494,
0.07577795535326004,
-0.3021492063999176,
-0.027082456275820732,
0.22524133324623108,
-0.454043984413147,
0.2555345594882965,
0.0027098546270281076,
-0.22094716131687164,
-0.3410549461841583,
-0.17961758375167847,
0.021418895572423935,
0.08503635227680206,
0.1912062019109726,
-0.1880914568901062,
-0.08819863200187683,
0.1782711297273636,
-0.43213000893592834,
-0.17415755987167358,
0.3355090618133545,
0.5775852203369141,
-0.28352293372154236,
-0.44276607036590576,
-0.01794564723968506,
-0.4189739227294922,
-0.29712793231010437,
0.8848087191581726,
-0.7384142875671387,
0.014134887605905533,
0.1455649435520172,
-0.729282557964325,
0.38465607166290283,
0.40210339426994324,
0.2966243624687195,
-0.17635303735733032,
-0.4176739454269409,
-0.035178542137145996,
0.3148043751716614,
-0.16277357935905457,
0.22288909554481506,
-0.35339292883872986,
0.5145930051803589,
0.04503551498055458,
-0.5173466801643372,
-0.07265406847000122,
0.2476135492324829,
0.46982333064079285,
-0.18153779208660126,
-1.2513171434402466,
-0.09502722322940826,
0.5484818816184998,
0.07992252707481384,
-0.012395074591040611,
0.07060854136943817,
0.5009132623672485,
-0.018250849097967148,
-0.3877607583999634,
-0.3714951276779175,
-0.09067051857709885,
0.3977200984954834,
0.01726885512471199,
-0.5746057629585266,
-0.4294891357421875,
-0.5091165900230408,
0.02833106927573681,
0.17107470333576202,
-0.4929291605949402,
-0.44823896884918213,
0.28940197825431824,
-0.0394539013504982,
-0.29751190543174744,
0.431045800447464,
0.17424121499061584,
-0.11277776956558228,
0.6020441651344299,
0.010378572158515453,
-0.4875359535217285,
0.20347623527050018,
-0.35523509979248047,
0.020492611452937126,
-0.023700617253780365,
-0.4448637366294861,
-0.06549470871686935,
-0.40863776206970215,
0.25124451518058777,
-0.4925653338432312,
0.6385166645050049,
-0.1561838686466217,
-0.01129970047622919,
-0.5293242931365967,
-0.2756895422935486,
0.017211798578500748,
-0.3717193305492401,
-0.050330646336078644,
-0.36830899119377136,
0.2449447065591812,
0.3412281274795532,
0.36548158526420593,
-0.3262834846973419,
-0.030718136578798294,
0.07551825791597366,
0.002241558162495494,
0.27792084217071533,
-0.4511776864528656,
0.07127852737903595,
0.0006885436596348882,
0.051992710679769516,
-0.17840711772441864,
0.33870017528533936,
0.03420596569776535,
0.7060327529907227,
0.27364739775657654,
0.3250940144062042,
0.42434561252593994,
-0.39578232169151306,
-0.03506537154316902,
0.15040896832942963,
-0.11172869801521301,
0.7830662131309509,
0.14751183986663818,
0.12557101249694824,
0.11287964880466461,
0.7927954196929932,
-0.1279822438955307,
-0.5335236191749573,
0.493035227060318,
-0.2716045081615448,
0.2930249571800232,
0.12537609040737152,
0.10896629840135574,
0.24012300372123718,
0.9938269853591919,
-0.5509276390075684,
-0.14209428429603577,
-0.04236455634236336,
-0.09514123201370239,
-0.08531275391578674,
-0.28489795327186584,
-0.09110061824321747,
-0.17996206879615784,
0.3397010266780853,
0.2423206865787506,
-0.38197562098503113,
0.0904785543680191,
-0.15777160227298737,
0.36374494433403015,
0.31818687915802,
0.2888440489768982,
-0.769899845123291,
0.44731971621513367,
-0.06336754560470581,
0.29041609168052673,
-0.19869951903820038,
0.3342466652393341,
0.06531324237585068,
-0.4669579863548279,
0.32001984119415283,
0.05524731054902077,
0.014054246246814728,
0.41015541553497314,
0.06718394160270691,
0.9148799777030945,
-0.21971102058887482,
0.21798469126224518,
-0.11510848253965378,
0.379376083612442,
0.40012994408607483,
0.11975835263729095,
0.3781873285770416,
-0.4660983383655548,
-0.016815802082419395,
0.06775101274251938,
-0.6886987090110779,
-0.05400875583291054,
-0.42452511191368103,
-0.41387125849723816,
0.29439806938171387,
-0.338838666677475,
-0.23070594668388367,
0.053136881440877914,
-0.04750193655490875,
-0.096956267952919,
-0.020342199131846428,
-0.29973557591438293,
0.5376526713371277,
0.18043184280395508,
-0.12525004148483276,
0.2609396278858185,
0.15350867807865143,
0.010846374556422234,
-0.4022306203842163,
-0.7632720470428467,
-0.323727548122406,
0.34025341272354126,
-0.2896301746368408,
0.17410656809806824,
-0.2414417415857315,
0.6918157339096069,
0.431822806596756,
-0.1399131566286087,
0.12279123812913895,
0.16399523615837097,
-0.06301424652338028,
0.5607870221138,
-0.23813502490520477,
0.2733527719974518,
-1.0604006052017212,
-0.34996339678764343,
-0.7795975804328918,
-0.07577552646398544,
0.13684335350990295,
-0.2051447033882141,
-0.23515142500400543,
0.007860872894525528,
-0.5538691282272339,
-0.2721346616744995,
0.2371353805065155,
-0.261959433555603,
0.42782849073410034,
-0.12497645616531372,
-0.2968393564224243,
-0.13355179131031036,
0.493866890668869,
0.2323240339756012,
-0.09152806550264359,
-0.32242485880851746,
0.027523046359419823,
0.6646508574485779,
-0.6443312764167786,
0.3449602723121643,
-0.08947131782770157,
-0.0809633731842041,
-0.3498823344707489,
0.576007604598999,
-0.44374576210975647,
0.2954404950141907,
0.08046890050172806,
0.15931108593940735,
0.25275999307632446,
-0.44688156247138977,
-0.1624339073896408,
0.15168216824531555,
0.28212970495224,
0.03551526367664337,
0.15649837255477905,
0.05502599477767944,
-0.17469535768032074,
-0.06300872564315796,
-0.3961474895477295,
0.8091683387756348,
-0.13499097526073456,
0.3714861571788788,
-0.007327762432396412,
-0.05602874606847763,
-0.12807035446166992,
0.20482803881168365,
0.04106051102280617,
-0.5041319131851196,
0.07987681776285172,
-0.1973871886730194
] |
We propose a unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including: part-of-speech tagging, chunking, named entity recognition, and semantic role labeling. This versatility is achieved by trying to avoid task-specific engineering and therefore disregarding a lot of prior knowledge. Instead of exploiting man-made input features carefully optimized for each task, our system learns internal representations on the basis of vast amounts of mostly unlabeled training data. This work is then used as a basis for building a freely available tagging system with good performance and minimal computational requirements.
|
[
-0.00659293495118618,
0.011057846248149872,
-0.009196693077683449,
0.002820712048560381,
-0.00631734449416399,
-0.003121274756267667,
0.008526048623025417,
0.009609412401914597,
-0.013266662135720253,
0.039788711816072464,
-0.007898262701928616,
0.011219190433621407,
0.012714880518615246,
0.012458126060664654,
0.017632918432354927,
0.021020395681262016,
0.012906261719763279,
0.0009896138217300177,
0.004699235782027245,
0.0005611591041088104,
-0.0021009501069784164,
-0.004291072022169828,
0.008482239209115505,
-0.005466836970299482,
-0.01463405042886734,
0.013607405126094818,
-0.016901785507798195,
-0.005042898468673229,
0.0019079798366874456,
-0.004692234564572573,
0.00000906502828001976,
0.005976413376629353,
0.002549695083871484,
0.02270021289587021,
-0.0038919057697057724,
0.007464610505849123,
-0.003662203438580036,
0.01688334345817566,
0.03136200085282326,
-0.0034303050488233566,
0.011548809707164764,
-0.002293013734742999,
-0.0005951520288363099,
-0.0019940605852752924,
-0.011536887846887112,
-0.0034362440928816795,
-0.0024762344546616077,
0.00769031373783946,
0.004839248955249786,
0.004879450425505638,
-0.00867108441889286,
-0.014498945325613022,
-0.0004080692888237536,
0.021554242819547653,
-0.005429151933640242,
-0.029012218117713928,
0.016946224495768547,
0.020972594618797302,
-0.007712461054325104,
0.00019738869741559029,
-0.021359413862228394,
0.022179903462529182,
0.007701991591602564,
-0.017588142305612564,
-0.018297111615538597,
-0.06745868176221848,
0.0026429579593241215,
0.00989719107747078,
-0.0053318277932703495,
0.010896388441324234,
0.010451742447912693,
0.007464738562703133,
-0.0102332578971982,
0.004575750790536404,
0.023258540779352188,
0.01608729362487793,
0.005838142707943916,
0.0017474100459367037,
-0.012551642023026943,
0.011758042499423027,
-0.022926371544599533,
0.004835966043174267,
0.01089381892234087,
0.009666417725384235,
0.007139869034290314,
-0.011328187771141529,
0.007854539901018143,
0.002878118772059679,
0.007767587900161743,
0.012181415222585201,
0.011910790577530861,
0.020637843757867813,
-0.01580086350440979,
0.012171359732747078,
-0.017973309382796288,
0.0026179885026067495,
0.013096007518470287,
0.02146274410188198,
-0.01604652777314186,
0.010630043223500252,
0.0006405609892681241,
0.021466687321662903,
0.020387286320328712,
-0.027700047940015793,
0.004034636542201042,
0.009632335044443607,
0.01802055537700653,
0.025215599685907364,
-0.011035466566681862,
0.006444047670811415,
0.021049994975328445,
0.005140345543622971,
-0.03260108828544617,
0.030372992157936096,
-0.009238947182893753,
-0.02376779168844223,
0.006460926961153746,
-0.020714152604341507,
0.003771874587982893,
-0.022668443620204926,
0.00024027307517826557,
-0.00017392821609973907,
0.0019702287390828133,
-0.008593030273914337,
0.010127374902367592,
-0.020723499357700348,
-0.014003954827785492,
-0.0051021515391767025,
-0.0016323335003107786,
0.007188624702394009,
-0.011872880160808563,
-0.00994904525578022,
-0.006134846247732639,
-0.0027484933380037546,
0.014794491231441498,
-0.004488303791731596,
-0.008715195581316948,
-0.0006733657792210579,
0.0201253741979599,
-0.00023056939244270325,
0.01715005934238434,
0.003802780993282795,
0.003374975174665451,
0.005470857955515385,
0.03797657787799835,
-0.008072125725448132,
0.004707640036940575,
0.0064291199669241905,
-0.030667442828416824,
-0.018500732257962227,
0.005311994813382626,
-0.008087476715445518,
0.0015843890141695738,
-0.005992603022605181,
-0.002107814885675907,
0.020762644708156586,
-0.019167887046933174,
0.008410928770899773,
-0.013117793947458267,
-0.016036806628108025,
0.04513582959771156,
-0.02101808227598667,
-0.016240190714597702,
0.00813901238143444,
0.024571165442466736,
0.017507310956716537,
0.011708665639162064,
0.012386287562549114,
-0.0035211059730499983,
0.0011274955468252301,
-0.003790514310821891,
-0.004719666205346584,
-0.012736760079860687,
0.005637695547193289,
-0.01471828855574131,
0.0027596373111009598,
0.0027049672789871693,
0.004573628306388855,
-0.007182919420301914,
0.06734059751033783,
-0.01183850783854723,
-0.023554744198918343,
0.0008898079395294189,
0.005426592659205198,
0.006141832564026117,
-0.0005155396647751331,
0.0173195693641901,
0.004747010767459869,
0.011671950109302998,
0.00039076386019587517,
-0.02009965106844902,
-0.013320369645953178,
0.023994768038392067,
-0.01300026848912239,
-0.001251501264050603,
0.0027610077522695065,
0.003436671569943428,
-0.012434395030140877,
0.009900970384478569,
0.013228191994130611,
0.006204524077475071,
0.012169413268566132,
-0.03256436437368393,
0.02584049478173256,
-0.018245264887809753,
0.0025741402059793472,
0.017792556434869766,
-0.013334538787603378,
0.0005991864018142223,
0.018004516139626503,
0.012297457084059715,
0.008959416300058365,
-0.015636060386896133,
-0.013549773022532463,
0.021053090691566467,
0.012700246647000313,
0.004008595831692219,
0.024925874546170235,
-0.0005442779511213303,
-0.010247115045785904,
-0.0016264069126918912,
-0.0011973562650382519,
0.02338787540793419,
-0.001583229168318212,
0.026806220412254333,
-0.010143175721168518,
-0.004231907427310944,
0.01288702990859747,
0.009151649661362171,
-0.003374244552105665,
0.0013683100696653128,
-0.0087636299431324,
-0.00711075309664011,
0.01536324992775917,
0.025063157081604004,
0.012821786105632782,
0.008656898513436317,
-0.0113668916746974,
0.011724629439413548,
-0.006377207115292549,
-0.013371732085943222,
-0.00349256070330739,
0.004135009832680225,
-0.01813443936407566,
-0.0076278094202280045,
0.010934662073850632,
0.000621832674369216,
-0.011669697239995003,
-0.02373528853058815,
0.008696949109435081,
-0.0005904368590563536,
0.011024558916687965,
0.0062218885868787766,
-0.005870575550943613,
0.007361652795225382,
-0.002271343022584915,
0.008783012628555298,
-0.008234587498009205,
0.02292133867740631,
0.004388811066746712,
-0.006118173245340586,
0.0011342738289386034,
0.0028136027976870537,
-0.0007573403418064117,
0.010249410755932331,
0.025899432599544525,
0.003569655818864703,
-0.001081808004528284,
-0.005173477344214916,
0.005697970278561115,
0.0005429394077509642,
-0.008599660359323025,
0.0017553051002323627,
-0.08169890195131302,
-0.010158995166420937,
0.003022441640496254,
0.012202776968479156,
0.012119114398956299,
0.0008443500846624374,
-0.007745848968625069,
0.0014428666327148676,
-0.018163884058594704,
0.00025463791098445654,
0.007659223396331072,
0.007555264513939619,
-0.013858859427273273,
-0.015107618644833565,
-0.009732627309858799,
-0.009594785049557686,
0.01238013245165348,
0.0016503582010045648,
0.0033692452125251293,
-0.010278522968292236,
0.004660650156438351,
-0.008926378563046455,
0.01103595644235611,
-0.022473804652690887,
-0.018321417272090912,
-0.005559666082262993,
-0.00330009195022285,
0.0009492561221122742,
-0.0037841505836695433,
0.00968040432780981,
-0.0041695390827953815,
-0.012667844071984291,
-0.03306616097688675,
-0.012042762711644173,
0.011843760497868061,
-0.0033657210879027843,
-0.013160282745957375,
0.009019734337925911,
0.0016785336192697287,
0.01758822426199913,
0.009871328249573708,
0.005114234052598476,
-0.028404589742422104,
0.00891096144914627,
0.013783935457468033,
0.027975808829069138,
-0.01619958132505417,
0.0049658725038170815,
0.012740401551127434,
-0.0073228636756539345,
0.02251526340842247,
0.008020495064556599,
-0.01682642102241516,
0.012076417915523052,
0.004223017953336239,
-0.006682658568024635,
-0.01966254785656929,
0.012678798288106918,
-0.01041330210864544,
-0.0024089599028229713,
0.017269494011998177,
-0.008010097779333591,
-0.016283288598060608,
0.002600356936454773,
0.0006063256878405809,
-0.024905411526560783,
0.012784002348780632,
0.01961062289774418,
0.0009044688194990158,
-0.008608406409621239,
0.02117496356368065,
0.010770641267299652,
-0.022845512256026268,
0.0019339666469022632,
-0.019933775067329407,
-0.018117746338248253,
-0.008662673644721508,
-0.009551482275128365,
-0.010937726125121117,
-0.0007006814703345299,
-0.008307975716888905,
0.018626343458890915,
0.0000075553543865680695,
-0.003006639424711466,
-0.01647421345114708,
-0.009628182277083397,
0.00035073881736025214,
0.0010094032622873783,
0.006442757789045572,
-0.008614624850451946,
0.019965555518865585,
0.0003742557018995285,
0.005160014145076275,
0.003810741240158677,
-0.003140335436910391,
-0.0170693751424551,
-0.006751261185854673,
-0.002425769343972206,
-0.005786198657006025,
0.008415969088673592,
-0.0024640122428536415,
-0.003500932827591896,
0.015813177451491356,
-0.014398022554814816,
-0.003334199544042349,
0.0038356103468686342,
-0.005756680388003588,
-0.0001995489001274109,
0.015972483903169632,
-0.007240763865411282,
0.008726543746888638,
-0.0048745302483439445,
-0.012216612696647644,
0.004121994599699974,
0.0036803497932851315,
-0.010770871303975582,
-0.004787718877196312,
-0.027322009205818176,
0.07354800403118134,
0.009015588089823723,
0.006074623670428991,
-0.017281334847211838,
0.002041411120444536,
-0.00784784834831953,
-0.0023944638669490814,
0.001062157447449863,
0.004229219630360603,
-0.0036783982068300247,
0.010330571793019772,
-0.014324813149869442,
0.010686395689845085,
0.006022064946591854,
-0.011083819903433323,
-0.0027466281317174435,
0.02803126350045204,
0.00011270982213318348,
-0.0034617302007973194,
-0.019119996577501297,
0.00829249992966652,
-0.02512020617723465,
0.007400136906653643,
0.051143839955329895,
0.004576114006340504,
-0.025752821937203407,
0.014991585165262222,
-0.012680861167609692,
0.01894475147128105,
0.003091293852776289,
-0.006989051587879658,
-0.034990277141332626,
-0.0042725251987576485,
0.002438361756503582,
0.01985727623105049,
-0.0036905468441545963,
0.006931574083864689,
0.0015045013278722763,
0.009150765836238861,
-0.0037494932767003775,
0.009418249130249023,
-0.009770199656486511,
0.023616177961230278,
0.017898624762892723,
-0.01884809136390686,
0.017153630033135414,
-0.01375696063041687,
-0.0011453817132860422,
-0.012325599789619446,
0.01560948882251978,
-0.006208738312125206,
0.016064763069152832,
0.0072320494800806046,
0.025120163336396217,
0.01385146751999855,
-0.011953718960285187,
0.028258604928851128,
-0.008123659528791904,
-0.005375981330871582,
-0.022387318313121796,
-0.01988733559846878,
-0.005819849204272032,
-0.013022905215620995,
-0.007018289528787136,
-0.016504136845469475,
-0.02829212322831154,
0.012028856202960014,
-0.013322912156581879,
0.009085356257855892,
-0.004619490820914507,
-0.006422079633921385,
-0.0005326452665030956,
0.006599069572985172,
-0.012101537548005581,
0.004886876791715622,
-0.005394751206040382,
-0.011403793469071388,
-0.013092943467199802,
-0.0007423993665724993,
-0.0009471644880250096,
0.0031548249535262585,
0.009286587126553059,
-0.016405733302235603,
0.0055905175395309925,
-0.010586271062493324,
0.02594168297946453,
-0.007232684642076492,
-0.0755312591791153,
-0.002293382305651903,
0.0033888709731400013,
-0.003686591051518917,
-0.00037372554652392864,
0.035133443772792816,
-0.01316227950155735,
0.013906889595091343,
0.03571021556854248,
-0.007919000461697578,
0.010692617855966091,
0.008450644090771675,
-0.005699283443391323,
0.023952830582857132,
0.007983790710568428,
-0.0030096559785306454,
-0.0030738015193492174,
-0.007692861836403608,
0.034169793128967285,
0.02003822661936283,
0.004951511509716511,
-0.0077308909967541695,
0.003401764901354909,
0.006266087293624878,
0.00041113304905593395,
-0.08247548341751099,
0.0017957910895347595,
0.007621363736689091,
-0.020818468183279037,
-0.018874267116189003,
-0.03618500754237175,
0.022859808057546616,
-0.0015202905051410198,
0.005794004537165165,
-0.013141077011823654,
0.006210887338966131,
-0.011769531294703484,
0.02293936349451542,
0.01508222334086895,
-0.01092655397951603,
0.0025031871628016233,
0.00793897733092308,
-0.05249602347612381,
0.0022841007448732853,
0.009386667050421238,
0.013087508268654346,
-0.003375072032213211,
-0.008762145414948463,
0.011771317571401596,
-0.012716584838926792,
0.009486690163612366,
-0.005647960584610701,
0.011547436006367207,
-0.005191161762923002,
-0.00669587217271328,
0.004493254236876965,
0.005808198358863592,
-0.012524365447461605,
-0.022941555827856064,
-0.020958872511982918,
-0.010868323966860771,
-0.013949751853942871,
-0.003051766660064459,
0.01347357127815485,
-0.014386024326086044,
-0.00019555300241336226,
0.010064845904707909,
-0.004240867216140032,
-0.0053353821858763695,
-0.002101022284477949,
-0.015378623269498348,
0.00451740063726902,
-0.00002047419548034668,
0.008093328215181828,
-0.0026196325197815895,
0.006818324327468872,
0.00789386872202158,
0.03493307903409004,
-0.012508571147918701,
0.006526092533022165,
0.02585436776280403,
-0.006014075595885515,
0.01096278615295887,
0.012170425616204739,
0.01176637876778841,
-0.009995073080062866,
0.01693759858608246,
0.007557033561170101,
0.07231232523918152,
-0.011771487072110176,
0.0074473787099123,
-0.009173043072223663,
0.0010334465187042952,
-0.003528666216880083,
-0.008475540205836296,
-0.010336426086723804,
-0.002383504994213581,
-0.009795356541872025,
-0.025938883423805237,
-0.0021599321626126766,
0.003885082434862852,
0.004985061939805746,
0.005879206582903862,
-0.016643673181533813,
-0.03145252540707588,
-0.00391402980312705,
0.00021087517961859703,
0.00303835142403841,
-0.0142136225476861,
-0.009686972945928574,
-0.021675392985343933,
0.021585632115602493,
0.0006902398308739066,
-0.0015812735073268414,
-0.015208273194730282,
0.031890954822301865,
-0.02198489010334015,
-0.014831699430942535,
-0.023255977779626846,
0.02696295641362667,
-0.002363232197239995,
-0.006461608223617077,
0.02888517826795578,
-0.01575552299618721,
0.005521530285477638,
0.0025334011297672987,
-0.020676646381616592,
0.015582796186208725,
-0.01638106442987919,
0.009239323437213898,
0.003616440575569868,
-0.00816444493830204,
0.012557866051793098,
-0.0055779991671442986,
0.0367109514772892,
-0.018863681703805923,
0.0015610121190547943,
0.011326124891638756,
0.021465783938765526,
-0.006605080794543028,
-0.01056760549545288,
0.001697681611403823,
-0.0001519706565886736,
0.00955677218735218,
-0.0005133510567247868,
0.004105083644390106,
-0.005245700478553772,
-0.025458622723817825,
-0.008022335357964039,
-0.003653900697827339,
-0.006212357897311449,
-0.0025632388424128294,
0.01845509558916092,
0.002680602017790079,
-0.014681955799460411,
-0.018928516656160355,
-0.0037538520991802216,
0.00867150817066431,
0.004109222441911697,
-0.014022022485733032,
-0.00019751139916479588,
-0.005934972781687975,
0.016313128173351288,
0.007682777009904385,
-0.02139224484562874,
-0.02122410386800766,
0.007355642970651388,
-0.002478878479450941,
-0.0036938097327947617,
-0.02645314857363701,
0.016296129673719406,
0.01581728085875511,
-0.0073872157372534275,
0.0008022235706448555,
-0.03749976307153702,
0.020840147510170937,
0.007381165400147438,
0.008946948684751987,
0.020517652854323387,
-0.002071426250040531,
0.002227006945759058,
-0.015414346940815449,
0.003798641264438629,
0.03336131572723389,
-0.01299259252846241,
0.008784516714513302,
-0.026608683168888092,
0.02338303066790104,
0.012896380387246609,
0.02411615662276745,
-0.015540797263383865,
-0.0032372206915169954,
-0.010716408491134644,
0.002462295349687338,
0.003222276456654072,
-0.008801257237792015,
0.006818569265305996,
-0.011588715016841888,
0.0051665897481143475,
-0.013249333016574383,
0.0016964103560894728,
0.026915743947029114,
0.0005776348989456892,
0.0035636620596051216,
-0.002577755134552717,
-0.030050061643123627,
-0.00039018504321575165,
-0.00787762738764286,
-0.01371338777244091,
0.0003119921311736107,
0.01686982437968254,
0.010250044986605644,
0.014364304021000862,
-0.03477460518479347,
-0.005741147790104151,
-0.004257226828485727,
0.007266152184456587,
0.015884235501289368,
0.02305639535188675,
0.004180131014436483,
0.00251918938010931,
0.017261330038309097,
0.030754609033465385,
0.012529907748103142,
0.019596083089709282,
0.010899553075432777,
0.006069950293749571,
-0.004268755204975605,
0.013320792466402054,
0.0008510281331837177,
-0.0008094758377410471,
-0.007631402462720871,
0.006612605880945921,
-0.014953806065022945,
0.010767812840640545,
-0.006394101306796074,
0.01189819909632206,
0.015202289447188377,
0.009366371668875217,
0.010682801716029644,
0.0042118048295378685,
-0.004704133607447147,
-0.009300143457949162,
0.011263841763138771,
-0.0008944020373746753,
-0.0053603434935212135,
-0.008964723907411098,
0.010987402871251106,
-0.009889109060168266,
-0.00529838539659977,
-0.030373025685548782,
-0.012424568645656109,
0.026047443971037865,
0.017961867153644562,
-0.025592613965272903,
0.0065375384874641895,
0.0006107962690293789,
0.0010950334835797548,
0.0006072416435927153,
-0.009411695413291454,
-0.0002564103342592716,
0.000649590976536274,
-0.01160446647554636,
-0.010072508826851845,
-0.00382620794698596,
0.024128329008817673,
-0.014115061610937119,
-0.000799140427261591,
0.006462926976382732,
0.006559055298566818,
-0.009211399592459202,
-0.008024136535823345,
-0.0015509482473134995,
-0.003678550012409687,
-0.0009155573789030313,
-0.009680870920419693,
-0.003996577113866806,
0.010399013757705688,
0.0008005350828170776,
0.0013370872475206852,
-0.007220365572720766,
-0.009299500845372677,
0.008100403472781181,
-0.0008699675090610981,
0.0016372015234082937,
-0.001345998141914606,
0.010640193708240986,
0.011757159605622292,
0.007053724490106106,
-0.012420739978551865
] |
[
0.048892635852098465,
0.020217426121234894,
-0.016149291768670082,
0.34056299924850464,
0.16211020946502686,
0.1857476383447647,
0.05054960399866104,
-0.22705939412117004,
0.05789756029844284,
-0.7941613793373108,
-0.09207004308700562,
0.5618509650230408,
-0.27252593636512756,
0.07280725985765457,
0.19326075911521912,
0.19229748845100403,
0.34997549653053284,
-0.09152925759553909,
-0.08941073715686798,
-0.34349575638771057,
-0.574833869934082,
-0.003100430127233267,
0.07258666306734085,
0.028792517259716988,
0.3956926763057709,
-0.024038970470428467,
0.6469786763191223,
0.3922804594039917,
0.05272078514099121,
-0.009842626750469208,
0.20511731505393982,
0.3491077423095703,
-0.5574067831039429,
-0.34681230783462524,
-0.0614054873585701,
0.02454991079866886,
-0.3104756772518158,
0.08276723325252533,
-0.16569162905216217,
-0.3586829602718353,
0.220206156373024,
0.5326423048973083,
-0.43636178970336914,
0.2902012765407562,
-0.3289647400379181,
-0.7757771611213684,
-1.4853228330612183,
-0.025441229343414307,
-0.1676311194896698,
-0.21525883674621582,
-0.6060004234313965,
0.26609110832214355,
0.36868706345558167,
0.11222708225250244,
-0.22408485412597656,
0.14121484756469727,
-0.1737212985754013,
-0.4991464614868164,
0.17725969851016998,
-0.30514127016067505,
-0.0035400758497416973,
-0.11270954459905624,
-0.11269878596067429,
-0.047755707055330276,
0.16564151644706726,
0.40857407450675964,
0.3340398967266083,
-0.4291291832923889,
-0.9106160402297974,
-0.012219306081533432,
0.28142714500427246,
-0.10121675580739975,
-0.5278118252754211,
0.2575453817844391,
-0.5286828279495239,
-0.12067517638206482,
0.3147599995136261,
-0.28444480895996094,
0.02817213162779808,
0.29065391421318054,
-0.20095354318618774,
0.2851419448852539,
0.35199975967407227,
-0.29050973057746887,
0.6975222826004028,
0.5439566373825073,
-0.4218704104423523,
0.5798565745353699,
-0.6711868643760681,
0.20026984810829163,
-0.10866256058216095,
-0.5622552633285522,
0.06641672551631927,
0.1984075903892517,
0.7551206350326538,
0.5589668154716492,
-0.023901987820863724,
0.187236949801445,
-0.047265443950891495,
0.4760175347328186,
-0.10119957476854324,
-0.06482326239347458,
-0.06888337433338165,
-0.43640047311782837,
-0.23996230959892273,
-0.4797442555427551,
-0.5968677997589111,
-0.6710710525512695,
-0.4496813118457794,
0.05878731235861778,
-0.48204874992370605,
0.6305185556411743,
0.34102144837379456,
-0.2747512757778168,
0.021916504949331284,
-0.014103904366493225,
0.1992984265089035,
0.13249312341213226,
-0.24236862361431122,
0.35211244225502014,
0.0047045485116541386,
1.4057903289794922,
-0.07944344729185104,
0.23568685352802277,
0.13573983311653137,
-0.03474321961402893,
0.36041927337646484,
0.5114650726318359,
-0.41681981086730957,
-0.052622802555561066,
0.06829451024532318,
0.7856509685516357,
0.1966007649898529,
0.08659129589796066,
-0.3974778950214386,
-0.16837824881076813,
0.16696757078170776,
0.14239110052585602,
0.014326144009828568,
0.2802003026008606,
-0.5816840529441833,
-0.6187795400619507,
0.06025627627968788,
0.05805039033293724,
0.3616436719894409,
-0.2329980432987213,
0.197921022772789,
-0.32606759667396545,
-0.2871619462966919,
0.0686582401394844,
-0.6969758868217468,
0.5509248971939087,
-0.7093774080276489,
0.0006456675473600626,
-0.2063385397195816,
0.9021819829940796,
-0.060040224343538284,
-0.1130295842885971,
0.048716671764850616,
-0.023889590054750443,
0.2947365939617157,
0.08021954447031021,
-0.6472043991088867,
-0.13811714947223663,
-0.09376583248376846,
-0.7337573170661926,
-0.1270124763250351,
0.48420044779777527,
0.3944934904575348,
-0.13932856917381287,
0.50295090675354,
-0.46538034081459045,
-0.10086444765329361,
-0.4067597985267639,
-0.14342771470546722,
-0.047747474163770676,
0.19428744912147522,
0.1280602514743805,
0.5154027938842773,
0.03304857760667801,
-0.7698599100112915,
-0.09808291494846344,
0.016101298853754997,
-0.18808701634407043,
-0.014383691363036633,
0.2279684841632843,
0.35826683044433594,
-0.2502715289592743,
-0.46730178594589233,
0.17606030404567719,
-0.1298871487379074,
-0.16378559172153473,
0.41458001732826233,
-1.1086747646331787,
1.4034885168075562,
0.07610294967889786,
-0.2554900348186493,
1.3151934146881104,
-0.16974160075187683,
0.42191281914711,
0.17163978517055511,
-0.30050596594810486,
-0.13689880073070526,
-0.38730692863464355,
-0.34447720646858215,
-0.12575535476207733,
-0.2523520290851593,
-0.001823220169171691,
-0.6375487446784973,
0.032128963619470596,
0.42926910519599915,
-0.29118606448173523,
0.049674853682518005,
-0.7795073390007019,
0.11857137829065323,
0.030811864882707596,
0.12480653077363968,
0.634480357170105,
-0.1894529014825821,
0.040555667132139206,
1.2197209596633911,
-0.5416600704193115,
0.4660707712173462,
0.4271250069141388,
0.3522211015224457,
0.7746082544326782,
0.47032204270362854,
0.5821381211280823,
0.7934768199920654,
-0.8890305757522583,
-0.20574858784675598,
-0.5602274537086487,
0.17532216012477875,
-0.28290560841560364,
-0.07801122218370438,
-0.12612177431583405,
0.23528505861759186,
-0.46235957741737366,
-0.053798988461494446,
0.14403420686721802,
-0.14115643501281738,
0.3336227834224701,
-0.5121762156486511,
0.19695737957954407,
0.32971441745758057,
-0.5714338421821594,
-0.14164769649505615,
0.028906244784593582,
-0.10330067574977875,
-0.2521083354949951,
-0.09038164466619492,
0.385136216878891,
-0.024374602362513542,
-0.719499945640564,
-0.20338407158851624,
-0.0021920979488641024,
-0.07650087028741837,
-0.38696661591529846,
0.04344872757792473,
0.32810232043266296,
-0.0211152583360672,
0.05459005385637283,
-0.26255640387535095,
0.24620896577835083,
-0.07101374119520187,
-0.5324552655220032,
-0.40328389406204224,
-0.5197707414627075,
0.6636011600494385,
0.45594173669815063,
0.6880297064781189,
-0.32244038581848145,
-0.04021424800157547,
-0.2545587122440338,
0.17575041949748993,
-0.6969042420387268,
0.037848394364118576,
0.1044541448354721,
-0.6964219212532043,
-0.7196191549301147,
-0.010971462354063988,
0.5786144733428955,
0.40429115295410156,
0.19360284507274628,
-0.4663412570953369,
-0.37492701411247253,
0.10687226057052612,
-0.379133015871048,
-0.3375091850757599,
-0.09306211769580841,
-0.06877674162387848,
0.39538270235061646,
-0.19547609984874725,
-0.48323583602905273,
0.3880154490470886,
0.7595100402832031,
-0.13685600459575653,
0.16267649829387665,
0.06827371567487717,
-0.06531031429767609,
-0.5702811479568481,
0.5086285471916199,
-0.10448238998651505,
0.030128154903650284,
0.13068461418151855,
-0.07433327287435532,
-0.3565722405910492,
0.5652147531509399,
-5.946037292480469,
-0.11291943490505219,
-0.39483290910720825,
0.220248743891716,
-0.27513423562049866,
0.12279953062534332,
0.6914645433425903,
-0.22185756266117096,
0.3497636020183563,
-0.10405458509922028,
-0.2011875957250595,
0.32710176706314087,
-0.2121208906173706,
0.28501519560813904,
0.3977367877960205,
0.07344333082437515,
0.1534828096628189,
-0.018126286566257477,
0.42105787992477417,
0.2520008683204651,
0.01141725480556488,
-0.13016456365585327,
0.021554308012127876,
0.5116104483604431,
0.2850009500980377,
0.014752604998648167,
-0.840241551399231,
0.19786138832569122,
-0.2268678992986679,
-0.048998840153217316,
0.09537466615438461,
-0.6721979975700378,
-0.23705510795116425,
-0.30271604657173157,
0.2532427906990051,
-0.001829217653721571,
0.507075846195221,
0.17260606586933136,
0.25537434220314026,
-0.5749185085296631,
0.2606443762779236,
0.5778591632843018,
-0.3468756377696991,
-0.06176299974322319,
0.3895455598831177,
-0.1894681602716446,
-0.45628252625465393,
-0.012148627080023289,
-0.17361582815647125,
0.7335640788078308,
-0.46002984046936035,
-0.1791638433933258,
0.34352928400039673,
-0.10709565877914429,
0.09585803747177124,
-0.5306775569915771,
0.2643029987812042,
0.06594143807888031,
-0.16396789252758026,
0.3526798188686371,
0.3479270339012146,
-0.6900705695152283,
0.04577533155679703,
-1.0963551998138428,
-0.32092565298080444,
0.4921972453594208,
-0.8235877752304077,
-0.7782056331634521,
0.0466487817466259,
0.30441033840179443,
-0.37438690662384033,
0.24537494778633118,
-0.04307667911052704,
-0.32645419239997864,
0.4997539818286896,
-0.20601889491081238,
-0.04955577477812767,
-0.11006011068820953,
0.032195545732975006,
0.1037239134311676,
-0.2659023702144623,
-0.49379763007164,
-0.09277566522359848,
0.08384276926517487,
0.21147885918617249,
-0.2691088020801544,
-0.031536027789115906,
-0.41396597027778625,
-0.2219979166984558,
-0.1110372394323349,
0.7936601042747498,
-0.05710126459598541,
0.3587254583835602,
0.659919023513794,
0.40619608759880066,
0.1402711123228073,
0.3069787621498108,
0.24781198799610138,
0.2982404828071594,
-0.30198249220848083,
0.5638026595115662,
-0.15394340455532074,
-0.5732048749923706,
-0.5087121725082397,
0.32675206661224365,
0.5950778126716614,
-0.3091753125190735,
-0.13425105810165405,
0.8727101683616638,
-0.1498154252767563,
-0.24945956468582153,
0.03979499265551567,
-0.2488202005624771,
0.07361947745084763,
0.22084641456604004,
0.09390747547149658,
-0.32532796263694763,
-0.12733109295368195,
0.4131040573120117,
-0.3421441316604614,
0.2959209680557251,
0.30659279227256775,
0.37603023648262024,
0.41075804829597473,
0.2854611277580261,
-0.4689350128173828,
0.43189048767089844,
0.681660532951355,
-0.4018406569957733,
-0.5408307909965515,
0.5561333894729614,
-0.052393682301044464,
-0.4394693672657013,
0.2595578134059906,
0.4840990900993347,
-0.1955881267786026,
-0.3087242543697357,
-0.23044295608997345,
0.2298431247472763,
-0.46564820408821106,
0.5698078870773315,
-0.06400110572576523,
0.02884799614548683,
-0.12747468054294586,
0.21382498741149902,
0.09237074106931686,
-0.22808517515659332,
0.283210426568985,
-0.7091361880302429,
0.07553353905677795,
-0.19323381781578064,
-0.7183116674423218,
-0.10595663636922836,
-0.019347168505191803,
-0.10526207089424133,
0.11245591193437576,
0.3222099244594574,
0.17599745094776154,
0.4638366401195526,
-0.18204613029956818,
0.4149244725704193,
0.1863074004650116,
-0.6558106541633606,
0.2362685352563858,
0.2627757489681244,
0.4124601483345032,
-0.7572248578071594,
0.10023444145917892,
-0.050499893724918365,
0.45032960176467896,
-0.03826495260000229,
-0.5570659041404724,
-0.3105347752571106,
-0.6047976613044739,
-0.21267032623291016,
-0.020045405253767967,
-0.16246449947357178,
0.31648144125938416,
-0.2543552815914154,
0.24163909256458282,
0.08810752630233765,
-0.5532616376876831,
-0.035450879484415054,
0.6665050387382507,
0.881618320941925,
-0.0020576990209519863,
0.04680294543504715,
0.17377936840057373,
-0.7213574647903442,
-0.1000765785574913,
-0.11783229559659958,
0.6951181888580322,
0.3329693675041199,
0.124676913022995,
-0.25785741209983826,
-0.236764594912529,
-0.12659546732902527,
-0.1391991227865219,
-0.1828065663576126,
-0.47100353240966797,
-0.017643118277192116,
0.46686455607414246,
-0.5001673102378845,
0.46490269899368286,
0.12032435089349747,
-0.2998684048652649,
0.05144818127155304,
0.07967063039541245,
0.06827236711978912,
-0.0881127417087555,
-0.6348536610603333,
-0.45411211252212524,
-0.03874741494655609,
-0.15868794918060303,
-0.3538461923599243,
-0.21551752090454102,
0.5651171803474426,
-0.17193342745304108,
-0.5957065224647522,
0.6302667260169983,
0.26852720975875854,
-0.44248372316360474,
-0.0666530430316925,
0.11315551400184631,
-0.24044835567474365,
0.31404614448547363,
0.3015606701374054,
-0.034359078854322433,
-0.17312394082546234,
0.06311482191085815,
-0.42002740502357483,
0.005135323852300644,
0.08709773421287537,
0.31141769886016846,
-0.23059983551502228,
-0.2985590994358063,
-0.061417050659656525,
0.4914510250091553,
-0.06570874154567719,
0.023489193990826607,
0.2683259844779968,
0.809913694858551,
-0.5696032047271729,
-0.11532122641801834,
-0.18091298639774323,
0.2750362455844879,
0.17210672795772552,
-0.04786181077361107,
-0.8981048464775085,
-0.6152515411376953,
0.18496544659137726,
-0.01230862457305193,
-0.08449766784906387,
0.04272657260298729,
1.0250844955444336,
0.35679084062576294,
-0.382856160402298,
-0.5486908555030823,
-0.22709402441978455,
0.27946949005126953,
0.03212442994117737,
-0.4119001030921936,
-0.6051262617111206,
-0.48244208097457886,
0.2841704785823822,
0.15573252737522125,
-0.43975427746772766,
-0.5262889266014099,
0.21746690571308136,
-0.3753192722797394,
-0.1266319304704666,
-0.1619153767824173,
0.014488091692328453,
0.4958641827106476,
-0.12565256655216217,
-0.2347787618637085,
-0.02269844338297844,
0.3886790871620178,
0.053747162222862244,
-0.06155365705490112,
-0.19708894193172455,
0.003311706008389592,
0.08539380878210068,
-0.24721628427505493,
0.29366570711135864,
0.030379563570022583,
0.5526028275489807,
-0.3028627932071686,
0.38432949781417847,
-0.07230502367019653,
-0.3689146339893341,
0.2521929144859314,
-0.5315269231796265,
0.2802639603614807,
-0.3665057420730591,
0.10916107892990112,
0.5914260149002075,
-0.04914865642786026,
0.1635545939207077,
0.19660504162311554,
0.035000916570425034,
0.6045531034469604,
0.6141220331192017,
-0.6201229095458984,
0.48704010248184204,
0.2990463078022003,
0.29979628324508667,
0.19032630324363708,
0.24852494895458221,
-0.09869872033596039,
0.08403651416301727,
0.17513859272003174,
0.28455495834350586,
0.5324683785438538,
-0.40870925784111023,
0.22945542633533478,
0.4029442071914673,
-0.28829798102378845,
0.7100223898887634,
0.1883319914340973,
0.142557293176651,
0.25203049182891846,
0.4159720242023468,
0.037053514271974564,
-0.40134984254837036,
0.6114088892936707,
-0.2652832269668579,
-0.2103840559720993,
0.040938958525657654,
0.27539366483688354,
0.4318287670612335,
0.5850551128387451,
-0.25156351923942566,
0.19553665816783905,
0.3861725926399231,
0.05856014043092728,
0.33710306882858276,
-0.09004736691713333,
-0.518642008304596,
0.3013969957828522,
0.5323473811149597,
0.30356213450431824,
-0.802872896194458,
0.09425880014896393,
0.18184849619865417,
0.302825003862381,
0.4120664894580841,
0.7191400527954102,
-0.4662989675998688,
0.5984147787094116,
0.510296642780304,
0.10632714629173279,
0.006936059333384037,
0.03103175200521946,
-0.41648492217063904,
-0.2942569851875305,
0.425128310918808,
-0.38909029960632324,
-0.23368804156780243,
0.47428926825523376,
0.26828762888908386,
0.8439356088638306,
0.25576478242874146,
0.007706667296588421,
-0.41330596804618835,
0.3046078085899353,
0.47598257660865784,
0.26577118039131165,
0.284672349691391,
0.05251249298453331,
-0.22427904605865479,
0.07511643320322037,
-0.6966966986656189,
0.2114405333995819,
-0.6451218724250793,
-0.6798768639564514,
-0.3520960509777069,
0.003577419789507985,
-0.0807376354932785,
-0.08475051075220108,
0.12140274047851562,
0.19873283803462982,
-0.21302096545696259,
-0.5335204601287842,
0.42768627405166626,
-0.04383586347103119,
-0.1377880871295929,
0.38492390513420105,
0.32600918412208557,
0.3835589289665222,
-0.1379498541355133,
-0.7525037527084351,
-0.0019142781384289265,
0.21215884387493134,
-0.2552702724933624,
0.07249079644680023,
-0.5332279205322266,
0.9844223856925964,
0.18012605607509613,
0.17909355461597443,
0.15214625000953674,
0.17838633060455322,
-0.07416297495365143,
0.48236238956451416,
-0.3527067005634308,
0.08440402150154114,
-1.001638412475586,
-0.26085400581359863,
-0.4451642632484436,
-0.1907721608877182,
0.6434798240661621,
0.09762268513441086,
-0.2367849498987198,
-0.2314450740814209,
0.2741604149341583,
0.6638888120651245,
0.05086855962872505,
-0.28566232323646545,
-0.09278937429189682,
0.10720229148864746,
-0.24884648621082306,
-0.33700692653656006,
0.48932087421417236,
0.2665688693523407,
0.33624881505966187,
-0.07552097737789154,
0.45656532049179077,
0.15830892324447632,
-0.6084551215171814,
0.029392104595899582,
0.4333057105541229,
-0.11041457206010818,
-0.5707675218582153,
0.5070425868034363,
-0.4929574131965637,
-0.1628934144973755,
-0.07023613899946213,
0.10125026106834412,
0.08972792327404022,
-0.4283013641834259,
-0.2731330692768097,
-0.18380780518054962,
0.25283676385879517,
0.6032494306564331,
-0.2895907163619995,
0.014519697055220604,
-0.04644429683685303,
-0.23306429386138916,
-0.9006261825561523,
0.2559037506580353,
-0.00971530843526125,
0.059076596051454544,
-0.3370465040206909,
-0.055864591151475906,
-0.5603736639022827,
0.6224498748779297,
0.0676148310303688,
-0.816866397857666,
-0.3887872099876404,
-0.0555213987827301
] |
We propose a new fast purely discriminative algorithm for natural language parsing, based on a “deep” recurrent convolutional graph transformer network (GTN). Assuming a decomposition of a parse tree into a stack of “levels”, the network predicts a level of the tree taking into account predictions of previous levels. Using only few basic text features which leverage word representations from Collobert and Weston (2008), we show similar performance (in F1 score) to existing pure discriminative parsers and existing “benchmark” parsers (like Collins parser, probabilistic context-free grammars based), with a huge speed advantage.
|
[
-0.0008081302512437105,
0.015279928222298622,
-0.004204999655485153,
0.010251174680888653,
-0.009608017280697823,
-0.0018020980060100555,
0.007251271046698093,
-0.0009683496318757534,
-0.008748441003262997,
0.012415874749422073,
-0.010448182001709938,
0.00621199794113636,
0.0042415824718773365,
0.005619226489216089,
0.01081755105406046,
0.008050837554037571,
0.014343604445457458,
0.003115191822871566,
0.00873127207159996,
-0.02073693461716175,
0.0061151073314249516,
0.015276504680514336,
0.008212340995669365,
0.017495304346084595,
-0.00761762447655201,
0.023384399712085724,
-0.029463130980730057,
-0.0055592539720237255,
0.012782951816916466,
-0.01899426057934761,
0.01213004719465971,
0.0069372812286019325,
0.021737612783908844,
-0.013717376627027988,
-0.004529237747192383,
0.011002780869603157,
-0.002540258690714836,
0.010507859289646149,
0.01330563984811306,
-0.005298341624438763,
-0.00034435372799634933,
-0.004403230734169483,
0.004194686654955149,
-0.00857557263225317,
-0.010387071408331394,
0.007594641298055649,
-0.0026402208022773266,
0.009567409753799438,
0.006862855516374111,
0.006432322785258293,
-0.009358460083603859,
-0.011268909089267254,
-0.00879158265888691,
0.01241081953048706,
-0.004512741230428219,
-0.02399645559489727,
0.014264312572777271,
0.01668630912899971,
0.000023252330720424652,
-0.026485100388526917,
-0.030646158382296562,
0.026261229068040848,
0.0025862869806587696,
0.007738268002867699,
-0.017518995329737663,
-0.06765066832304001,
-0.012241956777870655,
-0.01448014099150896,
-0.0025651631876826286,
0.009563593193888664,
0.006100956350564957,
0.01135547086596489,
-0.014787612482905388,
0.0007447963580489159,
-0.02436329424381256,
0.010924657806754112,
-0.00822494924068451,
-0.007385232951492071,
0.013278001919388771,
-0.0031450334936380386,
-0.04353156313300133,
0.009129107929766178,
0.007099952548742294,
0.013480860739946365,
-0.016101010143756866,
-0.02069673500955105,
0.0011339931515976787,
0.010917549952864647,
-0.009656257927417755,
0.0368313305079937,
0.01991455629467964,
0.0022703958675265312,
-0.00963873602449894,
0.00915964413434267,
-0.018007606267929077,
0.02281234599649906,
0.016556210815906525,
0.033418238162994385,
0.023369207978248596,
0.012691589072346687,
0.003123695030808449,
0.008266972377896309,
0.01590828225016594,
-0.016364535316824913,
-0.006338293198496103,
0.008057333528995514,
0.014128371141850948,
0.004465226549655199,
-0.0031374492682516575,
0.0032499602530151606,
0.016987275332212448,
-0.002810454461723566,
-0.009539935737848282,
0.024207882583141327,
-0.018565647304058075,
0.01978025585412979,
0.008541866205632687,
0.003156740218400955,
0.0026357632596045732,
-0.001763111911714077,
-0.0026346584782004356,
0.004783257842063904,
-0.007983842864632607,
-0.005322213284671307,
0.009180920198559761,
0.008736309595406055,
-0.0427660271525383,
-0.020587770268321037,
0.004952625371515751,
-0.004819485358893871,
-0.012647571042180061,
-0.0007365222554653883,
0.004227246157824993,
-0.010585799813270569,
-0.0072737159207463264,
-0.006652320735156536,
-0.009216190315783024,
0.0012735300697386265,
0.0026964249555021524,
0.014615551568567753,
0.0033653262071311474,
0.006165428087115288,
0.003501542378216982,
0.012285809963941574,
0.009987794794142246,
-0.006777794100344181,
0.015538954176008701,
0.006724630948156118,
-0.010956831276416779,
-0.008114678785204887,
0.0043820468708872795,
0.007251110393553972,
-0.012826913967728615,
-0.0021427848841995,
0.01832912489771843,
0.019370727241039276,
-0.014006571844220161,
0.001698923297226429,
-0.018060723319649696,
-0.006849751807749271,
0.02978542447090149,
-0.013103552162647247,
0.013662727549672127,
0.006985727231949568,
-0.002154485322535038,
-0.011232074350118637,
-0.008624968118965626,
0.001700590131804347,
-0.0064345235005021095,
0.0027481550350785255,
-0.001570601132698357,
0.014616936445236206,
0.0012406823225319386,
0.00872781965881586,
-0.0001678552944213152,
-0.006637262646108866,
0.01799515262246132,
0.005430226679891348,
-0.01066220086067915,
0.06745457649230957,
0.004010955337435007,
-0.0017288324888795614,
0.002908634254708886,
0.01143152080476284,
0.008546066470444202,
-0.012209033593535423,
0.01660637930035591,
0.002896493300795555,
-0.017114678397774696,
0.020771656185388565,
-0.004003870766609907,
0.022919893264770508,
-0.0027480723802000284,
-0.0004367632791399956,
-0.01701996475458145,
0.0026905336417257786,
-0.009078316390514374,
-0.007559892721474171,
0.01683535799384117,
0.018327586352825165,
0.007055963855236769,
0.007340429350733757,
0.0016878715250641108,
0.0033480427227914333,
-0.01595296338200569,
0.011919844895601273,
0.006635038647800684,
-0.013271903619170189,
0.018407264724373817,
0.011321192607283592,
0.02356240525841713,
-0.019907165318727493,
-0.010132065042853355,
-0.01637723296880722,
0.0012441775761544704,
0.0016773175448179245,
0.008157775737345219,
-0.004363611806184053,
0.0046998681500554085,
-0.00953463464975357,
-0.0011863837717100978,
-0.0004110494628548622,
0.038870371878147125,
-0.005773628130555153,
-0.0021575610153377056,
-0.022886160761117935,
0.005442216992378235,
0.00953127071261406,
0.0156595166772604,
-0.01778138056397438,
-0.004620349034667015,
-0.017426535487174988,
-0.008861616253852844,
0.015790678560733795,
-0.006640624720603228,
0.012737799435853958,
0.0073127103969454765,
-0.0035381761845201254,
0.0008813245221972466,
-0.0051367757841944695,
-0.007538557052612305,
-0.013172561302781105,
0.020310385152697563,
-0.02657790668308735,
-0.01691218838095665,
-0.00424787076190114,
0.002371167065575719,
-0.00404785294085741,
-0.008251429535448551,
-0.016353866085410118,
0.0024646511301398277,
0.021215621381998062,
-0.0005616974085569382,
0.017399251461029053,
-0.015733079984784126,
-0.010092887096107006,
0.0035952271427959204,
-0.00415995717048645,
0.020152991637587547,
-0.023434579372406006,
0.00023892323952168226,
0.004874878097325563,
-0.007806828245520592,
0.016352683305740356,
-0.01871306449174881,
0.027540473267436028,
-0.001989771146327257,
-0.007891852408647537,
-0.019221821799874306,
-0.0020939731039106846,
0.004128709435462952,
-0.010088574141263962,
0.0017862486420199275,
-0.0817720964550972,
-0.008899944834411144,
0.009572929702699184,
0.00896645151078701,
0.010407904163002968,
-0.008505061268806458,
0.002832154743373394,
0.013333049602806568,
-0.01590944081544876,
-0.012709374539554119,
-0.0008904454298317432,
0.004835603293031454,
-0.011056222952902317,
-0.013377550058066845,
0.002665754873305559,
-0.007233413867652416,
0.011877616867423058,
0.01506114937365055,
-0.01122941542416811,
0.01035989448428154,
-0.021857263520359993,
0.01848200149834156,
0.027265848591923714,
-0.01500401645898819,
-0.024709220975637436,
-0.007419041357934475,
0.011161001399159431,
0.007217393256723881,
-0.02224964089691639,
-0.006911172531545162,
-0.008379638195037842,
-0.009164080955088139,
0.00793212279677391,
-0.00843379832804203,
0.026068788021802902,
-0.00532746035605669,
0.009332302026450634,
-0.008833061903715134,
-0.002044767141342163,
0.015598880127072334,
-0.0012305844575166702,
-0.0017360856290906668,
-0.010250921361148357,
-0.0010870092082768679,
0.006958603858947754,
0.01696867123246193,
0.003525113919749856,
0.019725188612937927,
0.017057890072464943,
-0.0016758007695898414,
0.03392333909869194,
0.004297108855098486,
0.02450603060424328,
0.009142635390162468,
-0.0014141695573925972,
-0.012887228280305862,
0.004648598842322826,
0.007581993937492371,
-0.003448326839134097,
-0.0050464048981666565,
0.0006912020035088062,
-0.0031959537882357836,
-0.009542644955217838,
-0.0011673353146761656,
0.013040107674896717,
-0.005617962218821049,
0.0009266069391742349,
-0.002231165999546647,
0.0027225869707763195,
-0.0010721329599618912,
0.006879215128719807,
-0.008859314024448395,
-0.0051762377843260765,
0.0027464767917990685,
-0.011149022728204727,
-0.013228830881416798,
-0.011675041168928146,
-0.0175100639462471,
0.017177263274788857,
0.009998606517910957,
-0.013919491320848465,
0.0126603152602911,
-0.0010135445045307279,
0.007690809201449156,
-0.005735480692237616,
-0.006850878708064556,
0.004519251640886068,
0.0092332037165761,
0.011974193155765533,
-0.003837394993752241,
0.01618369109928608,
-0.002827296033501625,
0.004654263611882925,
0.007723210379481316,
0.01047830656170845,
-0.015295996330678463,
0.0068906014785170555,
-0.00839533656835556,
0.001678096828982234,
0.007556602358818054,
0.0072995750233531,
0.002543663140386343,
0.0070538707077503204,
-0.01078397873789072,
0.007854899391531944,
0.0013858419843018055,
-0.0007511976873502135,
0.019330745562911034,
-0.005647879093885422,
0.0005021680844947696,
0.0047914814203977585,
0.026448439806699753,
-0.009779734537005424,
0.017948219552636147,
0.004960137419402599,
0.0030062568839639425,
-0.011469542980194092,
-0.004786939360201359,
0.0737115889787674,
0.005504560191184282,
0.011277470737695694,
-0.00890926830470562,
0.005134073551744223,
-0.006590798031538725,
-0.006828914862126112,
0.00908622145652771,
-0.012205617502331734,
-0.013419941067695618,
0.008064181543886662,
0.029763147234916687,
-0.00004519918002188206,
0.019494153559207916,
-0.004650048911571503,
-0.002042746637016535,
0.0028850622475147247,
0.01955340802669525,
0.01460568979382515,
-0.0032193141523748636,
0.024453261867165565,
-0.009404470212757587,
0.014910414814949036,
0.02789459191262722,
0.0012839867267757654,
-0.017034824937582016,
-0.009368021041154861,
-0.012843528762459755,
0.015057242475450039,
0.007412060163915157,
0.009171647019684315,
-0.011624651961028576,
-0.0046728141605854034,
-0.010165677405893803,
-0.005139733199030161,
0.003857300616800785,
0.026789572089910507,
-0.016201989725232124,
-0.0035107540898025036,
-0.00553935207426548,
0.0013767259661108255,
-0.013563583604991436,
0.015401097014546394,
0.007747960276901722,
0.005205078050494194,
0.017009079456329346,
0.005211051553487778,
-0.004935631062835455,
0.0049887048080563545,
0.020137296989560127,
-0.004256043583154678,
-0.00010509742423892021,
0.007318233605474234,
0.016941526904702187,
0.0020622480660676956,
-0.0006126919761300087,
0.017380785197019577,
-0.0007264044252224267,
0.008310122415423393,
0.007192894350737333,
-0.01703641377389431,
-0.022616524249315262,
0.018566016107797623,
-0.01830187812447548,
0.001432330347597599,
-0.017569173127412796,
0.009186494164168835,
-0.011684820055961609,
0.018963756039738655,
-0.0007896261522546411,
-0.01334415003657341,
0.007525050081312656,
-0.008696828968822956,
-0.001888750120997429,
0.015393123961985111,
0.024692244827747345,
-0.011716773733496666,
-0.007965900003910065,
0.0006731837056577206,
-0.02111033909022808,
-0.0008052545599639416,
-0.0004226481541991234,
0.0059763421304523945,
-0.006699307356029749,
-0.010517803952097893,
0.010993732139468193,
-0.010424278676509857,
-0.07526303827762604,
0.008348066359758377,
0.007627248764038086,
-0.0038640594575554132,
-0.001893049804493785,
0.02775590308010578,
-0.0005385233089327812,
0.0038787731900811195,
0.0010876534506678581,
-0.005844638217240572,
0.013240562751889229,
-0.00023638736456632614,
0.008081886917352676,
-0.0013244887813925743,
0.007361758034676313,
0.004242605529725552,
-0.021716225892305374,
0.0008046124130487442,
0.021263696253299713,
0.026003018021583557,
0.0002692353446036577,
-0.0010113498428836465,
0.02053818106651306,
0.013571063056588173,
-0.0059884339570999146,
-0.08264952152967453,
-0.021501606330275536,
0.007384555414319038,
-0.007142006419599056,
-0.02181859314441681,
-0.029692895710468292,
0.0004441943019628525,
-0.0022224104031920433,
0.014486780390143394,
-0.009444396942853928,
-0.028833437711000443,
-0.0053344001062214375,
0.006168629042804241,
0.008187148720026016,
-0.010271050035953522,
-0.002970391884446144,
0.015597045421600342,
-0.011717364192008972,
-0.00097489426843822,
0.010789625346660614,
-0.022910477593541145,
0.006104843690991402,
-0.006824988406151533,
-0.0014981182757765055,
-0.008822893723845482,
-0.017486024647951126,
-0.007321175187826157,
0.011449642479419708,
-0.0004939190112054348,
-0.02482016012072563,
0.01922082155942917,
-0.003407966811209917,
0.005181309767067432,
-0.04625280946493149,
-0.006043795496225357,
-0.0053056878969073296,
-0.012123527005314827,
-0.013012608513236046,
-0.013852516189217567,
0.014828462153673172,
-0.0007467884570360184,
0.006180540192872286,
-0.04380981624126434,
0.011919092386960983,
-0.0037435644771903753,
0.0069227260537445545,
0.0038078599609434605,
-0.0052056885324418545,
-0.0034188192803412676,
-0.0038480996154248714,
0.0005013603949919343,
0.019649729132652283,
0.025869095697999,
0.012426787056028843,
0.004220150411128998,
0.021125562489032745,
-0.004681604448705912,
0.014243623241782188,
-0.0001415228471159935,
0.01598602905869484,
-0.005006008315831423,
0.01084497943520546,
0.001064591109752655,
0.07274258136749268,
-0.005373882129788399,
0.0032170650083571672,
-0.01002395898103714,
-0.005839531309902668,
0.0008615896804258227,
-0.02506532147526741,
-0.005716034676879644,
0.01362760178744793,
0.004187684040516615,
-0.020962756127119064,
0.0001752391690388322,
-0.005787963978946209,
0.009561010636389256,
-0.012961403466761112,
-0.02790086902678013,
0.0016273556975647807,
0.010671844705939293,
0.032456278800964355,
0.014475732110440731,
-0.005696246400475502,
0.02294360101222992,
-0.018630074337124825,
-0.00310532096773386,
-0.010404499247670174,
-0.005503752268850803,
-0.005563004408031702,
-0.011419294402003288,
-0.028374988585710526,
-0.011670366860926151,
-0.019269578158855438,
-0.003978149499744177,
-0.00016235618386417627,
-0.0015588621608912945,
0.030027441680431366,
-0.01029517874121666,
0.011188311502337456,
0.004544521681964397,
0.0014354153536260128,
-0.009471839293837547,
-0.006843944545835257,
-0.000023390864953398705,
0.0019076371099799871,
-0.01173384953290224,
0.021585896611213684,
0.016539860516786575,
0.033604346215724945,
0.027816124260425568,
0.011327367275953293,
0.0002819024957716465,
0.03071872889995575,
0.00008789659477770329,
-0.0035854449961334467,
0.0003718952648341656,
-0.005508932285010815,
0.0058852024376392365,
-0.00007484550587832928,
0.004790567792952061,
-0.014249230735003948,
-0.003735898993909359,
-0.0013902592472732067,
-0.005229212809354067,
0.0017240294255316257,
-0.002747558755800128,
-0.0061415499076247215,
-0.008850044570863247,
-0.025745591148734093,
-0.019573848694562912,
0.010039879009127617,
0.00863801408559084,
0.005860612727701664,
0.009104544296860695,
0.004903752356767654,
0.0015881691360846162,
0.010893914848566055,
0.017095185816287994,
-0.013182136230170727,
-0.002658058190718293,
0.01769314333796501,
-0.0014484971761703491,
-0.00881168618798256,
-0.015006523579359055,
-0.0022023627534508705,
0.01199167687445879,
0.00974606815725565,
0.00008065556176006794,
-0.01952040195465088,
0.004066149704158306,
0.0038547986187040806,
0.010456917807459831,
0.02416231483221054,
0.012100682593882084,
-0.0019231318728998303,
-0.005365646444261074,
0.00410124845802784,
0.03183407709002495,
0.00816971156746149,
0.0016757284756749868,
-0.035723187029361725,
0.013172518461942673,
0.0038260319270193577,
0.02102549746632576,
0.005908303894102573,
0.005088785197585821,
-0.018375802785158157,
-0.0005967677570879459,
0.006554580293595791,
-0.007430765312165022,
-0.018332859501242638,
0.009434225969016552,
0.011670366860926151,
-0.017680462449789047,
0.005041786935180426,
0.012392289005219936,
0.0021916672121733427,
-0.002150364685803652,
-0.004784621298313141,
0.0034895730204880238,
-0.014927218668162823,
-0.009742144495248795,
-0.011622181162238121,
-0.01299620047211647,
0.016925722360610962,
0.026841845363378525,
-0.006299390457570553,
-0.025719590485095978,
-0.011561321094632149,
0.009837629273533821,
-0.018915358930826187,
-0.0004571948666125536,
0.014827195554971695,
0.021416254341602325,
0.0015513994731009007,
0.015894073992967606,
-0.001031652558594942,
-0.00533550139516592,
0.0060050515457987785,
-0.008244877681136131,
0.011000954546034336,
-0.01852954551577568,
-0.00677613215520978,
-0.010354265570640564,
0.004109922796487808,
-0.011564334854483604,
0.006586054805666208,
-0.04195034131407738,
0.020454782992601395,
-0.02483069896697998,
0.0062805162742733955,
0.022884175181388855,
0.005023706704378128,
0.002604010282084346,
-0.0009763238485902548,
-0.0030326771084219217,
-0.006262829527258873,
0.0027775412891060114,
0.000526913907378912,
-0.0092071034014225,
-0.0014565398450940847,
0.0032531111501157284,
0.006551758386194706,
0.02250944823026657,
-0.010198717936873436,
0.0023789103142917156,
0.017663273960351944,
0.0009561948827467859,
-0.028627796098589897,
-0.005382038652896881,
-0.025841688737273216,
0.011619179509580135,
-0.0134348776191473,
-0.01974494755268097,
0.012003223411738873,
0.008647407405078411,
-0.00952806044369936,
-0.00834660790860653,
-0.0035817264579236507,
0.015079924836754799,
-0.019953154027462006,
0.021338067948818207,
0.00014413008466362953,
0.00264822063036263,
-0.015658393502235413,
-0.010090330615639687,
0.0019220439717173576,
-0.011297160759568214,
0.008250276558101177,
-0.003912146668881178,
-0.009048942476511002,
0.011764156632125378,
0.022678745910525322,
0.01874520257115364,
-0.011825967580080032,
-0.0004541140515357256,
-0.00486812274903059,
0.0001903316006064415,
-0.0032145162113010883,
0.007595273666083813,
0.015031527727842331,
0.016797861084342003,
0.0019184700213372707,
-0.021644705906510353
] |
[
-0.48468154668807983,
0.09565842151641846,
0.040197547525167465,
0.33427631855010986,
-0.23193402588367462,
0.2920617163181305,
0.26929259300231934,
-0.24511587619781494,
-0.022359084337949753,
-0.5696656107902527,
-0.1937856376171112,
0.6881640553474426,
-0.16758352518081665,
-0.15705814957618713,
0.32950925827026367,
0.23320698738098145,
0.30621835589408875,
-0.06651820987462997,
-0.05761441960930824,
-0.6512720584869385,
-0.25199592113494873,
-0.11597124487161636,
-0.06436578929424286,
-0.03661772608757019,
0.2839023470878601,
-0.05272490531206131,
0.4402521550655365,
0.14808765053749084,
-0.3294294476509094,
-0.20573411881923676,
0.11365829408168793,
0.814012348651886,
0.018536251038312912,
-0.3466942310333252,
-0.22192661464214325,
-0.08166809380054474,
0.2666339576244354,
-0.019930768758058548,
0.269621342420578,
-0.5564541816711426,
0.37924784421920776,
-0.12100722640752792,
-0.042834386229515076,
0.3408205807209015,
-0.6330819725990295,
-0.22723020613193512,
-1.713087558746338,
-0.11528667062520981,
-0.28287407755851746,
-0.06429494172334671,
-0.603162407875061,
0.44763919711112976,
0.2394557148218155,
0.3972505033016205,
-0.37144890427589417,
0.26677659153938293,
-0.08321048319339752,
-0.33736586570739746,
0.468806654214859,
-0.357036292552948,
-0.01015886478126049,
-0.11322539299726486,
-0.16889911890029907,
0.10138235986232758,
-0.24006427824497223,
0.46821117401123047,
0.12194306403398514,
-0.44811204075813293,
-0.9868728518486023,
0.019885674118995667,
0.2786908745765686,
-0.5919853448867798,
-0.3069259524345398,
0.2285006046295166,
-0.40215829014778137,
0.0828171968460083,
-0.26294004917144775,
-0.041075728833675385,
0.10679055005311966,
-0.12478825449943542,
-0.18075944483280182,
0.17586100101470947,
0.458577036857605,
-0.37375158071517944,
0.45488423109054565,
0.5110334753990173,
0.28169846534729004,
0.28999099135398865,
-0.7821167707443237,
0.0634658932685852,
-0.11841915547847748,
-0.4713906943798065,
-0.029771966859698296,
0.1678011119365692,
0.40586188435554504,
0.3546675741672516,
0.18490268290042877,
-0.10073600709438324,
0.3482094407081604,
0.29701972007751465,
-0.13747183978557587,
-0.5400728583335876,
0.13612613081932068,
-0.19135746359825134,
-0.6749834418296814,
-0.3747800290584564,
-0.6424720287322998,
-0.49053800106048584,
-0.36543554067611694,
0.18264344334602356,
-0.5264783501625061,
0.36902472376823425,
0.19832384586334229,
0.12364538758993149,
-0.31790676712989807,
-0.17994433641433716,
0.09086611121892929,
0.4188007414340973,
-0.09614064544439316,
0.27589547634124756,
0.09230995923280716,
0.9834272265434265,
0.558551549911499,
0.5485865473747253,
0.008464586921036243,
0.2632143199443817,
0.28452160954475403,
0.9194965362548828,
-0.022847294807434082,
0.13820959627628326,
0.2921825647354126,
0.5334227681159973,
0.32873544096946716,
-0.007667941972613335,
-0.17807823419570923,
-0.27696600556373596,
-0.0943666398525238,
0.017025597393512726,
-0.32031989097595215,
0.2721881568431854,
-0.33401262760162354,
-0.6128215789794922,
0.1086643785238266,
-0.04648585617542267,
0.4720025658607483,
-0.2899445593357086,
-0.09464456140995026,
-0.06819512695074081,
-0.024709148332476616,
0.12980282306671143,
-0.18202216923236847,
0.17952199280261993,
-0.8710636496543884,
-0.13295114040374756,
-0.05081869289278984,
0.8978200554847717,
-0.26182228326797485,
-0.304390013217926,
-0.12515302002429962,
0.3987005054950714,
0.15398357808589935,
0.19762557744979858,
-0.48030778765678406,
-0.4606894254684448,
0.21427683532238007,
-0.5960862040519714,
0.0361892431974411,
0.28667664527893066,
-0.1870291829109192,
0.24709904193878174,
-0.04884009063243866,
-0.1426120102405548,
0.07376644015312195,
-0.3768778443336487,
-0.39230838418006897,
-0.06490107625722885,
0.23476463556289673,
-0.02122720703482628,
0.6175647377967834,
0.12133575230836868,
-0.8689696192741394,
0.06222321093082428,
0.2571565806865692,
-0.1717526614665985,
-0.07196595519781113,
0.47700372338294983,
0.5313019156455994,
-0.3955182135105133,
0.14226989448070526,
-0.09933456778526306,
-0.009825821965932846,
-0.03507236763834953,
0.2710418701171875,
-1.2103198766708374,
1.5792196989059448,
0.2435431182384491,
-0.1533697247505188,
0.8408282995223999,
-0.048625677824020386,
0.44666457176208496,
0.1394023597240448,
-0.22299501299858093,
0.4171714782714844,
-0.3221270740032196,
-0.12466202676296234,
0.39100518822669983,
-0.2766281068325043,
-0.08602332323789597,
-0.9430177211761475,
0.3007611632347107,
0.22015130519866943,
0.10207120329141617,
-0.13368314504623413,
-0.1988661140203476,
-0.15391530096530914,
0.020009441301226616,
-0.020135022699832916,
0.14545175433158875,
-0.0624023973941803,
-0.3142128586769104,
0.5196095705032349,
-0.25295913219451904,
0.4667600095272064,
0.4979126453399658,
-0.2163315713405609,
0.5421658158302307,
0.7879385948181152,
0.46825289726257324,
0.9403557777404785,
-0.5705921649932861,
-0.006251119077205658,
-0.1099250465631485,
0.5395367741584778,
-0.36544907093048096,
0.25442445278167725,
-0.048109039664268494,
0.13782455027103424,
-0.0821688175201416,
0.45076799392700195,
0.18892036378383636,
-0.07833369076251984,
0.2710355520248413,
-0.24820616841316223,
0.1404874473810196,
0.015953460708260536,
-0.33805492520332336,
-0.3192123770713806,
0.4299277067184448,
-0.32575950026512146,
-0.43258848786354065,
0.28135669231414795,
0.3781479299068451,
0.05220405012369156,
-0.20412619411945343,
-0.40886905789375305,
0.40789908170700073,
0.1396002620458603,
-0.25693899393081665,
-0.0023373279254883528,
0.44248315691947937,
-0.2879543602466583,
-0.21174025535583496,
-0.06823421269655228,
0.10036424547433853,
0.203410804271698,
-0.5801702737808228,
-0.8085202574729919,
-0.49946263432502747,
0.7187555432319641,
0.5369811654090881,
-0.04743300750851631,
-0.09370776265859604,
-0.1045202910900116,
0.02573058381676674,
0.025872673839330673,
-0.773738443851471,
-0.09453937411308289,
0.42087113857269287,
-0.9094972014427185,
-0.5594146251678467,
-0.22214096784591675,
0.3050340414047241,
0.604972779750824,
0.03336244449019432,
-0.3840583264827728,
-0.11009715497493744,
0.02442578412592411,
-0.6291348934173584,
-0.1862906962633133,
-0.5601235032081604,
0.059133805334568024,
0.2356930524110794,
-0.4729539752006531,
-0.5755097270011902,
0.6498462557792664,
0.6543806195259094,
0.2942953407764435,
0.03008626028895378,
0.09440849721431732,
-0.06272495537996292,
-0.27579933404922485,
0.37764596939086914,
0.16067302227020264,
-0.10717437416315079,
-0.0242290236055851,
-0.04891384392976761,
-0.6466171145439148,
0.4804907441139221,
-6.1380109786987305,
-0.13202477991580963,
-0.5833029747009277,
0.11327438056468964,
-0.3915999233722687,
-0.023866258561611176,
0.5245372653007507,
-0.09434744715690613,
0.06206085532903671,
-0.08514134585857391,
0.3424822986125946,
0.0993390679359436,
-0.3639180064201355,
0.4434577524662018,
0.38820454478263855,
0.09401940554380417,
0.22842949628829956,
-0.01824590377509594,
0.1950414776802063,
0.18058469891548157,
0.09914225339889526,
-0.3625350296497345,
0.24924278259277344,
0.16129888594150543,
0.2485518455505371,
0.3111623525619507,
-0.6639164090156555,
0.26287633180618286,
-0.07175350189208984,
-0.15151262283325195,
-0.14937874674797058,
-0.2519304156303406,
-0.24711085855960846,
-0.4395962953567505,
0.10595113784074783,
0.257547527551651,
0.643785834312439,
0.24515648186206818,
0.3653835952281952,
-0.23023173213005066,
0.35746607184410095,
0.47682857513427734,
0.2843566834926605,
-0.1753537654876709,
-0.0690516009926796,
0.007896014489233494,
-0.10466733574867249,
0.39290907979011536,
-0.2759430408477783,
0.5816030502319336,
-0.6977821588516235,
0.16602163016796112,
0.119878850877285,
0.4068680703639984,
0.3562637269496918,
-0.4973243176937103,
0.27848196029663086,
0.2976062297821045,
-0.14532531797885895,
0.2519744038581848,
0.18549032509326935,
-0.551222026348114,
0.24231092631816864,
-0.8678260445594788,
-0.250799298286438,
0.11112076044082642,
-0.6180689334869385,
-0.2431490272283554,
0.27002137899398804,
0.21333067119121552,
-0.1894816756248474,
-0.3713074028491974,
0.4005092978477478,
-0.48233333230018616,
0.19000303745269775,
-0.5406814813613892,
0.16495908796787262,
0.22008001804351807,
0.0724380761384964,
0.23017098009586334,
-0.1026703491806984,
-0.9883277416229248,
-0.34875836968421936,
-0.16280555725097656,
0.3203287720680237,
-0.5620425939559937,
-0.4807520806789398,
-0.11923789232969284,
0.032088372856378555,
0.08698537200689316,
0.39205002784729004,
-0.2599971890449524,
0.38447555899620056,
0.4930362403392792,
0.43860843777656555,
0.20922552049160004,
0.6953665614128113,
0.05877718701958656,
0.1837228536605835,
-0.29252949357032776,
0.3934917747974396,
-0.23994721472263336,
-0.08174930512905121,
-0.38556820154190063,
0.12990525364875793,
0.40711110830307007,
-0.6336156725883484,
0.16439123451709747,
0.6026574969291687,
-0.4458779990673065,
-0.301465779542923,
-0.3525485098361969,
-0.3564502000808716,
-0.0875626653432846,
0.2585116922855377,
0.4237833023071289,
-0.4293910562992096,
-0.22514362633228302,
0.2559320032596588,
-0.281917542219162,
0.023668212816119194,
0.09944518655538559,
-0.3373236060142517,
0.17356020212173462,
-0.3256547152996063,
-0.30776911973953247,
0.4038386344909668,
0.48665764927864075,
-0.35718944668769836,
-0.4422966241836548,
-0.018559301272034645,
0.003306945087388158,
-0.38192981481552124,
0.07994911819696426,
0.3964526355266571,
-0.4012991189956665,
0.040722038596868515,
0.44038674235343933,
0.30737221240997314,
-0.6448032259941101,
0.5370205640792847,
-0.1510131061077118,
-0.10831534117460251,
-0.16835205256938934,
0.3549545407295227,
0.03579845651984215,
0.10732590407133102,
-0.168364480137825,
-0.4410189688205719,
0.07956471294164658,
-0.028473282232880592,
-0.24440306425094604,
0.24011395871639252,
-0.064219169318676,
-0.18887391686439514,
0.028042705729603767,
0.25012490153312683,
0.4290536642074585,
-0.06943916529417038,
-0.49190083146095276,
0.5817632079124451,
0.12904490530490875,
-0.7994336485862732,
-0.2348349243402481,
0.644326388835907,
0.0257733017206192,
-0.3430037200450897,
0.32608428597450256,
-0.21513697504997253,
0.37076303362846375,
0.21456065773963928,
-0.39039573073387146,
-0.2516212463378906,
-0.15029238164424896,
0.07939176261425018,
-0.29230865836143494,
0.10395121574401855,
0.2015375941991806,
0.17762474715709686,
0.3936667740345001,
0.1983376145362854,
-0.4391167461872101,
-0.02942226268351078,
0.5810261368751526,
0.6981542110443115,
-0.1499313861131668,
0.011581743136048317,
0.4712347388267517,
-0.4934612214565277,
-0.4453904330730438,
0.06528052687644958,
0.16028037667274475,
0.5201409459114075,
-0.046443961560726166,
-0.09423358738422394,
-0.43105703592300415,
0.13322515785694122,
0.12152375280857086,
-0.24743328988552094,
-0.5334253907203674,
-0.19532914459705353,
0.229061558842659,
-0.1493125855922699,
0.2094876766204834,
0.5238061547279358,
-0.30086183547973633,
0.05655431002378464,
-0.15950161218643188,
-0.09163305908441544,
0.1563311219215393,
-0.23800623416900635,
-0.7446967959403992,
0.07097060233354568,
-0.19522829353809357,
-0.13457466661930084,
-0.3400585949420929,
0.5261993408203125,
0.12239383906126022,
-0.5716090202331543,
0.20805199444293976,
0.1600513756275177,
-0.5995938181877136,
-0.2509517967700958,
-0.08126723021268845,
-0.23613710701465607,
0.020138652995228767,
0.26079514622688293,
-0.33020544052124023,
-0.015515802428126335,
0.09253821521997452,
0.1345832198858261,
-0.04986025393009186,
0.3413469195365906,
0.3105052709579468,
-0.15703892707824707,
-0.30854591727256775,
-0.6319965720176697,
0.4868868887424469,
-0.5330974459648132,
-0.37832754850387573,
0.23777365684509277,
0.6772356033325195,
-0.1988392174243927,
-0.1730690449476242,
-0.08467147499322891,
0.30877551436424255,
0.07184537500143051,
-0.27031832933425903,
-0.4278066158294678,
-0.22777007520198822,
-0.12318052351474762,
0.07665504515171051,
0.09172124415636063,
0.3104746639728546,
0.8840352296829224,
0.2036805897951126,
-0.4024878442287445,
-0.40580466389656067,
0.039851248264312744,
0.8659041523933411,
0.0485149547457695,
-0.12400473654270172,
-0.3261703848838806,
-0.1971747875213623,
0.027764692902565002,
0.3379181921482086,
-0.4042991101741791,
-0.34163135290145874,
0.32724907994270325,
-0.3771192133426666,
0.1185656413435936,
-0.32175934314727783,
-0.13857817649841309,
0.6648303270339966,
0.3213486969470978,
-0.538334310054779,
-0.08229944109916687,
0.5958585739135742,
-0.13083484768867493,
0.146560400724411,
-0.2895999848842621,
-0.33364561200141907,
0.17119717597961426,
-0.4166814982891083,
0.05040302872657776,
-0.09931919723749161,
0.2562425434589386,
-0.1519109308719635,
0.39707428216934204,
-0.037768054753541946,
-0.4346690773963928,
0.4350537657737732,
-0.5260789394378662,
-0.1733584851026535,
-0.22641773521900177,
-0.018878282979130745,
0.42862656712532043,
0.22873352468013763,
0.08390966057777405,
0.1433102786540985,
0.02408660389482975,
0.7886958718299866,
0.4764445424079895,
-0.5587602257728577,
0.11249194294214249,
0.33894187211990356,
0.15563258528709412,
0.23609620332717896,
0.010829350911080837,
-0.16571182012557983,
0.2394140064716339,
0.14513806998729706,
0.15978583693504333,
0.48551398515701294,
-0.046958692371845245,
0.20811069011688232,
0.3952158987522125,
-0.14307962357997894,
0.5856649875640869,
0.2092011272907257,
0.4013424515724182,
0.3148476779460907,
0.6256734132766724,
-0.15978409349918365,
-0.597944438457489,
0.5283406972885132,
-0.3929092586040497,
0.03486520051956177,
0.25761011242866516,
0.35472992062568665,
0.6024574637413025,
0.666907787322998,
-0.6215586066246033,
0.26595813035964966,
-0.18840253353118896,
-0.22227753698825836,
0.11042765527963638,
-0.019422756507992744,
-0.01157368440181017,
-0.1372394859790802,
1.0439397096633911,
0.13748978078365326,
-0.6089847683906555,
-0.06240459904074669,
-0.34867191314697266,
-0.04618096351623535,
0.2542966604232788,
0.21796758472919464,
-0.5392166972160339,
0.5310660004615784,
0.22266006469726562,
0.049203790724277496,
0.029635414481163025,
-0.0563647486269474,
-0.3212698996067047,
-0.22107167541980743,
0.19517123699188232,
-0.2325494885444641,
0.08256988972425461,
0.19814765453338623,
0.0286105927079916,
0.4429367184638977,
0.22746551036834717,
0.09733205288648605,
-0.5233845710754395,
0.2863074541091919,
0.6546689867973328,
0.49816569685935974,
0.24768243730068207,
-0.08319521695375443,
-0.5268756151199341,
0.02235230803489685,
-0.14313863217830658,
0.3787940740585327,
-0.5019552707672119,
-0.6379162669181824,
-0.25957047939300537,
0.040705855935811996,
0.03494250774383545,
-0.016558505594730377,
-0.14873164892196655,
-0.2160881906747818,
-0.49595996737480164,
0.008385400287806988,
0.4483853876590729,
-0.29129546880722046,
0.17856451869010925,
0.17531058192253113,
-0.051573917269706726,
0.3809034824371338,
-0.00489934254437685,
-0.8289763331413269,
-0.3739842474460602,
0.2651119530200958,
-0.3317123055458069,
0.15871520340442657,
-0.6175659894943237,
0.783859372138977,
0.2756514847278595,
0.2014341801404953,
0.045445118099451065,
-0.158666729927063,
0.17553672194480896,
0.3462434411048889,
-0.38213375210762024,
-0.018993845209479332,
-0.6059264540672302,
-0.05823841318488121,
-0.3382219076156616,
-0.20213666558265686,
0.4825242757797241,
0.12731808423995972,
-0.37110236287117004,
-0.2069946825504303,
-0.07245595008134842,
0.19916900992393494,
0.06534012407064438,
-0.09000084549188614,
0.24590611457824707,
-0.009027094580233097,
-0.5139954686164856,
-0.11828078329563141,
0.5083826780319214,
-0.18679356575012207,
0.31742405891418457,
0.2621089816093445,
0.05549032241106033,
0.12868842482566833,
-0.5011147260665894,
0.32613426446914673,
-0.057508453726768494,
-0.09061822295188904,
-0.32036057114601135,
0.7153990268707275,
-0.3579724431037903,
-0.009523153305053711,
0.05903635174036026,
-0.04925651475787163,
-0.11414147913455963,
-0.18745073676109314,
-0.510958731174469,
-0.04737817496061325,
0.07299122214317322,
0.6481755375862122,
-0.3069600462913513,
0.2046964019536972,
-0.11553801596164703,
-0.7590932846069336,
-0.5286576747894287,
0.2103194296360016,
0.18492774665355682,
0.09427443891763687,
-0.3998276889324188,
0.24149800837039948,
-0.2201215773820877,
0.3295932412147522,
0.08762373775243759,
-0.6976919770240784,
-0.15132901072502136,
0.05660539120435715
] |
The functional architecture of the object vision pathway in the human brain was investigated using functional magnetic resonance imaging to measure patterns of response in ventral temporal cortex while subjects viewed faces, cats, five categories of man-made objects, and nonsense pictures. A distinct pattern of response was found for each stimulus category. The distinctiveness of the response to a given category was not due simply to the regions that responded maximally to that category, because the category being viewed also could be identified on the basis of the pattern of response when those regions were excluded from the analysis. Patterns of response that discriminated among all categories were found even within cortical regions that responded maximally to only one category. These results indicate that the representations of faces and objects in ventral temporal cortex are widely distributed and overlapping.
|
[
0.01461104117333889,
0.0024044252932071686,
-0.013411736115813255,
0.005935441702604294,
0.03212670236825943,
0.0004729507490992546,
0.008064016699790955,
-0.005684704519808292,
-0.009843138046562672,
0.022686928510665894,
-0.007376531604677439,
0.009838631376624107,
0.00175149692222476,
0.0034125298261642456,
-0.013783099129796028,
0.017151271924376488,
-0.02411024272441864,
-0.0004429116379469633,
0.006885377690196037,
0.013719113543629646,
0.016002055257558823,
0.0008321020286530256,
0.009703300893306732,
-0.012369704432785511,
-0.0033984840847551823,
-0.013800638727843761,
-0.01572178490459919,
0.006177530623972416,
0.004356508143246174,
0.009988941252231598,
0.011404522694647312,
-0.008036544546484947,
0.0022984021343290806,
0.016513431444764137,
0.008241744711995125,
0.0012448866618797183,
-0.003410197561606765,
0.017150886356830597,
0.009954370558261871,
-0.002999654971063137,
-0.0005838628858327866,
-0.0086857620626688,
0.0011531815398484468,
-0.017638441175222397,
-0.007712819613516331,
-0.0002989978529512882,
-0.002982460893690586,
0.01787661947309971,
-0.028727959841489792,
0.008276770822703838,
-0.014540634118020535,
-0.007630571257323027,
-0.0024814039934426546,
0.012850483879446983,
-0.0058104973286390305,
0.018169540911912918,
0.0183511171489954,
0.006394833326339722,
0.012117097154259682,
-0.0001507173292338848,
-0.008495216257870197,
0.015719488263130188,
-0.01373041607439518,
-0.02718649059534073,
-0.014107096940279007,
-0.0674024224281311,
0.015871616080403328,
0.0213120449334383,
0.011297146789729595,
0.010587877593934536,
-0.007553754840046167,
0.012738186866044998,
-0.04968747869133949,
0.019690711051225662,
0.0097297802567482,
-0.00968952290713787,
-0.01721709594130516,
-0.0016054024454206228,
-0.019381118938326836,
0.00034854188561439514,
-0.010531045496463776,
-0.00603844877332449,
0.016850918531417847,
0.01997123658657074,
-0.009967617690563202,
0.015458928421139717,
-0.014592448249459267,
-0.004067729692906141,
-0.005370154045522213,
0.00781254656612873,
-0.009148487821221352,
0.0002878699451684952,
-0.011828426271677017,
0.01901746541261673,
-0.005052411928772926,
0.02119852788746357,
-0.0087763462215662,
0.006688591092824936,
0.013937951996922493,
0.0011272821575403214,
-0.009473830461502075,
-0.00035517592914402485,
0.025644494220614433,
-0.008095897734165192,
-0.017886314541101456,
0.010126594454050064,
-0.00012807210441678762,
-0.0048920148983597755,
-0.00008337199687957764,
0.004761026706546545,
0.001276955590583384,
0.00897479522973299,
-0.00034892233088612556,
0.02250383049249649,
0.010417915880680084,
0.008610701188445091,
-0.01909489929676056,
0.01754065230488777,
0.009873682633042336,
-0.001456388272345066,
0.009431443177163601,
0.013232748955488205,
0.00011843920219689608,
0.020031068474054337,
0.008583761751651764,
0.007743225432932377,
-0.02370612882077694,
0.01500651054084301,
0.0010165763087570667,
0.0067866710014641285,
-0.007543410640209913,
0.010585770942270756,
0.013406703248620033,
0.007318358868360519,
0.0035289274528622627,
-0.004615874961018562,
-0.00024834368377923965,
-0.04304308444261551,
0.00509369233623147,
-0.002564361784607172,
0.013982076197862625,
0.006935703568160534,
-0.003528853412717581,
0.013650945387780666,
0.024234037846326828,
-0.007836933247745037,
0.026260830461978912,
0.012264693155884743,
0.006350512150675058,
-0.015463506802916527,
0.00785042718052864,
0.003634158056229353,
-0.029014041647315025,
-0.011575542390346527,
0.0040910616517066956,
0.01826488971710205,
-0.01730540581047535,
-0.013166708871722221,
-0.0037740212865173817,
-0.01255469024181366,
0.0019539680797606707,
0.009233154356479645,
0.021165911108255386,
0.008330881595611572,
0.017728552222251892,
-0.010827058926224709,
-0.014723487198352814,
-0.0009077687282115221,
0.0015812721103429794,
0.0014075618237257004,
0.005063218530267477,
0.009243667125701904,
0.011264387518167496,
0.010380977764725685,
-0.0013693588552996516,
0.004009168595075607,
0.01188634429126978,
0.006770854350179434,
-0.013934662565588951,
0.06737905740737915,
0.03175044432282448,
0.008223052136600018,
-0.005862277001142502,
0.003889957442879677,
0.021877989172935486,
-0.022640366107225418,
0.006161518394947052,
-0.007394073065370321,
-0.0005577823612838984,
-0.002997356466948986,
-0.009550592862069607,
-0.018027441576123238,
0.011133461259305477,
-0.0055902255699038506,
0.0055638267658650875,
0.0031930762343108654,
0.029418744146823883,
-0.006151148118078709,
-0.028231533244252205,
-0.014199506491422653,
0.0040594106540083885,
-0.01756637915968895,
0.01669876091182232,
-0.013542575761675835,
-0.01591154746711254,
0.0024134404957294464,
0.009247420355677605,
-0.011996205896139145,
-0.016226431354880333,
0.013014966621994972,
0.020095400512218475,
-0.03205491602420807,
-0.004674320109188557,
-0.005446901544928551,
0.008729321882128716,
0.008475396782159805,
0.026340752840042114,
-0.0137943672016263,
0.009603269398212433,
-0.012845544144511223,
0.0010084845125675201,
-0.01799170672893524,
0.026440827175974846,
0.00981329195201397,
0.009765954688191414,
0.0028972725849598646,
0.010157989338040352,
0.010391619056463242,
-0.005367740523070097,
0.004083436913788319,
0.0034858975559473038,
-0.015491947531700134,
-0.006160670425742865,
0.011103449389338493,
0.028209403157234192,
-0.0017268812516704202,
0.010483017191290855,
-0.009304923936724663,
0.014345642179250717,
-0.005883066914975643,
-0.003092891536653042,
-0.012243828736245632,
0.029333237558603287,
-0.014775993302464485,
0.022676490247249603,
-0.009477716870605946,
0.02766377478837967,
0.005485442467033863,
0.01226598210632801,
-0.004751583561301231,
0.0033881510607898235,
0.007673574145883322,
-0.0077204653061926365,
0.0173506997525692,
0.005086340941488743,
0.0020051891915500164,
0.014673195779323578,
0.024768128991127014,
0.02336747758090496,
0.0015139700844883919,
0.0017426973208785057,
0.004618576727807522,
0.007519862148910761,
-0.01056851726025343,
-0.008728273212909698,
-0.0004704841412603855,
0.012360218912363052,
0.0024635079316794872,
0.010851506143808365,
0.000007017049938440323,
0.002132642548531294,
-0.010160871781408787,
0.004084714688360691,
-0.0814921036362648,
-0.0043329778127372265,
0.010103864595293999,
0.019708817824721336,
0.006382852327078581,
-0.0010193116031587124,
0.002558870241045952,
0.012021840550005436,
-0.002543797018006444,
0.015656298026442528,
-0.01731475442647934,
0.0020720255561172962,
-0.00914815254509449,
-0.0032977524679154158,
0.002049389062449336,
-0.0011437854263931513,
0.015784572809934616,
-0.002476414432749152,
0.0004821368493139744,
-0.007093325722962618,
0.007486479356884956,
-0.010346755385398865,
0.004594694823026657,
0.010894992388784885,
-0.0048591624945402145,
-0.015716368332505226,
0.0011147316545248032,
0.0010416493751108646,
-0.0029872339218854904,
0.0025772005319595337,
0.0037189992144703865,
-0.0053924634121358395,
0.010308373719453812,
0.00019789149519056082,
0.0314163900911808,
-0.006047361064702272,
-0.002551283221691847,
-0.01319124735891819,
-0.01657019928097725,
-0.014797084964811802,
0.005528224166482687,
-0.0012041210429742932,
0.005011928267776966,
0.004366832785308361,
-0.0007510073482990265,
0.006839201785624027,
-0.0003984475042670965,
0.010822637006640434,
0.010632263496518135,
-0.008196414448320866,
0.02110292948782444,
0.0011361277429386973,
0.001865549013018608,
0.008432602509856224,
-0.01629868522286415,
-0.004648856818675995,
-0.010884423740208149,
-0.010042265057563782,
-0.00955735519528389,
0.00022036372683942318,
0.0034742560237646103,
-0.0223257876932621,
-0.02296895533800125,
-0.006590467877686024,
0.00468322541564703,
-0.01864916831254959,
-0.001651989878155291,
0.01481747254729271,
-0.002440412761643529,
0.00761704845353961,
0.007346686907112598,
0.005498155020177364,
-0.01113240048289299,
-0.0038609695620834827,
0.01140967383980751,
-0.008936367928981781,
-0.01101851649582386,
-0.004853665828704834,
0.0022441474720835686,
-0.01612258329987526,
0.0022464869543910027,
0.004014547914266586,
0.01661653444170952,
0.00022926554083824158,
-0.02183781936764717,
0.008532637730240822,
0.006138734519481659,
-0.010242054238915443,
0.009844643995165825,
-0.01154167577624321,
0.012261252850294113,
0.016280388459563255,
0.010130776092410088,
0.005826873239129782,
-0.009074036031961441,
0.005363941192626953,
-0.0018079187721014023,
-0.004457743838429451,
-0.006930103525519371,
0.009511861018836498,
-0.007002327591180801,
0.010160224512219429,
-0.01746639423072338,
-0.01111997663974762,
-0.01910831406712532,
0.008153331466019154,
-0.004222929012030363,
-0.003229985712096095,
0.019039101898670197,
-0.005901416763663292,
-0.00008300715126097202,
-0.0008993488736450672,
-0.004014053847640753,
0.03260662034153938,
0.00639813207089901,
0.01411638967692852,
-0.011893955990672112,
0.004083085339516401,
0.0728829950094223,
-0.007484274450689554,
0.019291892647743225,
-0.0041254181414842606,
0.01878989115357399,
-0.01399250328540802,
0.005994233302772045,
0.0051382919773459435,
0.005980133078992367,
-0.0013186563737690449,
0.011507444083690643,
-0.006120047066360712,
-0.00041054736357182264,
0.00580584816634655,
0.003912483341991901,
0.005654835142195225,
-0.0034717461094260216,
0.021778004243969917,
-0.013286476023495197,
0.01212572306394577,
0.021435271948575974,
-0.003409137949347496,
-0.004282379522919655,
0.009609701111912727,
-0.007978333160281181,
-0.0085788918659091,
-0.0019214425701647997,
-0.013071374036371708,
0.006253112107515335,
0.008244378492236137,
0.012488252483308315,
-0.0026072184555232525,
-0.004845143295824528,
0.015731818974018097,
0.003946700599044561,
0.015515967272222042,
0.0043724109418690205,
-0.012037103064358234,
-0.0036578357685357332,
0.017583347856998444,
-0.016334354877471924,
-0.011418691836297512,
0.009532531723380089,
0.017893627285957336,
-0.015311185270547867,
-0.019031532108783722,
0.019264740869402885,
-0.005185824818909168,
-0.0035618930123746395,
-0.0006670670118182898,
-0.009935371577739716,
0.005046130623668432,
0.006883387919515371,
0.010143421590328217,
0.00889945775270462,
0.006639090832322836,
0.03631143271923065,
0.008917493745684624,
-0.0029321941547095776,
-0.03199928253889084,
-0.03122960403561592,
-0.0030839729588478804,
0.00029694358818233013,
0.006746813654899597,
-0.0011189973447471857,
-0.019292283803224564,
-0.014494866132736206,
-0.009191195480525494,
0.0013278955593705177,
0.022164184600114822,
-0.003923468757420778,
-0.01151815801858902,
-0.025983307510614395,
-0.019413739442825317,
0.015296070836484432,
-0.018651098012924194,
0.013751061633229256,
-0.03494856506586075,
0.015666048973798752,
0.031376294791698456,
-0.008048425428569317,
-0.013370450586080551,
-0.008831216022372246,
0.00037764012813568115,
-0.006883763708174229,
0.006423045881092548,
-0.02161678485572338,
-0.07514721900224686,
-0.001011899672448635,
0.014246078208088875,
-0.00579801807180047,
-0.0061267465353012085,
0.020652109757065773,
-0.010129876434803009,
-0.012250280939042568,
0.025334568694233894,
-0.006823099218308926,
-0.005546966567635536,
-0.008122889325022697,
-0.00942169688642025,
0.005258646793663502,
0.009648436680436134,
-0.021179471164941788,
0.0034509003162384033,
0.018401723355054855,
-0.012610378675162792,
-0.008288443088531494,
0.003108193166553974,
0.003872060915455222,
0.0032674139365553856,
0.00007061194628477097,
-0.0035257486160844564,
-0.08181312680244446,
-0.003246121108531952,
0.00742692407220602,
0.0028413357213139534,
-0.00778442807495594,
-0.004936375189572573,
0.0133704524487257,
-0.011744149029254913,
-0.00920212734490633,
-0.013156920671463013,
0.0008580349385738373,
-0.018171723932027817,
0.0008240188471972942,
-0.010972274467349052,
0.0017585100140422583,
-0.002909750211983919,
0.006739379838109016,
0.0034067784436047077,
0.007925694808363914,
-0.014011655002832413,
-0.031268540769815445,
-0.020425228402018547,
-0.008881507441401482,
0.0006273863837122917,
-0.0058676693588495255,
-0.020835310220718384,
-0.0045196060091257095,
0.0017210053047165275,
-0.006841621361672878,
-0.0187677089124918,
0.006789542734622955,
-0.00283311540260911,
-0.01892419159412384,
-0.010792402550578117,
-0.00578329898416996,
-0.029000479727983475,
-0.012240729294717312,
-0.021533094346523285,
-0.013059210032224655,
-0.0024134444538503885,
-0.008884666487574577,
-0.012231140397489071,
0.0066884052939713,
-0.008606383576989174,
-0.010558541864156723,
-0.0064006224274635315,
0.0015036221593618393,
-0.0025260462425649166,
0.014054243452847004,
0.012068592943251133,
0.005239416845142841,
0.008632155135273933,
-0.000045402441173791885,
-0.005758210085332394,
0.03180082514882088,
0.02221652679145336,
0.0011235885322093964,
0.011222630739212036,
0.0058115944266319275,
0.006920481100678444,
0.000236690160818398,
0.0031953139696270227,
0.005750308744609356,
0.07233196496963501,
-0.02410154417157173,
0.005689590238034725,
-0.002515972126275301,
0.005931369960308075,
-0.0026373108848929405,
-0.017702050507068634,
-0.01255015842616558,
0.024509642273187637,
-0.029019135981798172,
0.008344253525137901,
-0.01138896681368351,
-0.004253975115716457,
0.00766981765627861,
0.018755486235022545,
-0.007164085283875465,
-0.011569023132324219,
-0.014951853081583977,
-0.012255102396011353,
-0.013732297345995903,
0.025647081434726715,
0.02281634882092476,
-0.040298644453287125,
0.018306955695152283,
0.03010585531592369,
0.003760026767849922,
0.010232776403427124,
0.0017849965952336788,
-0.02054516039788723,
-0.0004740683361887932,
-0.02410249412059784,
0.005544373765587807,
-0.00017222651513293386,
-0.029999440535902977,
0.011414828710258007,
-0.003552387235686183,
0.009342716075479984,
0.0016625619027763605,
-0.00044859235640615225,
0.01794670894742012,
-0.029718033969402313,
0.015927432104945183,
0.012307673692703247,
0.00018850620836019516,
0.01000986061990261,
0.005207355134189129,
0.0019270776538178325,
-0.004395598545670509,
0.017992980778217316,
0.003098039422184229,
-0.009173711761832237,
0.001879634684883058,
0.01619790866971016,
0.00014247954823076725,
0.012700455263257027,
0.00861330982297659,
0.000005127396434545517,
0.01622248813509941,
-0.0038627078756690025,
-0.014065006747841835,
-0.024008819833397865,
-0.0013177228393033147,
0.017489897087216377,
-0.009909486398100853,
-0.010122956708073616,
0.00014424044638872147,
-0.0065968772396445274,
-0.011064174585044384,
-0.005297576077282429,
0.012769145891070366,
-0.013234812766313553,
0.0011918721720576286,
0.005585291888564825,
0.021809719502925873,
0.014671561308205128,
0.01182592660188675,
0.011031861416995525,
-0.0033952321391552687,
-0.004549982026219368,
0.0006653554737567902,
-0.012015365064144135,
0.034024182707071304,
0.0049816919490695,
0.006347358226776123,
0.02289256453514099,
-0.0003934302367269993,
-0.007575972471386194,
0.012835904024541378,
0.004750302992761135,
0.007078167051076889,
0.029937632381916046,
0.007386195473372936,
0.0039975945837795734,
0.008704792708158493,
0.004152797628194094,
0.03368649259209633,
0.022951938211917877,
0.001247580861672759,
0.006864619441330433,
0.0006000751163810492,
0.0002141741570085287,
0.006989447399973869,
0.0037939134053885937,
-0.00154136773198843,
-0.00854261964559555,
0.003194480901584029,
0.006193945184350014,
0.027137596160173416,
0.0010448179673403502,
-0.028902433812618256,
0.011232245713472366,
0.026230696588754654,
-0.03555414080619812,
-0.012049540877342224,
-0.007884250953793526,
0.025873448699712753,
-0.0003344316501170397,
-0.02323080599308014,
0.0019939211197197437,
-0.007370762526988983,
-0.013093162328004837,
-0.016956470906734467,
-0.02262159250676632,
0.007978862151503563,
0.013133252039551735,
-0.01671392284333706,
-0.01072364766150713,
0.0000041334424167871475,
-0.013760838657617569,
-0.0009773185010999441,
0.0035943591501563787,
0.0028833639807999134,
-0.004650416783988476,
-0.013915874995291233,
-0.011513774283230305,
-0.015158399939537048,
0.001200216356664896,
-0.00002675340510904789,
0.0019203764386475086,
-0.015442694537341595,
0.005731572862714529,
-0.01803886517882347,
0.0008959751576185226,
-0.028733205050230026,
0.006456971168518066,
-0.031864412128925323,
0.008309842087328434,
0.009479639120399952,
0.011400159448385239,
-0.01507563516497612,
0.0003287359431851655,
0.0034267434384673834,
-0.0029096591752022505,
-0.005237724166363478,
0.00038087612483650446,
0.01896321028470993,
0.000177134876139462,
-0.011895060539245605,
-0.022294707596302032,
0.016242220997810364,
-0.0078107016161084175,
0.01493820734322071,
-0.026661161333322525,
-0.00689987326040864,
-0.012402897700667381,
0.008109472692012787,
0.02370147965848446,
0.015563873574137688,
0.008170287124812603,
0.009044893085956573,
0.0030340556986629963,
-0.0032822880893945694,
-0.011460427194833755,
0.00885840691626072,
-0.02512875571846962,
-0.010599207133054733,
-0.008402623236179352,
0.007458019070327282,
-0.021298451349139214,
-0.00784322526305914,
0.01639745943248272,
0.005566480569541454,
-0.013012148439884186,
-0.009133797138929367,
-0.017829813063144684,
-0.008232817985117435,
-0.009327852167189121,
0.010580972768366337,
0.0077651734463870525,
0.022853432223200798,
-0.016211237758398056,
-0.008366165682673454,
-0.020474806427955627,
-0.006364579312503338,
-0.009379779919981956,
-0.01752427965402603,
0.007937529124319553,
0.015596680343151093,
0.005447800271213055,
0.00673806993290782,
0.002196015790104866,
-0.015135979279875755
] |
[
-0.27638697624206543,
-0.08863355219364166,
0.10969996452331543,
0.21645039319992065,
-0.5796951651573181,
0.7790166139602661,
0.37347015738487244,
-0.27592894434928894,
-0.2770466208457947,
-0.5299575924873352,
-0.0800095722079277,
0.6335957050323486,
-0.2682318389415741,
-0.06264641135931015,
-0.07488347589969635,
0.4412923753261566,
0.8307633399963379,
0.2276247888803482,
-0.759539008140564,
-0.04594005271792412,
-0.20178866386413574,
-0.055736031383275986,
0.2775825262069702,
-0.11220698058605194,
0.3465366065502167,
-0.042764704674482346,
0.8797876834869385,
0.4065489172935486,
0.21110796928405762,
-0.0830695629119873,
-0.3912554085254669,
0.40269070863723755,
-0.49133720993995667,
-0.3663770258426666,
-0.46801280975341797,
0.22390703856945038,
-0.3054168224334717,
-0.30239608883857727,
-0.13800708949565887,
-0.3186489939689636,
0.020103568211197853,
0.1793413758277893,
-0.3922705352306366,
0.2966242730617523,
-0.5131610631942749,
-0.25436583161354065,
-1.725005865097046,
0.03998985514044762,
-0.1454841047525406,
0.20851367712020874,
-0.162480428814888,
0.4736701250076294,
0.5989527702331543,
0.18122443556785583,
-0.3072810471057892,
0.25579220056533813,
-0.6555376052856445,
-0.1350981742143631,
0.36505603790283203,
-0.5546571016311646,
0.25428810715675354,
0.04482937604188919,
0.222841277718544,
0.27339401841163635,
-0.6177639961242676,
0.5403319001197815,
-0.13009923696517944,
-0.23502148687839508,
-0.3164738714694977,
-0.1366034895181656,
-0.10133776813745499,
-0.20966118574142456,
0.0448959581553936,
0.05915232002735138,
-0.7037803530693054,
0.34892457723617554,
0.0840618684887886,
-0.10488960891962051,
-0.2612369954586029,
-0.2811228036880493,
-0.26165348291397095,
0.14317157864570618,
0.6477620601654053,
-0.40014681220054626,
0.41077160835266113,
0.25930526852607727,
-0.22583705186843872,
0.4699651896953583,
-0.1574888825416565,
0.30583158135414124,
-0.2211899608373642,
-0.23667535185813904,
0.30232515931129456,
0.6785032153129578,
0.3877982199192047,
0.27494871616363525,
0.43143588304519653,
-0.28248780965805054,
-0.0024959321599453688,
0.23942001163959503,
-0.11083885282278061,
0.20636016130447388,
0.40406545996665955,
0.13759790360927582,
-0.19821113348007202,
-0.43922165036201477,
0.014508269727230072,
-0.8904502987861633,
-0.973381757736206,
0.3693247437477112,
-1.2804906368255615,
-0.017361624166369438,
0.011729015968739986,
-0.18997174501419067,
0.064629927277565,
-0.21270376443862915,
0.21923042833805084,
0.4475652277469635,
-0.319086492061615,
0.27668699622154236,
0.27731049060821533,
0.6904521584510803,
0.19109220802783966,
-0.07456907629966736,
-0.17480239272117615,
-0.2614387571811676,
0.39743345975875854,
0.04104059189558029,
-0.5061184763908386,
-0.05611652135848999,
0.12242656201124191,
0.28060993552207947,
-0.001986195333302021,
0.08164578676223755,
-0.2737886607646942,
-0.046458929777145386,
0.5338940024375916,
0.03356253728270531,
-0.397430419921875,
0.41315826773643494,
-0.14044161140918732,
-0.8554006814956665,
-0.6482348442077637,
-0.47848474979400635,
0.2742457985877991,
-0.9795060157775879,
0.3960017263889313,
0.06272023171186447,
-0.43953198194503784,
0.051391828805208206,
-0.10609588772058487,
-0.02314954809844494,
-0.39312946796417236,
-0.3204393982887268,
0.022467641159892082,
0.8339250683784485,
-0.5451748967170715,
-0.13176658749580383,
0.2251804918050766,
0.05479908734560013,
-0.12056892365217209,
0.13850639760494232,
-0.7336907386779785,
-0.3372099697589874,
-0.10929922014474869,
-0.07166600972414017,
0.3846389651298523,
0.2791663408279419,
0.01471475139260292,
0.1997230052947998,
-0.035259909927845,
-0.31789669394493103,
0.25943049788475037,
-0.17317917943000793,
-0.452299028635025,
-0.01405287254601717,
0.334023654460907,
0.19812867045402527,
-0.06097198277711868,
0.23418039083480835,
-0.6451177597045898,
-0.3222384750843048,
-0.05646081641316414,
-0.5221571922302246,
0.33317580819129944,
-0.012792959809303284,
0.652055025100708,
-0.5008434057235718,
-0.47914254665374756,
-0.2275383621454239,
0.26963889598846436,
-0.5139937400817871,
0.33157527446746826,
-0.6767593622207642,
1.7012823820114136,
-0.18850077688694,
-0.5990911722183228,
0.947943389415741,
0.20253553986549377,
0.46167609095573425,
0.03619658946990967,
-0.5706591606140137,
0.23035292327404022,
0.11241358518600464,
-0.12401732057332993,
-0.17525404691696167,
-0.5441538691520691,
0.20541371405124664,
-0.27743852138519287,
0.4713002145290375,
0.18391337990760803,
-0.48736971616744995,
-0.1370116025209427,
0.14561109244823456,
0.5548987984657288,
0.13832996785640717,
-0.16040636599063873,
0.1264658123254776,
-0.3666013181209564,
-0.28412848711013794,
0.5874550938606262,
-0.3320319950580597,
0.14580368995666504,
0.2503688931465149,
-0.09031322598457336,
0.3369831442832947,
0.5806851983070374,
0.5651358366012573,
0.7330073714256287,
-0.879163920879364,
-0.0037428366485983133,
0.07315681874752045,
0.6027860641479492,
-0.646558403968811,
-0.1358635425567627,
0.014753954485058784,
0.38437482714653015,
-0.18833930790424347,
0.05325602367520332,
-0.34690746665000916,
-0.015426505357027054,
0.22168976068496704,
-0.3616778254508972,
0.3862975239753723,
0.12229933589696884,
-0.812651515007019,
-0.1759725958108902,
0.5741175413131714,
-0.6579879522323608,
0.028804855421185493,
-0.22787053883075714,
0.5179029107093811,
-0.0056544579565525055,
-0.3687296509742737,
0.38034260272979736,
-0.3828401565551758,
0.0693696066737175,
-0.8076986074447632,
-0.0008210995001718402,
-0.10712378472089767,
0.4221804440021515,
0.4888787567615509,
-0.08937102556228638,
0.021852051839232445,
-0.23147468268871307,
-0.7462279796600342,
-0.6038521528244019,
-0.040157634764909744,
0.5640999674797058,
0.7045096158981323,
0.5263576507568359,
-0.26440033316612244,
-0.27387991547584534,
0.24714548885822296,
0.08449739962816238,
-0.5727055668830872,
0.16593748331069946,
0.2362542748451233,
-0.16771234571933746,
-0.42163124680519104,
-0.37193554639816284,
0.3755117952823639,
0.7836060523986816,
0.16846291720867157,
-0.05864187702536583,
-0.47317537665367126,
-0.15843458473682404,
-0.5497930645942688,
-0.21404267847537994,
0.0036799581721425056,
0.17921939492225647,
0.4620782136917114,
-0.06215563043951988,
-0.3597319424152374,
-0.05625508725643158,
0.7652115225791931,
-0.2021515816450119,
0.6504919528961182,
0.5244711637496948,
-0.2833811938762665,
-0.34223484992980957,
0.2964409589767456,
-0.21778234839439392,
-0.2819831371307373,
-0.021316101774573326,
-0.1085638552904129,
-0.5992189645767212,
0.5019857883453369,
-5.971445083618164,
-0.3522903323173523,
-0.09669129550457001,
-0.17034298181533813,
-0.3074581027030945,
0.42034482955932617,
0.6787722110748291,
-0.008630025200545788,
0.5368019938468933,
0.08607915043830872,
-0.011482790112495422,
-0.07382909208536148,
-0.48054003715515137,
0.689844012260437,
0.08494281023740768,
-0.045920465141534805,
-0.22939975559711456,
-0.2002151906490326,
0.07974262535572052,
0.35086789727211,
0.19718068838119507,
-0.5100139379501343,
-0.21670372784137726,
0.598394513130188,
-0.24641084671020508,
0.11769726872444153,
-0.6036408543586731,
-0.08962041139602661,
0.1495690494775772,
0.019950659945607185,
-0.05233996734023094,
-0.2540168762207031,
-0.5054101347923279,
0.26066380739212036,
0.6737143397331238,
0.4603293240070343,
0.20650479197502136,
-0.028534244745969772,
0.08987318724393845,
-0.5238571166992188,
0.10931449383497238,
0.46054455637931824,
-0.058728475123643875,
0.17759205400943756,
0.3231382668018341,
-0.2061552256345749,
-0.6493388414382935,
0.0046155331656336784,
-0.4928593933582306,
0.2937885820865631,
-0.09559787809848785,
-0.06266449391841888,
-0.04201572760939598,
0.31512147188186646,
0.535031259059906,
-0.1826242357492447,
0.4576265215873718,
-0.0947595089673996,
-0.24281027913093567,
0.29248636960983276,
0.09246300160884857,
-0.3945433795452118,
-0.24008461833000183,
-1.0056219100952148,
-0.17336948215961456,
0.3331120014190674,
-1.0438233613967896,
-0.305249959230423,
0.11930874735116959,
0.05159997567534447,
-0.303960382938385,
0.1394965648651123,
-0.41060641407966614,
-0.7126344442367554,
0.31051555275917053,
0.04232963174581528,
0.39647653698921204,
-0.14426715672016144,
0.18547400832176208,
-0.09628896415233612,
-0.20357796549797058,
-0.25210845470428467,
0.032621629536151886,
0.1213143914937973,
-0.1309112161397934,
-0.23841723799705505,
-0.23181870579719543,
0.23324523866176605,
-0.31410202383995056,
0.27026405930519104,
0.3559400737285614,
-0.22638121247291565,
-0.18598425388336182,
0.5486739277839661,
0.1815432459115982,
0.2924976646900177,
0.32530996203422546,
0.04848616197705269,
0.5278395414352417,
-0.22112396359443665,
0.5337778329849243,
-0.06979211419820786,
-0.3623404800891876,
-0.19709838926792145,
-0.12225008755922318,
0.6599429249763489,
-0.6632056832313538,
0.08618278801441193,
1.0317527055740356,
-0.4181438088417053,
0.10753924399614334,
-0.1890101581811905,
-0.21979206800460815,
-0.06983530521392822,
0.5429702401161194,
-0.14015822112560272,
-0.21570317447185516,
0.07102733105421066,
0.5753579139709473,
0.1486855447292328,
-0.19206424057483673,
-0.2379123866558075,
-0.685539960861206,
0.6736574172973633,
-0.19878791272640228,
-0.32456207275390625,
0.07084620743989944,
0.4609895646572113,
-0.63340163230896,
0.19224724173545837,
0.6759162545204163,
0.010083794593811035,
-0.3348366618156433,
0.32874372601509094,
0.4967496693134308,
-0.9000600576400757,
0.27326783537864685,
0.20319360494613647,
0.31170570850372314,
-0.4587422013282776,
0.3450741469860077,
0.08479136228561401,
0.3709781765937805,
-0.16976286470890045,
0.06047877296805382,
-0.17364341020584106,
-0.3326157331466675,
-0.15892738103866577,
-0.5190173983573914,
-0.22051355242729187,
-0.05922495573759079,
-0.5477176904678345,
-0.16926899552345276,
0.1711127609014511,
-0.014254526235163212,
-0.04346581920981407,
-0.005029190797358751,
-0.01854129321873188,
0.16511006653308868,
-0.4588693082332611,
0.6851723194122314,
0.07545287907123566,
-0.6940058469772339,
0.18820436298847198,
-0.34756046533584595,
0.0816657692193985,
-0.7494814395904541,
-0.2046636939048767,
0.4224688410758972,
0.4213293194770813,
0.08723008632659912,
-0.7034000158309937,
0.07954978197813034,
-0.6115542650222778,
0.07749948650598526,
-0.28944966197013855,
-0.0953964963555336,
0.18404270708560944,
-0.29980817437171936,
0.2255782186985016,
0.09962450712919235,
-0.2732912302017212,
-0.01853189617395401,
0.142963245511055,
0.6418719291687012,
0.16175153851509094,
0.19784189760684967,
0.018404068425297737,
-0.2543473541736603,
-0.5242379903793335,
0.08902215212583542,
0.47896134853363037,
0.016223007813096046,
-0.2327904850244522,
-0.2659589350223541,
0.16344387829303741,
0.15931692719459534,
-0.02454250492155552,
0.06258280575275421,
-0.25794705748558044,
-0.24458082020282745,
0.2887151539325714,
-0.11867833882570267,
0.37745991349220276,
0.5484782457351685,
-0.33630257844924927,
0.11758101731538773,
0.16032731533050537,
-0.6110192537307739,
0.005717926193028688,
-0.42249974608421326,
-0.21619299054145813,
-0.4371736943721771,
-0.31634682416915894,
-0.045519858598709106,
0.041383080184459686,
0.04592312499880791,
-0.49865567684173584,
-0.31755509972572327,
0.6102489829063416,
-0.02386908046901226,
-0.14619137346744537,
-0.40907424688339233,
0.10935158282518387,
-0.3584634065628052,
-0.5838268995285034,
0.37220537662506104,
-0.4923807978630066,
0.16050511598587036,
0.14809101819992065,
0.062265269458293915,
0.27240902185440063,
0.24482743442058563,
0.639834463596344,
-0.2541505694389343,
-0.7529063820838928,
-0.38070034980773926,
0.2486548274755478,
0.04960735887289047,
0.4049331545829773,
0.29935356974601746,
0.7711161971092224,
-0.09961946308612823,
0.1966416835784912,
0.6567883491516113,
0.5804538726806641,
0.29431402683258057,
-0.2249375432729721,
-0.19840116798877716,
-0.05692053958773613,
0.046036429703235626,
-0.34505555033683777,
0.08676426857709885,
0.45629599690437317,
0.7324203848838806,
0.32663196325302124,
-0.2443825751543045,
-0.4081207513809204,
-0.011895306408405304,
0.3533426523208618,
-0.1751011312007904,
-0.29461172223091125,
-0.07212813943624496,
-0.3265526592731476,
0.09014489501714706,
0.26702016592025757,
-0.30088964104652405,
-0.23380175232887268,
0.46642911434173584,
-0.3210541605949402,
0.3234556317329407,
-0.12136732786893845,
0.04562387242913246,
0.4430842697620392,
-0.03143890202045441,
-0.13560283184051514,
-0.10375835746526718,
0.5666006207466125,
0.2425990253686905,
0.021384935826063156,
-0.008014281280338764,
-0.3333263397216797,
0.22589002549648285,
-0.4630855917930603,
0.4459308981895447,
-0.5000911355018616,
0.19240622222423553,
-0.5066049098968506,
0.20641721785068512,
-0.5179941058158875,
-0.24096983671188354,
0.1409408003091812,
-0.13042311370372772,
-0.10833828151226044,
-0.1561185121536255,
-0.000592377909924835,
0.40252044796943665,
0.5304343700408936,
0.12399331480264664,
0.07101494818925858,
-0.29509785771369934,
0.35085779428482056,
0.35735204815864563,
-0.40725579857826233,
0.4103395640850067,
0.13153688609600067,
0.24316368997097015,
-0.3200727701187134,
-0.4640079736709595,
-0.2904209792613983,
-0.45745527744293213,
0.030428482219576836,
0.19137834012508392,
0.1695365458726883,
-0.5571989417076111,
0.3046484589576721,
0.4466998279094696,
-0.2036091387271881,
0.7974277138710022,
0.6244837045669556,
0.03474585711956024,
0.6907858848571777,
0.29078471660614014,
-0.1765087991952896,
-0.14383530616760254,
0.5858083963394165,
-0.01998012326657772,
0.4705813229084015,
0.3362385630607605,
0.539824903011322,
0.3361154794692993,
0.4111705720424652,
-0.04271084442734718,
0.8369507789611816,
0.17288754880428314,
-0.04850618168711662,
0.3314269781112671,
-0.33375412225723267,
-0.11400710046291351,
0.2748681604862213,
0.6364938020706177,
0.2744894027709961,
-0.1961524486541748,
-0.04199137166142464,
-0.4074748456478119,
0.26220422983169556,
0.4860342741012573,
0.6569427847862244,
-0.36905843019485474,
0.44126060605049133,
0.4980505108833313,
-0.05741365626454353,
0.48626741766929626,
0.7680900692939758,
0.00740893604233861,
-0.17357498407363892,
0.6538751125335693,
-0.2522342801094055,
-0.9381768703460693,
0.2587124705314636,
-0.1505943089723587,
0.6596609950065613,
-0.09000369161367416,
0.22855429351329803,
-0.24123729765415192,
0.2917531132698059,
0.3635615408420563,
0.5557092428207397,
0.41485220193862915,
-0.04376061260700226,
-0.06356161087751389,
0.33249935507774353,
-0.028741585090756416,
0.06297589838504791,
0.042797718197107315,
-0.3953753411769867,
0.6831004619598389,
-0.31436601281166077,
0.09971482306718826,
0.054721634835004807,
0.2399962693452835,
0.21712391078472137,
-0.11560351401567459,
-0.7964984178543091,
0.12170744687318802,
0.22941993176937103,
-0.03737254813313484,
0.28547999262809753,
0.10733681172132492,
0.08800996840000153,
-0.23147743940353394,
-0.3702772259712219,
0.4492122232913971,
0.21072135865688324,
0.016299787908792496,
0.1331942081451416,
-0.6516581773757935,
0.17699238657951355,
0.49920687079429626,
0.09792354702949524,
0.10766659677028656,
0.37890052795410156,
-0.36167600750923157,
0.35973799228668213,
-0.5215426087379456,
0.29566532373428345,
-0.5095468759536743,
-0.24108335375785828,
-0.6830652952194214,
-0.04276222363114357,
0.39243027567863464,
-0.020638596266508102,
-0.030966393649578094,
-0.2777465581893921,
0.1344197541475296,
0.19180256128311157,
0.5946683287620544,
-0.16850127279758453,
0.022162199020385742,
-0.2639116942882538,
-0.10635190457105637,
-0.45662441849708557,
0.6102180480957031,
0.10750331729650497,
-0.10726626962423325,
-0.29721760749816895,
0.4163557291030884,
0.05184796079993248,
-0.26832282543182373,
0.0713660717010498,
0.13163067400455475,
-0.31675493717193604,
-0.3951982855796814,
0.11798178404569626,
-0.22431521117687225,
-0.22418522834777832,
-0.31075090169906616,
0.24758046865463257,
0.41523775458335876,
-0.37437519431114197,
-0.11505742371082306,
-0.8856987357139587,
0.06990564614534378,
0.6419085264205933,
-0.29045727849006653,
0.22756119072437286,
-0.02531704306602478,
-0.6293189525604248,
-0.3951837718486786,
0.11885982751846313,
0.1105288490653038,
-0.5436775088310242,
-0.40783756971359253,
0.011243882589042187,
-0.44540321826934814,
0.10011813044548035,
0.28302404284477234,
-0.578539252281189,
-0.30238550901412964,
-0.11169000715017319
] |
Many data such as social networks, movie preferences or knowledge bases are multi-relational, in that they describe multiple relations between entities. While there is a large body of work focused on modeling these data, modeling these multiple types of relations jointly remains challenging. Further, existing approaches tend to breakdown when the number of these types grows. In this paper, we propose a method for modeling large multi-relational datasets, with possibly thousands of relations. Our model is based on a bilinear structure, which captures various orders of interaction of the data, and also shares sparse latent factors across different relations. We illustrate the performance of our approach on standard tensor-factorization datasets where we attain, or outperform, state-of-the-art results. Finally, a NLP application demonstrates our scalability and the ability of our model to learn efficient and semantically meaningful verb representations.
|
[
0.02028489112854004,
0.016527637839317322,
-0.003303367644548416,
0.01275043934583664,
0.02596316486597061,
-0.023788396269083023,
0.006362526211887598,
0.00930591020733118,
-0.012694168835878372,
-0.010080542415380478,
0.001215450931340456,
0.017309177666902542,
0.012902213260531425,
0.00045589113142341375,
-0.005883235018700361,
-0.018494945019483566,
-0.0028951852582395077,
0.009563778527081013,
0.0037903073243796825,
0.010860778391361237,
0.0034006256610155106,
0.030029963701963425,
0.006985791958868504,
0.008448132313787937,
-0.005037423223257065,
0.02936752885580063,
0.004112415015697479,
0.010851729661226273,
-0.0038791163824498653,
-0.0036407215520739555,
0.019740834832191467,
0.0064592002891004086,
-0.00948425754904747,
0.00876844022423029,
0.00009042758028954268,
-0.00411462876945734,
0.003324931487441063,
0.01992446929216385,
0.014447027817368507,
-0.003091154620051384,
0.013684021309018135,
-0.004036536440253258,
-0.0008603561436757445,
-0.02174028754234314,
-0.0042348215356469154,
0.0041537098586559296,
-0.004297497682273388,
0.002919780556112528,
-0.004698391072452068,
0.007313144393265247,
-0.009942524135112762,
-0.002856065286323428,
-0.0004512810264714062,
0.008069771341979504,
-0.004342416767030954,
-0.018605394288897514,
0.016599325463175774,
0.0025336425751447678,
-0.013461118564009666,
0.004579309374094009,
-0.008600271306931973,
0.014890851452946663,
-0.0045499373227357864,
-0.00871456228196621,
-0.012121511623263359,
-0.06782543659210205,
-0.01777314767241478,
0.0038968983571976423,
-0.001108999247662723,
-0.00038724392652511597,
-0.010057471692562103,
0.01019052043557167,
0.011436110362410545,
-0.014432542957365513,
0.006227804347872734,
0.012785239145159721,
0.00428348034620285,
-0.0050148749724030495,
-0.003958236426115036,
-0.00792524591088295,
-0.002315860241651535,
0.009837928228080273,
0.01388019509613514,
0.008646229282021523,
0.0007583871483802795,
0.018566297367215157,
-0.01626802608370781,
0.013380506075918674,
-0.005850525107234716,
0.005755322985351086,
0.001872089458629489,
-0.010706046596169472,
0.010806452482938766,
0.009117497131228447,
-0.020682886242866516,
0.006263077259063721,
-0.026128944009542465,
0.031013227999210358,
-0.007846686989068985,
-0.004858599975705147,
-0.005839286372065544,
0.035346563905477524,
0.017642583698034286,
0.010177520103752613,
0.013500390574336052,
0.0119561105966568,
-0.012604269199073315,
0.01786700077354908,
-0.0030088224448263645,
-0.00028506925445981324,
0.003651402657851577,
0.0001907560508698225,
-0.03588814660906792,
-0.014094112440943718,
0.0012085933703929186,
-0.0028778505511581898,
0.010292302817106247,
0.012656761333346367,
0.004508171696215868,
0.002055948367342353,
0.023057658225297928,
-0.006890848744660616,
-0.004377088509500027,
0.0028084730729460716,
0.007501251995563507,
-0.0017560813575983047,
0.0038274023681879044,
0.028330443426966667,
0.008789045736193657,
0.012510421685874462,
-0.006290161982178688,
0.0051260655745863914,
-0.0059008472599089146,
-0.001109405653551221,
0.024551749229431152,
0.0012379863765090704,
0.012265329249203205,
-0.010972078889608383,
0.0007012683199718595,
-0.01431356929242611,
-0.004329375457018614,
0.01002333965152502,
0.002818312495946884,
0.011465556919574738,
0.01172797754406929,
-0.001359980320557952,
-0.0009145298972725868,
0.0060315849259495735,
0.014188127592206001,
-0.00697055459022522,
0.02379874512553215,
-0.00731011014431715,
-0.008478911593556404,
-0.015493160113692284,
0.009722547605633736,
0.011705359444022179,
0.0012324615381658077,
0.004626949783414602,
-0.00785396620631218,
0.02476615644991398,
0.008733096532523632,
0.0012165582738816738,
0.012721516191959381,
0.007618243806064129,
-0.00761789083480835,
0.00850406102836132,
-0.0005506807938218117,
-0.0008062762208282948,
0.0015687053091824055,
-0.0017093163914978504,
-0.000049940659664571285,
0.005464078858494759,
0.0033991483505815268,
0.011667044833302498,
-0.00456650648266077,
0.007543770596385002,
-0.00036500475835055113,
0.005532634444534779,
-0.004958522971719503,
0.06743429601192474,
0.022483620792627335,
0.012928664684295654,
0.0013451180420815945,
-0.010366908274590969,
-0.0063250320963561535,
-0.0040017226710915565,
0.006229696795344353,
-0.013211429119110107,
-0.013928025960922241,
-0.014232993125915527,
-0.0011568772606551647,
0.005370195955038071,
0.009162670001387596,
-0.011607900261878967,
0.0029106996953487396,
0.0033075311221182346,
-0.0012022160226479173,
-0.008829532191157341,
-0.0045385463163256645,
0.005550829228013754,
0.005574150942265987,
-0.013479059562087059,
0.02399899996817112,
-0.02310309186577797,
-0.007926804944872856,
0.008304299786686897,
0.026578981429338455,
0.0005582752637565136,
-0.006274476647377014,
0.01040265429764986,
0.004084414802491665,
-0.016279052942991257,
-0.0202859528362751,
-0.008451889269053936,
-0.001048264792189002,
-0.0032647154293954372,
-0.016691531985998154,
-0.007093826308846474,
0.0011862441897392273,
-0.016606606543064117,
-0.0008534789667464793,
-0.0009535825811326504,
0.007639111950993538,
-0.02082565426826477,
-0.00302440975792706,
0.015943337231874466,
-0.0026553752832114697,
0.010804884135723114,
0.03698655962944031,
-0.010792159475386143,
-0.0053232330828905106,
-0.00626263627782464,
-0.00762979406863451,
0.009263313375413418,
0.024564355611801147,
0.02018451690673828,
0.0034476295113563538,
0.005101436749100685,
0.012584401294589043,
-0.00162098731379956,
-0.004896209575235844,
0.002376730553805828,
0.004164837300777435,
0.0015616915188729763,
0.006859954446554184,
-0.005044509656727314,
0.02570798620581627,
0.0012911162339150906,
0.04756105691194534,
-0.0026515948120504618,
0.0009130625985562801,
0.03200278803706169,
-0.009756898507475853,
0.011483464390039444,
-0.007383021060377359,
0.03265666216611862,
0.008437106385827065,
0.00034087151288986206,
0.021950628608465195,
0.010462889447808266,
0.0010203310521319509,
-0.00023933623742777854,
-0.013953642919659615,
-0.008121944963932037,
0.0038936776109039783,
0.004653421230614185,
-0.006164228077977896,
0.003514806507155299,
-0.02229677513241768,
-0.0009380405535921454,
0.0012435709359124303,
-0.009874342009425163,
0.0011166830081492662,
-0.08249206840991974,
0.0010882224887609482,
0.007344281300902367,
0.021121546626091003,
0.0066128927282989025,
-0.04225002974271774,
-0.004930935800075531,
0.0023740462493151426,
-0.015509046614170074,
0.02064245566725731,
0.009163486771285534,
0.031316280364990234,
-0.01060608122497797,
0.014812844805419445,
0.01822366937994957,
-0.006225303281098604,
0.006648928392678499,
-0.013043972663581371,
0.005092404782772064,
-0.014190717600286007,
-0.013370726257562637,
-0.0037727318704128265,
-0.004279016051441431,
0.014349427074193954,
-0.015528550371527672,
0.01144332904368639,
0.03368915244936943,
0.014840641990303993,
0.0051536159589886665,
0.001526698935776949,
0.006027240306138992,
-0.022156551480293274,
-0.006310891825705767,
-0.026893068104982376,
-0.004771821200847626,
-0.009780840948224068,
-0.011508490890264511,
0.0023899402003735304,
-0.01722901314496994,
-0.011730223894119263,
0.004613425116986036,
0.007753067649900913,
-0.005665816366672516,
0.0033282763324677944,
0.0020524058490991592,
0.015140712261199951,
0.014543465338647366,
0.010930972173810005,
0.008100148290395737,
-0.012830637395381927,
0.004708942957222462,
-0.003939779940992594,
0.002279125852510333,
0.008138195611536503,
0.0018766550347208977,
0.004225423559546471,
-0.008811619132757187,
-0.019527487456798553,
-0.009988877922296524,
-0.011111258529126644,
-0.016532056033611298,
-0.029065173119306564,
0.01227143220603466,
0.028368143364787102,
-0.006818963214755058,
-0.00740722194314003,
0.00513080507516861,
0.0032936441712081432,
-0.012074025347828865,
-0.003103421302512288,
0.018368443474173546,
0.0054328907281160355,
-0.01230291835963726,
-0.00430311867967248,
0.022299259901046753,
-0.0106539037078619,
-0.01011999323964119,
-0.00009064399637281895,
0.020429350435733795,
-0.011388560757040977,
-0.017206640914082527,
0.005505820736289024,
0.01851591095328331,
-0.007430564612150192,
-0.01642567850649357,
-0.006398610305041075,
0.0030832896009087563,
-0.007303658407181501,
-0.0017298795282840729,
-0.011273141950368881,
0.017746910452842712,
-0.00715893879532814,
-0.005993167404085398,
0.007401014678180218,
0.0073312995955348015,
-0.017797525972127914,
0.006727457046508789,
0.018914874643087387,
-0.01755458116531372,
0.007213971111923456,
0.01549487467855215,
0.008183497004210949,
-0.005441975314170122,
-0.015302103944122791,
0.010320451110601425,
0.007751221302896738,
-0.025111282244324684,
-0.006031360477209091,
0.00032285554334521294,
-0.00657232291996479,
0.004348976071923971,
-0.0106210233643651,
-0.00624054903164506,
0.03951655700802803,
0.006522847339510918,
0.00925721786916256,
-0.007123119663447142,
0.003199098166078329,
0.07354587316513062,
-0.004652767442166805,
-0.006975629832595587,
-0.010716935619711876,
0.0022196010686457157,
-0.015069818124175072,
-0.0039049051702022552,
0.020654600113630295,
-0.005504544358700514,
-0.021816207095980644,
0.009816255420446396,
0.02368857152760029,
0.005929188337177038,
0.0040949187241494656,
0.0009434279636479914,
-0.00466583389788866,
-0.004574457183480263,
-0.003823904786258936,
0.025539260357618332,
-0.0017582452856004238,
-0.002597037237137556,
-0.009777339175343513,
0.0011347410036250949,
-0.018685035407543182,
-0.008523767814040184,
-0.046390511095523834,
0.021691003814339638,
-0.01197521761059761,
0.027433592826128006,
0.0011814683675765991,
0.006769255734980106,
0.006291288882493973,
-0.0022774983663111925,
-0.019608978182077408,
0.02600119821727276,
0.004876761697232723,
-0.0054872906766831875,
0.003513121046125889,
-0.011981443502008915,
0.012977716512978077,
-0.01112828217446804,
-0.0072034928016364574,
-0.030648188665509224,
0.012168919667601585,
-0.02049342542886734,
0.009587039239704609,
-0.016282668337225914,
-0.0038259406574070454,
-0.010183628648519516,
-0.0070694247260689735,
0.004641832783818245,
0.010022825561463833,
0.009539156220853329,
0.02701975591480732,
0.006407566834241152,
-0.00031477538868784904,
0.007815415970981121,
-0.010322769172489643,
0.01989612728357315,
0.0022665532305836678,
0.004867801442742348,
0.023066207766532898,
0.0018976019928231835,
-0.0008829599246382713,
-0.01057131215929985,
-0.03725055977702141,
0.029278522357344627,
-0.01008614618331194,
0.008125941269099712,
-0.005103114526718855,
0.016442501917481422,
-0.016805507242679596,
-0.011693282052874565,
0.007306776009500027,
0.003973121289163828,
-0.030554616823792458,
-0.010530008003115654,
-0.0291120782494545,
-0.010172460228204727,
0.008963062427937984,
0.003664128016680479,
0.01149067748337984,
0.007984239608049393,
-0.0054312702268362045,
-0.00723402900621295,
-0.0005417726933956146,
-0.023045919835567474,
-0.07599930465221405,
0.0021714193280786276,
0.02275153249502182,
-0.004831188358366489,
0.008838809095323086,
0.0065709981136024,
0.01152831967920065,
-0.023234695196151733,
0.011781776323914528,
0.0008309030090458691,
0.0209757462143898,
-0.014106892049312592,
-0.026017215102910995,
-0.0037770012859255075,
0.006930801086127758,
-0.009362753480672836,
0.004536141641438007,
-0.007032014895230532,
-0.004923531785607338,
0.02299157902598381,
0.0027710294816643,
0.014300039038062096,
-0.005085809156298637,
0.0004417652962729335,
-0.008585738949477673,
-0.08244174718856812,
-0.009495943784713745,
-0.0016058352775871754,
-0.002544695045799017,
-0.020349781960248947,
0.022746492177248,
0.01933455653488636,
-0.023113267496228218,
-0.000746152363717556,
-0.014018815942108631,
-0.014140596613287926,
-0.0037998990155756474,
-0.016604386270046234,
0.0023555485531687737,
-0.004725828766822815,
0.00017773409490473568,
0.021797820925712585,
0.003111261874437332,
0.00020888959988951683,
-0.011852865107357502,
-0.010091183707118034,
-0.01080096885561943,
-0.006459111347794533,
0.010758559219539165,
-0.0007675497909076512,
-0.009564832784235477,
-0.011801015585660934,
0.0033480776473879814,
0.016916049644351006,
0.013149522244930267,
0.013039905577898026,
0.018839674070477486,
0.001437539467588067,
-0.01359485648572445,
-0.03117162548005581,
-0.00868977326899767,
0.017909983173012733,
0.00822821632027626,
0.009727989323437214,
-0.020295031368732452,
-0.0009377304813824594,
0.0124954329803586,
-0.011731017380952835,
0.0015080359298735857,
-0.026871103793382645,
-0.008614378981292248,
0.0018407506868243217,
0.0003561031771823764,
0.0022830343805253506,
0.000995987094938755,
0.012293324805796146,
0.002105452585965395,
0.02706163376569748,
-0.011315642856061459,
0.008478011004626751,
0.031240995973348618,
0.002050330163910985,
0.015339868143200874,
0.01086555514484644,
0.0043277135118842125,
0.0030692070722579956,
0.01929570734500885,
0.011094963178038597,
0.07266528904438019,
-0.048971086740493774,
0.020202431827783585,
-0.00949975848197937,
-0.007461067754775286,
0.0008482524426653981,
-0.026950417086482048,
-0.027620065957307816,
0.016400672495365143,
-0.02267979457974434,
0.011828670278191566,
-0.00382928061299026,
0.002667556516826153,
0.00547068240121007,
0.008250530809164047,
-0.008046316914260387,
0.01581873744726181,
0.005351306404918432,
-0.0015056272968649864,
-0.014265108853578568,
-0.011762065812945366,
-0.018452679738402367,
-0.02136337012052536,
0.019538823515176773,
0.007471716031432152,
-0.00654579047113657,
-0.010070553980767727,
0.00770352641120553,
-0.018824081867933273,
-0.012615149840712547,
-0.02129388600587845,
0.020628834143280983,
0.0008439590455964208,
0.014573603868484497,
0.037904977798461914,
0.01053909957408905,
-0.005464935675263405,
-0.002477068919688463,
-0.0008722767233848572,
0.01731187477707863,
-0.017362169921398163,
0.014569543302059174,
0.0049974508583545685,
-0.016412198543548584,
0.007879899814724922,
0.01665525510907173,
0.009792087599635124,
0.00792635791003704,
0.0040781437419354916,
0.007891355082392693,
-0.013918651267886162,
-0.010436376556754112,
0.03153391554951668,
-0.011964377015829086,
0.006296711508184671,
-0.004869322292506695,
-0.01568964309990406,
0.009096700698137283,
-0.015444978140294552,
-0.010791292414069176,
0.0009580918122082949,
-0.006546701770275831,
-0.003720334731042385,
0.006275474093854427,
0.0010742286685854197,
0.003921969793736935,
-0.008623970672488213,
-0.017919734120368958,
-0.005621425341814756,
0.009695861488580704,
-0.017840107902884483,
-0.005318881012499332,
0.0010698828846216202,
-0.005312848370522261,
0.006351680960506201,
0.0024567455984652042,
-0.014824453741312027,
-0.009732337668538094,
0.0075429948046803474,
-0.00039684309740550816,
-0.0005556025425903499,
-0.00858132541179657,
0.017255865037441254,
-0.0031986646354198456,
0.0010583121329545975,
0.004430902190506458,
0.006854862906038761,
0.010423853993415833,
-0.0020984658040106297,
0.005515480414032936,
-0.005833969917148352,
0.00033466843888163567,
0.0017362548969686031,
0.005182305350899696,
0.0030802423134446144,
0.03386250510811806,
-0.009283170104026794,
0.006060933228582144,
-0.015114011242985725,
0.0043485285714268684,
0.0037499144673347473,
-0.026382219046354294,
0.018501415848731995,
-0.013036207295954227,
-0.0012174766743555665,
0.002508151810616255,
-0.008078955113887787,
-0.015106418170034885,
0.0008504884317517281,
-0.0017173204105347395,
0.001750557217746973,
-0.012976771220564842,
-0.004742189310491085,
-0.0069956392981112,
-0.0037028584629297256,
0.009474482387304306,
-0.0024370416067540646,
-0.007614548318088055,
0.014554996974766254,
-0.004918093793094158,
-0.018019232898950577,
0.0008091942872852087,
0.007443400099873543,
0.012483077123761177,
0.007315095514059067,
-0.011578310281038284,
-0.0026900602970272303,
0.010072017088532448,
-0.016879400238394737,
0.008156836964190006,
0.014028704725205898,
-0.009702205657958984,
-0.014721044339239597,
0.010635385289788246,
-0.00908724032342434,
-0.013629156164824963,
0.00667715584859252,
0.0006768620805814862,
0.029013741761446,
-0.013116036541759968,
0.024006929248571396,
-0.01997416839003563,
0.007815071381628513,
0.013172343373298645,
0.007059131748974323,
-0.019698701798915863,
0.0045770215801894665,
0.00811723805963993,
0.005552547983825207,
-0.004846793133765459,
-0.021280862390995026,
-0.014613915234804153,
0.014439912512898445,
0.0011562302242964506,
0.010040056891739368,
0.0072253309190273285,
-0.0026307902298867702,
0.003679984249174595,
-0.007288163527846336,
0.019127804785966873,
-0.019071824848651886,
0.012251349166035652,
-0.021526070311665535,
-0.0017325762892141938,
-0.017072096467018127,
-0.010779794305562973,
-0.0001683813752606511,
-0.0004277958068996668,
0.00939952488988638,
-0.0018175661098212004,
0.0005967374891042709,
0.0032507474534213543,
-0.005746093578636646,
0.004192163702100515,
-0.028660621494054794,
-0.013297227211296558,
0.0018838559044525027,
0.010342240333557129,
-0.01568150706589222,
0.008834607899188995,
0.009480401873588562,
-0.004980082623660564,
0.0032876944169402122,
-0.00649268040433526,
-0.013454938307404518,
-0.016988616436719894,
-0.007583018857985735,
-0.013123225420713425,
0.0063272155821323395,
-0.01673063077032566,
-0.004068071488291025,
-0.004112930502742529,
-0.01955154538154602,
-0.00554911233484745,
-0.00010872562415897846,
-0.01428280957043171,
-0.015499546192586422,
-0.012037061154842377,
0.0002746682148426771,
-0.001578672556206584,
-0.022311009466648102,
-0.0016121439402922988
] |
[
0.21588338911533356,
0.21242059767246246,
0.16894488036632538,
0.43142271041870117,
-0.012198912911117077,
-0.000782117189373821,
0.04749283567070961,
-0.16599872708320618,
-0.4284515678882599,
-0.5114930272102356,
-0.1108737662434578,
0.17004813253879547,
-0.3363095819950104,
0.457441508769989,
-0.021365124732255936,
0.46920496225357056,
0.4060022234916687,
0.4082939028739929,
-0.13871091604232788,
-0.2689739763736725,
-0.4793405830860138,
0.1730457991361618,
0.17279697954654694,
-0.14466185867786407,
-0.020617228001356125,
0.10517332702875137,
0.34048575162887573,
0.36046677827835083,
-0.18265925347805023,
-0.05617653205990791,
0.20124289393424988,
0.5138333439826965,
-0.35504424571990967,
0.09615734964609146,
-0.09051889926195145,
-0.26066944003105164,
-0.01946139894425869,
0.14992880821228027,
0.13741177320480347,
-0.6838500499725342,
0.485065758228302,
0.19832418859004974,
-0.15035495162010193,
0.19401587545871735,
-0.6061977744102478,
-0.49292945861816406,
-1.6899405717849731,
0.14922261238098145,
-0.23874950408935547,
0.02071726694703102,
-0.21013568341732025,
0.4187681972980499,
0.5675095915794373,
0.309515118598938,
-0.2385350912809372,
0.18500544130802155,
-0.07338211685419083,
-0.1936347782611847,
0.4923537075519562,
-0.329149067401886,
0.3702180087566376,
-0.10560895502567291,
0.23672564327716827,
-0.15206333994865417,
-0.06415502727031708,
0.21719208359718323,
0.07495543360710144,
-0.46054571866989136,
-0.5088346004486084,
0.08300183713436127,
0.25189173221588135,
-0.3651808798313141,
-0.27500128746032715,
0.39995840191841125,
-0.8159037828445435,
0.12233555316925049,
-0.11899518221616745,
-0.19676916301250458,
-0.012390018440783024,
0.01701670140028,
-0.526665985584259,
0.3501959443092346,
0.4215536117553711,
-0.33581340312957764,
0.6445755362510681,
0.09806329756975174,
-0.07763943076133728,
0.8440670371055603,
-0.7857425212860107,
0.4574069380760193,
0.13166217505931854,
-0.08547812700271606,
0.2238185554742813,
0.15798549354076385,
0.256113737821579,
0.21146035194396973,
0.6026580333709717,
-0.13762858510017395,
0.42499879002571106,
0.5610811710357666,
0.05108078569173813,
-0.2953849136829376,
0.29107892513275146,
-0.6773021817207336,
-0.3340369462966919,
-0.3528639078140259,
-0.4247972369194031,
-0.6664683818817139,
-0.19814199209213257,
0.38204991817474365,
-0.6594752669334412,
0.43300661444664,
-0.0478825569152832,
-0.1991489827632904,
-0.21331536769866943,
0.06391622126102448,
0.12392406165599823,
0.270031213760376,
0.07125627249479294,
0.3703465461730957,
-0.12068068236112595,
0.7665916681289673,
0.13814672827720642,
0.17944377660751343,
0.1451420783996582,
0.019864942878484726,
0.08093065768480301,
0.1920136660337448,
-0.4123757779598236,
-0.06518574804067612,
0.12045910954475403,
0.7049861550331116,
0.041013117879629135,
0.08508797734975815,
-0.16264456510543823,
-0.48468559980392456,
0.031007984653115273,
0.05850347876548767,
-0.08329455554485321,
-0.24188092350959778,
-0.2826913297176361,
-0.6286897659301758,
-0.07274679094552994,
0.15157707035541534,
0.6522328853607178,
-0.3093971610069275,
-0.00860709510743618,
-0.17721343040466309,
-0.24265509843826294,
-0.11083074659109116,
-0.4869646728038788,
0.5714817643165588,
-0.5114752054214478,
-0.306075781583786,
0.04319518804550171,
0.6867277026176453,
-0.015100347809493542,
0.02253570221364498,
0.08540122210979462,
0.025290029123425484,
0.1851559430360794,
0.44988271594047546,
-0.7146854400634766,
-0.535162627696991,
0.03055640123784542,
-0.5912283658981323,
0.06627466529607773,
0.6393492221832275,
0.04884854331612587,
0.4025634229183197,
0.16100773215293884,
-0.18810628354549408,
-0.4312555491924286,
-0.167990580201149,
-0.3588818907737732,
0.27236208319664,
0.023196693509817123,
0.10110080987215042,
0.6156598925590515,
0.028788913041353226,
-0.6794763207435608,
-0.06236214563250542,
0.1385353058576584,
-0.5076999664306641,
0.19061560928821564,
0.1372687965631485,
0.08072589337825775,
-0.19336257874965668,
-0.4524727165699005,
-0.0569293312728405,
-0.15193812549114227,
-0.144797682762146,
-0.17818360030651093,
-0.877101719379425,
1.3314194679260254,
-0.25614309310913086,
-0.6615824699401855,
0.8550595641136169,
-0.037174273282289505,
0.09372323006391525,
-0.22573167085647583,
0.0356564037501812,
0.031087705865502357,
-0.29162493348121643,
-0.30497944355010986,
-0.22012628614902496,
0.08512269705533981,
0.25416451692581177,
-0.5707584619522095,
-0.18091312050819397,
0.400764524936676,
-0.24099157750606537,
-0.06465541571378708,
-0.6148512959480286,
0.3123258650302887,
0.27776896953582764,
-0.33931878209114075,
0.5565025806427002,
-0.3358134925365448,
0.19883207976818085,
1.4150789976119995,
-0.39733201265335083,
0.21220548450946808,
0.5967594385147095,
-0.11899673193693161,
0.3016394078731537,
0.7917402982711792,
0.3836890459060669,
0.8912839889526367,
-0.5662795305252075,
0.02938799373805523,
0.04599474370479584,
0.46701663732528687,
-0.623281717300415,
-0.3395567238330841,
0.20198021829128265,
0.42847132682800293,
-0.18636514246463776,
-0.1216558888554573,
-0.04543440788984299,
-0.2083345204591751,
0.10508830845355988,
-0.3609500229358673,
0.19586780667304993,
0.2130751758813858,
-0.5357277989387512,
-0.3029865622520447,
-0.02457386627793312,
-0.5130035877227783,
0.024146245792508125,
-0.1601228564977646,
0.367404580116272,
0.35202622413635254,
-0.4855270981788635,
0.23841550946235657,
-0.30471736192703247,
0.03284326195716858,
-0.2870413661003113,
-0.2947579026222229,
0.1528169810771942,
-0.1963798701763153,
-0.04889630526304245,
-0.46948498487472534,
-0.1352701336145401,
-0.32836440205574036,
-0.15937712788581848,
-0.7410969734191895,
-0.45537808537483215,
0.24958783388137817,
0.8059731125831604,
0.550791323184967,
-0.5969926118850708,
0.0604153573513031,
0.16412314772605896,
0.4142914414405823,
-0.5336396098136902,
0.23777702450752258,
0.00019471409905236214,
-0.5249403715133667,
-0.4895651340484619,
-0.19657671451568604,
0.5205883979797363,
0.3105224668979645,
-0.5240786075592041,
-0.1985355019569397,
-0.5185814499855042,
0.22998523712158203,
-0.12097850441932678,
-0.18370874226093292,
-0.32615333795547485,
-0.06854140013456345,
0.5669008493423462,
-0.17696700990200043,
-0.634050190448761,
0.4998050034046173,
0.7884995937347412,
0.03601924702525139,
0.03441011905670166,
-0.03354432061314583,
-0.06214362755417824,
-0.2713579833507538,
0.487448513507843,
0.029643187299370766,
-0.2831791639328003,
0.2136729210615158,
-0.26278024911880493,
-0.18447533249855042,
0.5207611322402954,
-6.009362697601318,
-0.3892192542552948,
-0.4955272078514099,
-0.1865481734275818,
-0.41605859994888306,
-0.23345734179019928,
0.772041380405426,
-0.028584256768226624,
0.06289513409137726,
0.13627934455871582,
-0.08392087370157242,
0.135348841547966,
-0.006507751066237688,
0.44353434443473816,
0.4997488856315613,
0.16888457536697388,
0.6299470663070679,
0.49132484197616577,
0.08946801722049713,
0.5491617321968079,
-0.3864397704601288,
0.07246283441781998,
-0.07033321261405945,
0.563491940498352,
0.03433898463845253,
-0.4050948917865753,
-0.5507475733757019,
0.07422631233930588,
-0.07040135562419891,
-0.19359271228313446,
-0.23454132676124573,
-0.06529880315065384,
-0.46609756350517273,
-0.45363932847976685,
0.3749178946018219,
0.30697593092918396,
0.3094779849052429,
-0.23733636736869812,
0.16610561311244965,
-0.5787621140480042,
0.3415032625198364,
0.774808943271637,
0.10159694403409958,
-0.14395955204963684,
0.14838388562202454,
-0.31310856342315674,
-0.47494229674339294,
-0.08464112877845764,
-0.3038758933544159,
0.4885900020599365,
-0.41436681151390076,
0.00392612349241972,
0.7807469964027405,
-0.38345780968666077,
0.05159490928053856,
-0.4356105625629425,
0.5159225463867188,
0.024779221042990685,
-0.40680137276649475,
0.18646454811096191,
0.4793238341808319,
-0.6727695465087891,
0.4915546476840973,
-0.7143760323524475,
-0.7370097637176514,
0.13740427792072296,
-0.9442734718322754,
-0.41779571771621704,
0.23321276903152466,
0.1311665177345276,
-0.6233567595481873,
-0.12677951157093048,
0.1811974048614502,
-0.3568606972694397,
0.4696148633956909,
-0.1575160175561905,
0.43501582741737366,
0.06556348502635956,
0.4419001340866089,
0.5139234662055969,
-0.2362927794456482,
-0.2409437894821167,
-0.07933933287858963,
-0.04569467902183533,
0.12459763884544373,
-0.48688244819641113,
-0.16908711194992065,
-0.0999436303973198,
-0.3933038115501404,
0.13134633004665375,
0.5242528915405273,
-0.001396253821440041,
0.5128485560417175,
0.8388468623161316,
0.3420472741127014,
0.2722337543964386,
0.3118646442890167,
0.0388374961912632,
0.053323809057474136,
-0.6000446677207947,
0.8162877559661865,
-0.042260438203811646,
-0.46157780289649963,
-0.5221902132034302,
0.4311402440071106,
0.26600977778434753,
-0.13533563911914825,
0.20522290468215942,
0.33899781107902527,
-0.0006697713397443295,
-0.06070364639163017,
0.1638757884502411,
-0.32644978165626526,
-0.5233944654464722,
0.5123035311698914,
0.0002058638638118282,
-0.35104164481163025,
0.4014609754085541,
0.13199317455291748,
0.06033715233206749,
-0.037584271281957626,
0.4025513231754303,
0.1170603483915329,
0.38762328028678894,
0.20517922937870026,
-0.4524906575679779,
-0.017052432522177696,
0.2668597102165222,
-0.39990344643592834,
-0.2594730257987976,
0.6673222184181213,
0.392257422208786,
-0.11078736186027527,
0.060092631727457047,
0.327033132314682,
-0.5103515982627869,
0.39245641231536865,
0.06631013005971909,
0.08229945600032806,
-0.8269575238227844,
0.7851106524467468,
-0.1807176172733307,
-0.41335272789001465,
0.19607286155223846,
-0.1608431488275528,
0.1582501232624054,
-0.29837560653686523,
0.21920499205589294,
-0.08213330805301666,
0.11783492565155029,
-0.3274020254611969,
-0.6978211402893066,
-0.01259828545153141,
-0.002160352887585759,
-0.12299412488937378,
0.0010957943741232157,
0.2885829210281372,
0.12089941650629044,
0.28092285990715027,
-0.5212655663490295,
0.23065313696861267,
0.18089427053928375,
-0.8940311670303345,
0.14415018260478973,
0.015300528146326542,
0.07737196981906891,
-0.5922712087631226,
0.255087286233902,
-0.022945184260606766,
0.3745279908180237,
-0.013520860113203526,
-0.3253134787082672,
-0.1096695214509964,
-0.3778693675994873,
-0.12470366060733795,
0.04086900129914284,
0.2747870683670044,
0.1325227916240692,
0.037238866090774536,
0.08938158303499222,
0.022578267380595207,
-0.411673367023468,
-0.19230113923549652,
0.6650699973106384,
0.38607412576675415,
0.3132534623146057,
0.03832290694117546,
0.2617162764072418,
-0.4383400082588196,
-0.4950363039970398,
0.5445208549499512,
0.20411956310272217,
0.38243141770362854,
-0.1367737352848053,
0.07536516338586807,
-0.27637991309165955,
0.4195634424686432,
0.005980421788990498,
-0.2879924774169922,
-0.21617861092090607,
0.03595699369907379,
0.7021995186805725,
-0.8852380514144897,
0.38738521933555603,
0.528857946395874,
-0.7435080409049988,
0.31605786085128784,
0.01616533473134041,
-0.2816494107246399,
-0.33517494797706604,
-0.6186574101448059,
-0.1862497478723526,
-0.5523142218589783,
-0.4137013852596283,
-0.27810177206993103,
0.10392235219478607,
0.3706580698490143,
-0.21424371004104614,
-0.285066694021225,
0.3421539068222046,
0.5289544463157654,
-0.4039154648780823,
0.018609613180160522,
-0.04764311760663986,
-0.2511875629425049,
0.09149866551160812,
0.37958940863609314,
-0.26388466358184814,
-0.13248944282531738,
0.21315322816371918,
-0.36589348316192627,
0.006703754886984825,
0.1697971075773239,
0.06353157013654709,
-0.3942072093486786,
-0.35945624113082886,
-0.26794543862342834,
0.0963338166475296,
0.10428722202777863,
-0.202946737408638,
-0.11996867507696152,
0.795901358127594,
-0.013093126006424427,
-0.3163208067417145,
-0.2728167176246643,
0.14737185835838318,
0.16626660525798798,
-0.33239316940307617,
-0.9763577580451965,
-0.4168510437011719,
0.20853450894355774,
-0.37715259194374084,
0.02310209348797798,
0.023891916498541832,
0.5201964378356934,
0.4996475577354431,
-0.24545766413211823,
-0.48779526352882385,
-0.003937151748687029,
0.5437663793563843,
-0.31653541326522827,
-0.5280383229255676,
-0.385067343711853,
-0.3690406382083893,
0.4683382511138916,
0.29216665029525757,
-0.06617572158575058,
-0.17416931688785553,
0.37506553530693054,
-0.5623225569725037,
0.2528949975967407,
0.18729326128959656,
0.13184945285320282,
0.3974181115627289,
0.4323843717575073,
-0.14765511453151703,
-0.18790951371192932,
0.15486860275268555,
0.010234318673610687,
-0.1302030384540558,
-0.19372910261154175,
-0.48755815625190735,
-0.021138450130820274,
-0.12383387982845306,
0.7160696983337402,
-0.17450164258480072,
0.1752043515443802,
-0.22756223380565643,
0.13822099566459656,
-0.3896130919456482,
-0.5148401260375977,
-0.04314039647579193,
-0.03421609476208687,
0.09309540688991547,
-0.15754391252994537,
-0.17960351705551147,
0.7240090370178223,
0.3252330720424652,
-0.08676129579544067,
0.09816569089889526,
-0.09625648707151413,
0.5840208530426025,
0.3196083605289459,
-0.8525626063346863,
0.6456941366195679,
0.19942724704742432,
0.1257874071598053,
-0.1466611623764038,
0.05645468458533287,
0.2211594432592392,
0.2800156772136688,
-0.02009473368525505,
0.3477943241596222,
0.5576682090759277,
-0.5186094641685486,
-0.009925109334290028,
0.7231320142745972,
-0.10361121594905853,
1.1142528057098389,
0.07273804396390915,
0.13984350860118866,
-0.17898817360401154,
0.2706455588340759,
-0.20399914681911469,
-0.18361742794513702,
0.726391613483429,
-0.15543562173843384,
0.11828313767910004,
-0.3573363721370697,
0.3225117027759552,
0.6456974744796753,
0.76024329662323,
-0.4123818874359131,
-0.32658180594444275,
0.027562199160456657,
-0.025703677907586098,
0.13207696378231049,
0.034513700753450394,
-0.3525049090385437,
0.4149796962738037,
0.2324008196592331,
0.07571189850568771,
-0.6214743256568909,
0.4292747974395752,
-0.2997756600379944,
0.3365132808685303,
0.39880654215812683,
0.34863266348838806,
-0.6844824552536011,
0.40975406765937805,
0.26441967487335205,
0.34092217683792114,
0.3911733627319336,
0.393068790435791,
-0.3354206681251526,
-0.4649535119533539,
0.5405378937721252,
-0.4687206745147705,
0.006920919753611088,
0.4871535301208496,
-0.06596967577934265,
0.9428203105926514,
-0.29353976249694824,
0.13080859184265137,
-0.4231202304363251,
0.15155737102031708,
0.4937310218811035,
0.024536097422242165,
0.49347350001335144,
-0.36875754594802856,
-0.48968857526779175,
0.4958040118217468,
-0.617836594581604,
0.37581443786621094,
-0.21138617396354675,
-0.8813022971153259,
0.16418008506298065,
0.18717092275619507,
-0.22455592453479767,
-0.04481908679008484,
0.19100573658943176,
0.3532060980796814,
-0.07684485614299774,
-0.6952025890350342,
0.26133063435554504,
0.2933594584465027,
-0.03630353882908821,
0.48422369360923767,
0.5266196131706238,
0.32427626848220825,
0.1305432766675949,
-0.7776247262954712,
-0.28663715720176697,
0.1480308175086975,
-0.02853614091873169,
0.2110489010810852,
-0.5108661651611328,
0.8861132264137268,
0.3460381031036377,
-0.16291791200637817,
0.050628576427698135,
0.2709846794605255,
0.026050768792629242,
0.5023496747016907,
-0.35294538736343384,
-0.01742452196776867,
-0.6635118126869202,
-0.4796917736530304,
-0.6331691145896912,
0.04343079775571823,
0.5423141717910767,
-0.28579479455947876,
-0.21999390423297882,
-0.09316987544298172,
-0.01238127239048481,
0.36454907059669495,
0.14818640053272247,
-0.053670015186071396,
-0.24602752923965454,
-0.21510595083236694,
-0.05698780715465546,
-0.3906804919242859,
0.6864722967147827,
-0.09110118448734283,
0.21859383583068848,
-0.4040655195713043,
0.0406324565410614,
0.13783764839172363,
-0.43415218591690063,
0.3982287049293518,
-0.03983495384454727,
0.356484979391098,
0.00642376160249114,
0.5482370257377625,
-0.2875271141529083,
-0.11964461952447891,
-0.1921139806509018,
0.13442912697792053,
0.5757988691329956,
-0.2184753715991974,
-0.5066176652908325,
-0.09105262905359268,
-0.03493453562259674,
0.09767840057611465,
-0.12646369636058807,
0.25884535908699036,
-0.39614659547805786,
-0.348366916179657,
-0.8085426688194275,
0.16371503472328186,
0.21246205270290375,
-0.2609173655509949,
-0.4479256868362427,
-0.08822662383317947,
-0.7443236112594604,
0.6273228526115417,
-0.0964600220322609,
-0.553333044052124,
-0.019801925867795944,
0.15575633943080902
] |
We describe a new learning procedure, back-propagation, for networks of neurone-like units. The procedure repeatedly adjusts the weights of the connections in the network so as to minimize a measure of the difference between the actual output vector of the net and the desired output vector. As a result of the weight adjustments, internal ‘hidden’ units which are not part of the input or output come to represent important features of the task domain, and the regularities in the task are captured by the interactions of these units. The ability to create useful new features distinguishes back-propagation from earlier, simpler methods such as the perceptron-convergence procedure1.
|
[
0.003617321141064167,
0.0029825931414961815,
-0.006937982514500618,
0.015345633029937744,
0.012374131008982658,
0.0058207521215081215,
0.009133233688771725,
-0.007081952877342701,
-0.012613306753337383,
0.02486059069633484,
-0.0016849603271111846,
0.024152792990207672,
0.014058339409530163,
0.01473276223987341,
-0.002703927457332611,
-0.005903850309550762,
-0.0019505745731294155,
0.005705398973077536,
0.0029220865108072758,
-0.019169926643371582,
0.0037312498316168785,
0.009662644006311893,
0.009799640625715256,
0.013839269056916237,
-0.01900036260485649,
0.018951673060655594,
-0.02272603288292885,
-0.01792747527360916,
0.00023335590958595276,
-0.03130184859037399,
-0.01892918162047863,
-0.025224776938557625,
0.0011799370404332876,
0.0037635748740285635,
0.00794900581240654,
-0.014052123762667179,
-0.0035700201988220215,
0.03133677318692207,
-0.020283292979002,
-0.004722085781395435,
0.02555534616112709,
-0.006800561677664518,
0.003240644931793213,
-0.03879307210445404,
-0.013564920984208584,
-0.0015073546674102545,
-0.005403649061918259,
0.03275396674871445,
-0.019317258149385452,
0.004006531555205584,
-0.0021329564042389393,
-0.009419845417141914,
-0.0016071760328486562,
-0.01804770529270172,
-0.006324382498860359,
-0.02375461347401142,
0.019457120448350906,
0.020088281482458115,
0.004625847563147545,
-0.006778532639145851,
-0.028605066239833832,
0.043276794254779816,
0.004607899114489555,
0.004148539155721664,
-0.017073582857847214,
-0.06690315157175064,
0.015185518190264702,
0.004064388107508421,
0.003305935300886631,
-0.009883088991045952,
0.02413041517138481,
0.005287707783281803,
-0.007436845451593399,
-0.00882415659725666,
0.014438388869166374,
-0.0070451488718390465,
-0.02317028120160103,
-0.0014659273438155651,
-0.0072120497934520245,
0.010060541331768036,
-0.027532871812582016,
0.0022641969844698906,
-0.0030338589567691088,
0.03288554400205612,
0.00035664020106196404,
-0.007484866306185722,
-0.015109039843082428,
-0.0024114339612424374,
0.013140762224793434,
-0.002835698425769806,
0.01935124211013317,
-0.0022595678456127644,
-0.04573140665888786,
-0.005010347347706556,
-0.01994701288640499,
-0.013464973308146,
0.007565794512629509,
-0.0044694142416119576,
0.009258964098989964,
0.005571691785007715,
-0.011007910594344139,
0.035606786608695984,
0.025366339832544327,
-0.046025171875953674,
-0.0077589284628629684,
0.012485143728554249,
0.017021846026182175,
0.006078839302062988,
-0.002269452204927802,
0.008842531591653824,
0.003700828645378351,
-0.006740309298038483,
-0.02299041487276554,
0.02376173995435238,
0.006192146334797144,
0.0018001040443778038,
0.022626731544733047,
-0.029963910579681396,
0.005311733111739159,
0.0049645742401480675,
0.035714492201805115,
-0.006924031767994165,
0.005344962701201439,
-0.009442081674933434,
0.008750257082283497,
-0.0032263793982565403,
-0.006471303291618824,
-0.022642549127340317,
0.003765805158764124,
0.016096986830234528,
-0.014793835580348969,
0.009960035793483257,
0.05638616159558296,
0.012820035219192505,
-0.0014709860552102327,
-0.009046360850334167,
0.02990460768342018,
0.0035151797346770763,
0.004478858783841133,
-0.0023231329396367073,
0.022143682464957237,
0.002730341162532568,
0.0025668246671557426,
0.014541363343596458,
0.03440195322036743,
0.010230649262666702,
-0.011675681918859482,
0.00955046247690916,
0.005103135481476784,
-0.011654128320515156,
0.006828520447015762,
0.002666505053639412,
-0.019842011854052544,
-0.013569250702857971,
0.017751600593328476,
0.010218244045972824,
-0.03682522475719452,
0.008546346798539162,
-0.012422224506735802,
-0.020167510956525803,
-0.005680091679096222,
-0.0070121572352945805,
0.015071346424520016,
0.008373486809432507,
0.02398700639605522,
-0.005219563376158476,
-0.0009270044974982738,
-0.014128733426332474,
-0.02100706286728382,
0.006278397515416145,
0.0018044341122731566,
0.0339573472738266,
-0.0104127312079072,
0.00822988711297512,
-0.005355106666684151,
0.00736544793471694,
0.029614873230457306,
0.009543351829051971,
-0.02946997620165348,
0.06682915985584259,
0.016688155010342598,
-0.0007359178271144629,
0.00014648493379354477,
0.005714422091841698,
0.0001818835735321045,
-0.0012739584781229496,
0.00992269441485405,
-0.004928182810544968,
0.03245137631893158,
0.02466498874127865,
-0.01182339433580637,
0.0006780005060136318,
-0.03995993733406067,
-0.015567969530820847,
-0.015742134302854538,
0.00297112250700593,
0.03623811900615692,
-0.0065445322543382645,
-0.021428968757390976,
-0.009029616601765156,
0.00514897471293807,
0.005730765871703625,
-0.006572972983121872,
-0.015157533809542656,
-0.013127107173204422,
0.0038757165893912315,
0.011433172971010208,
-0.0013259835541248322,
0.014635208994150162,
-0.00040921103209257126,
-0.0016395878046751022,
-0.008144671097397804,
-0.017176078632473946,
-0.012866506353020668,
0.0013650401961058378,
0.0022147546987980604,
-0.0004812180995941162,
0.014808320440351963,
-0.007771976292133331,
-0.013578559271991253,
0.006505467928946018,
-0.009499678388237953,
0.020675931125879288,
-0.020490366965532303,
0.015270213596522808,
0.014374857768416405,
-0.0049761258997023106,
0.015344073995947838,
0.0011210197117179632,
0.006836592219769955,
0.006277000531554222,
-0.020454006269574165,
-0.011615220457315445,
0.013716037385165691,
0.01792117953300476,
-0.009011403657495975,
0.010526051744818687,
-0.013758249580860138,
0.018536176532506943,
-0.004694671835750341,
-0.0037200464867055416,
-0.0018040600698441267,
-0.03022873029112816,
-0.0014200364239513874,
0.024909358471632004,
-0.02029428631067276,
0.0020251418463885784,
-0.011758469045162201,
-0.02222844772040844,
0.010795734822750092,
0.004711000248789787,
0.00808672234416008,
0.0054335817694664,
-0.018855707719922066,
-0.017172550782561302,
-0.01810641586780548,
-0.008312918245792389,
0.01012972928583622,
0.023001784458756447,
-0.0004342431202530861,
-0.0023936748038977385,
0.009260648861527443,
-0.006148860789835453,
0.012386194430291653,
-0.02274448238313198,
0.036059506237506866,
-0.0016958210617303848,
0.012745311483740807,
0.013757258653640747,
0.018053431063890457,
0.007305508479475975,
-0.01581200398504734,
0.003917733207345009,
-0.08032430708408356,
-0.013805124908685684,
-0.0070559000596404076,
-0.022658007219433784,
0.01399858109652996,
-0.009504295885562897,
-0.0014086683513596654,
0.022572018206119537,
-0.028183024376630783,
-0.005739414133131504,
0.00207435037009418,
0.010298778302967548,
-0.014761973172426224,
0.025611238554120064,
0.03407908231019974,
-0.014871660619974136,
0.01735876314342022,
-0.0006489132065325975,
-0.006307719741016626,
-0.001353100873529911,
0.017103129997849464,
-0.056397199630737305,
0.007363561075180769,
-0.019414369016885757,
-0.029565991833806038,
-0.02589639648795128,
0.0038212905637919903,
-0.009035884402692318,
-0.004894952289760113,
0.007877472788095474,
-0.002249728422611952,
-0.006055934354662895,
-0.03677302971482277,
-0.028766555711627007,
0.014180072583258152,
-0.010593844577670097,
0.002963733859360218,
-0.03206164017319679,
-0.007736328057944775,
-0.000922811683267355,
0.009489325806498528,
0.02766820602118969,
-0.009013311937451363,
0.02094118855893612,
0.011218619532883167,
0.012204659171402454,
0.008380991406738758,
-0.0007462585344910622,
0.014377784915268421,
0.0012910324148833752,
0.006983594968914986,
-0.004098507575690746,
0.007052290253341198,
0.009624635800719261,
-0.009477677755057812,
0.00859338790178299,
0.001830942346714437,
0.015086335130035877,
-0.006492018233984709,
-0.009722035378217697,
-0.007231252267956734,
0.003597117029130459,
0.013459091074764729,
-0.006491492036730051,
-0.0021901363506913185,
-0.017427900806069374,
0.007953140884637833,
-0.017320621758699417,
0.007103739771991968,
0.011320235207676888,
0.02196977287530899,
0.01641114056110382,
-0.013218970969319344,
-0.0010857811430469155,
-0.005784148816019297,
-0.010854266583919525,
-0.01914963498711586,
-0.01138470321893692,
-0.010441269725561142,
-0.012045945040881634,
0.01170248445123434,
-0.001819598488509655,
0.0008370652794837952,
-0.0055226050317287445,
-0.026546623557806015,
0.022347040474414825,
0.009824060834944248,
0.013809401541948318,
0.019253086298704147,
-0.013262100517749786,
0.01330375112593174,
-0.00031915493309497833,
-0.009975230321288109,
0.006406291387975216,
0.005721786059439182,
-0.01245489064604044,
0.0012133494019508362,
0.011996559798717499,
0.008213067427277565,
0.010649096220731735,
-0.011652685701847076,
0.01312941126525402,
0.0023544509895145893,
-0.016227014362812042,
-0.00621240958571434,
0.006996442563831806,
0.004434607923030853,
-0.00430304417386651,
0.01759057492017746,
-0.0032367981038987637,
-0.0074075753800570965,
-0.0026077209040522575,
-0.006640623323619366,
-0.016590360552072525,
0.007560583762824535,
-0.0057022711262106895,
-0.0004690339555963874,
-0.026454709470272064,
0.07217949628829956,
0.02307882159948349,
0.013974341563880444,
-0.010180559009313583,
0.020283177495002747,
-0.005506941117346287,
0.0004849792458117008,
-0.011603552848100662,
-0.010247413069009781,
0.008677879348397255,
0.011060853488743305,
-0.005034058354794979,
0.011154312640428543,
0.029154609888792038,
-0.006658248603343964,
-0.018729612231254578,
0.024202046915888786,
0.02396819181740284,
0.01644081436097622,
0.000029013492166996002,
0.007880284450948238,
-0.024881966412067413,
-0.006948419846594334,
-0.011756911873817444,
-0.008300653658807278,
-0.02554267644882202,
0.00616652425378561,
-0.016686800867319107,
-0.0071593159809708595,
0.006952916271984577,
0.006073694676160812,
-0.011159046553075314,
-0.005886843428015709,
-0.007166718598455191,
0.01485586166381836,
0.012776601128280163,
-0.013391959480941296,
0.013342448510229588,
0.010036727413535118,
-0.008782520890235901,
0.00044099148362874985,
-0.012225409038364887,
0.01981743797659874,
0.025421898812055588,
-0.019568972289562225,
0.016222618520259857,
-0.035824574530124664,
-0.0008978379773907363,
0.000245638657361269,
-0.006464437581598759,
-0.020763326436281204,
0.021634753793478012,
0.009561741724610329,
0.0006705727428197861,
0.004681975580751896,
-0.016540497541427612,
-0.008959045633673668,
-0.011409344151616096,
-0.011839667335152626,
0.00249675614759326,
-0.02576221153140068,
-0.012458104640245438,
0.0002303984947502613,
-0.016397643834352493,
0.00471512833610177,
-0.031884074211120605,
0.02120329439640045,
-0.024520911276340485,
0.032202087342739105,
0.010572349652647972,
0.011153731495141983,
0.02347545325756073,
-0.026039861142635345,
0.007286274805665016,
0.005846848711371422,
-0.02188282273709774,
-0.009296657517552376,
0.018459148705005646,
0.012917948886752129,
-0.003043185919523239,
-0.004893181845545769,
0.01647372357547283,
-0.010642239823937416,
-0.0076402053236961365,
-0.0021445024758577347,
0.001712121069431305,
-0.00378848472610116,
-0.07399114221334457,
-0.010810703970491886,
0.008470220491290092,
-0.006447473540902138,
-0.0007688179612159729,
0.046099789440631866,
-0.012998990714550018,
0.021030692383646965,
-0.004910154268145561,
-0.00892954133450985,
-0.0076018148101866245,
-0.00261884112842381,
0.00640877615660429,
-0.005386603996157646,
0.010779298841953278,
-0.02018110454082489,
0.0031554079614579678,
0.009689191356301308,
-0.003529667854309082,
-0.0010543703101575375,
-0.00697341188788414,
-0.0341382659971714,
-0.01635979674756527,
-0.004746480844914913,
0.013613731600344181,
-0.08115649223327637,
0.005746561102569103,
0.004900433123111725,
0.00570651376619935,
-0.0027579213492572308,
-0.02086169458925724,
0.00785395409911871,
0.01705390214920044,
-0.010735527612268925,
-0.015343680046498775,
0.021580064669251442,
0.00347235519438982,
0.010839150287210941,
0.003816895419731736,
-0.005566233303397894,
-0.0023588775657117367,
0.0022497328463941813,
-0.06718732416629791,
0.040761448442935944,
0.013293290510773659,
-0.013406197540462017,
-0.0074958899058401585,
-0.01105555146932602,
0.011826837435364723,
-0.01323485653847456,
-0.007414769381284714,
-0.014070773497223854,
0.005551458336412907,
-0.003585866652429104,
-0.02468257211148739,
-0.02196480706334114,
-0.00873967818915844,
-0.006846345495432615,
-0.016239630058407784,
0.004253570921719074,
-0.0152354147285223,
-0.008465971797704697,
-0.008658596314489841,
0.031750909984111786,
-0.016084693372249603,
-0.007869766093790531,
0.012602290138602257,
-0.0009333621710538864,
0.012593185529112816,
-0.01056821271777153,
-0.00042868428863584995,
0.005946307443082333,
-0.005892500281333923,
0.007940133102238178,
0.0022738073021173477,
0.014683671295642853,
0.021799620240926743,
0.03514782711863518,
-0.005980074405670166,
0.007494165562093258,
0.012786252424120903,
-0.004412055481225252,
0.018601547926664352,
0.044678572565317154,
0.021659836173057556,
-0.0009304529521614313,
0.006929745897650719,
-0.00760387908667326,
0.07184506952762604,
-0.03179444000124931,
0.0040252357721328735,
0.0009955242276191711,
-0.0012850068742409348,
-0.00013135629706084728,
0.00022288504987955093,
-0.016949929296970367,
0.007819476537406445,
0.007928946055471897,
0.039969321340322495,
-0.005523136351257563,
-0.01475214958190918,
0.008779974654316902,
0.01999260112643242,
0.022806638851761818,
-0.05061819404363632,
0.0021882150322198868,
-0.0241776742041111,
0.003276132047176361,
0.01285668183118105,
0.03461898863315582,
0.006871544755995274,
0.007639853283762932,
-0.00688709644600749,
0.005123048555105925,
0.01604604534804821,
-0.0032379457261413336,
-0.02180483564734459,
-0.01391527708619833,
-0.003381381742656231,
-0.0074126627296209335,
0.0005296227755025029,
-0.021356621757149696,
0.030221574008464813,
-0.00019399262964725494,
-0.028051018714904785,
0.0007416437147185206,
-0.010508794337511063,
-0.007916097529232502,
-0.016264118254184723,
0.011599101126194,
0.0028478826861828566,
-0.02133532427251339,
0.010016392916440964,
-0.01278584636747837,
0.02474071830511093,
-0.03260030969977379,
0.003145652124658227,
0.003596027847379446,
0.014875673688948154,
-0.005963836796581745,
-0.007305786944925785,
0.006539065856486559,
-0.0064917635172605515,
-0.010119142010807991,
-0.027651287615299225,
0.01685570925474167,
0.0010444317013025284,
-0.0016994858160614967,
-0.004691967274993658,
-0.024137556552886963,
-0.016599124297499657,
-0.0069681634195148945,
0.011202545836567879,
-0.009230333380401134,
-0.02701677195727825,
-0.017765983939170837,
-0.007532602176070213,
0.01733052171766758,
0.012089738622307777,
-0.019290734082460403,
0.0066030616872012615,
-0.0002093035727739334,
0.019667502492666245,
-0.006083245389163494,
-0.0022736326791346073,
0.004829994402825832,
-0.0016316520050168037,
0.011489085853099823,
-0.0039951391518116,
0.014432838186621666,
-0.009322584606707096,
-0.00008200574666261673,
-0.028758293017745018,
-0.022749625146389008,
-0.0069806454703211784,
0.004158466588705778,
-0.0037746638990938663,
0.008713340386748314,
0.04692314565181732,
-0.006160219199955463,
0.0031331097707152367,
0.006827571429312229,
0.00468257162719965,
0.033232949674129486,
-0.0065475935116410255,
0.006554924417287111,
-0.02001418173313141,
0.005281076766550541,
-0.008585372939705849,
-0.013413009233772755,
-0.008470641449093819,
-0.017731213942170143,
0.014633053913712502,
-0.00879673846065998,
0.04626309126615524,
-0.006097395904362202,
-0.0008986364118754864,
0.0015819384716451168,
0.02269468642771244,
-0.010667622089385986,
0.008900919929146767,
0.003067459911108017,
-0.01589062809944153,
-0.00018175988225266337,
-0.027881378307938576,
-0.01688333973288536,
-0.009585222229361534,
-0.008178705349564552,
0.004888645838946104,
0.0186709463596344,
0.03297530114650726,
-0.014849078841507435,
-0.006331286393105984,
-0.06190972402691841,
-0.012622427195310593,
0.017305759713053703,
0.005166567862033844,
0.022782042622566223,
0.008128359913825989,
-0.006492133717983961,
0.032676372677087784,
-0.0041641537100076675,
-0.003363516880199313,
-0.006000248249620199,
0.03356955200433731,
-0.0030072974041104317,
0.007993935607373714,
0.020396454259753227,
-0.0008056254591792822,
-0.0059370724484324455,
0.0025127651169896126,
0.009389817714691162,
0.0074121663346886635,
-0.011064105667173862,
0.02468862384557724,
0.027301613241434097,
0.010746607556939125,
0.017883017659187317,
0.0048135132528841496,
0.011692820116877556,
-0.0037510294932872057,
-0.00838632695376873,
-0.0022200909443199635,
0.01687392219901085,
0.004612199030816555,
-0.024495884776115417,
0.005067639984190464,
0.013307388871908188,
-0.017626339569687843,
0.005238361191004515,
0.00713876448571682,
0.0025550927966833115,
-0.009855540469288826,
-0.007725326344370842,
0.023285938426852226,
0.019638625904917717,
-0.011238996870815754,
-0.0026551540940999985,
0.005813736468553543,
-0.01902361959218979,
-0.03396271914243698,
0.02049192413687706,
-0.018015241250395775,
-0.019647490233182907,
-0.007997699081897736,
0.009720584377646446,
0.002522132359445095,
0.003193419659510255,
0.013674194924533367,
0.0053206440061330795,
0.022807400673627853,
-0.011606695130467415,
-0.0009157655294984579,
-0.026834242045879364,
-0.004080894403159618,
0.00999314896762371,
-0.021003486588597298,
0.03125247731804848,
-0.01901056058704853,
-0.001236223615705967,
-0.021429739892482758,
0.018603378906846046,
-0.0027200717013329268,
0.0030044205486774445,
-0.03255544975399971,
-0.013149162754416466,
0.010977571830153465,
0.00849557388573885,
-0.0028908781241625547,
0.011885986663401127
] |
[
-0.13547609746456146,
-0.37017086148262024,
0.18143592774868011,
0.17276079952716827,
-0.1444569081068039,
0.5014630556106567,
0.043046530336141586,
-0.2610708177089691,
-0.27057403326034546,
-0.5810546278953552,
-0.042411867529153824,
0.5858585238456726,
-0.17863909900188446,
0.10267989337444305,
-0.002775823464617133,
-0.007804244756698608,
0.46086329221725464,
-0.30904507637023926,
-0.3201518952846527,
-0.6058251857757568,
-0.4752575159072876,
0.2087784856557846,
0.18999668955802917,
0.045710332691669464,
0.28134170174598694,
-0.17455942928791046,
0.4548027515411377,
0.05111271142959595,
0.018264470621943474,
-0.3292933702468872,
0.19427424669265747,
0.3741096556186676,
-0.47232356667518616,
-0.2619687020778656,
-0.07330050319433212,
0.006477674003690481,
-0.0907052531838417,
-0.38099679350852966,
-0.1883571743965149,
-0.7106075286865234,
0.0792728140950203,
0.2669776380062103,
-0.3479102551937103,
0.3082568943500519,
-0.4129713177680969,
-0.5537357330322266,
-1.4374847412109375,
-0.1624891757965088,
-0.0805947333574295,
-0.4355592429637909,
-0.8108438849449158,
0.24407906830310822,
0.4545413553714752,
0.06614567339420319,
-0.6018487811088562,
0.3379344642162323,
-0.3123140037059784,
-0.4074440598487854,
0.4777102470397949,
-0.5811548829078674,
0.25937560200691223,
-0.14920039474964142,
0.06602345407009125,
0.6520378589630127,
-0.12191428989171982,
0.6296006441116333,
0.3557499647140503,
-0.01532101258635521,
-0.18577399849891663,
-0.6479540467262268,
-0.12365543097257614,
-0.23231324553489685,
-0.4961865544319153,
0.32668402791023254,
-0.22008834779262543,
-0.19340570271015167,
-0.010488136671483517,
-0.17376099526882172,
0.03895451873540878,
-0.23537935316562653,
-0.28958505392074585,
0.46136054396629333,
0.3595157563686371,
-0.7891055345535278,
0.8216572403907776,
0.12825950980186462,
-0.311736136674881,
0.3634864091873169,
-0.7067419290542603,
0.2607051432132721,
-0.59242182970047,
-0.5198271870613098,
-0.024240218102931976,
0.33699411153793335,
0.6160978078842163,
0.1357153207063675,
0.2348402589559555,
-0.24860063195228577,
0.48021307587623596,
0.3011719584465027,
-0.45178717374801636,
-0.31315404176712036,
0.10419468581676483,
-0.06361214071512222,
-0.16252104938030243,
-0.5078931450843811,
-0.18902164697647095,
-0.8976913094520569,
-0.4187948703765869,
0.16796165704727173,
-0.938435435295105,
0.36139288544654846,
0.07313502579927444,
-0.09143346548080444,
-0.025966042652726173,
-0.4015234112739563,
-0.03659259155392647,
0.09013597667217255,
-0.36189064383506775,
0.5288012027740479,
-0.11419671773910522,
0.9378564357757568,
0.3496808111667633,
0.25261741876602173,
-0.0008902269182726741,
0.10184028744697571,
0.2692343294620514,
0.7569255828857422,
-0.6580947637557983,
-0.2420603334903717,
0.40349531173706055,
1.0120881795883179,
0.0795041024684906,
0.007910898886620998,
-0.3064470589160919,
-0.3617344796657562,
0.023116614669561386,
0.1642603576183319,
-0.5660918354988098,
0.062307849526405334,
-0.2004278004169464,
-0.4604606330394745,
0.10173777490854263,
-0.02239948697388172,
0.37041112780570984,
-0.6145759224891663,
-0.11558368057012558,
-0.41896912455558777,
-0.18906570971012115,
-0.022534996271133423,
-0.18250714242458344,
0.3946007192134857,
-0.4372655749320984,
0.04913441836833954,
-0.39756202697753906,
0.523038387298584,
-0.31081217527389526,
0.19467900693416595,
-0.21919281780719757,
0.4494349956512451,
0.2021714448928833,
0.3875410258769989,
-0.6256280541419983,
0.05834440886974335,
0.029506651684641838,
-0.359700471162796,
0.4858796298503876,
0.3154900372028351,
0.38254281878471375,
0.11616256833076477,
-0.33120179176330566,
-0.053712937980890274,
0.045342884957790375,
-0.3540439009666443,
-0.3654400706291199,
0.3139917552471161,
0.06589819490909576,
-0.1984887719154358,
0.23593373596668243,
-0.10132201015949249,
-0.5925642848014832,
0.16164372861385345,
0.2116602212190628,
-0.3344811797142029,
-0.3380446135997772,
-0.0709066390991211,
0.09980815649032593,
-0.42319098114967346,
0.3554236590862274,
0.30451083183288574,
-0.3009423315525055,
0.03772370517253876,
0.0325976200401783,
-1.1120048761367798,
1.4081742763519287,
0.19214902818202972,
-0.21437272429466248,
1.4115080833435059,
-0.5279973149299622,
0.17063044011592865,
0.09257984161376953,
-0.5736731290817261,
0.2903968095779419,
0.10063022375106812,
-0.1674589216709137,
0.1582557111978531,
-0.008617735467851162,
0.07784854620695114,
-0.211009681224823,
0.1691780835390091,
0.3416939079761505,
0.6207956671714783,
0.07266496866941452,
-0.39937835931777954,
0.39438632130622864,
0.31815409660339355,
-0.15432971715927124,
0.13335484266281128,
0.11915276199579239,
-0.13313232362270355,
0.7425733804702759,
-0.4258083999156952,
0.4124186336994171,
0.5823677778244019,
0.19975179433822632,
0.37467387318611145,
1.0772145986557007,
0.5576019883155823,
0.9758336544036865,
-0.9490915536880493,
-0.020609475672245026,
-0.07220722734928131,
0.24578574299812317,
-0.2102629542350769,
-0.11100717633962631,
0.25107893347740173,
0.24614474177360535,
-0.5667791366577148,
-0.2272738665342331,
-0.3308373987674713,
0.12494255602359772,
0.545070230960846,
-0.14072193205356598,
0.42426997423171997,
0.15765777230262756,
-0.1975688487291336,
-0.3877849876880646,
0.37312421202659607,
-0.497438907623291,
-0.287197470664978,
0.08248761296272278,
0.587335467338562,
0.4171862006187439,
-0.35232341289520264,
0.13657844066619873,
0.052481960505247116,
-0.4804060757160187,
-0.06649505347013474,
0.2609042823314667,
0.6467227339744568,
0.26165521144866943,
-0.17290253937244415,
-0.33143261075019836,
0.37393486499786377,
-0.2531077563762665,
-0.5378350615501404,
-0.6481067538261414,
-0.17709776759147644,
0.6476090550422668,
0.7573864459991455,
0.0951971486210823,
-0.42597582936286926,
-0.3424024283885956,
0.20932208001613617,
-0.25098198652267456,
-0.8195136189460754,
0.37809696793556213,
0.2538492977619171,
-0.808324933052063,
-0.5362500548362732,
-0.6429781913757324,
0.3706752359867096,
0.6228007674217224,
-0.05414029210805893,
-0.04868623986840248,
-0.43645191192626953,
0.004789931233972311,
0.18545220792293549,
-0.13345302641391754,
-0.01643703319132328,
-0.16756170988082886,
0.5823869109153748,
-0.2450709044933319,
-0.12412334978580475,
0.4012005031108856,
0.9236978888511658,
0.09746550023555756,
0.17490094900131226,
0.5043928027153015,
-0.28002622723579407,
-0.33833810687065125,
-0.02253255620598793,
-0.23431578278541565,
0.03939465433359146,
-0.043465107679367065,
-0.3721189498901367,
-0.3943493962287903,
0.6108456254005432,
-5.95518684387207,
-0.11974909156560898,
-0.12283337861299515,
0.10776648670434952,
-0.3141807019710541,
0.040703918784856796,
0.5624809861183167,
-0.0775853842496872,
-0.015894142910838127,
0.012785856612026691,
-0.221652090549469,
0.06980637460947037,
-0.45768436789512634,
0.5981153249740601,
0.12504936754703522,
0.10812531411647797,
0.12109483033418655,
0.15173396468162537,
0.010276328772306442,
0.2642958462238312,
-0.20976655185222626,
-0.36611759662628174,
-0.14458134770393372,
0.5036633610725403,
0.00828076247125864,
0.03480985015630722,
-0.7342669367790222,
0.23911166191101074,
-0.10634025931358337,
0.20861566066741943,
0.01811276003718376,
-0.6363217234611511,
-0.14396874606609344,
-0.3869926631450653,
0.17290863394737244,
0.3278728127479553,
0.42177361249923706,
-0.17027778923511505,
0.2636677920818329,
-0.5589995384216309,
0.11153645813465118,
0.71685791015625,
-0.05586838722229004,
-0.2830283045768738,
0.027663299813866615,
-0.03359081968665123,
-0.3516828715801239,
0.2494146227836609,
-0.2160404473543167,
0.8831090927124023,
-0.4384894371032715,
-0.07881912589073181,
0.3604240417480469,
-0.019419880583882332,
0.007149804383516312,
-0.8284510374069214,
-0.0544319748878479,
-0.32265838980674744,
-0.2766430675983429,
0.43510016798973083,
0.325484961271286,
-0.39076775312423706,
-0.15049293637275696,
-0.6250346302986145,
-0.09445801377296448,
-0.14789979159832,
-0.9196752309799194,
-0.45456910133361816,
0.18761345744132996,
0.2410174310207367,
-0.3989424407482147,
0.2770915627479553,
0.11446157097816467,
-0.496540904045105,
0.2915916442871094,
-0.23802275955677032,
-0.27427658438682556,
-0.19209063053131104,
0.471840500831604,
0.17313526570796967,
-0.024757016450166702,
-0.8240912556648254,
-0.15847018361091614,
-0.010960046201944351,
-0.11752866953611374,
-0.33229324221611023,
-0.00605796417221427,
-0.8232775330543518,
-0.5974173545837402,
0.3290872275829315,
0.7902886867523193,
-0.116167813539505,
0.40720295906066895,
0.12652072310447693,
0.3355391323566437,
0.6871172785758972,
0.28866997361183167,
0.010077668353915215,
0.2148520052433014,
-0.10638326406478882,
0.8615961074829102,
-0.06775736063718796,
-0.1664615422487259,
-0.3146357238292694,
0.35776636004447937,
0.5435130596160889,
-0.39381569623947144,
0.3055594265460968,
0.7413439154624939,
-0.2182380110025406,
-0.03118942119181156,
0.05300407484173775,
-0.4659671485424042,
0.0526442788541317,
0.10488620400428772,
0.3335958421230316,
-0.4352952837944031,
-0.2816137671470642,
0.6469452381134033,
-0.10945980250835419,
0.10006070882081985,
-0.23817087709903717,
-0.18793924152851105,
0.20542919635772705,
0.23167534172534943,
-0.28930792212486267,
0.3653815984725952,
0.3434727191925049,
0.23668192327022552,
-0.2656911313533783,
0.29348674416542053,
0.013554832898080349,
-0.32443419098854065,
0.10252688825130463,
0.3643468916416168,
-0.5632595419883728,
0.3161078989505768,
0.008287840522825718,
-0.1642581820487976,
-0.4325365722179413,
0.2126229852437973,
-0.0043837507255375385,
0.17527180910110474,
-0.031864553689956665,
0.29105523228645325,
0.13148751854896545,
-0.060332853347063065,
-0.040559280663728714,
-0.5225757360458374,
-0.08582411706447601,
0.0854746401309967,
-0.5221577882766724,
-0.22586704790592194,
-0.2873547077178955,
-0.24038514494895935,
0.06295117735862732,
0.21613426506519318,
-0.1761913150548935,
0.7657080888748169,
-0.1701861172914505,
0.5491654872894287,
-0.1743292510509491,
-0.6650287508964539,
-0.009231450967490673,
-0.0310027077794075,
0.6125794053077698,
-0.4254066050052643,
-0.314475417137146,
0.22041895985603333,
0.2999166250228882,
-0.20942938327789307,
-0.4809260368347168,
-0.5487310886383057,
-0.21479164063930511,
0.10743631422519684,
-0.0502486377954483,
-0.05546243488788605,
0.034763894975185394,
0.3025743365287781,
-0.020509539172053337,
-0.03281205892562866,
-0.16155017912387848,
0.038324639201164246,
0.448122501373291,
0.9168141484260559,
-0.3888776898384094,
0.0692436546087265,
0.22697407007217407,
-0.686321496963501,
-0.35507678985595703,
0.2654077410697937,
0.7282608151435852,
0.17163003981113434,
-0.03873097524046898,
0.11031651496887207,
-0.28860294818878174,
-0.2909265458583832,
0.1967630237340927,
0.035818953067064285,
-0.5063189268112183,
-0.19897426664829254,
0.2645283341407776,
-0.16682852804660797,
0.3550482988357544,
0.48658254742622375,
-0.08539889007806778,
0.04248495027422905,
0.22369574010372162,
0.04420194402337074,
-0.05047817900776863,
-0.3460939824581146,
-0.4938577711582184,
-0.37483736872673035,
-0.27269554138183594,
-0.24671608209609985,
-0.19518470764160156,
0.13595053553581238,
-0.6972357034683228,
-0.5008130669593811,
0.39797958731651306,
0.15281176567077637,
-0.5607303380966187,
-0.5681952834129333,
0.14858326315879822,
-0.25009095668792725,
-0.25408363342285156,
0.19192075729370117,
-0.5396962761878967,
-0.07974859327077866,
0.27922719717025757,
0.11335588246583939,
-0.031022541224956512,
0.6936017274856567,
0.10271941125392914,
-0.5577868223190308,
-0.34894248843193054,
-0.4804474115371704,
0.6049219965934753,
-0.3912047743797302,
-0.31488049030303955,
0.0799010768532753,
0.7595502138137817,
-0.41300272941589355,
0.1270674467086792,
0.19685682654380798,
0.27279937267303467,
0.21109946072101593,
-0.2785707116127014,
-0.6070671677589417,
-0.19865791499614716,
0.19727405905723572,
0.35834524035453796,
0.11067847907543182,
0.24931100010871887,
0.36833298206329346,
-0.12189297378063202,
-0.3866448402404785,
-0.5643799304962158,
0.35644662380218506,
0.3964962661266327,
0.3440971374511719,
-0.375948041677475,
-0.436165988445282,
-0.45443883538246155,
0.23621001839637756,
0.35777783393859863,
-0.03686770051717758,
-0.43558675050735474,
-0.009503578767180443,
-0.36641746759414673,
0.05682235583662987,
0.05568009242415428,
-0.13805295526981354,
0.5906142592430115,
0.41395410895347595,
-0.17533434927463531,
-0.0757417380809784,
0.6754329800605774,
-0.4575188159942627,
-0.3765102028846741,
-0.21600134670734406,
-0.16727904975414276,
-0.09325359761714935,
-0.22521823644638062,
0.21320872008800507,
0.12086666375398636,
0.48115602135658264,
0.038151610642671585,
0.4141045808792114,
0.16308730840682983,
-0.3048902153968811,
0.37401288747787476,
-0.26901137828826904,
0.15174058079719543,
-0.2495703399181366,
0.17045742273330688,
0.1432849019765854,
0.143936887383461,
-0.2931157648563385,
0.12246346473693848,
-0.3750852346420288,
0.06730301678180695,
0.3644048273563385,
-0.6735341548919678,
0.4431491494178772,
0.24113672971725464,
0.5124816298484802,
0.12420223653316498,
-0.25871843099594116,
0.34480878710746765,
0.44156694412231445,
0.20376765727996826,
0.04043615236878395,
0.3189184069633484,
-0.19104687869548798,
0.05480847880244255,
0.26760903000831604,
-0.4711783826351166,
0.46549299359321594,
0.3401789665222168,
-0.11081062257289886,
0.7767651081085205,
0.6415926218032837,
-0.698569655418396,
-0.48935267329216003,
0.3509974181652069,
-0.4291505515575409,
-0.13451270759105682,
-0.3571757674217224,
0.3772472143173218,
0.4574258029460907,
0.7851811647415161,
-0.543252170085907,
0.4864867925643921,
0.12096569687128067,
-0.01642278954386711,
0.6240888833999634,
-0.16696234047412872,
-0.1873607486486435,
0.08963382989168167,
0.706841230392456,
0.49137526750564575,
-0.3045783042907715,
-0.04239359125494957,
-0.26747480034828186,
-0.018445074558258057,
0.8448410630226135,
0.7866271138191223,
-0.5404548645019531,
0.4930152893066406,
0.42771732807159424,
-0.22471654415130615,
0.26136279106140137,
0.049187492579221725,
-0.07697989791631699,
-0.5194008946418762,
0.5751364827156067,
0.028334317728877068,
-0.2954234182834625,
0.21529240906238556,
0.4008410573005676,
0.6704893112182617,
-0.06341347843408585,
-0.676173210144043,
0.13355034589767456,
0.2718975245952606,
0.9216833114624023,
0.0811040997505188,
0.07932543754577637,
0.36855340003967285,
-0.03536754101514816,
0.30021587014198303,
-0.017747066915035248,
0.029028691351413727,
-0.3234943449497223,
-0.553895115852356,
0.05793238803744316,
0.3626399040222168,
-0.16761520504951477,
0.167558953166008,
0.3266364336013794,
0.21195848286151886,
-0.07332121580839157,
-0.19455328583717346,
0.12115508317947388,
-0.41020461916923523,
0.2554326355457306,
0.06673512607812881,
-0.24510321021080017,
-0.039514124393463135,
0.0037320461124181747,
-1.1035571098327637,
-0.2644326984882355,
0.5071051716804504,
0.5042650699615479,
0.20169472694396973,
-0.43823620676994324,
1.0324690341949463,
0.4689585268497467,
0.2430315762758255,
-0.020960986614227295,
0.2221127599477768,
-0.006416478659957647,
0.6495858430862427,
-0.12219054996967316,
0.0678168311715126,
-0.8174878358840942,
0.02498718537390232,
-0.40453439950942993,
-0.07769898325204849,
0.7383132576942444,
0.16680340468883514,
-0.31561383605003357,
-0.0962851494550705,
0.13672961294651031,
0.3504032790660858,
0.2954883277416229,
-0.32791391015052795,
-0.21639224886894226,
-0.12116235494613647,
-0.5060885548591614,
-0.030588285997509956,
0.33525192737579346,
0.19800570607185364,
-0.09225095808506012,
-0.35026344656944275,
-0.05202501267194748,
0.3149046301841736,
-0.6017072796821594,
0.11935305595397949,
0.28874263167381287,
-0.5263202786445618,
-0.6349667310714722,
0.6923941969871521,
-0.4800358712673187,
-0.20114143192768097,
0.14263786375522614,
0.22028742730617523,
0.2830285429954529,
-0.18745899200439453,
-0.36996039748191833,
-0.12367358803749084,
0.666074275970459,
0.7765095829963684,
-0.24665388464927673,
0.4738496243953705,
0.08813631534576416,
0.17419441044330597,
-0.8093911409378052,
0.1933024525642395,
0.13994340598583221,
-0.04262778162956238,
-0.355375736951828,
-0.041704922914505005,
-0.4476948380470276,
0.33638882637023926,
-0.2365713119506836,
-0.42253419756889343,
-0.6090259552001953,
0.06809625774621964
] |
In this paper we propose three simple, but significant improvements to the OoCS (Out-of-Core Simplification) algorithm of Lindstrom [20] which increase the quality of approximations and extend the applicability of the algorithm to an even larger class of compute systems.The original OoCS algorithm has memory complexity that depends on the size of the output mesh, but no dependency on the size of the input mesh. That is, it can be used to simplify meshes of arbitrarily large size, but the complexity of the output mesh is limited by the amount of memory available. Our first contribution is a version of OoCS that removes the dependency of having enough memory to hold (even) the simplified mesh. With our new algorithm, the whole process is made essentially independent of the available memory on the host computer. Our new technique uses disk instead of main memory, but it is carefully designed to avoid costly random accesses.Our two other contributions improve the quality of the approximations generated by OoCS. We propose a scheme for preserving surface boundaries which does not use connectivity information, and a scheme for constraining the position of the "representative vertex" of a grid cell to an optimal position inside the cell.
|
[
-0.007472335360944271,
0.006111939437687397,
-0.030425123870372772,
0.010582990944385529,
-0.017377279698848724,
-0.0018483276944607496,
0.008451459929347038,
-0.02227763831615448,
-0.009077812545001507,
0.022914456203579903,
-0.009960843250155449,
0.019435901194810867,
0.02361227199435234,
0.0009197222534567118,
0.007250011432915926,
-0.0019430294632911682,
-0.004278035834431648,
-0.007121549919247627,
0.005500849336385727,
-0.019219182431697845,
0.022821146994829178,
0.000998558010905981,
0.009395960718393326,
0.02405983954668045,
-0.00958222895860672,
-0.0023479145020246506,
-0.0330960713326931,
-0.0012753859627991915,
0.005359291564673185,
0.007192657794803381,
-0.02904970943927765,
0.003304655198007822,
0.007377544417977333,
0.008790113963186741,
0.006697934586554766,
-0.00014036335051059723,
-0.008152822032570839,
0.018359646201133728,
0.014758056960999966,
-0.004239754751324654,
-0.0014621939044445753,
-0.0028339277487248182,
0.009798523038625717,
-0.010640691965818405,
-0.018047304823994637,
-0.0006186547689139843,
0.0012253787135705352,
-0.006184666883200407,
0.00806551706045866,
0.005081599578261375,
-0.012804628349840641,
-0.02040582150220871,
-0.008934257552027702,
0.033489666879177094,
-0.006071446929126978,
0.01474806759506464,
0.017015628516674042,
-0.01093781366944313,
0.015806183218955994,
-0.027468279004096985,
0.013298441655933857,
0.016364313662052155,
-0.031184513121843338,
-0.03192204236984253,
0.0034186174161732197,
-0.06727977097034454,
-0.015547627583146095,
0.01983674056828022,
0.012976276688277721,
0.0003758869133889675,
-0.019868651404976845,
0.014394063502550125,
-0.033423248678445816,
0.0019470026018097997,
-0.016572939231991768,
0.02552948147058487,
-0.005315737333148718,
-0.02373385988175869,
-0.004048176575452089,
0.006881332024931908,
-0.020691510289907455,
-0.011141843162477016,
0.01761927455663681,
0.014922340400516987,
0.0006432493682950735,
-0.018169257789850235,
-0.003347210818901658,
0.0057096583768725395,
-0.0006203348748385906,
0.015664177015423775,
0.03288073092699051,
-0.0035563784185796976,
0.029480136930942535,
0.01602311059832573,
0.003603191114962101,
-0.006200660951435566,
0.005261261481791735,
0.011177174746990204,
-0.020730730146169662,
0.025611523538827896,
-0.002642932813614607,
0.019810695201158524,
0.015666227787733078,
-0.03944183886051178,
0.004534500185400248,
0.008401679806411266,
0.026997555047273636,
0.0015123048797249794,
-0.00579492375254631,
0.006115968804806471,
0.0007433420978486538,
0.010411328636109829,
-0.01559492014348507,
0.006886094342917204,
0.00947941280901432,
0.0021503218449652195,
0.006997452117502689,
0.0010218252427875996,
0.008549012243747711,
-0.018491949886083603,
-0.017055794596672058,
-0.011426753364503384,
-0.00990310125052929,
0.003782507497817278,
0.001531743910163641,
0.014465246349573135,
0.0016198037192225456,
-0.006859756074845791,
-0.005982334725558758,
-0.0015466437907889485,
-0.01907689869403839,
0.0055531905964016914,
0.008010467514395714,
-0.003811027854681015,
0.0014865936245769262,
-0.0033553345128893852,
-0.03004319965839386,
-0.01210211031138897,
0.018865428864955902,
-0.0018603065982460976,
0.01322185155004263,
0.012715749442577362,
0.0012647032272070646,
0.018436582759022713,
0.042533665895462036,
-0.014667059294879436,
0.012595411390066147,
0.02304462343454361,
0.014589005149900913,
-0.022732026875019073,
0.029272809624671936,
-0.00369655666872859,
-0.02523331344127655,
-0.0074193235486745834,
0.010284013114869595,
0.0018090121448040009,
-0.014245131984353065,
-0.0013532810844480991,
-0.018894705921411514,
0.010473137721419334,
-0.012903273105621338,
-0.005426009185612202,
0.010625189170241356,
0.009243620559573174,
0.006083908956497908,
0.0275405440479517,
0.02070092037320137,
0.0029646554030478,
-0.0018140615429729223,
0.0012919572181999683,
-0.0026454878970980644,
0.017308831214904785,
-0.005840369965881109,
0.011317501775920391,
0.012044694274663925,
0.009446024894714355,
0.0008086343295872211,
0.006758995354175568,
-0.00491368118673563,
0.0672517865896225,
0.014726189896464348,
0.002240448258817196,
-0.004873999394476414,
-0.012515448033809662,
0.021952711045742035,
-0.010278268717229366,
0.026516657322645187,
0.0003664816031232476,
-0.02695063315331936,
0.0045511554926633835,
-0.00038696685805916786,
-0.014263315126299858,
-0.02369682304561138,
-0.004036745056509972,
-0.017651081085205078,
0.0033382801339030266,
-0.0008163509191945195,
-0.009368842467665672,
0.009776584804058075,
-0.009060151875019073,
-0.010244947858154774,
0.023283883929252625,
-0.00714071374386549,
0.002790159313008189,
0.0008665211498737335,
0.011331673711538315,
-0.017437618225812912,
-0.017450001090765,
-0.004623140208423138,
0.02591840550303459,
0.012944433838129044,
-0.0028917344752699137,
-0.011849774047732353,
-0.026352010667324066,
-0.01206771470606327,
0.004929741844534874,
-0.006408547516912222,
-0.01344991847872734,
-0.0033942542504519224,
-0.011361218988895416,
-0.0007700058631598949,
-0.012876862660050392,
0.032347023487091064,
-0.00558866374194622,
-0.0062665133737027645,
0.011481497436761856,
-0.010069598443806171,
0.00823234487324953,
0.0007004727376624942,
-0.007783923298120499,
-0.02223178744316101,
0.007368382997810841,
-0.01068053673952818,
-0.019225643947720528,
0.025807665660977364,
0.023914359509944916,
0.011279783211648464,
0.006322316825389862,
0.004131447058171034,
-0.010863061062991619,
-0.0137266144156456,
-0.01678919792175293,
0.007505524903535843,
-0.018498849123716354,
-0.021134544163942337,
0.0036340421065688133,
-0.002589393639937043,
-0.01579466462135315,
-0.01198628731071949,
0.005521843675523996,
0.0020147913601249456,
0.03145842254161835,
0.03714694082736969,
0.0005677160806953907,
0.038399189710617065,
0.009809145703911781,
-0.03096812590956688,
0.01776653155684471,
0.023199960589408875,
-0.0047240485437214375,
-0.0022277026437222958,
0.009879392571747303,
-0.004311634227633476,
0.03325938433408737,
0.0007843668572604656,
-0.006083614192903042,
0.001418513129465282,
0.03392806649208069,
0.015248581767082214,
0.02549743466079235,
0.005086367018520832,
-0.015104476362466812,
0.007573890965431929,
-0.08139503747224808,
-0.025360245257616043,
0.01772618293762207,
0.00010068854317069054,
0.011367922648787498,
-0.05039045587182045,
-0.008496418595314026,
0.008676109835505486,
-0.017838899046182632,
0.0035857921466231346,
-0.032541584223508835,
-0.014724638313055038,
-0.011508619412779808,
0.019754065200686455,
-0.014424115419387817,
-0.01187919545918703,
0.01405595988035202,
0.01317195501178503,
-0.007868988439440727,
-0.010252786800265312,
-0.0068650986067950726,
-0.026161853224039078,
0.016792934387922287,
0.007118348032236099,
-0.006861632224172354,
-0.020975783467292786,
-0.004742567427456379,
-0.0013914525043219328,
0.0031166826374828815,
0.006140230223536491,
-0.05270649492740631,
-0.030622851103544235,
-0.016747204586863518,
-0.006827966310083866,
0.017803596332669258,
-0.0060278321616351604,
-0.005267757922410965,
0.012381273321807384,
-0.011522471904754639,
-0.003970087505877018,
-0.01362929493188858,
0.00158173858653754,
0.0002743561053648591,
0.009308548644185066,
-0.0012195233721286058,
0.0023317961022257805,
0.03268106281757355,
0.03508082032203674,
0.004215805325657129,
0.004523649346083403,
0.014139944687485695,
-0.004192871041595936,
-0.02697300724685192,
0.002489253878593445,
-0.0017095271032303572,
-0.002615290693938732,
-0.018844686448574066,
-0.007230007089674473,
-0.010416887700557709,
-0.0008316333405673504,
0.006329785566776991,
-0.010659497231245041,
-0.021460644900798798,
-0.005573643371462822,
-0.014769382774829865,
0.0023410404101014137,
0.009746741503477097,
-0.012958148494362831,
-0.009249941445887089,
0.00487639382481575,
-0.005159854423254728,
0.0016048898687586188,
-0.0018309825100004673,
-0.0045876046642661095,
-0.020764578133821487,
-0.015257937833666801,
-0.012735433876514435,
-0.013002162799239159,
-0.004300679080188274,
-0.009099004790186882,
-0.013382824137806892,
-0.006120212376117706,
-0.013714924454689026,
0.00008918717503547668,
-0.018650583922863007,
0.015000469982624054,
0.005731703247874975,
-0.0027371367905288935,
0.008619475178420544,
-0.001108465250581503,
-0.014191677793860435,
0.013488223776221275,
0.013033933937549591,
0.008679525926709175,
0.03662002086639404,
-0.002324368804693222,
0.0201497171074152,
0.005313408561050892,
0.02002660185098648,
0.008296381682157516,
0.014340905472636223,
0.0025243270210921764,
-0.03080759011209011,
-0.013788580894470215,
0.02566014602780342,
-0.006341690197587013,
-0.0025893873535096645,
-0.006867557764053345,
0.014349876902997494,
-0.006471063941717148,
-0.010952276177704334,
0.016746023669838905,
-0.010440342128276825,
0.01844051666557789,
0.004628014750778675,
0.015835624188184738,
-0.028438294306397438,
-0.007111066021025181,
0.07275107502937317,
0.021677449345588684,
0.0060009886510670185,
0.004261297173798084,
0.0027061617001891136,
-0.012033626437187195,
-0.01631639339029789,
0.0038880466017872095,
0.0019375686533749104,
-0.019281774759292603,
0.011167138814926147,
0.013803642243146896,
-0.00043726759031414986,
-0.003829146735370159,
-0.0011723346542567015,
0.011787804774940014,
-0.014593582600355148,
-0.023290913552045822,
0.0015207864344120026,
-0.01306169293820858,
0.01874532923102379,
-0.018193569034337997,
-0.0005559681449085474,
-0.021493183448910713,
-0.0018719820072874427,
-0.03970590978860855,
-0.00033085141330957413,
-0.01820211485028267,
-0.0019852088298648596,
0.010373158380389214,
0.03710831329226494,
0.02993863821029663,
-0.00653068907558918,
0.01861480064690113,
0.009281116537749767,
-0.0005691800033673644,
0.023574979975819588,
0.012252838350832462,
-0.005684555508196354,
-0.006373297423124313,
0.02982350066304207,
-0.007999931462109089,
0.007142114918678999,
0.009754207916557789,
0.023722248151898384,
-0.0022969956044107676,
0.012585560791194439,
-0.01430506445467472,
0.004441427998244762,
0.01404942199587822,
0.003921213559806347,
0.014602020382881165,
0.010777179151773453,
0.014158758334815502,
0.0022194639313966036,
0.006545440759509802,
0.009067659266293049,
0.004331605508923531,
-0.007644240744411945,
-0.0034773487132042646,
-0.032955389469861984,
-0.013221262954175472,
0.05039564520120621,
-0.003159955143928528,
-0.0037517710588872433,
0.0027186693623661995,
0.0053472742438316345,
-0.016645219177007675,
0.022125620394945145,
0.01034018024802208,
0.001894132699817419,
-0.005359385162591934,
-0.00781090697273612,
-0.021748624742031097,
-0.011606442742049694,
-0.015933234244585037,
-0.004714963957667351,
0.012088730931282043,
-0.006077971775084734,
-0.012240000069141388,
-0.013891158625483513,
0.002475856803357601,
-0.06333286315202713,
0.008158182725310326,
0.005061804316937923,
-0.0005793806631118059,
0.00438588485121727,
-0.07486359775066376,
-0.008185935206711292,
0.0033791130408644676,
-0.004447590559720993,
-0.012120288796722889,
0.02049499750137329,
0.002198849804699421,
-0.0031524510122835636,
0.014241853728890419,
0.00032155716326087713,
-0.0025994665920734406,
0.010227406397461891,
-0.0011221147142350674,
-0.013257505372166634,
0.012019053101539612,
0.04262695088982582,
-0.013882432132959366,
0.006444795522838831,
0.004702730569988489,
-0.0021996661089360714,
-0.02498956024646759,
0.017769252881407738,
0.010315921157598495,
0.0013794370461255312,
0.0005768307019025087,
-0.08176659047603607,
0.0021683331578969955,
0.019137542694807053,
0.0033935431856662035,
-0.013664355501532555,
0.018051762133836746,
0.003484926652163267,
-0.01151016354560852,
0.0023604570887982845,
-0.007106634322553873,
-0.014387075789272785,
0.011983716860413551,
0.014365953393280506,
0.010634220205247402,
-0.013779624365270138,
-0.002017865888774395,
0.0003585012163966894,
0.007181180641055107,
0.014241168275475502,
0.007165163289755583,
0.0063154567033052444,
0.02907472848892212,
-0.0069259777665138245,
0.002864307723939419,
-0.012446476146578789,
0.026505157351493835,
0.005115252919495106,
0.0217355415225029,
0.007795251905918121,
-0.009469621814787388,
0.011663390323519707,
0.001171108684502542,
0.0051560658030211926,
0.004133787006139755,
-0.0032949745655059814,
-0.0006222999654710293,
0.009258083067834377,
-0.0012387619353830814,
-0.013619793578982353,
-0.002947341650724411,
0.0022651306353509426,
-0.004100864753127098,
-0.018651921302080154,
0.0007176143117249012,
-0.0026333918794989586,
-0.007909141480922699,
0.004301159642636776,
-0.004930801689624786,
-0.0005681145703420043,
0.007945690304040909,
0.0021708039566874504,
-0.014931019395589828,
-0.006548976060003042,
0.006968507543206215,
-0.013844670727849007,
0.01763635128736496,
-0.006488516461104155,
0.014882951974868774,
0.010135102085769176,
0.00164745282381773,
0.0013244682922959328,
0.020447375252842903,
-0.003592848079279065,
0.07233474403619766,
0.0035669184289872646,
0.0038749377708882093,
0.005750763230025768,
-0.0056528132408857346,
-0.0016626992728561163,
0.030913755297660828,
-0.008427945896983147,
0.009592181071639061,
-0.01584572345018387,
0.010561345145106316,
0.0007723054150119424,
-0.0177546888589859,
0.0035850140266120434,
0.03240135684609413,
0.004989477805793285,
0.010371224023401737,
-0.020950451493263245,
-0.003141612745821476,
0.014720055274665356,
-0.0014480426907539368,
0.009358035400509834,
0.0075801461935043335,
0.00715501606464386,
-0.026023104786872864,
-0.01071978360414505,
0.0023430371657013893,
-0.0006100740283727646,
0.010268430225551128,
0.007600122597068548,
-0.03301813453435898,
0.0020820405334234238,
0.0034525468945503235,
0.010131933726370335,
0.020928427577018738,
-0.009607367217540741,
-0.0034828605130314827,
0.0072386120446026325,
-0.010687403380870819,
-0.004045575857162476,
-0.02753637358546257,
0.008578220382332802,
-0.000048915448132902384,
0.022052573040127754,
0.03415783494710922,
0.018923785537481308,
0.04276520013809204,
-0.012750246562063694,
0.011654115281999111,
-0.00823961105197668,
-0.023310232907533646,
0.006161828059703112,
-0.026532195508480072,
-0.010247897356748581,
0.002973938127979636,
0.016627922654151917,
0.0012001944705843925,
0.01301519200205803,
-0.014621869660913944,
0.005378688685595989,
-0.008773451671004295,
-0.0021007589530199766,
0.01019089575856924,
-0.000992481247521937,
-0.004720544442534447,
0.018290407955646515,
-0.01590781658887863,
-0.010044975206255913,
-0.00102538475766778,
0.00594958383589983,
-0.030515775084495544,
0.010034949518740177,
0.0010860543698072433,
0.004074886441230774,
0.008967951871454716,
0.021000994369387627,
0.004796323366463184,
0.006840541958808899,
0.01496342197060585,
0.00807537417858839,
0.009628400206565857,
0.040274832397699356,
-0.01724635437130928,
0.030417058616876602,
0.007099819369614124,
0.016642741858959198,
0.010041975416243076,
-0.0040074060671031475,
0.0041355956345796585,
0.013546843081712723,
0.05389053747057915,
0.001941934460774064,
-0.008015555329620838,
0.013372215442359447,
0.00039944855961948633,
0.03348104655742645,
0.0061285002157092094,
0.016391471028327942,
0.007747570518404245,
0.03128639608621597,
0.014768763445317745,
0.03689398616552353,
-0.009971512481570244,
-0.008959082886576653,
-0.01605597324669361,
-0.009793917648494244,
0.013383389450609684,
0.03704220801591873,
-0.012468070723116398,
-0.002850523218512535,
0.02613300085067749,
0.01537235639989376,
0.0011669412488117814,
-0.008899273350834846,
0.01929960399866104,
0.009756334125995636,
0.008398141711950302,
-0.023041822016239166,
-0.006088979542255402,
-0.0089713204652071,
-0.0007572830654680729,
-0.0052623325027525425,
0.017691615968942642,
0.017245015129446983,
-0.0022072168067097664,
-0.026595361530780792,
-0.015518948435783386,
0.0007656649686396122,
-0.006130608730018139,
-0.006737681571394205,
-0.006590679287910461,
0.010657605715095997,
0.01752578839659691,
0.021808158606290817,
0.016637809574604034,
-0.03486724570393562,
0.019251737743616104,
-0.014454860240221024,
-0.0014281701296567917,
0.005137690342962742,
-0.013864974491298199,
0.002303516957908869,
0.007600199896842241,
-0.023925423622131348,
0.008320383727550507,
-0.005414005368947983,
-0.0034738434478640556,
0.014844201505184174,
-0.0005090641789138317,
0.006820382550358772,
-0.0037391171790659428,
0.004991774447262287,
0.004914047662168741,
-0.004190011881291866,
-0.027948670089244843,
0.01315960381180048,
-0.0035292445681989193,
-0.005825357977300882,
-0.001083284616470337,
-0.0184082742780447,
0.012009765952825546,
0.021359682083129883,
-0.02799479477107525,
-0.0018767733126878738,
-0.006712520495057106,
0.002615571953356266,
-0.00842637661844492,
0.008016116917133331,
-0.003089400939643383,
-0.0236920528113842,
-0.005941195413470268,
-0.03183918446302414,
-0.007293093949556351,
0.03814063221216202,
-0.011962708085775375,
-0.01590554043650627,
-0.01436169445514679,
-0.003264253493398428,
0.006603172980248928,
-0.014456843957304955,
0.007953369058668613,
-0.015884514898061752,
-0.006814540363848209,
-0.011564873158931732,
0.014938189648091793,
0.01706385426223278,
-0.003110300749540329,
0.011958815157413483,
0.013479547575116158,
0.03296584635972977,
-0.013049273751676083,
-0.026528824120759964,
-0.0272205900400877,
0.014627821743488312,
-0.016065293923020363,
-0.014233022928237915,
0.018810894340276718,
0.030402999371290207,
-0.0012477906420826912,
-0.024880649521946907,
-0.011831425130367279,
0.0002674299757927656
] |
[
-0.30910953879356384,
0.25380241870880127,
0.2920656204223633,
-0.11673173308372498,
0.21784014999866486,
0.4731035530567169,
-0.018877603113651276,
-0.4648670554161072,
-0.18445095419883728,
-0.8178191184997559,
-0.18043334782123566,
0.5357519388198853,
-0.17752017080783844,
0.0018356177024543285,
0.18002472817897797,
0.4008825123310089,
0.49355751276016235,
0.03618922457098961,
-0.5150762796401978,
-0.23798257112503052,
-0.045075371861457825,
0.10030567646026611,
0.3356693983078003,
0.20093268156051636,
-0.03712006285786629,
0.0017906277207657695,
0.4677865505218506,
0.23575788736343384,
-0.15026286244392395,
-0.10088298469781876,
-0.26091867685317993,
0.7194669246673584,
-0.2122935801744461,
-0.5904772877693176,
0.006361520383507013,
-0.2716101408004761,
-0.02660978212952614,
0.08586619049310684,
-0.021900519728660583,
-0.02358015440404415,
0.14050832390785217,
0.13844981789588928,
-0.07802905142307281,
0.32660186290740967,
-0.30363619327545166,
-0.43347111344337463,
-1.489230751991272,
-0.1315712183713913,
-0.37466657161712646,
-0.14312516152858734,
-0.4628686308860779,
0.17025116086006165,
0.36465010046958923,
0.3047378957271576,
-0.26378655433654785,
0.18155939877033234,
-0.21595610678195953,
-0.38831937313079834,
0.2513013184070587,
-0.19850978255271912,
-0.18940691649913788,
-0.25899702310562134,
-0.2093239277601242,
0.03118319995701313,
-0.11251318454742432,
0.46525871753692627,
0.23709316551685333,
0.03673161566257477,
-0.4739340543746948,
-0.06479969620704651,
0.5808605551719666,
-0.45999395847320557,
-0.38127249479293823,
0.4428226947784424,
-0.1807047426700592,
-0.24865075945854187,
0.2207057625055313,
-0.4117819666862488,
0.26217716932296753,
0.04107664152979851,
0.09340573847293854,
0.15103872120380402,
0.48812440037727356,
-0.18927329778671265,
0.7290531992912292,
0.23844322562217712,
-0.2669897675514221,
0.7518383860588074,
-0.7178677320480347,
0.09358594566583633,
-0.27061501145362854,
-0.5284534096717834,
0.21128880977630615,
0.44575002789497375,
0.6241955757141113,
0.5153896808624268,
-0.026598656550049782,
-0.09338711202144623,
0.07934939116239548,
0.4028761386871338,
-0.10541097074747086,
-0.2593569755554199,
-0.074886254966259,
-0.12101027369499207,
-0.24343106150627136,
-0.7387900352478027,
-0.5974856019020081,
-0.6117090582847595,
-0.2211989462375641,
0.17435391247272491,
-0.5911769866943359,
0.7387731671333313,
0.029262615367770195,
-0.05888249725103378,
-0.07710804045200348,
-0.02060394547879696,
-0.07683436572551727,
-0.19574645161628723,
-0.17649336159229279,
0.4396108388900757,
0.0006374338991008699,
1.5139820575714111,
0.17183871567249298,
0.7217569351196289,
0.0743492916226387,
0.0916079431772232,
0.4821639358997345,
0.7319485545158386,
-0.39767640829086304,
-0.01965571567416191,
0.2445734441280365,
0.7525731921195984,
0.18452641367912292,
-0.0895857959985733,
-0.16805687546730042,
-0.31707772612571716,
-0.267004132270813,
0.12383581697940826,
-0.1670471876859665,
0.21579530835151672,
-0.24059879779815674,
-0.6524220705032349,
-0.06958478689193726,
0.1847420036792755,
0.125578373670578,
-0.28059083223342896,
-0.001928128651343286,
-0.35297489166259766,
-0.20402808487415314,
-0.08523761481046677,
-0.0874793529510498,
0.4121752083301544,
-0.9468653202056885,
0.19892247021198273,
-0.1492578238248825,
0.8623331189155579,
-0.1921384483575821,
-0.20986315608024597,
-0.20352275669574738,
0.34295395016670227,
0.19730709493160248,
0.25472578406333923,
-0.5317245125770569,
-0.2659517824649811,
0.02428036741912365,
-0.5936590433120728,
0.42936357855796814,
0.33365076780319214,
0.2514442503452301,
0.28571683168411255,
0.001651059021241963,
-0.0783165842294693,
-0.08008299767971039,
-0.18094873428344727,
0.04343690350651741,
0.3419165313243866,
0.8155770897865295,
0.39777109026908875,
0.2569960951805115,
0.2281271070241928,
-0.7499040961265564,
-0.5699042081832886,
0.07116451859474182,
-0.20861104130744934,
0.19359846413135529,
0.08271192759275436,
0.41966956853866577,
-0.06446158140897751,
0.21458210051059723,
0.17161931097507477,
-0.7124711871147156,
-0.12263142317533493,
0.5266650915145874,
-0.8924869894981384,
1.3440523147583008,
0.161478653550148,
-0.033908382058143616,
0.6213804483413696,
-0.5243131518363953,
0.40777093172073364,
-0.0040256427600979805,
0.015450029633939266,
0.03912317752838135,
-0.19931147992610931,
-0.8481588363647461,
-0.06889893114566803,
-0.3978241980075836,
-0.1793266385793686,
-0.862188994884491,
0.326010137796402,
0.3129833936691284,
-0.12205304950475693,
-0.016725871711969376,
-0.3937763571739197,
0.017961978912353516,
0.24785935878753662,
0.018633417785167694,
0.3502337336540222,
0.2096756100654602,
0.023672807961702347,
1.0898014307022095,
-0.09742109477519989,
0.5799386501312256,
0.46970006823539734,
0.35915419459342957,
0.5058650374412537,
0.9665741920471191,
0.31942495703697205,
0.7175443768501282,
-0.44515594840049744,
-0.01780424267053604,
-0.1879698485136032,
0.0006080697057768703,
-0.3333556056022644,
0.036682356148958206,
0.029611798003315926,
0.02832178585231304,
-0.14674896001815796,
0.0024696181062608957,
-0.2276683896780014,
-0.2623312175273895,
0.44904834032058716,
-0.42354118824005127,
0.3533336818218231,
0.3636910915374756,
-0.2277238965034485,
-0.26043701171875,
0.16635586321353912,
-0.2614106237888336,
-0.3849114179611206,
-0.07079757004976273,
0.22032009065151215,
0.16879187524318695,
-0.7831099629402161,
-0.28864774107933044,
0.14459523558616638,
-0.062133245170116425,
-0.1593409776687622,
0.14289213716983795,
0.32580286264419556,
-0.1823466569185257,
-0.19201017916202545,
0.0750550627708435,
-0.0152134969830513,
0.028855368494987488,
-0.34134021401405334,
-0.7574640512466431,
-0.7994472980499268,
0.5017001032829285,
0.2885352075099945,
-0.05641581490635872,
-0.15640662610530853,
-0.6424210667610168,
-0.1893778145313263,
-0.026742681860923767,
-0.786637544631958,
-0.017133766785264015,
0.119267538189888,
-0.7949119210243225,
-0.5277193784713745,
0.2137869894504547,
0.9297133684158325,
0.36906519532203674,
0.045073915272951126,
-0.6046230792999268,
-0.14013227820396423,
0.05614118278026581,
-0.4541848301887512,
-0.7252846956253052,
0.06373284757137299,
-0.14256352186203003,
0.4384654760360718,
-0.5665638446807861,
-0.5740252137184143,
0.662655234336853,
0.8372638821601868,
-0.13864074647426605,
-0.07744501531124115,
0.2788894474506378,
-0.10802540928125381,
-0.4778461754322052,
-0.06691691279411316,
0.1921728402376175,
-0.026437390595674515,
-0.2729319632053375,
-0.3456401824951172,
-0.5001895427703857,
0.540977418422699,
-6.020941257476807,
-0.2850474715232849,
-0.5493621826171875,
0.36228612065315247,
-0.4664832353591919,
0.0811953917145729,
0.5404068827629089,
-0.12114310264587402,
0.31783536076545715,
-0.29006290435791016,
0.20719049870967865,
0.20267722010612488,
-0.039700403809547424,
0.4440654218196869,
0.2019754946231842,
0.4205036163330078,
0.31748098134994507,
0.13305771350860596,
0.34403589367866516,
-0.11076495796442032,
0.09160155802965164,
-0.7067775130271912,
-0.24687382578849792,
0.13102227449417114,
0.3142959177494049,
0.20000611245632172,
-0.9450056552886963,
0.2599472403526306,
-0.5182489156723022,
-0.11273659020662308,
0.08980511128902435,
-0.4717119336128235,
-0.20968203246593475,
-0.5463635921478271,
0.25698208808898926,
0.28477227687835693,
-0.015718678012490273,
0.12361662834882736,
-0.03982565551996231,
-0.19061358273029327,
0.44390830397605896,
0.6184337139129639,
-0.1823108047246933,
-0.21104635298252106,
0.40964850783348083,
-0.22449006140232086,
-0.30254942178726196,
0.5455207228660583,
0.026924721896648407,
0.8671547174453735,
-0.1279962658882141,
-0.02159685455262661,
0.37379300594329834,
0.2920054793357849,
-0.3421539068222046,
-0.43872207403182983,
-0.07665833830833435,
0.29005590081214905,
0.03041425347328186,
0.04094646871089935,
0.2277156114578247,
-0.48778092861175537,
0.0419623889029026,
-0.5808537602424622,
-0.3568420112133026,
0.4140856862068176,
-0.4598991274833679,
-0.438082218170166,
-0.03765243664383888,
-0.04138598218560219,
-0.3482610583305359,
0.425216406583786,
-0.029940027743577957,
-0.6163878440856934,
-0.057151585817337036,
-0.4701695442199707,
-0.11140462756156921,
0.07357261329889297,
-0.3963247835636139,
0.11295941472053528,
-0.02670799195766449,
-0.6717877984046936,
-0.3247058689594269,
0.14368122816085815,
0.22078509628772736,
-0.4320320785045624,
-0.32505127787590027,
-0.2950511872768402,
-0.21904771029949188,
0.3959636688232422,
0.716553807258606,
-0.3759825527667999,
0.37935423851013184,
0.3289542496204376,
0.5803828239440918,
0.2966456115245819,
0.41960853338241577,
0.07886526733636856,
0.19352559745311737,
0.025956492871046066,
0.3539883494377136,
-0.11785562336444855,
0.08282837271690369,
-0.44293028116226196,
0.44144207239151,
0.3355756103992462,
-0.24083803594112396,
-0.07384487241506577,
0.6832534074783325,
-0.2444508820772171,
-0.2405877411365509,
-0.29704752564430237,
-0.16655521094799042,
-0.07042210549116135,
0.5516538023948669,
0.11748102307319641,
-0.35509514808654785,
-0.21259620785713196,
0.5257502198219299,
-0.2571810483932495,
-0.14298836886882782,
0.16858671605587006,
0.5034354329109192,
0.2727150321006775,
0.3563820719718933,
-0.5130155682563782,
0.46979793906211853,
0.6900783777236938,
-0.10356830805540085,
0.26020658016204834,
0.28938212990760803,
0.5521667003631592,
-0.3656294643878937,
-0.06108596920967102,
0.2826473116874695,
-0.3308572471141815,
-0.12527519464492798,
0.26765701174736023,
0.19773298501968384,
-0.3359549939632416,
0.45115336775779724,
-0.03353818506002426,
-0.2267012745141983,
-0.23742865025997162,
-0.06595747917890549,
0.5318238735198975,
0.13409864902496338,
-0.1696133315563202,
-0.5058879852294922,
0.18442030251026154,
-0.3050498068332672,
-0.5006079077720642,
0.27170178294181824,
-0.053778260946273804,
0.08810195326805115,
0.1793300360441208,
0.08086948096752167,
0.38409996032714844,
0.10137639939785004,
-0.042689405381679535,
0.46235519647598267,
0.12358635663986206,
-1.1587110757827759,
0.12586496770381927,
0.31799226999282837,
-0.10006402432918549,
-0.6342408657073975,
-0.20869986712932587,
-0.16969811916351318,
0.45156335830688477,
-0.08122219145298004,
-0.35956817865371704,
-0.34071725606918335,
-0.5598807334899902,
0.22865787148475647,
-0.05068610981106758,
0.09254122525453568,
-0.08235052973031998,
-0.08028517663478851,
-0.3430875241756439,
0.31953921914100647,
-0.7246046662330627,
-0.06662889569997787,
0.3168315291404724,
0.875036895275116,
-0.1410837322473526,
-0.02654547058045864,
0.160511776804924,
-0.36885279417037964,
-0.4126625955104828,
0.11939127743244171,
0.0724169909954071,
0.4183962345123291,
0.23545655608177185,
-0.08506367355585098,
-0.42426690459251404,
0.11445361375808716,
-0.03628747537732124,
-0.3392243981361389,
-0.5947226881980896,
-0.20362934470176697,
0.6791073679924011,
-0.472302109003067,
0.6153169870376587,
0.12345826625823975,
-0.3988988697528839,
-0.11274822801351547,
-0.02051558904349804,
0.08144976198673248,
-0.11153605580329895,
-0.5685245394706726,
-0.5202553272247314,
-0.24210402369499207,
0.13338801264762878,
-0.1691409945487976,
-0.047480788081884384,
0.7922810912132263,
-0.06650041788816452,
-0.4660351872444153,
0.19336365163326263,
0.1120881512761116,
-0.7033275961875916,
-0.22413548827171326,
0.10113929212093353,
-0.3361659348011017,
0.1308770626783371,
0.2603702247142792,
-0.25549763441085815,
-0.14221344888210297,
-0.27583998441696167,
0.06231427192687988,
0.016246113926172256,
0.09387486428022385,
0.12283448874950409,
0.15590527653694153,
-0.17083406448364258,
-0.27402088046073914,
0.5503441691398621,
-0.1985110342502594,
-0.11736945062875748,
0.0807582288980484,
0.5004521608352661,
-0.08967514336109161,
-0.09973671287298203,
-0.23461750149726868,
-0.4819462299346924,
0.08855552226305008,
-0.23177823424339294,
-0.9043516516685486,
-0.24233807623386383,
0.24234703183174133,
-0.09525321424007416,
0.2970527708530426,
-0.15423725545406342,
0.8692026138305664,
-0.10180944949388504,
-0.05586515739560127,
-0.6115463376045227,
-0.2575657069683075,
0.3733553886413574,
0.04906132072210312,
-0.5639480352401733,
-0.34227433800697327,
-0.44354939460754395,
0.4967069625854492,
0.38953110575675964,
-0.07264484465122223,
-0.9457091689109802,
0.13855847716331482,
-0.5620582699775696,
-0.05129212886095047,
-0.105535589158535,
0.07515106350183487,
0.4489663243293762,
0.21302729845046997,
-0.03928258270025253,
-0.1308431476354599,
0.08806923031806946,
0.21573281288146973,
-0.14065398275852203,
-0.23432303965091705,
-0.0664960965514183,
0.12418253719806671,
-0.06388682126998901,
0.17934556305408478,
0.09080784022808075,
0.26384350657463074,
0.023180369287729263,
0.15369240939617157,
-0.016166048124432564,
-0.34430503845214844,
0.3065001368522644,
-0.7144436836242676,
-0.2330923229455948,
-0.19289200007915497,
0.07376906275749207,
0.39077433943748474,
-0.08063499629497528,
-0.16632798314094543,
-0.05669190734624863,
0.08684036135673523,
0.7729917764663696,
0.5142179727554321,
-0.23612438142299652,
0.40082401037216187,
0.44823428988456726,
0.33067652583122253,
0.5727099180221558,
-0.03379702568054199,
-0.030096787959337234,
0.3907443583011627,
0.21997766196727753,
0.1714474856853485,
0.8436369299888611,
-0.43981650471687317,
-0.1404619812965393,
0.07868948578834534,
-0.33267271518707275,
0.4976917803287506,
0.13971145451068878,
-0.023765873163938522,
0.48276251554489136,
0.5900496244430542,
-0.27441519498825073,
-0.663048267364502,
0.5710323452949524,
-0.3573434352874756,
0.13339266180992126,
-0.23713627457618713,
0.49051013588905334,
0.1899203658103943,
0.6378610730171204,
-0.43358173966407776,
0.3154471218585968,
0.18671423196792603,
0.5324949026107788,
0.42450976371765137,
-0.43548890948295593,
-0.3691175580024719,
0.2548479437828064,
0.5623428821563721,
0.4974666237831116,
-0.45419859886169434,
0.16379261016845703,
-0.048235416412353516,
0.29552870988845825,
-0.1963225156068802,
-0.009707010351121426,
-0.3351847231388092,
0.37932056188583374,
0.02837253548204899,
0.14628387987613678,
-0.3333442807197571,
0.05141400545835495,
-0.5795876979827881,
0.20603647828102112,
0.22262854874134064,
-0.3953811228275299,
0.29551026225090027,
0.4658549427986145,
0.48625630140304565,
0.47079145908355713,
-0.3742407262325287,
-0.0877380520105362,
-0.486316442489624,
-0.06389287859201431,
0.5082606077194214,
0.1088867038488388,
0.10437473654747009,
0.07341425120830536,
-0.4520074129104614,
0.14621561765670776,
-0.4438655972480774,
0.1302332729101181,
-0.08266948908567429,
-0.6390511989593506,
0.10200056433677673,
0.001791131217032671,
-0.08459652960300446,
-0.005349815357476473,
0.025597061961889267,
0.2574288547039032,
-0.1227002665400505,
-0.3651029169559479,
-0.16474898159503937,
-0.054404839873313904,
-0.0031449729576706886,
0.34362542629241943,
0.3590281903743744,
-0.23467575013637543,
-0.04500623792409897,
-0.9155089855194092,
-0.17031697928905487,
0.40621739625930786,
0.18892806768417358,
0.01645258441567421,
-0.4468155801296234,
1.0458471775054932,
0.631956934928894,
0.28971827030181885,
0.4453600347042084,
-0.24652811884880066,
0.2626088559627533,
0.9385078549385071,
-0.3620879352092743,
0.32248497009277344,
-0.35080018639564514,
0.1446882039308548,
-0.37113332748413086,
-0.18602749705314636,
0.6069527268409729,
0.1905219703912735,
-0.16366295516490936,
-0.45276278257369995,
-0.09235787391662598,
0.04622836410999298,
0.1705368161201477,
-0.21513868868350983,
0.011830296367406845,
-0.21036778390407562,
-0.36983373761177063,
-0.5515184998512268,
0.6352697610855103,
-0.14186573028564453,
0.3900553286075592,
-0.10412158817052841,
0.308674156665802,
0.03234865888953209,
0.24412044882774353,
0.29496538639068604,
0.4453599154949188,
0.11154858767986298,
-0.8412072062492371,
0.38207077980041504,
-0.5421023368835449,
0.09769952297210693,
-0.13006728887557983,
0.06210988759994507,
0.19839279353618622,
-0.44573959708213806,
-0.6702423691749573,
-0.06317133456468582,
-0.27102282643318176,
0.46920445561408997,
0.03882799670100212,
0.7598476409912109,
-0.03602755442261696,
-0.2706228792667389,
-0.6925891637802124,
0.6021128296852112,
0.04326038435101509,
0.011979430913925171,
-0.311698853969574,
0.07840971648693085,
-0.4403942823410034,
0.31145650148391724,
0.02469819225370884,
-0.5963491201400757,
-0.24169456958770752,
-0.2648559808731079
] |
In this paper, we propose virtual data center (VDC) as the unit of resource allocation for multiple tenants in the cloud. VDCs are more desirable than physical data centers because the resources allocated to VDCs can be rapidly adjusted as tenants' needs change. To enable the VDC abstraction, we design a data center network virtualization architecture called SecondNet. SecondNet achieves scalability by distributing all the virtual-to-physical mapping, routing, and bandwidth reservation state in server hypervisors. Its port-switching based source routing (PSSR) further makes SecondNet applicable to arbitrary network topologies using commodity servers and switches. SecondNet introduces a centralized VDC allocation algorithm for bandwidth guaranteed virtual to physical mapping. Simulations demonstrate that our VDC allocation achieves high network utilization and low time complexity. Our implementation and experiments show that we can build SecondNet on top of various network topologies, and SecondNet provides bandwidth guarantee and elasticity, as designed.
|
[
-0.0002396097406744957,
0.016330761834979057,
-0.003576479619368911,
0.0007707176264375448,
-0.00011992570944130421,
-0.03788486123085022,
0.010537280701100826,
0.006891379598528147,
-0.009569073095917702,
0.010410761460661888,
-0.02865583263337612,
0.019676674157381058,
0.0010994174517691135,
0.01662588119506836,
0.0030087274499237537,
0.011593930423259735,
0.0013852542033419013,
0.014975190162658691,
0.00872953049838543,
-0.022816278040409088,
-0.012041915208101273,
0.014234109781682491,
0.00920557789504528,
0.0034880994353443384,
-0.0067031108774244785,
0.02147405967116356,
-0.013862762600183487,
-0.032129108905792236,
-0.0009747701697051525,
-0.004887198098003864,
-0.03465142473578453,
-0.01229732297360897,
0.012027857825160027,
0.02216496504843235,
0.005969532765448093,
0.022498227655887604,
-0.007186547387391329,
0.02480367198586464,
0.009406296536326408,
-0.005613688379526138,
0.002971610287204385,
-0.006488869432359934,
0.0031835543923079967,
0.007555981166660786,
-0.006023353431373835,
-0.0038088271394371986,
-0.0013575598131865263,
-0.01511796098202467,
0.001623271033167839,
0.007256815675646067,
-0.015017541125416756,
0.0230698361992836,
-0.002204807009547949,
-0.018799327313899994,
-0.005487781949341297,
0.0024512624368071556,
0.016642387956380844,
-0.01870265230536461,
-0.008949944749474525,
0.0040246970020234585,
0.004583821631968021,
0.009794650599360466,
-0.014745103195309639,
-0.044280365109443665,
0.021615907549858093,
-0.06704767793416977,
-0.02106417901813984,
-0.010497386567294598,
-0.008203518576920033,
-0.01773308590054512,
-0.019608523696660995,
0.003969389013946056,
-0.025003232061862946,
0.009654255583882332,
0.008644109591841698,
-0.003998019266873598,
-0.021151641383767128,
-0.008515067398548126,
0.012574167922139168,
0.01170736737549305,
0.01194428838789463,
-0.009931843727827072,
0.005629833787679672,
0.004168301820755005,
0.010900101624429226,
-0.018132053315639496,
-0.007219135761260986,
0.00038212724030017853,
0.005848111119121313,
-0.0042624277994036674,
0.022301603108644485,
-0.033698517829179764,
0.00020965281873941422,
0.008821221068501472,
0.0100843645632267,
0.0164836123585701,
-0.002009890740737319,
0.025222191587090492,
0.010491576045751572,
0.0035852035507559776,
-0.008213924244046211,
0.0033565398771315813,
0.013980504125356674,
0.008364999666810036,
-0.0011139140697196126,
0.011410180479288101,
-0.020426979288458824,
-0.009863348677754402,
-0.029484272003173828,
0.008506111800670624,
-0.0003169241244904697,
-0.004380803555250168,
0.001402593683451414,
0.023180700838565826,
-0.00990915484726429,
-0.0007742847083136439,
0.0081331143155694,
0.0007427561795338988,
0.007561642676591873,
0.0012814714573323727,
-0.0017617377452552319,
-0.013739002868533134,
0.005439317785203457,
0.0003985757939517498,
0.016644369810819626,
0.010431058704853058,
-0.024216756224632263,
0.008982907980680466,
-0.013572398573160172,
0.00012994743883609772,
-0.011359743773937225,
-0.006588413380086422,
0.028223201632499695,
0.012875694781541824,
0.000864140223711729,
-0.0040201107040047646,
0.01126561313867569,
0.004423301666975021,
0.0023688259534537792,
-0.014318987727165222,
0.016820626333355904,
0.004297974519431591,
0.0010100899962708354,
0.0017341866623610258,
0.015431666746735573,
0.0072614885866642,
-0.004309626296162605,
0.011765407398343086,
0.015445828437805176,
0.010181269608438015,
0.01387100387364626,
-0.026124659925699234,
0.0016593212494626641,
-0.015086792409420013,
0.027851717546582222,
-0.010220633819699287,
-0.012654993683099747,
0.003247091080993414,
-0.016739364713430405,
0.011134350672364235,
-0.04885489121079445,
-0.013968657702207565,
0.011966772377490997,
0.0088952062651515,
-0.013520613312721252,
0.04331499710679054,
-0.005210964474827051,
0.010313361883163452,
-0.02268305793404579,
0.006384843960404396,
-0.009535139426589012,
0.015826918184757233,
0.014003236778080463,
0.005959829315543175,
-0.005004281643778086,
-0.003177658887580037,
0.006705833598971367,
0.007585363928228617,
-0.022082148119807243,
0.06693011522293091,
0.0043242876417934895,
-0.0052991523407399654,
-0.03121955320239067,
-0.01616847887635231,
0.007635914254933596,
-0.03126654773950577,
0.037265025079250336,
-0.01577920839190483,
-0.005981630180031061,
-0.02632889896631241,
0.008029569871723652,
0.02437058836221695,
0.0038849187549203634,
0.004706589039415121,
0.037742435932159424,
0.003958029672503471,
0.03133511170744896,
0.005383511073887348,
0.004833118058741093,
0.018143299967050552,
-0.01841183938086033,
0.006354678422212601,
-0.003461446613073349,
-0.03059595823287964,
-0.011326450854539871,
0.018858667463064194,
0.014883085153996944,
0.008338287472724915,
-0.009908908978104591,
0.022374950349330902,
0.009291374124586582,
0.0023280931636691093,
-0.016718223690986633,
-0.0029565952718257904,
-0.029956983402371407,
0.01249483972787857,
-0.032625555992126465,
-0.02535952813923359,
-0.0030469016637653112,
-0.01126101240515709,
-0.0140991797670722,
0.0038275602273643017,
0.0038999964017421007,
-0.018240399658679962,
-0.0010923752561211586,
0.03532344847917557,
0.004806092940270901,
0.012204532511532307,
-0.01892067864537239,
0.0049779596738517284,
0.0010990044102072716,
-0.025643371045589447,
-0.013264449313282967,
0.007312282919883728,
-0.014192330650985241,
0.01766023598611355,
0.01043237280100584,
-0.012124955654144287,
0.002283091889694333,
-0.01170659251511097,
-0.011439058929681778,
-0.015722421929240227,
-0.02249629981815815,
0.026232456788420677,
0.0020568566396832466,
0.013409461826086044,
0.001581791089847684,
-0.011899488046765327,
0.017974700778722763,
0.012698030099272728,
0.003261854872107506,
0.014349940232932568,
0.011578317731618881,
0.00862758420407772,
-0.004906356334686279,
-0.022844986990094185,
0.04241412132978439,
0.013059258460998535,
0.022583425045013428,
-0.011478045955300331,
-0.005187950562685728,
0.00548278633505106,
-0.026240237057209015,
-0.003666384145617485,
-0.020341863855719566,
0.017806313931941986,
0.002170243766158819,
0.040859073400497437,
0.005145528819411993,
-0.00583683792501688,
0.004927457310259342,
-0.015753410756587982,
-0.005677873734384775,
-0.08120159804821014,
-0.017599396407604218,
0.012365787290036678,
-0.011121641844511032,
0.008696042001247406,
-0.017917335033416748,
0.005325619131326675,
-0.001023659366182983,
-0.019640475511550903,
0.022081799805164337,
-0.010410666465759277,
0.022058088332414627,
-0.018519697710871696,
-0.028668852522969246,
-0.0003108119126409292,
-0.02306656911969185,
0.014838306233286858,
0.004567594733089209,
0.0009186509996652603,
0.04142216593027115,
0.019895032048225403,
0.00008820462971925735,
0.018876198679208755,
-0.008748720400035381,
-0.02611004188656807,
0.02796158567070961,
0.02203056961297989,
-0.014101766049861908,
-0.007614191621541977,
0.0025048134848475456,
0.023507609963417053,
-0.015116030350327492,
-0.021316617727279663,
-0.028255920857191086,
0.008379637263715267,
-0.014624247327446938,
-0.0242916326969862,
-0.0001880871132016182,
-0.01113305613398552,
0.014701365493237972,
0.010518851689994335,
0.02507893741130829,
-0.00006637233309447765,
0.00893443077802658,
0.004340543411672115,
0.010197751224040985,
0.02127724699676037,
-0.03198671340942383,
0.014825020916759968,
-0.016293905675411224,
-0.010447116568684578,
-0.01136738806962967,
0.008820675313472748,
0.0037819379940629005,
-0.001225280691869557,
-0.023572290316224098,
-0.05364160239696503,
0.0044943527318537235,
-0.015434056520462036,
-0.011079554446041584,
-0.009447578340768814,
-0.03163246810436249,
0.015905898064374924,
0.002063459251075983,
-0.0172269269824028,
-0.010866278782486916,
0.00913770031183958,
-0.006688140332698822,
-0.0002605991321615875,
-0.0027053311932832003,
-0.006780081428587437,
-0.018760330975055695,
0.00862814486026764,
-0.0007492495351471007,
-0.011223550885915756,
-0.015434791333973408,
-0.007964298129081726,
-0.012780830264091492,
0.005329078994691372,
-0.05160222202539444,
-0.008363288827240467,
0.0134891951456666,
-0.0024536254350095987,
0.022956904023885727,
0.005708733573555946,
-0.025676622986793518,
0.008247768506407738,
0.004119021352380514,
0.0013791731325909495,
-0.011822863481938839,
0.03843966871500015,
-0.04134305939078331,
-0.01488073356449604,
0.005149423144757748,
-0.019231652840971947,
-0.00900789350271225,
0.015704037621617317,
0.01292378269135952,
-0.010541684925556183,
0.009053544141352177,
-0.008753251284360886,
0.0005855542840436101,
0.05070465803146362,
-0.01357072964310646,
-0.014573962427675724,
0.008214157074689865,
0.003141750581562519,
0.004682386294007301,
0.02416226454079151,
-0.006112435832619667,
0.01860683783888817,
-0.03128417581319809,
-0.012048882432281971,
0.02646597847342491,
0.016224868595600128,
0.0161663256585598,
0.0009055414702743292,
-0.007563400082290173,
0.07238083332777023,
0.030077438801527023,
0.010341533459722996,
0.017347490414977074,
-0.03269609808921814,
-0.019194547086954117,
0.0058423555456101894,
-0.016174394637346268,
-0.010425863787531853,
0.0028350655920803547,
0.010782262310385704,
0.029270267114043236,
-0.009627859108150005,
0.0003612823784351349,
0.010899445973336697,
-0.010779878124594688,
-0.02269092947244644,
-0.02623961679637432,
-0.0202814768999815,
0.011446332558989525,
0.030409326776862144,
-0.002795434556901455,
-0.006403516978025436,
-0.004186958074569702,
-0.02062089927494526,
-0.011146257631480694,
0.027196059003472328,
-0.01436822023242712,
-0.003415181301534176,
0.0043455022387206554,
0.004022063687443733,
0.027991030365228653,
-0.004906653426587582,
-0.03768422082066536,
0.02174273133277893,
-0.012167192995548248,
-0.018303005024790764,
-0.00273993075825274,
0.007278105244040489,
-0.003464913461357355,
-0.0019282291177660227,
-0.015484152361750603,
0.03172456845641136,
0.014800123870372772,
0.015874821692705154,
0.004744760692119598,
-0.004047829657793045,
-0.008129489608108997,
-0.0015340335667133331,
-0.013403329066932201,
-0.003091871039941907,
0.022126195952296257,
0.013541747815907001,
0.0003124615177512169,
-0.003740073647350073,
-0.026302888989448547,
-0.021607575938105583,
-0.006363199558109045,
-0.004177031107246876,
-0.005629361607134342,
0.0033086345065385103,
-0.00494756456464529,
0.00004289986100047827,
0.004410372115671635,
-0.019289040938019753,
-0.0062728822231292725,
0.019769620150327682,
-0.012676350772380829,
-0.02252538874745369,
0.006750079803168774,
-0.0021856259554624557,
-0.015135790221393108,
-0.010343724861741066,
-0.007557407952845097,
-0.022118225693702698,
-0.002616917248815298,
-0.014140119776129723,
0.007669495418667793,
0.02147012948989868,
0.01384703814983368,
0.02088465914130211,
0.008246497251093388,
0.01611894555389881,
0.015445645898580551,
0.0021262832451611757,
0.006472649984061718,
-0.017287477850914,
-0.07453790307044983,
0.012597245164215565,
0.006512536201626062,
-0.010539371520280838,
-0.017531080171465874,
0.021009529009461403,
-0.005025412887334824,
-0.029575902968645096,
0.003417500527575612,
0.0024130791425704956,
0.017914259806275368,
-0.023646773770451546,
-0.01233484037220478,
0.003664193209260702,
0.006853815168142319,
0.028911784291267395,
-0.004168573301285505,
0.01482824794948101,
-0.01132446713745594,
-0.016416406258940697,
0.02345188707113266,
-0.009881203062832355,
0.01577797532081604,
-0.003379426198080182,
-0.005650618579238653,
-0.08163094520568848,
-0.03022630326449871,
0.010731659829616547,
0.0023897425271570683,
-0.004092376679182053,
-0.03070106916129589,
0.02638939768075943,
-0.024515843018889427,
0.03567888215184212,
-0.013282309286296368,
-0.008739549666643143,
0.010284703224897385,
0.00696897879242897,
-0.003431955585256219,
-0.00706381956115365,
-0.00836340244859457,
0.005354473367333412,
-0.01110947784036398,
0.028751429170370102,
0.013815907761454582,
0.0010140947997570038,
-0.0011783791705965996,
-0.00962644349783659,
0.004838031250983477,
-0.008564550429582596,
-0.001115906983613968,
-0.017804231494665146,
0.013188563287258148,
-0.0015158576425164938,
-0.013784575276076794,
0.010023544542491436,
0.011811807751655579,
0.004247068893164396,
0.006777029484510422,
0.0240195132791996,
-0.013429339975118637,
0.028194239363074303,
0.01326253917068243,
0.010017811320722103,
-0.016302186995744705,
-0.005946142598986626,
0.0003302374389022589,
0.0409531444311142,
0.004424773622304201,
0.044434159994125366,
-0.024294640868902206,
0.005907039158046246,
-0.007150160148739815,
-0.007662978023290634,
-0.04876526817679405,
-0.004244240932166576,
0.007773827761411667,
0.007198291830718517,
0.0028736863750964403,
0.009931795299053192,
-0.001197719480842352,
-0.0015680717770010233,
0.03242383897304535,
0.00003701657988131046,
0.01883034035563469,
-0.010459644719958305,
0.017127539962530136,
-0.007903102785348892,
0.07229536026716232,
-0.03627841919660568,
0.019917428493499756,
-0.013028716668486595,
-0.027435993775725365,
0.004778767470270395,
-0.01248896773904562,
-0.007123669609427452,
0.02649426832795143,
-0.020143892616033554,
0.012213319540023804,
0.0016077596228569746,
-0.03164114058017731,
0.006108321715146303,
0.022168409079313278,
-0.009366586804389954,
0.003569664666429162,
-0.00045598275028169155,
0.027772752568125725,
-0.03463059663772583,
0.01562360767275095,
0.006886092945933342,
0.03090430051088333,
0.027495548129081726,
0.010902012698352337,
0.0009347099112346768,
0.020002853125333786,
-0.024689029902219772,
-0.0007334889378398657,
-0.012801630422472954,
0.004276494029909372,
0.01475871168076992,
0.009120091795921326,
0.02290545403957367,
0.02295493334531784,
0.008097775280475616,
-0.005976524669677019,
0.002532444428652525,
-0.018406271934509277,
-0.002606247551739216,
-0.027882883325219154,
0.007405649870634079,
-0.010518224909901619,
0.01591194048523903,
0.003418605076149106,
0.014175085350871086,
0.01668180525302887,
-0.015656927600502968,
0.0036798741202801466,
-0.004504715092480183,
0.00426079798489809,
0.0020408066920936108,
0.03830961138010025,
-0.00267938245087862,
0.019270500168204308,
-0.06275483965873718,
-0.01669641211628914,
0.0011311746202409267,
-0.0013770312070846558,
-0.0069986432790756226,
-0.0073351021856069565,
-0.002160836011171341,
-0.026377860456705093,
0.0032793954014778137,
0.015252378769218922,
-0.0061010196805000305,
-0.02308962121605873,
-0.011860143393278122,
0.030629923567175865,
0.01368725672364235,
-0.0004896228201687336,
-0.0038434965535998344,
0.005360001232475042,
0.006455528549849987,
-0.019139375537633896,
0.006466061808168888,
-0.016025155782699585,
-0.022773178294301033,
0.027690064162015915,
-0.004914074670523405,
-0.0034734688233584166,
-0.016944635659456253,
0.0011808592826128006,
0.006969421170651913,
-0.03878472000360489,
0.024421773850917816,
-0.013923127204179764,
0.01944604516029358,
-0.012660274282097816,
0.011818078346550465,
0.03220317140221596,
-0.007173649035394192,
0.011589917354285717,
-0.005753197707235813,
0.008373180404305458,
0.03322324901819229,
0.022580493241548538,
0.004219416528940201,
0.006550667341798544,
-0.01658923551440239,
0.04552290588617325,
0.020514268428087234,
-0.018525835126638412,
-0.013637377880513668,
-0.02237333171069622,
0.00845332071185112,
0.031431473791599274,
-0.0008111302740871906,
-0.010962755419313908,
0.015509232878684998,
0.0036734675522893667,
0.015664605423808098,
-0.026169883087277412,
0.02962033636868,
-0.003127617295831442,
0.009443262591958046,
-0.024950504302978516,
0.008594122715294361,
0.0029972863849252462,
-0.011860379949212074,
0.025500107556581497,
0.012076735496520996,
0.043476566672325134,
0.008298976346850395,
-0.005170096177607775,
0.008993609808385372,
-0.00944979302585125,
-0.0007834555581212044,
0.020864810794591904,
0.010270584374666214,
0.018386561423540115,
0.011655979789793491,
0.021439343690872192,
-0.025447405874729156,
-0.004934537224471569,
0.002939194906502962,
-0.004432325717061758,
0.00800285767763853,
-0.003999126143753529,
-0.004586870316416025,
-0.011346323415637016,
-0.022299036383628845,
0.006315725855529308,
-0.004835022147744894,
0.007150058634579182,
-0.02195078693330288,
-0.011223496869206429,
0.01020315382629633,
-0.0009038099087774754,
-0.0020890168379992247,
-0.007229297887533903,
-0.0040156040340662,
-0.0077727301977574825,
-0.00717592379078269,
-0.0008605289622209966,
0.00989721529185772,
0.018940627574920654,
0.03149164840579033,
-0.0070215980522334576,
0.009480791166424751,
0.0015634475275874138,
0.01371435634791851,
0.013710448518395424,
0.035741087049245834,
-0.003531353548169136,
0.01884499564766884,
0.010188186541199684,
0.024785837158560753,
0.011638442054390907,
0.009643842466175556,
0.0067671919241547585,
0.01602485403418541,
-0.023307571187615395,
0.014989513903856277,
0.0017625000327825546,
-0.01116429828107357,
0.007504735607653856,
-0.002782422350719571,
-0.011836136691272259,
0.012620873749256134,
0.005308129359036684,
0.0032180198468267918,
0.007019914221018553,
-0.010805655270814896,
-0.021907608956098557,
-0.009179102256894112,
-0.0075283534824848175,
-0.010845492593944073,
0.005656425841152668,
-0.004554650746285915,
-0.003048113314434886,
0.014323536306619644,
-0.010419795289635658,
-0.016827721148729324,
0.033015161752700806,
-0.007822335697710514,
-0.01730586215853691,
0.024064332246780396,
0.028475264087319374,
-0.005890844389796257,
-0.013277510181069374,
-0.01845698058605194
] |
[
0.3602403998374939,
-0.4684649109840393,
0.39660269021987915,
0.4595406949520111,
0.2096375823020935,
0.06449086964130402,
-0.45081451535224915,
0.0567864365875721,
-0.4588697850704193,
-0.8624413013458252,
-0.28925976157188416,
0.006979295518249273,
-0.2668139636516571,
0.6403966546058655,
0.1974732130765915,
0.2701914608478546,
0.6280389428138733,
0.1588505208492279,
-0.1944652944803238,
-0.2854539752006531,
-0.6869125366210938,
-0.10203887522220612,
0.2348734736442566,
0.02600264549255371,
0.02940071001648903,
0.23437264561653137,
0.48614954948425293,
0.09597912430763245,
-0.029132552444934845,
-0.12409384548664093,
-0.07641524821519852,
0.12205608934164047,
-0.12481614947319031,
0.36038070917129517,
0.4383357763290405,
-0.7379807233810425,
-0.10796879231929779,
-0.10822009295225143,
-0.4349793493747711,
-0.8219519853591919,
-0.48757606744766235,
0.004741724114865065,
0.025781864300370216,
0.5325142741203308,
-0.18772120773792267,
-0.17044654488563538,
-1.2452625036239624,
-0.14443497359752655,
-0.522774338722229,
0.1052076444029808,
-0.161952406167984,
0.38370588421821594,
-0.038129549473524094,
0.1872429996728897,
-0.2732197642326355,
0.1262209266424179,
0.01659262180328369,
-0.26335349678993225,
0.1535162776708603,
-0.5059048533439636,
0.17064417898654938,
-0.24846050143241882,
-0.14802977442741394,
0.428537517786026,
-0.003724295413121581,
0.023396939039230347,
0.08279544860124588,
0.026362892240285873,
-0.3876586854457855,
-0.33000582456588745,
-0.04684974253177643,
0.0975247398018837,
0.044026929885149,
0.7451967597007751,
-0.6441237330436707,
0.3136236071586609,
0.29233673214912415,
-0.5023682713508606,
-0.03198840469121933,
0.1906019151210785,
-0.6014596223831177,
0.3322024643421173,
0.5392820835113525,
-0.02821451611816883,
0.8709567785263062,
0.20313051342964172,
-0.4645906984806061,
0.4029199779033661,
-0.5533261895179749,
0.8259854316711426,
0.033933237195014954,
0.02160167135298252,
0.29284942150115967,
0.3174794316291809,
0.16400882601737976,
0.17232298851013184,
0.1459270715713501,
-0.47585198283195496,
0.5097551941871643,
0.3376007378101349,
-0.3035537600517273,
-0.23685747385025024,
0.030487293377518654,
-0.11121268570423126,
-0.15564894676208496,
-0.4193494915962219,
-0.6255481243133545,
-0.6397106647491455,
-0.29204031825065613,
0.30161282420158386,
-0.30855482816696167,
0.3738371729850769,
-0.010219590738415718,
0.0800928995013237,
0.30931469798088074,
0.09581145644187927,
0.05023780092597008,
-0.39672037959098816,
-0.044250402599573135,
0.018150687217712402,
0.25141263008117676,
1.129502773284912,
-0.13573956489562988,
0.29491761326789856,
0.022621095180511475,
-0.20787504315376282,
0.5566188097000122,
-0.061774659901857376,
-0.43984755873680115,
0.295378178358078,
0.25477904081344604,
0.6173620820045471,
-0.026516234502196312,
0.06662102043628693,
-0.358545184135437,
-0.710953950881958,
0.4479294419288635,
0.11302338540554047,
0.3277363181114197,
-0.04506634175777435,
-0.3724231421947479,
-0.3406943380832672,
-0.18424102663993835,
0.1351613849401474,
0.5711318254470825,
0.09531527012586594,
0.30762001872062683,
-0.6120142340660095,
-0.6634674072265625,
-0.14199131727218628,
-0.33726587891578674,
0.8744135499000549,
-0.4028297960758209,
-0.10092245787382126,
-0.4347938597202301,
0.9108173251152039,
0.037396229803562164,
-0.01669466309249401,
0.12699595093727112,
0.029348988085985184,
0.1715451180934906,
0.2528012692928314,
-0.6612677574157715,
0.19690805673599243,
-0.11198784410953522,
-0.3293435573577881,
0.1469280868768692,
0.2582647502422333,
0.10796604305505753,
0.08486083149909973,
0.23841269314289093,
-0.18301694095134735,
-0.7026082873344421,
-0.30467212200164795,
-0.2537766098976135,
0.2771269679069519,
0.3526918590068817,
0.19089969992637634,
0.14039546251296997,
0.2938525378704071,
-0.6572327613830566,
-0.09290505200624466,
0.29615676403045654,
-0.35790207982063293,
-0.11794145405292511,
0.06710510700941086,
0.6240519881248474,
0.012131609953939915,
-0.12132756412029266,
0.07739982008934021,
-0.5026525259017944,
-0.08574852347373962,
0.17740999162197113,
-0.6879591941833496,
1.1086692810058594,
0.04019535332918167,
-0.17766457796096802,
0.8798171877861023,
-0.38367196917533875,
0.04143265262246132,
-0.008725994266569614,
0.15988041460514069,
0.45007604360580444,
-0.4344582259654999,
-0.24485453963279724,
-0.3782039284706116,
-0.1730903685092926,
0.0981852114200592,
-0.5592302680015564,
0.0005627079517580569,
0.3737686276435852,
-0.3678063750267029,
0.3019789457321167,
-0.5995075702667236,
0.6659467220306396,
-0.4289301335811615,
-0.2010909914970398,
0.19319218397140503,
0.15973852574825287,
0.22781367599964142,
1.3041527271270752,
-0.5752039551734924,
0.4289296567440033,
0.9528106451034546,
0.1316026896238327,
0.12798622250556946,
0.6081603169441223,
0.2301836758852005,
0.6814464926719666,
-0.3479165732860565,
-0.04879143461585045,
-0.14334061741828918,
-0.06111631914973259,
-0.7869939208030701,
0.032742440700531006,
0.3029685318470001,
0.39833107590675354,
-0.2455124408006668,
-0.24456748366355896,
-0.05509612336754799,
-0.2648824453353882,
0.13460826873779297,
-0.6017345190048218,
0.2637127637863159,
0.40361884236335754,
-0.4727816581726074,
-0.3179871439933777,
-0.1482757180929184,
-0.421024352312088,
-0.2996617257595062,
-0.008873231709003448,
0.28307706117630005,
0.24743478000164032,
-0.668372631072998,
0.34754088521003723,
0.22083282470703125,
0.08503656089305878,
0.034047797322273254,
-0.0749775618314743,
-0.07005749642848969,
-0.13625366985797882,
0.23844265937805176,
-0.24960631132125854,
0.3070083558559418,
-0.11253613233566284,
-0.29557812213897705,
-0.575683057308197,
-0.12309636175632477,
0.2650196850299835,
0.7028685808181763,
0.4388066530227661,
-0.6630054116249084,
-0.23761972784996033,
-0.11481601744890213,
-0.16295161843299866,
-0.8635739684104919,
0.5156009793281555,
0.4127283990383148,
-0.30198583006858826,
-0.9700666069984436,
-0.10052447021007538,
0.44266125559806824,
0.8288785815238953,
-0.12054209411144257,
0.1259845644235611,
-0.36796072125434875,
-0.0311752799898386,
-0.3380075693130493,
-0.7766350507736206,
-0.40397846698760986,
0.1766951084136963,
0.4546011686325073,
-0.18049219250679016,
0.17015767097473145,
0.27334609627723694,
0.7785981893539429,
-0.32805535197257996,
0.2609851658344269,
0.3907620310783386,
-0.11685971170663834,
-0.45678550004959106,
-0.10314466804265976,
0.2624712884426117,
-0.2641998529434204,
0.41573601961135864,
-0.7956416606903076,
-0.20929838716983795,
0.30133935809135437,
-5.8274760246276855,
-0.058308567851781845,
-0.3830931782722473,
0.07996560633182526,
-0.06240849941968918,
-0.24653562903404236,
0.3156406283378601,
-0.10538464039564133,
0.3949357569217682,
-0.1128622442483902,
-0.2921050190925598,
0.42595958709716797,
-0.5237709879875183,
-0.08297966420650482,
0.3488728404045105,
0.7583158016204834,
0.5137985348701477,
0.28693512082099915,
0.3211502134799957,
-0.1839495152235031,
-0.27844512462615967,
-0.4517826735973358,
0.07569879293441772,
0.3305376172065735,
0.28733956813812256,
0.18351753056049347,
-1.3533265590667725,
-0.01771259866654873,
-0.26095959544181824,
-0.22582566738128662,
0.08049322664737701,
-0.4052359163761139,
-0.2933521866798401,
-0.3222912549972534,
0.18043945729732513,
-0.28550416231155396,
0.2783695161342621,
0.023640478029847145,
0.13349857926368713,
-0.6303285956382751,
0.7825335264205933,
0.49332374334335327,
-0.1430349200963974,
0.2601822018623352,
0.36075180768966675,
-0.5247894525527954,
-0.17630092799663544,
0.09236771613359451,
-0.5606275200843811,
0.6778315305709839,
-0.17545542120933533,
-0.3830862045288086,
0.214242622256279,
-0.2816983461380005,
-0.3788480758666992,
-0.44875791668891907,
-0.14778846502304077,
0.1793714314699173,
-0.5290822982788086,
0.3838276267051697,
-0.10069876909255981,
-0.8242701292037964,
0.03236997127532959,
-0.9834728837013245,
-0.1480250060558319,
0.37590470910072327,
-1.0390523672103882,
-0.2757594585418701,
0.40222516655921936,
0.3346797227859497,
-0.1671789139509201,
0.7865200638771057,
0.3015100955963135,
-0.6618890762329102,
0.29776841402053833,
-0.45358210802078247,
0.387582391500473,
-0.08453525602817535,
0.1019134521484375,
0.2886466681957245,
0.24164621531963348,
0.1611141562461853,
-0.18302808701992035,
0.026050308719277382,
-0.21866647899150848,
-0.5808403491973877,
-0.23528404533863068,
-0.1897350251674652,
-0.5299437642097473,
0.2784937620162964,
0.5988585352897644,
-0.2217787504196167,
0.6312558054924011,
0.620897114276886,
0.6760053634643555,
0.07932461053133011,
0.08761651813983917,
0.115999735891819,
-0.3314987123012543,
-0.594404935836792,
0.7410306930541992,
-0.005951897241175175,
-0.5833428502082825,
-0.6569985747337341,
0.10303936153650284,
0.4411967098712921,
-0.3929124176502228,
-0.06590729206800461,
0.3883483111858368,
0.001267533632926643,
-0.042817991226911545,
0.518785834312439,
-0.2356255054473877,
-0.5402782559394836,
0.30780112743377686,
0.05705532431602478,
-0.7064732313156128,
0.3264298141002655,
0.47265487909317017,
-0.15520469844341278,
0.3430996239185333,
0.19936224818229675,
0.31813159584999084,
0.2692748010158539,
0.19981801509857178,
-0.16135483980178833,
0.35957828164100647,
0.4394116699695587,
0.17632165551185608,
-0.15058502554893494,
0.45118069648742676,
0.3406203091144562,
-0.30628859996795654,
-0.4113321602344513,
-0.04782978445291519,
-0.5132794380187988,
-0.34522178769111633,
-0.04911931976675987,
0.1892143338918686,
-0.3007042706012726,
0.3693782389163971,
0.2508814036846161,
0.19309204816818237,
0.22377480566501617,
0.43387624621391296,
0.0660969689488411,
0.0028312390204519033,
0.21130983531475067,
-0.007778650149703026,
-0.23885469138622284,
-0.2518908977508545,
-0.42489364743232727,
0.01841631904244423,
-0.03529668599367142,
-0.06638521701097488,
-0.4903949797153473,
0.42838284373283386,
0.0572035051882267,
0.48231980204582214,
-0.2653998136520386,
0.5113669633865356,
-0.15861354768276215,
-0.8700642585754395,
0.1953279823064804,
0.09095962345600128,
0.236077219247818,
-0.31976738572120667,
-0.3568454384803772,
-0.2861379086971283,
0.6091488599777222,
0.0214620903134346,
-0.5332059860229492,
-0.2896885275840759,
-0.3058871030807495,
0.04188556596636772,
0.06210899353027344,
0.3624720275402069,
0.48840609192848206,
0.24339312314987183,
0.010379457846283913,
0.10651306807994843,
-0.3251204788684845,
-0.3625492751598358,
0.36285722255706787,
0.964704155921936,
-0.04852877929806709,
-0.20584893226623535,
-0.030944466590881348,
-0.34883007407188416,
-0.295510858297348,
0.34935685992240906,
0.30773380398750305,
0.504274845123291,
0.12495718896389008,
0.2824588418006897,
-0.7196272611618042,
0.09109228849411011,
0.07948263734579086,
-0.28218594193458557,
-0.9518510699272156,
-0.34900084137916565,
0.5311080813407898,
-0.7670138478279114,
0.704343318939209,
0.28759393095970154,
-0.11069448292255402,
0.4301530122756958,
0.07500512897968292,
-0.08404131233692169,
-0.45053043961524963,
-0.6379295587539673,
-0.0011731871636584401,
-0.21528004109859467,
-0.045605942606925964,
-0.4447506368160248,
-0.03299165144562721,
0.40572023391723633,
-0.5386791229248047,
-0.566584050655365,
-0.024171220138669014,
0.055489685386419296,
-0.25130516290664673,
-0.3850133717060089,
-0.1621411293745041,
-0.2755914330482483,
0.3076397776603699,
0.5577868223190308,
-0.44959351420402527,
-0.39052754640579224,
0.10550963878631592,
-0.4686885178089142,
-0.30021893978118896,
0.21292006969451904,
-0.4146639108657837,
-0.1630195826292038,
-0.4204408526420593,
0.197366401553154,
0.04839150235056877,
0.19847427308559418,
0.32193970680236816,
-0.46915358304977417,
0.5926368832588196,
-0.24316155910491943,
-0.6779839992523193,
0.028544384986162186,
0.17702819406986237,
0.3036578893661499,
-0.3943074345588684,
-1.0256844758987427,
-0.4958663582801819,
0.29373931884765625,
-0.7573162317276001,
0.033642206341028214,
-0.19832664728164673,
0.7383307814598083,
-0.10877177119255066,
-0.5073496699333191,
-0.4156131446361542,
-0.2755800783634186,
0.14942286908626556,
-0.08764257282018661,
-0.323518842458725,
-0.04543805867433548,
-0.25693729519844055,
0.11612382531166077,
0.2976486086845398,
-0.16323699057102203,
-0.5524330735206604,
-0.0237031988799572,
-0.5980117917060852,
0.38872474431991577,
0.30882516503334045,
0.4874166250228882,
0.5187227725982666,
0.8320972919464111,
-0.11272233724594116,
-0.0999952107667923,
0.23266132175922394,
0.34763675928115845,
0.21012739837169647,
-0.3932797610759735,
-0.5728750824928284,
0.22370104491710663,
0.01889689452946186,
0.893857479095459,
-0.03644990175962448,
0.33666548132896423,
0.012601982802152634,
0.3233855664730072,
-0.04674318805336952,
-0.016699790954589844,
0.10581771284341812,
-0.05353037267923355,
-0.21125251054763794,
-0.5521870851516724,
-0.11807354539632797,
0.7868660092353821,
-0.009543693624436855,
-0.02982245571911335,
0.08262995630502701,
-0.26385045051574707,
0.8760815858840942,
0.5370069146156311,
-0.747567355632782,
0.43409469723701477,
0.07356920838356018,
0.4233943819999695,
-0.036295611411333084,
-0.44982028007507324,
-0.20260943472385406,
0.3616601824760437,
-0.07393893599510193,
0.4159281849861145,
0.41114866733551025,
-0.5440168976783752,
-0.08407163619995117,
-0.10303524881601334,
0.12005182355642319,
0.5848498940467834,
0.0006696684285998344,
0.06664484739303589,
0.6911020874977112,
0.27717170119285583,
-0.36215740442276,
0.05275053158402443,
0.7385557293891907,
-0.29020923376083374,
-0.09492364525794983,
-0.16379357874393463,
0.023486580699682236,
0.4504023492336273,
0.7570713758468628,
-0.5578919053077698,
0.21406489610671997,
0.25811877846717834,
0.4525589048862457,
0.024164019152522087,
-0.13190597295761108,
-0.4210847318172455,
0.3152768909931183,
0.13598600029945374,
0.43762239813804626,
-0.37996530532836914,
0.2967391014099121,
-0.5180127620697021,
0.5224614143371582,
0.5360500812530518,
0.3851972818374634,
-0.33269035816192627,
0.5651577711105347,
0.16979873180389404,
0.045189984142780304,
-0.32212015986442566,
0.8416849374771118,
-0.6893466711044312,
-0.21755681931972504,
0.4854491651058197,
-0.42310625314712524,
0.012308088131248951,
0.46304407715797424,
0.01577877625823021,
0.8081295490264893,
-0.1281893253326416,
0.08067093044519424,
-0.40903377532958984,
0.17955827713012695,
0.4753311276435852,
-0.16871753334999084,
0.007368368562310934,
-0.20383594930171967,
-0.11458951979875565,
0.551688551902771,
-0.27884599566459656,
0.33391308784484863,
0.06831379979848862,
-0.6399350762367249,
-0.2345653474330902,
0.2282649725675583,
-0.16284556686878204,
0.19685806334018707,
0.15390972793102264,
0.10824478417634964,
0.15382368862628937,
-0.3821246325969696,
0.01169360987842083,
-0.010492268949747086,
-0.31462135910987854,
0.16316762566566467,
0.5901493430137634,
0.03048022650182247,
-0.25364765524864197,
-0.6089906692504883,
-0.005247647408396006,
0.004452436696738005,
0.14203397929668427,
0.5480630993843079,
-0.4175231456756592,
0.9918650388717651,
0.7559636831283569,
0.46072566509246826,
0.06082738935947418,
-0.31278884410858154,
-0.09650535136461258,
0.6237698197364807,
-0.3101073205471039,
0.6228752732276917,
-0.6091770529747009,
-0.21328909695148468,
-0.6097986102104187,
0.5893203616142273,
0.5600178837776184,
0.3073677122592926,
-0.28421923518180847,
-0.08429747074842453,
-0.16858935356140137,
0.752417802810669,
0.6879106163978577,
-0.27772772312164307,
-0.02414386160671711,
-0.303803414106369,
-0.810705840587616,
-0.4118867516517639,
0.6613209247589111,
-0.26807305216789246,
0.4025934338569641,
-0.42831355333328247,
0.35889938473701477,
0.5758487582206726,
-0.3496537208557129,
0.7079781293869019,
0.16030636429786682,
-0.12563040852546692,
-0.8703051209449768,
0.5307701826095581,
-0.45862892270088196,
0.6402310132980347,
-0.2986116409301758,
0.24960380792617798,
-0.0466916561126709,
-0.48980700969696045,
-0.11873432248830795,
-0.024670852348208427,
-0.5909088253974915,
0.2639079988002777,
-0.21797911822795868,
0.17575913667678833,
-0.04933232069015503,
-0.35864415764808655,
-0.8098738193511963,
0.24420227110385895,
0.14594745635986328,
-0.38417062163352966,
0.04375331103801727,
-0.3909635841846466,
-0.48566922545433044,
0.5310367941856384,
0.11285082995891571,
-0.49016210436820984,
0.14549539983272552,
0.10686127096414566
] |
We consider the problem of identifying the patients who are diagnosed with highgrade prostate cancer using the histopathology of tumor in a prostate needle biopsy and are at a very high risk of lethal cancer progression. We hypothesize that the morphology of tumor cell nuclei in digital images from the biopsy can be used to predict tumor aggressiveness and posit the presence of metastasis as a surrogate for disease specific mortality. For this purpose, we apply a compositional multiinstance learning approach which encodes images of nuclei through a convolutional neural network, then predicts the presence of metastasis from sets of encoded nuclei. Through experiments on prostate needle biopsies (PNBX) from a patient cohort with known presence (M1 stage, n = 85) or absence (M0 stage, n = 86) of metastatic disease, we obtained an average area under the receiver operating characteristic curve of 0.71± 0.08 for predicting metastatic cases. These results support our hypothesis that information related to metastatic capacity of prostate cancer cells can be obtained through analysis of nuclei and establish a baseline for future research aimed at predicting the risk of future metastatic disease at a time when it might be preventable.
|
[
-0.0015007703332230449,
0.0029016321059316397,
0.002377354307100177,
0.008050980046391487,
0.00523601146414876,
0.0028299428522586823,
0.01017727330327034,
-0.014813009649515152,
-0.009403682313859463,
-0.000335456570610404,
-0.002693135291337967,
0.0054112384095788,
0.001004938967525959,
0.017803287133574486,
-0.019478727132081985,
0.003827884327620268,
-0.028492312878370285,
0.002154476474970579,
0.005655571352690458,
0.01578541100025177,
-0.006805791985243559,
-0.025337472558021545,
0.00965505838394165,
0.029410846531391144,
-0.02212369069457054,
0.008277206681668758,
-0.013202948495745659,
-0.004422518890351057,
-0.02162168174982071,
0.012264099903404713,
-0.013700970448553562,
0.005476478952914476,
0.028264358639717102,
-0.025782611221075058,
0.005987298209220171,
-0.008177178911864758,
0.005444700364023447,
0.02886304073035717,
0.007410230580717325,
-0.003236020915210247,
0.005221091210842133,
-0.009364025667309761,
0.002526849741116166,
-0.010465526022017002,
-0.007246106397360563,
0.0028365175239741802,
0.0003154524601995945,
0.00779677601531148,
-0.00884212739765644,
0.00682428851723671,
-0.005631823558360338,
-0.015770353376865387,
-0.009137820452451706,
-0.0020094255451112986,
-0.006270498037338257,
-0.000006654765456914902,
0.01707891747355461,
0.001845876220613718,
-0.009017666801810265,
-0.02173589915037155,
-0.004843583796173334,
-0.024938687682151794,
0.0346408486366272,
0.002182580763474107,
-0.02345966547727585,
-0.06752996146678925,
0.04690660536289215,
0.015153510496020317,
-0.0036006015725433826,
-0.0005013137124478817,
-0.008964356034994125,
0.00974713359028101,
-0.007591167464852333,
-0.008867195807397366,
0.014485523104667664,
0.005301011726260185,
-0.019503338262438774,
-0.007272718939930201,
0.011727072298526764,
0.009135229513049126,
-0.011112982407212257,
0.00690054427832365,
-0.0009460924193263054,
0.015230268239974976,
0.0037632440216839314,
0.000404424499720335,
-0.011232927441596985,
0.0033944915048778057,
0.025175562128424644,
0.003453342244029045,
0.0011278961319476366,
-0.004314889200031757,
-0.025928474962711334,
0.003671973943710327,
-0.021551668643951416,
0.0027192654088139534,
-0.015954643487930298,
0.014400150626897812,
0.02544851414859295,
-0.017917316406965256,
-0.005051909014582634,
0.027110807597637177,
0.021098215132951736,
0.016980329528450966,
-0.020274758338928223,
0.007094188593327999,
-0.007836263626813889,
-0.015716571360826492,
0.041948482394218445,
0.01039615273475647,
0.011255288496613503,
-0.008115631528198719,
-0.036782436072826385,
0.010028637945652008,
0.0020231863018125296,
-0.01973903179168701,
0.004185236990451813,
-0.016533533111214638,
0.008599778637290001,
-0.012987811118364334,
-0.009033724665641785,
0.00729566952213645,
-0.0022245757281780243,
-0.0026925483252853155,
0.0043815854005515575,
-0.013054878450930119,
0.0021973373368382454,
-0.003738363739103079,
0.018057329580187798,
-0.004379878751933575,
-0.010115290060639381,
-0.002940461505204439,
-0.011959549970924854,
-0.012199899181723595,
-0.015101876109838486,
0.0075406525284051895,
-0.009278603829443455,
-0.008802381344139576,
0.004073957912623882,
-0.020892783999443054,
0.015468183904886246,
0.005694703198969364,
-0.0030186427757143974,
0.010608149692416191,
-0.004092709627002478,
0.0038895425386726856,
0.011975165456533432,
0.014116288162767887,
-0.020219579339027405,
-0.008472416549921036,
0.003369387239217758,
0.00863196887075901,
-0.009737811982631683,
-0.0012641310459002852,
0.03267671912908554,
0.007334325462579727,
-0.02237771451473236,
0.0036129215732216835,
-0.0057886517606675625,
-0.018277423456311226,
0.013738792389631271,
0.002926497720181942,
0.015214202925562859,
0.008294234052300453,
0.0019819727167487144,
-0.026266127824783325,
0.004218068439513445,
-0.004858499858528376,
-0.009599997662007809,
0.0024397496599704027,
0.0008605180773884058,
0.012066050432622433,
-0.014378947205841541,
0.006761666387319565,
-0.019456923007965088,
-0.00023995479568839073,
0.024598635733127594,
0.00703535508364439,
-0.008243737742304802,
0.06730977445840836,
0.005521154496818781,
0.02045273780822754,
0.017109639942646027,
-0.0075638871639966965,
0.016670813784003258,
-0.012252764776349068,
-0.015028107911348343,
0.001416024286299944,
0.003124549053609371,
0.021135054528713226,
-0.005884113721549511,
0.024292850866913795,
-0.014933571219444275,
0.009468589909374714,
-0.010263688862323761,
0.0028667906299233437,
-0.00703327264636755,
-0.004227012861520052,
0.01927928254008293,
0.008977167308330536,
-0.0027564254123717546,
-0.00021660560742020607,
-0.002409582957625389,
-0.02040167711675167,
-0.025668473914265633,
0.008125588297843933,
0.0086417431011796,
-0.027521025389432907,
-0.004470645450055599,
0.012400534003973007,
0.025252509862184525,
-0.02616543509066105,
-0.010396361351013184,
-0.015629757195711136,
0.023904988542199135,
0.011765336617827415,
0.024478038772940636,
0.006358570419251919,
-0.00017140619456768036,
-0.007664530072361231,
0.0021809018217027187,
0.016911642625927925,
0.016948983073234558,
0.00859181396663189,
0.02465422824025154,
-0.0042504542507231236,
0.003400138346478343,
0.009344594553112984,
0.008919630199670792,
0.007313118316233158,
-0.0109840864315629,
-0.022438891232013702,
-0.008924650959670544,
0.01160769909620285,
0.018210334703326225,
0.012699575163424015,
0.008705784566700459,
-0.013109279796481133,
0.013785958290100098,
-0.014151732437312603,
-0.0014818834606558084,
-0.0029274453409016132,
0.02126539684832096,
-0.025886431336402893,
0.02043447643518448,
-0.006728724576532841,
0.029021073132753372,
0.0016971139702945948,
0.011272849515080452,
-0.006048558279871941,
0.004901337902992964,
0.0027081738226115704,
0.02657979726791382,
0.007968686521053314,
-0.018538186326622963,
-0.016826249659061432,
0.01644250378012657,
0.01323205791413784,
0.02368663251399994,
-0.014402872882783413,
0.00018551194807514548,
0.005404836498200893,
0.012958062812685966,
-0.0024042087607085705,
-0.009123572148382664,
0.01534753106534481,
0.00016351556405425072,
-0.007840421050786972,
0.010507449507713318,
0.0010889656841754913,
0.0074919965118169785,
-0.003742694389075041,
-0.004180108197033405,
-0.08149947226047516,
-0.00938541628420353,
-0.0048791333101689816,
0.015451165847480297,
0.014046017080545425,
-0.0007107339333742857,
0.01789039373397827,
0.005001724231988192,
-0.0125398188829422,
-0.0064977309666574,
0.007356167770922184,
0.0008839680813252926,
-0.01105460338294506,
-0.002496562898159027,
0.01944989711046219,
-0.007253102958202362,
0.009679436683654785,
-0.022029630839824677,
0.009548982605338097,
-0.018691089004278183,
0.014797970652580261,
-0.035219889134168625,
0.018970713019371033,
0.005821512080729008,
-0.011227026581764221,
0.030935974791646004,
0.00432695122435689,
0.01011672243475914,
0.0038998769596219063,
0.000023658387362957,
0.012900471687316895,
-0.006300842855125666,
-0.011618120595812798,
0.0017807737458497286,
0.02996763586997986,
0.021824359893798828,
-0.001061991904862225,
0.01845845766365528,
-0.006272252183407545,
0.031074531376361847,
-0.008547618985176086,
0.0012176820309832692,
-0.006285323761403561,
-0.006902908906340599,
0.019194141030311584,
0.021103333681821823,
-0.021561339497566223,
-0.007851138710975647,
0.014762252569198608,
-0.013323280960321426,
-0.0036863749846816063,
0.019245758652687073,
-0.012559663504362106,
0.013126175850629807,
-0.014870351180434227,
0.009236755780875683,
0.011018901132047176,
-0.028472455218434334,
-0.012106198817491531,
0.0008210868109017611,
0.03070533648133278,
-0.00053564109839499,
0.014157681725919247,
0.01078004390001297,
-0.009318551979959011,
-0.0036321384832262993,
0.01600143499672413,
-0.009275759570300579,
-0.01432615052908659,
0.029415935277938843,
0.020506175234913826,
-0.004266212694346905,
-0.015309507958590984,
0.000967154570389539,
0.0002761036157608032,
-0.010367531329393387,
-0.011899815872311592,
-0.025244759395718575,
-0.0023340540938079357,
0.009555854834616184,
-0.01040092296898365,
-0.0005233739502727985,
0.022614017128944397,
-0.014992025680840015,
-0.012166815809905529,
-0.007431711070239544,
0.006531890016049147,
-0.006332834716886282,
0.009393199346959591,
-0.015294213779270649,
-0.009881475940346718,
0.014511680230498314,
-0.0020020869560539722,
0.004540722817182541,
-0.005150011740624905,
-0.0219586081802845,
0.0052217100746929646,
-0.004307802766561508,
0.010364474728703499,
0.009153196588158607,
-0.004120343830436468,
-0.004795638844370842,
0.025827299803495407,
-0.013452351093292236,
-0.01709308847784996,
0.00809831265360117,
0.02100037783384323,
-0.020349588245153427,
0.0019767070189118385,
-0.00399003503844142,
-0.022447828203439713,
-0.013083860278129578,
-0.004222671501338482,
0.011387014761567116,
0.008926035836338997,
0.015828154981136322,
-0.011474866420030594,
-0.013910057954490185,
0.07255887240171432,
0.0023164101876318455,
0.010584879666566849,
-0.025308474898338318,
0.007039894349873066,
-0.0237463116645813,
0.0029202131554484367,
0.02349824830889702,
-0.006511192303150892,
0.006995086558163166,
0.01157943345606327,
0.02017330937087536,
-0.005176995415240526,
0.00808077771216631,
-0.012935742735862732,
-0.0019805871415883303,
-0.001368061639368534,
-0.0020702104084193707,
-0.010117419995367527,
0.009257455356419086,
-0.00919664092361927,
-0.004093808121979237,
-0.02500850334763527,
-0.020960774272680283,
-0.007187449838966131,
-0.018952760845422745,
0.0027965325862169266,
-0.014985211193561554,
-0.008882732130587101,
0.0009369992767460644,
-0.01827174983918667,
0.01387851219624281,
-0.004143794998526573,
-0.011388448998332024,
0.020770369097590446,
0.01774679869413376,
0.02692294493317604,
0.017879128456115723,
-0.009563926607370377,
0.006516660563647747,
-0.001938594039529562,
-0.009903601370751858,
0.026024924591183662,
0.014303991571068764,
-0.02578907273709774,
0.003996223211288452,
-0.002186188008636236,
-0.0050932373851537704,
-0.0004791426472365856,
-0.011781224049627781,
-0.013701673597097397,
-0.01474580354988575,
0.01180984452366829,
0.03199276328086853,
-0.016112415120005608,
0.0029593384824693203,
-0.0022496262099593878,
-0.0029175737872719765,
0.004640485625714064,
-0.00752323679625988,
-0.026047464460134506,
-0.011282756924629211,
0.018019547685980797,
-0.0066720955073833466,
0.006711033638566732,
-0.01660185493528843,
0.011534281075000763,
-0.009369711391627789,
0.014452008530497551,
-0.017282983288168907,
0.016776422038674355,
0.0011057173833251,
-0.0037425009068101645,
-0.012494677677750587,
-0.0026305026840418577,
-0.007609632331877947,
0.005046647973358631,
-0.008725263178348541,
0.024500582367181778,
-0.020854923874139786,
0.011297071352601051,
-0.010394133627414703,
-0.01156009454280138,
-0.012001232244074345,
-0.0000842181034386158,
-0.004780820105224848,
-0.011444689705967903,
-0.07484667748212814,
-0.004695865325629711,
0.012947631999850273,
-0.004806062672287226,
-0.013585079461336136,
0.008233074098825455,
-0.01472172699868679,
0.0019358973950147629,
0.02695869468152523,
-0.004755393136292696,
0.012357682920992374,
-0.008844198659062386,
0.02255859225988388,
0.0054134801030159,
0.009997774846851826,
-0.013633890077471733,
-0.011396273970603943,
-0.00857124850153923,
-0.011623222380876541,
0.007615797221660614,
0.0017529497854411602,
0.017706628888845444,
-0.019355323165655136,
0.004549302160739899,
-0.00519177783280611,
-0.08155583590269089,
0.0033680875785648823,
-0.024538371711969376,
-0.016723062843084335,
0.0006342455744743347,
-0.026456821709871292,
-0.0027377966325730085,
-0.01493955496698618,
-0.019240617752075195,
-0.0155068039894104,
0.01920280046761036,
0.0029108512680977583,
0.014901285991072655,
0.0025261775590479374,
0.006476778537034988,
-0.010563372634351254,
0.015107699669897556,
-0.017950719222426414,
-0.017410241067409515,
0.011588379740715027,
-0.006626453250646591,
0.007531419862061739,
-0.007603432517498732,
-0.004249864257872105,
-0.0121247423812747,
-0.0035546699073165655,
0.001567767234519124,
0.010141408070921898,
0.0012504580663517118,
0.014891799539327621,
0.0033459009137004614,
-0.01754353754222393,
-0.022796504199504852,
-0.013474198058247566,
-0.02422293648123741,
-0.016222000122070312,
0.008281843736767769,
-0.02049318701028824,
0.027302473783493042,
-0.0029800275806337595,
-0.007369054947048426,
0.00798291526734829,
0.0023726788349449635,
-0.003797717159613967,
-0.011526087298989296,
0.006231637671589851,
0.0026020193472504616,
-0.0032260671723634005,
0.0112629234790802,
0.03326478973031044,
0.005412586964666843,
0.001202465733513236,
0.008141753263771534,
-0.0017844636458903551,
-0.004210939630866051,
0.03319596126675606,
-0.0033152643591165543,
0.0016095202881842852,
0.004022817127406597,
0.012279054149985313,
-0.015772297978401184,
0.012005784548819065,
-0.013430574908852577,
0.0723104327917099,
-0.018903285264968872,
0.008527219295501709,
-0.018687238916754723,
-0.009380445815622807,
0.00009147269884124398,
-0.025828424841165543,
-0.007534798234701157,
0.002198822796344757,
-0.0007397511508315802,
0.016281036660075188,
-0.002482208888977766,
0.015329634770751,
0.009111299179494381,
0.007981952279806137,
0.0024077491834759712,
-0.019956067204475403,
0.008572282269597054,
0.030443459749221802,
0.007332286797463894,
0.015171991661190987,
0.022699479013681412,
-0.03980577737092972,
0.006753512658178806,
0.043229810893535614,
-0.002598078455775976,
-0.018994901329278946,
0.023991413414478302,
-0.015731334686279297,
-0.010774709284305573,
-0.011497328989207745,
0.020084507763385773,
-0.0013335652183741331,
0.015806840732693672,
0.02232993021607399,
0.021094638854265213,
-0.0032240673899650574,
0.0010188878513872623,
0.008555002510547638,
-0.019032223150134087,
0.020264696329832077,
0.0005620005540549755,
-0.004101105034351349,
-0.02231791615486145,
0.027837146073579788,
-0.023599516600370407,
0.006076750811189413,
0.003467435948550701,
-0.014695653691887856,
0.02031549997627735,
0.0033026805613189936,
0.0050209155306220055,
0.01582491025328636,
0.02917608991265297,
0.001559521071612835,
0.004091794602572918,
-0.005376365967094898,
0.011277575045824051,
0.004095288924872875,
0.011706938035786152,
0.005091764498502016,
-0.014288866892457008,
-0.029126431792974472,
-0.017473533749580383,
0.01840364560484886,
-0.014411360956728458,
0.0008488441817462444,
-0.012642191722989082,
0.016911715269088745,
0.016868572682142258,
0.0022166799753904343,
0.013132413849234581,
0.006407361477613449,
-0.007583639118820429,
0.010015705600380898,
-0.00946141593158245,
0.006330261006951332,
0.01756790652871132,
-0.0018040433060377836,
0.00970478355884552,
-0.00677528278902173,
0.015946803614497185,
-0.00037733884528279305,
-0.01462105568498373,
-0.004552336409687996,
0.006906598340719938,
-0.016993990167975426,
-0.006932998076081276,
-0.00178284861613065,
0.010351079516112804,
0.030390683561563492,
0.00955323688685894,
-0.0034125682432204485,
0.019624046981334686,
0.0072476500645279884,
0.03410357981920242,
0.005241687409579754,
0.0014634908875450492,
-0.00590168684720993,
0.022594649344682693,
-0.011396549642086029,
0.006591044832020998,
-0.012660237029194832,
-0.027322573587298393,
-0.03280992433428764,
0.00483669200912118,
-0.013253484852612019,
-0.008920203894376755,
0.014331383630633354,
-0.006976730190217495,
0.024679362773895264,
0.004035993479192257,
0.01930658146739006,
-0.008387845009565353,
-0.007428281009197235,
0.008852774277329445,
-0.0015775698702782393,
0.0037397644482553005,
-0.01202370598912239,
-0.005240537691861391,
-0.022977575659751892,
-0.010533721186220646,
-0.01803763024508953,
0.026528125628829002,
0.0072093624621629715,
-0.015438328497111797,
-0.003661826252937317,
0.013506804592907429,
-0.029058534651994705,
-0.00946673471480608,
0.007184682413935661,
-0.027171604335308075,
0.0011236658319830894,
-0.0038086986169219017,
-0.01255092490464449,
0.0026238220743834972,
0.01949882321059704,
-0.013034891337156296,
0.00028271088376641273,
0.021715860813856125,
0.02541547454893589,
-0.015082811936736107,
0.000749280268792063,
-0.0023029171861708164,
0.007299741730093956,
-0.01807033270597458,
0.022659756243228912,
0.016978221014142036,
0.008348936215043068,
-0.0033258229959756136,
0.028597751632332802,
0.027369234710931778,
0.005423590540885925,
-0.004614252131432295,
0.006084985099732876,
0.01881406456232071,
0.00036854774225503206,
0.024896355345845222,
0.012879714369773865,
0.02003508433699608,
-0.004926248453557491,
-0.006225764751434326,
0.014919888228178024,
0.006812479346990585,
-0.007403101772069931,
0.019880637526512146,
-0.0012945448979735374,
0.013709562830626965,
-0.010685551911592484,
0.007631909567862749,
0.0039475904777646065,
0.0004886637907475233,
-0.012847533449530602,
0.018664350733160973,
-0.018775228410959244,
-0.017975948750972748,
-0.01124788261950016,
-0.004086739849299192,
-0.018097100779414177,
-0.0008686326909810305,
0.007321157958358526,
0.02368316613137722,
-0.008216476999223232,
-0.008092873729765415,
-0.008653441444039345,
-0.010515501722693443,
0.0009953277185559273,
0.0006653610616922379,
0.0014489572495222092,
0.0037242830730974674,
-0.016228465363383293,
0.004210624843835831,
-0.006663003470748663,
0.0031264524441212416,
-0.013948903419077396,
0.019253280013799667,
0.002117868047207594,
-0.01471539493650198,
-0.0041292342357337475,
0.00215719873085618,
0.014731744304299355,
-0.023591559380292892
] |
[
0.463993102312088,
0.2823474109172821,
-0.14641566574573517,
0.3895002603530884,
0.3510756492614746,
0.3051719665527344,
-0.07539331167936325,
-0.283589631319046,
-0.04485583305358887,
-0.5798599720001221,
0.26250481605529785,
0.13244092464447021,
-0.04762082174420357,
0.4118049144744873,
-0.040031641721725464,
0.758213222026825,
0.3631269335746765,
-0.05378802865743637,
-0.204152911901474,
-0.4882703423500061,
-0.30280736088752747,
-0.4403316080570221,
0.5183945298194885,
-0.06744392961263657,
-0.13312919437885284,
0.07658707350492477,
0.39787453413009644,
0.2226560115814209,
-0.2744411528110504,
-0.015392406843602657,
-0.2691211402416229,
0.31061726808547974,
-0.2975669801235199,
-0.6222469806671143,
-0.10128459334373474,
0.2572471797466278,
0.12770706415176392,
0.2665445804595947,
0.0703589916229248,
-0.46900686621665955,
-0.017212819308042526,
0.1654055118560791,
-0.1173933669924736,
0.4675171375274658,
-0.4642333984375,
-0.44488146901130676,
-1.428607702255249,
0.26214179396629333,
-0.2869907021522522,
-0.3709999918937683,
0.2908059358596802,
0.03813910111784935,
0.44130849838256836,
0.16360639035701752,
-0.015709441155195236,
0.12008886784315109,
-0.2478615790605545,
-0.16790172457695007,
0.22445234656333923,
-0.3132788836956024,
0.15186847746372223,
-0.13859237730503082,
-0.09651260077953339,
-0.04775024950504303,
0.4257061183452606,
0.4183201491832733,
0.2199782133102417,
-0.6303333640098572,
-0.7950609922409058,
-0.2660641670227051,
0.3987112045288086,
-0.29703807830810547,
-0.02806847356259823,
0.6480899453163147,
-0.11552400887012482,
0.39555421471595764,
-0.18285682797431946,
-0.05884558707475662,
0.1276371330022812,
0.04072492942214012,
-0.20652015507221222,
-0.3389342129230499,
0.39543938636779785,
0.2035115659236908,
0.6016039252281189,
0.4630933403968811,
-0.21748985350131989,
0.6736766695976257,
-0.6044373512268066,
-0.24398694932460785,
-0.28552889823913574,
0.1047733798623085,
0.23397965729236603,
0.7426890134811401,
0.7316332459449768,
0.5234636068344116,
0.105331189930439,
-0.008588330820202827,
-0.034702058881521225,
0.3313255310058594,
-0.0859857127070427,
0.07586710900068283,
0.2127421796321869,
-0.5255721211433411,
-0.15263444185256958,
-0.7384423613548279,
-0.2651108503341675,
-0.2036512941122055,
-0.7948121428489685,
0.24555566906929016,
-0.479682981967926,
0.7328839302062988,
0.020421139895915985,
0.08502636849880219,
-0.1218160092830658,
0.06606759130954742,
0.020574340596795082,
-0.2840900123119354,
-0.11123783141374588,
0.17476239800453186,
-0.45065829157829285,
1.781159520149231,
-0.3653946816921234,
0.3909803330898285,
-0.08341681957244873,
0.36960721015930176,
0.9422365427017212,
0.6016493439674377,
-0.04950747266411781,
0.2010243684053421,
-0.044822730123996735,
0.7629229426383972,
-0.11867688596248627,
-0.06183862313628197,
-0.23019592463970184,
-0.6819925308227539,
0.06331825256347656,
-0.18279260396957397,
0.2982088327407837,
-0.03344957157969475,
-0.40881770849227905,
-1.0163475275039673,
0.20495426654815674,
-0.2788800597190857,
0.199320986866951,
-0.49511435627937317,
-0.014252640306949615,
-0.1325167864561081,
-0.27257412672042847,
0.3179427981376648,
-0.3014437258243561,
0.4966905117034912,
-0.6030192375183105,
-0.281971275806427,
-0.11855266988277435,
0.37287092208862305,
-0.12435859441757202,
-0.19732224941253662,
-0.02082178369164467,
0.39927977323532104,
0.16226355731487274,
-0.00819814670830965,
-0.4199189841747284,
-0.04617598280310631,
0.21078705787658691,
-0.4058268666267395,
0.3139937222003937,
0.13298167288303375,
-0.053850118070840836,
-0.029492249712347984,
-0.24062244594097137,
-0.29528936743736267,
-0.259470134973526,
-0.3368709087371826,
-0.1834959238767624,
-0.02703128568828106,
0.17819005250930786,
0.13029438257217407,
0.1067032739520073,
-0.06479337811470032,
-0.9653938412666321,
-0.15311779081821442,
-0.15684765577316284,
-0.48240286111831665,
0.17597971856594086,
-0.1378888189792633,
0.3988182544708252,
0.2671336531639099,
-0.20638109743595123,
0.21814444661140442,
-0.04921668395400047,
-0.06425987184047699,
0.5113738179206848,
-0.9610831141471863,
1.2238116264343262,
-0.040810730308294296,
-0.10431771725416183,
1.2073559761047363,
-0.2562464773654938,
0.17886336147785187,
-0.02105253003537655,
-0.07191886007785797,
0.3768156170845032,
-0.10420770943164825,
-0.18814940750598907,
-0.22119884192943573,
0.3767235577106476,
-0.1911904513835907,
-0.36561310291290283,
-0.16048374772071838,
0.5259166955947876,
-0.33165696263313293,
-0.013999887742102146,
-0.29572945833206177,
-0.06643898785114288,
-0.11798599362373352,
-0.09642565250396729,
0.5390458703041077,
-0.32019558548927307,
-0.0748269259929657,
0.8869907855987549,
-0.46707990765571594,
0.6543496251106262,
0.3039037585258484,
0.4237988293170929,
1.0526745319366455,
0.020057328045368195,
-0.09454366564750671,
0.6398937702178955,
-0.441884309053421,
0.23113057017326355,
-0.11561796814203262,
0.18651354312896729,
-0.4718853235244751,
-0.17428985238075256,
0.3422963321208954,
0.03739837929606438,
-0.38489535450935364,
-0.0198195893317461,
0.21508756279945374,
-0.1973789632320404,
0.29539015889167786,
-0.8073417544364929,
0.2691463828086853,
0.127913698554039,
-0.42341935634613037,
-0.4304088056087494,
-0.033996134996414185,
-0.7341979742050171,
-0.28499144315719604,
-0.2072274088859558,
0.09636195003986359,
0.15549121797084808,
-0.693234920501709,
0.02963322214782238,
0.21442930400371552,
-0.20093269646167755,
-0.47842803597450256,
0.02032127045094967,
-0.3266589939594269,
-0.17743392288684845,
0.07244942337274551,
-0.023162519559264183,
-0.1259813755750656,
-0.2516689598560333,
-0.383497416973114,
-0.8254231214523315,
-0.500550389289856,
0.829505205154419,
0.6690653562545776,
0.5728479623794556,
0.07082157582044601,
-0.3847605288028717,
-0.1620289385318756,
-0.40149059891700745,
-0.8256627321243286,
-0.3236471116542816,
0.5394241809844971,
-0.6515524983406067,
-0.515635073184967,
-0.02603233978152275,
0.5781296491622925,
0.5293115973472595,
0.19382071495056152,
-0.447077214717865,
0.21270613372325897,
0.07315930724143982,
-0.35641881823539734,
-0.24221937358379364,
-0.3804394006729126,
-0.2453889399766922,
0.5544262528419495,
-0.47916311025619507,
-0.23083055019378662,
0.6154770851135254,
0.43891799449920654,
0.051099929958581924,
-0.07601206749677658,
0.306171178817749,
-0.24134407937526703,
-0.6510177254676819,
0.36901217699050903,
-0.11369059234857559,
-0.2052849978208542,
0.13499265909194946,
-0.10913679003715515,
-0.5650635361671448,
0.5732276439666748,
-6.025435924530029,
-0.11721845716238022,
-0.3910447657108307,
0.021312113851308823,
-0.28864213824272156,
-0.01932957023382187,
0.607703685760498,
-0.07167310267686844,
0.3386380970478058,
-0.12975293397903442,
-0.17927156388759613,
0.4496053159236908,
-0.26285645365715027,
0.11970946192741394,
0.25264132022857666,
0.165700763463974,
-0.021270912140607834,
-0.057013604789972305,
0.6852810382843018,
0.052434854209423065,
0.060945991426706314,
0.02063208445906639,
-0.07468447089195251,
0.711583137512207,
0.00466237822547555,
0.5242107510566711,
-0.8156064748764038,
0.16281896829605103,
-0.15858224034309387,
-0.4228772819042206,
0.12379258126020432,
-0.2766130864620209,
-0.06960940361022949,
-0.09679531306028366,
0.11652852594852448,
0.4613932967185974,
0.22233496606349945,
-0.04551742970943451,
0.2067928910255432,
-0.24672599136829376,
0.35654881596565247,
0.5405599474906921,
-0.5144445300102234,
-0.3040369153022766,
0.2872715890407562,
-0.16513042151927948,
-0.24454772472381592,
0.1833341270685196,
-0.1929043084383011,
0.6165663003921509,
-0.037551622837781906,
-0.1925506442785263,
0.4698365330696106,
0.33114418387413025,
-0.4694966971874237,
-0.23897723853588104,
0.07316453009843826,
-0.10989782214164734,
-0.6209982633590698,
-0.20276038348674774,
-0.13945800065994263,
-0.2547464072704315,
-0.030349798500537872,
-0.8719379305839539,
-0.13550657033920288,
0.2882230877876282,
-0.3357006907463074,
-0.1689210683107376,
0.08243752270936966,
0.14048127830028534,
0.022718273103237152,
0.2937273681163788,
0.42171573638916016,
-0.2050909698009491,
0.6072690486907959,
-0.2180396318435669,
-0.029432976618409157,
0.20246657729148865,
-0.31713220477104187,
0.1406601071357727,
-0.05565214902162552,
-0.3863849937915802,
0.15349449217319489,
0.07111833244562149,
0.5933420062065125,
-0.37848466634750366,
-0.34778857231140137,
-0.08973579853773117,
-0.23152516782283783,
0.4219682216644287,
0.3310268819332123,
-0.30643096566200256,
0.36003562808036804,
0.7934636473655701,
0.2604880928993225,
0.6948036551475525,
0.39548540115356445,
0.2075362205505371,
0.5819564461708069,
-0.05491125211119652,
0.7446626424789429,
0.16711106896400452,
-0.5292633771896362,
-0.7244726419448853,
0.1998712569475174,
0.08498726785182953,
-0.11211699992418289,
0.04481577128171921,
0.21488256752490997,
-0.3679780066013336,
0.09085162729024887,
0.021095728501677513,
-0.4676639139652252,
-0.23442596197128296,
0.2006593644618988,
-0.32239407300949097,
-0.24968647956848145,
0.22760134935379028,
0.6669610142707825,
-0.289938360452652,
0.11581446975469589,
-0.01755625009536743,
-0.17315295338630676,
0.4587574899196625,
0.28305405378341675,
-0.5703293681144714,
0.1383552998304367,
1.1313133239746094,
-0.4311511814594269,
0.022325627505779266,
0.3317439556121826,
0.28855544328689575,
-0.31071463227272034,
0.10013382136821747,
0.11125747859477997,
-0.08896125108003616,
-0.2919448912143707,
-0.2071368396282196,
0.21124447882175446,
-0.1676730215549469,
0.6511325836181641,
-0.268837571144104,
-0.09073315560817719,
0.23635898530483246,
0.16590248048305511,
-0.18176007270812988,
-0.2236233651638031,
0.10417089611291885,
-0.2919992506504059,
-0.15283328294754028,
-0.40113532543182373,
-0.2661716639995575,
0.2237570881843567,
-0.2652515769004822,
0.03999948874115944,
0.12158886343240738,
0.5676090717315674,
0.1132301390171051,
0.29089680314064026,
-0.19801759719848633,
0.10096193104982376,
0.25537511706352234,
-0.8448805809020996,
-0.08569158613681793,
0.021834470331668854,
-0.026663441210985184,
-0.49252691864967346,
0.05396881327033043,
-0.2980632781982422,
0.41281548142433167,
-0.32817506790161133,
-0.4383084177970886,
-0.08256169408559799,
-0.17037233710289001,
0.06177307665348053,
-0.1526980847120285,
-0.052816253155469894,
0.36643096804618835,
0.03703838959336281,
0.11877492070198059,
0.12857961654663086,
-0.7661689519882202,
-0.2941015958786011,
0.6055106520652771,
0.9259213805198669,
0.5489380359649658,
-0.2039516568183899,
-0.15034636855125427,
-0.8463367819786072,
-0.06963124126195908,
-0.16208043694496155,
0.12076504528522491,
0.5849104523658752,
0.21047396957874298,
0.1310867816209793,
-0.31849774718284607,
0.057710547000169754,
0.2186453938484192,
0.187483549118042,
-0.5159114003181458,
0.2546335458755493,
0.43728917837142944,
-0.36369046568870544,
0.5524596571922302,
0.5362560749053955,
-0.2362872213125229,
-0.07121948897838593,
0.13753816485404968,
-0.2592710554599762,
-0.36337170004844666,
-0.3840112090110779,
-0.5435080528259277,
0.253415048122406,
0.04584290087223053,
-0.29142656922340393,
-0.1723613739013672,
0.37262436747550964,
-0.057122308760881424,
-0.10536720603704453,
0.49837836623191833,
0.573205828666687,
-0.22872480750083923,
-0.2028789222240448,
0.0726863294839859,
-0.4904736876487732,
-0.16063620150089264,
0.8299133777618408,
-0.816315770149231,
-0.10661468654870987,
0.12994204461574554,
0.10531248152256012,
-0.07163506001234055,
-0.43440061807632446,
-0.24538950622081757,
-0.15332046151161194,
-0.48193109035491943,
0.03656790032982826,
0.3256290853023529,
-0.21540389955043793,
0.11339402943849564,
0.23994284868240356,
0.561339795589447,
-0.2590000033378601,
-0.12500254809856415,
-0.1440257728099823,
0.31374800205230713,
0.4321756660938263,
-0.5128124952316284,
-0.6449208855628967,
-0.03136398643255234,
0.3694843649864197,
-0.4267406165599823,
-0.10455964505672455,
-0.05350342392921448,
0.9720770716667175,
0.46598315238952637,
-0.2700594663619995,
-0.6528868079185486,
-0.3065051734447479,
0.6059886813163757,
-0.16283564269542694,
-0.336543470621109,
-0.4991861879825592,
-0.48662152886390686,
0.15452054142951965,
0.46330952644348145,
-0.287443608045578,
-0.3378185033798218,
0.27780747413635254,
-0.2819364070892334,
-0.22276395559310913,
0.3206007182598114,
0.3012159764766693,
0.3358110189437866,
-0.1260269433259964,
0.05224636197090149,
0.2429000437259674,
0.7649422287940979,
0.06876004487276077,
0.2880123257637024,
-0.04265018552541733,
-0.6067949533462524,
0.49267318844795227,
-0.3999117612838745,
0.13291190564632416,
-0.2872500419616699,
0.33196619153022766,
-0.1702008694410324,
0.5825831294059753,
-0.028476228937506676,
-0.16514520347118378,
0.006103846710175276,
-0.5397554636001587,
-0.22877193987369537,
0.019442196935415268,
0.3165989816188812,
0.4702702760696411,
0.1762138456106186,
0.3901940584182739,
-0.31749972701072693,
-0.3490169644355774,
0.4602902829647064,
0.4110063314437866,
-0.7282019257545471,
0.11726002395153046,
0.3031429946422577,
0.7988713979721069,
0.22524966299533844,
-0.5399104356765747,
0.10580047219991684,
0.3512986898422241,
0.0053599122911691666,
0.3443957567214966,
0.38665255904197693,
-0.4089231491088867,
0.2623129189014435,
0.2702721357345581,
0.11067628860473633,
0.5200006365776062,
0.11901483684778214,
0.2996829152107239,
0.3506051003932953,
0.6100894212722778,
-0.5110708475112915,
-0.35959649085998535,
0.3394501507282257,
0.1357845664024353,
0.15230421721935272,
-0.5606516599655151,
-0.0906650722026825,
0.39108091592788696,
0.6177220344543457,
-0.318024218082428,
0.47397199273109436,
0.38572266697883606,
0.3167879581451416,
-0.03670631721615791,
-0.48971468210220337,
-0.6054799556732178,
0.012823055498301983,
0.3817105293273926,
0.524695873260498,
-0.6908263564109802,
-0.12270722538232803,
0.40124768018722534,
0.36669063568115234,
-0.21116438508033752,
0.3502211570739746,
-0.29022762179374695,
0.12154299765825272,
-0.1419650763273239,
0.19002164900302887,
-0.6326003670692444,
0.18753071129322052,
0.0413074791431427,
-0.25745272636413574,
0.6537415385246277,
-0.2644401788711548,
-0.2775742709636688,
0.3802982270717621,
-0.037845827639102936,
0.6858514547348022,
-0.2751912772655487,
0.3658604025840759,
-0.25289061665534973,
-0.0472198985517025,
0.7206850647926331,
0.18565914034843445,
0.25450563430786133,
-0.22984465956687927,
-0.09477865695953369,
-0.29724982380867004,
-0.41909876465797424,
0.2240661382675171,
-0.3106277883052826,
-0.6480516195297241,
0.05013568699359894,
-0.2643212080001831,
-0.5149800777435303,
0.14624829590320587,
0.03376626595854759,
-0.10547537356615067,
-0.2669689655303955,
-0.47170430421829224,
0.15091070532798767,
-0.23549014329910278,
-0.30019670724868774,
0.2465381920337677,
0.5728029012680054,
0.4623338580131531,
0.3014134466648102,
-0.4759511351585388,
0.16049519181251526,
0.10265200585126877,
-0.221735879778862,
-0.19942933320999146,
-0.37613391876220703,
0.5641590356826782,
0.21292370557785034,
0.20372191071510315,
-0.16212019324302673,
0.05009001865983009,
0.006503241136670113,
0.5412143468856812,
-0.4864823520183563,
0.09384220093488693,
-0.744556725025177,
-0.20774365961551666,
-0.6989392042160034,
-0.011852969415485859,
0.6005535125732422,
0.07562116533517838,
-0.6435805559158325,
-0.10650398582220078,
-0.1735040247440338,
0.07885171473026276,
0.1404811590909958,
-0.27765896916389465,
0.10701584815979004,
-0.15988010168075562,
-0.4222583770751953,
-0.25745105743408203,
0.8119027614593506,
0.014391879551112652,
-0.18311278522014618,
-0.2766297161579132,
0.35139045119285583,
0.09085285663604736,
-0.2676008641719818,
0.27797138690948486,
0.21800677478313446,
0.1611378937959671,
-0.13989995419979095,
0.14477324485778809,
-0.2869156002998352,
-0.23871558904647827,
-0.03500555828213692,
0.21112650632858276,
0.3365081250667572,
-0.4691455662250519,
-0.2411782443523407,
-0.16237103939056396,
0.046789299696683884,
0.11079662293195724,
0.24359464645385742,
0.1884320080280304,
-0.21499118208885193,
-0.40522730350494385,
-0.7818161249160767,
0.6347364187240601,
-0.3306318521499634,
-0.06289806962013245,
0.1880616545677185,
0.014334508217871189,
-0.45028311014175415,
0.12320784479379654,
-0.34925422072410583,
-0.8044154047966003,
-0.09252522885799408,
-0.1542775183916092
] |
Design of a microstrip array antenna to achieve dual circular polarization is proposed in this paper. The proposed antenna is a 2×2 array antenna where each patch element is circularly polarized. The feed network has microstrip lines, cross slot lines and air-bridges. The array antenna can excite both right-hand circular polarization (RHCP) and left-hand circular polarization (LHCP) without using any 90° hybrid circuit or PIN diode. “Both-sided MIC Technology” is used to design the feed network as it provides flexibility to place several types of transmission lines on both sides of the dielectric substrate. The design frequency of the proposed array antenna is 10 GHz. The simulated return loss exhibits an impedance bandwidth of greater than 5% and the 3-dB axial ratio bandwidths for both RHCP and LHCP are approximately 1.39%. The structure and the basic operation along with the simulation results of the proposed dual circularly polarized array antenna are demonstrated in this paper.
|
[
0.005551821086555719,
0.012992417439818382,
-0.019316215068101883,
0.022005412727594376,
-0.011778993532061577,
-0.040926411747932434,
0.012201606296002865,
-0.0025457923766225576,
-0.015238151885569096,
0.001618286594748497,
-0.018999380990862846,
0.00509305065497756,
-0.020082678645849228,
0.00873279944062233,
0.012161241844296455,
-0.01241847313940525,
-0.025523008778691292,
-0.008383975364267826,
0.009734599851071835,
0.0042830039747059345,
0.014268104918301105,
0.04234334081411362,
0.011601289734244347,
-0.007797019090503454,
0.018980668857693672,
-0.01122312806546688,
0.028064925223588943,
-0.007616843096911907,
-0.01658642664551735,
0.030254676938056946,
0.009761523455381393,
-0.012384134344756603,
0.027327634394168854,
-0.03768371790647507,
0.004307235591113567,
0.021046586334705353,
-0.015609141439199448,
0.03511923551559448,
0.03452696278691292,
-0.00538688525557518,
-0.0001404997892677784,
-0.0037894747219979763,
0.0018620442133396864,
0.0012542931362986565,
-0.010347764939069748,
-0.0014509772881865501,
-0.00539699662476778,
0.011066244915127754,
-0.00801858864724636,
0.002271371427923441,
-0.00910972524434328,
0.0148346908390522,
-0.00972217507660389,
-0.006242577452212572,
-0.008542928844690323,
-0.032775089144706726,
0.020128745585680008,
-0.0006421140860766172,
0.008397776633501053,
0.0020523564890027046,
-0.016940845176577568,
0.05004063993692398,
-0.02868407964706421,
-0.03657102584838867,
0.005480365827679634,
-0.06626039743423462,
0.01591479778289795,
-0.002542871283367276,
0.02436642535030842,
-0.021284079179167747,
-0.0034325821325182915,
0.016605904325842857,
-0.014219759032130241,
-0.015222080983221531,
0.022905798628926277,
-0.044296711683273315,
-0.02252265438437462,
0.02542472630739212,
-0.025533271953463554,
0.015521010383963585,
0.014488624408841133,
-0.008997874334454536,
0.008983840234577656,
0.007823638617992401,
-0.029534325003623962,
-0.009049080312252045,
-0.02252211421728134,
0.025078244507312775,
0.014962196350097656,
0.025360804051160812,
-0.00523747131228447,
-0.036514729261398315,
-0.00794417504221201,
-0.004264062270522118,
0.014559142291545868,
0.022958531975746155,
-0.015675483271479607,
-0.00691329687833786,
0.009200166910886765,
0.008062964305281639,
-0.024700623005628586,
0.0077005792409181595,
0.016494145616889,
-0.008591954596340656,
-0.026989828795194626,
0.018504710868000984,
-0.01159888319671154,
0.009591545909643173,
0.014200113713741302,
0.010015880689024925,
0.0061967638321220875,
0.011073923669755459,
-0.009862125851213932,
0.0019149258732795715,
-0.019650492817163467,
0.009866547770798206,
-0.009066736325621605,
0.01389891467988491,
0.010801520198583603,
0.0016631628386676311,
-0.017615236341953278,
-0.02871336042881012,
0.007477536331862211,
-0.02178775891661644,
0.008297518827021122,
0.007712839171290398,
-0.012319974601268768,
-0.00910964235663414,
0.014618049375712872,
0.0028314702212810516,
-0.016106924042105675,
0.01062389463186264,
-0.02976544201374054,
-0.0015727244317531586,
-0.00894436240196228,
0.0057532209903001785,
-0.004955513868480921,
-0.004468854516744614,
0.010266369208693504,
0.004619932733476162,
0.022898118942975998,
0.008428437635302544,
0.009836413897573948,
0.014128627255558968,
-0.003745050635188818,
-0.007460087537765503,
0.003875534515827894,
0.0018959527369588614,
0.047994084656238556,
0.0012227506376802921,
0.009006395936012268,
0.0021913570817559958,
0.0010068444535136223,
-0.022383183240890503,
-0.003198138438165188,
0.005851325578987598,
-0.011010438203811646,
0.02869005873799324,
-0.023722060024738312,
0.029941171407699585,
0.003404609626159072,
-0.002043060027062893,
0.01282438449561596,
0.011848042719066143,
-0.0015744559932500124,
-0.007636367809027433,
0.0011130701750516891,
0.0010715518146753311,
-0.02172040566802025,
0.005813417490571737,
-0.014532498084008694,
0.04149568825960159,
-0.014718805439770222,
0.008527155965566635,
-0.002773457672446966,
0.0114907743409276,
-0.005626022815704346,
0.008401628583669662,
-0.00009152188431471586,
0.06658977270126343,
0.016704872250556946,
-0.0072514982894063,
0.0076424176804721355,
-0.029184812679886818,
0.007474483922123909,
-0.022157616913318634,
-0.02649693936109543,
-0.017201947048306465,
0.00543139036744833,
-0.015731951221823692,
-0.0008978419937193394,
-0.014291508123278618,
0.0016803801991045475,
-0.002813975792378187,
-0.025597717612981796,
0.005121681839227676,
0.004912053234875202,
0.010790402069687843,
-0.008687671273946762,
-0.012078430503606796,
0.010890666395425797,
-0.0073529379442334175,
0.0424395427107811,
-0.05869842320680618,
0.025539634749293327,
-0.0006671440205536783,
-0.014178253710269928,
-0.026538647711277008,
-0.005087593104690313,
0.04465314373373985,
0.030528904870152473,
0.005342594347894192,
-0.011622986756265163,
-0.011043619364500046,
0.006674547214061022,
0.01547178439795971,
0.0013884278014302254,
-0.005185980349779129,
-0.014235865324735641,
-0.017414256930351257,
-0.004611147567629814,
-0.006987691856920719,
0.00026768771931529045,
0.016784468665719032,
0.020044181495904922,
-0.0059209782630205154,
0.0028765853494405746,
0.01533618476241827,
0.011590011417865753,
0.016443826258182526,
0.011330980807542801,
-0.01368381641805172,
-0.017634741961956024,
0.028546325862407684,
0.010806819424033165,
-0.03436584398150444,
0.016519343480467796,
-0.006291825789958239,
-0.0026697618886828423,
-0.010810673236846924,
0.019320182502269745,
0.01987559348344803,
0.04659837856888771,
-0.03492467850446701,
-0.011743234470486641,
-0.00562705285847187,
0.0037584337405860424,
-0.0056089917197823524,
0.010604346171021461,
0.014420941472053528,
0.0067887259647250175,
-0.034605517983436584,
-0.01172721665352583,
-0.008976183831691742,
-0.03282885253429413,
-0.018996238708496094,
-0.010514979250729084,
0.02153090573847294,
0.0287379939109087,
-0.02512909658253193,
-0.003009534440934658,
0.0044808052480220795,
-0.008075624704360962,
-0.009986527264118195,
0.014928881078958511,
0.0006578951142728329,
-0.003563186153769493,
0.003932951018214226,
0.001152561977505684,
-0.003200690960511565,
0.004032601602375507,
-0.006999429315328598,
-0.01031199749559164,
-0.0803283080458641,
-0.013511589728295803,
-0.00830104947090149,
-0.02270546182990074,
0.012236373499035835,
-0.004332819953560829,
-0.025526920333504677,
0.03566734492778778,
-0.025274604558944702,
-0.003939465619623661,
-0.0023680594749748707,
0.04224088788032532,
-0.011819498613476753,
0.015670953318476677,
0.003376225009560585,
-0.00927412137389183,
0.01897534541785717,
0.01054364163428545,
-0.0024832268245518208,
-0.014367582276463509,
0.006106337532401085,
0.01820596307516098,
0.016977965831756592,
-0.010864680632948875,
0.018127063289284706,
-0.008295574225485325,
-0.006175169721245766,
0.018650827929377556,
0.013780048117041588,
0.001326855388469994,
-0.023836694657802582,
-0.010434464551508427,
-0.003482258412986994,
-0.006450523156672716,
0.011746811680495739,
0.0007784981280565262,
-0.033617183566093445,
0.008352676406502724,
-0.027544576674699783,
-0.010496118105947971,
-0.015696506947278976,
0.008496123366057873,
-0.006530839949846268,
0.015588739886879921,
-0.0031194528564810753,
0.01617981679737568,
-0.03292729705572128,
0.04810534417629242,
0.017917504534125328,
-0.027189116925001144,
0.0020707505755126476,
-0.0016910368576645851,
0.025749994441866875,
0.012287325225770473,
-0.007759615313261747,
0.019826676696538925,
0.0035302257165312767,
0.010712534189224243,
-0.014061382971704006,
-0.01662624627351761,
0.005838997662067413,
0.008384608663618565,
0.008723832666873932,
-0.026535602286458015,
-0.012114478275179863,
-0.022541413083672523,
0.008536234498023987,
-0.007220156490802765,
-0.010923587717115879,
0.0035266950726509094,
0.007541012950241566,
0.005734867881983519,
-0.005431120749562979,
-0.0038623628206551075,
-0.01769636571407318,
-0.01981787011027336,
-0.012596774846315384,
-0.005802488420158625,
-0.03171519935131073,
0.0015915583353489637,
-0.01062203198671341,
0.0018988973461091518,
0.01921854168176651,
-0.002976996824145317,
-0.005597689654678106,
0.014651053585112095,
0.010012850165367126,
-0.0008530692430213094,
0.000480855000205338,
-0.011322848498821259,
-0.01260322891175747,
0.009004883468151093,
-0.009668267332017422,
0.002868174109607935,
-0.007875494658946991,
0.015444857068359852,
0.023238547146320343,
0.0353635735809803,
-0.005300102289766073,
0.012509278953075409,
-0.0023574705701321363,
-0.0024794540368020535,
-0.0223405621945858,
-0.012187032029032707,
-0.01199901383370161,
0.009946168400347233,
-0.0017744540236890316,
-0.045225463807582855,
0.0037913257256150246,
-0.0015794247156009078,
0.012523077428340912,
-0.025516338646411896,
-0.015072491019964218,
0.05536220967769623,
0.009615162387490273,
0.007138076703995466,
-0.023167338222265244,
-0.0060923160053789616,
0.07076194137334824,
0.0003733057528734207,
0.005992403253912926,
-0.013362851925194263,
-0.022466033697128296,
0.0007534176111221313,
-0.005076942034065723,
0.016018100082874298,
-0.008357884362339973,
0.0194539874792099,
0.016096405684947968,
0.012935031205415726,
-0.05954161658883095,
0.07041308283805847,
-0.01544872485101223,
-0.010976368561387062,
-0.018852178007364273,
0.012175178155303001,
0.016650769859552383,
0.022921696305274963,
-0.01779734343290329,
-0.014201892539858818,
0.012911152094602585,
0.02886039763689041,
0.012236547656357288,
0.02314668521285057,
0.013998327776789665,
-0.021967027336359024,
-0.01986672729253769,
0.005542384460568428,
-0.009587552398443222,
0.016251493245363235,
-0.004270580597221851,
-0.03087068721652031,
-0.01575676165521145,
-0.009634954854846,
0.015750721096992493,
-0.0034042145125567913,
0.005498096346855164,
0.008967455476522446,
0.0427791029214859,
-0.01565161719918251,
0.0045657092705369,
0.012978926301002502,
0.02596534788608551,
0.02304731123149395,
-0.02958694100379944,
-0.0064285192638635635,
0.015730775892734528,
-0.0028438856825232506,
0.0008988226763904095,
-0.0039640082977712154,
0.016499444842338562,
-0.009583372622728348,
0.013823071494698524,
0.05263736471533775,
0.016484711319208145,
-0.0019448521779850125,
-0.016953041777014732,
-0.021048981696367264,
-0.04386049509048462,
0.006468144245445728,
-0.007892418652772903,
0.004527847282588482,
-0.011855063028633595,
-0.005606606137007475,
-0.016531411558389664,
-0.02452152967453003,
0.00927643571048975,
-0.020185308530926704,
-0.018304165452718735,
-0.005494856741279364,
-0.013767183758318424,
0.014033395797014236,
-0.02788340300321579,
-0.010704987682402134,
-0.010954517871141434,
-0.017038708552718163,
0.013084661215543747,
0.011542480438947678,
0.013538181781768799,
0.04216896742582321,
-0.015426771715283394,
-0.001989537850022316,
-0.028984561562538147,
0.0005672876723110676,
-0.006836086045950651,
-0.07457537949085236,
-0.03551904857158661,
-0.007735435385257006,
-0.005615862086415291,
-0.03556956723332405,
0.015602954663336277,
0.001946205971762538,
-0.02193148247897625,
-0.010918525978922844,
-0.0062626563012599945,
-0.009415311738848686,
0.002662844955921173,
0.004774643108248711,
0.0022327564656734467,
0.01027405820786953,
-0.012500915676355362,
-0.026024386286735535,
0.0090276338160038,
0.0018365015275776386,
-0.0034632517490535975,
0.03612988814711571,
-0.02937803789973259,
-0.029411081224679947,
-0.011569185182452202,
0.007083699107170105,
-0.07963533699512482,
-0.05369214713573456,
0.02031855843961239,
-0.002990998327732086,
-0.020467936992645264,
0.006316992454230785,
0.021178843453526497,
-0.011006282642483711,
-0.0011986029567196965,
-0.01608136296272278,
0.012358499690890312,
0.03760317713022232,
-0.007110621780157089,
0.007099314592778683,
-0.02604825235903263,
-0.0085610868409276,
0.02404874376952648,
0.0016244844300672412,
0.01955565996468067,
0.023263856768608093,
-0.003156656865030527,
-0.004366154782474041,
-0.015039676800370216,
0.0008769690757617354,
-0.008296728134155273,
-0.00021210918202996254,
-0.010071182623505592,
0.019015640020370483,
-0.01670188084244728,
-0.015938211232423782,
0.005030130967497826,
0.005794454365968704,
0.0020196137484163046,
-0.0025893752463161945,
-0.007408075500279665,
-0.02214970625936985,
0.045408740639686584,
0.014346921816468239,
-0.02719368040561676,
0.008068393915891647,
0.0006890475051477551,
0.014024724252521992,
-0.01778987981379032,
0.0003304602578282356,
-0.00008717249147593975,
0.00452764704823494,
0.006504785269498825,
-0.008128236047923565,
0.010142798535525799,
-0.005126499570906162,
0.012989228591322899,
-0.0008191671222448349,
-0.0017224578186869621,
0.009580357000231743,
0.04295993968844414,
0.003022562013939023,
0.0010969829745590687,
0.034320168197155,
0.0002140142023563385,
0.01267289649695158,
-0.007522905711084604,
0.02415882982313633,
-0.004592448938637972,
0.071604885160923,
-0.023899104446172714,
0.0013242900604382157,
-0.04342491924762726,
-0.0037862632889300585,
0.00824916735291481,
-0.009977147914469242,
-0.01778922975063324,
0.05282941460609436,
-0.014923217706382275,
0.017005862668156624,
-0.015953559428453445,
-0.01679879054427147,
0.0120865348726511,
0.03317754715681076,
-0.015514152124524117,
-0.0038929085712879896,
-0.02075956016778946,
-0.037399329245090485,
0.005615973379462957,
-0.0034884782508015633,
0.019333969801664352,
-0.0011491368059068918,
-0.016772260889410973,
-0.0013090234715491533,
0.001966889016330242,
0.013754768297076225,
-0.012072458863258362,
-0.03957783058285713,
0.011254409328103065,
-0.006782074458897114,
0.012215923517942429,
0.004663438536226749,
0.015851670876145363,
0.03214237093925476,
0.008475749753415585,
0.0063454885967075825,
0.011012171395123005,
-0.014135881327092648,
-0.02822411246597767,
-0.010902650654315948,
0.006434492766857147,
-0.0022323757875710726,
0.016519125550985336,
-0.006528285797685385,
0.017738955095410347,
0.011105213314294815,
0.009328754618763924,
-0.00962293054908514,
0.004684829618781805,
-0.007734743412584066,
-0.013037869706749916,
0.034479770809412,
-0.040303200483322144,
0.014351035468280315,
-0.06189468502998352,
-0.0028596664778888226,
0.013884352520108223,
-0.012090835720300674,
-0.02132219634950161,
0.00107908109202981,
-0.004408678039908409,
-0.032191723585128784,
0.007736894302070141,
0.003966770600527525,
0.005811909679323435,
-0.0014557491522282362,
-0.015020638704299927,
-0.010100414976477623,
0.014930027537047863,
-0.016674602404236794,
-0.010865616612136364,
0.005692152306437492,
0.00457032211124897,
0.01773468777537346,
-0.0017140153795480728,
0.0019627055153250694,
-0.01845283806324005,
0.00826396606862545,
0.005027838982641697,
-0.0010381207102909684,
0.02383495308458805,
0.024766582995653152,
-0.048030100762844086,
0.014418549835681915,
-0.012137303128838539,
0.005472668446600437,
0.010832037776708603,
0.003585363505408168,
0.01011715829372406,
0.02272869274020195,
0.010279880836606026,
0.007540909573435783,
-0.025994008406996727,
-0.0009347315644845366,
0.036530353128910065,
0.029256753623485565,
0.0022911857813596725,
-0.0073384433053433895,
-0.02185039408504963,
-0.012900495901703835,
-0.012616821564733982,
-0.015965359285473824,
-0.02926965430378914,
0.021977342665195465,
0.004250981844961643,
0.008814025670289993,
0.028945278376340866,
-0.026830468326807022,
-0.0396498441696167,
0.010658390820026398,
0.027324145659804344,
0.010527090169489384,
0.008330747485160828,
0.003507212270051241,
0.05701784789562225,
-0.0014469033339992166,
0.031145717948675156,
0.004735465161502361,
-0.00879443995654583,
0.02455151081085205,
0.021552536636590958,
0.008672158233821392,
0.02093558944761753,
0.023935355246067047,
-0.015265827998518944,
-0.002663621213287115,
0.022626793012022972,
-0.0017422863747924566,
-0.023705661296844482,
0.0345747247338295,
-0.015611659735441208,
0.001211406197398901,
-0.030037621036171913,
0.00047498010098934174,
0.0038272831588983536,
-0.004718787036836147,
0.026208406314253807,
0.04241339862346649,
0.045777831226587296,
0.021616443991661072,
-0.020785097032785416,
-0.000423398450948298,
-0.014284948818385601,
0.00847582332789898,
-0.00823166873306036,
-0.03518718481063843,
0.02175692841410637,
0.000533256446942687,
-0.01274199690669775,
0.01170792430639267,
-0.0031004776246845722,
-0.015476377680897713,
-0.008826727978885174,
-0.06387624144554138,
0.004067243076860905,
-0.002569642849266529,
-0.0002056634984910488,
-0.012675875797867775,
-0.002371197799220681,
-0.01198112778365612,
-0.0042162127792835236,
-0.01316840574145317,
0.010221995413303375,
-0.001977902837097645,
-0.009672294370830059,
0.022768616676330566,
0.031099190935492516,
-0.026426192373037338,
-0.027285974472761154,
0.030740566551685333,
0.032233089208602905,
-0.03253689408302307,
0.018451552838087082,
0.0023247390054166317,
-0.019938819110393524,
-0.006240102928131819,
-0.0029050144366919994,
-0.011464071460068226,
-0.0030838525854051113,
0.008295826613903046,
-0.03802232816815376,
0.021989820525050163,
-0.016485683619976044,
0.0027681004721671343,
-0.005006016232073307,
-0.010422191582620144,
-0.014323047362267971,
0.01997663825750351,
0.013824863359332085,
0.02263854630291462,
0.02111305668950081,
-0.028634048998355865,
-0.016883037984371185,
-0.001685597002506256,
-0.026134155690670013,
-0.025357406586408615,
0.017630895599722862,
0.0005913239438086748,
-0.023966068401932716,
0.014643767848610878,
-0.02184254303574562
] |
[
0.8696111440658569,
-0.29075923562049866,
0.7394735217094421,
0.3127477765083313,
-0.20201534032821655,
-0.03224784508347511,
-0.25351259112358093,
-0.4542747139930725,
0.025164209306240082,
-0.3184112310409546,
0.054929785430431366,
0.5676500201225281,
-0.6223369240760803,
0.18129490315914154,
-0.13385532796382904,
0.7211630940437317,
0.5217668414115906,
0.2037329077720642,
-0.5420510768890381,
-0.6070147752761841,
-0.05323109030723572,
-0.2627684772014618,
0.839514434337616,
0.009398194961249828,
0.07534955441951752,
0.5994330644607544,
0.6187624931335449,
0.25233781337738037,
0.34426063299179077,
0.3098198473453522,
0.5018945932388306,
0.22385857999324799,
0.16455574333667755,
-0.34716811776161194,
0.4383656978607178,
-0.09678736329078674,
0.000024237695470219478,
0.07947565615177155,
-0.33078262209892273,
-0.5797773599624634,
-0.2124786376953125,
-0.21121464669704437,
-0.22634857892990112,
0.5776766538619995,
-0.24364234507083893,
-0.48579278588294983,
-1.2011240720748901,
0.48955169320106506,
-0.4699588418006897,
0.11228013038635254,
-0.1215905174612999,
0.008420177735388279,
0.36807167530059814,
0.41735294461250305,
0.30489403009414673,
0.8475481271743774,
-0.5484238862991333,
-0.18497595191001892,
0.03276324272155762,
0.0031619006767868996,
-0.47295060753822327,
-0.1484963595867157,
-0.3437504470348358,
0.535987913608551,
-0.027130628004670143,
-0.07938127964735031,
-0.28749579191207886,
-0.2790067791938782,
-0.28945913910865784,
-0.3827499449253082,
0.3221093714237213,
0.09191764891147614,
-0.007793006021529436,
0.30301785469055176,
-0.030708039179444313,
-0.23036038875579834,
-0.42797112464904785,
-0.1316004991531372,
0.3573836386203766,
-0.097817562520504,
-0.0604531466960907,
-0.09384102374315262,
0.07770153880119324,
-0.2586241364479065,
0.5325646996498108,
-0.013747530989348888,
-0.11655602604150772,
0.6193753480911255,
-0.5486946105957031,
0.5739712715148926,
-0.03554532676935196,
-0.6476829648017883,
0.11456338316202164,
0.9233428239822388,
0.21314893662929535,
-0.5889266133308411,
-0.06142299994826317,
-0.17311233282089233,
0.15395775437355042,
0.38487663865089417,
0.034455835819244385,
0.31997621059417725,
0.38533157110214233,
-0.002780993701890111,
-0.06259169429540634,
-0.4870644807815552,
-0.8935922980308533,
-1.0276705026626587,
-0.5945219397544861,
0.28906431794166565,
-0.5977382063865662,
0.12647604942321777,
0.23639144003391266,
-0.18786467611789703,
-0.2590891122817993,
-0.01827380247414112,
0.3895808160305023,
-0.005762679502367973,
0.3386342227458954,
0.5250781774520874,
0.24784347414970398,
1.200473427772522,
-0.019750608131289482,
0.13645108044147491,
-0.2637750208377838,
0.17847324907779694,
0.24552136659622192,
0.4068267345428467,
-0.9231363534927368,
0.4268936514854431,
0.11893964558839798,
0.8026930689811707,
-0.08757399022579193,
0.2625032067298889,
-0.08718596398830414,
-0.7707357406616211,
0.237442284822464,
-0.5035478472709656,
0.43224963545799255,
0.2006050944328308,
-0.6479775905609131,
-0.5344536304473877,
-0.029036041349172592,
-0.47203609347343445,
-0.19457124173641205,
-0.2664562165737152,
-0.3233041763305664,
-0.3733382523059845,
-0.5538148283958435,
0.12295353412628174,
-0.24635757505893707,
0.17026937007904053,
-0.46198099851608276,
-0.19790157675743103,
-0.5779122710227966,
-0.3830575942993164,
-0.16425496339797974,
-0.16658711433410645,
-0.2078421711921692,
0.31556016206741333,
0.3164324164390564,
0.011102831922471523,
-0.6401216387748718,
-0.00007185018330346793,
0.1770607978105545,
-0.32138919830322266,
0.42530113458633423,
0.3691021502017975,
0.06717436760663986,
0.11480097472667694,
0.07363679260015488,
0.062390394508838654,
-0.17273525893688202,
-0.31672564148902893,
0.26486727595329285,
-0.4124516248703003,
0.2581692337989807,
0.1359119415283203,
0.008859970606863499,
0.2560807168483734,
-0.7597333788871765,
-0.1448722928762436,
-0.061808452010154724,
-0.44611480832099915,
-0.04584389552474022,
0.42646101117134094,
0.5063232183456421,
0.21513865888118744,
-0.16231492161750793,
-0.007506649941205978,
-0.3494253158569336,
-0.36758559942245483,
-0.10733765363693237,
-0.5152985453605652,
1.2391070127487183,
-0.5132250785827637,
-0.20026108622550964,
0.4503673017024994,
0.1734435260295868,
0.3399805426597595,
-0.33685964345932007,
0.04024164006114006,
0.5846935510635376,
-0.2968731224536896,
-0.6708719730377197,
-0.36735981702804565,
0.08286513388156891,
0.2099006026983261,
0.08775202929973602,
-0.19825513660907745,
0.4985564351081848,
-0.5912169218063354,
0.13850831985473633,
-0.43405964970588684,
0.17281486093997955,
-0.37890493869781494,
-0.4564506411552429,
0.2680869996547699,
-0.016424469649791718,
0.47356441617012024,
1.0170079469680786,
-0.27821582555770874,
-0.2665788531303406,
1.0339003801345825,
-0.383477121591568,
0.5142596364021301,
0.6594576835632324,
0.3029727339744568,
0.6110317707061768,
-0.2924347221851349,
0.21863073110580444,
-0.5624530911445618,
0.2730269432067871,
-0.3645320236682892,
-0.3115882873535156,
-0.14266365766525269,
-0.057786449790000916,
0.20642441511154175,
0.3263702392578125,
-0.02281908690929413,
0.10254760831594467,
0.440438836812973,
-0.6699275374412537,
0.08877243846654892,
0.05028488487005234,
-0.32987895607948303,
-0.48798179626464844,
0.028978263959288597,
0.26874634623527527,
-0.3626044690608978,
0.39339184761047363,
0.14766795933246613,
0.20055095851421356,
-0.9510447382926941,
0.07326479256153107,
0.2430151104927063,
-0.14357568323612213,
-0.25581812858581543,
0.06371654570102692,
-0.07468057423830032,
-0.2704509496688843,
-0.025347281247377396,
0.13647641241550446,
-0.7593240141868591,
-0.15639857947826385,
-0.44774651527404785,
-0.6293597221374512,
-0.09484437108039856,
0.45675310492515564,
0.3291406035423279,
0.740588366985321,
0.43801313638687134,
-0.2475697249174118,
-0.08844152837991714,
-0.32088854908943176,
-0.6194478273391724,
0.7152194976806641,
0.41240328550338745,
-0.5037597417831421,
-0.5086573958396912,
0.1431831270456314,
0.24403105676174164,
0.8453794717788696,
0.1492847055196762,
-0.7256909012794495,
-0.021179284900426865,
-0.08404719084501266,
-0.08573059737682343,
-0.6665769815444946,
-0.640929102897644,
-0.319090336561203,
0.5971145629882812,
-0.06108977273106575,
0.0674969032406807,
-0.20487664639949799,
0.6691546440124512,
0.3670419752597809,
-0.3202659487724304,
0.7178733944892883,
-0.533208429813385,
-0.10616166144609451,
0.10826391726732254,
-0.2686796486377716,
-0.2106778472661972,
-0.24741387367248535,
-0.37220606207847595,
-0.12675818800926208,
0.09116668254137039,
-5.812844276428223,
0.16273704171180725,
-0.7108137011528015,
-0.04778170585632324,
0.2754904627799988,
-0.3133660554885864,
0.43190595507621765,
-0.20476576685905457,
0.5296936631202698,
0.09212829172611237,
-0.45624110102653503,
0.2905193567276001,
0.08055595308542252,
-0.0827973484992981,
0.6714556813240051,
0.45865675806999207,
0.19421973824501038,
0.24002698063850403,
0.7387024760246277,
0.204245463013649,
0.3332149386405945,
-0.06246618181467056,
-0.12236560881137848,
0.64383465051651,
0.1850510537624359,
-0.07098129391670227,
-0.9610375761985779,
-0.015127035789191723,
-0.15467797219753265,
-0.3793933689594269,
0.08175373822450638,
-0.39329794049263,
-0.1308841109275818,
-0.010154834017157555,
0.32888320088386536,
0.1056685596704483,
0.304863840341568,
0.0490475632250309,
0.3901326060295105,
-0.2091711312532425,
0.8912510871887207,
0.3626673221588135,
0.19493067264556885,
-0.039367880672216415,
0.5197685956954956,
-0.469612181186676,
-0.43026837706565857,
0.09579027444124222,
-0.2996247112751007,
1.1557612419128418,
0.21898634731769562,
0.20634983479976654,
0.7340269684791565,
0.24035067856311798,
-0.2751050889492035,
-0.6832714676856995,
0.15018288791179657,
0.3932197690010071,
-0.5415148735046387,
0.21177227795124054,
-0.42770296335220337,
-0.35146281123161316,
-0.5010323524475098,
-0.5652223229408264,
-0.27720826864242554,
0.33639347553253174,
-0.3955615162849426,
-0.20833270251750946,
0.4578092098236084,
0.12614548206329346,
-0.34259092807769775,
0.3076140880584717,
-0.1284588873386383,
-0.45461589097976685,
0.6444858312606812,
-0.12146717309951782,
0.575935959815979,
-0.16521234810352325,
-0.37268275022506714,
0.42141273617744446,
0.13149182498455048,
-0.4573836028575897,
0.0695679783821106,
0.1454208344221115,
0.01792270317673683,
-0.6226468682289124,
-0.2580939531326294,
-0.3228297531604767,
-0.030119845643639565,
0.2933817505836487,
0.6750686168670654,
-0.3924625813961029,
0.03419872373342514,
-0.01656249165534973,
0.786686897277832,
-0.4451792538166046,
0.26055827736854553,
0.03051978163421154,
0.26736900210380554,
-0.17197532951831818,
0.8483338356018066,
0.20142890512943268,
-0.13419583439826965,
-0.6092226505279541,
-0.1498652845621109,
-0.10044348239898682,
-0.12698574364185333,
-0.0552973635494709,
0.3025486171245575,
0.1010403260588646,
0.415157675743103,
-0.0682762935757637,
-0.631922721862793,
0.00967385433614254,
0.24485182762145996,
0.2022349238395691,
-0.3700324296951294,
0.11040645837783813,
0.29658350348472595,
0.07636398077011108,
0.35579806566238403,
-0.14527569711208344,
-0.2751729488372803,
-0.19488286972045898,
-0.10121472924947739,
-0.5852633118629456,
0.0992429181933403,
0.5573216676712036,
-0.21339532732963562,
-0.005195502191781998,
0.5634195804595947,
0.19022512435913086,
-0.41042736172676086,
-0.5461139678955078,
-0.2625460922718048,
-0.10654343664646149,
-0.344230055809021,
0.024021770805120468,
0.43368959426879883,
-0.20821598172187805,
0.03638199716806412,
0.03121001459658146,
0.14450691640377045,
0.21493172645568848,
0.35025084018707275,
0.5872135758399963,
-0.38311848044395447,
0.03457118943333626,
-0.1412544697523117,
-0.4235924780368805,
-0.387861967086792,
-0.0987175926566124,
-0.2278834730386734,
-0.020345954224467278,
0.17969976365566254,
0.07704059034585953,
0.1961999088525772,
-0.05553465709090233,
0.5760568380355835,
-0.7420904636383057,
0.5380755662918091,
0.3003797233104706,
-1.077122449874878,
0.46569737792015076,
-0.26575541496276855,
0.6893102526664734,
-0.7290930151939392,
-0.2772950530052185,
0.0027860673144459724,
0.5080122351646423,
-0.4212198555469513,
-0.691329836845398,
0.010620998218655586,
-0.3339172899723053,
0.4110102951526642,
0.36702731251716614,
0.3462395668029785,
-0.09154225885868073,
0.2722356617450714,
-0.2546609938144684,
-0.1430581510066986,
0.049765512347221375,
-0.32136058807373047,
1.2423350811004639,
0.5881242156028748,
-0.42708003520965576,
-0.6746101379394531,
-0.11243890225887299,
-0.3394720256328583,
-0.12190725654363632,
0.18864315748214722,
0.5447953939437866,
0.25205737352371216,
0.0240043755620718,
-0.19913727045059204,
-0.4636705219745636,
0.05805341899394989,
0.30675604939460754,
-0.14833660423755646,
-0.5536133646965027,
-0.11399036645889282,
0.8235035538673401,
-0.2860253155231476,
0.780269980430603,
0.06220017001032829,
-0.20991156995296478,
0.12741489708423615,
0.15676891803741455,
-0.016015566885471344,
-0.343359112739563,
-0.02473483793437481,
-0.29311296343803406,
0.004855712875723839,
0.43994951248168945,
-0.6036437749862671,
0.0021516710985451937,
0.15173570811748505,
0.1861879527568817,
0.09879749268293381,
-0.08096030354499817,
0.1720021665096283,
-0.3562443256378174,
0.1851159632205963,
0.07212045788764954,
-0.49766165018081665,
0.48080432415008545,
0.12382066994905472,
-0.7251452803611755,
-0.3316546082496643,
0.38808882236480713,
-0.08682235330343246,
0.14357392489910126,
-0.059306785464286804,
-0.24600476026535034,
-0.07588198035955429,
0.00927662756294012,
-0.6375714540481567,
0.20441323518753052,
-0.08241356164216995,
0.29073795676231384,
-0.1294650286436081,
0.508989155292511,
0.008879682049155235,
0.1387016326189041,
-0.18272313475608826,
0.49792927503585815,
0.5328157544136047,
-0.6314336657524109,
-1.0694326162338257,
0.17729784548282623,
0.2925336956977844,
-0.668606162071228,
-0.08939418196678162,
-0.13912539184093475,
0.9997252821922302,
0.30691787600517273,
-0.3857334852218628,
-0.3548995852470398,
0.05105749890208244,
0.6054853200912476,
-0.38944461941719055,
0.27939215302467346,
-0.7625529766082764,
-0.12793754041194916,
0.3713124990463257,
0.40836670994758606,
-0.00686643598601222,
-1.175574541091919,
0.28490012884140015,
0.13441473245620728,
0.27945974469184875,
0.07214095443487167,
0.45295286178588867,
0.5956482887268066,
0.20185084640979767,
0.21175344288349152,
-0.40141943097114563,
-0.046993155032396317,
-0.003503610147163272,
0.10936903953552246,
-0.3122643530368805,
-0.3972269296646118,
0.24851855635643005,
0.20481745898723602,
0.42573657631874084,
0.3427448868751526,
-0.17155367136001587,
-0.03929600864648819,
0.11621269583702087,
-0.14790385961532593,
-0.037519726902246475,
0.07298345118761063,
-0.35958167910575867,
-0.01160281803458929,
-0.26815667748451233,
0.4086425304412842,
0.6453148126602173,
0.09623097628355026,
0.028845561668276787,
-0.25386959314346313,
-0.05657650902867317,
0.4884304106235504,
0.5156712532043457,
-0.8924078941345215,
0.22258570790290833,
-0.19298513233661652,
0.5344600081443787,
0.35518014430999756,
-0.22114276885986328,
-0.30256688594818115,
0.17743700742721558,
0.3066045939922333,
-0.10212966054677963,
0.31673821806907654,
-0.26430442929267883,
0.17803066968917847,
0.34856900572776794,
0.5174192786216736,
0.2898625135421753,
0.30993419885635376,
0.38863417506217957,
0.34728333353996277,
0.29243165254592896,
-0.16712677478790283,
-0.6680498719215393,
0.20574258267879486,
-0.5580246448516846,
-0.036111995577812195,
-0.16698135435581207,
-0.0002139783900929615,
0.16444063186645508,
0.39038246870040894,
-0.5294002890586853,
0.9417016506195068,
-0.14242546260356903,
0.3007447421550751,
-0.12943865358829498,
-0.28710246086120605,
-0.28653913736343384,
0.2733088433742523,
-0.20257745683193207,
0.7581138610839844,
-0.035770874470472336,
0.021871663630008698,
-0.18414871394634247,
0.4312974512577057,
0.5478822588920593,
0.00024920498253777623,
-0.03547627106308937,
0.7094127535820007,
-0.11152945458889008,
-0.39259639382362366,
-0.012100930325686932,
-0.29723817110061646,
-0.4846024811267853,
-0.14113709330558777,
0.5542430281639099,
-0.3361337184906006,
0.23018713295459747,
0.10945462435483932,
-0.1617860645055771,
0.7333184480667114,
-0.9860232472419739,
-0.07985857874155045,
-0.923861026763916,
-0.1753566861152649,
0.13675403594970703,
-0.5768523216247559,
0.2647390365600586,
0.011613651178777218,
0.15479037165641785,
0.507171630859375,
-0.23939640820026398,
0.6774025559425354,
0.09064333885908127,
-0.16483992338180542,
0.0022214269265532494,
0.17330388724803925,
-0.7403812408447266,
0.14757712185382843,
-0.11961013078689575,
0.4767198860645294,
-0.12006136775016785,
-0.5617867112159729,
-0.6133580207824707,
-0.15137529373168945,
-0.18659210205078125,
-0.060057930648326874,
0.6856182813644409,
-0.2868659496307373,
0.47877007722854614,
-0.6358846426010132,
-0.1824318915605545,
-0.1162436455488205,
0.024761511012911797,
0.14973454177379608,
-0.046371057629585266,
0.0117751844227314,
0.47378504276275635,
0.3915674686431885,
-0.004425765015184879,
0.39296579360961914,
0.30355867743492126,
0.36821606755256653,
-0.18012674152851105,
0.43236199021339417,
-0.16874846816062927,
0.17632539570331573,
-0.7668952345848083,
-0.34496772289276123,
0.8410866856575012,
-0.11745797842741013,
0.06983017921447754,
-0.19251340627670288,
0.2258034497499466,
-0.016913067549467087,
0.46108657121658325,
-0.6057261228561401,
0.17415402829647064,
-0.47717928886413574,
-0.22831422090530396,
-0.6935469508171082,
0.008009392768144608,
0.11115357279777527,
0.10374175757169724,
-0.4149077236652374,
0.37727490067481995,
0.38290733098983765,
-0.3441079556941986,
0.6760244369506836,
0.17134244740009308,
-0.23723511397838593,
-0.12637463212013245,
0.5009002685546875,
-0.07344567775726318,
-0.18408136069774628,
-0.45914167165756226,
0.4498843848705292,
0.511462926864624,
-0.339847207069397,
0.15823793411254883,
-0.4373539686203003,
-0.7836116552352905,
-0.0741301029920578,
-0.1332167685031891,
0.4292323589324951,
0.18582633137702942,
-0.30108311772346497,
-0.841040313243866,
0.6062833070755005,
-0.06231915205717087,
-0.8690742254257202,
-0.34880298376083374,
-0.0816819965839386,
-0.6521764993667603,
-0.014754224568605423,
0.00598409166559577,
-0.27186349034309387,
-0.1670711189508438,
-0.30584582686424255
] |
Conveying data uncertainty in visualizations is crucial for preventing viewers from drawing conclusions based on untrustworthy data points. This paper proposes a methodology for efficiently generating density plots of uncertain multivariate data sets that draws viewers to preattentively identify values of high certainty while not calling attention to uncertain values. We demonstrate how to augment scatter plots and parallel coordinates plots to incorporate statistically modeled uncertainty and show how to integrate them with existing multivariate analysis techniques, including outlier detection and interactive brushing. Computing high quality density plots can be expensive for large data sets, so we also describe a probabilistic plotting technique that summarizes the data without requiring explicit density plot computation. These techniques have been useful for identifying brain tumors in multivariate magnetic resonance spectroscopy data and we describe how to extend them to visualize ensemble data sets.
|
[
0.004524223506450653,
0.015074677765369415,
-0.004670247435569763,
0.007870297878980637,
0.001600959338247776,
-0.029153231531381607,
0.00885399803519249,
0.0004330170340836048,
-0.00983548816293478,
-0.006338800769299269,
-0.0027961290907114744,
0.011350588873028755,
0.0010871014092117548,
0.0008539492264389992,
-0.018685106188058853,
-0.02261139452457428,
-0.01447494886815548,
-0.013739326037466526,
0.004935971461236477,
-0.01376492902636528,
-0.016289254650473595,
0.0043478552252054214,
0.009626259095966816,
0.02771100215613842,
-0.05149640142917633,
0.011201273649930954,
-0.029593130573630333,
-0.0006531988037750125,
-0.024617385119199753,
-0.013307623565196991,
-0.00925639271736145,
-0.0029344907961785793,
0.012173137627542019,
-0.008723407983779907,
-0.0013790181837975979,
-0.0036338623613119125,
-0.0027112108655273914,
0.026134483516216278,
-0.01448502205312252,
-0.0034200127702206373,
0.004542420618236065,
-0.005298486910760403,
0.007069955114275217,
-0.02429294027388096,
-0.009346779435873032,
0.012090791948139668,
-0.002628883346915245,
-0.0024446756578981876,
-0.0023193845991045237,
0.004589764401316643,
-0.009345680475234985,
0.026316313073039055,
-0.009207024239003658,
-0.004912651609629393,
-0.00546225206926465,
-0.016921261325478554,
0.018356213346123695,
0.006033503450453281,
-0.008058683946728706,
0.011985122226178646,
-0.015170366503298283,
0.02641187235713005,
-0.00272439606487751,
-0.01683829352259636,
-0.0021163341589272022,
-0.06730009615421295,
0.0032300350721925497,
0.019170477986335754,
0.016480527818202972,
0.0032872064039111137,
0.03616010770201683,
0.008771669119596481,
0.015732627362012863,
0.012271622195839882,
0.02663503959774971,
-0.0023112031631171703,
-0.005010784603655338,
0.01561378501355648,
0.0032170400954782963,
0.0029112612828612328,
0.005796602927148342,
-0.004328988958150148,
-0.009351512417197227,
0.013750124722719193,
0.010881088674068451,
0.008234542794525623,
-0.011651711538434029,
0.020568890497088432,
0.03318021446466446,
0.0001803574850782752,
0.014699284918606281,
-0.04195762053132057,
0.008209090679883957,
-0.015492006205022335,
-0.0015132240951061249,
0.01822890341281891,
0.020801808685064316,
-0.0129001559689641,
-0.0014969424810260534,
0.014335263520479202,
-0.019762558862566948,
0.03527224808931351,
0.021448206156492233,
0.02312099188566208,
-0.000018231919966638088,
0.01061241328716278,
-0.006270413752645254,
0.006586854346096516,
-0.013318472541868687,
0.001563236233778298,
0.023021183907985687,
0.0014434563927352428,
-0.018813207745552063,
0.008323977701365948,
0.019970102235674858,
-0.0012996286386623979,
-0.007781211286783218,
-0.0007925438694655895,
0.00023164809681475163,
-0.01593605987727642,
0.011038648895919323,
-0.0012601092457771301,
-0.0032055964693427086,
0.006913200486451387,
0.010213121771812439,
0.025476200506091118,
0.0037831957451999187,
0.01095283217728138,
0.021528787910938263,
0.009779777377843857,
-0.010283958166837692,
-0.004136218689382076,
-0.002026378409937024,
0.003950600046664476,
-0.007357073947787285,
0.0012692824238911271,
0.01873478665947914,
-0.0015058701392263174,
0.012181965634226799,
-0.008714394643902779,
0.002707430860027671,
0.011776887811720371,
-0.0010043135844171047,
0.007277971133589745,
0.007573933340609074,
-0.001518799690529704,
-0.014321357011795044,
0.010495200753211975,
0.0038815848529338837,
-0.014145199209451675,
-0.0025219288654625416,
-0.006093570031225681,
-0.008283459581434727,
-0.011999944224953651,
0.011207317002117634,
-0.02330606058239937,
-0.015722105279564857,
0.007040137890726328,
-0.00666098203510046,
0.002824275055900216,
0.028246525675058365,
-0.0015912055969238281,
-0.010783988982439041,
0.008880672976374626,
-0.017183000221848488,
0.008299639448523521,
-0.014166460372507572,
0.016013961285352707,
-0.023718005046248436,
-0.0007808730006217957,
-0.005805259104818106,
0.010625513270497322,
-0.011742720380425453,
0.0021152645349502563,
-0.01238543912768364,
0.0017190747894346714,
0.02150704897940159,
0.004348842892795801,
-0.008925173431634903,
0.06739503890275955,
0.005463333334773779,
-0.008452922105789185,
-0.007319492753595114,
0.01552484929561615,
-0.004699925892055035,
-0.013683443889021873,
0.03174764662981033,
-0.0026451479643583298,
0.007525524590164423,
0.009550688788294792,
-0.00726223224774003,
0.016516713425517082,
0.01612146757543087,
0.004334246274083853,
-0.011271012015640736,
0.0023061821702867746,
0.01082422211766243,
0.004417146556079388,
0.011355849914252758,
0.023215949535369873,
0.015235389582812786,
0.007726874202489853,
0.027821917086839676,
0.0031111803837120533,
0.004150864668190479,
0.01591688022017479,
0.024157313629984856,
-0.03313663601875305,
-0.017401207238435745,
0.0018480189610272646,
0.01563093066215515,
0.004632476717233658,
-0.008478598669171333,
-0.012117122299969196,
-0.020541206002235413,
-0.003833645023405552,
-0.0071891434490680695,
0.0072192042134702206,
-0.006160400807857513,
-0.011544167064130306,
0.004922246094793081,
0.002981227356940508,
0.018056288361549377,
-0.03132288157939911,
0.005721478722989559,
-0.014472541399300098,
0.0032415904570370913,
0.009831343777477741,
-0.001195669756270945,
-0.011580118909478188,
-0.008190746419131756,
0.0066382004879415035,
-0.008491838350892067,
-0.006464630365371704,
0.0018425434827804565,
0.0093391640111804,
0.007522517815232277,
-0.007597917690873146,
0.0039253137074410915,
-0.005523575469851494,
-0.027415970340371132,
-0.020482968538999557,
0.02861717715859413,
0.0022966922260820866,
0.025467554107308388,
-0.013250102289021015,
0.01482949685305357,
0.003060532733798027,
-0.0024452898651361465,
-0.0002672899281606078,
0.0009153987048193812,
-0.01577838510274887,
-0.01908843405544758,
-0.015163617208600044,
-0.005337744485586882,
-0.0017843348905444145,
0.013944101519882679,
0.004018837586045265,
0.024539753794670105,
-0.013764743693172932,
-0.0014724000357091427,
0.004406972322613001,
-0.016587449237704277,
-0.013995736837387085,
-0.0026900300290435553,
-0.012126021087169647,
0.004285966977477074,
0.031234774738550186,
-0.007502851076424122,
0.010733721777796745,
0.0036063832230865955,
-0.00934217032045126,
-0.013548602350056171,
-0.08178909122943878,
-0.009861208498477936,
0.02768593281507492,
-0.01636265590786934,
0.0091884545981884,
-0.033284418284893036,
0.013346884399652481,
0.01477968879044056,
-0.017232581973075867,
0.024085143581032753,
0.02183350920677185,
-0.0007831784896552563,
-0.007944349199533463,
0.0289296917617321,
0.010197047144174576,
-0.0062695033848285675,
0.009976881556212902,
0.02037627436220646,
0.013761317357420921,
0.0013079671189188957,
0.027463018894195557,
-0.006404450163245201,
-0.017361018806695938,
0.011826226487755775,
-0.003959769383072853,
-0.0005936822853982449,
0.02341688796877861,
-0.0007890560664236546,
0.0062899114564061165,
0.011261336505413055,
0.021979976445436478,
-0.013443214818835258,
-0.005254419520497322,
-0.03613249957561493,
0.04003971070051193,
0.018306318670511246,
-0.006941274739801884,
-0.017345044761896133,
0.0014500725083053112,
0.01211121492087841,
0.008180972188711166,
0.017052453011274338,
-0.00761087192222476,
0.003904176177456975,
-0.00894427951425314,
0.019330764189362526,
-0.0031031519174575806,
0.027041662484407425,
0.008064568042755127,
-0.009961732663214207,
-0.0077779837884008884,
0.005493449047207832,
0.015588270500302315,
0.003185346256941557,
-0.0023804381489753723,
0.005210636183619499,
-0.02073546126484871,
-0.02328021079301834,
-0.00921589508652687,
-0.008136535063385963,
0.010509672574698925,
-0.01472543179988861,
-0.007083726115524769,
0.014330916106700897,
-0.00020053028129041195,
-0.012790380045771599,
0.013517448678612709,
0.002967479173094034,
-0.021322937682271004,
-0.01096239686012268,
0.01557328924536705,
0.004972774535417557,
0.0055066682398319244,
-0.0024848422035574913,
-0.019791262224316597,
-0.013506347313523293,
-0.009535948745906353,
-0.01413660030812025,
0.005001939833164215,
-0.012022526003420353,
-0.00197481457144022,
0.00871705636382103,
-0.000780970323830843,
0.003465707413852215,
-0.013314011506736279,
0.011694069020450115,
0.007926741614937782,
-0.0007818145677447319,
-0.001511966111138463,
-0.0136860441416502,
0.031009148806333542,
-0.012185323052108288,
0.020724844187498093,
0.003286665305495262,
-0.036424435675144196,
-0.007871882990002632,
0.015224714763462543,
-0.01446509175002575,
0.00482772383838892,
0.009430271573364735,
0.013058425858616829,
-0.004437730181962252,
0.0018388510216027498,
-0.012529600411653519,
-0.023960409685969353,
0.006878772750496864,
-0.011833266355097294,
-0.007915213704109192,
0.01525308471173048,
-0.007214282639324665,
-0.012498663738369942,
-0.035897146910429,
-0.008243896998465061,
0.03151565045118332,
0.007637913804501295,
-0.002379432087764144,
-0.004180482588708401,
0.018017366528511047,
0.07293549180030823,
0.008092084899544716,
0.012876598164439201,
-0.012030383571982384,
-0.026077479124069214,
-0.0087116789072752,
0.002087031025439501,
0.02722552977502346,
-0.008965532295405865,
-0.020846737548708916,
0.011667010374367237,
0.00432042358443141,
0.004308607429265976,
-0.01656106859445572,
0.0017368553671985865,
-0.005853968672454357,
0.015823785215616226,
-0.0020580855198204517,
-0.005752788856625557,
-0.007954158820211887,
-0.01438772864639759,
-0.009592102840542793,
0.0007100598886609077,
-0.023080147802829742,
0.00018293841276317835,
0.0014963587746024132,
0.020788617432117462,
-0.015940751880407333,
0.0009415150852873921,
0.0025126494001597166,
0.003275471506640315,
0.010482029989361763,
-0.0017092181369662285,
-0.001006441656500101,
0.004857557825744152,
0.012356424704194069,
-0.025474533438682556,
0.004309359472244978,
-0.023876162245869637,
0.008397631347179413,
-0.0027910955250263214,
-0.011492300778627396,
0.009387035854160786,
0.01906236819922924,
-0.019855037331581116,
0.004907797556370497,
0.0048030526377260685,
-0.004056684207171202,
-0.011809173040091991,
0.02007741667330265,
0.011382314376533031,
0.016621990129351616,
0.011066459119319916,
0.021060239523649216,
0.012935823760926723,
0.003226210828870535,
-0.008459478616714478,
0.002798892557621002,
-0.00717701343819499,
0.0001508309505879879,
-0.00841518398374319,
-0.02521439641714096,
0.0006723306141793728,
-0.011137964203953743,
-0.007334337569773197,
-0.015332056209445,
0.01733585074543953,
-0.004542194772511721,
-0.004941841587424278,
0.00228625675663352,
0.020834222435951233,
0.0079854317009449,
-0.010777773335576057,
-0.014917382970452309,
-0.01874280907213688,
-0.006566901691257954,
-0.028200075030326843,
-0.018061857670545578,
0.01830558106303215,
-0.009380104020237923,
0.014517026953399181,
-0.004197206813842058,
-0.020740211009979248,
-0.0010031294077634811,
0.006161217577755451,
-0.01679404266178608,
-0.000434214249253273,
-0.07563953101634979,
-0.008745837956666946,
0.022629771381616592,
-0.0037166413385421038,
-0.0036326698027551174,
0.011933596804738045,
0.003665198339149356,
0.001532586757093668,
0.020180854946374893,
-0.0018171754200011492,
0.009398901835083961,
-0.020142849534749985,
0.005032178480178118,
-0.017496895045042038,
0.007407880388200283,
-0.00024137739092111588,
-0.021352151408791542,
-0.006061742082238197,
-0.004674638621509075,
0.024466879665851593,
-0.0045479373075068,
-0.013502756133675575,
0.006479301489889622,
-0.010639742016792297,
-0.006039354018867016,
-0.08189941942691803,
0.006340609863400459,
-0.008450286462903023,
-0.0023261334281414747,
-0.02817458286881447,
0.0009638657793402672,
0.005256833974272013,
-0.021614862605929375,
-0.0203553419560194,
-0.011226668953895569,
0.00430655013769865,
0.006945088505744934,
0.021267155185341835,
-0.003134896047413349,
-0.007141460664570332,
-0.0003367157478351146,
0.01965341530740261,
-0.005568601191043854,
-0.011286459863185883,
-0.012403314933180809,
0.0076662953943014145,
-0.008116590790450573,
-0.008799927309155464,
0.013138674199581146,
-0.012263398617506027,
-0.015341470949351788,
-0.02034175954759121,
0.006005620118230581,
0.019878316670656204,
-0.012654665857553482,
0.008366134949028492,
0.006971114315092564,
-0.003911597654223442,
0.002549661323428154,
-0.0072032008320093155,
-0.012607126496732235,
0.029295731335878372,
0.0052055735141038895,
0.0138163510710001,
-0.014620043337345123,
-0.0037599150091409683,
0.006582425441592932,
0.014401724562048912,
-0.018012814223766327,
-0.012718264013528824,
0.0075204866006970406,
0.0017460361123085022,
-0.00024859094992280006,
0.007537618279457092,
-0.010815799236297607,
0.011147409677505493,
0.0019635946955531836,
0.02638893574476242,
0.01032019592821598,
-0.0011343623045831919,
-0.00502245407551527,
0.0006095796125009656,
0.0263272225856781,
-0.015965715050697327,
0.011064927093684673,
0.005921673495322466,
0.0116544459015131,
-0.001630293671041727,
0.07229328900575638,
-0.009197987616062164,
-0.0019309710478410125,
-0.021684952080249786,
-0.010673051699995995,
-0.0032254853285849094,
-0.02178124338388443,
-0.020319364964962006,
0.01828138902783394,
-0.02519000694155693,
0.005331405438482761,
-0.007108460180461407,
-0.002985574770718813,
0.004081827588379383,
-0.006258003413677216,
0.004197108093649149,
-0.0010574737098067999,
0.012979644350707531,
-0.010829724371433258,
-0.0029821032658219337,
-0.012094806879758835,
0.012278970330953598,
-0.03355228155851364,
0.01751740090548992,
-0.028419356793165207,
-0.0186576247215271,
-0.024968426674604416,
0.028663622215390205,
-0.007187698967754841,
-0.01559503935277462,
-0.02503960207104683,
0.01996505632996559,
-0.0009864806197583675,
0.008978230878710747,
0.028321903198957443,
-0.00931880809366703,
0.017070963978767395,
0.0008193324902094901,
0.016554798930883408,
0.030343716964125633,
0.006901667453348637,
0.028476279228925705,
0.006224159151315689,
-0.005626555532217026,
0.0037812727969139814,
0.013022640720009804,
-0.019402991980314255,
0.0015601753257215023,
-0.0064149824902415276,
0.014128893613815308,
0.0123998261988163,
-0.0053837960585951805,
0.007832672446966171,
-0.008440336212515831,
-0.0027947123162448406,
-0.002410527551546693,
-0.0038448176346719265,
0.012499785050749779,
-0.0038508360739797354,
0.01891600340604782,
0.0009632306173443794,
-0.008731216192245483,
0.0039348118007183075,
-0.003904635552316904,
0.027275661006569862,
0.005757040344178677,
-0.024659784510731697,
-0.012029934674501419,
0.015104382298886776,
0.010488836094737053,
-0.005629169754683971,
0.0066664633341133595,
0.0023117184173315763,
0.008566053584218025,
0.004958126228302717,
-0.006204630713909864,
0.007253955118358135,
0.002585375215858221,
0.005662944167852402,
0.005827569868415594,
-0.004694987088441849,
-0.012153398245573044,
0.008635803125798702,
-0.028043262660503387,
0.011698748916387558,
0.021651240065693855,
0.017947912216186523,
0.02363816276192665,
-0.0020201848819851875,
0.00781485065817833,
0.020106207579374313,
0.004334263503551483,
0.0006674871547147632,
0.012633202597498894,
0.0003190524294041097,
0.03444971144199371,
0.01234420295804739,
0.007001934573054314,
0.003750763600692153,
0.01163032278418541,
0.00021404307335615158,
-0.0009169094264507294,
-0.001168139511719346,
-0.02298557758331299,
-0.024010881781578064,
0.005544393323361874,
-0.020283909514546394,
0.023565035313367844,
-0.005500375293195248,
0.01924653723835945,
0.028784044086933136,
0.0017019365914165974,
-0.00532201724126935,
-0.011692604050040245,
-0.0015012703370302916,
-0.002048602094873786,
-0.0040559954941272736,
0.00047349417582154274,
-0.011770026758313179,
-0.005881571210920811,
-0.004653816111385822,
0.0033125639893114567,
-0.019892506301403046,
0.00910094566643238,
0.03455287963151932,
-0.03773157298564911,
-0.0004196110530756414,
-0.008177990093827248,
-0.013104235753417015,
0.014106923714280128,
0.017829280346632004,
0.002185903722420335,
-0.008646526373922825,
0.007040959782898426,
0.011837610974907875,
-0.033565178513526917,
0.01548768114298582,
-0.015513235703110695,
0.0007022891659289598,
-0.021743305027484894,
0.009012855589389801,
-0.015763089060783386,
0.0057821813970804214,
-0.012989381328225136,
0.004726487677544355,
-0.007145749405026436,
0.006528014317154884,
0.04200585186481476,
0.014268792234361172,
-0.0028934122528880835,
-0.004032139666378498,
0.011256263591349125,
0.009758665226399899,
-0.003387761302292347,
-0.0086586344987154,
0.007868688553571701,
0.007912291213870049,
-0.00019136443734169006,
-0.007101382128894329,
-0.005313282832503319,
-0.006993193179368973,
0.031655460596084595,
-0.007935035042464733,
-0.004691974259912968,
-0.025704726576805115,
0.016655923798680305,
-0.009693832136690617,
0.019562922418117523,
-0.03007083758711815,
0.002264282200485468,
0.000011633150279521942,
-0.0050146798603236675,
-0.0070777046494185925,
0.024099111557006836,
-0.02514553815126419,
-0.010441497899591923,
0.007545853033661842,
0.0040595815517008305,
-0.006915641017258167,
0.010907826013863087,
0.011302835308015347,
-0.016692044213414192,
0.00442271213978529,
-0.007360673043876886,
-0.006741289980709553,
0.013564707711338997,
-0.007396548055112362,
-0.007006611209362745,
0.005577804520726204,
-0.00012844032607972622,
-0.015813812613487244,
-0.001312444917857647,
-0.01435273326933384,
-0.008517679758369923,
-0.006224586628377438,
0.003745021764189005,
-0.013990032486617565,
-0.0048181298188865185,
-0.003914720844477415,
0.0027058091945946217,
-0.01578812673687935,
-0.011344557628035545
] |
[
-0.006619661580771208,
-0.40009674429893494,
0.34157589077949524,
0.6786820888519287,
-0.37216001749038696,
-0.08714704215526581,
-0.07390096038579941,
-0.18575558066368103,
-0.05337737500667572,
-0.8125362396240234,
-0.026075413450598717,
0.49414578080177307,
-0.3656786382198334,
0.21264222264289856,
0.033039532601833344,
0.48856738209724426,
-0.10688339918851852,
0.31872496008872986,
-0.2703881561756134,
-0.5063394904136658,
-0.5451673269271851,
-0.2424795776605606,
0.12192943692207336,
-0.08883429318666458,
0.17449024319648743,
-0.026240313425660133,
0.2985312044620514,
0.6652595400810242,
-0.26776617765426636,
-0.49669092893600464,
-0.019491037353873253,
0.39994317293167114,
-0.6397412419319153,
-0.23914043605327606,
-0.17954502999782562,
0.005724895745515823,
-0.006548420060425997,
0.053784728050231934,
-0.0271588284522295,
-0.2863331139087677,
-0.12209320068359375,
0.6231370568275452,
-0.23249290883541107,
0.04371003434062004,
0.0913403257727623,
-0.9450274705886841,
-1.292716383934021,
-0.27453523874282837,
-0.2784402072429657,
-0.4192153811454773,
-0.7394967675209045,
0.43197739124298096,
0.2030310034751892,
0.7227653861045837,
-0.2208569049835205,
0.03175755962729454,
-0.09034328162670135,
-0.12877517938613892,
0.10609155148267746,
-0.4403460919857025,
0.13907958567142487,
-0.3086662292480469,
-0.2522422969341278,
0.19451332092285156,
0.09800343960523605,
0.3298289477825165,
-0.1374710649251938,
-0.2984358072280884,
-0.3415588140487671,
-0.5157910585403442,
0.2936878502368927,
-0.09031500667333603,
-0.5401718616485596,
0.19251756370067596,
-0.11240056157112122,
0.14549808204174042,
0.05329647660255432,
-0.3214378356933594,
-0.18158242106437683,
0.27105218172073364,
-0.3817572295665741,
0.4345453381538391,
0.3628675639629364,
-0.3374510705471039,
0.8177900314331055,
0.3671090304851532,
0.021675631403923035,
1.1945291757583618,
-0.17191928625106812,
0.11088001728057861,
0.4194365441799164,
-0.5255311131477356,
-0.002045408124104142,
0.26546016335487366,
0.18996579945087433,
0.5781593918800354,
0.538208544254303,
0.1388307362794876,
0.2810479402542114,
0.4028322100639343,
0.004214824642986059,
-0.37068963050842285,
0.4313807189464569,
-0.45229843258857727,
-0.2506600618362427,
-0.3497239947319031,
-0.5523497462272644,
-0.5373669266700745,
-0.11440230160951614,
0.4471423625946045,
-0.33605724573135376,
0.43349915742874146,
0.00011652270768536255,
-0.39998212456703186,
-0.008501886390149593,
-0.12657633423805237,
0.266444593667984,
0.04307802766561508,
-0.48875972628593445,
0.6468438506126404,
0.331872820854187,
0.9712767004966736,
0.29142242670059204,
0.3167145848274231,
-0.0007625657599419355,
-0.08287123590707779,
0.5509620308876038,
0.46500298380851746,
-0.1941433697938919,
0.7509954571723938,
0.37603089213371277,
0.7411195635795593,
0.14062729477882385,
0.07595967501401901,
-0.4542050361633301,
-0.3208659589290619,
0.10801482945680618,
0.3507263958454132,
0.16012731194496155,
-0.2764214277267456,
-0.7882164716720581,
-0.07947519421577454,
-0.11799431592226028,
0.029463740065693855,
0.3319144546985626,
-0.259610652923584,
-0.4376457631587982,
-0.4042026102542877,
-0.1887444108724594,
-0.017733318731188774,
-0.0711376741528511,
-0.22513516247272491,
-0.4801417291164398,
-0.11738032102584839,
-0.4005640149116516,
0.3970060646533966,
0.11044812202453613,
0.2528392970561981,
0.15251782536506653,
0.41335469484329224,
0.3213425576686859,
0.1807849109172821,
-0.7427752614021301,
-0.03846365213394165,
-0.11729920655488968,
-0.527230978012085,
-0.12335380166769028,
0.5399971008300781,
0.5887102484703064,
-0.26428666710853577,
-0.2769166827201843,
-0.07812939584255219,
-0.4963923394680023,
-0.6017099618911743,
0.012948989868164062,
0.12380190193653107,
-0.22258685529232025,
0.22829312086105347,
0.25953489542007446,
-0.11923857033252716,
-0.8904353380203247,
0.3898940980434418,
-0.07465188205242157,
-0.8204224109649658,
-0.16426017880439758,
-0.04946969449520111,
-0.03761829435825348,
-0.14087271690368652,
-0.31456026434898376,
-0.3737631142139435,
-0.8356454372406006,
-0.23553919792175293,
0.4496905207633972,
-0.897327721118927,
1.310255527496338,
-0.08717092871665955,
-0.17521685361862183,
1.3943803310394287,
0.007671886123716831,
-0.3599013090133667,
-0.07925351709127426,
0.05562490224838257,
0.0022587322164326906,
-0.1172863319516182,
-0.2787925601005554,
0.26551079750061035,
0.21231955289840698,
0.3048456907272339,
-0.5200326442718506,
0.29807597398757935,
0.45940569043159485,
-0.3104720711708069,
-0.0570056177675724,
-0.42273151874542236,
0.13614168763160706,
-0.2103567123413086,
-0.17408911883831024,
0.4299353063106537,
-0.09000901132822037,
0.06829216331243515,
0.8112862706184387,
-0.14510326087474823,
0.16943995654582977,
1.0996202230453491,
-0.12396451085805893,
0.7132578492164612,
0.6448726058006287,
0.5621188282966614,
0.6837863326072693,
-0.6282557249069214,
-0.02406148612499237,
0.17442576587200165,
0.2762872576713562,
-0.42168644070625305,
-0.6241245269775391,
-0.23319672048091888,
0.2729332447052002,
-0.18911859393119812,
0.13680553436279297,
0.08758261054754257,
-0.0458533838391304,
0.004395855125039816,
-0.30096590518951416,
0.5042282938957214,
0.09749220311641693,
-0.465934693813324,
-0.41801226139068604,
0.029277481138706207,
-0.37805548310279846,
-0.22332711517810822,
0.08544965088367462,
0.5983384251594543,
-0.01473318226635456,
-0.16296884417533875,
0.050732698291540146,
0.08948034048080444,
-0.34256139397621155,
-0.6573597192764282,
0.616793692111969,
0.16543975472450256,
0.18376947939395905,
0.2890191972255707,
0.12769082188606262,
0.35285452008247375,
-0.043567903339862823,
0.13032858073711395,
-0.19219845533370972,
-0.3958249092102051,
0.17898565530776978,
0.8712440729141235,
1.0998190641403198,
-0.08784624189138412,
-0.45231893658638,
0.1414673626422882,
-0.17186208069324493,
-0.4630294740200043,
0.5554257035255432,
0.26798808574676514,
-0.7664358019828796,
-0.4253087043762207,
-0.1258988231420517,
0.38974130153656006,
0.7219700813293457,
-0.018306488171219826,
0.11248509585857391,
-0.29023924469947815,
0.1872279793024063,
0.1818970888853073,
-0.355392187833786,
-0.31465980410575867,
-0.2531108260154724,
0.31401389837265015,
-0.11559830605983734,
-0.3663557469844818,
0.41337090730667114,
0.5969740152359009,
0.14803659915924072,
-0.19862794876098633,
0.7313042283058167,
-0.19430749118328094,
-0.2400793582201004,
0.1425589621067047,
0.30372971296310425,
-0.2799831032752991,
-0.23794780671596527,
-0.4406379461288452,
-0.2983822524547577,
0.10200098156929016,
-5.8362956047058105,
-0.041899606585502625,
-0.38562676310539246,
0.11500007659196854,
-0.15312083065509796,
0.04932807758450508,
0.8899856805801392,
-0.39383843541145325,
0.2610473334789276,
-0.16473796963691711,
-0.0580582469701767,
0.6113386154174805,
-0.2193702906370163,
0.09538331627845764,
0.37872257828712463,
0.04723825678229332,
0.7299776077270508,
0.3940083980560303,
0.565531849861145,
0.26517048478126526,
-0.30217406153678894,
0.1461523324251175,
0.14689241349697113,
0.6361687779426575,
0.12525194883346558,
-0.2624969184398651,
-0.5978794097900391,
0.3300970494747162,
0.052976809442043304,
-0.02327760122716427,
0.05360306054353714,
-0.4897322952747345,
0.1113043949007988,
-0.14837203919887543,
0.44206002354621887,
0.02593168430030346,
0.6737982034683228,
0.12970302999019623,
0.14240878820419312,
-0.373173326253891,
0.17437215149402618,
0.9104796051979065,
-0.25734415650367737,
0.21806243062019348,
0.17879463732242584,
-0.30101028084754944,
-0.070891834795475,
0.010449202731251717,
0.024057304486632347,
0.7668274641036987,
0.10486214607954025,
-0.1732553094625473,
0.36880770325660706,
0.2891242206096649,
0.04725844785571098,
-0.18010540306568146,
0.2940709888935089,
-0.04168013483285904,
-0.7161082029342651,
0.399181604385376,
0.4122461974620819,
-0.5109996795654297,
-0.16899079084396362,
-0.8167099356651306,
-0.3958994150161743,
0.3992684781551361,
-0.8521601557731628,
-0.6264285445213318,
0.2057538479566574,
-0.13748040795326233,
-0.7247582077980042,
0.05090336874127388,
0.6184650659561157,
-0.36129826307296753,
0.9686039686203003,
-0.25767889618873596,
-0.2156871259212494,
0.24990390241146088,
0.47431686520576477,
-0.09395026415586472,
-0.4973815977573395,
-0.8217988610267639,
0.06267090886831284,
-0.4096873998641968,
0.1854463815689087,
-0.17394119501113892,
0.03071707859635353,
-0.6096948981285095,
0.1263425648212433,
-0.3155297338962555,
0.8482919335365295,
-0.1556200087070465,
0.16467073559761047,
0.5537270307540894,
0.07536663860082626,
0.6228137016296387,
0.6656328439712524,
-0.0371740497648716,
0.049945831298828125,
-0.358394056558609,
0.29420897364616394,
0.0647519901394844,
-0.34730270504951477,
-0.8459197878837585,
0.28586527705192566,
0.28213849663734436,
-0.2554238438606262,
0.14985109865665436,
0.7412735223770142,
-0.7656134963035583,
-0.11090832948684692,
0.19810059666633606,
-0.2239546775817871,
-0.3468628525733948,
0.317375510931015,
-0.011990245431661606,
-0.12611936032772064,
0.27786722779273987,
0.1993008255958557,
-0.33473822474479675,
0.5766931176185608,
-0.023652510717511177,
0.09963202476501465,
0.059785932302474976,
0.22939154505729675,
0.1151406317949295,
0.27545732259750366,
0.872007429599762,
-0.3460952639579773,
-0.3692762553691864,
0.5085191130638123,
0.18260733783245087,
0.09776289016008377,
-0.013177672401070595,
0.23860590159893036,
-0.7998024225234985,
-0.13263793289661407,
0.041384659707546234,
-0.04637298360466957,
-0.7172697186470032,
0.41038966178894043,
0.03292524069547653,
-0.4952583909034729,
-0.17378509044647217,
0.32720354199409485,
-0.18120244145393372,
-0.20963184535503387,
0.09332388639450073,
-0.5984168648719788,
0.25156861543655396,
-0.33786407113075256,
-0.6066887378692627,
-0.06723594665527344,
-0.020057111978530884,
0.09480880200862885,
0.09735334664583206,
-0.04567227512598038,
-0.2669122815132141,
0.3989919424057007,
-0.515746533870697,
0.3726215660572052,
0.6517037749290466,
-1.0178664922714233,
-0.11846381425857544,
0.12432988733053207,
-0.10233444720506668,
-0.3882007896900177,
-0.19271856546401978,
0.040938328951597214,
0.2626379132270813,
-0.039525676518678665,
-0.30224213004112244,
-0.45654067397117615,
-0.266427606344223,
-0.2838937044143677,
-0.06745564192533493,
-0.09068335592746735,
0.3293229639530182,
-0.22264410555362701,
-0.11833827942609787,
0.0734897181391716,
-0.7451605200767517,
-0.20480048656463623,
-0.05040886998176575,
0.313630610704422,
-0.12187868356704712,
0.365957647562027,
-0.1433948576450348,
-0.4882729947566986,
-0.2799443006515503,
0.19701987504959106,
0.5008612871170044,
0.45743459463119507,
-0.16583526134490967,
0.004393670707941055,
-0.1048751100897789,
0.41446107625961304,
0.1570938378572464,
-0.14102895557880402,
0.1976875215768814,
0.07728332281112671,
0.21808969974517822,
-0.6955051422119141,
0.3190733790397644,
-0.3785250186920166,
-0.30163082480430603,
0.2041921466588974,
0.27634239196777344,
-0.19301481544971466,
-0.3944559395313263,
-0.3671424388885498,
-0.06006705388426781,
0.029520248994231224,
0.23642554879188538,
-0.34301289916038513,
-0.15963034331798553,
0.25723782181739807,
-0.6378029584884644,
-0.3748910129070282,
0.4291638433933258,
0.16710573434829712,
-0.3514243960380554,
-0.7149518132209778,
0.00797579251229763,
-0.29133808612823486,
-0.14674566686153412,
0.28620168566703796,
-0.8234075307846069,
0.23080332577228546,
0.06514229625463486,
-0.5672041177749634,
-0.14052245020866394,
0.4843936264514923,
0.6030765771865845,
-0.4170093834400177,
0.343493789434433,
-0.2993634045124054,
0.2306079864501953,
0.0753442570567131,
0.24030207097530365,
0.25058770179748535,
0.8034800291061401,
-0.3600623905658722,
-0.6652146577835083,
0.3190842568874359,
0.5710247159004211,
0.029136396944522858,
-0.6760083436965942,
-0.8741617202758789,
0.02843162976205349,
0.7164613008499146,
-0.30121147632598877,
-0.5625225901603699,
-0.11746625602245331,
0.5710015296936035,
0.13562346994876862,
-0.30512601137161255,
-0.08465272188186646,
0.21829530596733093,
0.600019097328186,
-0.003105571959167719,
-0.1495281606912613,
-0.7319503426551819,
-0.2319190949201584,
0.23241592943668365,
0.2320317029953003,
0.12671029567718506,
-0.396064817905426,
0.2530652582645416,
-0.38824862241744995,
-0.3601420521736145,
-0.28748488426208496,
0.39925119280815125,
0.09331595152616501,
-0.127403125166893,
-0.3113786578178406,
-0.21143367886543274,
0.16752050817012787,
-0.25164303183555603,
-0.26365894079208374,
-0.188564732670784,
-0.5999682545661926,
0.13214892148971558,
-0.3868007957935333,
0.418606698513031,
0.18304476141929626,
0.44433167576789856,
0.11924263089895248,
0.19401375949382782,
-0.057213734835386276,
-0.4306020140647888,
0.1573428213596344,
-0.7258542776107788,
-0.05503552779555321,
-0.3685421943664551,
0.21969589591026306,
0.609412431716919,
0.15725946426391602,
0.07378322631120682,
-0.12679792940616608,
0.18986664712429047,
0.5921404361724854,
0.39406195282936096,
-1.0206081867218018,
0.5558450818061829,
0.30246055126190186,
-0.3260653614997864,
-0.1552686244249344,
0.15836772322654724,
0.25080642104148865,
0.0856749638915062,
0.010586523450911045,
0.19317321479320526,
0.5318871736526489,
-0.20217522978782654,
-0.29581132531166077,
0.5665532946586609,
-0.16659832000732422,
0.8334054350852966,
0.005640075542032719,
-0.11197803169488907,
-0.023629700765013695,
0.43902671337127686,
0.022357037290930748,
-0.6822930574417114,
0.47647833824157715,
0.04836459457874298,
0.34970203042030334,
0.3187846839427948,
0.06930197030305862,
0.5891735553741455,
0.9051606059074402,
-0.09086349606513977,
-0.200132817029953,
0.1214296892285347,
0.23899821937084198,
0.5559699535369873,
-0.6598796844482422,
-0.0854170024394989,
0.04718373715877533,
0.517917275428772,
0.20987442135810852,
-0.21394748985767365,
0.10393662005662918,
-0.07487084716558456,
0.3732094168663025,
0.6266422867774963,
0.7021188735961914,
-0.751171886920929,
-0.029385128989815712,
0.28195568919181824,
-0.016578562557697296,
0.19470134377479553,
-0.14437825977802277,
-0.21570609509944916,
-0.23071278631687164,
0.4300837814807892,
-0.20250043272972107,
-0.5044896006584167,
0.6091691851615906,
-0.20709171891212463,
0.5204022526741028,
0.11717536300420761,
-0.09739896655082703,
-0.14857374131679535,
-0.1325632631778717,
0.7038125991821289,
-0.06241487339138985,
0.43789759278297424,
-0.3718613088130951,
-0.31529492139816284,
0.37748298048973083,
-0.6914105415344238,
0.23179057240486145,
-0.03245844319462776,
-0.5168080925941467,
0.11477436125278473,
-0.20848561823368073,
0.09821465611457825,
0.7255097031593323,
0.06285271793603897,
0.40252381563186646,
0.16649183630943298,
-0.12747560441493988,
0.3605746328830719,
-0.4702942967414856,
-0.2620655298233032,
-0.13924992084503174,
0.10206031054258347,
0.12182449549436569,
-0.04070513695478439,
-0.772562563419342,
-0.008823043666779995,
0.31359320878982544,
-0.007887102663516998,
0.2661817669868469,
-0.29899361729621887,
0.6772993803024292,
-0.07514708489179611,
0.09479495882987976,
-0.5065579414367676,
0.6167606711387634,
-0.09374259412288666,
0.40112531185150146,
-0.4329254627227783,
0.1355389654636383,
-0.7604575157165527,
0.1794891506433487,
-1.0980291366577148,
-0.3544841408729553,
0.5161377191543579,
0.36994150280952454,
-0.1038375124335289,
-0.5309981107711792,
0.2829018533229828,
0.10307924449443817,
0.11903867870569229,
-0.16258718073368073,
0.10952400416135788,
-0.33505991101264954,
-0.7530742883682251,
-0.44824761152267456,
0.5385333895683289,
0.11206100881099701,
0.4900975227355957,
-0.015118421986699104,
0.011134927161037922,
0.14485615491867065,
-0.6551218032836914,
-0.0011238610604777932,
-0.10997401922941208,
-0.13287192583084106,
-0.9123117923736572,
0.4115826189517975,
-0.14363713562488556,
0.5103241801261902,
-0.3639114201068878,
0.3143535256385803,
0.8352537751197815,
-0.6796693205833435,
0.2727442979812622,
-0.24388058483600616,
0.3019290268421173,
0.2838844656944275,
-0.04318783059716225,
0.30467626452445984,
-0.39517414569854736,
-0.32830122113227844,
-0.7571830749511719,
0.5289427042007446,
0.12984010577201843,
-0.704505205154419,
0.057832419872283936,
-0.3990742266178131,
-0.2853429317474365,
0.2857333719730377,
0.09456493705511093,
-0.4536076486110687,
-0.48098620772361755,
-0.22834478318691254
] |
In this letter, we present a novel gripper, whose design was inspired by chuck clamping devices, for transferring heavy objects and assembling parts precisely in industrial applications. The developed gripper is lightweight (0.9 kg), can manipulate heavy payloads (over 23 kgf), and can automatically align its position and posture via a grasping motion. A fingertip design criterion is presented for the position alignment, while a control strategy is presented for the posture alignment. With one actuator, this gripper realized the above features. This letter describes the mathematical analyses and experiments used to validate these key metrics.
|
[
-0.012649454176425934,
0.0033286642283201218,
-0.0077200946398079395,
0.009812034666538239,
0.00003359513357281685,
-0.006870252080261707,
0.008297435939311981,
-0.0036380505189299583,
-0.011863073334097862,
0.0006180859636515379,
-0.003292124718427658,
0.017939921468496323,
0.019591353833675385,
0.0062056975439190865,
0.011986365541815758,
-0.005959716625511646,
0.011465808376669884,
-0.011617116630077362,
0.012612275779247284,
-0.027964886277914047,
0.008600950241088867,
0.012009060010313988,
0.009033221751451492,
-0.022688865661621094,
-0.012650527060031891,
0.013982148841023445,
-0.011848751455545425,
0.004313785117119551,
0.005304699297994375,
-0.0024731382727622986,
-0.03404262289404869,
0.0016757429111748934,
-0.008483173325657845,
-0.008626453578472137,
0.008498424664139748,
0.007549750152975321,
-0.008855368942022324,
0.029851552098989487,
0.01462312787771225,
-0.003354010172188282,
-0.013157542794942856,
0.001786406384781003,
0.0011289322283118963,
-0.015491330996155739,
-0.01096960436552763,
0.01764150895178318,
0.0032879672944545746,
-0.000036601442843675613,
-0.02878626435995102,
0.004714771639555693,
-0.01195310428738594,
0.018606271594762802,
-0.0057563260197639465,
0.0002493327483534813,
-0.005964949727058411,
0.00020896189380437136,
0.014418080449104309,
-0.008433572947978973,
-0.019912278279662132,
0.012436747550964355,
-0.015054041519761086,
0.00904683955013752,
0.0030449775513261557,
-0.01701490953564644,
-0.014839407987892628,
-0.06735649704933167,
0.013131148181855679,
0.00042348518036305904,
0.0002228469238616526,
0.013318240642547607,
0.004578288644552231,
0.011089710518717766,
0.013647686690092087,
-0.018882721662521362,
-0.006116610951721668,
-0.007414458319544792,
-0.010717304423451424,
-0.010752307251095772,
-0.00237398874014616,
0.009845012798905373,
-0.011506334878504276,
-0.012242771685123444,
0.03592853620648384,
0.020349064841866493,
-0.016091106459498405,
-0.007229331880807877,
0.00001742248423397541,
-0.000053483061492443085,
-0.0006611528806388378,
0.015780465677380562,
0.02064508944749832,
0.004051234573125839,
-0.0021841954439878464,
-0.005479237996041775,
0.0068299975246191025,
-0.0031791487708687782,
0.01370515488088131,
0.01186155155301094,
-0.008124791085720062,
0.018217813223600388,
0.0022395486012101173,
0.01776212453842163,
0.008310865610837936,
-0.03416583314538002,
-0.006155591458082199,
0.015915729105472565,
0.023496069014072418,
0.03436959534883499,
-0.015122754499316216,
0.010003742761909962,
0.016237787902355194,
0.030961427837610245,
-0.029325760900974274,
-0.004188687540590763,
-0.0188860222697258,
0.0024404432624578476,
0.027298828586935997,
-0.009977567940950394,
0.009827613830566406,
0.005403324030339718,
0.016762107610702515,
-0.0038999435491859913,
0.003032360225915909,
0.004354675300419331,
0.007619285956025124,
0.0015142140910029411,
0.024748900905251503,
-0.028461206704378128,
0.005352864041924477,
-0.012387596070766449,
-0.011959593743085861,
-0.005415119230747223,
-0.018385348841547966,
0.04063577204942703,
0.018320299685001373,
-0.006714009214192629,
-0.011149890720844269,
0.007280933670699596,
0.004514818079769611,
0.001282258192077279,
-0.011924074031412601,
0.007964889518916607,
0.012454602867364883,
0.014627622440457344,
0.0269693061709404,
-0.001973139587789774,
-0.02667565457522869,
0.006349700037389994,
0.01791427657008171,
-0.009126611985266209,
0.017197385430336,
0.010282177478075027,
-0.018196679651737213,
-0.020875368267297745,
-0.0011670473031699657,
-0.006514993496239185,
-0.007077411748468876,
-0.00987942237406969,
-0.002502327086403966,
0.010737048462033272,
0.029743820428848267,
-0.015438079833984375,
0.012862922623753548,
0.00871212873607874,
-0.01557508297264576,
-0.007866743952035904,
0.006792670115828514,
-0.004689912311732769,
-0.00699992198497057,
0.0037712606135755777,
-0.019976362586021423,
0.02031811699271202,
-0.0003573813010007143,
0.0046436982229352,
-0.0008710881229490042,
0.01437943335622549,
-0.009922675788402557,
0.011111090891063213,
-0.015936750918626785,
0.06717540323734283,
0.03540994971990585,
-0.012076711282134056,
0.008775539696216583,
0.007554364390671253,
0.015820516273379326,
-0.014358535408973694,
-0.017247477546334267,
-0.006104553584009409,
0.0009723571129143238,
-0.007990565150976181,
-0.017524490132927895,
0.006290345452725887,
-0.006409894675016403,
0.014505725353956223,
-0.004757956601679325,
0.0037018200382590294,
-0.006387278903275728,
-0.0090171592310071,
0.0160621739923954,
-0.020677872002124786,
0.00873701460659504,
-0.008603260852396488,
-0.006086667999625206,
-0.0063172257505357265,
-0.003211118746548891,
0.018140975385904312,
0.0035090576857328415,
-0.008226163685321808,
0.028715303167700768,
0.016855919733643532,
0.0031645626295357943,
0.012675220146775246,
-0.004148135893046856,
0.004557283595204353,
-0.01401996798813343,
-0.0022837386932224035,
-0.007027333602309227,
-0.02918776497244835,
0.019124625250697136,
-0.008959559723734856,
0.0016400369349867105,
0.025029253214597702,
0.024975037202239037,
-0.02460697665810585,
0.033002160489559174,
0.009985609911382198,
0.00540181016549468,
0.013255330733954906,
-0.00036383920814841986,
0.01089657936245203,
0.0015146442456170917,
-0.018624842166900635,
-0.012682193890213966,
0.0041879634372889996,
0.005619100295007229,
-0.01465383730828762,
0.011367125436663628,
-0.02073242887854576,
0.009937087073922157,
-0.0078049604780972,
-0.001912744133733213,
-0.003506031585857272,
0.0160377137362957,
0.0000935940770432353,
0.00040020502638071775,
0.006155608221888542,
-0.004414130002260208,
-0.009748755022883415,
-0.027103247120976448,
-0.021828720346093178,
0.006939804181456566,
0.005370961036533117,
-0.00594786973670125,
-0.019417837262153625,
-0.006010974757373333,
-0.02100515365600586,
-0.0013896002201363444,
0.011884000152349472,
0.021745383739471436,
-0.0031278016977012157,
0.0007301965961232781,
0.008889543823897839,
0.03469238430261612,
0.011591625399887562,
-0.011581618338823318,
0.009452329948544502,
0.03869607299566269,
-0.0014670107048004866,
-0.03321019187569618,
-0.001624993747100234,
0.006147854961454868,
-0.009328256361186504,
-0.0050917863845825195,
-0.08136482536792755,
-0.02428990975022316,
-0.023205101490020752,
0.010910451412200928,
0.006344612222164869,
0.014736615121364594,
0.002645103493705392,
0.018245402723550797,
-0.011810793541371822,
0.008509834297001362,
-0.006795587483793497,
-0.0027396762743592262,
-0.011337755247950554,
0.025653552263975143,
-0.00017861602827906609,
-0.020354587584733963,
0.018852882087230682,
-0.0032090451568365097,
0.0009744310518726707,
0.024484632536768913,
0.028520459309220314,
-0.043795764446258545,
-0.0034416792914271355,
-0.02674476057291031,
0.012894483283162117,
-0.0071546887047588825,
-0.008103941567242146,
0.0003402860602363944,
0.008970879018306732,
0.010745903477072716,
-0.024748362600803375,
0.010906157083809376,
-0.004944654181599617,
-0.01980777457356453,
0.03185891732573509,
-0.01427973061800003,
-0.009378883056342602,
-0.0016367631033062935,
-0.013918056152760983,
-0.006393170915544033,
-0.02322927489876747,
-0.006777514237910509,
-0.03132355958223343,
0.019796103239059448,
0.013741398230195045,
0.002904424909502268,
0.004261889029294252,
0.0032128705643117428,
0.014163593761622906,
-0.01218431442975998,
-0.00823635421693325,
0.005571906920522451,
-0.005080278962850571,
0.012695725075900555,
-0.012511512264609337,
-0.0005248524248600006,
0.004842272028326988,
0.024358564987778664,
-0.009912550449371338,
-0.011295444332063198,
-0.021877262741327286,
0.011480137705802917,
-0.017887935042381287,
-0.010666584596037865,
0.007353229448199272,
-0.018091391772031784,
0.002099147066473961,
-0.009927686303853989,
0.007726006209850311,
-0.021591490134596825,
0.03286705166101456,
-0.0004988322034478188,
0.005317231640219688,
-0.010998486541211605,
-0.018829762935638428,
-0.01817905530333519,
-0.011847231537103653,
-0.020032154396176338,
0.02338353544473648,
-0.0029334314167499542,
-0.03035496175289154,
0.01585441082715988,
-0.03854494169354439,
0.024369269609451294,
-0.01452140137553215,
0.010090837255120277,
-0.0011281571350991726,
-0.005607642699033022,
0.004729932639747858,
-0.006149940192699432,
-0.012927154079079628,
0.01781117357313633,
-0.032052911818027496,
0.0025878148153424263,
-0.0020252063404768705,
0.0015437208348885179,
0.0014082397101446986,
0.005486365407705307,
-0.010367188602685928,
0.009498031809926033,
0.022149283438920975,
-0.018289221450686455,
0.017215611413121223,
-0.009016049094498158,
-0.0031865942291915417,
0.01463758572936058,
0.011126668192446232,
0.01077420637011528,
0.00017865421250462532,
-0.010791868902742863,
-0.01010403223335743,
-0.0018317177891731262,
-0.017793193459510803,
0.02409643679857254,
0.008946368470788002,
-0.017216630280017853,
-0.007031147368252277,
0.009390480816364288,
0.07327721267938614,
-0.005381178576499224,
0.012850762344896793,
-0.019842244684696198,
0.025546913966536522,
-0.011154904961585999,
-0.0009699501097202301,
0.016295339912176132,
0.006286232732236385,
0.015159748494625092,
0.010139108635485172,
-0.010436826385557652,
0.02144819311797619,
-0.01857732981443405,
-0.004064878914505243,
0.028959793969988823,
-0.028066668659448624,
-0.010450080037117004,
0.013637557625770569,
-0.007694771979004145,
-0.0368163101375103,
-0.022131243720650673,
0.005518531426787376,
-0.0037718999665230513,
-0.030743323266506195,
0.005864157807081938,
-0.018935568630695343,
-0.016512036323547363,
-0.00013065477833151817,
0.010841269046068192,
-0.01549372635781765,
-0.04129829257726669,
-0.003935722634196281,
0.005117930471897125,
-0.010938839986920357,
0.014487926848232746,
0.014092609286308289,
-0.01488449890166521,
0.012019393965601921,
0.00935872457921505,
-0.014668159186840057,
-0.017865167930722237,
0.012263047508895397,
0.013522432185709476,
-0.012396030128002167,
0.0028362013399600983,
-0.037125103175640106,
-0.0037813219241797924,
0.003245049621909857,
0.0056672533974051476,
-0.013579709455370903,
0.0018509546061977744,
0.016351543366909027,
-0.004914690274745226,
0.015184006653726101,
0.03285671025514603,
0.0005302317440509796,
-0.018051061779260635,
0.009310659021139145,
0.015746233984827995,
-0.007271742448210716,
0.008052286691963673,
-0.0066062514670193195,
0.00047071371227502823,
-0.012557122856378555,
-0.010948165319859982,
0.03207709640264511,
-0.021813679486513138,
0.009976357221603394,
0.01533941924571991,
0.007703017443418503,
-0.024738386273384094,
-0.016212083399295807,
0.010520875453948975,
0.015674207359552383,
-0.02609296888113022,
0.0030322938691824675,
0.0190791767090559,
0.01350957527756691,
-0.0070273480378091335,
-0.0007001671474426985,
0.009549751877784729,
-0.04207514226436615,
-0.020404400303959846,
0.03105168603360653,
0.030738573521375656,
-0.005077045410871506,
-0.07495720684528351,
-0.009136604145169258,
0.012020708061754704,
-0.005529316142201424,
0.011507779359817505,
0.01507803425192833,
-0.01847662776708603,
-0.006632460281252861,
-0.0056837513111531734,
0.0006388114998117089,
-0.0015839848201721907,
0.00710857892408967,
0.006922760978341103,
0.011015491560101509,
0.00952067505568266,
-0.0042073680087924,
-0.024114344269037247,
-0.004039420280605555,
-0.004567056894302368,
-0.005649270955473185,
0.022792384028434753,
0.0035888138227164745,
0.008508104830980301,
-0.02307814732193947,
0.002622202504426241,
-0.08181406557559967,
-0.0123095428571105,
-0.0018446490867063403,
-0.006853117607533932,
-0.006127974018454552,
0.0020985878072679043,
-0.001671773148700595,
-0.009546796791255474,
-0.004038683138787746,
-0.010470505803823471,
0.0018341802060604095,
0.0027391372714191675,
0.012279599905014038,
0.005391360260546207,
0.001845040125772357,
-0.0018392099300399423,
0.009342995472252369,
-0.02619238942861557,
0.01878909207880497,
0.0025523267686367035,
0.015035231597721577,
-0.00874723494052887,
-0.011919120326638222,
-0.00040809414349496365,
-0.003777898382395506,
0.019618842750787735,
-0.015062483958899975,
0.01636563241481781,
0.021099504083395004,
-0.0017563989385962486,
-0.0015501775778830051,
-0.00016249343752861023,
-0.003440694184973836,
-0.01819891296327114,
-0.007999885827302933,
-0.01436728797852993,
0.024692311882972717,
0.0026265871711075306,
-0.008198538795113564,
-0.003640089649707079,
0.00495186448097229,
0.02919911965727806,
0.03745020180940628,
0.024736788123846054,
-0.004541299305856228,
0.0005029587773606181,
0.006346890237182379,
0.00033157761208713055,
0.005531230941414833,
-0.006905710324645042,
0.010855581611394882,
0.009351003915071487,
0.011496568098664284,
-0.0018499265424907207,
0.02752612717449665,
-0.011700259521603584,
0.0032515861093997955,
0.025912083685398102,
-0.0157289020717144,
0.004268371034413576,
-0.002936061704531312,
0.008605205453932285,
-0.01690436527132988,
0.07241412997245789,
-0.02474364824593067,
0.025805946439504623,
0.022970281541347504,
-0.006787506863474846,
0.0030134234111756086,
0.008810991421341896,
0.022873342037200928,
-0.0038699142169207335,
-0.01065857894718647,
0.008442429825663567,
-0.005295226816087961,
0.017716441303491592,
0.001764852087944746,
0.007609221152961254,
0.03086414560675621,
-0.017669588327407837,
-0.02507152408361435,
0.007936610840260983,
0.011039458215236664,
-0.03194604441523552,
-0.007483077235519886,
-0.011219383217394352,
0.036123938858509064,
-0.01802988164126873,
-0.002235617721453309,
0.004012442193925381,
0.005835993681102991,
0.00015542074106633663,
-0.028828434646129608,
-0.012202084064483643,
0.003393532708287239,
0.003890987252816558,
-0.01110391691327095,
0.031778693199157715,
0.015805648639798164,
-0.008091485127806664,
0.003445025533437729,
-0.03493455797433853,
-0.01459133718162775,
0.008378231897950172,
0.010320955887436867,
0.0032585840672254562,
0.017007820308208466,
-0.023241497576236725,
0.01473083533346653,
0.021704915910959244,
0.04505258798599243,
0.0100933276116848,
0.015447327867150307,
0.02102634683251381,
-0.010245781391859055,
0.01761527918279171,
-0.007471967488527298,
0.005953017622232437,
0.022807396948337555,
0.00684328144416213,
0.002442677039653063,
-0.030867964029312134,
-0.019840722903609276,
-0.0018421006388962269,
-0.006364974658936262,
-0.007577419281005859,
0.0009381577838212252,
0.013462560251355171,
0.013728135265409946,
0.01061190851032734,
-0.016496814787387848,
0.009401584975421429,
0.012442993931472301,
0.00579257495701313,
0.04971076920628548,
0.003646545112133026,
-0.0017326297238469124,
-0.013992234133183956,
0.0024280266370624304,
0.004755417816340923,
-0.028630327433347702,
0.011662205681204796,
0.006783232092857361,
-0.0002677182201296091,
0.017640195786952972,
0.016384117305278778,
0.007166307885199785,
0.014710924588143826,
0.02556062862277031,
-0.005227290093898773,
-0.005656144116073847,
0.001032890984788537,
0.0022708415053784847,
0.0017357792239636183,
-0.012896204367280006,
0.008036715909838676,
-0.0008879841770976782,
0.0015340959653258324,
0.03313073515892029,
0.019643157720565796,
0.011321539990603924,
0.01705870032310486,
-0.0029494522605091333,
-0.015497821383178234,
-0.008119048550724983,
-0.012049062177538872,
0.004411624278873205,
0.0031541362404823303,
0.008237149566411972,
0.0053799147717654705,
0.009898514486849308,
-0.002586774993687868,
0.008156218566000462,
0.003059360897168517,
0.017366060987114906,
-0.021732978522777557,
0.03364097699522972,
-0.0030687469989061356,
-0.03033742681145668,
-0.010142248123884201,
-0.017324041575193405,
0.00559618417173624,
-0.007638275623321533,
-0.0019215994980186224,
0.003037376794964075,
-0.026987366378307343,
0.00985325500369072,
0.015935804694890976,
-0.0074234530329704285,
-0.006941375322639942,
0.02155149355530739,
0.0066010672599077225,
-0.013255512341856956,
0.01326572336256504,
-0.02144511230289936,
-0.008177858777344227,
0.0042679524049162865,
0.021567052230238914,
-0.023297404870390892,
0.011559559032320976,
0.003123984672129154,
-0.006637198384851217,
0.009843483567237854,
0.0029511786997318268,
-0.00832330621778965,
0.009050583466887474,
0.023783935233950615,
0.0050375377759337425,
0.013205448165535927,
-0.016318149864673615,
0.02124507538974285,
0.006855441257357597,
-0.007675021421164274,
0.004268347751349211,
-0.0006111502880230546,
0.0004227627068758011,
-0.0070215314626693726,
-0.022801347076892853,
0.016062263399362564,
0.0011645971098914742,
0.017436429858207703,
0.008430996909737587,
0.00730335246771574,
-0.02786349132657051,
-0.0059395949356257915,
-0.00848839059472084,
0.01235969178378582,
0.015184564515948296,
0.015658248215913773,
-0.012999258935451508,
0.008493657223880291,
-0.01260487362742424,
-0.02367435395717621,
-0.024176355451345444,
-0.002282508183270693,
-0.009907038882374763,
-0.0031818049028515816,
0.0007045676466077566,
-0.010535817593336105,
-0.015751967206597328,
-0.005571760702878237,
-0.012102743610739708,
0.010120385326445103,
0.016583697870373726,
-0.03156047314405441,
0.004447414539754391,
-0.008546372875571251,
0.020621497184038162,
-0.023837583139538765,
-0.011318300850689411,
-0.011182393878698349,
-0.007607158273458481,
0.010609538294374943,
0.023151129484176636,
0.0028296150267124176,
-0.010867685079574585,
0.02374877594411373,
0.006475328002125025,
-0.0020208596251904964,
-0.00575228501111269,
-0.004851191304624081,
0.0007680869312025607,
-0.003968293312937021,
-0.0080660255625844,
-0.013917246833443642
] |
[
-0.20099669694900513,
0.1560146063566208,
0.6673677563667297,
0.3911377191543579,
-0.05845651403069496,
0.05112101882696152,
-0.15317897498607635,
-0.7033216953277588,
-0.2125418782234192,
-0.2373022586107254,
0.08901900798082352,
0.3571760952472687,
0.19667384028434753,
-0.3007284104824066,
-0.27733373641967773,
0.5697223544120789,
0.1986759901046753,
0.12252016365528107,
-0.07503674179315567,
-0.3165993392467499,
-0.26670196652412415,
-0.19057676196098328,
0.6073189377784729,
-0.16606424748897552,
0.17065726220607758,
0.2555823028087616,
0.3294999301433563,
0.6821724772453308,
-0.16424356400966644,
-0.1746939867734909,
-0.19660556316375732,
0.2826092541217804,
-0.19025254249572754,
-0.32059118151664734,
0.08846598863601685,
-0.2011040598154068,
0.38030490279197693,
0.08571179211139679,
0.441043883562088,
-0.6170527935028076,
0.04126289114356041,
-0.09469983726739883,
-0.11279266327619553,
0.14944088459014893,
-0.2705327272415161,
-0.9843019247055054,
-1.4995418787002563,
-0.14852933585643768,
-0.47184255719184875,
-0.10370151698589325,
-0.22753575444221497,
0.13074611127376556,
0.118903748691082,
0.1723545491695404,
0.09151902794837952,
0.31502586603164673,
-0.4968573749065399,
-0.4994019865989685,
0.5073734521865845,
-0.4538422226905823,
-0.20960979163646698,
0.08520243316888809,
0.3148514926433563,
0.14999894797801971,
0.07646501809358597,
0.1732752025127411,
-0.019059110432863235,
-0.3719961643218994,
-0.36886343359947205,
0.14137503504753113,
0.2498950958251953,
-0.22102639079093933,
-0.2517995834350586,
0.04583614692091942,
-0.18459436297416687,
-0.30118328332901,
-0.21505951881408691,
-0.1200251504778862,
0.37029361724853516,
0.3137045204639435,
0.2803531587123871,
0.23735187947750092,
0.38716545701026917,
-0.058746665716171265,
0.4150618612766266,
0.6259482502937317,
-0.11186935752630234,
0.52961665391922,
-0.4084811508655548,
0.4365825355052948,
0.24365215003490448,
-0.4646576941013336,
0.33997032046318054,
0.5658643841743469,
0.17164982855319977,
-0.3349415957927704,
0.21548844873905182,
0.0901864543557167,
0.36076271533966064,
-0.024682331830263138,
0.42612728476524353,
-0.35960566997528076,
0.17052580416202545,
-0.42052024602890015,
0.05882447585463524,
-0.26317211985588074,
-0.6274625062942505,
-0.458375483751297,
-0.19244730472564697,
0.3187083303928375,
-0.6748217344284058,
-0.10303978621959686,
-0.025160597637295723,
-0.05744569003582001,
0.0696462020277977,
0.09414365887641907,
0.28887835144996643,
-0.3462677597999573,
0.09473094344139099,
0.4600662887096405,
-0.005207072477787733,
0.8622353076934814,
0.07782009989023209,
-0.041252076625823975,
0.5021665096282959,
-0.021943634375929832,
0.2949664890766144,
0.8720723390579224,
-0.4996117055416107,
0.3594760596752167,
0.6786542534828186,
0.5854823589324951,
0.019234489649534225,
0.12464793771505356,
-0.4384753406047821,
-0.23896023631095886,
-0.057170264422893524,
0.12961545586585999,
-0.05209523066878319,
0.19481994211673737,
-0.3936704397201538,
-0.493244469165802,
0.017648523673415184,
-0.3347775638103485,
0.12684817612171173,
-0.1498473733663559,
0.12728434801101685,
0.14048616588115692,
-0.541257381439209,
0.35591647028923035,
-0.04289986565709114,
-0.32698526978492737,
-0.4330896735191345,
0.182591512799263,
-0.27706608176231384,
0.055169377475976944,
-0.05741271376609802,
-0.029919009655714035,
-0.13545064628124237,
-0.0801737830042839,
0.01205588411539793,
0.11731778830289841,
-1.052832007408142,
0.2835838794708252,
-0.05850035697221756,
-0.20023752748966217,
0.20798476040363312,
0.6774999499320984,
0.027821123600006104,
0.08210290968418121,
0.2811390459537506,
0.23353151977062225,
-0.2685449719429016,
-0.13323278725147247,
-0.5048454999923706,
0.3509400188922882,
0.4317532479763031,
0.38154590129852295,
-0.06067338213324547,
0.24036963284015656,
-0.7031055092811584,
-0.08955948799848557,
-0.04640849307179451,
-0.37237972021102905,
0.296421080827713,
0.4851248264312744,
0.2255941480398178,
0.06460192799568176,
-0.537825882434845,
-0.43410587310791016,
-0.3964465856552124,
-0.5945352911949158,
0.29868772625923157,
-0.4489447772502899,
0.9619733095169067,
-0.3495551645755768,
-0.47161880135536194,
1.1364856958389282,
-0.0773048847913742,
0.43250221014022827,
-0.05387603119015694,
0.4510457217693329,
0.1866030991077423,
-0.4292556047439575,
-0.22035570442676544,
-0.11133547127246857,
0.17845295369625092,
0.2963334918022156,
-0.29217028617858887,
0.0766814723610878,
0.7912232279777527,
-0.22691954672336578,
-0.2042960375547409,
-0.4614087641239166,
-0.04989315941929817,
0.09225024282932281,
-0.052484575659036636,
0.49958112835884094,
-0.009763642214238644,
0.6809291243553162,
1.1684491634368896,
-0.06898237019777298,
-0.01814839243888855,
0.42690587043762207,
-0.4081431031227112,
0.19524069130420685,
0.3275943994522095,
0.35855430364608765,
0.1842038929462433,
-0.5203546285629272,
-0.17773228883743286,
-0.8965890407562256,
0.2713741660118103,
-0.31510215997695923,
-0.1746971607208252,
0.05891929566860199,
0.03148448467254639,
-0.3209294378757477,
0.6005812287330627,
-0.24932405352592468,
-0.17303486168384552,
0.500307023525238,
-0.44500410556793213,
0.5513256788253784,
-0.06578189134597778,
-0.31105247139930725,
0.04736361652612686,
0.38155949115753174,
-0.47792595624923706,
-0.33180108666419983,
-0.10149051249027252,
0.4484180212020874,
0.1337863802909851,
0.18167531490325928,
0.37941664457321167,
0.07438591867685318,
0.01062043383717537,
-0.022813156247138977,
0.23534440994262695,
0.26376327872276306,
0.06753262132406235,
0.02883584052324295,
0.442838579416275,
0.05196402966976166,
-0.5656605362892151,
0.1871451586484909,
-0.11770404130220413,
-0.28310009837150574,
0.5255812406539917,
0.8517665266990662,
0.3306269645690918,
0.16423065960407257,
-0.06464174389839172,
0.24938495457172394,
0.02795979753136635,
-0.4962965250015259,
0.544400691986084,
0.42146822810173035,
-0.628392219543457,
-0.7762097120285034,
-0.026998821645975113,
0.42562225461006165,
1.1254944801330566,
0.04219423234462738,
0.5998412370681763,
-0.6405603289604187,
0.45601680874824524,
-0.2292461097240448,
-0.5992733836174011,
-0.5468539595603943,
0.1308637410402298,
0.12978395819664001,
-0.04678647220134735,
-0.4615741968154907,
0.3874652683734894,
0.8994163274765015,
0.2387891411781311,
0.2782262861728668,
0.6114761829376221,
-0.12482386082410812,
-0.19413676857948303,
0.48253291845321655,
-0.006578162312507629,
-0.47570887207984924,
0.016928546130657196,
-0.32399821281433105,
-0.15313471853733063,
0.1163003146648407,
-6.0371317863464355,
0.22628916800022125,
-0.8157579302787781,
0.085420623421669,
-0.3158966898918152,
0.17907333374023438,
0.7084424495697021,
-0.19404348731040955,
-0.31901079416275024,
-0.4024336040019989,
0.4451829195022583,
0.44851577281951904,
0.3668031096458435,
-0.28622207045555115,
0.3815578520298004,
0.4458713233470917,
0.5835468173027039,
0.19627515971660614,
0.08996416628360748,
-0.1451283097267151,
-0.132409930229187,
-0.4557608366012573,
0.041034284979104996,
0.009572976268827915,
0.566146194934845,
-0.30432575941085815,
-0.7158244252204895,
0.35553234815597534,
-0.3798949420452118,
-0.006072248797863722,
-0.09163682162761688,
0.017692042514681816,
-0.29857003688812256,
-0.3888750672340393,
0.6491411924362183,
0.0888950377702713,
0.640333354473114,
0.06206434592604637,
0.6558913588523865,
-0.14641079306602478,
0.2681567072868347,
0.8131213188171387,
0.05971093475818634,
-0.2427772730588913,
0.47605571150779724,
-0.6722949743270874,
-0.07340294867753983,
-0.05434679239988327,
-0.12757788598537445,
0.14552417397499084,
0.008905302733182907,
-0.33552518486976624,
-0.031044436618685722,
-0.23427188396453857,
0.27984580397605896,
-0.23948459327220917,
0.13698245584964752,
0.5317882895469666,
-0.7098112106323242,
0.4655044972896576,
0.10323883593082428,
-0.168263778090477,
-0.08039631694555283,
-0.9380744695663452,
-0.42124223709106445,
0.2564641833305359,
-0.5929986238479614,
-0.05022234842181206,
0.20193761587142944,
-0.10299351811408997,
-0.430183470249176,
0.009885980747640133,
0.1187402606010437,
-0.501995861530304,
0.553020715713501,
-0.5159323215484619,
0.3550421893596649,
-0.026560556143522263,
-0.16565556824207306,
0.40546897053718567,
-0.15825220942497253,
-0.49873632192611694,
0.10162074863910675,
0.15061114728450775,
0.22062279284000397,
-0.5761045813560486,
-0.014075150713324547,
-0.39571085572242737,
0.009453769773244858,
0.3890038728713989,
0.4708694815635681,
-0.23513610661029816,
-0.06445743888616562,
0.219425231218338,
-0.30631327629089355,
-0.46388646960258484,
0.01617133431136608,
-0.7290036678314209,
0.29608353972435,
-0.19238904118537903,
0.7517114877700806,
0.07238215208053589,
0.12051312625408173,
-0.4188969135284424,
0.04097767174243927,
-0.03891780227422714,
-0.1665581464767456,
0.38296395540237427,
0.8747419118881226,
-0.19341564178466797,
-0.1436995416879654,
-0.10645662248134613,
-0.15495765209197998,
-0.3599514067173004,
0.47226011753082275,
-0.18428650498390198,
-0.36166244745254517,
-0.04980854690074921,
-0.11244702339172363,
-0.37542855739593506,
0.13245882093906403,
0.32035723328590393,
0.059478987008333206,
-0.5153369307518005,
-0.7831850051879883,
-0.16613493859767914,
0.01788947731256485,
0.5100356340408325,
-0.45111697912216187,
0.02705352194607258,
0.33049431443214417,
0.5583739280700684,
-0.23790748417377472,
0.14731749892234802,
0.18904536962509155,
-0.053942762315273285,
-0.08425156027078629,
0.061427585780620575,
0.06709430366754532,
-0.9702438116073608,
0.0959232747554779,
-0.09900803118944168,
-0.2482035756111145,
-0.35202479362487793,
0.39217427372932434,
-0.024928396567702293,
-0.015811732038855553,
0.44615766406059265,
-0.6488937139511108,
0.22766046226024628,
0.17639625072479248,
-0.49882441759109497,
-0.20831692218780518,
0.09872376918792725,
-0.13144250214099884,
0.08679179847240448,
0.18573299050331116,
0.24313385784626007,
0.4632492661476135,
-0.506090521812439,
0.603233277797699,
0.3064853549003601,
-0.8069183230400085,
-0.012246405705809593,
0.3843860924243927,
-0.0985945612192154,
-0.6616818904876709,
-0.20826394855976105,
-0.13735820353031158,
0.1917942464351654,
0.2060374915599823,
-0.5954656004905701,
-0.7582075595855713,
-0.6968488693237305,
-0.22772930562496185,
0.0050349910743534565,
-0.2770003378391266,
-0.2769204378128052,
-0.12281083315610886,
-0.021260660141706467,
0.1838657408952713,
-0.45752468705177307,
-0.005858359858393669,
-0.17295604944229126,
0.380934476852417,
-0.03859109804034233,
-0.02929225005209446,
-0.2076164335012436,
-0.3393492102622986,
-0.5699494481086731,
0.17171704769134521,
-0.11488205939531326,
0.5094631910324097,
0.11616048216819763,
0.13930052518844604,
-0.23222440481185913,
-0.025811104103922844,
0.6580592393875122,
-0.644873321056366,
0.17431391775608063,
-0.3288663923740387,
0.6316030621528625,
-0.5423945784568787,
0.315225213766098,
0.10350143164396286,
-0.11577730625867844,
0.6613468527793884,
-0.17921757698059082,
0.2987188696861267,
-0.16430702805519104,
-0.37830254435539246,
-0.8774268627166748,
0.33367669582366943,
-0.05396295338869095,
-0.4207991659641266,
0.19995978474617004,
0.4625968635082245,
-0.5160225033760071,
-0.6531808972358704,
-0.26732781529426575,
0.5136495232582092,
0.0018107309006154537,
-0.6094664335250854,
-0.2589397132396698,
-0.17482729256153107,
0.058034610003232956,
0.3713565170764923,
-0.03327420726418495,
0.21627123653888702,
0.03201832249760628,
-0.5714119076728821,
-0.2272614687681198,
0.4830671548843384,
-0.03257080912590027,
-0.4438089430332184,
0.2770046591758728,
-0.7831758856773376,
-0.1847299337387085,
-0.20991669595241547,
0.008324109017848969,
0.23164772987365723,
0.7822850346565247,
0.021551432088017464,
-0.4727468192577362,
-0.6274818778038025,
0.2330048829317093,
0.323578804731369,
-0.42358362674713135,
-0.5203894972801208,
0.0503583662211895,
0.20849937200546265,
-0.33394619822502136,
-0.2884165942668915,
0.04503532499074936,
0.45635876059532166,
0.22473092377185822,
-0.31157809495925903,
-0.30140992999076843,
0.27890387177467346,
0.25991135835647583,
0.08478499948978424,
0.2593950629234314,
-0.6753486394882202,
-0.13568264245986938,
-0.014101017266511917,
0.4978697597980499,
-0.20994538068771362,
-0.8480162024497986,
0.12646229565143585,
-0.6883317828178406,
0.06755831092596054,
0.20782281458377838,
0.11218606680631638,
-0.20838694274425507,
-0.16946537792682648,
0.007672235835343599,
-0.12732551991939545,
0.10360072553157806,
-0.0900103747844696,
0.11358776688575745,
-0.35594719648361206,
0.10006821900606155,
0.29510337114334106,
0.010321308858692646,
0.1716172844171524,
0.0495416559278965,
-0.03424496203660965,
0.0566306933760643,
0.025407353416085243,
0.2121395766735077,
-0.42947614192962646,
0.10027186572551727,
-0.9368276000022888,
0.0343884713947773,
-0.007198628969490528,
0.3859795928001404,
0.07672712206840515,
0.29917144775390625,
0.23995332419872284,
0.2848212420940399,
-0.2801560163497925,
0.8433652520179749,
0.7916810512542725,
-0.6568237543106079,
0.27120521664619446,
-0.023067055270075798,
0.24932481348514557,
-0.22423861920833588,
0.21198894083499908,
0.39888906478881836,
-0.05287623032927513,
-0.0454874113202095,
-0.18423916399478912,
0.4507300555706024,
-0.03790825232863426,
-0.4562973082065582,
0.28329911828041077,
0.3868245482444763,
0.23505257070064545,
0.48465147614479065,
-0.10832614451646805,
0.0335158109664917,
0.36733105778694153,
-0.12175989896059036,
-0.8564873933792114,
0.39034518599510193,
-0.3370770514011383,
0.05216458812355995,
-0.24955230951309204,
0.42083999514579773,
0.45877817273139954,
0.704958438873291,
-0.2122165858745575,
0.21894696354866028,
-0.0426657572388649,
0.4149448573589325,
0.37260374426841736,
-0.384616494178772,
-0.04215879738330841,
0.5417764782905579,
-0.024944651871919632,
0.6253916621208191,
-0.35701242089271545,
-0.003450068412348628,
-0.13899634778499603,
0.27464404702186584,
0.0665355920791626,
0.27169764041900635,
0.054137881845235825,
0.38937750458717346,
0.26090389490127563,
0.008069165050983429,
-0.24303025007247925,
-0.16252866387367249,
-0.4236348569393158,
-0.32177162170410156,
0.4553324282169342,
-0.24726742506027222,
-0.7787408828735352,
0.5965102910995483,
0.37109243869781494,
0.5659869313240051,
0.24140800535678864,
0.20065291225910187,
-0.5508759021759033,
-0.16932567954063416,
0.6528403162956238,
-0.1415574699640274,
0.4730807840824127,
-0.07347254455089569,
-0.27038416266441345,
0.7488073706626892,
-0.46519747376441956,
0.4547214210033417,
-0.2936428189277649,
-0.1101289764046669,
0.35373520851135254,
0.25679105520248413,
0.24609537422657013,
0.437955379486084,
-0.07602328807115555,
0.0973556861281395,
-0.3775113821029663,
-0.2781814932823181,
-0.3375847339630127,
-0.10022613406181335,
0.41062411665916443,
0.10653635859489441,
0.9429800510406494,
0.005576194263994694,
0.06311572343111038,
-0.8482810258865356,
-0.5097724199295044,
0.08241022378206253,
-0.13117702305316925,
-0.31099942326545715,
-0.3479492962360382,
0.836663007736206,
0.324711412191391,
0.32316580414772034,
-0.5841472744941711,
0.08950405567884445,
-0.02226198837161064,
0.15541404485702515,
0.10464765876531601,
0.10935366898775101,
-0.41927582025527954,
0.1422596573829651,
-0.2594181299209595,
-0.17011171579360962,
0.7626010179519653,
-0.3478054404258728,
-0.13605523109436035,
-0.36531272530555725,
0.03888362646102905,
0.11045461893081665,
0.02570533938705921,
-0.3977992832660675,
-0.02108140103518963,
-0.23172345757484436,
-0.4233894646167755,
-0.30415791273117065,
0.3420150578022003,
0.013268251903355122,
0.48329466581344604,
-0.024934295564889908,
-0.06364591419696808,
-0.05078034847974777,
-0.6910023093223572,
0.14698760211467743,
-0.3284654915332794,
-0.39501893520355225,
-0.33064520359039307,
0.48496586084365845,
-0.5252843499183655,
0.6684145331382751,
0.05366513505578041,
0.1467493176460266,
0.1163473054766655,
-0.5057463049888611,
-0.3510051965713501,
0.019199907779693604,
0.1158505529165268,
0.3486272692680359,
0.34018033742904663,
0.3524039387702942,
-0.8225414156913757,
-0.10751490294933319,
-0.5761352777481079,
0.41520148515701294,
-0.0730789303779602,
-0.3882639408111572,
0.7949203252792358,
-0.3009457290172577,
-0.07516702264547348,
0.41074562072753906,
-0.1341000646352768,
-0.8009684681892395,
-0.4769962430000305,
-0.28421202301979065
] |
Demand response is a critical part of renewable integration and energy cost reduction goals across the world. Motivated by the need to reduce costs arising from electricity shortage and renewable energy fluctuations, we propose a novel multiarmed bandit mechanism for demand response (MAB-MDR) which makes monetary offers to strategic consumers who have unknown response characteristics, to incetivize reduction in demand. Our work is inspired by a novel connection we make to crowdsourcing mechanisms. The proposed mechanism incorporates realistic features of the demand response problem including time varying and quadratic cost function. The mechanism marries auctions, that allow users to report their preferences, with online algorithms, that allow distribution companies to learn user-specific parameters. We show that MAB-MDR is dominant strategy incentive compatible, individually rational, and achieves sublinear regret. Such mechanisms can be effectively deployed in smart grids using new information and control architecture innovations and lead to welcome savings in energy costs.
|
[
0.005994521547108889,
0.0076782675459980965,
-0.0023577003739774227,
0.004413097631186247,
-0.0041604419238865376,
-0.015084483660757542,
0.007943415082991123,
0.0019990340806543827,
-0.011484511196613312,
-0.040844500064849854,
-0.0010117997881025076,
0.013872831128537655,
0.002031523734331131,
0.01963740959763527,
-0.01415740605443716,
0.06062018871307373,
-0.015593433752655983,
-0.00696134939789772,
0.012337910011410713,
-0.016461001709103584,
0.027510499581694603,
0.007871998474001884,
0.00833818782120943,
-0.018047619611024857,
-0.025219639763236046,
0.023175658658146858,
0.006116327829658985,
0.0003683042014017701,
0.007791848853230476,
0.025223659351468086,
-0.013359304517507553,
-0.0029316870495676994,
0.00014571752399206161,
0.022590450942516327,
0.01610059291124344,
-0.02162165567278862,
-0.0035903905518352985,
0.004176638554781675,
0.012939863838255405,
-0.005081304349005222,
0.013958915136754513,
-0.003667082404717803,
0.0017751697450876236,
-0.019997067749500275,
-0.006640774663537741,
-0.022862553596496582,
0.00038333493284881115,
0.0017253197729587555,
-0.012476199306547642,
0.008090842515230179,
-0.008923396468162537,
-0.026124877855181694,
0.0038884300738573074,
-0.009842226281762123,
-0.004363097250461578,
-0.0023619690909981728,
0.01603023335337639,
0.002934805117547512,
-0.03156353533267975,
-0.0006516268476843834,
-0.007954009808599949,
-0.0007324833422899246,
-0.03337041661143303,
-0.0267628226429224,
-0.013195561245083809,
-0.06753532588481903,
0.0077227200381457806,
0.018071889877319336,
-0.005994913633912802,
0.01857624389231205,
0.0005980198620818555,
0.009674299508333206,
-0.014704910106956959,
0.02169426530599594,
-0.008848760277032852,
-0.01395423710346222,
-0.007905797101557255,
0.0022279636468738317,
0.006108502857387066,
0.002048723865300417,
-0.012912587262690067,
0.00026558199897408485,
-0.0200702752918005,
0.006929065100848675,
-0.004659693222492933,
0.004307594615966082,
-0.027347009629011154,
0.0035968455485999584,
-0.03697456046938896,
-0.009743205271661282,
-0.00523878401145339,
0.0008983616717159748,
0.010019933804869652,
0.01944367028772831,
0.0037875561974942684,
0.012816868722438812,
-0.026149366050958633,
0.012250254862010479,
0.0232072900980711,
0.01676422730088234,
0.0008467496372759342,
0.0023581613786518574,
0.012868350371718407,
-0.005729631520807743,
-0.017360106110572815,
0.0002444006677251309,
0.009316949173808098,
-0.005227239802479744,
0.011196952313184738,
0.00656529888510704,
-0.005901745520532131,
0.006746141705662012,
-0.017432019114494324,
-0.0019468343816697598,
0.014638157561421394,
0.03922727331519127,
-0.006668969988822937,
0.01712920516729355,
0.013138511218130589,
0.02115558087825775,
0.006474383641034365,
0.011712923645973206,
0.004208533558994532,
-0.017292309552431107,
0.006888895761221647,
0.04098778963088989,
-0.016862718388438225,
0.010942010208964348,
0.008021357469260693,
0.014119559898972511,
-0.008863808587193489,
0.013004887849092484,
0.009709162637591362,
0.001028756145387888,
0.027390271425247192,
0.005211326293647289,
0.005136825609952211,
-0.026040159165859222,
0.002555795479565859,
-0.005224765278398991,
-0.0025499470066279173,
0.005505161359906197,
0.004282059147953987,
0.011491792276501656,
-0.03757889196276665,
-0.0020604729652404785,
0.008523810654878616,
0.010095355100929737,
-0.00029676780104637146,
-0.0002566548064351082,
-0.017136404290795326,
0.003686437616124749,
-0.028448384255170822,
-0.008222387172281742,
0.022593222558498383,
0.00229983520694077,
-0.007731057703495026,
-0.01820000633597374,
-0.018569080159068108,
0.0035724458284676075,
0.0063706813380122185,
-0.0018297869246453047,
0.018615180626511574,
0.006060097832232714,
-0.007533668540418148,
0.0071637798100709915,
0.011251252144575119,
-0.01629171520471573,
-0.0017084735445678234,
0.008334117010235786,
-0.005476010497659445,
0.01898348331451416,
0.02530503273010254,
0.0026210567448288202,
0.018619200214743614,
-0.011497216299176216,
-0.04397326335310936,
0.008142780512571335,
-0.0061944350600242615,
0.06726773083209991,
0.025192882865667343,
-0.012914692983031273,
0.008395333774387836,
0.011227566748857498,
0.014098914340138435,
-0.019488535821437836,
-0.0017009261064231396,
-0.011471377685666084,
-0.0062113418243825436,
-0.012406915426254272,
-0.022897198796272278,
-0.03519655019044876,
-0.026780223473906517,
-0.0020664960611611605,
0.02289731055498123,
0.0021735785994678736,
0.0029687765054404736,
0.00876087136566639,
-0.009885107167065144,
-0.008549043908715248,
0.010315071791410446,
-0.014208636246621609,
0.028858553618192673,
-0.0147244893014431,
-0.0023484108969569206,
0.003498171688988805,
0.0012594753643497825,
0.005796653218567371,
-0.0006150649860501289,
0.0017516764346510172,
0.0160591509193182,
-0.003884799312800169,
0.0031481629703193903,
-0.006303828675299883,
0.0032803176436573267,
0.008487963117659092,
0.005917427595704794,
-0.03746043145656586,
0.00912608951330185,
-0.009058024734258652,
-0.010156450793147087,
-0.007612396962940693,
0.01843337155878544,
0.013804728165268898,
0.009574949741363525,
0.031540390104055405,
0.0005841574165970087,
0.01378735899925232,
-0.023432472720742226,
0.0022625743877142668,
0.01618371717631817,
-0.02154770866036415,
-0.0070212241262197495,
0.0075798556208610535,
0.029631126672029495,
-0.018872471526265144,
0.008597785606980324,
-0.023028921335935593,
0.009065954014658928,
-0.014768949709832668,
0.013992156833410263,
0.0002864229027181864,
0.00012942031025886536,
0.006018239073455334,
0.026548337191343307,
-0.02083723247051239,
0.008007587864995003,
0.00967208668589592,
0.027577659115195274,
-0.0045829517766833305,
0.005361671093851328,
0.009518665261566639,
0.009455084800720215,
-0.009287477470934391,
0.009802678599953651,
-0.009533889591693878,
-0.005133372265845537,
0.000568681163713336,
0.020684774965047836,
0.012008178047835827,
0.0018531878013163805,
0.007964856922626495,
-0.010753757320344448,
-0.02326265163719654,
-0.009394843131303787,
0.013748115859925747,
-0.014728601090610027,
0.004963822662830353,
-0.014694633893668652,
0.0009276692289859056,
-0.0006602583453059196,
-0.010731351561844349,
-0.006464443635195494,
-0.08164456486701965,
-0.007659219205379486,
0.007906319573521614,
-0.009089071303606033,
0.011168492957949638,
-0.004829439800232649,
-0.00791090726852417,
0.007960466668009758,
-0.01476755179464817,
0.01083897240459919,
0.00482778437435627,
-0.014558465220034122,
-0.023889094591140747,
0.0072588734328746796,
-0.015764296054840088,
-0.006411591079086065,
0.0035469848662614822,
0.014998150989413261,
-0.005300097167491913,
-0.022358642891049385,
0.011833183467388153,
0.0180563535541296,
0.0061278617940843105,
-0.001409386284649372,
-0.012560535222291946,
-0.006042096298187971,
0.022537820041179657,
0.0003855371614918113,
-0.025886204093694687,
0.004351699259132147,
-0.006793009117245674,
-0.00440116785466671,
-0.024253126233816147,
-0.01360990758985281,
0.01297416165471077,
-0.021066293120384216,
-0.014626618474721909,
-0.007208497263491154,
-0.004184214398264885,
-0.017343970015645027,
0.025434892624616623,
0.013764314353466034,
-0.007869900204241276,
-0.0018464947352185845,
-0.0018967713695019484,
0.009856565855443478,
-0.004165600053966045,
-0.022921958938241005,
0.0071767717599868774,
-0.015912868082523346,
-0.003169046947732568,
-0.0016588583821430802,
-0.009902257472276688,
0.009416693821549416,
-0.007755081634968519,
-0.03177256882190704,
-0.007090370636433363,
-0.021618250757455826,
-0.0054327682591974735,
-0.010028413496911526,
-0.027677740901708603,
-0.009316975250840187,
-0.0034928948152810335,
0.03624909743666649,
-0.014341101050376892,
-0.021065738052129745,
0.003196550300344825,
0.003616682719439268,
-0.003299458185210824,
-0.002749344101175666,
0.0033593974076211452,
0.007301208563148975,
-0.009282777085900307,
0.00003813439980149269,
0.019563645124435425,
-0.018346570432186127,
-0.015832776203751564,
-0.011570142582058907,
0.029938898980617523,
-0.013401931151747704,
-0.012279311195015907,
0.004800119437277317,
0.017277633771300316,
0.0052495840936899185,
-0.006631537340581417,
0.011844536289572716,
0.0048570758663117886,
0.004448387771844864,
-0.0006961498875170946,
-0.005414691288024187,
-0.009150980971753597,
-0.01975962519645691,
-0.0015453817322850227,
0.0030165875796228647,
0.0057524219155311584,
0.013848276808857918,
0.008984320797026157,
-0.02662714757025242,
-0.006351900286972523,
0.008015005849301815,
-0.012110283598303795,
-0.002235289430245757,
-0.014827013947069645,
-0.01510806754231453,
0.012409225106239319,
0.00942725595086813,
0.016738345846533775,
0.014313610270619392,
0.0027267364785075188,
-0.009394270367920399,
0.013136976398527622,
-0.014379027299582958,
-0.007344359531998634,
0.023403257131576538,
0.008699562400579453,
0.00275810481980443,
-0.005670745857059956,
-0.013218697160482407,
0.07292179763317108,
-0.009598061442375183,
0.005683847703039646,
-0.005407213233411312,
0.016314784064888954,
-0.012033326551318169,
-0.00796266458928585,
0.0081836162135005,
-0.0014316737651824951,
0.022179536521434784,
0.00902944803237915,
0.001989117357879877,
0.008977576158940792,
0.00922083854675293,
-0.026759857311844826,
0.0015435884706676006,
-0.025431271642446518,
0.03368555009365082,
0.010802511125802994,
0.015672121196985245,
0.010183682665228844,
-0.013478981330990791,
0.003888486186042428,
-0.01816481351852417,
-0.017722908407449722,
-0.007823710329830647,
-0.015467638149857521,
-0.011810878291726112,
0.01791417971253395,
0.004657667595893145,
0.011657385155558586,
0.0013087219558656216,
-0.002300004940479994,
-0.0038850153796374798,
0.018109796568751335,
-0.003051859326660633,
-0.016742467880249023,
-0.004673355724662542,
0.005341102369129658,
0.0075249020010232925,
-0.022241123020648956,
-0.01417872216552496,
0.02858029305934906,
0.008200619369745255,
-0.02217739075422287,
0.011534230783581734,
-0.0036316905170679092,
-0.006128876470029354,
-0.010878551751375198,
0.024518072605133057,
0.005200372543185949,
0.001531532034277916,
0.008557956665754318,
-0.008733224123716354,
0.002541421912610531,
-0.004237291868776083,
0.0044281636364758015,
-0.0036531907971948385,
0.0173172727227211,
-0.012873259373009205,
-0.01896199956536293,
-0.027214180678129196,
0.014796839095652103,
0.02147136628627777,
-0.003781326813623309,
-0.0018880844581872225,
0.014196556061506271,
-0.01036740094423294,
-0.010165237821638584,
0.018528876826167107,
0.007550863083451986,
0.014216478914022446,
-0.01847829297184944,
0.007072371896356344,
0.014895305037498474,
-0.004476926755160093,
-0.004697295371443033,
-0.005674934946000576,
-0.02087281458079815,
0.033636730164289474,
0.002697010524570942,
0.007535988464951515,
0.011292323470115662,
0.001877435715869069,
-0.011567117646336555,
0.028583582490682602,
-0.027040259912610054,
-0.07499491423368454,
-0.0017299698665738106,
0.005151723045855761,
-0.007407539524137974,
0.008702444843947887,
0.01418333686888218,
-0.00926072709262371,
-0.02006438374519348,
0.0005836677737534046,
-0.009125602431595325,
-0.00686907023191452,
-0.0005484418943524361,
-0.02808792144060135,
0.004531772341579199,
0.007089426275342703,
0.006645514629781246,
0.004496467765420675,
0.007712536491453648,
-0.023569978773593903,
0.025535104796290398,
-0.004365023225545883,
-0.037609074264764786,
-0.01137181930243969,
0.0100930854678154,
-0.008515210822224617,
-0.08148577064275742,
0.0011578770354390144,
-0.0003878851421177387,
-0.014185258187353611,
-0.023277387022972107,
-0.018938878551125526,
0.02632974088191986,
-0.02166339010000229,
-0.008825941011309624,
-0.012016210705041885,
-0.010316208004951477,
-0.015825433656573296,
0.01108342595398426,
-0.0035597551614046097,
-0.001798572950065136,
-0.009779363870620728,
0.007247895933687687,
0.004938145168125629,
-0.031285420060157776,
-0.016168884932994843,
-0.013581650331616402,
-0.006680662278085947,
-0.005757130682468414,
-0.002450705971568823,
-0.011258935555815697,
0.008661925792694092,
0.005949861370027065,
0.01388828456401825,
-0.021494951099157333,
0.0134702417999506,
0.01868782751262188,
0.012155173346400261,
-0.017521169036626816,
-0.00403221882879734,
0.00644353311508894,
-0.00967071671038866,
-0.02195783518254757,
0.0001438360195606947,
0.00020322715863585472,
-0.01955791935324669,
-0.009224431589245796,
0.01457575336098671,
0.004053821787238121,
0.0015551252290606499,
-0.01934831403195858,
-0.0014534005895256996,
0.004637871868908405,
0.0012703364482149482,
0.009225588291883469,
-0.003735070116817951,
0.005921616218984127,
-0.04556099325418472,
0.011620725505053997,
0.0011736038140952587,
-0.016917243599891663,
0.021066337823867798,
-0.006534466985613108,
0.00037540477933362126,
0.01921413652598858,
0.011744475923478603,
-0.013478266075253487,
0.0039301360957324505,
0.000442350166849792,
0.0727170929312706,
-0.031353071331977844,
0.009051031433045864,
-0.006451804656535387,
0.0010644032154232264,
0.0022679504472762346,
-0.023228798061609268,
0.008477704599499702,
0.018005050718784332,
-0.005545611493289471,
0.012385143898427486,
-0.013440094888210297,
0.014722540974617004,
0.007346888072788715,
0.0015638978220522404,
0.006687746848911047,
-0.001261536031961441,
-0.01625175215303898,
-0.0005090776830911636,
-0.010284319519996643,
0.008837996050715446,
0.010081779211759567,
-0.020708758383989334,
-0.0006959853926673532,
0.03576302528381348,
-0.0013154058251529932,
0.00047705788165330887,
0.0039047440513968468,
-0.011172246187925339,
0.007946922443807125,
-0.00109534477815032,
0.004545161966234446,
0.0014572059735655785,
-0.012707052752375603,
0.02908998541533947,
-0.009478630498051643,
0.014742710627615452,
0.0030628973618149757,
-0.0062555065378546715,
-0.0021447332110255957,
-0.02033654786646366,
0.011606994085013866,
0.001890633488073945,
-0.009627815335988998,
0.00737417908385396,
0.0010654452489688993,
0.012693531811237335,
-0.006433025002479553,
0.016656413674354553,
0.00448782742023468,
-0.009189586155116558,
-0.00012074061669409275,
-0.013839812949299812,
-0.006573897786438465,
0.00444035092368722,
0.010896414518356323,
-0.01650252193212509,
-0.0010911994613707066,
-0.0046342117711901665,
-0.00428474135696888,
-0.030531302094459534,
-0.011479062959551811,
0.00893191248178482,
0.005282477010041475,
0.012236399576067924,
-0.003949542064219713,
-0.01658761128783226,
-0.014725910499691963,
0.002480726223438978,
0.011157853528857231,
-0.0017353054136037827,
-0.006390167400240898,
0.003781387349590659,
0.021695103496313095,
0.001053914544172585,
-0.005701162852346897,
-0.0014580120332539082,
0.011763140559196472,
0.01534284744411707,
-0.0018086419440805912,
-0.008438952267169952,
0.015493279322981834,
0.0006431294023059309,
0.015130740590393543,
0.005049011204391718,
-0.0026831775903701782,
0.023354820907115936,
-0.014771774411201477,
-0.0075101424008607864,
0.00840296596288681,
0.014005276374518871,
-0.007144993171095848,
0.008494690991938114,
0.008294741623103619,
0.005315116606652737,
0.03251184523105621,
0.010538490489125252,
0.012978674843907356,
0.016527600586414337,
0.000026515917852520943,
0.005601425655186176,
0.009689156897366047,
-0.013639230281114578,
0.012030769139528275,
0.018864383921027184,
0.012649022974073887,
-0.010535734705626965,
-0.007019953802227974,
0.013449989259243011,
-0.010645612142980099,
0.006807334721088409,
0.019598914310336113,
-0.010634787380695343,
0.011005709879100323,
-0.004746271297335625,
-0.00368676520884037,
-0.002772514009848237,
0.01044336799532175,
0.02211245521903038,
-0.008034727536141872,
0.0010184657294303179,
-0.007109383586794138,
-0.004398947115987539,
0.0019138678908348083,
-0.026400476694107056,
-0.00012522190809249878,
-0.012752583250403404,
0.01981450617313385,
0.0016671009361743927,
0.020639969035983086,
0.0001883343793451786,
0.012440431863069534,
0.012273697182536125,
0.01074343454092741,
0.00009076856076717377,
0.012502292171120644,
0.0030629553366452456,
-0.011051367968320847,
0.013783837668597698,
-0.018517613410949707,
-0.007663042284548283,
-0.0012712730094790459,
0.007495431695133448,
0.008146119304001331,
0.0055732931941747665,
-0.01138449739664793,
0.015258077532052994,
0.016552181914448738,
0.011211508885025978,
-0.013483179733157158,
-0.005789029411971569,
-0.008574902079999447,
0.015617254190146923,
-0.005693159997463226,
0.004777909256517887,
0.026927895843982697,
-0.006247055716812611,
0.01946885697543621,
-0.008201812393963337,
0.022717701271176338,
-0.0058559635654091835,
0.006648257374763489,
-0.017970766872167587,
-0.003807627595961094,
0.007400104776024818,
-0.03824659436941147,
0.010549671947956085,
-0.016390720382332802,
-0.01812269724905491,
-0.0011828732676804066,
-0.026783984154462814,
-0.0006843397859483957,
0.0038175026420503855,
-0.006532685831189156,
-0.011942187324166298,
-0.005305647384375334,
-0.01260676234960556,
0.014913022518157959,
-0.02020600438117981,
0.00558104133233428,
-0.01698245108127594,
-0.011858126148581505,
-0.007846939377486706,
-0.008590249344706535,
-0.01807548850774765,
0.001976541243493557,
-0.020041573792696,
0.003703123889863491,
0.013636559247970581,
-0.006201231852173805,
-0.0057975840754806995,
0.006612308789044619,
-0.003978348802775145,
-0.014502367004752159,
-0.005612608511000872,
-0.02939552254974842,
0.004664410836994648,
0.02002101019024849,
-0.0012811367632821202,
0.0017045147251337767,
0.010169288143515587,
-0.01842757686972618
] |
[
0.1928439736366272,
-0.49740347266197205,
0.24238745868206024,
0.3398429751396179,
-0.2850247025489807,
0.3801887035369873,
0.012494529597461224,
-0.44861575961112976,
-0.2312065064907074,
-0.097355917096138,
0.12539786100387573,
1.000727653503418,
-0.44115376472473145,
-0.17785540223121643,
-0.1850016564130783,
0.16556905210018158,
0.2048833668231964,
0.10964969545602798,
-0.2715931832790375,
-0.1449446827173233,
-0.4483541250228882,
-0.115016408264637,
0.5328536629676819,
-0.23485887050628662,
0.32841092348098755,
0.5155458450317383,
0.4014252722263336,
0.3861183822154999,
-0.30376797914505005,
0.19194410741329193,
0.016626061871647835,
0.5671228766441345,
-0.13154125213623047,
-0.16532129049301147,
0.2650710642337799,
-0.04082846641540527,
-0.4507480561733246,
-0.29108926653862,
-0.29238465428352356,
-0.40518203377723694,
-0.11295168846845627,
0.047470152378082275,
-0.46197509765625,
0.32923099398612976,
-0.4098151922225952,
-0.5868562459945679,
-1.614619255065918,
0.030036723241209984,
-0.4724496006965637,
-0.24493423104286194,
-0.39092132449150085,
0.6978884935379028,
0.024007191881537437,
0.13341176509857178,
-0.14672541618347168,
0.41503334045410156,
-0.5606918931007385,
-0.5334515571594238,
-0.1596307009458542,
-0.6944140195846558,
0.08021988719701767,
-0.16916893422603607,
0.10582514852285385,
-0.038384273648262024,
-0.427450954914093,
0.17274510860443115,
-0.0009759956737980247,
0.3068036139011383,
-0.19905473291873932,
-0.47367429733276367,
0.048615459352731705,
-0.4790973663330078,
-0.2314908653497696,
0.3682982623577118,
-0.7212033271789551,
0.0560404472053051,
0.11591392755508423,
-0.08699094504117966,
0.09422902017831802,
-0.043514739722013474,
-0.2025798112154007,
0.42664358019828796,
0.5248613357543945,
-0.6857472062110901,
0.7775523662567139,
-0.1169843077659607,
0.04211132973432541,
0.4388998746871948,
-0.2713874876499176,
0.3249985873699188,
0.05435597151517868,
-0.6596729755401611,
0.594170868396759,
0.2217825949192047,
0.09768583625555038,
0.13790282607078552,
0.14275574684143066,
-0.21297597885131836,
0.19524246454238892,
0.46793773770332336,
0.3416150212287903,
-0.2743767499923706,
0.03941238299012184,
-0.26191246509552,
0.21936702728271484,
-0.08823636174201965,
-0.5543828010559082,
-0.8639846444129944,
-0.2659115195274353,
0.11382493376731873,
-0.6766265630722046,
0.337628036737442,
-0.1021605059504509,
-0.21764078736305237,
-0.003667679149657488,
0.07157157361507416,
0.0960068330168724,
0.18809835612773895,
-0.3190061151981354,
0.2553749084472656,
0.5710561871528625,
0.9705690145492554,
0.04273906722664833,
0.12210990488529205,
0.17217223346233368,
-0.3462097942829132,
0.7247387766838074,
0.5769935846328735,
-0.7012962698936462,
0.701849102973938,
0.505224347114563,
0.48300594091415405,
-0.24620096385478973,
0.1546979695558548,
-0.05773462355136871,
-0.7238473296165466,
0.10454189032316208,
-0.07170423865318298,
0.4338963031768799,
-0.3716857135295868,
-0.4583694636821747,
-0.17444677650928497,
-0.11999703198671341,
0.13809719681739807,
0.29198116064071655,
0.021674949675798416,
0.035293690860271454,
-0.34674590826034546,
0.029467346146702766,
-0.29236456751823425,
-0.3864806592464447,
0.3065778315067291,
-0.5513334274291992,
0.2057979851961136,
-0.2092415690422058,
0.384703665971756,
-0.06567586958408356,
-0.6439176797866821,
0.11731041967868805,
0.2560327351093292,
0.09389802068471909,
0.21824471652507782,
-0.5337914824485779,
-0.05897797271609306,
-0.385240375995636,
-0.39100420475006104,
-0.103319451212883,
0.5401207804679871,
-0.01969578117132187,
-0.47788891196250916,
-0.3530491888523102,
0.32464832067489624,
-0.020888417959213257,
-0.1555427461862564,
0.739292562007904,
0.43129363656044006,
0.3465147018432617,
0.1653345227241516,
0.4758111238479614,
0.4711514413356781,
-0.7455678582191467,
0.17730453610420227,
0.3246936500072479,
-0.728751003742218,
0.08173220604658127,
-0.0774553120136261,
0.5353150367736816,
0.2129255086183548,
-0.03503334894776344,
0.20715008676052094,
-0.592915952205658,
0.3232460916042328,
0.41997405886650085,
-0.5574160218238831,
1.2849400043487549,
-0.05069296807050705,
-0.047001831233501434,
0.9887178540229797,
0.2403355985879898,
0.07972463220357895,
-0.004288124851882458,
-0.12340493500232697,
0.3928006589412689,
-0.6368939876556396,
-0.29120680689811707,
-0.7401113510131836,
0.013952548615634441,
0.3312394618988037,
-0.37439820170402527,
0.21323338150978088,
0.4088432788848877,
-0.3662075996398926,
0.10803390294313431,
-0.5564576983451843,
0.1824474036693573,
0.4679829478263855,
-0.37502601742744446,
0.523963451385498,
0.0881442278623581,
0.22375960648059845,
0.8587992191314697,
-0.24966588616371155,
-0.26282647252082825,
0.7119067907333374,
-0.06801452487707138,
0.7667285799980164,
0.6705197095870972,
-0.020191693678498268,
0.8233607411384583,
-0.5099867582321167,
-0.02202986367046833,
-0.04647397622466087,
0.09613467752933502,
-0.5981042981147766,
0.03752532973885536,
0.25014638900756836,
0.20018744468688965,
-0.2812761962413788,
-0.09451447427272797,
-0.19021902978420258,
-0.058910444378852844,
0.4507252871990204,
-0.3134530484676361,
0.3161896765232086,
0.2598516047000885,
-0.21685324609279633,
-0.5418429970741272,
0.35373660922050476,
-0.20356155931949615,
-0.08148866146802902,
-0.20896711945533752,
0.7935032844543457,
0.12967035174369812,
-0.6078593730926514,
0.25792139768600464,
0.058017879724502563,
0.29888877272605896,
-0.047545500099658966,
0.08255825191736221,
-0.22420872747898102,
-0.0767800509929657,
0.4056583642959595,
-0.39881354570388794,
0.4151400327682495,
0.18542543053627014,
-0.6222925782203674,
-0.7241774797439575,
-0.21705664694309235,
0.2521050274372101,
0.699062168598175,
0.7431096434593201,
-0.32985183596611023,
-0.5381262898445129,
0.55376136302948,
0.06838753819465637,
-0.726516842842102,
0.45240628719329834,
0.483694851398468,
-0.4931862950325012,
-0.8650836944580078,
-0.20791251957416534,
0.48473531007766724,
0.7228786945343018,
-0.4132191836833954,
-0.2766423523426056,
-0.22377775609493256,
0.0360787957906723,
0.1849547177553177,
-0.6634113192558289,
-0.03925108537077904,
-0.39431482553482056,
0.5966004133224487,
0.18000999093055725,
0.01038617268204689,
0.23804569244384766,
0.002139398595318198,
-0.24828870594501495,
0.4461537301540375,
0.4851346015930176,
0.20493188500404358,
0.012933986261487007,
0.36581334471702576,
-0.03745320811867714,
-0.5810447335243225,
0.10949375480413437,
-0.5818591117858887,
-0.2865598201751709,
0.4591296911239624,
-5.859434604644775,
-0.4241699278354645,
-0.3328467905521393,
-0.04768243804574013,
-0.44127240777015686,
0.11533757299184799,
0.8883622884750366,
-0.13483570516109467,
0.3775056004524231,
0.19734369218349457,
0.047129590064287186,
0.1539071947336197,
0.12225572764873505,
-0.02300337143242359,
0.17447252571582794,
0.545792281627655,
0.21605601906776428,
0.27931129932403564,
0.44575169682502747,
0.0905427485704422,
0.024310147389769554,
-0.6359291672706604,
-0.4207620620727539,
0.7845115065574646,
-0.05802781507372856,
-0.40598177909851074,
-0.4262550175189972,
-0.021289395168423653,
-0.21689718961715698,
-0.10393451154232025,
0.4469633400440216,
-0.3541470766067505,
0.049418311566114426,
0.04956962913274765,
0.2981390357017517,
-0.12249023467302322,
0.7891622185707092,
-0.05019397661089897,
-0.21339474618434906,
-0.6975687146186829,
0.15666577219963074,
0.23775601387023926,
0.12286555767059326,
0.16227848827838898,
0.7653871178627014,
-0.36023905873298645,
-0.23526617884635925,
0.19006451964378357,
-0.47156864404678345,
0.2052706480026245,
0.6954944729804993,
-0.5591539740562439,
0.1656600832939148,
-0.10097184777259827,
0.2749041020870209,
-0.09038859605789185,
-0.10092087090015411,
0.06714426726102829,
0.10610520094633102,
0.9969121217727661,
0.14492693543434143,
-0.4030704200267792,
-0.15651607513427734,
-0.3266333341598511,
-0.5878409147262573,
0.5501614212989807,
-0.487527459859848,
-1.2273591756820679,
0.4666954576969147,
0.2604740262031555,
-0.22163186967372894,
0.41846105456352234,
-0.05435480177402496,
-0.42819419503211975,
0.5276470184326172,
-0.35416990518569946,
0.6315069794654846,
0.16337916254997253,
0.08477441221475601,
0.039980143308639526,
-0.0807180106639862,
-0.5836185812950134,
0.4042942225933075,
-0.600919246673584,
0.013810927048325539,
-0.31337374448776245,
-0.029355131089687347,
0.17994259297847748,
-0.18812139332294464,
0.18070121109485626,
0.3267945945262909,
-0.09207402914762497,
0.2633349597454071,
0.39040008187294006,
0.5599775314331055,
0.2625598907470703,
0.42924362421035767,
0.3215099275112152,
-0.2188292145729065,
-0.41307759284973145,
0.36166107654571533,
-0.3505188524723053,
-0.41740015149116516,
-0.9176355004310608,
0.14604796469211578,
0.1335797905921936,
-0.39426663517951965,
0.04989715665578842,
0.5264410972595215,
-0.3694417178630829,
-0.18816977739334106,
0.14365635812282562,
-0.5518209338188171,
-0.14491404592990875,
0.08355160802602768,
0.17977003753185272,
-0.19630318880081177,
-0.07325401902198792,
0.5487674474716187,
0.14823265373706818,
0.07079483568668365,
0.3172382414340973,
0.09843042492866516,
-0.061514317989349365,
0.23431742191314697,
-0.46557334065437317,
0.30262717604637146,
0.46068957448005676,
0.20267435908317566,
-0.19822105765342712,
0.40934431552886963,
0.17456839978694916,
-0.6595478653907776,
-0.23162584006786346,
0.3740268647670746,
-0.4271702170372009,
0.020265880972146988,
0.06703130900859833,
0.3756641149520874,
0.028173653408885002,
0.49528610706329346,
-0.4284311830997467,
-0.1406177580356598,
0.30775755643844604,
0.34098953008651733,
0.13208623230457306,
-0.3613453805446625,
-0.29374584555625916,
0.003362812800332904,
-0.04373273625969887,
-0.49031439423561096,
-0.2579253613948822,
0.04480831325054169,
-0.5222457051277161,
0.378071129322052,
-0.13643640279769897,
0.41449952125549316,
-0.2429024875164032,
0.22581514716148376,
-0.5564813017845154,
0.1896011084318161,
-0.20773929357528687,
-0.9380576610565186,
-0.05322922021150589,
-0.15017825365066528,
0.39537546038627625,
-0.8438106179237366,
-0.5433693528175354,
0.31604981422424316,
0.5169466137886047,
-0.3239487111568451,
-0.8002095818519592,
-0.18600507080554962,
-0.511931836605072,
0.2298273891210556,
-0.5436118245124817,
0.09716310352087021,
0.12808352708816528,
-0.27451515197753906,
0.11257454752922058,
-0.25479352474212646,
-0.26833125948905945,
-0.25124654173851013,
0.30604562163352966,
1.0700973272323608,
0.15681126713752747,
0.06456535309553146,
0.25423121452331543,
-0.5110183954238892,
-0.24776875972747803,
0.06767359375953674,
0.6758699417114258,
0.3493666648864746,
0.020607629790902138,
0.2912593483924866,
-0.6147125363349915,
-0.005334540270268917,
0.1219639852643013,
-0.19128847122192383,
-0.30369076132774353,
0.04942291975021362,
0.3484031558036804,
-0.20816422998905182,
0.1718241572380066,
0.11899841576814651,
0.08772077411413193,
-0.1462206244468689,
-0.21876314282417297,
-0.29626816511154175,
-0.23067422211170197,
-0.31252431869506836,
-0.2707676589488983,
-0.24591316282749176,
0.42227408289909363,
-0.5791582465171814,
0.02175735868513584,
-0.2141864150762558,
-0.513785719871521,
-0.33475932478904724,
0.6696516275405884,
0.12811653316020966,
-0.40450504422187805,
-0.18691860139369965,
0.3349321782588959,
-0.49789080023765564,
0.22420869767665863,
0.4128650426864624,
-1.0619295835494995,
-0.25380605459213257,
0.42229998111724854,
-0.7486686110496521,
-0.0998651534318924,
-0.21025288105010986,
0.28803059458732605,
0.0016028976533561945,
0.07871182262897491,
-0.14338046312332153,
0.4516885280609131,
-0.5063341856002808,
0.1382703185081482,
-0.6371688842773438,
0.6076866984367371,
-0.16597001254558563,
-0.15716879069805145,
-0.1804300844669342,
0.6052209138870239,
0.3004596531391144,
-0.22467325627803802,
-0.6348249316215515,
0.13411563634872437,
-0.014300131238996983,
0.23213671147823334,
-0.004488972015678883,
0.3975372612476349,
0.5775084495544434,
-0.06135544180870056,
-0.1501673460006714,
-0.6331818699836731,
-0.1179034411907196,
0.28622016310691833,
0.03572676330804825,
-0.0668259710073471,
-0.1932755559682846,
-0.7637864947319031,
0.5854096412658691,
0.5084589719772339,
-0.019170157611370087,
-0.823597252368927,
0.3581727147102356,
-0.3738291561603546,
0.4009115695953369,
0.03240928426384926,
0.29834040999412537,
1.0738153457641602,
0.45669490098953247,
-0.008349278941750526,
-0.3484518229961395,
-0.3294331729412079,
-0.09917988628149033,
0.40427568554878235,
0.060535721480846405,
-0.3446713984012604,
-0.2444952130317688,
-0.12241821736097336,
0.5255306959152222,
-0.004363882355391979,
0.238848477602005,
-0.33353641629219055,
-0.02142420969903469,
-0.22806936502456665,
-0.11971075087785721,
0.3842441141605377,
-0.10916967689990997,
0.13815951347351074,
-0.47556978464126587,
-0.048301760107278824,
0.843219518661499,
-0.23306934535503387,
-0.565384030342102,
0.14420950412750244,
0.03435922786593437,
0.2865952253341675,
0.04484157636761665,
-0.4875998795032501,
0.3993798494338989,
0.07651283591985703,
0.10652200877666473,
-0.027638936415314674,
0.06199844554066658,
-0.4506224989891052,
0.004086021333932877,
-0.2508704364299774,
0.34592878818511963,
0.2934013605117798,
-0.4212283790111542,
0.11357992142438889,
0.005195578560233116,
-0.07230740785598755,
0.5343698263168335,
0.4576590657234192,
0.121896892786026,
0.5283378958702087,
0.46779707074165344,
0.17612046003341675,
0.0787004753947258,
0.4362048804759979,
-0.2412094920873642,
0.3315882086753845,
0.5203750133514404,
0.1604899764060974,
0.3375629186630249,
0.6992568373680115,
-0.4316006302833557,
0.43499985337257385,
0.3117716610431671,
0.23456521332263947,
0.35582247376441956,
-0.5419569611549377,
-0.46600645780563354,
0.10513172298669815,
0.7824522256851196,
0.2416590005159378,
-0.31259673833847046,
0.02260020561516285,
-0.24499087035655975,
0.40399065613746643,
0.8980125188827515,
0.5131936073303223,
-0.5049517750740051,
0.7926929593086243,
-0.18256276845932007,
-0.14764012396335602,
-0.051733728498220444,
-0.3207963705062866,
-0.2386915683746338,
-0.3620142936706543,
-0.17117567360401154,
-0.05541469529271126,
-0.0012955715646967292,
-0.10924579203128815,
0.4633450508117676,
0.6351588368415833,
0.00005852694812347181,
0.07436385750770569,
-0.5647784471511841,
0.23105646669864655,
0.1325516253709793,
0.05081259086728096,
-0.00401654839515686,
0.4707907736301422,
-0.20425474643707275,
0.38669776916503906,
-0.0730980634689331,
0.5632756352424622,
0.2894682288169861,
-0.42281821370124817,
0.05249706655740738,
0.45544731616973877,
-0.4489818513393402,
0.4657387435436249,
-0.12226603180170059,
0.4263521134853363,
0.1760282963514328,
-0.4074857831001282,
0.3814612329006195,
-0.21868126094341278,
-0.4524574279785156,
-0.12988154590129852,
0.14214278757572174,
-0.43196943402290344,
-0.21708694100379944,
-0.25525760650634766,
-0.20993474125862122,
0.4803481996059418,
0.2824069559574127,
-0.5064365863800049,
-0.19384609162807465,
0.5512776374816895,
0.2568144202232361,
0.16846875846385956,
-0.11353734135627747,
0.3529120683670044,
0.03041670471429825,
0.092430479824543,
0.04123936593532562,
0.3006168603897095,
-0.7868697047233582,
-0.2267215996980667,
-0.7948967218399048,
-0.3476645350456238,
0.7644776701927185,
0.3155297636985779,
-0.31790608167648315,
-0.23813655972480774,
-0.14373081922531128,
-0.1995111107826233,
0.27782484889030457,
-0.16603264212608337,
0.207270085811615,
-0.8308741450309753,
-0.14708645641803741,
-0.20042210817337036,
0.4481239318847656,
-0.14787141978740692,
-0.06381920725107193,
-0.3994695842266083,
0.3127251863479614,
-0.08852751553058624,
-0.6013706922531128,
0.5112987756729126,
-0.13512583076953888,
-0.3154011368751526,
-0.475696325302124,
0.29101961851119995,
-0.2679252624511719,
0.41536349058151245,
-0.12921231985092163,
0.09083575755357742,
0.32793888449668884,
-0.3572259545326233,
0.35824015736579895,
-0.14415393769741058,
0.09085547178983688,
0.06118769198656082,
-0.3889256417751312,
0.6538060903549194,
0.012242251075804234,
-0.202955961227417,
-0.9536887407302856,
0.5600025653839111,
0.023279856890439987,
-0.6442461609840393,
-0.19505353271961212,
-0.2695941627025604,
-0.7371675372123718,
0.44454365968704224,
-0.0062999967485666275,
-0.7589396238327026,
-0.8760867714881897,
-0.5700775980949402
] |
Discussions between data analysts and colleagues or clients with no statistical background are difficult, as the analyst often has to teach and explain their statistical and domain knowledge. We investigate work practices of data analysts who collaborate with non-experts, and report findings regarding types of analysis, collaboration and availability of data. Based on these, we have created a tool to enhance collaboration between data analysts and their clients in the initial stages of the analytical process. Sketching time series data allows analysts to discuss expectations for later analysis. We propose function composition rather than freehand sketching, in order to structure the analyst-client conversation by independently expressing expected features in the data. We evaluate the usability of our prototype through two small studies, and report on user feedback for future iterations.
|
[
0.016972169280052185,
0.014919554814696312,
-0.0053295111283659935,
0.02411619946360588,
0.02175048366189003,
-0.020618092268705368,
0.010995962657034397,
-0.014767688699066639,
-0.013717984780669212,
-0.01826992630958557,
-0.006208344362676144,
0.0125612523406744,
0.0031516083981841803,
0.012298399582505226,
-0.0019947944674640894,
-0.012217186391353607,
-0.006701434031128883,
-0.045878101140260696,
0.002976143267005682,
0.011920507065951824,
-0.026635410264134407,
0.0189034603536129,
0.011252832598984241,
-0.0023818640038371086,
-0.012958640232682228,
0.002501684706658125,
-0.0036970730870962143,
0.005566831212490797,
-0.01801595836877823,
-0.00834192056208849,
-0.023632172495126724,
-0.025072302669286728,
0.023339537903666496,
-0.017533916980028152,
0.021317133679986,
-0.011444822885096073,
-0.0004864222719334066,
0.02374221384525299,
0.006029483862221241,
-0.003649757243692875,
0.033520959317684174,
0.002898645354434848,
-0.008008264005184174,
-0.00912386178970337,
-0.011904699727892876,
0.008264616131782532,
-0.00440630130469799,
-0.01607157103717327,
-0.005988261196762323,
0.01255049929022789,
-0.010672657750546932,
0.019806131720542908,
0.0036837803199887276,
-0.00086232740432024,
-0.007749743759632111,
0.02784302458167076,
0.02231556735932827,
-0.018428867682814598,
-0.01907525584101677,
-0.014115070924162865,
-0.016444917768239975,
0.009775018319487572,
0.0016980329528450966,
-0.00240084039978683,
-0.0044137341901659966,
-0.06645706295967102,
-0.014100915752351284,
0.008642931468784809,
0.008137403056025505,
-0.0007866269443184137,
-0.027802087366580963,
0.01631094142794609,
-0.02231353521347046,
-0.010062122717499733,
-0.015704602003097534,
0.024668926373124123,
-0.010048993863165379,
0.0154299670830369,
0.0028816242702305317,
0.001213639508932829,
-0.0007478785701096058,
-0.011301900260150433,
0.006719844415783882,
0.011709446087479591,
0.023563455790281296,
0.04001332074403763,
0.014940041117370129,
0.007943016476929188,
-0.0021748789586126804,
-0.024092121049761772,
-0.006108726840466261,
-0.0050073470920324326,
0.0197045486420393,
0.02297867275774479,
0.007148627191781998,
0.006554376799613237,
0.004694624338299036,
0.00570253562182188,
0.028136154636740685,
-0.004625399596989155,
-0.016197478398680687,
0.009679554030299187,
0.03023904748260975,
0.01744617521762848,
0.002010825090110302,
0.003055333625525236,
-0.009065292775630951,
0.0014389760326594114,
-0.03075326979160309,
0.00814911164343357,
0.034017227590084076,
0.005263886414468288,
-0.003408946329727769,
0.007777703460305929,
0.021468019112944603,
-0.03743443638086319,
-0.008682787418365479,
-0.034536853432655334,
0.012525600381195545,
-0.029409293085336685,
0.014075621962547302,
-0.003104543313384056,
0.010895248502492905,
0.0004451002459973097,
0.005406114738434553,
0.03007204644382,
-0.002247876487672329,
0.000388528686016798,
0.0011585941538214684,
0.031038837507367134,
-0.01667027175426483,
-0.010958589613437653,
-0.028226593509316444,
0.008877566084265709,
0.03550765663385391,
-0.020657487213611603,
-0.012467896565794945,
0.007025903090834618,
0.01658611372113228,
-0.007065704092383385,
0.008447453379631042,
0.014488713815808296,
0.007484536152333021,
0.0181389469653368,
-0.0024199450854212046,
-0.01356380432844162,
-0.019860057160258293,
0.012480299919843674,
0.011443409137427807,
0.021932704374194145,
0.02260938473045826,
-0.004631157498806715,
-0.006381109356880188,
-0.015236195176839828,
0.008708043023943901,
-0.003888503648340702,
0.002176879905164242,
-0.008355820551514626,
-0.0346013568341732,
-0.025019824504852295,
-0.01064390316605568,
-0.008776785805821419,
-0.03392919898033142,
0.010389926843345165,
-0.0059907203540205956,
0.0035297716967761517,
-0.015488923527300358,
-0.0032082151155918837,
-0.02771880477666855,
0.002472900552675128,
-0.010755462571978569,
0.0014862962998449802,
-0.005138031672686338,
-0.0003659896901808679,
-0.0006135975709185004,
-0.013774572871625423,
0.03373292461037636,
0.007007314823567867,
-0.017631540074944496,
0.06673432141542435,
0.001800908474251628,
-0.003541480517014861,
-0.018649445846676826,
0.03366120904684067,
-0.010663723573088646,
-0.021632809191942215,
0.007761162705719471,
-0.011506330221891403,
0.01566023752093315,
-0.01611352153122425,
-0.006239800248295069,
0.0027645763475447893,
0.024919960647821426,
-0.02967378869652748,
-0.017190836369991302,
0.003486091271042824,
0.015442410483956337,
-0.0023395598400384188,
-0.00008159712888300419,
-0.01417926512658596,
0.0015577934682369232,
0.013621012680232525,
0.05639652535319328,
-0.0205953698605299,
-0.00603692140430212,
0.013362813740968704,
-0.010359666310250759,
-0.0009482540190219879,
0.0002259475877508521,
-0.005723533220589161,
0.0029481921810656786,
-0.025003191083669662,
0.0046933796256780624,
-0.01126815564930439,
-0.016767509281635284,
0.00928447674959898,
-0.0022675301879644394,
0.022633709013462067,
-0.01250521745532751,
-0.013874002732336521,
0.0010686335153877735,
-0.01508365198969841,
-0.006779453717172146,
-0.01623031124472618,
0.017585111781954765,
-0.005570362322032452,
-0.019582118839025497,
0.014446530491113663,
-0.004864984657615423,
0.0009262892417609692,
0.01024195458739996,
0.01070951297879219,
-0.0076850103214383125,
0.0022056230809539557,
0.03147891163825989,
0.027858298271894455,
0.009184745140373707,
-0.04124872386455536,
0.014767330139875412,
-0.009480415843427181,
-0.0005636537098325789,
-0.009108798578381538,
0.018125224858522415,
-0.0034714725334197283,
-0.010700283572077751,
0.016284801065921783,
0.0029935867059975863,
-0.006688897497951984,
0.0200614295899868,
-0.0034265397116541862,
0.005343221127986908,
-0.007841256447136402,
0.008014429360628128,
-0.004306685645133257,
-0.012943357229232788,
-0.03067241609096527,
0.011891086585819721,
-0.014933615922927856,
0.02804112434387207,
-0.009985869750380516,
-0.0010659797117114067,
0.010343313217163086,
0.0016465354710817337,
0.001760966144502163,
0.02256002463400364,
0.002623335923999548,
0.017977910116314888,
0.024678684771060944,
0.013683258555829525,
-0.02563682198524475,
0.0046355449594557285,
-0.00885765627026558,
-0.0056434376165270805,
-0.08120232820510864,
-0.006944764405488968,
0.007200929801911116,
0.002019807929173112,
0.00874874833971262,
-0.027901683002710342,
0.00511128967627883,
0.022072194144129753,
-0.021844685077667236,
0.029891356825828552,
0.013078061863780022,
0.008181814104318619,
-0.018365349620580673,
0.01772855967283249,
0.04840553551912308,
-0.006814424879848957,
0.0031198100186884403,
0.008569939061999321,
-0.029519565403461456,
-0.0019037816673517227,
0.017896555364131927,
0.008079193532466888,
-0.0033058803528547287,
-0.008935250341892242,
0.019420776516199112,
-0.012650609016418457,
0.005948563572019339,
-0.007972510531544685,
0.009693829342722893,
0.016215063631534576,
-0.005431063938885927,
-0.02858041040599346,
-0.01522405631840229,
-0.008130548521876335,
-0.025444556027650833,
0.006019801367074251,
-0.0034493827261030674,
-0.002482628682628274,
-0.012013706378638744,
-0.005650584120303392,
0.0291830413043499,
0.01645391248166561,
-0.007152818143367767,
0.00928188394755125,
-0.0011499649845063686,
0.019596364349126816,
0.021285170689225197,
0.005334384739398956,
0.0017928157467395067,
-0.012569233775138855,
0.008044457994401455,
-0.009463321417570114,
-0.004169187508523464,
0.009968355298042297,
-0.006112319882959127,
-0.0074883997440338135,
0.013822599314153194,
-0.010918578132987022,
-0.013736153021454811,
-0.0034546314273029566,
-0.012643814086914062,
-0.0038815021980553865,
0.01562652550637722,
0.015046082437038422,
0.02063409611582756,
0.004378597252070904,
0.0021752025932073593,
0.000020003877580165863,
-0.0060665784403681755,
-0.016984999179840088,
-0.004388171713799238,
-0.025329412892460823,
-0.008348498493432999,
0.0038609649054706097,
-0.012703949585556984,
-0.01166506391018629,
-0.014298705384135246,
-0.004490181803703308,
0.0033247987739741802,
0.009941009804606438,
0.01867971569299698,
0.007853833958506584,
-0.0024063773453235626,
-0.018410224467515945,
-0.018558736890554428,
-0.006530018988996744,
0.006661797408014536,
-0.020247936248779297,
-0.004455600865185261,
-0.022972235456109047,
0.011745012365281582,
-0.035909347236156464,
-0.008749771863222122,
0.0013791878009214997,
-0.000708587234839797,
-0.027029581367969513,
0.008025472052395344,
-0.001244144979864359,
-0.011601163074374199,
0.010981492698192596,
0.0020955600775778294,
-0.0007886755047366023,
-0.010601432994008064,
-0.013162683695554733,
-0.03787366673350334,
0.0030965260230004787,
-0.02187390811741352,
-0.030696600675582886,
0.003322743810713291,
-0.01966303586959839,
-0.019212845712900162,
-0.009855389595031738,
-0.0075346939265728,
0.014494283124804497,
0.0022409537341445684,
-0.012544776313006878,
-0.018502075225114822,
-0.004022685345262289,
0.07180224359035492,
0.018826058134436607,
0.029153287410736084,
-0.010249212384223938,
-0.011418482288718224,
0.01379054132848978,
-0.021185245364904404,
0.01801414042711258,
0.008868019096553326,
-0.0004926780238747597,
0.01524438988417387,
0.030168872326612473,
0.0000424729660153389,
0.013837890699505806,
-0.011323986575007439,
-0.010455294512212276,
-0.0036962847225368023,
0.02020571008324623,
0.012546186335384846,
-0.022752858698368073,
-0.0076094698160886765,
0.009854646399617195,
0.013643424957990646,
0.002718243980780244,
-0.026121973991394043,
-0.003098814282566309,
0.031291402876377106,
-0.015700384974479675,
0.011618542484939098,
0.0010481805074959993,
-0.0001363380579277873,
-0.0023944955319166183,
-0.0015588958049193025,
-0.012253304943442345,
-0.005753275007009506,
0.01863151788711548,
-0.024654429405927658,
-0.014514606446027756,
-0.0013559794751927257,
0.015790779143571854,
0.027337953448295593,
-0.012539515271782875,
-0.028408128768205643,
0.02524254471063614,
-0.019907139241695404,
0.007053609937429428,
-0.014431823045015335,
-0.006135144736617804,
-0.007341188378632069,
0.012331949546933174,
-0.00124957668595016,
0.008940472267568111,
0.008830159902572632,
0.012605071067810059,
-0.008013750426471233,
-0.027273211628198624,
-0.006808391772210598,
-0.018150694668293,
-0.0004996801726520061,
0.01927829161286354,
-0.06314420700073242,
0.026288222521543503,
0.0155836446210742,
-0.01697409525513649,
-0.009658342227339745,
-0.013469500467181206,
-0.008418808691203594,
-0.006562425754964352,
-0.027349967509508133,
0.006304286886006594,
-0.008801929652690887,
-0.029780585318803787,
0.010916445404291153,
-0.00427656713873148,
-0.021884813904762268,
-0.057722318917512894,
-0.0011087916791439056,
-0.0025777623523026705,
0.002912455005571246,
0.028724512085318565,
-0.0036823414266109467,
0.024114888161420822,
-0.012259144335985184,
0.017699934542179108,
-0.02109747752547264,
0.011370725929737091,
-0.016168877482414246,
-0.07495929300785065,
-0.012110607698559761,
0.003863469697535038,
-0.010774042457342148,
0.0031894203275442123,
0.009183518588542938,
-0.012837463989853859,
0.00004047178663313389,
0.003153393976390362,
-0.018457410857081413,
-0.0260167233645916,
-0.002153172390535474,
0.006472214590758085,
-0.0013811658136546612,
0.009082568809390068,
-0.011866514571011066,
-0.02310820296406746,
-0.018258677795529366,
-0.0015926342457532883,
-0.002478080801665783,
-0.022840650752186775,
0.04875580221414566,
-0.014447569847106934,
0.025344442576169968,
0.005437653046101332,
-0.0805264487862587,
-0.041865311563014984,
-0.01924116350710392,
-0.03761787712574005,
-0.013110313564538956,
0.012338662520051003,
0.003508100751787424,
-0.016473103314638138,
-0.029415804892778397,
-0.017377812415361404,
-0.0050808703526854515,
-0.006861139088869095,
0.013197983615100384,
-0.000661246944218874,
0.02050749585032463,
-0.000601812032982707,
0.006019977852702141,
-0.018392261117696762,
0.0020876049529761076,
-0.0005536358803510666,
-0.009332175366580486,
0.010987206362187862,
-0.01264730654656887,
0.021565763279795647,
-0.01347549818456173,
-0.028897088021039963,
0.007936468347907066,
0.004768648184835911,
-0.005326928570866585,
-0.014736561104655266,
0.019703509286046028,
0.006659571081399918,
0.0016297731781378388,
0.0015227084513753653,
-0.017595019191503525,
-0.00831064023077488,
-0.005421939305961132,
0.0035307377111166716,
-0.016498232260346413,
-0.019883746281266212,
-0.0056943329982459545,
-0.00806896947324276,
0.022537389770150185,
0.0030353115871548653,
0.0003453328972682357,
0.010078606195747852,
0.0024733569007366896,
0.0007978096837177873,
0.016189061105251312,
0.001939442241564393,
0.014650965109467506,
0.012630443088710308,
0.003101714188233018,
-0.016483303159475327,
0.01759539358317852,
0.019618693739175797,
-0.0006066253990866244,
0.013800518587231636,
0.008948998525738716,
0.003326370380818844,
-0.006987979635596275,
0.011002606712281704,
-0.003159815678372979,
0.07178309559822083,
-0.05998878926038742,
0.023839842528104782,
-0.031185045838356018,
-0.008061498403549194,
-0.0069991606287658215,
0.0033681103959679604,
-0.01629437506198883,
0.004363072570413351,
-0.009272899478673935,
0.015685278922319412,
-0.0063369618728756905,
0.011552056297659874,
0.009080532938241959,
-0.005146160256117582,
-0.028785694390535355,
0.00853574275970459,
0.03837370127439499,
-0.01405592355877161,
0.004592610523104668,
-0.023319609463214874,
0.006109930109232664,
-0.03472018241882324,
0.030130214989185333,
0.016313586384058,
0.0029049126897007227,
-0.007198605686426163,
-0.000573422759771347,
-0.009103696793317795,
0.013899855315685272,
-0.009297466836869717,
0.018965529277920723,
-0.0007555526099167764,
0.017080020159482956,
0.02263011410832405,
0.0016856316942721605,
0.01679576188325882,
-0.005051128566265106,
0.0009129880927503109,
-0.01764380931854248,
-0.029694002121686935,
-0.01574867218732834,
0.0027358548250049353,
-0.02602401003241539,
-0.007390090264379978,
-0.006756947375833988,
-0.0008820926304906607,
0.043395839631557465,
-0.0017850904259830713,
0.01379423588514328,
0.03037280961871147,
0.0006735480856150389,
0.007427871227264404,
0.012041736394166946,
-0.0119628319516778,
-0.0030286258552223444,
0.02061765268445015,
0.011923296377062798,
0.012463388964533806,
0.006337963975965977,
-0.00794308353215456,
-0.014465872198343277,
0.0032047126442193985,
0.00008135137613862753,
0.01104293204843998,
0.0017099351389333606,
-0.010539894923567772,
-0.007194929756224155,
-0.005659783259034157,
0.01549629308283329,
-0.010892844758927822,
0.0012169359251856804,
0.00370673555880785,
0.0004650386981666088,
-0.021715018898248672,
0.000401822617277503,
0.0020734795834869146,
0.005149816628545523,
0.01504820678383112,
0.011818600818514824,
-0.011484208516776562,
0.029301077127456665,
0.029518745839595795,
-0.04071121662855148,
-0.016728781163692474,
0.01733708754181862,
-0.004180439747869968,
0.021431736648082733,
-0.011730804108083248,
0.01645755022764206,
-0.0023150560446083546,
0.004704637918621302,
0.0026024742983281612,
-0.01579011045396328,
0.0028421091847121716,
0.03644698113203049,
-0.014474061317741871,
0.0040130168199539185,
0.008085595443844795,
0.017420291900634766,
0.017559122294187546,
-0.001002336386591196,
0.022698748856782913,
-0.0060234153643250465,
-0.017954591661691666,
-0.0037279496900737286,
0.013651825487613678,
-0.017522472888231277,
-0.01964264176785946,
-0.008361229673027992,
-0.011039428412914276,
-0.00907925795763731,
-0.005777091719210148,
-0.0014874329790472984,
-0.0011769903358072042,
0.003504822961986065,
-0.0010691805509850383,
-0.04089155048131943,
-0.0013454945292323828,
-0.0032372744753956795,
-0.021625308319926262,
0.004462716169655323,
-0.024299629032611847,
0.0010471041314303875,
-0.0020138463005423546,
-0.0005481375847011805,
0.00040531676495447755,
-0.03219461813569069,
0.014543813653290272,
-0.025575779378414154,
-0.013848042115569115,
0.02254651114344597,
0.0087257856503129,
-0.022510819137096405,
-0.009336045943200588,
0.03801887482404709,
0.008880161680281162,
0.0002798114437609911,
0.0005844444967806339,
-0.0008479489479213953,
0.008420681580901146,
-0.009686131030321121,
-0.005973796360194683,
-0.007743114605545998,
0.006453970447182655,
-0.015077813528478146,
0.01025819219648838,
0.03118877485394478,
0.009800923988223076,
-0.020429614931344986,
-0.00562920980155468,
0.03278599679470062,
-0.01640675589442253,
-0.0021938770078122616,
0.0028141774237155914,
0.021086903288960457,
-0.011024782434105873,
0.008082661777734756,
-0.027108166366815567,
0.004133488051593304,
-0.020783353596925735,
-0.007801474537700415,
-0.0091626001521945,
-0.00814133696258068,
0.004305066540837288,
0.0030746650882065296,
-0.034026797860860825,
0.03702939301729202,
-0.007464542053639889,
0.0178241990506649,
-0.010718267410993576,
-0.003220807760953903,
0.004909735172986984,
-0.026970461010932922,
-0.01243647187948227,
-0.02421216294169426,
0.0015214309096336365,
0.0032849572598934174,
-0.01968613639473915,
0.005409604404121637,
0.013042407110333443,
0.003745987545698881,
-0.005296885967254639,
-0.012227125465869904,
-0.0209164060652256,
0.0006677437340840697,
-0.0005283445352688432,
-0.002365408232435584,
0.016810862347483635,
-0.004508890211582184,
-0.003745386376976967,
-0.002997120376676321,
-0.03474147245287895,
0.008414158597588539,
0.013174835592508316,
-0.022296465933322906,
0.0003367505851201713,
0.0015075190458446741,
-0.00977320596575737,
0.014791116118431091,
-0.011979728937149048,
-0.00034539750777184963
] |
[
0.16811084747314453,
-0.1287524402141571,
0.039804037660360336,
0.3778403103351593,
0.07743452489376068,
0.38059571385383606,
-0.2586754858493805,
-0.14038892090320587,
0.19439195096492767,
-0.7162811756134033,
-0.11326475441455841,
0.7031373381614685,
0.14406490325927734,
-0.1944577693939209,
-0.2989344894886017,
0.5169057846069336,
0.44419586658477783,
0.07625509053468704,
-0.1471395343542099,
-0.4478966295719147,
-0.14966873824596405,
-0.11724220216274261,
-0.20750483870506287,
-0.3751942813396454,
0.005349387880414724,
-0.09825239330530167,
0.4045047461986542,
0.27629297971725464,
-0.00903936568647623,
-0.33544260263442993,
-0.1310337334871292,
0.2469220608472824,
-0.393037885427475,
-0.3399047553539276,
-0.08576919138431549,
-0.0021910504437983036,
0.006529322825372219,
0.13534757494926453,
-0.12810806930065155,
-0.4035855233669281,
0.24976450204849243,
0.20820577442646027,
0.00662914989516139,
0.0914607048034668,
-0.3693680167198181,
-0.6917535662651062,
-1.1365290880203247,
-0.3370474576950073,
-0.20387057960033417,
-0.2761682868003845,
-0.1355103701353073,
0.9172295331954956,
0.7853911519050598,
0.8043509721755981,
-0.3623533546924591,
0.656727135181427,
0.11023810505867004,
-0.3807724118232727,
-0.033949114382267,
-0.6421047449111938,
0.5155541300773621,
0.12361136823892593,
-0.095682792365551,
-0.14206498861312866,
0.13784180581569672,
0.4893478751182556,
-0.23107947409152985,
-0.5636274814605713,
-0.653732419013977,
0.22220124304294586,
0.130048468708992,
-0.28823184967041016,
-0.5603005886077881,
0.6077650189399719,
-0.2652483284473419,
0.37435126304626465,
0.3664195239543915,
0.07306443154811859,
-0.03535688295960426,
0.011060969904065132,
-0.4316192865371704,
0.15572941303253174,
0.48420605063438416,
-0.41938289999961853,
0.5602553486824036,
0.23432330787181854,
-0.048512499779462814,
0.41079849004745483,
-0.17137059569358826,
-0.014461398124694824,
-0.11523085087537766,
-0.5550830364227295,
0.15695743262767792,
0.08322758972644806,
0.670112669467926,
0.48008987307548523,
0.8459984064102173,
0.22983264923095703,
-0.024507837370038033,
0.5961821675300598,
0.3426492214202881,
0.035654205828905106,
0.09844332933425903,
-0.11656829714775085,
-0.16304181516170502,
-0.48565763235092163,
-0.31291183829307556,
-0.9174284338951111,
-0.30316677689552307,
0.4998355805873871,
-1.0285580158233643,
0.2391478568315506,
0.1495736837387085,
-0.09466149657964706,
-0.4905363917350769,
-0.08188771456480026,
0.11147841811180115,
0.2587442398071289,
-0.48373326659202576,
0.2530539333820343,
0.054629843682050705,
0.9060551524162292,
0.19835835695266724,
0.11681290715932846,
0.0020475811325013638,
0.12289692461490631,
0.6113802194595337,
0.728594958782196,
-0.5274775624275208,
-0.18869785964488983,
0.12141016125679016,
0.5652570128440857,
-0.04299650713801384,
-0.18972721695899963,
-0.05092357099056244,
-0.29934045672416687,
0.45490992069244385,
0.01087449211627245,
0.11673948913812637,
0.3113674521446228,
-0.14815986156463623,
-0.5842021107673645,
-0.061933208256959915,
-0.19968226552009583,
-0.029022783041000366,
-0.4072863757610321,
-0.15550506114959717,
-0.5188818573951721,
-0.3704509139060974,
-0.2913569211959839,
-0.44146761298179626,
0.5027549862861633,
-0.4507198929786682,
-0.1657096892595291,
0.14342036843299866,
0.9203201532363892,
-0.11082091182470322,
-0.1012863963842392,
0.03123658522963524,
-0.04297632351517677,
0.30917349457740784,
0.3401919901371002,
-0.48830646276474,
0.03252632915973663,
0.17710159718990326,
-0.20784375071525574,
0.0032635522074997425,
0.10289711505174637,
0.39307913184165955,
0.3272278904914856,
0.09247824549674988,
0.08221908658742905,
-0.0025579354260116816,
-0.5286046862602234,
0.12846148014068604,
0.5138913989067078,
0.30041709542274475,
0.3066483736038208,
0.46862947940826416,
-0.2906646132469177,
-0.604888379573822,
-0.3976430892944336,
-0.1607508361339569,
-1.0578579902648926,
0.44933468103408813,
-0.329470694065094,
0.16810859739780426,
-0.13604438304901123,
-0.46194472908973694,
0.08271673321723938,
-0.4789755344390869,
-0.09030865132808685,
0.23522062599658966,
-1.1032085418701172,
1.1332999467849731,
-0.32374101877212524,
-0.33914241194725037,
1.0691089630126953,
0.04572942852973938,
0.13340726494789124,
0.09776022285223007,
-0.35508275032043457,
0.08950747549533844,
0.2999153435230255,
0.14799900352954865,
-0.09879235178232193,
0.09418343752622604,
-0.004347295965999365,
-0.4787578880786896,
0.1926662176847458,
0.3045584261417389,
-0.1684422492980957,
-0.08404570817947388,
-0.36056947708129883,
-0.25845491886138916,
0.13446690142154694,
-0.021725302562117577,
0.5356595516204834,
-0.39055925607681274,
0.059057995676994324,
1.1740658283233643,
-0.061900969594717026,
0.14358298480510712,
0.6121149659156799,
-0.2738984227180481,
0.21349060535430908,
0.42890968918800354,
0.6350274085998535,
0.726470410823822,
-0.8968820571899414,
-0.4417419135570526,
0.10998620092868805,
0.29946738481521606,
-0.9051709771156311,
-0.0817815363407135,
0.09308470785617828,
0.09395615011453629,
-0.3292006254196167,
0.1273665875196457,
-0.18903131783008575,
0.3420632779598236,
0.048357121646404266,
-0.5048961043357849,
0.3132494390010834,
0.4731205105781555,
-0.16645552217960358,
-0.4633847773075104,
0.7459995746612549,
-0.5793104767799377,
0.049254193902015686,
-0.1732628494501114,
0.7964335083961487,
0.07582943886518478,
-0.3311319053173065,
-0.1259758621454239,
-0.12786641716957092,
-0.33463814854621887,
-0.39518100023269653,
0.27068614959716797,
0.2215392142534256,
-0.004906043875962496,
-0.034843843430280685,
-0.08094878494739532,
0.36657315492630005,
-0.08768316358327866,
-0.4990246593952179,
-0.37920209765434265,
-0.8031539916992188,
0.5340052247047424,
0.8306552171707153,
0.6562082767486572,
-0.3153422474861145,
-0.4571758210659027,
0.37827688455581665,
0.2334466427564621,
-0.5453916192054749,
-0.2615937292575836,
-0.23953062295913696,
-0.5886804461479187,
-0.7924625277519226,
0.3154171109199524,
0.22753141820430756,
0.9911133050918579,
-0.04294195398688316,
-0.2236185520887375,
-0.2286197990179062,
0.062252890318632126,
-0.19545774161815643,
-0.38196462392807007,
-0.3360770046710968,
0.15461938083171844,
0.36167624592781067,
-0.3222942650318146,
-0.5068320631980896,
0.8582965731620789,
0.5604361295700073,
0.019869130104780197,
0.09713203459978104,
0.10047660022974014,
-0.19757792353630066,
-0.3452127277851105,
0.19830594956874847,
0.3173249363899231,
-0.4461858570575714,
0.2877136766910553,
-0.33134496212005615,
-0.39734938740730286,
0.25889450311660767,
-5.879816055297852,
-0.6646926403045654,
-0.6619563698768616,
-0.2540671229362488,
-0.44904664158821106,
0.176605224609375,
0.7411564588546753,
-0.40544676780700684,
-0.027502447366714478,
0.03149311989545822,
-0.4350162148475647,
0.12426717579364777,
0.1422836035490036,
0.6448470950126648,
0.07230279594659805,
0.4505707323551178,
0.1559510976076126,
-0.27133724093437195,
0.1746595799922943,
0.38187000155448914,
0.13341499865055084,
0.03484337031841278,
-0.1827578991651535,
0.8558130860328674,
0.6630015969276428,
-0.1697409451007843,
-0.8024629354476929,
0.14817528426647186,
0.18168197572231293,
0.020480027422308922,
0.20069938898086548,
-0.36307862401008606,
-0.1126287654042244,
-0.05417294800281525,
0.6224205493927002,
0.1951388418674469,
0.5257638096809387,
-0.02251364290714264,
0.2856934070587158,
-0.33747121691703796,
-0.01247865054756403,
0.8390657901763916,
-0.03249052166938782,
-0.20329929888248444,
0.027087900787591934,
-0.07364598661661148,
-0.4417016804218292,
-0.15962731838226318,
-0.14002178609371185,
0.5993402600288391,
-0.16841156780719757,
0.279285728931427,
0.5429477691650391,
-0.2535943388938904,
0.08965315669775009,
-0.14653214812278748,
0.40680739283561707,
0.001208387198857963,
-0.4076271653175354,
0.06783825159072876,
0.421581506729126,
-0.6432173848152161,
-0.10365141928195953,
-1.0233607292175293,
-0.49476903676986694,
0.3270292580127716,
-0.706188976764679,
-0.6603137850761414,
0.05662449449300766,
0.46921542286872864,
-0.315033882856369,
0.5439730882644653,
0.24313770234584808,
-0.4911430776119232,
0.684097409248352,
-0.4728606045246124,
0.06902816891670227,
-0.16324584186077118,
0.2550155818462372,
0.193866565823555,
-0.1704946607351303,
-0.5956999063491821,
0.20576365292072296,
-0.08812913298606873,
0.1720511019229889,
0.020770354196429253,
0.06639030575752258,
-0.060348715633153915,
-0.2592356204986572,
0.08704987913370132,
0.4599713087081909,
-0.2009870707988739,
0.3590630888938904,
0.32746443152427673,
0.5373059511184692,
0.4316629469394684,
0.42542895674705505,
0.09583203494548798,
0.19772280752658844,
-0.5897408127784729,
0.6190618276596069,
-0.18074630200862885,
-0.11199904978275299,
-0.5301316976547241,
0.1776527315378189,
0.11655714362859726,
-0.7273715734481812,
0.25830844044685364,
0.6849940419197083,
-0.24525824189186096,
-0.22253155708312988,
0.33544695377349854,
-0.324138879776001,
-0.33091387152671814,
0.16959646344184875,
0.21394672989845276,
-0.33794546127319336,
0.12772685289382935,
0.11965946853160858,
-0.19214490056037903,
-0.09243084490299225,
-0.2027243822813034,
0.09085633605718613,
0.2680821418762207,
-0.14414143562316895,
0.028041409328579903,
-0.07802124321460724,
0.2332911491394043,
-0.31142616271972656,
0.3524719476699829,
0.15399517118930817,
0.03412644937634468,
-0.1004909947514534,
0.12151932716369629,
0.5372797250747681,
-0.5861687064170837,
0.04851523041725159,
0.01665171980857849,
0.07931074500083923,
-0.2063121795654297,
0.6337955594062805,
0.2946854531764984,
-0.05386532098054886,
-0.22207123041152954,
0.10300011932849884,
-0.01792904920876026,
-0.5540933609008789,
0.008509970270097256,
-0.40876367688179016,
0.5113606452941895,
-0.12435890734195709,
-0.4973141849040985,
-0.2390708476305008,
0.05112669989466667,
0.08521660417318344,
-0.14318276941776276,
-0.04250270873308182,
-0.04954851418733597,
0.19372498989105225,
-0.13183657824993134,
0.12526564300060272,
0.04961404949426651,
-1.1502224206924438,
-0.1750408113002777,
0.15345308184623718,
0.10741054266691208,
-1.0271464586257935,
-0.35605907440185547,
0.09142223745584488,
0.11942258477210999,
-0.01633245311677456,
-0.29869428277015686,
0.18561705946922302,
-0.6682829856872559,
0.10674618184566498,
0.1370726227760315,
0.1688397377729416,
0.4889485836029053,
0.15961892902851105,
0.04015207663178444,
0.14396031200885773,
-0.840543806552887,
-0.07480979710817337,
0.1881207525730133,
0.722977340221405,
0.13548488914966583,
0.4398464858531952,
0.2867632210254669,
-0.22697928547859192,
0.006072342395782471,
0.11446627974510193,
0.30010780692100525,
0.3495143949985504,
-0.0015485284384340048,
-0.1238330751657486,
-0.1252904236316681,
0.5745519995689392,
-0.19105790555477142,
-0.09990986436605453,
-0.39969462156295776,
0.24699871242046356,
0.41638118028640747,
-0.7808774709701538,
0.42349255084991455,
0.13460567593574524,
-0.5032019019126892,
0.012944979593157768,
-0.13179704546928406,
-0.4826960265636444,
-0.14713525772094727,
-0.45118388533592224,
-0.05607393756508827,
-0.40161433815956116,
-0.30152300000190735,
-0.4944232404232025,
0.16574148833751678,
0.40387609601020813,
-0.40850216150283813,
-0.27006182074546814,
0.7288777828216553,
0.43677523732185364,
-0.3909444212913513,
-0.6570883989334106,
0.07654785364866257,
0.022036444395780563,
-0.04369381442666054,
0.21557143330574036,
-0.4024257957935333,
-0.1408948004245758,
0.024687711149454117,
-0.374127596616745,
-0.16321556270122528,
0.16375064849853516,
-0.04569168761372566,
-0.6323942542076111,
-0.5577418804168701,
-0.4597613513469696,
0.06511030346155167,
0.3902532756328583,
-0.26220518350601196,
0.442868709564209,
0.6170448660850525,
-0.3519766926765442,
-0.6340646147727966,
-0.1684199869632721,
-0.03419140726327896,
0.7402859926223755,
-0.5314950346946716,
-0.8179256319999695,
-0.34320738911628723,
0.6281435489654541,
-0.23866839706897736,
-0.3008875846862793,
-0.15391723811626434,
0.4470285177230835,
0.2969728410243988,
-0.6514943838119507,
-0.41838571429252625,
-0.30530643463134766,
0.20751765370368958,
0.31365734338760376,
-0.621410608291626,
-0.8441836833953857,
-0.3900207579135895,
0.615833044052124,
0.1992567777633667,
0.325697124004364,
0.0246908999979496,
0.13793843984603882,
-0.4739226996898651,
-0.16837264597415924,
0.20882534980773926,
0.06864552944898605,
0.1914299726486206,
0.23142044246196747,
-0.1816530078649521,
-0.16249783337116241,
-0.0010312236845493317,
0.28271347284317017,
-0.135513037443161,
0.33012422919273376,
-0.23367230594158173,
-0.26307862997055054,
-0.07053536176681519,
0.4399993121623993,
-0.14692136645317078,
0.2758244574069977,
-0.1181931346654892,
-0.14603406190872192,
-0.22590601444244385,
-0.33406004309654236,
0.14749348163604736,
-0.24740149080753326,
0.23948527872562408,
-0.09737657010555267,
0.31413018703460693,
0.8400917649269104,
-0.05640331655740738,
-0.15499432384967804,
0.4269942343235016,
0.20997999608516693,
0.6899899840354919,
0.45472249388694763,
-0.8391393423080444,
0.4542979300022125,
0.2898038625717163,
0.0189974345266819,
0.03917928785085678,
0.22741006314754486,
0.4012773931026459,
0.4749036431312561,
-0.058894507586956024,
0.0911007896065712,
0.09003450721502304,
-0.09583087265491486,
-0.46071740984916687,
-0.03785320371389389,
-0.27796584367752075,
0.9362783432006836,
0.32821545004844666,
0.12088593095541,
0.2594587504863739,
0.7850807905197144,
-0.23815740644931793,
-0.2869997024536133,
0.3317373991012573,
-0.07418680936098099,
0.2500683665275574,
-0.024164550006389618,
0.11028865724802017,
0.660686731338501,
1.1405401229858398,
-0.12595708668231964,
-0.3667852580547333,
0.3062500059604645,
0.12318107485771179,
0.1814359575510025,
-0.27183806896209717,
-0.05734105780720711,
-0.19353903830051422,
0.28368353843688965,
0.27786508202552795,
-0.2086106240749359,
0.18751610815525055,
0.05823801830410957,
0.43148985505104065,
0.12950582802295685,
0.5986203551292419,
-0.6247199177742004,
0.4962921738624573,
0.48645660281181335,
0.22250446677207947,
0.2957507073879242,
-0.40011411905288696,
-0.15720286965370178,
-0.5280523300170898,
0.30439528822898865,
-0.17366836965084076,
-0.22495636343955994,
0.6498252749443054,
0.2623682916164398,
0.9466404914855957,
0.012618375942111015,
-0.27396729588508606,
-0.4704767167568207,
0.4577576220035553,
0.6588403582572937,
0.059620749205350876,
0.5133890509605408,
-0.1930563747882843,
-0.2551022469997406,
0.5928961634635925,
-0.7711253762245178,
0.001109467470087111,
-0.5132074356079102,
-1.1985939741134644,
0.5173158645629883,
0.06134222075343132,
0.18280373513698578,
0.46401000022888184,
0.11800885945558548,
0.3455820381641388,
-0.5800210237503052,
-0.16969655454158783,
0.4738759696483612,
-0.09236963838338852,
0.21816743910312653,
0.08138773590326309,
-0.08686429262161255,
-0.010310666635632515,
-0.39478784799575806,
-1.0118367671966553,
-0.17035967111587524,
0.16924330592155457,
0.08703497797250748,
-0.042007289826869965,
-0.14160752296447754,
0.8593706488609314,
0.13465645909309387,
-0.3131353259086609,
-0.2521587908267975,
0.1467067450284958,
0.24175482988357544,
0.2875029444694519,
-0.21749135851860046,
0.1926400363445282,
-0.6584000587463379,
-0.4207538664340973,
-0.9344955682754517,
0.02759156934916973,
0.6008414626121521,
0.17762775719165802,
-0.2993261218070984,
0.27885377407073975,
-0.008225835859775543,
0.2656901478767395,
-0.23147587478160858,
-0.20442965626716614,
0.3172169327735901,
-0.35067951679229736,
0.08019929379224777,
-0.20301803946495056,
0.8992393612861633,
-0.10905938595533371,
0.12335126101970673,
-0.36386823654174805,
-0.22017064690589905,
0.2580921947956085,
0.08013233542442322,
0.019656125456094742,
0.019045626744627953,
0.017880050465464592,
-0.07667672634124756,
0.38316959142684937,
-0.5800580382347107,
-0.1662692278623581,
-0.24306157231330872,
0.2981056272983551,
0.6016069054603577,
-0.5665028691291809,
-0.11215091496706009,
-0.017395123839378357,
0.11898190528154373,
0.40885430574417114,
-0.18242622911930084,
0.33640968799591064,
-0.4856882095336914,
-0.5705714821815491,
-1.0248631238937378,
0.4665582478046417,
0.18833717703819275,
-0.18256910145282745,
-0.33947643637657166,
-0.7604851126670837,
-0.675040602684021,
-0.010245884768664837,
0.12132568657398224,
-0.6228375434875488,
-0.2067985236644745,
-0.2556825280189514
] |
The intelligent home environment is a well-established example of the Ambient Intelligence application domain. A variety of sensors and actuators can be used to have the home environment adapt towards changing circumstances and user preferences. However, the complexity of how these intelligent home automation systems operate is often beyond the comprehension of non-technical users, and adding new technology to an existing infrastructure is often a burden. In this paper, we present a home automation framework designed based on smart widgets with a model driven methodology that raises the level of abstraction to configure home automation equipment. It aims to simplify user-level home automation management by mapping high-level home automation concepts onto a low-level composition and configuration of the automation building blocks with a reverse mapping to simplify the integration of new equipment into existing home automation systems. Experiments have shown that the mappings we proposed are sufficient to represent household appliances to the end user in a simple way and that new mappings can easily be added to our framework.
|
[
-0.004384423606097698,
0.007326140534132719,
-0.009587571024894714,
0.014359435066580772,
-0.00015615997835993767,
0.00017483090050518513,
0.008333300240337849,
-0.003979428671300411,
-0.01329400110989809,
-0.020542234182357788,
-0.021893881261348724,
0.00328749674372375,
0.02001926302909851,
0.010822653770446777,
0.01869092881679535,
-0.0009456246625632048,
0.007470199838280678,
-0.0062290942296385765,
0.0056921085342764854,
-0.042900558561086655,
0.018287675455212593,
0.0096886046230793,
0.009106790646910667,
0.0023198137059807777,
0.01892370916903019,
0.008255544118583202,
-0.01985839009284973,
-0.031025536358356476,
-0.003282129066064954,
-0.005887254141271114,
-0.013757409527897835,
0.004899085499346256,
-0.0012419000267982483,
0.00831371359527111,
-0.00015981029719114304,
0.005641121417284012,
-0.0040511637926101685,
0.026422400027513504,
0.003862040350213647,
-0.00249484577216208,
0.023585516959428787,
-0.0011441968381404877,
-0.003991637844592333,
-0.011852534487843513,
-0.008264848031103611,
0.027136897668242455,
0.003687378717586398,
0.02956094965338707,
-0.02206241339445114,
0.005754457786679268,
-0.009725451469421387,
0.007988695986568928,
-0.004202814772725105,
0.007503298576921225,
-0.005118356551975012,
-0.0009088469669222832,
0.016894008964300156,
-0.010540289804339409,
0.014467867091298103,
-0.0009719086810946465,
0.004477456212043762,
-0.00027624983340501785,
0.0020734714344143867,
-0.01737687736749649,
-0.028478624299168587,
-0.06777381896972656,
-0.0004340140148997307,
-0.014022067189216614,
0.011331683024764061,
-0.001329215825535357,
0.006355077959597111,
0.007244982291013002,
-0.018496358767151833,
0.0015701053198426962,
-0.021114736795425415,
-0.002427823841571808,
0.0012173040304332972,
-0.0030053062364459038,
0.0018821125850081444,
0.019901376217603683,
-0.016043202951550484,
-0.016928326338529587,
0.018285095691680908,
0.019733279943466187,
-0.015340648591518402,
0.005479017738252878,
-0.007907540537416935,
0.013236692175269127,
0.007461238652467728,
0.020426103845238686,
-0.01168070174753666,
0.018020864576101303,
-0.005573835223913193,
-0.016480259597301483,
0.004745366983115673,
0.012737307697534561,
-0.022381214424967766,
0.008910132572054863,
0.015363289974629879,
-0.0032737432047724724,
0.005147462245076895,
0.01074227038770914,
0.0206349678337574,
0.0021262166555970907,
0.005087028257548809,
0.0129335792735219,
0.00895736739039421,
-0.016102954745292664,
-0.021868634968996048,
0.009215730242431164,
0.008460924960672855,
0.017889251932501793,
-0.021515997126698494,
0.019311444833874702,
0.015306297689676285,
-0.035214051604270935,
-0.013790691271424294,
-0.0069336737506091595,
0.00847790576517582,
0.011402970179915428,
-0.037620723247528076,
-0.019026748836040497,
0.002888243645429611,
0.021576622501015663,
0.008401842787861824,
-0.008495386689901352,
0.02032501995563507,
-0.004405866377055645,
-0.003951539751142263,
0.008368720300495625,
-0.008430360816419125,
-0.007770465221256018,
0.004167555831372738,
-0.009727247059345245,
0.007052088156342506,
-0.0005378155037760735,
-0.013698745518922806,
0.00667848065495491,
0.013665786013007164,
-0.011732502840459347,
0.01861627586185932,
0.012049516662955284,
0.0043631307780742645,
0.007076779846101999,
0.034404873847961426,
-0.009713816456496716,
-0.01654447615146637,
0.005258601624518633,
-0.007898269221186638,
-0.0023429682478308678,
0.0028328727930784225,
-0.008253488689661026,
-0.012460442259907722,
-0.006231086794286966,
0.017509955912828445,
-0.01739649660885334,
0.0018515848787501454,
-0.002575466176494956,
-0.01582552120089531,
0.011146627366542816,
0.024381965398788452,
-0.016590191051363945,
0.015379597432911396,
0.007465322036296129,
0.010443996638059616,
-0.0006391745992004871,
0.0005526195745915174,
0.009731188416481018,
-0.000616900622844696,
0.0005587078630924225,
-0.017421452328562737,
-0.016460219398140907,
0.025888359174132347,
0.013035740703344345,
-0.010335556231439114,
-0.0029263868927955627,
-0.007008919958025217,
0.007516545243561268,
-0.002381604630500078,
0.06769493222236633,
-0.009306732565164566,
0.008023888804018497,
0.010486237704753876,
-0.0018745193956419826,
0.011980601586401463,
0.0023010848090052605,
0.013972548767924309,
-0.013409779407083988,
0.02211896888911724,
-0.0075982860289514065,
-0.02730749547481537,
-0.016555048525333405,
0.006941923405975103,
-0.01491965726017952,
-0.0015822839923202991,
0.003065332304686308,
0.02155419811606407,
-0.006592037156224251,
-0.0017321466002613306,
-0.02620665170252323,
0.02079986035823822,
0.0068498337641358376,
0.008772218599915504,
0.002368905348703265,
0.01611398160457611,
0.001940379268489778,
0.021301425993442535,
-0.0018398358952254057,
-0.021980371326208115,
0.012035293504595757,
0.018126675859093666,
0.018354281783103943,
-0.017808180302381516,
-0.01496065128594637,
0.013701923191547394,
0.008538857102394104,
0.002282223431393504,
-0.005307133309543133,
0.025932010263204575,
-0.015385336242616177,
-0.006230412982404232,
0.00287026260048151,
0.02562243863940239,
-0.012491246685385704,
0.020342348143458366,
-0.012346581555902958,
-0.008685259148478508,
0.011870624497532845,
0.013480260968208313,
-0.014492867514491081,
-0.016568895429372787,
-0.030107814818620682,
-0.00781640037894249,
-0.011863362975418568,
0.012547479011118412,
0.029731692746281624,
0.009254785254597664,
-0.042432207614183426,
0.008057167753577232,
-0.006930576637387276,
-0.0022527272813022137,
-0.020752614364027977,
0.011986427940428257,
0.025647848844528198,
-0.007728009019047022,
0.02764596976339817,
-0.003027451690286398,
-0.014963507652282715,
-0.017736662179231644,
-0.02533397451043129,
-0.0006254566833376884,
0.020500175654888153,
-0.010906721465289593,
-0.027412138879299164,
-0.0022662205155938864,
0.010071862488985062,
-0.01523560006171465,
-0.018564380705356598,
0.021056441590189934,
-0.02034784108400345,
-0.0034362301230430603,
0.0046946099027991295,
0.01251937448978424,
0.00510657113045454,
-0.015564707107841969,
-0.019163992255926132,
0.015949919819831848,
-0.016760271042585373,
0.00990181416273117,
-0.021725401282310486,
0.0030400396790355444,
-0.005748779978603125,
0.003753873985260725,
-0.08196573704481125,
-0.01584601029753685,
0.0037174951285123825,
0.041691042482852936,
0.008630402386188507,
-0.019770998507738113,
0.0027217031456530094,
0.028152652084827423,
-0.01161374431103468,
0.02046765200793743,
0.018081681802868843,
0.014280511066317558,
-0.009839393198490143,
0.02360275387763977,
-0.0038616033270955086,
-0.005030694883316755,
0.004023524932563305,
0.0003180729690939188,
0.004999350756406784,
-0.006686368025839329,
-0.009742917492985725,
0.005439015105366707,
-0.005103954579681158,
-0.000504886731505394,
0.00589047372341156,
-0.0035408479161560535,
0.022726472467184067,
0.0014388865092769265,
0.005178962834179401,
0.012076874263584614,
-0.0069981524720788,
0.005224918015301228,
-0.01858332008123398,
0.009303120896220207,
0.020194092765450478,
-0.003609069623053074,
-0.004550791345536709,
-0.02739330753684044,
0.005826845765113831,
0.01350525300949812,
0.012233545072376728,
0.008489478379487991,
0.003796325298026204,
0.01384398341178894,
0.014402870088815689,
0.0073645757511258125,
0.013044876977801323,
-0.003587768878787756,
0.008104708045721054,
-0.004156365059316158,
0.015460376627743244,
-0.01290778536349535,
0.006045814137905836,
0.008657949045300484,
-0.007727175019681454,
0.006154194474220276,
-0.02733679860830307,
0.04056001082062721,
-0.007533703465014696,
0.0035970904864370823,
-0.024679744616150856,
0.0036868127062916756,
-0.010922109708189964,
0.011309858411550522,
-0.005871576722711325,
-0.024072106927633286,
0.010451318696141243,
0.02056824043393135,
0.029213931411504745,
0.017293352633714676,
-0.006142767146229744,
0.014453095383942127,
0.0010853265412151814,
0.0070535470731556416,
0.0026165777817368507,
-0.012815609574317932,
-0.01122303493320942,
-0.011433403939008713,
-0.023467781022191048,
-0.00712281558662653,
-0.0021911985240876675,
0.017834383994340897,
-0.006062253378331661,
0.002342743333429098,
-0.003384116105735302,
0.019337812438607216,
0.0005822345847263932,
-0.008436761796474457,
-0.002515864558517933,
-0.009136383421719074,
0.052636511623859406,
0.0462966226041317,
-0.017887484282255173,
0.001624000840820372,
0.0037401483859866858,
0.008187670260667801,
0.010545740835368633,
-0.000843341345898807,
-0.014585703611373901,
0.009227646514773369,
-0.01247023232281208,
0.0008382751839235425,
-0.022051330655813217,
-0.012741300277411938,
0.006757825613021851,
0.009906282648444176,
0.006642545107752085,
0.027236558496952057,
-0.019811974838376045,
-0.010172215290367603,
0.004963121842592955,
0.0006813043728470802,
-0.015767067670822144,
-0.005673166364431381,
0.012214135378599167,
-0.018660154193639755,
-0.011340268887579441,
0.014784897677600384,
0.07286448776721954,
0.0035889847204089165,
0.007368422579020262,
-0.01809842698276043,
0.009591135196387768,
-0.007983963936567307,
-0.022558340802788734,
-0.0066926805302500725,
0.006140692159533501,
-0.008041001856327057,
0.009502923116087914,
-0.015973204746842384,
0.013088837265968323,
-0.011901489458978176,
-0.007651548832654953,
0.020754575729370117,
0.01371794007718563,
-0.02772248536348343,
0.003333336440846324,
-0.007567802909761667,
0.02336561679840088,
0.0031512402929365635,
0.01121172308921814,
0.022981399670243263,
0.006111047230660915,
-0.010544812306761742,
-0.0004992240574210882,
-0.014478863216936588,
0.012486891821026802,
0.0005162463639862835,
0.0028968043625354767,
-0.00473558297380805,
-0.0005912794731557369,
-0.001199580729007721,
0.017780208960175514,
-0.0005909872706979513,
0.03298480808734894,
-0.018872763961553574,
0.004079539328813553,
0.009174754843115807,
0.02568828873336315,
-0.011497680097818375,
0.01187397912144661,
0.014266484417021275,
0.01927752047777176,
0.011538293212652206,
-0.02458975464105606,
-0.0030098494607955217,
-0.004912525415420532,
0.014636519365012646,
-0.008631010539829731,
0.008279085159301758,
0.009996814653277397,
0.006787026766687632,
0.015601703897118568,
0.04143426567316055,
-0.0021134386770427227,
-0.0016596938949078321,
0.00755850225687027,
-0.017922908067703247,
-0.030049704015254974,
0.0011433709878474474,
0.014125753194093704,
-0.0028300201520323753,
-0.026555966585874557,
-0.0008143731392920017,
-0.00399104505777359,
-0.017404817044734955,
-0.0035622017458081245,
0.0020202877931296825,
0.02613195776939392,
-0.014274942688643932,
-0.0066153216175735,
-0.0000746061559766531,
0.0020363489165902138,
-0.012292254716157913,
-0.0059335362166166306,
-0.01925826072692871,
-0.0068912142887711525,
0.002473223954439163,
-0.011156251654028893,
-0.009951308369636536,
0.015207798220217228,
0.002967455890029669,
0.004512409679591656,
0.004169453866779804,
0.00902827363461256,
-0.07441577315330505,
0.016838671639561653,
0.010069775395095348,
-0.0042373561300337315,
0.021046340465545654,
0.012279113754630089,
-0.003929667174816132,
-0.011302553117275238,
-0.007094987202435732,
-0.006042473949491978,
0.00685703381896019,
0.001164555549621582,
0.007577589247375727,
0.02580735646188259,
0.009658553637564182,
0.03312491625547409,
-0.01627422124147415,
-0.006992109585553408,
0.008764647878706455,
0.0051795244216918945,
0.015179619193077087,
-0.009713977575302124,
0.009844226762652397,
0.010977262631058693,
0.01057511381804943,
-0.08155891299247742,
0.008265409618616104,
0.0012408070033416152,
0.002851111814379692,
0.0034537608735263348,
0.002306210109964013,
0.026162579655647278,
-0.006995916832238436,
0.009512245655059814,
-0.013657710514962673,
0.008214689791202545,
-0.014499744400382042,
-0.0023574894294142723,
0.010697571560740471,
0.0011482865083962679,
-0.0025328327901661396,
0.01778680831193924,
0.005341782234609127,
0.016331810504198074,
0.012925111688673496,
0.0061063882894814014,
-0.013919569551944733,
-0.010578900575637817,
-0.0036963820457458496,
-0.010165626183152199,
0.0021175704896450043,
0.003056979039683938,
0.01337595283985138,
-0.013253491371870041,
-0.023187045007944107,
0.030340727418661118,
0.0011637667194008827,
0.008442923426628113,
-0.0032145841978490353,
-0.010389101691544056,
-0.0056609660387039185,
-0.00979968998581171,
0.005486007779836655,
-0.006250509060919285,
-0.010143107734620571,
-0.007575983181595802,
0.020108316093683243,
0.030335087329149246,
0.010338759049773216,
-0.004021555185317993,
-0.011073606088757515,
0.003838849486783147,
-0.0025333138182759285,
0.0016296596731990576,
-0.008488230407238007,
0.004943269304931164,
-0.01171514205634594,
0.02166859619319439,
0.03224300593137741,
0.004695919808000326,
-0.006424264051020145,
-0.0013825505739077926,
0.010435499250888824,
-0.01568121835589409,
0.021576497703790665,
-0.002337993122637272,
-0.009988135658204556,
-0.012382827699184418,
0.07285189628601074,
0.004930551163852215,
0.0032875873148441315,
0.0033012921921908855,
0.0028929775580763817,
-0.0024426784366369247,
0.012780174612998962,
0.002417611191049218,
0.013129211030900478,
-0.026182183995842934,
-0.01468086801469326,
-0.0052888644859194756,
-0.005467984825372696,
0.00540577620267868,
0.00710693746805191,
0.0007370712701231241,
-0.003213872667402029,
-0.015160718932747841,
-0.00668063759803772,
0.003212077310308814,
0.014620302245020866,
0.003955007065087557,
-0.0017954290378838778,
-0.02471253275871277,
0.015455799177289009,
0.0014037189539521933,
0.010118300095200539,
0.010167796164751053,
-0.011449572630226612,
-0.012633617967367172,
-0.030487533658742905,
0.017625367268919945,
0.004231434315443039,
-0.025067655369639397,
0.030039004981517792,
0.004487977363169193,
0.004831079393625259,
-0.00240782811306417,
-0.0024725343100726604,
0.03242301195859909,
-0.008308187127113342,
0.023637084290385246,
-0.0019552723970264196,
0.0201792623847723,
-0.022009272128343582,
0.0003138489555567503,
0.004105022177100182,
-0.02293197438120842,
0.015855513513088226,
0.011388937942683697,
0.00010601244866847992,
-0.0021824599243700504,
-0.009475018829107285,
0.0038092141039669514,
0.011102454736828804,
0.033374618738889694,
0.015044724568724632,
0.007738937623798847,
-0.025923822075128555,
-0.006107251159846783,
-0.02099013514816761,
-0.007393063511699438,
0.006393441464751959,
0.007574558723717928,
0.009954089298844337,
-0.0024524552281945944,
0.013120770454406738,
-0.021532857790589333,
0.0013744954485446215,
0.013008545152842999,
-0.0052146026864647865,
-0.00016102660447359085,
-0.002938872668892145,
0.014184202067553997,
0.007862981408834457,
0.016461562365293503,
-0.0019747260957956314,
-0.00856136903166771,
0.012141087092459202,
0.0050322432070970535,
-0.001232341630384326,
0.00929875299334526,
0.013332308270037174,
-0.014160515740513802,
0.019406400620937347,
-0.0018207257380709052,
-0.0050281197763979435,
-0.00909496285021305,
-0.0020406085532158613,
0.005861309356987476,
0.006437825970351696,
-0.006901429034769535,
0.0067415060475468636,
0.00531645305454731,
0.008521821349859238,
0.03258606046438217,
0.020846357569098473,
0.011992380023002625,
0.015608707442879677,
0.007767189759761095,
0.008431695401668549,
0.008124069310724735,
-0.02049138769507408,
0.001414145459420979,
-0.01800442859530449,
-0.005050379782915115,
0.02190747670829296,
0.0007856087759137154,
-0.029680995270609856,
-0.016140496358275414,
0.007020173594355583,
0.018673747777938843,
-0.019973542541265488,
0.0012281171511858702,
0.006993698421865702,
0.01992136240005493,
-0.004237768240272999,
-0.019510852172970772,
-0.00672151567414403,
-0.00484691234305501,
0.004063097760081291,
-0.004353243857622147,
0.0031566377729177475,
-0.0034714776556938887,
-0.005450897850096226,
0.009633975103497505,
-0.011952015571296215,
0.008871075697243214,
-0.0028602704405784607,
0.00011310400441288948,
0.018192332237958908,
-0.020152442157268524,
-0.008779888972640038,
0.015525753609836102,
-0.004773725289851427,
0.012426506727933884,
0.0023566647432744503,
0.023715607821941376,
-0.004056847654283047,
-0.01925942860543728,
-0.02053815685212612,
-0.004822771064937115,
0.0009613818838261068,
-0.00123403943143785,
0.007814385928213596,
-0.003202814143151045,
0.014616794884204865,
0.01036450918763876,
0.009616246446967125,
0.017339114099740982,
-0.00274623092263937,
0.010684715583920479,
0.018464917317032814,
-0.005455602891743183,
-0.007874186150729656,
0.023802608251571655,
-0.004345181863754988,
0.0037280889227986336,
-0.015822283923625946,
0.012290282174944878,
0.004724166821688414,
-0.0017624120227992535,
-0.011315438896417618,
0.014739829115569592,
-0.018203629180788994,
0.017642119899392128,
0.007686435244977474,
-0.007613159250468016,
-0.009582361206412315,
-0.015382599085569382,
-0.002142159501090646,
-0.012370672076940536,
-0.003313475288450718,
-0.004363175947219133,
-0.022258508950471878,
-0.015459312126040459,
-0.006965070031583309,
0.004642066545784473,
-0.016170483082532883,
0.009525627829134464,
0.02223014459013939,
-0.013828662224113941,
-0.012904400005936623,
-0.003660493763163686,
-0.007535013370215893,
-0.0065299142152071,
-0.019326824694871902,
-0.011240089312195778,
0.009082269854843616,
-0.01458699069917202,
-0.0010550044244155288,
-0.024741152301430702,
-0.024647140875458717,
-0.01417195238173008,
-0.007213646546006203,
-0.012668175622820854,
-0.0240806695073843,
-0.002818346954882145,
-0.006325456313788891,
0.002930337330326438,
0.018730925396084785,
-0.008369103074073792
] |
[
0.18574796617031097,
0.12978729605674744,
0.2213612049818039,
0.21906311810016632,
0.29671090841293335,
0.27697205543518066,
0.16857458651065826,
-0.22454233467578888,
0.050003279000520706,
-0.9327206015586853,
-0.15059314668178558,
0.4245278835296631,
-0.3509330451488495,
0.2382625788450241,
-0.3341045379638672,
0.28106704354286194,
0.3722844123840332,
0.18011407554149628,
-0.20973025262355804,
0.17343124747276306,
-0.5099495053291321,
-0.13692404329776764,
0.33583492040634155,
-0.1471925675868988,
0.06376411020755768,
-0.10243692994117737,
0.6388372778892517,
0.45734184980392456,
-0.2353557050228119,
-0.21031597256660461,
0.0019188809674233198,
0.1560334861278534,
-0.6698375344276428,
-0.5889174342155457,
-0.3102003335952759,
-0.18253907561302185,
-0.572698175907135,
-0.206316277384758,
-0.4759640395641327,
-0.5980446934700012,
-0.050573162734508514,
0.16525527834892273,
-0.1242063120007515,
0.4326002299785614,
-0.5094221234321594,
-0.4832485318183899,
-1.7324236631393433,
0.1302049309015274,
-0.06247406452894211,
-0.0455644316971302,
0.10882796347141266,
0.10627772659063339,
0.29203251004219055,
0.21965524554252625,
-0.1441708356142044,
0.3308015465736389,
-0.15885907411575317,
-0.24101141095161438,
0.06545820087194443,
-0.1458430290222168,
-0.015423859469592571,
0.14953777194023132,
-0.031652193516492844,
0.13892680406570435,
0.17621134221553802,
0.4402424395084381,
-0.04472741112112999,
-0.5816952586174011,
-0.28075435757637024,
0.2645121216773987,
-0.14720572531223297,
-0.3954180181026459,
-0.3390338122844696,
0.5092472434043884,
-0.897313117980957,
-0.03683353215456009,
0.24128656089305878,
-0.2768433392047882,
-0.00012963736662641168,
0.4412950277328491,
-0.13767828047275543,
0.0771113783121109,
0.43228039145469666,
-0.31982746720314026,
1.079515814781189,
0.15160508453845978,
-0.13817504048347473,
0.7351797223091125,
-0.4992116093635559,
0.38898366689682007,
0.5484879612922668,
-0.8408404588699341,
0.518971860408783,
0.5873163342475891,
0.5373642444610596,
0.2953800857067108,
0.360809326171875,
0.07227984070777893,
-0.13572511076927185,
0.5456939935684204,
-0.02313137799501419,
0.4246307611465454,
-0.04475145414471626,
-0.14637693762779236,
0.07915500551462173,
-0.6404792666435242,
-0.3720942437648773,
-0.9154940247535706,
-0.5720227360725403,
0.36231663823127747,
-0.5091225504875183,
0.6141382455825806,
0.12197548896074295,
0.15310446918010712,
-0.019692502915859222,
0.40365609526634216,
0.056762780994176865,
0.12205245345830917,
0.17841334640979767,
0.2900680601596832,
0.5130972266197205,
0.89764404296875,
-0.15356606245040894,
0.06544540077447891,
-0.0390302836894989,
0.14716055989265442,
0.4266938865184784,
0.37582463026046753,
-0.49372953176498413,
0.03857611119747162,
0.22999824583530426,
0.5549991130828857,
-0.11408117413520813,
-0.00391505379229784,
-0.033366117626428604,
0.1300954818725586,
0.5285314917564392,
0.3026667833328247,
0.02147037349641323,
0.3293828070163727,
-0.5116572976112366,
-0.7218806147575378,
0.04984670877456665,
-0.27306681871414185,
-0.1295900195837021,
-0.30437469482421875,
0.2837686538696289,
-0.15511366724967957,
-0.40880003571510315,
0.08072169125080109,
-0.42972058057785034,
0.44435638189315796,
-1.0143035650253296,
-0.04400170221924782,
-0.547625720500946,
0.5436785817146301,
-0.3028208315372467,
-0.1007501557469368,
0.3797363042831421,
-0.07336138188838959,
-0.0665806233882904,
0.3988836705684662,
-0.4363911747932434,
-0.45790496468544006,
0.07437396049499512,
-0.6238621473312378,
0.240534245967865,
0.6398269534111023,
0.22682882845401764,
0.03570808470249176,
0.024321623146533966,
0.10681366920471191,
-0.10405818372964859,
-0.13421902060508728,
0.0619751438498497,
-0.057142216712236404,
0.5824168920516968,
0.01981888897716999,
0.2340114861726761,
0.3382696509361267,
-0.7707265615463257,
-0.2859792709350586,
0.03821876645088196,
-0.44407135248184204,
0.274971067905426,
0.1525719314813614,
0.2011875957250595,
-0.22039437294006348,
-0.36435064673423767,
-0.07270682603120804,
-0.08433283120393753,
-0.41313686966896057,
0.11082679778337479,
-1.0455338954925537,
0.9183925986289978,
-0.4141174554824829,
-0.3980989158153534,
1.575060248374939,
-0.22476613521575928,
0.27009063959121704,
0.19548064470291138,
-0.11784079670906067,
-0.11445622146129608,
-0.19218899309635162,
-0.33916908502578735,
-0.46324577927589417,
-0.2388754040002823,
0.08954928070306778,
-0.20428842306137085,
0.28036004304885864,
0.7153615951538086,
-0.14225322008132935,
0.3149564266204834,
-0.32136058807373047,
0.14581051468849182,
0.09514334797859192,
-0.38764140009880066,
0.5504355430603027,
-0.2307506501674652,
0.19938118755817413,
1.1109521389007568,
-0.22748179733753204,
0.3152449429035187,
0.7792646288871765,
0.12274708598852158,
0.10753181576728821,
0.7397280931472778,
0.17731207609176636,
0.9518601894378662,
-0.7096912264823914,
0.006463009864091873,
-0.3676261603832245,
0.13588084280490875,
-0.7206323146820068,
-0.39911508560180664,
0.18477997183799744,
0.14579100906848907,
-0.35275885462760925,
0.1639970988035202,
0.2915683090686798,
-0.20027977228164673,
0.304081529378891,
-0.6666221022605896,
0.637950599193573,
0.10861305892467499,
-0.6725850701332092,
-0.3867080807685852,
0.27085569500923157,
-0.5541537404060364,
-0.09423711895942688,
-0.15936362743377686,
0.11161602288484573,
0.47747406363487244,
-0.5648885369300842,
-0.29611220955848694,
-0.28827518224716187,
-0.5509846210479736,
-0.2779037356376648,
-0.15300549566745758,
0.14988313615322113,
0.1522572934627533,
0.27956855297088623,
0.07211235165596008,
0.06338956207036972,
0.14981995522975922,
-0.608359694480896,
-0.3102099299430847,
-0.7762621641159058,
0.09882372617721558,
0.7756027579307556,
0.4489883780479431,
-0.0387176014482975,
0.27739450335502625,
0.18360857665538788,
0.26672419905662537,
-0.5888241529464722,
-0.019142527133226395,
0.3121117353439331,
-0.3678876757621765,
-0.1510314792394638,
0.04761050269007683,
0.6373233795166016,
0.7020429968833923,
-0.40302711725234985,
-0.525572657585144,
-0.5088292956352234,
0.5389833450317383,
-0.6407257318496704,
-0.8529995679855347,
0.22816796600818634,
0.03596942499279976,
0.12223596125841141,
-0.1317492127418518,
-0.11143911629915237,
0.5428782105445862,
0.4276459515094757,
-0.01769343391060829,
0.1989789605140686,
0.15419885516166687,
-0.15093165636062622,
-0.14267711341381073,
0.5608290433883667,
-0.4200136661529541,
-0.3026769161224365,
-0.0655755028128624,
-0.2435733824968338,
-0.29434677958488464,
-0.07060556858778,
-5.913729667663574,
-0.4042709767818451,
-0.27694275975227356,
-0.01175501849502325,
-0.13662222027778625,
0.035763222724199295,
1.0339804887771606,
-0.10019916296005249,
0.2193630039691925,
0.5323756337165833,
0.37774115800857544,
0.24015440046787262,
0.15268534421920776,
0.5882157683372498,
0.2813091576099396,
0.08902192860841751,
0.37666794657707214,
0.34844276309013367,
-0.01189019251614809,
-0.20729681849479675,
-0.2581666111946106,
-0.13131240010261536,
0.14455841481685638,
0.6053754687309265,
0.3782169222831726,
-0.39648938179016113,
-0.7139617800712585,
-0.035555481910705566,
-0.14207269251346588,
0.1437796801328659,
0.255392849445343,
-0.39031508564949036,
-0.5384073257446289,
-0.2717944383621216,
0.5026951432228088,
0.40098506212234497,
0.3257550299167633,
0.2752439081668854,
0.3472574055194855,
-0.29539787769317627,
0.27478161454200745,
0.710737943649292,
0.2546404302120209,
0.1690048724412918,
0.04794315621256828,
-0.6082185506820679,
-0.15046629309654236,
0.16812515258789062,
-0.2982029616832733,
0.7081112265586853,
-0.4969292879104614,
0.167555034160614,
0.8622531890869141,
-0.12007071077823639,
0.11845199763774872,
-0.34332993626594543,
0.7494019269943237,
0.2915375530719757,
-0.29909825325012207,
0.12280835211277008,
-0.11835534125566483,
-0.40816304087638855,
0.06791917234659195,
-0.9060813784599304,
-0.031069405376911163,
-0.03070133551955223,
-0.6869394779205322,
-0.9406993985176086,
0.15577372908592224,
0.1404131054878235,
-0.6441009640693665,
-0.22547832131385803,
0.28323203325271606,
-0.6885977983474731,
0.7077470421791077,
-0.13368971645832062,
0.17271359264850616,
-0.16093602776527405,
0.00939748715609312,
-0.2533464729785919,
-0.04703303426504135,
-0.26934412121772766,
-0.27620139718055725,
0.18157175183296204,
-0.0026331651024520397,
-0.4398394823074341,
0.05083373188972473,
-0.17158547043800354,
-0.4001622200012207,
0.2815374433994293,
0.9713186025619507,
-0.2009245753288269,
0.22615236043930054,
0.04991558939218521,
0.6579844951629639,
0.5732628703117371,
0.3413422107696533,
0.2204778790473938,
0.41328707337379456,
-0.5868449807167053,
0.5637598037719727,
-0.07483448833227158,
-0.2360571026802063,
-0.25021296739578247,
0.34927114844322205,
0.1790509819984436,
-0.18158046901226044,
-0.23157677054405212,
0.9358639121055603,
-0.46180006861686707,
-0.1591532975435257,
-0.2398843616247177,
-0.44006234407424927,
-0.20801426470279694,
0.05517525225877762,
-0.09625380486249924,
-0.1974603235721588,
0.17379775643348694,
0.22371579706668854,
0.07411216199398041,
0.010746399872004986,
0.1276354342699051,
-0.18605473637580872,
0.6358760595321655,
0.21419477462768555,
-0.2628767490386963,
0.24618902802467346,
0.6310425996780396,
-0.5549377202987671,
-0.23568473756313324,
0.6754733324050903,
0.34905144572257996,
-0.530641496181488,
-0.024883046746253967,
0.016168344765901566,
0.11982383579015732,
0.26539063453674316,
-0.04221130535006523,
0.09997805207967758,
-0.5764805674552917,
0.00737849110737443,
-0.14792051911354065,
0.25378042459487915,
-0.13832789659500122,
0.39807555079460144,
-0.03813192620873451,
0.07998429238796234,
0.16712044179439545,
-0.2511250078678131,
-0.1744057834148407,
-0.30073168873786926,
-0.25885868072509766,
-0.12250494211912155,
-0.07117045670747757,
-0.245841383934021,
-0.12791754305362701,
0.2556815445423126,
0.010637897066771984,
-0.030680332332849503,
-0.27294212579727173,
0.49584105610847473,
0.007577739655971527,
-0.9039480090141296,
0.14035296440124512,
0.26301854848861694,
0.289226233959198,
-0.5665130019187927,
-0.10975896567106247,
-0.10665999352931976,
0.5376912355422974,
0.3234577775001526,
-0.4488169252872467,
-0.5201320052146912,
-0.7667372822761536,
0.07525593787431717,
-0.14199692010879517,
0.20458804070949554,
0.18079395592212677,
-0.2218778133392334,
-0.4003260135650635,
0.15047422051429749,
-0.3400406837463379,
-0.3131050765514374,
0.024653133004903793,
0.5281156301498413,
-0.20855894684791565,
0.0778149887919426,
-0.18401999771595,
0.005838384851813316,
-0.6850751638412476,
0.39834117889404297,
0.5941789150238037,
0.2957112789154053,
-0.2355922907590866,
0.04924697056412697,
-0.2697596549987793,
0.1995854526758194,
-0.13661161065101624,
-0.38818123936653137,
-0.6672319769859314,
0.16683851182460785,
0.28687572479248047,
-0.6433615684509277,
0.6906411051750183,
0.21361926198005676,
-0.6154825687408447,
0.21134568750858307,
-0.07723882049322128,
-0.0596684031188488,
-0.07523689419031143,
-0.6414133906364441,
-0.44575148820877075,
0.04262962564826012,
-0.026794640347361565,
-0.5466923713684082,
-0.014802657999098301,
0.25125062465667725,
0.0632530078291893,
-0.540132462978363,
0.42523810267448425,
-0.2740243971347809,
-0.2686205506324768,
-0.194769486784935,
-0.009133407846093178,
-0.41529378294944763,
-0.26821061968803406,
0.4620996117591858,
-0.2447834014892578,
-0.09471291303634644,
-0.05538443475961685,
-0.0887550339102745,
0.2632924020290375,
0.3960748612880707,
-0.1201007291674614,
-0.4663192927837372,
-0.5215922594070435,
-0.14051499962806702,
0.21618707478046417,
-0.08796543627977371,
0.39477992057800293,
0.06706823408603668,
0.5365306735038757,
-0.17056520283222198,
-0.43592607975006104,
-0.1413852572441101,
0.3029611110687256,
0.20171432197093964,
-0.025689728558063507,
-0.9301602244377136,
-0.30030059814453125,
0.293229341506958,
-0.47159343957901,
-0.15378007292747498,
-0.012960783205926418,
0.567581832408905,
-0.1217668280005455,
-0.043613236397504807,
-0.10379830002784729,
0.2094242423772812,
0.09775955975055695,
-0.34797051548957825,
-0.5888886451721191,
-0.32556241750717163,
-0.14507710933685303,
0.31876304745674133,
0.02892174758017063,
-0.45183485746383667,
-1.0937519073486328,
0.015184758231043816,
-0.715130627155304,
0.1922202855348587,
0.11908625066280365,
0.7227498888969421,
0.5606915354728699,
0.598710834980011,
-0.4740450978279114,
-0.07449677586555481,
0.05924462527036667,
-0.03319226950407028,
0.02757210098206997,
0.20419169962406158,
-0.04779018461704254,
0.09372860938310623,
-0.4021970331668854,
0.31831473112106323,
-0.24379409849643707,
0.395599901676178,
-0.556206226348877,
-0.1628575623035431,
-0.43352168798446655,
-0.27734941244125366,
0.19142964482307434,
0.14995494484901428,
0.24721743166446686,
-0.40125828981399536,
0.21115350723266602,
0.490766704082489,
0.15149156749248505,
0.322091281414032,
-0.021640043705701828,
-0.2055409550666809,
0.8710307478904724,
0.3222511112689972,
-0.3088250756263733,
0.5131585001945496,
0.3989117443561554,
0.3231748640537262,
0.18725371360778809,
-0.22518552839756012,
-0.009110482409596443,
0.09575364738702774,
0.04479588568210602,
0.4857308268547058,
0.8623759150505066,
-0.29892992973327637,
0.2427096962928772,
0.3042239248752594,
-0.895448625087738,
0.8495045304298401,
0.31159651279449463,
-0.17132414877414703,
0.08177854865789413,
-0.029225759208202362,
-0.029268013313412666,
-0.19135801494121552,
0.5501800179481506,
-0.5858806371688843,
0.09789840131998062,
-0.13086111843585968,
0.23207996785640717,
0.643680214881897,
0.8705600500106812,
-0.20527750253677368,
0.15621553361415863,
0.15880458056926727,
0.2938906252384186,
0.12410137057304382,
-0.2859329283237457,
-0.6377372741699219,
0.29710280895233154,
0.6089358329772949,
0.188847154378891,
0.058808475732803345,
0.1001422256231308,
-0.34472110867500305,
0.44689029455184937,
0.4420696794986725,
0.6719187498092651,
-0.5416772365570068,
0.8150424957275391,
0.02846221625804901,
-0.020136117935180664,
0.030475078150629997,
0.04103156924247742,
-0.665449321269989,
-0.3756908178329468,
0.5953631401062012,
-0.41431093215942383,
-0.16687288880348206,
0.46430057287216187,
0.08491013944149017,
0.43372130393981934,
0.00526276184245944,
-0.13571251928806305,
-0.6920440196990967,
0.06310011446475983,
0.7068861126899719,
-0.39821863174438477,
0.4244423508644104,
-0.061280760914087296,
-0.013166515156626701,
0.3231814205646515,
-0.3813672661781311,
0.5189317464828491,
-0.07506940513849258,
-0.47550734877586365,
0.5355979800224304,
-0.025428518652915955,
-0.15030881762504578,
0.2352319359779358,
0.04690496250987053,
0.2001967877149582,
-0.03628545254468918,
-0.5336624383926392,
-0.016840362921357155,
0.12365418672561646,
-0.5957226157188416,
0.37220123410224915,
0.2181222140789032,
0.1652553826570511,
-0.14706118404865265,
-0.49128714203834534,
0.0201824139803648,
0.21707592904567719,
-0.19082234799861908,
-0.29311004281044006,
-0.18130932748317719,
0.6998918056488037,
0.34754449129104614,
-0.05837191268801689,
-0.019665652886033058,
0.5386773347854614,
-0.28497275710105896,
0.3061905801296234,
-0.5424209833145142,
0.23928380012512207,
-0.773104190826416,
0.04216863960027695,
-0.5276808738708496,
-0.06303416192531586,
0.4507845938205719,
0.21553798019886017,
0.01729026809334755,
-0.1752960979938507,
-0.12514334917068481,
0.401978999376297,
0.29054802656173706,
-0.023917417973279953,
-0.03542117401957512,
-0.37236323952674866,
0.1247723400592804,
-0.7218488454818726,
0.49836355447769165,
-0.30828726291656494,
0.05806953087449074,
-0.4382709562778473,
0.4966745972633362,
0.22976042330265045,
-0.21935884654521942,
0.44924214482307434,
0.04751746356487274,
-0.26686447858810425,
-0.6354004144668579,
0.5596704483032227,
-0.3421993851661682,
-0.045121051371097565,
-0.11158715933561325,
0.17847156524658203,
0.6576637625694275,
-0.32314932346343994,
-0.2747650742530823,
-0.2168065905570984,
0.23513811826705933,
0.5065481662750244,
-0.361515611410141,
0.3793697655200958,
-0.5265204310417175,
-0.062062088400125504,
-0.5161653757095337,
0.39648836851119995,
-0.13745903968811035,
-0.4517599940299988,
-0.07022981345653534,
0.10220729559659958,
-0.42859575152397156,
0.07615154981613159,
0.09702185541391373,
-0.8397488594055176,
-0.31255409121513367,
0.11120516806840897
] |
Text detection and localization in natural scene images is important for content-based image analysis. This problem is challenging due to the complex background, the non-uniform illumination, the variations of text font, size and line orientation. In this paper, we present a hybrid approach to robustly detect and localize texts in natural scene images. A text region detector is designed to estimate the text existing confidence and scale information in image pyramid, which help segment candidate text components by local binarization. To efficiently filter out the non-text components, a conditional random field (CRF) model considering unary component properties and binary contextual component relationships with supervised parameter learning is proposed. Finally, text components are grouped into text lines/words with a learning-based energy minimization method. Since all the three stages are learning-based, there are very few parameters requiring manual tuning. Experimental results evaluated on the ICDAR 2005 competition dataset show that our approach yields higher precision and recall performance compared with state-of-the-art methods. We also evaluated our approach on a multilingual image dataset with promising results.
|
[
-0.009865415282547474,
0.006716219708323479,
-0.01605473831295967,
0.01915978267788887,
0.01042206585407257,
-0.016053535044193268,
0.008643979206681252,
-0.002591422526165843,
-0.01457845140248537,
0.016738563776016235,
-0.006372167728841305,
0.002725727390497923,
0.007130978628993034,
0.020002029836177826,
-0.008274007588624954,
0.02477249503135681,
0.005097558721899986,
0.00511807668954134,
0.010085534304380417,
-0.011018597520887852,
0.022795740514993668,
-0.014137063175439835,
0.008176939561963081,
0.0049843029119074345,
0.009007442742586136,
0.0017602320294827223,
-0.015082922764122486,
-0.018353961408138275,
-0.024109169840812683,
-0.029527857899665833,
-0.0015356037765741348,
-0.011396456509828568,
0.02700651064515114,
-0.017169494181871414,
0.00470203161239624,
-0.00532772159203887,
-0.004008081275969744,
0.020684130489826202,
-0.015740230679512024,
-0.00381460296921432,
0.019667096436023712,
-0.004357310477644205,
0.001027564867399633,
0.010554298758506775,
-0.01066870428621769,
-0.012772757560014725,
-0.0034641032107174397,
0.010785536840558052,
0.005710103549063206,
0.010862207040190697,
-0.009718403220176697,
-0.014921690337359905,
-0.00572090083733201,
0.03672045096755028,
-0.005715377163141966,
-0.029612846672534943,
0.016822639852762222,
0.037659406661987305,
-0.01421443559229374,
-0.006138761527836323,
-0.018686726689338684,
-0.0004229070618748665,
0.011970734223723412,
-0.006453724578022957,
0.0022517372854053974,
-0.06682270765304565,
-0.008791685104370117,
0.01760450005531311,
0.010406543500721455,
-0.02982756495475769,
0.012594496831297874,
0.011187669821083546,
-0.017339449375867844,
-0.02140934392809868,
-0.008015623316168785,
-0.015514091588556767,
-0.01348637044429779,
0.014062518253922462,
0.008231006562709808,
0.001368270954117179,
0.009345542639493942,
0.010110950097441673,
-0.007944568991661072,
0.017655540257692337,
-0.01773337461054325,
-0.010341881774365902,
0.007327376864850521,
0.012484975159168243,
-0.012726630084216595,
0.04852084070444107,
-0.012769892811775208,
0.00017257698345929384,
0.0002550743520259857,
0.01793752610683441,
-0.02964727394282818,
0.033691294491291046,
0.012856555171310902,
0.02375420741736889,
0.006918004248291254,
0.003708324395120144,
-0.011789409443736076,
0.014119490049779415,
0.019086208194494247,
0.01649364084005356,
-0.01874038390815258,
0.011650359258055687,
0.01973302662372589,
-0.0018867079634219408,
-0.014245850965380669,
0.01060936413705349,
0.0006454302929341793,
0.001464263303205371,
0.004615704528987408,
-0.023901555687189102,
-0.007026849314570427,
-0.0060902368277311325,
-0.00877346657216549,
-0.03228692337870598,
0.00533061008900404,
-0.009842749685049057,
-0.015223804861307144,
0.007536481600254774,
0.003615643596276641,
-0.022917838767170906,
0.009217824786901474,
0.012112359516322613,
-0.04421002417802811,
0.008089701645076275,
-0.002434522844851017,
-0.019938765093684196,
-0.012298062443733215,
0.01673489436507225,
0.014338563196361065,
-0.02103370800614357,
-0.01472568977624178,
0.001259462209418416,
-0.011301671154797077,
-0.028338821604847908,
-0.009934676811099052,
0.021484050899744034,
0.015071092173457146,
0.008424079045653343,
0.004687104374170303,
0.010169708169996738,
0.006137840449810028,
-0.004790462553501129,
0.006956894416362047,
-0.002562434645369649,
-0.03337389975786209,
-0.012691326439380646,
-0.007929028011858463,
-0.019708488136529922,
-0.0018325494602322578,
-0.005942217074334621,
0.009996873326599598,
0.007018729113042355,
-0.024768240749835968,
-0.00013071438297629356,
-0.0009673871099948883,
-0.007553436793386936,
0.015071522444486618,
0.007331898435950279,
0.027826638892292976,
0.008532987907528877,
0.012528841383755207,
0.0015086268540471792,
0.0015259298961609602,
0.004399564582854509,
-0.002923960331827402,
0.0026285273488610983,
-0.00022526047541759908,
0.01891789585351944,
0.0049937996082007885,
0.007032115012407303,
-0.003225215943530202,
-0.0057355258613824844,
0.039026230573654175,
0.005728514399379492,
-0.013585494831204414,
0.06671319156885147,
0.025118298828601837,
-0.0014811749570071697,
-0.0017640833975747228,
-0.017764097079634666,
0.007764395326375961,
0.008680625818669796,
0.004916097968816757,
-0.007114330306649208,
0.00034685712307691574,
0.010874375700950623,
-0.028423195704817772,
-0.016758140176534653,
0.010798368602991104,
-0.013500292785465717,
-0.0004899781197309494,
0.0027034811209887266,
0.007524953223764896,
-0.006156504154205322,
0.0321914367377758,
-0.006358584854751825,
0.0007990761660039425,
-0.015021244063973427,
0.0022197486832737923,
0.02754340134561062,
-0.01870977133512497,
-0.0017236326821148396,
0.013414436019957066,
-0.024022918194532394,
-0.001858201459981501,
-0.00012081023305654526,
0.014834695495665073,
-0.022448215633630753,
-0.009433168917894363,
-0.01650475151836872,
-0.013582552783191204,
0.0094697754830122,
0.015857648104429245,
0.01759728230535984,
-0.003138151252642274,
-0.016216203570365906,
-0.001854494446888566,
-0.0016106523107737303,
0.00206542550586164,
-0.03954586014151573,
0.034262046217918396,
-0.012013725005090237,
-0.009660793468356133,
0.01002303883433342,
-0.018600240349769592,
-0.005660667549818754,
0.01577070541679859,
0.004371512681245804,
-0.008775179274380207,
0.010359851643443108,
0.042952410876750946,
0.03568776696920395,
0.008141138590872288,
-0.01954016089439392,
0.0003173879231326282,
-0.0069938600063323975,
-0.005810557398945093,
0.007798763923346996,
-0.01547604613006115,
-0.01160741038620472,
0.004218067973852158,
0.006550586316734552,
0.026562483981251717,
-0.018689889460802078,
0.0188381876796484,
-0.01744074933230877,
0.004388085566461086,
0.009106187149882317,
-0.00498680816963315,
0.004058659076690674,
-0.0034472167026251554,
-0.041044190526008606,
-0.011942258104681969,
0.01850111223757267,
0.02244039811193943,
-0.016818635165691376,
0.001407030620612204,
0.007414444349706173,
0.031601764261722565,
0.0034515243023633957,
0.011189423501491547,
-0.004432879388332367,
0.015852710232138634,
0.020876383408904076,
0.004716092720627785,
-0.020616238936781883,
0.003913428634405136,
-0.016495341435074806,
-0.0012645747046917677,
-0.08094236254692078,
-0.013531604781746864,
0.018693044781684875,
-0.0013358381111174822,
0.018501384183764458,
-0.029675260186195374,
0.005963670089840889,
-0.0000490075908601284,
-0.010827111080288887,
-0.004809419624507427,
0.020726526156067848,
0.009224153123795986,
-0.02008333057165146,
-0.016873016953468323,
-0.02297002077102661,
-0.015371562913060188,
0.017594940960407257,
0.018269548192620277,
-0.0015068496577441692,
0.009890944696962833,
-0.04345855861902237,
-0.020307864993810654,
0.048219624906778336,
-0.0007193239871412516,
0.017868323251605034,
0.014509378001093864,
-0.01219000481069088,
-0.013701221905648708,
-0.010047226212918758,
-0.004801101051270962,
0.009752463549375534,
0.0008085621520876884,
0.0067457109689712524,
-0.0014350879937410355,
0.03559999167919159,
0.02268598973751068,
0.0021102875471115112,
-0.03483038768172264,
-0.015735676512122154,
0.01149260438978672,
0.017059743404388428,
0.007328557316213846,
-0.03225953131914139,
0.014819089323282242,
0.005553275812417269,
0.01674412377178669,
-0.009132609702646732,
0.03778994828462601,
0.007217692211270332,
0.0004416145384311676,
0.02273959293961525,
0.0071640294045209885,
0.0008602043380960822,
0.0078053101897239685,
-0.0029681785963475704,
-0.00497934827581048,
-0.014900692738592625,
-0.014661873690783978,
-0.010392667725682259,
-0.004867796786129475,
0.012543192133307457,
0.0006971389520913363,
-0.032512273639440536,
-0.00640338659286499,
-0.007097434252500534,
-0.030171794816851616,
0.015952516347169876,
0.00653060432523489,
-0.018968073651194572,
-0.0024668045807629824,
0.00948779471218586,
-0.014326410368084908,
-0.010902239009737968,
0.007038198411464691,
-0.04653194174170494,
-0.009590176865458488,
-0.012019427493214607,
-0.0013230436015874147,
-0.013258768245577812,
-0.0034056822769343853,
-0.0007299548014998436,
0.01707737147808075,
-0.002585833426564932,
-0.0018341878894716501,
-0.008047564886510372,
-0.0035009970888495445,
0.005443619564175606,
0.03138439357280731,
0.014838691800832748,
-0.012533648870885372,
0.02188940718770027,
0.008674761280417442,
0.026888754218816757,
0.002552770311012864,
0.0036084107123315334,
-0.01339459978044033,
-0.005431983154267073,
-0.016556391492486,
0.022203706204891205,
0.009567176923155785,
-0.016576306894421577,
-0.006484828889369965,
0.010920707136392593,
-0.013162079267203808,
-0.014114469289779663,
0.008519992232322693,
-0.01671070046722889,
0.013556277379393578,
-0.002055215882137418,
-0.0054706851951777935,
-0.00817590020596981,
-0.0025437953881919384,
-0.01147435512393713,
-0.0004892172291874886,
0.010623693466186523,
0.02116539515554905,
0.014535017311573029,
-0.034983765333890915,
0.07270041108131409,
-0.00435303058475256,
0.01624932326376438,
-0.016537047922611237,
-0.0047920579090714455,
0.0010882776696234941,
0.010797511786222458,
0.006692360620945692,
-0.0095925098285079,
-0.027110032737255096,
0.010294152423739433,
0.0065724654123187065,
0.025988182052969933,
0.031154880300164223,
0.012576160952448845,
0.013726377859711647,
0.020236017182469368,
-0.005969147197902203,
0.003961408510804176,
0.016595182940363884,
-0.005864342674612999,
-0.041531357914209366,
0.024287445470690727,
0.036300480365753174,
-0.007111827842891216,
0.0007776767015457153,
-0.02400791645050049,
-0.013830877840518951,
-0.007303423713892698,
0.003020983887836337,
-0.008764177560806274,
-0.06690993905067444,
-0.0007084977114573121,
-0.01578528620302677,
-0.037697840481996536,
0.014495824463665485,
0.013157917186617851,
-0.008107234723865986,
-0.009875827468931675,
-0.001276351511478424,
0.021227050572633743,
-0.014449805952608585,
0.015151145868003368,
0.017558611929416656,
-0.0040869698859751225,
0.00850056204944849,
-0.018651083111763,
-0.0028690241742879152,
-0.0037389600183814764,
0.007915602065622807,
0.0031238782685250044,
-0.015084497630596161,
0.008966529741883278,
0.0016711237840354443,
0.0010596448555588722,
-0.006104527972638607,
0.028480641543865204,
0.005915244109928608,
0.02099529467523098,
-0.014783088117837906,
-0.04423629492521286,
-0.02844446338713169,
-0.007022756617516279,
-0.00780344707891345,
0.005094757303595543,
-0.02389603480696678,
-0.003904804354533553,
-0.008440477773547173,
0.0002611882518976927,
-0.002145103644579649,
0.006105231586843729,
0.018607458099722862,
-0.00203566811978817,
-0.009791292250156403,
0.001117787673138082,
-0.029654065147042274,
0.012003850191831589,
-0.0025307179894298315,
0.00071134720928967,
0.0033872926142066717,
-0.008961011655628681,
0.01231629028916359,
0.0076429108157753944,
-0.019008895382285118,
0.002704460173845291,
0.01047498732805252,
0.001267935149371624,
-0.07468777894973755,
0.006855240557342768,
0.010030100122094154,
-0.0033020623959600925,
-0.008312943391501904,
0.004923385567963123,
-0.004580498673021793,
0.008139751851558685,
0.02550950087606907,
-0.004848042968660593,
0.020748917013406754,
0.005833760369569063,
-0.019861705601215363,
-0.006333434488624334,
0.009120665490627289,
-0.00614342512562871,
-0.0015464313328266144,
0.003738365601748228,
0.02460821345448494,
0.0020232340320944786,
0.008149007335305214,
-0.023090437054634094,
0.000767536461353302,
0.008757492527365685,
0.0021812873892486095,
-0.08170116692781448,
0.0021592683624476194,
0.005826839245855808,
-0.02715710736811161,
-0.017859969288110733,
-0.009815234690904617,
0.018920745700597763,
0.007921993732452393,
-0.02973872423171997,
-0.013922413811087608,
-0.005679264198988676,
-0.007069005630910397,
-0.00853489525616169,
0.014331023208796978,
-0.004253926686942577,
-0.0008855031919665635,
0.0015924116596579552,
-0.044550761580467224,
0.02874751389026642,
0.028277959674596786,
-0.018171187490224838,
-0.01990767940878868,
-0.011346084997057915,
0.010101284831762314,
-0.014084605500102043,
-0.006752102170139551,
-0.015778254717588425,
0.01209886372089386,
0.00898809265345335,
0.0048660654574632645,
0.00531799765303731,
-0.009185884147882462,
-0.022468622773885727,
-0.01373730693012476,
0.005002819932997227,
-0.02625282108783722,
-0.009291023015975952,
-0.019022919237613678,
-0.012591049075126648,
-0.000007169670425355434,
-0.0095345014706254,
-0.005911978427320719,
0.009107434190809727,
0.01303824596107006,
-0.00782739371061325,
-0.009286787360906601,
0.00347504997625947,
-0.0049033332616090775,
0.007971650920808315,
0.028885528445243835,
0.00719162542372942,
0.007624908350408077,
0.026267293840646744,
0.0032487171702086926,
0.028627004474401474,
0.02135518193244934,
-0.00348462350666523,
0.002773415297269821,
-0.02364964410662651,
0.006972196977585554,
-0.007273999508470297,
0.012041285634040833,
-0.014270728453993797,
0.07203559577465057,
-0.002715529641136527,
0.008900832384824753,
0.02432653307914734,
0.0074431682005524635,
0.0034335474483668804,
-0.01527677197009325,
-0.009690726175904274,
0.005461737513542175,
-0.0318886898458004,
-0.0049436804838478565,
-0.011099431663751602,
0.006899703294038773,
0.01141712162643671,
0.021137410774827003,
-0.005615518428385258,
-0.0069506000727415085,
0.0013298916164785624,
-0.0061354427598416805,
0.04056887328624725,
0.0016454714350402355,
0.0043452889658510685,
-0.026626242324709892,
0.01066642627120018,
0.020566139370203018,
-0.002705320017412305,
0.002551034092903137,
0.012893697246909142,
-0.00994770135730505,
-0.021712545305490494,
-0.01654612272977829,
0.003347530495375395,
-0.00022839743178337812,
-0.018619511276483536,
0.02333696559071541,
-0.042756807059049606,
0.017492452636361122,
0.0000628223642706871,
-0.0032641994766891003,
0.01981079950928688,
-0.006244923919439316,
0.004002966918051243,
0.009729908779263496,
0.004859921056777239,
0.010066840797662735,
0.012429784052073956,
0.009196750819683075,
0.005410561338067055,
-0.00707772932946682,
0.005589400418102741,
0.01901428773999214,
0.0005471227923408151,
0.019932154566049576,
0.01329722348600626,
-0.005562882870435715,
-0.0010788191575556993,
0.006822617258876562,
-0.00015846540918573737,
0.022546378895640373,
-0.002698280615732074,
0.00022376241395249963,
-0.002302492968738079,
-0.015394531190395355,
-0.002606970490887761,
0.013679491356015205,
-0.017013277858495712,
-0.015930715948343277,
-0.024436423555016518,
-0.020938578993082047,
0.0159478597342968,
-0.02398896962404251,
-0.011394411325454712,
0.004179919138550758,
-0.003767636138945818,
0.004428570158779621,
0.026115499436855316,
0.0008488682797178626,
0.008044463582336903,
-0.00362564530223608,
0.015173282474279404,
-0.011605100706219673,
0.0053398096933960915,
-0.018483253195881844,
0.008743025362491608,
0.0031877532601356506,
-0.03482282906770706,
-0.04039471969008446,
-0.012535979971289635,
0.001809058478102088,
0.013567913323640823,
0.021576644852757454,
0.013633495196700096,
0.00274180481210351,
0.0015494867693632841,
0.009248452261090279,
0.03350093960762024,
-0.004547948949038982,
0.009156548418104649,
-0.021324506029486656,
0.011770948767662048,
0.03735021501779556,
0.017348285764455795,
0.009199131280183792,
-0.005202383268624544,
-0.006437210366129875,
-0.0011326195672154427,
-0.01986732892692089,
-0.013675035908818245,
0.01651296764612198,
0.01592078059911728,
0.0066894590854644775,
-0.02329941838979721,
-0.02280643954873085,
-0.015627842396497726,
-0.019816402345895767,
-0.002528855111449957,
-0.0018546662759035826,
-0.013129949569702148,
0.0011013455223292112,
-0.008857207372784615,
-0.004142622463405132,
-0.007025186903774738,
0.034266550093889236,
0.025026865303516388,
0.005552052520215511,
-0.03443393111228943,
-0.008162478916347027,
0.022937694564461708,
-0.010196767747402191,
-0.014253564178943634,
0.01872047409415245,
-0.00018834229558706284,
-0.00872262753546238,
-0.011452777311205864,
0.008795550093054771,
0.008473311550915241,
0.012641264125704765,
0.018753718584775925,
0.004828989505767822,
0.018924415111541748,
0.033492837101221085,
-0.007309392560273409,
-0.0001187487505376339,
-0.022739585489034653,
0.0062572467140853405,
-0.012579759582877159,
0.02040325105190277,
-0.0062894197180867195,
0.004484932404011488,
0.0006885509938001633,
0.018166959285736084,
0.017043987289071083,
0.008153694681823254,
-0.008508928120136261,
-0.019114451482892036,
0.01326935924589634,
0.004812987986952066,
0.028290247544646263,
-0.027988174930214882,
0.006867147982120514,
-0.01094290055334568,
0.017635202035307884,
-0.0028259586542844772,
0.010820839554071426,
0.015275031328201294,
0.010253848508000374,
-0.011268950998783112,
-0.01223665289580822,
-0.0248655267059803,
0.00017756689339876175,
-0.0075964732095599174,
-0.01457335613667965,
0.011567329056560993,
-0.0015715521294623613,
-0.026526570320129395,
-0.017023436725139618,
0.00045669591054320335,
0.012035578489303589,
-0.0341455340385437,
0.006843265146017075,
0.02278536930680275,
0.010327113792300224,
-0.006512477993965149,
-0.011721212416887283,
0.008731862530112267,
-0.004255317151546478,
0.0014333166182041168,
0.00002085627056658268,
-0.01076892763376236,
0.009101144969463348,
-0.021747928112745285,
-0.0038789110258221626,
-0.002873319434002042,
-0.00351398391649127,
-0.0018613741267472506,
-0.01121065579354763,
-0.022867310792207718,
0.0018197506433352828,
0.018402837216854095,
-0.010245908051729202,
0.02750542014837265,
-0.007182129193097353
] |
[
-0.3594558835029602,
-0.16708563268184662,
0.11878319829702377,
-0.019499434158205986,
-0.11284959316253662,
0.1974620819091797,
0.2526537775993347,
-0.36291736364364624,
-0.3187751770019531,
-0.7176507115364075,
-0.31985345482826233,
0.5934304594993591,
-0.2415875792503357,
0.014026851393282413,
0.021080300211906433,
0.5259896516799927,
0.70343416929245,
0.1737569272518158,
-0.33642491698265076,
-0.31937456130981445,
-0.3160046935081482,
-0.13115957379341125,
0.2849312424659729,
0.00929681770503521,
0.15663842856884003,
-0.24897465109825134,
0.6597049236297607,
0.7144724726676941,
0.10476464778184891,
-0.21537034213542938,
-0.1648644506931305,
0.5264164209365845,
-0.7768918871879578,
-0.4145718812942505,
0.0988864153623581,
-0.00677258288487792,
-0.16917619109153748,
-0.10535130649805069,
-0.35462188720703125,
-0.08966099470853806,
-0.0846719890832901,
-0.014900186099112034,
-0.6458641290664673,
0.3526405990123749,
-0.1051376610994339,
-0.8136629462242126,
-1.7574712038040161,
0.06543219089508057,
-0.4807552397251129,
-0.2962191700935364,
-0.0761386975646019,
0.36719974875450134,
0.13187000155448914,
-0.11988820880651474,
-0.23875637352466583,
0.22910521924495697,
-0.5039764046669006,
-0.18805478513240814,
0.7087804675102234,
0.2547871172428131,
-0.24519510567188263,
-0.07099203020334244,
-0.6049109697341919,
0.020005373284220695,
-0.13559091091156006,
0.4092617332935333,
0.11397493630647659,
-0.3356558084487915,
-0.2939679026603699,
-0.3781275451183319,
0.14652597904205322,
-0.15088939666748047,
-0.07314047962427139,
0.3934939503669739,
-0.5621238350868225,
0.38213399052619934,
0.24932479858398438,
-0.5242024660110474,
0.06922555714845657,
-0.01981731876730919,
-0.2678818106651306,
-0.06214822083711624,
0.5336440801620483,
-0.3861321806907654,
0.6792206168174744,
0.09586624801158905,
-0.4022848308086395,
0.396196186542511,
-0.4386957287788391,
0.2400427609682083,
0.16951313614845276,
-0.5901092886924744,
0.22576867043972015,
0.5741694569587708,
0.5331291556358337,
0.5682218670845032,
0.10331267863512039,
0.4384849965572357,
0.3246128261089325,
0.3263319432735443,
-0.5752496123313904,
0.029672155156731606,
0.48970112204551697,
0.1310334950685501,
-0.12962590157985687,
-0.33465203642845154,
-0.8118242025375366,
-0.13323242962360382,
-1.0156480073928833,
0.2218623161315918,
-0.5062000751495361,
0.2533459961414337,
0.34931033849716187,
-0.21479354798793793,
-0.16878819465637207,
0.10831695795059204,
0.20710718631744385,
0.12864211201667786,
-0.26389214396476746,
0.2902700901031494,
-0.007763670291751623,
1.3896232843399048,
0.12682197988033295,
0.7933688163757324,
-0.17310784757137299,
0.19530543684959412,
0.9308235049247742,
0.4073634445667267,
-0.34596726298332214,
0.4372798502445221,
0.01930457353591919,
0.8635711073875427,
-0.05887027084827423,
0.16555145382881165,
0.04761654511094093,
-0.105036661028862,
0.24328485131263733,
0.11973963677883148,
0.2222118228673935,
-0.21093882620334625,
-0.5404923558235168,
-0.44378024339675903,
-0.14560864865779877,
0.31439724564552307,
0.20369528234004974,
-0.4454902410507202,
-0.06815587729215622,
-0.16549956798553467,
-0.35990169644355774,
0.03228987380862236,
-0.16518338024616241,
0.09928226470947266,
-1.0152000188827515,
-0.34613728523254395,
-0.41939008235931396,
1.0192162990570068,
-0.14601872861385345,
-0.10043662041425705,
-0.0723847821354866,
0.0010764136677607894,
0.1167229637503624,
0.19586734473705292,
-0.6099535226821899,
-0.3621501922607422,
0.10702233761548996,
-0.8358616232872009,
0.20367377996444702,
0.5035326480865479,
0.2111712396144867,
0.04009704291820526,
-0.20505237579345703,
-0.1673455685377121,
-0.04419386386871338,
-0.49402669072151184,
-0.013452179729938507,
0.2136467844247818,
0.29981106519699097,
0.2109057903289795,
0.13705360889434814,
0.2563267648220062,
-0.7639205455780029,
0.014885212294757366,
0.0012556245783343911,
-0.5955802798271179,
0.07739681750535965,
0.11561881750822067,
0.7306661009788513,
-0.16944846510887146,
-0.25297391414642334,
-0.43366673588752747,
-0.22729943692684174,
-0.16202715039253235,
0.3582301139831543,
-0.7074387073516846,
1.285284399986267,
-0.05864733085036278,
-0.10541169345378876,
1.2426882982254028,
-0.02700517326593399,
0.1601506620645523,
-0.1195853129029274,
-0.1666843593120575,
0.30964893102645874,
-0.1547509729862213,
-0.2744732201099396,
-0.08948108553886414,
-0.25389474630355835,
-0.06937053054571152,
-0.393913596868515,
0.12965089082717896,
0.4797624349594116,
-0.15984700620174408,
0.062258973717689514,
-0.19381843507289886,
0.5467979311943054,
0.392005980014801,
-0.31384143233299255,
0.2633259892463684,
0.28249046206474304,
0.07304476946592331,
0.3652470111846924,
-0.6992698311805725,
0.401218980550766,
0.6170488595962524,
-0.07847027480602264,
0.5154742002487183,
0.38020116090774536,
0.3860589563846588,
0.9939586520195007,
-0.7539488673210144,
-0.13754406571388245,
-0.21196551620960236,
0.3367229104042053,
-0.6851539015769958,
-0.49173301458358765,
-0.13337677717208862,
0.46456122398376465,
-0.016311170533299446,
-0.20200149714946747,
0.04888885095715523,
-0.05114930868148804,
0.36980971693992615,
-0.21002304553985596,
0.2170201689004898,
-0.08156397193670273,
-0.39888522028923035,
-0.4284970164299011,
-0.04492601379752159,
-0.19573521614074707,
-0.21256721019744873,
0.46611616015434265,
0.2713164985179901,
-0.16408199071884155,
-0.7839158177375793,
0.23676663637161255,
-0.34358105063438416,
-0.23426708579063416,
-0.6506306529045105,
0.24154940247535706,
-0.15955395996570587,
0.3778057396411896,
0.06266487389802933,
0.0391286164522171,
0.06917820870876312,
-0.11839637905359268,
-0.6567157506942749,
-0.37850189208984375,
-0.3869726359844208,
0.5517314076423645,
0.6381102204322815,
0.22623150050640106,
-0.07316285371780396,
0.05333298072218895,
0.17480701208114624,
0.0073478082194924355,
-0.8138180375099182,
0.16700784862041473,
0.4345698952674866,
-0.8039057850837708,
-0.5630625486373901,
-0.04481415078043938,
0.45608028769493103,
0.7421560287475586,
-0.004942725878208876,
-0.8894097805023193,
-0.4816751182079315,
0.13531556725502014,
-0.262881875038147,
-0.6677354574203491,
0.07067463546991348,
-0.15214605629444122,
0.2247081696987152,
0.15113919973373413,
0.08765341341495514,
0.15883202850818634,
0.7128467559814453,
-0.25860080122947693,
0.22655659914016724,
0.4378848373889923,
-0.2776990532875061,
-0.4981706440448761,
0.4396798312664032,
-0.33053871989250183,
-0.16874228417873383,
-0.34124037623405457,
0.006763936951756477,
-0.846422016620636,
0.3833328187465668,
-5.733879566192627,
-0.1504032164812088,
-0.46294501423835754,
-0.1260962337255478,
-0.6431794762611389,
-0.18888726830482483,
0.9005885720252991,
-0.11494895070791245,
0.6241564154624939,
0.15584661066532135,
0.42715609073638916,
0.5696086883544922,
-0.39415669441223145,
0.6219443678855896,
0.18585330247879028,
-0.1717454195022583,
0.22242233157157898,
0.30580630898475647,
0.34123495221138,
0.4755312502384186,
0.243035227060318,
-0.20703400671482086,
0.14573216438293457,
0.45207569003105164,
0.12421336770057678,
0.1743040531873703,
-0.5222721099853516,
0.32010138034820557,
0.10937754064798355,
-0.4374057948589325,
0.23696255683898926,
-0.6897172927856445,
-0.22835153341293335,
0.266315221786499,
0.2313585728406906,
0.42138224840164185,
0.5706507563591003,
0.1419704705476761,
0.34796014428138733,
-0.3938039243221283,
0.48535019159317017,
0.6112154126167297,
0.03671707212924957,
0.48105868697166443,
0.14321023225784302,
-0.5565077662467957,
-0.1250465214252472,
0.5561262369155884,
-0.032685648649930954,
0.8821204304695129,
-0.1319459080696106,
-0.4541813135147095,
0.2534528374671936,
0.3518560826778412,
0.13552521169185638,
-0.28176796436309814,
0.29274141788482666,
0.009643013589084148,
-0.14003688097000122,
0.28920111060142517,
0.010881219059228897,
-0.5738794803619385,
0.004914158023893833,
-0.7900726199150085,
-0.40886610746383667,
0.4792277216911316,
-0.9616001844406128,
-0.6758411526679993,
0.14093303680419922,
0.06377045065164566,
-0.4696604907512665,
0.15279366075992584,
-0.026430940255522728,
-0.15922893583774567,
0.34134361147880554,
-0.04342326149344444,
0.20631837844848633,
-0.30725353956222534,
-0.38698169589042664,
0.0648699402809143,
-0.5493111610412598,
-0.4022846221923828,
0.3508511781692505,
0.21821564435958862,
0.13865183293819427,
-0.37353405356407166,
-0.14373929798603058,
-0.4082135856151581,
-0.1553964465856552,
-0.2150217741727829,
0.8604321479797363,
-0.7305139303207397,
0.1856391429901123,
0.6400003433227539,
0.47531217336654663,
0.4928622245788574,
0.6563870310783386,
0.00018268308485858142,
0.7140499949455261,
-0.5479097366333008,
0.642385721206665,
-0.293692946434021,
-0.6220334768295288,
-0.6962600946426392,
-0.07629044353961945,
0.4174421727657318,
-0.192129984498024,
0.04215250164270401,
0.8172779679298401,
-0.5712881088256836,
0.1099952906370163,
0.37685829401016235,
-0.3813839256763458,
-0.0738205835223198,
0.33522459864616394,
-0.17841234803199768,
-0.029134130105376244,
-0.2993948459625244,
0.5052147507667542,
-0.14505043625831604,
-0.05991761013865471,
0.15710937976837158,
0.09325716644525528,
0.6471891403198242,
0.4251328706741333,
-0.737410306930542,
0.19299112260341644,
0.782615602016449,
-0.36353781819343567,
-0.27014273405075073,
0.15065789222717285,
0.21770095825195312,
-0.12238886952400208,
0.1324443221092224,
0.5909189581871033,
-0.8830904960632324,
-0.1259775012731552,
0.07776378095149994,
0.2540217936038971,
-0.12780141830444336,
0.39089688658714294,
-0.41595393419265747,
-0.2106129229068756,
0.02926027588546276,
0.4336721897125244,
-0.18094737827777863,
-0.16711224615573883,
-0.02367040142416954,
-0.6117130517959595,
-0.29725638031959534,
-0.5454024076461792,
-0.3556002080440521,
0.06525527685880661,
-0.10818333178758621,
0.11062394827604294,
-0.17055903375148773,
0.13831084966659546,
0.3718832731246948,
0.5254186391830444,
-0.4628351926803589,
0.46752679347991943,
0.19376149773597717,
-0.3519889712333679,
0.19776278734207153,
-0.07875913381576538,
0.06801334768533707,
-0.491046279668808,
-0.2244444340467453,
-0.02822575345635414,
0.5321899652481079,
-0.21939176321029663,
-0.5730852484703064,
-0.42935457825660706,
-0.6707186102867126,
0.1664007008075714,
-0.5356754064559937,
-0.1824130266904831,
0.508261501789093,
-0.5653597712516785,
-0.18854595720767975,
-0.028016522526741028,
-0.3519725799560547,
-0.47487205266952515,
0.5698841214179993,
0.9608912467956543,
0.4418017566204071,
-0.11682295799255371,
-0.24860811233520508,
-0.1873319149017334,
-0.5520569682121277,
-0.06229645386338234,
0.4947876036167145,
-0.010673634707927704,
-0.15066902339458466,
0.03076029382646084,
-0.5775177478790283,
0.14220274984836578,
-0.011557994410395622,
-0.005185973364859819,
-0.5986133217811584,
0.14405667781829834,
0.18032309412956238,
-0.2635478079319,
0.7485281825065613,
0.24552328884601593,
-0.23640719056129456,
0.25641247630119324,
0.10316600650548935,
-0.24271267652511597,
-0.2021796554327011,
-0.2590104043483734,
-0.3424418270587921,
0.38368529081344604,
0.28041964769363403,
-0.4695350229740143,
0.0821363627910614,
0.32429325580596924,
-0.2715991735458374,
-0.14172329008579254,
0.1892232596874237,
-0.008645690977573395,
-0.5236386656761169,
-0.26658177375793457,
0.4089677035808563,
-0.3509019911289215,
-0.01735025644302368,
0.6074621081352234,
-0.7481101155281067,
0.1826285421848297,
0.3435044586658478,
0.18236342072486877,
0.055381081998348236,
0.1324726641178131,
0.38601940870285034,
-0.22848734259605408,
-0.10402780771255493,
-0.406389057636261,
0.3201175034046173,
-0.07317279279232025,
0.4163810908794403,
0.2914322018623352,
0.7647307515144348,
-0.17523352801799774,
-0.02517964318394661,
-0.22180703282356262,
0.6230457425117493,
0.342242032289505,
-0.19739225506782532,
-0.9479825496673584,
-0.0885470062494278,
0.2248481661081314,
0.08499197661876678,
-0.15015344321727753,
0.1718614101409912,
0.9394323825836182,
-0.16377179324626923,
-0.47437721490859985,
-0.2070990800857544,
-0.13512088358402252,
0.6264402866363525,
-0.10658647865056992,
-0.615431547164917,
0.046625640243291855,
-0.7165651917457581,
0.4581605792045593,
-0.14864115417003632,
-0.3746117949485779,
-0.5698736906051636,
0.3373884856700897,
-0.26657387614250183,
-0.3319980502128601,
-0.33757898211479187,
0.49954548478126526,
0.48434391617774963,
0.008752589114010334,
-0.2693888545036316,
-0.2715867757797241,
0.5195225477218628,
-0.3085003197193146,
0.21811127662658691,
-0.278965026140213,
-0.4220680594444275,
-0.03360758349299431,
-0.5703666806221008,
0.3131186366081238,
0.01965203881263733,
0.47943785786628723,
-0.2665698230266571,
0.16233475506305695,
-0.3859998881816864,
-0.02832062356173992,
0.18028627336025238,
-0.7167398929595947,
0.006233984138816595,
-0.26443013548851013,
0.003976793028414249,
0.4666438102722168,
0.5118362903594971,
0.27275213599205017,
-0.23019765317440033,
-0.2529362142086029,
0.8259938359260559,
0.30200091004371643,
-0.9296565055847168,
0.6842485070228577,
-0.049292225390672684,
0.1137319877743721,
0.34313929080963135,
-0.18924640119075775,
-0.2548263669013977,
0.1555779129266739,
0.19047950208187103,
0.2598150670528412,
0.5138784050941467,
-0.16791018843650818,
0.3002167046070099,
0.4772155284881592,
-0.20990821719169617,
0.9910551309585571,
0.025545774027705193,
-0.17420248687267303,
0.7785980105400085,
0.23877009749412537,
-0.24706116318702698,
-0.5573365092277527,
0.9607876539230347,
-0.40924206376075745,
0.3891432285308838,
0.30534014105796814,
-0.036286041140556335,
0.22563481330871582,
0.8991740345954895,
-0.2399846315383911,
0.5644086003303528,
0.11549991369247437,
0.19239436089992523,
0.5318884253501892,
-0.48531168699264526,
-0.20093071460723877,
0.1357559859752655,
0.4202995002269745,
0.4740641117095947,
-0.5653402805328369,
-0.02783413603901863,
-0.22876940667629242,
0.36660152673721313,
0.42461782693862915,
0.3397391140460968,
-0.4525366425514221,
0.7145500183105469,
0.055949848145246506,
-0.1689637154340744,
-0.024319808930158615,
0.5950023531913757,
-0.31650301814079285,
-0.17936624586582184,
0.40380215644836426,
-0.37075909972190857,
-0.6926717162132263,
0.31755006313323975,
0.18942515552043915,
0.6543222665786743,
0.04603363946080208,
0.20750856399536133,
-0.6379724144935608,
0.028047075495123863,
0.7726831436157227,
0.10686517506837845,
0.3046182692050934,
-0.08861694484949112,
-0.08952115476131439,
0.30989718437194824,
-0.022768134251236916,
0.5150384306907654,
0.12606723606586456,
-1.0388548374176025,
0.01575569622218609,
-0.02521114982664585,
-0.30130812525749207,
0.19078904390335083,
0.0062639969401061535,
0.2976734936237335,
0.32455918192863464,
-0.6521864533424377,
0.004493652377277613,
-0.3227083683013916,
-0.36555126309394836,
0.47620102763175964,
0.11485659331083298,
-0.17270401120185852,
-0.015716658905148506,
-0.44837984442710876,
-0.2168705314397812,
-0.09897789359092712,
-0.21697914600372314,
0.14526426792144775,
-0.2733994126319885,
0.8424920439720154,
0.024123474955558777,
0.3034961223602295,
0.23738345503807068,
0.2746029794216156,
-0.17031726241111755,
0.5946322679519653,
-0.4864598512649536,
0.28715085983276367,
-0.8138603568077087,
-0.27139824628829956,
-0.6572369933128357,
-0.12081608176231384,
0.6686943173408508,
0.05648895725607872,
-0.32454177737236023,
-0.38690897822380066,
-0.017406733706593513,
0.3399481475353241,
0.13733835518360138,
-0.10427310317754745,
0.27865979075431824,
-0.32362058758735657,
-0.2660408616065979,
-0.7645806670188904,
0.5193414688110352,
-0.05988343060016632,
0.012008579447865486,
-0.4392775297164917,
0.4391765892505646,
0.5793972611427307,
-0.44184017181396484,
0.3076799511909485,
0.15280385315418243,
-0.0908856987953186,
-0.8032612204551697,
0.6476205587387085,
-0.1512058824300766,
-0.08067654073238373,
-0.2851545512676239,
0.28782540559768677,
0.6856191754341125,
-0.261935830116272,
-0.08687911182641983,
-0.46737638115882874,
-0.03724268078804016,
0.49434834718704224,
-0.33168649673461914,
0.4550989866256714,
-0.3405158519744873,
-0.47995245456695557,
-0.5366696119308472,
0.35260653495788574,
-0.14837850630283356,
-0.46428701281547546,
-0.2191433161497116,
0.1392507255077362,
-0.7794229388237,
0.2814866304397583,
0.26310157775878906,
-0.8475898504257202,
-0.34804567694664,
-0.4090934693813324
] |
The advent of Oculus Rift indicates the start of a booming era of virtual reality. In order to increase the immersive feeling of interaction with the virtual world, haptic devices allow us to touch and manipulate virtual objects in an intuitive way. In this paper, we introduce a portable and low-cost haptic glove that provides both force and tactile feedback using a direct-control pneumatic concept. To produce force feedback, two inlet ports of a double acting pneumatic cylinder are opened and closed via solenoid DC valves through Pulse-width modulation (PWM) technique. For tactile feedback, an air bladder is actuated using a diaphragm pump via PWM operated solenoid valve. Experiments on a single finger prototype validated that the glove can provide force and tactile feedback with sufficient moving range of the finger joints. The maximum continuous force is 9 Newton and the response time is less than 400ms. The glove is light weighted and easy to be mounted on the index finger. The proposed glove could be potentially used for virtual reality grasping scenarios and for teleoperation of a robotic hand for handling hazardous objects.
|
[
-0.014326420612633228,
0.001558918971568346,
-0.0039929840713739395,
0.003417371306568384,
-0.0013067221734672785,
-0.011672429740428925,
0.009827684611082077,
0.011642582714557648,
-0.008481969125568867,
-0.008265452459454536,
-0.015033211559057236,
0.008860467001795769,
0.0029276679269969463,
0.018044952303171158,
0.020229600369930267,
-0.0017742200288921595,
0.007912952452898026,
-0.0015334398485720158,
0.006096120458096266,
-0.02706783264875412,
0.018628329038619995,
0.02101466804742813,
0.010582922957837582,
-0.007209349423646927,
-0.005815198644995689,
-0.003203049534931779,
-0.002312003169208765,
-0.018372295424342155,
-0.008774698711931705,
0.0063631292432546616,
-0.010266533121466637,
-0.020585734397172928,
0.0006960274185985327,
0.005617172457277775,
-0.0038040478248149157,
0.011331789195537567,
-0.010435573756694794,
0.024621134623885155,
0.02340092323720455,
-0.001917381538078189,
-0.010815605521202087,
0.0016232754569500685,
0.006333180703222752,
-0.013673902489244938,
-0.00991065800189972,
0.006017481908202171,
0.004763492848724127,
0.004222319461405277,
-0.03612738847732544,
0.0018450230127200484,
-0.011671306565403938,
0.009435102343559265,
0.0002547735348343849,
0.014806756749749184,
-0.0068800621666014194,
0.008618698455393314,
0.017456118017435074,
-0.0115651935338974,
0.0004569562152028084,
0.01815960183739662,
-0.008148698136210442,
0.012096816673874855,
0.0005730828270316124,
-0.011226911097764969,
-0.0013962783850729465,
-0.06699790060520172,
0.008876522071659565,
0.02086751163005829,
0.010530633851885796,
-0.0019735204987227917,
-0.004931287374347448,
0.010753356851637363,
-0.006237391382455826,
0.012364440597593784,
-0.018084343522787094,
0.011068867519497871,
-0.011181464418768883,
-0.005034184083342552,
0.004677671939134598,
0.01392792072147131,
0.015497380867600441,
-0.005236332770437002,
0.013886663131415844,
0.02043846622109413,
-0.017186621204018593,
0.04748265817761421,
0.0028884520288556814,
0.020323053002357483,
-0.021198391914367676,
-0.005506606772542,
0.002380293793976307,
-0.04442879557609558,
-0.007941454648971558,
-0.008785666897892952,
0.010157506912946701,
-0.00038810260593891144,
0.004843118134886026,
-0.0075567010790109634,
-0.008808853104710579,
-0.016300417482852936,
-0.0014030669117346406,
0.024003971368074417,
0.014860035851597786,
0.00016112346202135086,
0.01881304942071438,
0.01553438138216734,
0.007650925777852535,
0.005128079559653997,
0.00026160478591918945,
0.009880557656288147,
0.009359488263726234,
0.018133826553821564,
0.0028888043016195297,
0.008448568172752857,
0.01461875345557928,
0.017089733853936195,
0.0044517675414681435,
-0.006794445216655731,
0.005530513823032379,
-0.0033629906829446554,
0.01923520117998123,
0.003178233280777931,
0.009244406595826149,
0.029281875118613243,
0.008740327320992947,
-0.00481608510017395,
-0.0066086952574551105,
0.0019216191722080112,
0.004222754389047623,
-0.007602039258927107,
-0.014477530494332314,
-0.0008414846379309893,
-0.0005092392675578594,
-0.00764206238090992,
0.002926005981862545,
-0.0007038108306005597,
-0.026389699429273605,
0.007607751060277224,
0.004169621504843235,
0.0022187293507158756,
-0.02393335849046707,
0.007887214422225952,
0.001972449477761984,
0.01658029481768608,
0.023209845647215843,
0.002873737830668688,
-0.0288460124284029,
0.005506535992026329,
-0.004382372368127108,
0.001978093758225441,
0.019306456670165062,
0.009676399640738964,
-0.0010073971934616566,
-0.018572408705949783,
-0.017059095203876495,
0.008769609034061432,
-0.010837150737643242,
0.004996364936232567,
-0.018787287175655365,
0.0016502602957189083,
0.041059307754039764,
0.0005843713879585266,
0.003783340333029628,
0.009416639804840088,
0.0006670737639069557,
0.005355965346097946,
0.04085599631071091,
0.00007045804522931576,
0.004095060750842094,
0.00463763065636158,
-0.016880284994840622,
-0.00025055184960365295,
0.010320971719920635,
0.007556075230240822,
0.004210162442177534,
0.012437482364475727,
-0.0026223016902804375,
0.007684811018407345,
-0.002986624836921692,
0.06715165823698044,
0.008436822332441807,
0.007835496217012405,
0.003497056197375059,
0.016742084175348282,
0.0041488222777843475,
-0.008708841167390347,
0.016796421259641647,
-0.011977028101682663,
0.0013575251214206219,
-0.0038546964060515165,
-0.026394102722406387,
-0.012493233196437359,
0.02164071425795555,
0.007477623410522938,
0.02015024982392788,
0.004984104074537754,
0.029505513608455658,
0.010348988696932793,
-0.0013072544243186712,
-0.009684989228844643,
0.001124697970226407,
0.005549762398004532,
0.025704137980937958,
-0.011214928701519966,
-0.017832087352871895,
0.007114436477422714,
-0.009668736718595028,
-0.014387966133654118,
0.03402992710471153,
0.004367896355688572,
0.01969926804304123,
0.01134045422077179,
-0.0019251807825639844,
0.015559523366391659,
0.00260196253657341,
-0.022409508004784584,
0.008435551077127457,
0.0012559781316667795,
0.033099472522735596,
-0.011084793135523796,
-0.0010366836795583367,
0.007201483938843012,
0.004700000397861004,
0.014325406402349472,
0.00320625863969326,
0.012868234887719154,
0.0011002786923199892,
0.010045185685157776,
0.009886953048408031,
0.0019426411017775536,
0.0038524605333805084,
-0.014520116150379181,
-0.007714052684605122,
-0.0009480752050876617,
0.030086297541856766,
-0.03895595669746399,
0.010506242513656616,
-0.029663871973752975,
0.016836535185575485,
-0.012074822559952736,
-0.006572045385837555,
-0.03432260453701019,
0.026937738060951233,
0.0038048638962209225,
-0.0015292654279619455,
0.012042050249874592,
-0.007223404478281736,
-0.01191834919154644,
-0.0014993560034781694,
-0.017929213121533394,
0.004483484663069248,
0.007812210358679295,
0.0058761173859238625,
-0.0040878234431147575,
0.001784831052646041,
0.018874552100896835,
0.014921651221811771,
0.012975902296602726,
0.025703206658363342,
-0.0029202415607869625,
0.004037801176309586,
0.009446222335100174,
-0.01128358207643032,
-0.028807280585169792,
-0.008896132931113243,
-0.005828957073390484,
0.013827046379446983,
-0.00887368991971016,
-0.01904929056763649,
0.009984188713133335,
0.004076326731592417,
-0.00186344503890723,
-0.001123754307627678,
-0.0818207710981369,
-0.014669794589281082,
-0.000729159452021122,
0.029008250683546066,
0.013646482490003109,
-0.01832817681133747,
-0.005012814886868,
0.041617561131715775,
-0.012478799559175968,
0.029213793575763702,
-0.03847257047891617,
-0.005582930985838175,
-0.010832812637090683,
0.007173841819167137,
-0.016260189935564995,
-0.016088875010609627,
0.010109122842550278,
-0.016696631908416748,
-0.02424062415957451,
0.019211212173104286,
-0.005777506157755852,
-0.004673568997532129,
0.022646822035312653,
0.01374134048819542,
0.03736642003059387,
-0.01668693497776985,
0.01917373575270176,
-0.0014000062365084887,
0.012234682217240334,
0.01233071368187666,
0.005026167258620262,
-0.006148763466626406,
0.007846139371395111,
0.01034700870513916,
0.028246145695447922,
-0.026712335646152496,
-0.005183398723602295,
0.02064814232289791,
-0.0018981032771989703,
-0.038286324590444565,
-0.017845146358013153,
0.002390461042523384,
-0.006206088233739138,
0.017633380368351936,
-0.005672695580869913,
-0.0025976391043514013,
0.010015328414738178,
-0.020518828183412552,
0.00845644623041153,
-0.014720545150339603,
-0.01097212452441454,
0.007725858129560947,
0.005579241551458836,
0.012934856116771698,
-0.013318508863449097,
-0.0021792883053421974,
-0.036742426455020905,
0.018960608169436455,
-0.009999221190810204,
-0.005132496356964111,
-0.0008252882398664951,
-0.008718287572264671,
-0.02597346343100071,
-0.010360161773860455,
-0.01291094534099102,
-0.029968779534101486,
0.002769208513200283,
0.006604033522307873,
-0.02073218859732151,
-0.004102774430066347,
0.020943574607372284,
0.005747499410063028,
0.004890077747404575,
-0.002986099338158965,
0.002478239592164755,
-0.01417930331081152,
-0.00957253947854042,
-0.006283997558057308,
0.008826952427625656,
-0.007988601922988892,
-0.020255863666534424,
0.006299212109297514,
-0.006666741333901882,
0.0053292326629161835,
0.00778134586289525,
0.018214676529169083,
0.003430765587836504,
-0.0026742492336779833,
0.0021150889806449413,
-0.009813513606786728,
0.000987808220088482,
0.012057445012032986,
-0.04123198986053467,
0.0008749751141294837,
0.0012198735494166613,
0.022973475977778435,
-0.015998387709259987,
-0.0042896270751953125,
-0.008455188013613224,
0.010675808414816856,
0.00015136250294744968,
-0.008854838088154793,
0.007508161477744579,
-0.007256031036376953,
-0.0147544639185071,
0.01279078982770443,
0.026010360568761826,
-0.017983850091695786,
0.0032303258776664734,
-0.017677655443549156,
0.004693579860031605,
-0.004943390842527151,
-0.012792922556400299,
-0.00784098170697689,
0.013340547680854797,
-0.023519719019532204,
-0.012967091053724289,
0.0077645620331168175,
0.07205159217119217,
-0.0025850425008684397,
0.012526086531579494,
-0.008952884003520012,
0.026463158428668976,
-0.004273959901183844,
0.02108195796608925,
0.010117166675627232,
0.02170747146010399,
-0.009910495020449162,
0.013413524255156517,
-0.027803407981991768,
-0.0010526510886847973,
-0.029555130749940872,
0.011888349428772926,
-0.010947841219604015,
-0.005274027585983276,
0.0405738465487957,
0.027320709079504013,
0.03482731431722641,
0.004723230376839638,
-0.007327893748879433,
0.015335574746131897,
-0.004142573103308678,
0.0002153865061700344,
-0.01981791853904724,
-0.02696380764245987,
-0.014773032627999783,
0.010882518254220486,
0.0032339415047317743,
0.0034378869459033012,
-0.031818799674510956,
0.0004422273486852646,
-0.011965625919401646,
0.027557654306292534,
-0.0013716751709580421,
0.0025925093796104193,
-0.02771841548383236,
0.0029531726613640785,
0.02350148931145668,
-0.014808841980993748,
-0.016222365200519562,
0.027909185737371445,
0.029334504157304764,
0.041771575808525085,
0.0038624373264610767,
-0.019820692017674446,
-0.0016863063210621476,
0.0006125001236796379,
0.010022765956819057,
-0.009509837254881859,
0.016044575721025467,
0.0127980662509799,
-0.014720071107149124,
-0.0002271025878144428,
0.01935073733329773,
-0.004504876211285591,
-0.007782155182212591,
0.005886001978069544,
0.0172286257147789,
0.007616767659783363,
-0.004217122681438923,
-0.014028521254658699,
-0.007628834806382656,
0.0012042154558002949,
-0.0072715673595666885,
-0.013259410858154297,
0.00045600999146699905,
0.0106603242456913,
0.022936591878533363,
-0.006799694616347551,
0.016149600967764854,
-0.0006957501173019409,
-0.01052040234208107,
-0.011013021692633629,
-0.009330494329333305,
0.006631474010646343,
-0.007723762653768063,
0.007216202095150948,
-0.005140988156199455,
-0.01786625012755394,
-0.014260178431868553,
0.02486727200448513,
-0.02207830734550953,
-0.0018581177573651075,
0.015396378934383392,
0.0070124221965670586,
-0.07529672980308533,
-0.039756469428539276,
0.015210400335490704,
-0.009724566712975502,
0.002076203003525734,
0.02435993030667305,
-0.007261779624968767,
-0.0178966261446476,
0.016422700136899948,
0.003442326094955206,
-0.043024010956287384,
-0.002349291928112507,
0.0148811936378479,
0.023807687684893608,
0.009350351989269257,
0.024184973910450935,
-0.00430205836892128,
0.014430987648665905,
-0.012235249392688274,
-0.008054299280047417,
0.0019203225383535028,
-0.013950313441455364,
-0.015953097492456436,
-0.00506904162466526,
0.014707496389746666,
-0.08082094043493271,
-0.0012178607285022736,
0.007900677621364594,
-0.0012853862717747688,
-0.002906596753746271,
-0.017540834844112396,
0.014486699365079403,
-0.011808976531028748,
-0.033948756754398346,
-0.014062031172215939,
-0.011134604923427105,
-0.0030559133738279343,
0.0023995989467948675,
0.005041193682700396,
0.009896015748381615,
-0.0057612634263932705,
0.009494041092693806,
0.03258763253688812,
-0.005447878502309322,
0.03272459656000137,
0.03210142254829407,
-0.00004003522917628288,
-0.01088147982954979,
-0.002978286473080516,
-0.010071022436022758,
-0.010654382407665253,
-0.018781039863824844,
0.005743548274040222,
0.006140530575066805,
-0.01364956982433796,
0.002286700764670968,
-0.005736199207603931,
0.005747155752032995,
-0.01561997551470995,
0.012632752768695354,
-0.0205849539488554,
0.0032976740039885044,
-0.014779293909668922,
-0.0042491573840379715,
0.004373366478830576,
-0.005776454694569111,
0.01972741261124611,
0.028847500681877136,
0.011434526182711124,
0.006409230642020702,
-0.005608648061752319,
0.002096481155604124,
0.0011864036787301302,
0.012973091565072536,
-0.005170459859073162,
0.012123458087444305,
0.012750201858580112,
-0.012003392912447453,
-0.0050535984337329865,
-0.010551650077104568,
0.0010133148171007633,
-0.0038126378785818815,
-0.0007738219574093819,
0.00680054584518075,
0.0035174868535250425,
-0.00877899769693613,
-0.0012045917101204395,
-0.01091805100440979,
0.07198913395404816,
-0.016981154680252075,
0.004532191436737776,
-0.001435712561942637,
0.0015996448928490281,
0.001095290994271636,
-0.011996999382972717,
-0.012624938040971756,
0.003673756495118141,
-0.010148698464035988,
-0.010244475677609444,
-0.009985413402318954,
-0.006496476009488106,
0.0015404243022203445,
0.005071384832262993,
0.013134319335222244,
-0.0028446263168007135,
-0.04419974982738495,
-0.015052907168865204,
0.01301493588835001,
0.0029598837718367577,
-0.02214420959353447,
-0.01586921513080597,
-0.01277061365544796,
0.02622087486088276,
0.01174862775951624,
-0.01755017787218094,
0.013904429972171783,
-0.009010794572532177,
-0.03349737450480461,
-0.011241082102060318,
0.005100091453641653,
-0.0019633967895060778,
-0.015550753101706505,
0.032708778977394104,
0.024206651374697685,
0.018743833526968956,
0.0012109419330954552,
-0.0282523762434721,
-0.010578485205769539,
-0.016797225922346115,
0.016116680577397346,
-0.0029014251194894314,
0.011942138895392418,
-0.011278994381427765,
0.0010811450192704797,
0.029125530272722244,
-0.02294785901904106,
0.0223429836332798,
0.02874910831451416,
0.009583942592144012,
-0.012510597705841064,
0.010498560033738613,
-0.0007749348878860474,
0.007191895041614771,
-0.005060958676040173,
-0.0015614207368344069,
0.00708431750535965,
-0.03333069011569023,
-0.02563212811946869,
-0.00035597896203398705,
-0.013438715599477291,
0.020327862352132797,
-0.001329259481281042,
-0.0013054539449512959,
0.009920516051352024,
0.023269496858119965,
-0.019529327750205994,
-0.014552541077136993,
0.013781418092548847,
0.0072885057888925076,
0.03117462806403637,
0.0028574392199516296,
0.008762752637267113,
0.009783612564206123,
0.026882624253630638,
-0.0034803440794348717,
-0.01646599732339382,
0.005503727588802576,
0.0017235922859981656,
0.00622478686273098,
0.005348776001483202,
-0.0032783313654363155,
0.02235827036201954,
-0.006917127873748541,
0.022758159786462784,
0.015888847410678864,
0.008351205848157406,
0.0001353530678898096,
0.012818505056202412,
0.0091624790802598,
-0.015786468982696533,
0.0058661894872784615,
0.01823902130126953,
0.003037290647625923,
0.03523726016283035,
0.011932702735066414,
0.012704693712294102,
0.034479301422834396,
-0.007173960097134113,
-0.0056394003331661224,
0.0025821218732744455,
0.000043672509491443634,
0.015196073800325394,
0.003986988682299852,
-0.001890511834062636,
-0.01009802334010601,
-0.006156547926366329,
-0.0343463271856308,
-0.023008504882454872,
-0.037359725683927536,
0.016642577946186066,
-0.02231750823557377,
0.0009349547326564789,
-0.0032883002422749996,
0.005310653708875179,
-0.008784517645835876,
-0.02158994972705841,
0.016972212120890617,
-0.0059712412767112255,
0.012020253576338291,
0.011756918393075466,
-0.008619237691164017,
-0.004430308006703854,
0.005304708145558834,
0.000059223733842372894,
-0.009403226897120476,
0.008760927245020866,
-0.017189957201480865,
0.007992382161319256,
-0.001560964621603489,
-0.027497056871652603,
-0.0061759790405631065,
0.01253415271639824,
0.0008058359380811453,
0.011048104614019394,
0.006393543444573879,
-0.0013213923666626215,
-0.028814522549510002,
0.01572521962225437,
-0.026917027309536934,
-0.002324950648471713,
-0.000722003635019064,
0.011885188519954681,
0.006038590334355831,
-0.001136702485382557,
-0.0003970514517277479,
0.01920289918780327,
0.010652486234903336,
-0.0012427334440872073,
0.003051867475733161,
-0.012343868613243103,
-0.01106635294854641,
-0.007604782935231924,
-0.02303347922861576,
0.02554715797305107,
-0.006817016750574112,
-0.008646685630083084,
-0.0011524397414177656,
0.004292595200240612,
-0.01045166701078415,
0.004653628915548325,
-0.020303498953580856,
0.002199319889768958,
-0.004901088308542967,
0.012281881645321846,
0.005762655287981033,
0.01216384768486023,
0.02241969108581543,
-0.0223478302359581,
0.008866515941917896,
-0.019029833376407623,
0.001482830266468227,
0.0011130229104310274,
-0.003173190401867032,
-0.023482665419578552,
-0.004624954424798489,
0.0033067637123167515,
-0.015725694596767426,
-0.006028363481163979,
0.02570413053035736,
-0.015178865753114223,
0.009010987356305122,
-0.008823622949421406,
-0.013140617869794369,
-0.009127732366323471,
-0.012412605807185173,
-0.010756289586424828,
0.026004323735833168,
-0.0014261116739362478,
-0.01843247376382351,
-0.0029865819960832596,
-0.007624577730894089,
0.006984462030231953,
-0.012102722190320492,
-0.003849589731544256,
-0.0041055697947740555,
-0.04535362869501114,
0.004501535557210445,
0.0013337908312678337,
0.0076998136937618256,
-0.021906891837716103
] |
[
-0.18220609426498413,
-0.20901867747306824,
0.20563597977161407,
0.4875355660915375,
-0.05385502800345421,
0.23656311631202698,
-0.06443623453378677,
0.11211775988340378,
-0.09319457411766052,
-0.3219543397426605,
-0.040941402316093445,
0.3476518988609314,
-0.15606524050235748,
0.4485892653465271,
0.04378221556544304,
-0.1780783087015152,
0.6084624528884888,
-0.3906863331794739,
-0.44347402453422546,
-0.2624581754207611,
-0.11588768661022186,
-0.10595191270112991,
0.1951359361410141,
0.3203907310962677,
0.11366897076368332,
-0.11584139615297318,
0.01430897880345583,
0.14866426587104797,
0.08325935155153275,
-0.4375440180301666,
-0.02878589555621147,
0.6339498162269592,
-0.23255783319473267,
-0.20545530319213867,
-0.1379391849040985,
0.05421258881688118,
-0.5022668242454529,
-0.4355480372905731,
-0.38644862174987793,
-0.29737016558647156,
-0.08048611134290695,
-0.040024418383836746,
-0.15284378826618195,
-0.10336408019065857,
-0.25348228216171265,
-0.15701225399971008,
-1.6240596771240234,
0.15618184208869934,
-0.5248631238937378,
0.17388717830181122,
-0.27377328276634216,
0.269646018743515,
0.46376267075538635,
0.04341619834303856,
-0.062311988323926926,
-0.0694233849644661,
-0.4297131896018982,
-0.3129056692123413,
0.31723570823669434,
-0.31393957138061523,
0.27376461029052734,
0.17318756878376007,
0.07412971556186676,
0.1824311465024948,
-0.3946603834629059,
0.2622433006763458,
0.24226823449134827,
-0.36819228529930115,
-0.006988027133047581,
-0.13317590951919556,
0.13403010368347168,
-0.14817877113819122,
-0.22958076000213623,
0.004784897435456514,
-0.43693456053733826,
-0.3251765966415405,
0.10516200214624405,
-0.15797515213489532,
0.4520128071308136,
0.31594318151474,
-0.012842213734984398,
0.09843040257692337,
1.1009923219680786,
0.05851545184850693,
0.779916524887085,
0.4873977303504944,
-0.13007915019989014,
0.43847858905792236,
-0.08471662551164627,
0.07407304644584656,
-0.45156583189964294,
-0.59865403175354,
0.52994304895401,
0.6104315519332886,
0.16820162534713745,
0.10103915631771088,
0.5695607662200928,
0.024930661544203758,
0.20779602229595184,
0.22510401904582977,
0.16088160872459412,
-0.07079631090164185,
-0.11654318124055862,
-0.32690778374671936,
0.5233503580093384,
-0.5113126039505005,
-0.4550069570541382,
-0.6982443928718567,
-0.6733934283256531,
0.4346362054347992,
-0.45451685786247253,
-0.10255177319049835,
0.2128765881061554,
0.12615394592285156,
-0.13006749749183655,
-0.4910355806350708,
-0.08017987012863159,
-0.17920580506324768,
0.11059731990098953,
0.30021074414253235,
0.3895040452480316,
0.606528639793396,
0.05589297041296959,
0.39990124106407166,
0.20430412888526917,
-0.10276436805725098,
0.12787215411663055,
0.4636989235877991,
-0.35819417238235474,
0.46363770961761475,
0.29525020718574524,
0.8021796345710754,
0.1162349209189415,
-0.055793702602386475,
-0.05690581351518631,
-0.004567129071801901,
0.1816277652978897,
0.3835769295692444,
0.007701945025473833,
0.08991316705942154,
-0.09569459408521652,
-0.3297272324562073,
-0.3938027024269104,
-0.1515287309885025,
-0.11884649842977524,
-0.10640106350183487,
-0.2582903504371643,
0.30692237615585327,
-0.4441598057746887,
-0.27670028805732727,
-0.9225396513938904,
-0.24940946698188782,
-0.872789740562439,
-0.1766570657491684,
-0.12670959532260895,
0.21783699095249176,
-0.1630014181137085,
-0.13333702087402344,
0.17498664557933807,
-0.16537383198738098,
-0.025116903707385063,
-0.11582051217556,
-0.8548684120178223,
0.15220193564891815,
-0.40077799558639526,
-0.26431113481521606,
0.5640349388122559,
0.5004120469093323,
0.15267260372638702,
0.13921652734279633,
0.13292208313941956,
-0.10223958641290665,
-0.20830735564231873,
-0.1972125917673111,
-0.5197036862373352,
0.5363313555717468,
0.9819905757904053,
0.28411316871643066,
0.15727657079696655,
0.5396063327789307,
-0.8720877766609192,
-0.040013525635004044,
-0.15704427659511566,
-0.28043919801712036,
0.2237831950187683,
0.2865069508552551,
-0.04975556582212448,
-0.41920018196105957,
-0.2810956835746765,
-0.47451403737068176,
-0.41529569029808044,
-0.13529956340789795,
0.16346941888332367,
-0.4652835726737976,
1.03960382938385,
-0.4466291069984436,
-0.19928798079490662,
0.774090588092804,
0.32420775294303894,
0.24588827788829803,
0.05618388205766678,
0.26655933260917664,
0.22724351286888123,
-0.09573248028755188,
-0.39224889874458313,
-0.14290167391300201,
0.08337052911520004,
0.15972770750522614,
-0.14764058589935303,
-0.26125845313072205,
0.43588587641716003,
-0.03105941414833069,
0.40268993377685547,
-0.48733896017074585,
0.33881282806396484,
0.0971924290060997,
-0.5258018970489502,
-0.16199636459350586,
-0.2884898781776428,
-0.14605598151683807,
0.15027928352355957,
-0.2775890529155731,
0.15820997953414917,
0.7248197197914124,
-0.05869473144412041,
0.6990729570388794,
0.5890783071517944,
0.30416855216026306,
0.8266491889953613,
-1.095967411994934,
-0.3835907280445099,
-0.3956545293331146,
-0.04759668558835983,
-0.3897416591644287,
-0.1498483270406723,
0.06392630189657211,
0.39574435353279114,
-0.8578200340270996,
0.2805180549621582,
0.07722249627113342,
0.14436109364032745,
0.12662287056446075,
-0.18065527081489563,
0.32528156042099,
0.4101795554161072,
-0.4170343577861786,
0.07306135445833206,
0.37734371423721313,
-0.41234275698661804,
-0.1330316811800003,
-0.05329722538590431,
0.5380997657775879,
0.2912749648094177,
0.08337236940860748,
0.5242737531661987,
-0.27186745405197144,
-0.20566575229167938,
-0.15547817945480347,
0.10945939272642136,
-0.027929112315177917,
0.3502059876918793,
0.060567162930965424,
0.07780983299016953,
0.12491020560264587,
-0.10615591704845428,
-0.4506007730960846,
-0.1717580258846283,
0.23145557940006256,
0.535749614238739,
0.6683332920074463,
0.25894880294799805,
0.19513992965221405,
-0.15348824858665466,
0.11449497193098068,
0.1262698769569397,
-0.5174943208694458,
0.23084157705307007,
0.4098072946071625,
-0.1546844244003296,
-0.5333173871040344,
-0.3572114109992981,
0.4866718351840973,
0.517597496509552,
-0.050922248512506485,
-0.19003307819366455,
-0.4240994453430176,
-0.16059976816177368,
-0.39564770460128784,
-0.12316051870584488,
-0.3244795501232147,
-0.2008921205997467,
0.14573603868484497,
0.01183690782636404,
0.13856291770935059,
0.303310751914978,
0.7625620365142822,
0.14917097985744476,
0.2967303395271301,
0.17908737063407898,
-0.3732070326805115,
-0.32412201166152954,
0.18667998909950256,
-0.21465376019477844,
-0.18595372140407562,
-0.1907244622707367,
0.009705457836389542,
-0.31473904848098755,
-0.13077466189861298,
-6.086304187774658,
0.23006361722946167,
-0.5305289626121521,
-0.09457553178071976,
-0.4122099280357361,
0.26902127265930176,
1.046690583229065,
0.10524693876504898,
-0.15562249720096588,
0.31542450189590454,
-0.10045494139194489,
0.519661009311676,
-0.07474730908870697,
0.10740458965301514,
-0.25958263874053955,
0.5062061548233032,
-0.15206819772720337,
0.19300857186317444,
-0.1007474958896637,
-0.26051121950149536,
-0.3975166082382202,
-0.2617458403110504,
0.015583178028464317,
0.5496715307235718,
0.3299538791179657,
-0.5577031373977661,
-0.7093964219093323,
0.05183318629860878,
0.13912780582904816,
0.26862290501594543,
0.03276026248931885,
-0.5647000074386597,
-0.37053778767585754,
0.2110534906387329,
0.7673137784004211,
0.1930287778377533,
0.5244045257568359,
-0.09216131269931793,
0.7344565987586975,
-0.0036809833254665136,
0.3087545335292816,
0.9291284680366516,
0.08326271176338196,
-0.05606105923652649,
0.16511878371238708,
-0.3821081817150116,
-0.07517044991254807,
0.4089002013206482,
-0.6227414011955261,
0.6132284998893738,
0.03423382341861725,
-0.24535755813121796,
-0.24992835521697998,
0.10604378581047058,
0.4218047559261322,
0.028135763481259346,
0.46326833963394165,
-0.18914330005645752,
-0.4573299288749695,
0.24950598180294037,
-0.4712217152118683,
-0.504345178604126,
-0.33896133303642273,
-0.6431053280830383,
0.0393381305038929,
0.1107766330242157,
-1.0242080688476562,
-0.2457427978515625,
0.5104604363441467,
0.10481272637844086,
-0.4637513756752014,
-0.015146970748901367,
0.0331936739385128,
-0.7856250405311584,
0.39366415143013,
-0.06341840326786041,
0.39011573791503906,
-0.015233336016535759,
0.06147362291812897,
0.26972103118896484,
-0.05610431358218193,
-0.3779551684856415,
-0.1125541403889656,
-0.3184278607368469,
-0.1489136517047882,
-0.18712159991264343,
-0.21862110495567322,
-0.7378101944923401,
-0.2728205621242523,
0.1616821587085724,
0.7131929993629456,
0.07433817535638809,
-0.40307801961898804,
0.140058234333992,
0.07069135457277298,
0.38303136825561523,
0.03951161727309227,
0.29097482562065125,
-0.17957976460456848,
-0.3148898184299469,
0.32206660509109497,
-0.07119835913181305,
-0.18246543407440186,
-0.565499484539032,
0.30333247780799866,
0.27229663729667664,
-0.4238014817237854,
0.08327676355838776,
0.7539663314819336,
-0.39748531579971313,
-0.221524178981781,
0.10377343744039536,
-0.3273136019706726,
-0.2192526012659073,
0.5984230041503906,
0.09240446239709854,
0.19175966084003448,
0.26158061623573303,
0.13959576189517975,
-0.5656612515449524,
0.4779602289199829,
0.31432485580444336,
-0.39660125970840454,
0.09884070605039597,
0.2327776551246643,
0.15390615165233612,
-0.12072285264730453,
0.608389139175415,
0.2677447199821472,
-0.24420413374900818,
0.06593497842550278,
0.4688919484615326,
-0.41085612773895264,
0.5051836371421814,
0.20117990672588348,
-0.7584581971168518,
-0.4938851594924927,
-0.49577072262763977,
0.04212917387485504,
-0.376712828874588,
0.23561060428619385,
-0.27374568581581116,
0.1796645224094391,
-0.43820762634277344,
0.377861350774765,
-0.04842714965343475,
-0.3096819221973419,
-0.2580280900001526,
-0.06818456202745438,
0.11114123463630676,
-0.019836293533444405,
-0.821005642414093,
-0.10239619761705399,
0.2069762647151947,
0.06830817461013794,
0.18779256939888,
-0.19802455604076385,
-0.14988212287425995,
0.19434428215026855,
-0.23564337193965912,
0.7157571315765381,
0.4742336869239807,
-0.7946004867553711,
0.251019150018692,
0.11231672018766403,
0.2319658398628235,
-0.49644115567207336,
-0.5805705189704895,
-0.12726786732673645,
-0.14479504525661469,
0.19794395565986633,
-0.28326818346977234,
-0.4904785752296448,
-0.4426603317260742,
0.15889258682727814,
0.16441208124160767,
-0.23704735934734344,
0.06170502305030823,
-0.10962751507759094,
-0.3900734782218933,
0.37238794565200806,
-0.3579709529876709,
-0.1820029765367508,
0.004501454532146454,
0.3616364598274231,
-0.22455425560474396,
0.2113000452518463,
-0.2135806530714035,
-0.017802711576223373,
-0.2929466962814331,
-0.033233921974897385,
0.6266875267028809,
0.09663618355989456,
-0.15850189328193665,
0.1339515745639801,
-0.40225017070770264,
-0.2699405252933502,
0.10968499630689621,
-0.4932113587856293,
-0.5201111435890198,
-0.3419097065925598,
-0.15154212713241577,
-0.4596107602119446,
0.02827092446386814,
0.5754759907722473,
0.014212340116500854,
0.2836472988128662,
0.13346204161643982,
-0.011155622079968452,
0.2455456554889679,
-0.08665147423744202,
-0.2476818859577179,
0.0942799299955368,
0.1252412050962448,
-0.3169208765029907,
0.2237958461046219,
0.23325395584106445,
-0.34238892793655396,
-0.6533880829811096,
0.23344182968139648,
0.17534875869750977,
0.12656833231449127,
-0.28033339977264404,
-0.2574988901615143,
-0.6078796982765198,
-0.25713369250297546,
0.37982502579689026,
-0.16811791062355042,
0.00727657089009881,
0.21881026029586792,
-0.5175794959068298,
-0.12731657922267914,
0.061248309910297394,
0.04447515308856964,
-0.47908976674079895,
0.5266101956367493,
-0.28893566131591797,
0.07764139771461487,
-0.3707747459411621,
0.23567095398902893,
0.5139634013175964,
0.6408987641334534,
-0.26360929012298584,
-0.19973118603229523,
-0.3423308730125427,
0.3489532768726349,
-0.10550380498170853,
-0.22595654428005219,
-0.9065555334091187,
0.32128265500068665,
0.22859205305576324,
0.24248692393302917,
-0.08624430000782013,
0.22988805174827576,
0.2077435404062271,
-0.21561329066753387,
0.056863799691200256,
-0.273767352104187,
-0.14425727725028992,
0.2515580356121063,
-0.2792733311653137,
-0.3326681852340698,
-0.36965662240982056,
-0.2043096274137497,
0.11528109759092331,
0.4871659576892853,
-0.0382184274494648,
-0.7059446573257446,
-0.021941309794783592,
-0.7524831295013428,
0.5148866176605225,
0.4565817415714264,
0.809074878692627,
0.0982663482427597,
-0.03869825229048729,
0.23685917258262634,
-0.07130340486764908,
0.24418959021568298,
-0.04650977998971939,
-0.16019727289676666,
0.3652910888195038,
0.07044431567192078,
0.057204049080610275,
-0.2560092508792877,
0.5314663052558899,
-0.03341006487607956,
0.5161232352256775,
-0.645331084728241,
0.39833852648735046,
-0.08586753159761429,
-0.19772255420684814,
0.44583338499069214,
-0.06628285348415375,
0.34613972902297974,
0.1800856739282608,
0.13515189290046692,
0.3214494585990906,
0.09544096887111664,
-0.13096128404140472,
0.1800519973039627,
-0.039573367685079575,
0.9250246286392212,
0.6692176461219788,
-0.7229875326156616,
0.09123187512159348,
0.20933426916599274,
-0.02805865742266178,
0.006552616134285927,
-0.45032650232315063,
0.15530826151371002,
0.5136805772781372,
0.24881361424922943,
-0.5233388543128967,
0.5707454681396484,
-0.006974339950829744,
-0.023948732763528824,
0.5921431183815002,
0.30561313033103943,
0.47239556908607483,
0.18309897184371948,
-0.17363174259662628,
0.8128200173377991,
0.6185248494148254,
-0.7440727949142456,
-0.20500093698501587,
0.04791436344385147,
-0.24698472023010254,
0.4836975932121277,
0.2305353283882141,
0.24190965294837952,
0.5848031640052795,
0.46238982677459717,
0.23961035907268524,
0.46674275398254395,
0.14351849257946014,
-0.026559030637145042,
-0.053088489919900894,
-0.3841230273246765,
-0.344534307718277,
0.39808911085128784,
0.5657707452774048,
0.26086369156837463,
-0.13987283408641815,
0.16305303573608398,
-0.005553373601287603,
0.7003926038742065,
0.49720272421836853,
0.7569568753242493,
-0.7342916131019592,
0.46940743923187256,
0.22703517973423004,
-0.31458497047424316,
0.33185890316963196,
0.24214574694633484,
-0.0759444385766983,
-0.6161326766014099,
0.6347293257713318,
-0.11000783741474152,
-0.42671751976013184,
0.454802006483078,
0.19969558715820312,
0.6270853281021118,
0.17571872472763062,
0.03109709359705448,
-0.21531958878040314,
0.15718017518520355,
0.23086954653263092,
-0.0035655878018587828,
0.40644776821136475,
-0.18202756345272064,
0.0842365249991417,
0.5951281189918518,
-0.2288781702518463,
0.5301425457000732,
-0.0148800453171134,
-0.49719932675361633,
0.40422382950782776,
-0.11976314336061478,
0.22514881193637848,
0.16605468094348907,
-0.15075191855430603,
0.2691439986228943,
0.08174418658018112,
-0.07128769904375076,
0.16114404797554016,
-0.3018121123313904,
-0.09374843537807465,
0.32472822070121765,
0.013490051031112671,
-0.14399801194667816,
-0.5348944067955017,
-0.7351461052894592,
0.10515008121728897,
-0.141744464635849,
-0.09477101266384125,
0.1024043932557106,
-0.350574254989624,
0.2870345115661621,
-0.12934352457523346,
0.26446112990379333,
0.17492015659809113,
0.7402223348617554,
-0.054393470287323,
-0.35418328642845154,
-0.29089614748954773,
0.6106666922569275,
-0.569412350654602,
-0.23688632249832153,
-0.5055817365646362,
-0.0818571224808693,
0.7390928864479065,
-0.0014059552922844887,
-0.34973812103271484,
-0.055194709450006485,
-0.1658521145582199,
0.09940190613269806,
0.23682525753974915,
0.0012140984181314707,
0.15123015642166138,
-1.184739112854004,
-0.5647730827331543,
-0.2946670651435852,
0.4072473347187042,
-0.25925925374031067,
0.21619710326194763,
-0.08789683878421783,
0.3566724359989166,
-0.13401956856250763,
-0.3775708079338074,
0.475896418094635,
-0.37075045704841614,
-0.443544864654541,
-0.49464714527130127,
0.18085256218910217,
-0.38015079498291016,
-0.36154624819755554,
-0.206795796751976,
0.426830530166626,
0.18442030251026154,
-0.6018322110176086,
0.4243542551994324,
0.4015781283378601,
-0.05545896664261818,
0.24713833630084991,
-0.15246091783046722,
-0.13245566189289093,
-0.8942084312438965,
-0.13130329549312592,
-0.6498967409133911,
0.3488914966583252,
0.17267081141471863,
-0.23731659352779388,
0.10759200900793076,
-0.2295254021883011,
0.11497997492551804,
-0.0002612837415654212,
-0.31569427251815796,
-0.4508093595504761,
-0.5088818073272705,
-0.28878074884414673
] |
HTTP Adaptive Streaming (HAS) is an adaptive bitrate streaming technique which is able to adapt to the network conditions using conventional HTTP web servers. An HAS player periodically requests pre-encoded video chunks by sending an HTTP GET message. When the downloading a video chunk is finished, the player estimates the network bandwidth by calculating the goodput and adjusts the video quality based on its estimates. However, the bandwidth estimation in application layer is pretty inaccurate due to its architectural limitation. We show that inaccurate bandwidth estimation in rate adaptation may incur serious rate oscillations which is poor quality-of-experience for users. In this paper, we propose a buffer-based rate adaptation scheme which eliminates the bandwidth estimation step in rate adaptation to provide a smooth playback of HTTP-based streaming. We evaluate the performance of the HAS player implemented in the ns-3 network simulator. Our simulation results show that the proposed scheme significantly improves the stability by replacing bandwidth estimation with buffer occupancy estimation.
|
[
-0.021073726937174797,
-0.003440316068008542,
-0.008426343090832233,
0.00301133980974555,
0.010756813921034336,
-0.03268732875585556,
0.0096314437687397,
-0.024903161451220512,
-0.008169611915946007,
0.02084968239068985,
-0.01348363608121872,
0.007690067403018475,
0.01456394512206316,
0.03262735903263092,
0.019229121506214142,
0.03222554177045822,
-0.0034609753638505936,
0.0021433415822684765,
0.01106992457062006,
-0.010766497813165188,
0.0027897271793335676,
-0.002304484136402607,
0.00814313255250454,
-0.011550875380635262,
-0.021247509866952896,
0.020917821675539017,
0.009050129912793636,
0.009336595423519611,
-0.004567685537040234,
0.004329300951212645,
-0.0019512262661010027,
-0.026943624019622803,
0.010535910725593567,
-0.010225726291537285,
0.00386839103884995,
0.0009769401513040066,
-0.01168113574385643,
0.01647668518126011,
0.010621534660458565,
-0.00622751796618104,
0.006811685860157013,
-0.006794686894863844,
0.005517343990504742,
-0.0004742443561553955,
-0.008455158211290836,
-0.0015058452263474464,
-0.008191868662834167,
-0.010939843952655792,
-0.010605257004499435,
0.004783927462995052,
-0.022229962050914764,
-0.021178875118494034,
0.0060182297602295876,
0.00608163233846426,
-0.00637167738750577,
-0.003384184092283249,
0.016675785183906555,
0.01504376158118248,
-0.021921902894973755,
-0.022252382710576057,
-0.012076135724782944,
-0.0006893002428114414,
-0.015922660008072853,
-0.016007063910365105,
-0.009055196307599545,
-0.06708857417106628,
0.038645416498184204,
-0.03868148475885391,
0.005396164953708649,
-0.015857528895139694,
-0.004838011227548122,
0.00722019886597991,
-0.0027883583679795265,
-0.0015899420250207186,
-0.03133917599916458,
0.01845477893948555,
-0.02714383415877819,
-0.018717966973781586,
-0.0027259238995611668,
0.019408948719501495,
-0.010958923026919365,
0.0001078466884791851,
0.005630067083984613,
0.004488032776862383,
0.010795671492815018,
0.009548629634082317,
-0.01384570449590683,
0.008794156834483147,
0.025381993502378464,
-0.0027874670922756195,
0.005429029930382967,
-0.006620481610298157,
-0.0541185587644577,
0.0070517961867153645,
-0.003507189452648163,
-0.004291810095310211,
0.01735192909836769,
0.02983134798705578,
0.0037327208556234837,
0.027079399675130844,
-0.008386329747736454,
0.026630742475390434,
0.021821770817041397,
-0.039911385625600815,
0.021619942039251328,
0.004587221425026655,
-0.011425476521253586,
0.032566457986831665,
-0.0007104507531039417,
0.005392084829509258,
0.006288529839366674,
-0.0044058626517653465,
0.020971134305000305,
0.020752402022480965,
0.008618425577878952,
0.015430224128067493,
0.017881285399198532,
0.00039239798206835985,
0.006330747157335281,
-0.027564555406570435,
0.005978364497423172,
0.015100888907909393,
0.013552607968449593,
-0.005577988922595978,
0.009573648683726788,
-0.005197256337851286,
-0.0034767845645546913,
0.005428824108093977,
-0.004464205354452133,
-0.0010206637671217322,
-0.015143588185310364,
0.009847883135080338,
-0.021956870332360268,
-0.012032192200422287,
-0.009671200066804886,
-0.001932039624080062,
-0.009483176283538342,
-0.0029743402265012264,
0.015100850723683834,
-0.0044715311378240585,
-0.0019001348409801722,
0.0149280596524477,
0.0076963333413004875,
0.024328874424099922,
0.005345083307474852,
-0.0027353246696293354,
0.02227001078426838,
0.015054028481245041,
0.03766428679227829,
-0.023540116846561432,
0.011784447357058525,
-0.011745648458600044,
-0.02019967883825302,
-0.019407570362091064,
0.024147186428308487,
0.0056485990062355995,
-0.016342580318450928,
-0.02446824684739113,
-0.008004482835531235,
-0.017430247738957405,
0.004818656016141176,
0.006446718703955412,
0.007713367231190205,
0.00835532508790493,
-0.0072282301262021065,
0.012038754299283028,
-0.0064582498744130135,
-0.00025476585142314434,
0.00766033073887229,
0.008527079597115517,
-0.007322270423173904,
0.04377424344420433,
0.010854625143110752,
0.009828796610236168,
-0.0269673652946949,
-0.01144636794924736,
0.0077295261435210705,
0.00838507991284132,
-0.010388966649770737,
0.06704914569854736,
0.004607647657394409,
0.027495194226503372,
-0.026366613805294037,
-0.009899936616420746,
0.028232388198375702,
-0.0018891971558332443,
0.036054827272892,
-0.01151107344776392,
-0.01099956315010786,
0.007239639293402433,
-0.04566136747598648,
-0.007494041230529547,
0.01961962878704071,
-0.011640075594186783,
0.02885274775326252,
0.004793770611286163,
0.03236119821667671,
0.005820403806865215,
0.012813731096684933,
0.013543414883315563,
-0.03363247960805893,
-0.00805007852613926,
0.018371686339378357,
-0.02575232833623886,
0.00938735157251358,
0.0037341152783483267,
0.00292213074862957,
-0.012335516512393951,
0.004867931827902794,
0.009586391970515251,
0.02783471718430519,
-0.0007391490507870913,
-0.00786980614066124,
-0.016187988221645355,
0.0011542108841240406,
0.01817522756755352,
-0.0005552545189857483,
-0.013732969760894775,
-0.002480669179931283,
-0.011218344792723656,
0.0008561776485294104,
-0.00682997889816761,
-0.00850798562169075,
0.012298429384827614,
0.019333885982632637,
0.020830601453781128,
0.005243288353085518,
0.010064655914902687,
-0.017535822466015816,
0.001800814177840948,
0.009770024567842484,
-0.02551177889108658,
-0.011746779084205627,
0.018499229103326797,
-0.007014109753072262,
0.021688781678676605,
0.012296274304389954,
-0.016911320388317108,
0.01613541878759861,
-0.009913373738527298,
-0.0033175370190292597,
0.01831388846039772,
0.0048764050006866455,
-0.023168964311480522,
-0.04403000324964523,
-0.021743783727288246,
0.019856533035635948,
-0.028170540928840637,
-0.032022036612033844,
-0.032022882252931595,
0.0059862034395337105,
-0.01771172508597374,
-0.011028951965272427,
0.013787966221570969,
-0.003499330021440983,
-0.006304579321295023,
-0.00020970799960196018,
-0.018256517127156258,
0.02198702096939087,
0.024128496646881104,
0.0018580516334623098,
0.009835459291934967,
0.004189438186585903,
0.00953087117522955,
-0.006972694769501686,
0.027233809232711792,
-0.021967153996229172,
0.028839178383350372,
-0.012963185086846352,
0.0017932076007127762,
0.006503375247120857,
-0.013199146836996078,
-0.008003346621990204,
-0.08110361546278,
-0.009740220382809639,
0.006676824297755957,
-0.00984201394021511,
0.013612213544547558,
-0.0009887474589049816,
-0.016583353281021118,
-0.004462244920432568,
-0.023855553939938545,
0.006647921167314053,
0.019908979535102844,
0.015528479591012001,
-0.024275803938508034,
-0.02631041407585144,
-0.012052600271999836,
-0.017216140404343605,
0.011344648897647858,
-0.02212376520037651,
0.008340702392160892,
0.007416923530399799,
-0.02110898867249489,
0.0021533616818487644,
-0.009693090803921223,
-0.0031813764944672585,
-0.029804153367877007,
-0.022999942302703857,
0.0052873180247843266,
-0.019173137843608856,
0.021180342882871628,
-0.0017475381027907133,
-0.019938357174396515,
-0.012598930858075619,
-0.007767438422888517,
-0.03503163158893585,
0.01350107230246067,
-0.023189987987279892,
-0.013996544294059277,
0.009974713437259197,
0.01759280264377594,
-0.00039629917591810226,
-0.0003225139807909727,
0.013181406073272228,
-0.008217407390475273,
0.013826178386807442,
-0.0004518108908087015,
0.0024828326422721148,
-0.042349737137556076,
-0.01642518863081932,
0.01522778533399105,
-0.014016784727573395,
0.000029812566936016083,
-0.00955444946885109,
-0.02636011503636837,
0.01212741807103157,
0.0017515169456601143,
-0.006152793765068054,
-0.011828696355223656,
-0.013875056989490986,
-0.008358227089047432,
-0.0022960975766181946,
0.004184018820524216,
-0.0005349640268832445,
-0.015297465957701206,
0.03395417705178261,
-0.012835271656513214,
0.008642831817269325,
0.010444222949445248,
-0.01818060502409935,
0.005734029226005077,
-0.019944826140999794,
0.020818892866373062,
0.008498497307300568,
0.013350134715437889,
0.0018432457000017166,
0.0024351077154278755,
-0.0090253334492445,
-0.013349669054150581,
-0.004623875021934509,
0.0050431182608008385,
-0.007799097336828709,
-0.041644323617219925,
0.018364623188972473,
-0.01703834719955921,
0.024966415017843246,
0.005088398233056068,
-0.054972559213638306,
0.0031482945196330547,
0.017151283100247383,
0.01126253791153431,
-0.012677929364144802,
0.0077004567719995975,
-0.009472265839576721,
0.015770262107253075,
0.009287949651479721,
-0.01761271059513092,
-0.040822796523571014,
-0.002146875485777855,
-0.00781246367841959,
-0.013826373964548111,
0.009207673370838165,
-0.0009409477934241295,
-0.005248780362308025,
0.028619986027479172,
-0.011113873682916164,
-0.013877769000828266,
0.007438496220856905,
-0.002890331670641899,
0.030421467497944832,
0.014233579859137535,
-0.005778484977781773,
0.0003578471951186657,
-0.028177570551633835,
-0.011861508712172508,
-0.005449785850942135,
0.006499193608760834,
0.029549535363912582,
0.00010072474833577871,
0.024115221574902534,
0.07219980657100677,
0.009357208386063576,
0.01243087463080883,
-0.006496570538729429,
-0.003292364301159978,
-0.010508829727768898,
0.012492230162024498,
-0.007542801089584827,
0.012672938406467438,
-0.0020488337613642216,
0.010308622382581234,
0.02338346466422081,
-0.03401060402393341,
-0.0053900121711194515,
0.004307483788579702,
-0.004063885658979416,
0.02367865853011608,
-0.016429472714662552,
0.0012075980193912983,
0.02505769580602646,
0.0073187327943742275,
0.003991425037384033,
-0.016428306698799133,
0.007894942536950111,
0.017680592834949493,
-0.03616834059357643,
-0.0027515836991369724,
-0.015606077387928963,
-0.0022258050739765167,
0.013360003009438515,
-0.02401794120669365,
0.022089330479502678,
-0.005802730098366737,
-0.026750098913908005,
-0.001996030332520604,
-0.0003880609292536974,
-0.020513474941253662,
0.025190293788909912,
0.003228062530979514,
-0.0022753379307687283,
0.016401495784521103,
-0.020329231396317482,
-0.02813892439007759,
0.016769561916589737,
0.03252064809203148,
0.013298379257321358,
-0.03116593509912491,
-0.0107412189245224,
0.0033172343391925097,
0.008979830890893936,
0.0018004556186497211,
0.003803844330832362,
0.0075628794729709625,
0.011584258638322353,
0.026830006390810013,
0.027544597163796425,
0.027084022760391235,
0.003402921836823225,
0.004532658960670233,
-0.016982093453407288,
0.0017286292277276516,
-0.023650839924812317,
-0.005687244236469269,
-0.0023601409047842026,
0.00500545185059309,
-0.004698941484093666,
0.004168770741671324,
-0.00494249165058136,
0.0022036696318536997,
0.019323615357279778,
-0.010451676324009895,
0.018153170123696327,
-0.005825248546898365,
-0.04427602142095566,
-0.023087449371814728,
-0.03643772006034851,
0.0074616228230297565,
0.003252417081966996,
0.023656506091356277,
0.03100738674402237,
0.01723574846982956,
0.00009497115388512611,
-0.011106482706964016,
0.0020837304182350636,
-0.012090134434401989,
0.029573533684015274,
0.027127131819725037,
-0.0737299770116806,
0.0009208051487803459,
0.012087210081517696,
-0.009955674409866333,
0.013325974345207214,
-0.018113918602466583,
0.003395926207304001,
-0.016163211315870285,
0.01251176930963993,
-0.0063523296266794205,
0.011402270756661892,
-0.026844706386327744,
-0.01834762468934059,
0.026303447782993317,
0.009539030492305756,
0.03197258338332176,
-0.04910437762737274,
0.009131108410656452,
0.003563572885468602,
-0.006213262677192688,
-0.022162768989801407,
-0.017233364284038544,
-0.03658164292573929,
0.0100339874625206,
0.0008835061453282833,
-0.08102133125066757,
0.0009296813514083624,
0.0002462402335368097,
0.00877376552671194,
-0.013600549660623074,
-0.03558054566383362,
0.002236167434602976,
-0.01556963101029396,
-0.004968433175235987,
-0.013034960255026817,
-0.03574562072753906,
-0.018194101750850677,
-0.005330243613570929,
0.027905836701393127,
0.012001384980976582,
-0.009543457068502903,
0.019652100279927254,
-0.02531987614929676,
0.016214486211538315,
0.006551708560436964,
0.016625218093395233,
0.0002597448183223605,
-0.004806200973689556,
0.00908274669200182,
-0.01448152493685484,
0.005860508419573307,
-0.028646953403949738,
0.014287479221820831,
0.020880788564682007,
0.0032148840837180614,
0.01666887104511261,
0.012820679694414139,
0.0028513227589428425,
0.0052464185282588005,
-0.0364750474691391,
-0.007565648294985294,
0.03928256034851074,
-0.013257108628749847,
0.013342508114874363,
-0.0011587283806875348,
-0.01344536617398262,
-0.007096364162862301,
-0.004774013999849558,
0.004456434864550829,
0.002910320647060871,
-0.013006092980504036,
0.006012419238686562,
-0.005838189274072647,
0.00305330753326416,
0.0009345044381916523,
0.003193920711055398,
-0.0029951189644634724,
0.05313262715935707,
-0.017704088240861893,
-0.009854894131422043,
0.009760293178260326,
-0.0013318922137841582,
0.016086135059595108,
-0.03887365385890007,
0.011187570169568062,
-0.022469624876976013,
-0.0074616968631744385,
0.004111544229090214,
0.07239827513694763,
-0.029270939528942108,
0.014756177552044392,
-0.0525435134768486,
-0.01161266304552555,
0.0014811314176768064,
-0.0009350273758172989,
0.002985710510984063,
0.011183337308466434,
-0.019471360370516777,
-0.01110011525452137,
-0.00703738396987319,
-0.008928956463932991,
0.00808851607143879,
0.018614817410707474,
-0.032494984567165375,
0.019429165869951248,
0.02745698019862175,
0.023413732647895813,
-0.026829078793525696,
0.013857202604413033,
0.010464747436344624,
-0.007708252407610416,
0.0081827063113451,
-0.007075449451804161,
-0.002989728469401598,
-0.023336827754974365,
0.014470698311924934,
-0.015455573797225952,
0.01973589137196541,
0.0051495409570634365,
0.03217576444149017,
0.0037101441994309425,
-0.007056489121168852,
0.01991392858326435,
-0.017883559688925743,
0.01709095947444439,
0.009134996682405472,
-0.013829094357788563,
-0.0010255943052470684,
0.014886818826198578,
0.006088543217629194,
-0.007379709742963314,
-0.024852771311998367,
0.041143130511045456,
0.028819872066378593,
0.032749298959970474,
-0.0080912746489048,
0.009666883386671543,
0.017496509477496147,
-0.0207146517932415,
0.0029829367995262146,
0.014597602188587189,
-0.03915373980998993,
0.02021765150129795,
-0.013706889934837818,
0.01113164983689785,
0.0045048934407532215,
-0.016220755875110626,
-0.004127485677599907,
-0.0032823255751281977,
-0.018058571964502335,
-0.018938107416033745,
-0.001954582752659917,
0.016199864447116852,
0.03160771355032921,
-0.02320370450615883,
-0.02001403458416462,
0.004416194744408131,
0.013913623057305813,
0.027245547622442245,
0.014316492713987827,
0.010644190013408661,
-0.022525915876030922,
-0.005727514624595642,
0.011406471952795982,
0.005146467126905918,
0.005618693307042122,
0.013517703860998154,
0.0008864098344929516,
0.00010147073771804571,
-0.044432125985622406,
-0.009671054780483246,
0.034884244203567505,
-0.0005713286809623241,
0.00038301339372992516,
0.011488416232168674,
-0.018757766112685204,
-0.0033132187090814114,
0.009813754819333553,
0.03240034729242325,
0.006021421868354082,
0.01308366283774376,
-0.015306229703128338,
0.0074509126134216785,
0.03362544625997543,
-0.012567325495183468,
0.009914465248584747,
0.015991466119885445,
0.007292389869689941,
0.01648547500371933,
0.005722409579902887,
-0.02304762229323387,
-0.016237253323197365,
-0.0037593161687254906,
-0.000051802489906549454,
0.01314506959170103,
-0.0005681198090314865,
-0.00032254215329885483,
-0.03436139598488808,
-0.0013124941615387797,
0.02801520749926567,
0.01002640463411808,
-0.014239897020161152,
0.0200781412422657,
0.013269901275634766,
-0.0063207414932549,
-0.0010109778959304094,
0.0188363716006279,
-0.005697605200111866,
-0.005226512439548969,
0.010943218134343624,
-0.041560277342796326,
0.029441043734550476,
0.023608624935150146,
-0.004300377797335386,
-0.008243301883339882,
0.007018562406301498,
0.0012828733306378126,
0.001366130542010069,
0.012332938611507416,
-0.0072133587673306465,
0.04380081221461296,
-0.013066249899566174,
-0.005678982473909855,
-0.006756394170224667,
0.020840002223849297,
0.0051755476742982864,
0.011395452544093132,
-0.011140553280711174,
-0.0016808840446174145,
-0.01193622499704361,
-0.001275641843676567,
-0.01521917711943388,
0.006912979297339916,
-0.01807691529393196,
0.0010380186140537262,
0.024468805640935898,
-0.0022474094294011593,
-0.004930214956402779,
0.009997183457016945,
0.0002714022994041443,
-0.02874387614428997,
-0.009003056213259697,
-0.02004960924386978,
0.023100756108760834,
0.0019337323028594255,
0.010415153577923775,
-0.003627234371379018,
0.009673175401985645,
0.007640115451067686,
-0.0045817517675459385,
-0.022280963137745857,
0.012316202744841576,
0.027134830132126808,
-0.005843457765877247,
0.002545024733990431,
0.007118838839232922,
-0.025858603417873383,
0.021836476400494576,
-0.01590878888964653,
0.014889523386955261,
-0.04346542805433273,
0.011650838889181614,
-0.024651743471622467,
-0.01683095656335354,
-0.027788367122411728,
0.018974799662828445,
-0.01677948795258999,
-0.01972532644867897,
-0.025555942207574844,
-0.0321207195520401,
-0.014384270645678043,
-0.013608102686703205,
-0.016187481582164764,
-0.0027345926500856876,
-0.008499102666974068,
-0.0022955138701945543,
0.003006430109962821,
-0.038901302963495255,
-0.017352167516946793,
0.002782149938866496,
0.00068483198992908,
-0.0017655021511018276,
0.010566413402557373,
0.02179541625082493,
-0.008931255899369717,
0.002438907977193594,
-0.006523136515170336,
-0.015198803506791592,
0.016964681446552277,
-0.002220338676124811
] |
[
-0.10841938853263855,
-0.2552053928375244,
0.5878307819366455,
0.11721596866846085,
-0.3998886048793793,
-0.25905290246009827,
0.2585698962211609,
-0.021570486947894096,
-0.37252727150917053,
-0.8850435614585876,
-0.2641834616661072,
0.18721936643123627,
-0.0976799726486206,
0.07675956189632416,
-0.2986926734447479,
-0.05525550991296768,
0.8808067440986633,
-0.049898676574230194,
-0.7032788991928101,
-0.7854757308959961,
-0.09148526936769485,
0.14510536193847656,
-0.06079218536615372,
-0.14034931361675262,
0.1771278828382492,
0.033910997211933136,
0.10775912553071976,
0.20771965384483337,
0.06452766060829163,
-0.23150129616260529,
0.1770736128091812,
0.15216922760009766,
-0.35780349373817444,
-0.2711442708969116,
-0.16148129105567932,
0.18229761719703674,
-0.1869056522846222,
-0.09294188022613525,
-0.024156128987669945,
-0.5064430236816406,
-0.5077593922615051,
-0.3450063169002533,
-0.11610831320285797,
0.7399548888206482,
-0.023795150220394135,
-0.2852131426334381,
-0.7347745299339294,
0.0433945395052433,
-0.36572954058647156,
-0.17396807670593262,
-0.3736637234687805,
0.1666305512189865,
0.20264893770217896,
0.2658776640892029,
0.015646720305085182,
-0.25771063566207886,
0.047989778220653534,
-0.018467595800757408,
0.33786001801490784,
-0.28301092982292175,
0.19419161975383759,
-0.3700611889362335,
-0.0508718304336071,
-0.18894211947917938,
-0.20787446200847626,
-0.060736678540706635,
0.2639007270336151,
-0.08864282071590424,
0.3011801540851593,
-0.6493257880210876,
0.3445638418197632,
-0.4183693826198578,
-0.0748431533575058,
0.36577969789505005,
-0.0064901565201580524,
-0.013984281569719315,
-0.19953949749469757,
0.0544494204223156,
0.5535726547241211,
0.04101751372218132,
-0.3830123245716095,
0.6533792018890381,
0.6686144471168518,
-0.023630555719137192,
0.6931358575820923,
-0.23265968263149261,
-0.07163199782371521,
0.49463334679603577,
-0.9545532464981079,
0.4348249137401581,
0.015679769217967987,
-0.38566285371780396,
0.5156591534614563,
0.23174087703227997,
0.1897224634885788,
0.49758443236351013,
-0.07618473470211029,
-0.07510056346654892,
0.8156408667564392,
0.37665560841560364,
-0.3422498404979706,
0.004831083584576845,
0.0038708592765033245,
-0.5498249530792236,
-0.04721523076295853,
-0.2622665762901306,
-0.8093808889389038,
-0.5927262306213379,
-0.023690015077590942,
0.08779216557741165,
-0.29642537236213684,
0.3182823657989502,
0.23515450954437256,
-0.04419662058353424,
-0.2147207260131836,
0.04507211968302727,
-0.055515117943286896,
-0.2763236463069916,
0.12331818789243698,
0.5537567138671875,
0.05131512135267258,
1.3619810342788696,
0.46834030747413635,
0.6063981652259827,
-0.021415619179606438,
-0.06352974474430084,
0.9708548188209534,
0.5470864176750183,
-0.27662211656570435,
0.028666676953434944,
0.1922498345375061,
0.8304026126861572,
-0.10448218137025833,
0.4071095287799835,
-0.01206472609192133,
0.057934585958719254,
0.17005178332328796,
0.36028385162353516,
-0.19278469681739807,
-0.3359698951244354,
-0.3439176380634308,
-0.21049031615257263,
-0.22343750298023224,
-0.3012831509113312,
0.2318183183670044,
0.07593580335378647,
-0.37597742676734924,
-0.4732523560523987,
-0.3898131847381592,
0.004898835904896259,
0.049296725541353226,
0.5269544124603271,
-0.34204888343811035,
0.22392594814300537,
-0.3219013512134552,
0.6100233197212219,
-0.1244850680232048,
-0.48392921686172485,
0.014667563140392303,
0.6991665959358215,
0.2582324147224426,
0.13453851640224457,
-0.6797834634780884,
-0.4795358180999756,
0.14941656589508057,
-0.32156625390052795,
0.19924524426460266,
0.617766797542572,
0.07055174559354782,
-0.41649329662323,
-0.03461247310042381,
0.5795952677726746,
-0.019280385226011276,
-0.7887630462646484,
0.37744468450546265,
0.4767959415912628,
0.3426044285297394,
-0.13634204864501953,
0.502564549446106,
0.13580255210399628,
-0.561572253704071,
-0.23199127614498138,
0.5508854985237122,
-0.07053174078464508,
-0.049418557435274124,
0.5351146459579468,
0.21504086256027222,
0.2535031735897064,
0.466913640499115,
-0.14733640849590302,
-0.40703684091567993,
-0.31970247626304626,
-0.36257296800613403,
-0.4003463685512543,
1.1750962734222412,
-0.25469133257865906,
-0.16047781705856323,
0.8292456865310669,
0.25695350766181946,
0.09408266097307205,
0.5350623726844788,
-0.12290515005588531,
0.3604893982410431,
-0.2725856602191925,
-0.4354269802570343,
-0.20579548180103302,
0.017251653596758842,
0.07908673584461212,
-0.5592144131660461,
-0.0599307082593441,
0.1290239542722702,
0.08473794162273407,
-0.10212265700101852,
-0.22617404162883759,
0.018383096903562546,
0.5015376210212708,
-0.28211766481399536,
0.22972004115581512,
0.31793028116226196,
-0.35715606808662415,
1.3307368755340576,
-0.08562798798084259,
0.26603561639785767,
0.7567003965377808,
-0.2860519587993622,
0.5846353769302368,
0.7714855670928955,
0.7822872996330261,
0.8572161197662354,
-0.5972274541854858,
-0.11923852562904358,
-0.05329423397779465,
-0.4921303987503052,
-0.4604029357433319,
-0.3049043118953705,
0.017591657117009163,
0.2996159493923187,
-0.3328036367893219,
0.3155422806739807,
-0.02873164787888527,
-0.1256759613752365,
0.7487093806266785,
0.525999128818512,
-0.08601709455251694,
-0.04413912817835808,
-0.34756743907928467,
-0.4138326048851013,
0.09327255189418793,
-0.5978325009346008,
-0.5010327696800232,
0.2700982391834259,
0.6458095908164978,
0.18394263088703156,
-0.5430605411529541,
0.020117416977882385,
0.2761746644973755,
-0.08344481885433197,
0.18332426249980927,
-0.21411384642124176,
0.27554813027381897,
0.11729925125837326,
-0.1739632487297058,
-0.33833903074264526,
0.061951279640197754,
-0.060741446912288666,
-0.8814542293548584,
-0.4027973413467407,
-0.3104838728904724,
0.29896578192710876,
0.4014756381511688,
0.40053901076316833,
-0.3888372480869293,
-0.04428473860025406,
0.028195135295391083,
-0.9163551926612854,
-0.8061319589614868,
1.036097764968872,
0.34545832872390747,
-0.7490919828414917,
-0.805733323097229,
-0.17134040594100952,
0.7412940859794617,
0.5533382296562195,
0.10602202266454697,
-0.5835002064704895,
-0.6353463530540466,
0.08634231239557266,
-0.29518797993659973,
-0.7508965730667114,
-0.040054600685834885,
-0.03708033263683319,
0.9304727911949158,
0.3103894293308258,
0.280383825302124,
0.2752135992050171,
0.8611742854118347,
0.39239054918289185,
0.6243686079978943,
0.6392892003059387,
0.11849109828472137,
-1.0645180940628052,
-0.25220227241516113,
-0.2739161252975464,
-0.4460201859474182,
-0.3442431092262268,
-0.27810800075531006,
-0.6774605512619019,
0.3549755811691284,
-5.660150527954102,
-0.28389403223991394,
-0.7738909125328064,
0.13025349378585815,
0.03477998822927475,
-0.17413479089736938,
0.6467641592025757,
-0.09433995187282562,
0.029259877279400826,
0.5273754596710205,
-0.052751440554857254,
0.7252800464630127,
-0.2304171770811081,
0.3599238991737366,
-0.017958080396056175,
0.05199023336172104,
0.18189269304275513,
0.5336382985115051,
-0.12597912549972534,
-0.6296006441116333,
-0.6293107271194458,
-0.08009140193462372,
0.057266853749752045,
0.2377118021249771,
-0.3703961670398712,
-0.2430383861064911,
-0.1567876935005188,
-0.017911769449710846,
0.03121056593954563,
-0.5997993350028992,
0.21373122930526733,
-0.3617790639400482,
0.2949904203414917,
0.07146263122558594,
-0.42763444781303406,
0.35053750872612,
0.4694807231426239,
0.32066911458969116,
-0.29541701078414917,
-0.4846506118774414,
0.5537170171737671,
0.30648648738861084,
-0.016198957338929176,
-0.3252892792224884,
0.7240347266197205,
-0.12592050433158875,
-0.049476347863674164,
0.41203567385673523,
0.06672801077365875,
0.6249606013298035,
0.04004907235503197,
-0.2296239584684372,
-0.29612669348716736,
0.39247894287109375,
-0.34733903408050537,
-0.17353472113609314,
0.4347485303878784,
0.23708713054656982,
0.23259028792381287,
-0.013104286044836044,
0.05146017298102379,
-0.3387838900089264,
-0.1941070705652237,
-0.7658552527427673,
-0.09068243950605392,
0.3475504219532013,
-0.283108115196228,
-0.014623639173805714,
0.5633080005645752,
0.6426207423210144,
-0.36614590883255005,
-0.07509569078683853,
0.8564797043800354,
-0.7227844595909119,
0.7624061703681946,
-0.9952033758163452,
0.11538681387901306,
0.09972547739744186,
-0.6208721995353699,
0.37814903259277344,
0.2623383402824402,
-0.5136973857879639,
-0.3581090271472931,
-0.33791396021842957,
0.11297959089279175,
-0.6822050213813782,
0.23134659230709076,
-0.6413216590881348,
0.4266376495361328,
0.04365848749876022,
0.6251510977745056,
-0.7059355974197388,
0.15957197546958923,
0.33990296721458435,
0.35150644183158875,
0.6023362874984741,
0.16876451671123505,
0.6529655456542969,
0.43104127049446106,
-0.3013591468334198,
0.711012601852417,
-0.3118310570716858,
0.21068403124809265,
-1.0647799968719482,
0.38828709721565247,
0.5332508683204651,
-0.3210969865322113,
0.04995379224419594,
1.300336241722107,
0.009587777778506279,
-0.27514219284057617,
-0.058390580117702484,
-0.4418405294418335,
-0.14847898483276367,
-0.15746691823005676,
-0.007164001930505037,
-0.038337163627147675,
0.12207509577274323,
-0.006035242695361376,
0.018242336809635162,
0.12806981801986694,
0.1753137707710266,
0.08830495178699493,
-0.5872968435287476,
-0.16193637251853943,
-0.3387987017631531,
-0.13071699440479279,
0.27723342180252075,
0.05359894409775734,
-0.36769503355026245,
0.9655482769012451,
0.3998720943927765,
-0.12031765282154083,
0.4536547362804413,
0.37315768003463745,
-0.45288726687431335,
-0.018639041110873222,
-0.058687396347522736,
0.6909455060958862,
-0.5117656588554382,
0.18417127430438995,
-0.46134549379348755,
-0.521757185459137,
-0.02094367705285549,
0.3791945278644562,
0.28101590275764465,
-0.039679523557424545,
-0.1490415781736374,
-0.6973514556884766,
-0.08468570560216904,
-0.6234792470932007,
-0.5533396601676941,
-0.2748568058013916,
-0.02166684903204441,
-0.2704869508743286,
0.07553127408027649,
0.28708547353744507,
-0.05364364758133888,
0.3633681833744049,
-0.43959638476371765,
-0.06572015583515167,
-0.47946152091026306,
-0.6729628443717957,
0.028717005625367165,
-0.42957234382629395,
0.1426210254430771,
-0.7605222463607788,
-0.3945092260837555,
-0.17519715428352356,
0.42405423521995544,
-0.5618138313293457,
-0.19119402766227722,
-0.5698017477989197,
-0.2792091369628906,
0.3063378632068634,
0.06916847079992294,
0.30066436529159546,
0.4477340281009674,
0.47394859790802,
0.129519984126091,
-0.18933747708797455,
-0.051517173647880554,
-0.29320505261421204,
0.036185674369335175,
0.659654974937439,
-0.4850214123725891,
0.06524109840393066,
0.18708445131778717,
-0.3043903410434723,
-0.2999921143054962,
0.11757037043571472,
0.7208216786384583,
0.43833833932876587,
-0.03101283870637417,
0.5196362137794495,
-0.564089298248291,
0.20588697493076324,
-0.024382635951042175,
-0.029740892350673676,
-0.9871812462806702,
0.20559273660182953,
0.38260766863822937,
-0.31046199798583984,
0.4073137044906616,
-0.39639949798583984,
-0.5184711813926697,
-0.10420925915241241,
0.15013821423053741,
0.3026154339313507,
-0.3064495325088501,
-0.23044970631599426,
-0.9165918231010437,
-0.32688412070274353,
0.3449377715587616,
-0.21940529346466064,
0.18883627653121948,
-0.04626971855759621,
-0.5454737544059753,
-0.053433049470186234,
-0.07507985085248947,
-0.10042598843574524,
-0.5421105027198792,
0.009870574809610844,
0.27484455704689026,
-0.7931833863258362,
-0.5645489692687988,
0.7248743772506714,
-1.2007888555526733,
0.23640738427639008,
-0.007305692415684462,
0.8151382803916931,
-0.23632673919200897,
0.16486768424510956,
0.5501763820648193,
-0.23327435553073883,
-0.4417332410812378,
-0.7444910407066345,
-0.1397433578968048,
-0.4994249641895294,
0.2526197135448456,
-0.11793853342533112,
1.1767293214797974,
-0.5517615079879761,
-0.3045244514942169,
-0.303409606218338,
0.22857221961021423,
0.03600858896970749,
-0.33745574951171875,
-0.9705920219421387,
-0.033695757389068604,
0.30236199498176575,
-0.22912538051605225,
0.2257171869277954,
0.2525978088378906,
0.8844049572944641,
-0.34267228841781616,
-0.003605382051318884,
-0.5879001617431641,
-0.02955050580203533,
0.0032011298462748528,
-0.2567344903945923,
-0.15007787942886353,
0.053442008793354034,
-0.2856522798538208,
0.27495378255844116,
-0.028315572068095207,
0.059188131242990494,
-0.6477579474449158,
-0.19831590354442596,
-0.17995989322662354,
0.039717841893434525,
-0.13954035937786102,
0.39171236753463745,
0.5187557935714722,
0.25648078322410583,
0.03819027915596962,
-0.1329602748155594,
0.1534765660762787,
0.20295897126197815,
0.1790790855884552,
-0.05786408111453056,
-0.2673945128917694,
-0.5349706411361694,
-0.15007781982421875,
-0.04402834549546242,
-0.35887497663497925,
0.4958101809024811,
0.05739448219537735,
0.38556402921676636,
-0.3412089943885803,
-0.5114212036132812,
0.7393432259559631,
-0.07401753216981888,
0.32696521282196045,
-0.1318722516298294,
-0.15056659281253815,
0.26160237193107605,
-0.5327180027961731,
0.012722253799438477,
-0.5029225945472717,
-0.18164244294166565,
0.400296688079834,
0.2673110365867615,
-0.27841970324516296,
0.1465480476617813,
0.12419144064188004,
0.2936001420021057,
-0.11428456753492355,
-0.32977575063705444,
0.3989866077899933,
0.8192393779754639,
0.020854836329817772,
0.5136082172393799,
0.921552300453186,
-0.34874585270881653,
-0.1553298681974411,
0.014511944726109505,
0.3057998716831207,
0.5558790564537048,
0.27515116333961487,
0.10252299904823303,
0.3678426742553711,
0.6473271250724792,
-0.039906710386276245,
-0.14568136632442474,
0.3488149344921112,
-0.414692223072052,
-0.2777934968471527,
0.02034713327884674,
0.699320375919342,
0.1933712512254715,
0.1316128820180893,
-0.5123432278633118,
0.20458725094795227,
0.19772599637508392,
0.00234931125305593,
0.30617427825927734,
0.11700313538312912,
-0.5818884372711182,
-0.14438331127166748,
0.5901034474372864,
0.5463026762008667,
-0.22825095057487488,
0.19647113978862762,
-0.2816516160964966,
0.36217132210731506,
0.1669275462627411,
0.6278080940246582,
-0.07272490859031677,
0.022598179057240486,
0.0703403502702713,
0.07088549435138702,
0.31106430292129517,
0.00944516621530056,
-0.26364603638648987,
-0.319435715675354,
0.4532100558280945,
-0.32084134221076965,
-0.12814362347126007,
0.0043920790776610374,
0.7446280717849731,
-0.23476086556911469,
-0.4511162340641022,
-0.04515803977847099,
0.11454388499259949,
-0.3086230754852295,
0.442368745803833,
-0.21898089349269867,
0.22512052953243256,
0.029574738815426826,
-0.7206249833106995,
0.4124217927455902,
-0.03651093319058418,
0.6799682974815369,
-0.05996336415410042,
-0.27450844645500183,
0.116370290517807,
0.39359262585639954,
-0.19282783567905426,
0.1970442533493042,
0.06882583349943161,
0.04577810317277908,
0.08778974413871765,
-0.5680984258651733,
-0.15141071379184723,
-0.5415798425674438,
0.004819461610168219,
0.001708263298496604,
0.10146677494049072,
-0.45240750908851624,
-0.3540782630443573,
-0.9097285866737366,
-0.49069494009017944,
0.09814759343862534,
0.045498497784137726,
-0.44023627042770386,
0.09301304817199707,
0.9529703259468079,
1.002640962600708,
0.6015509366989136,
-0.007919113151729107,
-0.01105353981256485,
-0.11779310554265976,
0.26687201857566833,
-0.19454048573970795,
0.46033382415771484,
-0.9528971314430237,
-0.34801775217056274,
-0.23169560730457306,
0.3673315644264221,
1.0168070793151855,
0.5068278908729553,
-0.14245474338531494,
-0.3984827399253845,
-0.12086546421051025,
0.16538965702056885,
0.1884709596633911,
-0.49801206588745117,
0.44267284870147705,
-0.053299520164728165,
-0.6546118259429932,
-0.24424006044864655,
0.5804175734519958,
0.15001779794692993,
0.4777156710624695,
0.07684215158224106,
0.5786608457565308,
0.2798565626144409,
-0.32306358218193054,
0.3137316107749939,
-0.4085710346698761,
-0.11748045682907104,
-0.27648869156837463,
0.6941912770271301,
-0.5822768807411194,
0.46044185757637024,
-0.4885711669921875,
0.5301740765571594,
0.6184754371643066,
-0.4472186267375946,
-0.0035328837111592293,
-0.1244727298617363,
-0.16652275621891022,
0.0794685110449791,
-0.614905595779419,
0.37530070543289185,
-0.11847680807113647,
-0.3803512454032898,
-1.1250911951065063,
0.6802358031272888,
0.030535688623785973,
-0.8061436414718628,
-0.11197099834680557,
-0.3890981078147888,
-0.34068602323532104,
0.6832098960876465,
0.09207947552204132,
-0.46303945779800415,
-0.6262344717979431,
-0.10690706223249435
] |
Physically plausible illumination at real-time framerates is often achieved using approximations. One popular example is ambient occlusion (AO), for which very simple and efficient implementations are used extensively in production. Recent methods approximate AO between nearby geometry in screen space (SSAO). The key observation described in this paper is, that screen-space occlusion methods can be used to compute many more types of effects than just occlusion, such as directional shadows and indirect color bleeding. The proposed generalization has only a small overhead compared to classic SSAO, approximates direct and one-bounce light transport in screen space, can be combined with other methods that simulate transport for macro structures and is visually equivalent to SSAO in the worst case without introducing new artifacts. Since our method works in screen space, it does not depend on the geometric complexity. Plausible directional occlusion and indirect lighting effects can be displayed for large and fully dynamic scenes at real-time frame rates.
|
[
-0.011741630733013153,
0.0024408730678260326,
-0.016365036368370056,
0.013935898430645466,
-0.015142630785703659,
-0.022348208352923393,
0.009053114801645279,
-0.0009851818904280663,
-0.010970043018460274,
0.012729511596262455,
-0.025214577093720436,
0.015277950093150139,
0.012728475034236908,
0.026772696524858475,
-0.01798234134912491,
-0.011186780408024788,
-0.011743798851966858,
0.02522047981619835,
0.01253412663936615,
0.012342521920800209,
0.02636461891233921,
0.0009329046588391066,
0.009085600264370441,
-0.017851712182164192,
0.011500516906380653,
0.018226249143481255,
-0.0424932986497879,
-0.008865167386829853,
-0.0056369611993432045,
0.017784057185053825,
-0.005739745683968067,
-0.0014254935085773468,
-0.005702116992324591,
-0.004608089104294777,
0.005517949350178242,
-0.024874789640307426,
-0.005351466126739979,
0.0201127827167511,
0.020285936072468758,
-0.005337107926607132,
-0.002545387949794531,
-0.009168941527605057,
0.0050297086127102375,
-0.0026030289009213448,
-0.008608927950263023,
-0.012338649481534958,
-0.0023555399384349585,
0.013578273355960846,
-0.010099866427481174,
0.006771335378289223,
-0.016630835831165314,
0.0031826100312173367,
0.0030704920645803213,
0.03773431479930878,
-0.006129630841314793,
-0.03254076465964317,
0.015605365857481956,
0.00290596392005682,
-0.04055512696504593,
-0.02274326980113983,
0.003184899687767029,
0.022564386948943138,
-0.010162439197301865,
-0.019028401002287865,
-0.007281753700226545,
-0.06700169295072556,
0.007590390741825104,
0.011155775748193264,
0.0029050863813608885,
-0.015842393040657043,
-0.006833801977336407,
0.0123291015625,
0.010995744727551937,
-0.018654000014066696,
-0.006593212019652128,
0.02973039634525776,
-0.010143673047423363,
-0.02590704895555973,
-0.01478780061006546,
0.006928043439984322,
0.0346289798617363,
-0.012939484789967537,
0.0019658012315630913,
0.02175595611333847,
0.00748025719076395,
-0.004880641121417284,
-0.004946999251842499,
0.013530898839235306,
-0.014537423849105835,
0.011383291333913803,
0.0013826419599354267,
-0.030126208439469337,
0.03307576850056648,
0.030898619443178177,
0.001490314956754446,
0.028625603765249252,
-0.0036813602782785892,
0.005540691316127777,
-0.016407545655965805,
-0.02045244351029396,
-0.01937621645629406,
0.023602960631251335,
0.026667805388569832,
0.011119418777525425,
-0.01257142424583435,
0.01871919259428978,
-0.009669964201748371,
-0.008796877227723598,
-0.018360387533903122,
0.002486078767105937,
0.021968785673379898,
0.01700141280889511,
-0.0034836193080991507,
-0.004659778438508511,
0.056736696511507034,
0.027079906314611435,
0.009821435436606407,
0.003906628582626581,
0.009464649483561516,
0.00986521877348423,
0.037953391671180725,
0.002511710859835148,
0.00303142168559134,
0.0007885131053626537,
0.006787609308958054,
-0.011485107243061066,
-0.00046096788719296455,
-0.021233834326267242,
-0.01892125979065895,
0.003270568326115608,
-0.015520610846579075,
0.008571574464440346,
0.007673919200897217,
0.002376966178417206,
-0.0027293399907648563,
-0.012413891032338142,
0.012590576894581318,
0.02616109326481819,
0.015129227191209793,
0.008122178725898266,
0.022626860067248344,
0.007731720805168152,
0.004750033840537071,
0.01015770435333252,
0.03477688133716583,
-0.008569544181227684,
0.02234659530222416,
0.021606341004371643,
-0.000018308637663722038,
0.004056185483932495,
0.012102771550416946,
-0.0013888279208913445,
-0.02555675245821476,
-0.009969085454940796,
0.039118267595767975,
-0.012864073738455772,
-0.017812568694353104,
0.01542581245303154,
-0.011527404189109802,
-0.026877928525209427,
0.005353105254471302,
-0.005438021384179592,
0.011586294509470463,
0.007997673936188221,
0.029268262907862663,
0.012448344379663467,
-0.0014818934723734856,
0.0019098434131592512,
-0.012196027673780918,
0.008264259435236454,
-0.009273850359022617,
0.01557704247534275,
0.002315449994057417,
0.007569559849798679,
-0.015760650858283043,
0.01995774172246456,
0.0014268438098952174,
0.009769200347363949,
-0.021975483745336533,
0.06699960678815842,
-0.013310553506016731,
0.016835559159517288,
-0.009456650353968143,
0.015166310593485832,
-0.00781275611370802,
-0.0068189240992069244,
-0.00013224733993411064,
-0.005827161483466625,
-0.0043955170549452305,
0.012238116934895515,
-0.04210541024804115,
-0.012710091657936573,
0.013798676431179047,
-0.01243282575160265,
0.01369328424334526,
0.0040759313851594925,
-0.00991041213274002,
-0.006899635307490826,
-0.008638503961265087,
-0.004151302855461836,
-0.008868368342518806,
-0.006550501100718975,
0.003189750947058201,
-0.002486499957740307,
0.026691801846027374,
0.018696725368499756,
-0.02215895801782608,
-0.03596421703696251,
-0.004975996445864439,
0.012339461594820023,
0.011019040830433369,
0.024956196546554565,
-0.01013889629393816,
-0.00836222991347313,
0.0004286253824830055,
-0.004456769209355116,
-0.005984318908303976,
-0.008702483959496021,
-0.02483639493584633,
-0.016609905287623405,
0.005876731127500534,
-0.024071160703897476,
-0.0045713745057582855,
0.008591971360147,
0.02781013771891594,
-0.012594368308782578,
-0.008535588160157204,
0.01219581812620163,
0.00476214662194252,
-0.00965050421655178,
-0.012961257249116898,
-0.010658291168510914,
-0.011776432394981384,
0.004822137765586376,
-0.005353719927370548,
-0.003808186389505863,
0.011739887297153473,
-0.014485570602118969,
0.016222886741161346,
-0.007599533535540104,
0.011692613363265991,
-0.024510569870471954,
-0.0008491706103086472,
-0.0027588545344769955,
-0.028320375829935074,
0.022379577159881592,
0.03624476492404938,
-0.0074866581708192825,
-0.03317781537771225,
-0.01551852561533451,
0.005053072236478329,
0.004759564995765686,
0.007808772847056389,
0.00888858549296856,
0.0648379847407341,
-0.0204306747764349,
-0.005026481579989195,
0.000458334106951952,
0.02256852015852928,
-0.04398896545171738,
-0.004090527072548866,
0.005320657044649124,
-0.008499201387166977,
-0.013213730417191982,
0.0018612220883369446,
0.021249182522296906,
0.008089830167591572,
0.020419687032699585,
0.01771417260169983,
-0.027964292094111443,
0.005329424049705267,
-0.01691807247698307,
-0.002164785983040929,
-0.08100272715091705,
-0.013625157997012138,
0.005021707154810429,
0.027654575183987617,
0.013824230059981346,
-0.023854782804846764,
0.02680314891040325,
0.013995619490742683,
-0.013153675943613052,
-0.0017415222246199846,
0.01248316839337349,
-0.02566809207201004,
-0.011064205318689346,
0.004326732829213142,
-0.019822858273983,
-0.01788773015141487,
0.020358040928840637,
0.0327109768986702,
0.025036990642547607,
0.03136180713772774,
-0.005026638507843018,
0.011359447613358498,
0.005526721477508545,
0.0142342709004879,
-0.005256285425275564,
0.004572990350425243,
-0.0008600879227742553,
-0.006681337021291256,
-0.011990196071565151,
-0.012459482997655869,
-0.0026747630909085274,
-0.00043567270040512085,
-0.023765798658132553,
-0.028767580166459084,
0.027836184948682785,
0.015885373577475548,
-0.01059219241142273,
-0.0011733064893633127,
0.005706006195396185,
-0.027384400367736816,
0.009392669424414635,
0.0060303062200546265,
-0.006985125597566366,
0.018830880522727966,
0.005048276390880346,
-0.002683365950360894,
0.019693078473210335,
0.011143595911562443,
0.012399115599691868,
-0.012495012953877449,
-0.002290177159011364,
0.010759402066469193,
0.0262681245803833,
0.013249220326542854,
-0.009226126596331596,
-0.011770103126764297,
-0.027385326102375984,
-0.006042206194251776,
-0.0136952456086874,
0.002124870428815484,
0.017786744982004166,
-0.04881436750292778,
-0.04045543819665909,
-0.004652697592973709,
-0.00677534332498908,
-0.017684657126665115,
0.013843200169503689,
0.0016404464840888977,
-0.020237788558006287,
0.009388457052409649,
0.003713032230734825,
0.012955250218510628,
0.005085445009171963,
-0.002437958959490061,
-0.020697463303804398,
-0.015281371772289276,
-0.008690225891768932,
-0.0016644124407321215,
0.002027441281825304,
-0.010190613567829132,
-0.00933132879436016,
0.02159990184009075,
0.009199464693665504,
0.007874539121985435,
-0.011359263211488724,
0.015100866556167603,
0.00780428946018219,
-0.010240399278700352,
0.008754249662160873,
-0.022114429622888565,
0.020587846636772156,
0.028753912076354027,
0.0013218172825872898,
0.007165343966335058,
0.008679023012518883,
-0.004905122332274914,
0.006841342896223068,
0.019450362771749496,
-0.0005377884954214096,
0.010461154393851757,
-0.006149247754365206,
-0.016934070736169815,
0.0016192324692383409,
-0.009183067828416824,
-0.030202696099877357,
0.00841469131410122,
0.019422801211476326,
0.0062607163563370705,
0.018671773374080658,
-0.006155196577310562,
-0.02728920802474022,
-0.03781307488679886,
-0.011674638837575912,
0.030469320714473724,
0.007726524490863085,
-0.011781154200434685,
0.0027745289262384176,
0.02210293896496296,
0.07264889776706696,
0.014437699690461159,
0.017003286629915237,
-0.007017996162176132,
0.009125123731791973,
-0.018327821046113968,
-0.04760326072573662,
-0.003547275671735406,
0.0209244042634964,
-0.024716539308428764,
0.010466641746461391,
0.025588136166334152,
0.02981915883719921,
-0.019085433334112167,
-0.023874938488006592,
0.02341577410697937,
0.010271888226270676,
-0.025599226355552673,
-0.00827818363904953,
-0.000047905370593070984,
-0.00910589937120676,
0.02022516168653965,
-0.006273388862609863,
-0.016754258424043655,
0.002139002550393343,
-0.005056546535342932,
0.00357474060729146,
-0.016347503289580345,
-0.0033996340353041887,
0.013918161392211914,
-0.0019028130918741226,
0.024987250566482544,
-0.0026063378900289536,
0.013545955531299114,
0.01572205126285553,
-0.02777852490544319,
0.013253124430775642,
0.004530126228928566,
-0.01057050283998251,
0.002251857426017523,
0.020799513906240463,
-0.016673654317855835,
0.02144274301826954,
0.017353510484099388,
0.04199129715561867,
-0.02030426263809204,
0.003988008014857769,
-0.007431520614773035,
-0.008077106438577175,
0.012393937446177006,
-0.005308927036821842,
0.0038751724641770124,
0.005861897021532059,
0.026487555354833603,
0.017988525331020355,
0.0421375147998333,
-0.000797574408352375,
0.01846376806497574,
-0.0047689988277852535,
-0.008311351761221886,
-0.03696075826883316,
-0.008891050703823566,
0.05554511398077011,
-0.024321570992469788,
-0.003672541119158268,
0.0028001870959997177,
-0.011782154440879822,
-0.016507135704159737,
0.018099818378686905,
0.021213233470916748,
-0.0062178620137274265,
0.015404478646814823,
-0.019950518384575844,
0.005341971293091774,
-0.040858183056116104,
-0.03440382331609726,
0.012953528203070164,
0.005372629966586828,
-0.014927733689546585,
-0.021305996924638748,
-0.00048329494893550873,
0.006940118502825499,
-0.04042818397283554,
0.030305035412311554,
-0.014584695920348167,
-0.009768111631274223,
0.014238432049751282,
-0.0747193694114685,
-0.005046808160841465,
-0.0057022483088076115,
-0.004914814606308937,
0.03285251557826996,
0.011376069858670235,
-0.0020220926962792873,
0.002695969771593809,
0.006517169065773487,
-0.0011101982090622187,
-0.014854960143566132,
0.0007230900810100138,
-0.025858286768198013,
-0.020111918449401855,
0.011011932976543903,
0.0016873511485755444,
-0.007571064867079258,
0.013807009905576706,
0.02620702050626278,
-0.006967153400182724,
-0.010317706502974033,
0.020646115764975548,
0.013368776999413967,
0.0043825735338032246,
0.0005756211467087269,
-0.08129239082336426,
-0.0070975772105157375,
0.018013354390859604,
-0.026466239243745804,
-0.004298793617635965,
0.015424645505845547,
0.013542823493480682,
-0.01136435754597187,
0.019137628376483917,
-0.01608061045408249,
0.010905152186751366,
-0.006262787617743015,
0.03833085671067238,
0.008109042420983315,
-0.035085245966911316,
-0.009010693989694118,
0.019804419949650764,
-0.006429378874599934,
0.002256503328680992,
-0.00912249181419611,
0.04078659415245056,
-0.006901371758431196,
-0.010577000677585602,
0.0037146464455872774,
-0.014159153215587139,
0.014026826247572899,
0.004051746800541878,
0.007943819276988506,
-0.005104865413159132,
-0.014450973831117153,
0.011820870451629162,
0.003099061083048582,
0.007737933658063412,
-0.007661248557269573,
-0.0005345037207007408,
-0.017360586673021317,
0.008762568235397339,
0.0004163319244980812,
-0.04924721270799637,
-0.00250322581268847,
-0.009126869961619377,
-0.024745801463723183,
-0.01889966055750847,
-0.003037495305761695,
-0.009855500422418118,
-0.000021678628399968147,
0.0030148662626743317,
-0.009652946144342422,
0.005013681016862392,
-0.00011398084461688995,
-0.00037785095628350973,
0.029809311032295227,
0.023102417588233948,
0.022267499938607216,
-0.021460779011249542,
0.010645290836691856,
0.0007302500307559967,
0.011084239929914474,
0.0009729582816362381,
0.005613670684397221,
-0.013378705829381943,
-0.013343987986445427,
-0.00022482243366539478,
0.07192788273096085,
0.008602543734014034,
0.020953640341758728,
-0.0005989568307995796,
-0.021483734250068665,
0.0014519107062369585,
0.0007627741433680058,
-0.009341619908809662,
0.017750095576047897,
-0.02388494834303856,
0.0094221830368042,
-0.0008536716923117638,
0.006473570130765438,
0.009464969858527184,
0.024769272655248642,
0.008497972041368484,
-0.008369316346943378,
-0.03150717169046402,
-0.008152645081281662,
0.008601320907473564,
-0.03984327241778374,
0.002565026981756091,
0.02047499641776085,
0.027465403079986572,
-0.013336511328816414,
-0.000034678494557738304,
-0.009618150070309639,
-0.0026780636981129646,
0.0033556902781128883,
-0.015752194449305534,
-0.03068118542432785,
0.014146537519991398,
0.0045528290793299675,
0.0127297667786479,
0.020445924252271652,
-0.00658766832202673,
0.004883175250142813,
0.000768975296523422,
0.0049166809767484665,
-0.022620342671871185,
-0.02131136693060398,
-0.005118956323713064,
0.004076105076819658,
0.009890338405966759,
0.024801086634397507,
0.028296468779444695,
0.023721083998680115,
0.022442039102315903,
0.01188882626593113,
0.008069523610174656,
0.015835627913475037,
-0.005936746951192617,
-0.005818115081638098,
-0.007219184190034866,
0.008818111382424831,
0.019566956907510757,
0.006712191738188267,
0.013406333513557911,
0.008523200638592243,
-0.004361651837825775,
0.011139904148876667,
-0.009471047669649124,
-0.028473172336816788,
-0.006512760650366545,
0.007740842178463936,
0.016534924507141113,
-0.00036678469041362405,
-0.018751569092273712,
0.0009298098739236593,
0.017899883911013603,
-0.012026039883494377,
0.01616932824254036,
0.00461734551936388,
-0.016648558899760246,
0.0006246224511414766,
0.006226690951734781,
-0.02298043482005596,
0.01310939434915781,
0.02472977340221405,
0.0197317972779274,
-0.006091367453336716,
0.02125089056789875,
-0.004243843257427216,
-0.003258494660258293,
0.0022579021751880646,
-0.004854259081184864,
-0.0059343185275793076,
0.014345163479447365,
-0.001201969338580966,
0.017042579129338264,
-0.008224970661103725,
-0.0005650343373417854,
0.008957752026617527,
0.023317482322454453,
0.006242659408599138,
0.03301206976175308,
0.0035902895033359528,
0.014437739737331867,
0.01027393713593483,
0.012919571250677109,
0.00006317452061921358,
0.03221440687775612,
-0.020295623689889908,
0.011018809862434864,
-0.028582582250237465,
-0.009357827715575695,
0.010594336315989494,
-0.008116784505546093,
-0.010929558426141739,
-0.026675090193748474,
0.021097352728247643,
0.007191629149019718,
0.001867859624326229,
-0.019884226843714714,
0.01699763908982277,
-0.013669237494468689,
-0.012480674311518669,
-0.016642645001411438,
0.004387103021144867,
-0.005936902016401291,
0.0017713354900479317,
0.0077457185834646225,
-0.012605519965291023,
0.04640081524848938,
-0.03897110000252724,
-0.024631518870592117,
-0.008680666796863079,
0.023723091930150986,
0.020632129162549973,
-0.022676436230540276,
0.020594796165823936,
0.008323978632688522,
-0.021729696542024612,
0.006745998747646809,
0.004175306297838688,
0.0024822745472192764,
0.029508814215660095,
-0.005528112407773733,
-0.01260620541870594,
-0.00559210404753685,
0.013058427721261978,
-0.016349608078598976,
0.0010591449681669474,
-0.007925017736852169,
0.0065174587070941925,
0.0020265085622668266,
0.02431832253932953,
0.027303792536258698,
0.000991316745057702,
-0.008842503651976585,
-0.02221568673849106,
0.005004542879760265,
0.036300964653491974,
-0.004634517710655928,
0.007015550974756479,
0.01783495955169201,
-0.007254595868289471,
0.03554679453372955,
-0.018610507249832153,
-0.0040158461779356,
-0.028521902859210968,
0.026557357981801033,
0.023969898000359535,
0.01249049324542284,
-0.0007749719079583883,
0.04228163883090019,
-0.0018290076404809952,
0.020588139072060585,
0.011485479772090912,
-0.010769780725240707,
0.020679879933595657,
-0.006971954368054867,
-0.027773570269346237,
0.02013254165649414,
-0.025082778185606003,
-0.012928406707942486,
-0.029742632061243057,
-0.014989383518695831,
-0.0070942603051662445,
-0.01704281009733677,
0.0001877080649137497,
0.0017754178261384368,
0.005822533741593361,
-0.00435745669528842,
-0.017704684287309647,
-0.011072874069213867,
-0.006997531745582819,
0.005010226741433144,
-0.005914219189435244,
0.004679433070123196,
-0.015492398291826248,
-0.020686812698841095,
-0.01482671219855547,
0.0057245586067438126,
0.00028069084510207176,
0.0040684109553694725,
-0.0020407885313034058,
0.02028343640267849,
-0.0024329139851033688,
-0.005104224197566509,
-0.016113538295030594,
-0.006511972285807133
] |
[
-0.0035403859801590443,
0.029572278261184692,
0.25807294249534607,
0.22851170599460602,
0.12618325650691986,
-0.12895841896533966,
-0.055609121918678284,
-0.4862401485443115,
-0.03971730172634125,
-0.7486924529075623,
-0.1689348965883255,
0.298109769821167,
-0.4423046112060547,
-0.22299014031887054,
-0.06000440940260887,
0.7759583592414856,
0.3686029314994812,
0.33451470732688904,
-0.718847393989563,
-0.3118058443069458,
-0.26149383187294006,
-0.09365735948085785,
-0.018997861072421074,
-0.5698978304862976,
-0.38795027136802673,
-0.1428246945142746,
0.3905966877937317,
0.38302186131477356,
0.22569796442985535,
-0.06627557426691055,
-0.09450365602970123,
0.28509271144866943,
-0.5944274067878723,
-0.29024797677993774,
0.3273356854915619,
0.2675728499889374,
-0.3740423321723938,
-0.14987176656723022,
0.0029458554927259684,
-0.07907023280858994,
-0.13089120388031006,
0.0027941162697970867,
-0.02624335326254368,
0.49198922514915466,
-0.3669765889644623,
-0.504247784614563,
-1.198784351348877,
-0.07151441276073456,
-0.640565037727356,
-0.31577956676483154,
0.09863675385713577,
0.2572813332080841,
-0.003950233571231365,
0.7671281695365906,
-0.32714465260505676,
0.06653589755296707,
-0.3092651963233948,
-0.18256409466266632,
0.32469841837882996,
-0.09779725968837738,
0.13915258646011353,
-0.08763972669839859,
-0.3875386416912079,
0.33997970819473267,
-0.3696637451648712,
0.5262042880058289,
0.055563271045684814,
-0.3048950433731079,
-0.14927718043327332,
-0.0387096144258976,
0.3389618694782257,
-0.12578101456165314,
-0.5161563158035278,
0.0639549270272255,
-0.5094460844993591,
0.38521337509155273,
0.46614837646484375,
-0.15826751291751862,
0.031177964061498642,
-0.10255511850118637,
-0.21171540021896362,
0.023996641859412193,
0.33665600419044495,
-0.25670546293258667,
0.6134896278381348,
0.17290684580802917,
-0.3885878920555115,
0.9788419008255005,
-0.39199450612068176,
0.5100799798965454,
0.5873187184333801,
-0.33687081933021545,
0.21714358031749725,
0.5840975046157837,
0.4987393319606781,
0.5236786603927612,
0.41445448994636536,
-0.1619379222393036,
0.6648438572883606,
-0.11383246630430222,
-0.04740004241466522,
-0.018117491155862808,
0.25148385763168335,
-0.18541601300239563,
-0.06107945367693901,
-0.23866154253482819,
-0.6421313881874084,
-0.36153867840766907,
-0.47249549627304077,
0.406515896320343,
-0.849972128868103,
0.711593508720398,
0.040996063500642776,
-0.07614928483963013,
-0.2308751940727234,
-0.17522883415222168,
0.07743986696004868,
0.10489455610513687,
-0.38600531220436096,
0.46361467242240906,
0.14285069704055786,
1.19794762134552,
0.23328357934951782,
0.31848403811454773,
0.4231627881526947,
0.3538011312484741,
0.6888011693954468,
0.7035820484161377,
-0.49227088689804077,
0.7209612727165222,
0.20241700112819672,
0.6488142609596252,
0.2159028947353363,
-0.35455018281936646,
0.08571615815162659,
-0.3966740369796753,
0.37112846970558167,
0.27132779359817505,
0.4339783191680908,
-0.027592657133936882,
-0.5380651354789734,
-0.3579083979129791,
-0.05619040131568909,
0.1762307584285736,
0.07641835510730743,
-0.47142186760902405,
0.26207682490348816,
-0.19723884761333466,
-0.25096142292022705,
-0.011186668649315834,
-0.006743349134922028,
-0.037307821214199066,
-0.612895667552948,
-0.15778622031211853,
-0.3827197849750519,
0.5487885475158691,
-0.020099058747291565,
-0.12770935893058777,
-0.49517622590065,
0.10288946330547333,
0.2904406189918518,
0.06978222727775574,
-0.707348108291626,
-0.3173160254955292,
0.23857147991657257,
-0.17110873758792877,
-0.10785939544439316,
0.34685125946998596,
0.22271394729614258,
0.08747968822717667,
-0.04444235935807228,
-0.37584662437438965,
-0.08751709014177322,
-0.7853541374206543,
-0.40161195397377014,
0.5774911642074585,
0.3652461767196655,
0.2972537875175476,
0.1763748675584793,
0.2468835413455963,
-0.694879949092865,
-0.1781613528728485,
0.4472200870513916,
-0.3550785183906555,
-0.029012687504291534,
-0.2777400314807892,
0.4070436954498291,
-0.32511359453201294,
0.030436920002102852,
-0.15788637101650238,
-0.514167070388794,
-0.14224597811698914,
0.5207683444023132,
-0.8723062872886658,
0.8830170631408691,
0.07859242707490921,
-0.36456114053726196,
1.0289288759231567,
-0.2871571183204651,
0.14335599541664124,
0.1200278103351593,
0.2331722378730774,
0.3555411696434021,
0.2109791338443756,
-0.5561164617538452,
-0.015714876353740692,
0.32721155881881714,
0.17753511667251587,
-0.7525161504745483,
0.15973761677742004,
0.9141945242881775,
-0.49302995204925537,
-0.07119353115558624,
-0.13136443495750427,
0.43121713399887085,
-0.02756747417151928,
-0.5204618573188782,
0.03730561584234238,
0.16021308302879333,
0.03232629969716072,
0.4697267711162567,
-0.24147017300128937,
0.005284589249640703,
0.36404499411582947,
0.25429776310920715,
0.714629054069519,
0.6677166819572449,
0.4392373263835907,
0.7350041270256042,
-0.9074872732162476,
-0.0236677173525095,
-0.033163681626319885,
0.2929533123970032,
-0.6646566987037659,
-0.06475400179624557,
-0.25584378838539124,
0.3884367048740387,
-0.59614098072052,
0.19463181495666504,
-0.06685710698366165,
-0.24120865762233734,
0.21303874254226685,
0.05117666721343994,
0.2521262764930725,
-0.14264822006225586,
-0.5320323705673218,
-0.3364805579185486,
0.047162339091300964,
-0.2678622305393219,
0.05651159957051277,
-0.3982172906398773,
0.5009806752204895,
0.036656372249126434,
-0.49091678857803345,
0.49429383873939514,
0.11467744410037994,
-0.21640244126319885,
-0.5379676222801208,
-0.014206507243216038,
-0.04462461173534393,
-0.09224032610654831,
0.23880718648433685,
0.158151313662529,
0.018423721194267273,
-0.364470899105072,
-0.7024862170219421,
-0.4395745098590851,
-0.30867719650268555,
0.199845090508461,
0.7603111863136292,
0.4590173065662384,
0.06814394891262054,
-0.4917488396167755,
-0.09710496664047241,
-0.4210735261440277,
-0.48145121335983276,
0.45694664120674133,
0.659541666507721,
-0.7788715362548828,
-0.2872864902019501,
0.2751654088497162,
0.4825647175312042,
0.8619045615196228,
-0.14841312170028687,
-0.464085191488266,
-0.2215149849653244,
0.33777064085006714,
-0.29827365279197693,
-0.5686727166175842,
0.2720707952976227,
-0.3422899842262268,
0.6271324157714844,
0.11939702928066254,
-0.3825546205043793,
0.302171528339386,
0.5548070073127747,
0.11490608751773834,
-0.21211357414722443,
0.08732842653989792,
0.09789891541004181,
-0.560856819152832,
-0.23010574281215668,
-0.11244190484285355,
-0.15044178068637848,
-0.09275701642036438,
-0.010971535928547382,
-0.36337125301361084,
0.2243788093328476,
-5.988367557525635,
0.2821159362792969,
-0.3473849594593048,
0.3715399503707886,
-0.745436429977417,
-0.1599171757698059,
0.6528877019882202,
0.03844860568642616,
0.1426452398300171,
-0.10903503000736237,
0.03064442053437233,
-0.0014131744392216206,
-0.10859372466802597,
0.526746928691864,
0.13121072947978973,
0.1027887687087059,
0.4497263729572296,
0.1076759397983551,
0.31565842032432556,
-0.08269546926021576,
-0.10532484203577042,
0.14126725494861603,
0.3662342131137848,
0.5005856156349182,
0.0537027008831501,
0.12674133479595184,
-0.3582947254180908,
-0.28991666436195374,
0.08389460295438766,
-0.6022935509681702,
0.4712744951248169,
-0.4538865387439728,
0.00881410762667656,
0.060175150632858276,
0.4216708242893219,
0.4170674681663513,
0.368446409702301,
-0.19773352146148682,
-0.06533514708280563,
-0.3839460015296936,
0.4156433045864105,
0.7997886538505554,
-0.011723682284355164,
0.3821197748184204,
0.34461918473243713,
-0.5738617181777954,
-0.21944499015808105,
0.4215276539325714,
0.030116315931081772,
0.5927659869194031,
-0.1171698048710823,
0.1061406284570694,
0.10228832066059113,
-0.0000723973716958426,
-0.13999135792255402,
0.025901464745402336,
0.0789627656340599,
0.04197949171066284,
-0.009053240530192852,
-0.19532187283039093,
0.2323574274778366,
-0.12193389981985092,
0.008543241769075394,
-0.6511086821556091,
0.02750239335000515,
0.5644089579582214,
-0.41397443413734436,
-0.5023301839828491,
0.6093157529830933,
0.13676126301288605,
-0.7272555232048035,
0.11871450394392014,
0.4496100842952728,
-0.5672056674957275,
0.4032749533653259,
-0.017011132091283798,
0.24492168426513672,
-0.22614870965480804,
-0.05517538636922836,
0.08398903161287308,
-0.2610478401184082,
-0.5705227851867676,
0.11187176406383514,
0.040261492133140564,
0.08837485313415527,
-0.3016815185546875,
0.11486316472291946,
-0.04764779657125473,
0.149199441075325,
0.21100762486457825,
0.9394778609275818,
-0.25724002718925476,
0.45569413900375366,
0.607623279094696,
0.4976557195186615,
0.6965876817703247,
0.3112156093120575,
0.22266735136508942,
0.7777831554412842,
0.04363574460148811,
0.25761720538139343,
0.18351587653160095,
-0.07328401505947113,
-0.7895503044128418,
0.3166477680206299,
0.2796517610549927,
-0.19948412477970123,
-0.039126455783843994,
0.578618049621582,
-0.6744970083236694,
0.059020716696977615,
-0.0926627591252327,
-0.2129298448562622,
0.20373553037643433,
0.40166106820106506,
-0.3329471945762634,
0.09571686387062073,
0.22289274632930756,
-0.09888209402561188,
-0.05475693568587303,
-0.04091198742389679,
-0.005376514047384262,
0.08267197757959366,
-0.27205759286880493,
-0.0652974471449852,
0.05232566222548485,
-0.0845109298825264,
0.8761246800422668,
-0.29314154386520386,
0.09060769528150558,
0.21536961197853088,
0.6650599837303162,
-0.27793487906455994,
0.09304714947938919,
0.3376483917236328,
-0.8044230341911316,
-0.11204678565263748,
0.05555470660328865,
0.20263198018074036,
-0.27595844864845276,
0.38732874393463135,
-0.08668354898691177,
-0.1815163940191269,
-0.13267643749713898,
0.42004069685935974,
-0.37400978803634644,
-0.06549156457185745,
-0.42052555084228516,
-0.16852565109729767,
0.15040558576583862,
0.0712331086397171,
-0.32755446434020996,
0.30318769812583923,
-0.30515411496162415,
-0.31245002150535583,
0.22503893077373505,
0.33799976110458374,
-0.13850587606430054,
-0.10124006122350693,
-0.38184627890586853,
0.300199031829834,
0.272009015083313,
-1.016892671585083,
0.041960980743169785,
-0.2466704398393631,
0.01206616498529911,
-0.2880007028579712,
-0.17689618468284607,
-0.10236098617315292,
0.09213322401046753,
-0.18203690648078918,
-0.4329722225666046,
-0.041505713015794754,
-0.8150800466537476,
-0.13778920471668243,
0.2935175895690918,
0.005310515873134136,
0.33226826786994934,
-0.20720455050468445,
-0.5247780680656433,
-0.2142941653728485,
-0.29257482290267944,
-0.49162986874580383,
-0.08657895773649216,
0.6815347671508789,
-0.5233071446418762,
0.08211413025856018,
0.18505796790122986,
-0.13887269794940948,
-0.7260926961898804,
0.537379801273346,
0.5031121969223022,
0.3225902020931244,
-0.4037477374076843,
0.13104955852031708,
-0.39476853609085083,
0.4900089204311371,
0.1984308660030365,
0.34501171112060547,
-0.39560025930404663,
0.050502367317676544,
-0.2036011964082718,
-0.8041855692863464,
0.6048539280891418,
-0.04526464268565178,
-0.5321611166000366,
0.180555060505867,
0.2714311182498932,
-0.20806631445884705,
-0.40948256850242615,
-0.5178754925727844,
-0.4754025638103485,
-0.24154432117938995,
-0.18201212584972382,
-0.031676873564720154,
0.18418262898921967,
0.1091231256723404,
-0.34362685680389404,
-0.15183378756046295,
0.16915583610534668,
0.110144704580307,
-0.46462908387184143,
-0.07441487908363342,
0.25890108942985535,
-0.1363256424665451,
-0.23831450939178467,
0.658837080001831,
-0.7174335718154907,
-0.1545981764793396,
-0.10714691132307053,
-0.16158118844032288,
0.18445022404193878,
0.24429179728031158,
0.28422966599464417,
-0.5393211245536804,
-0.2805173695087433,
-0.2943889796733856,
0.06315381079912186,
-0.23103532195091248,
0.22218503057956696,
-0.26029375195503235,
0.7453250288963318,
-0.2665916085243225,
-0.3333618640899658,
0.17548121511936188,
0.7223962545394897,
0.383066326379776,
-0.6005814075469971,
-0.7358970642089844,
-0.1131209135055542,
0.1577596813440323,
-0.3313175439834595,
-0.17280636727809906,
0.08183896541595459,
0.35871273279190063,
0.09288084506988525,
-0.4373404383659363,
-0.3164340555667877,
-0.15916159749031067,
0.2529623508453369,
-0.32647788524627686,
-0.8786869049072266,
-0.3571770191192627,
-0.5533357262611389,
-0.10840196907520294,
-0.28056660294532776,
0.0294670220464468,
-0.6132708191871643,
0.31936782598495483,
-0.6248791217803955,
0.2259199321269989,
-0.05945877730846405,
1.023105502128601,
0.3855697810649872,
-0.14565812051296234,
-0.04246273636817932,
-0.21861675381660461,
0.3359135389328003,
0.20057761669158936,
-0.16813911497592926,
-0.32531654834747314,
-0.5758790373802185,
0.14105121791362762,
-0.36744001507759094,
-0.025628631934523582,
0.19009795784950256,
0.6806018352508545,
-0.5431817770004272,
-0.0810188576579094,
-0.22852382063865662,
-0.3592088520526886,
0.6023277044296265,
-0.33349233865737915,
-0.4840371906757355,
-0.416826069355011,
0.17798717319965363,
0.5240799188613892,
0.2849050760269165,
-0.017623109742999077,
-0.6623620986938477,
0.00984764751046896,
0.5520238876342773,
0.42469942569732666,
-0.7468422055244446,
0.5809904932975769,
0.04415920376777649,
0.039169952273368835,
-0.40149620175361633,
0.00858784094452858,
0.05817925184965134,
0.3489868938922882,
0.47407394647598267,
0.009985276497900486,
0.6906068325042725,
0.07526154816150665,
0.3127060532569885,
0.18307922780513763,
-0.17501026391983032,
0.815130889415741,
0.42995691299438477,
-0.1138523668050766,
1.0155131816864014,
0.3559187650680542,
-0.3626761734485626,
-0.25246715545654297,
0.3187226951122284,
0.15041525661945343,
0.421044260263443,
-0.13811223208904266,
0.17066389322280884,
0.6598244309425354,
0.27612417936325073,
-0.0035207821056246758,
0.23401491343975067,
0.036232639104127884,
0.14629141986370087,
0.3180162012577057,
-0.3890891969203949,
-0.6692982912063599,
-0.02602090872824192,
0.7277941107749939,
0.48091939091682434,
-0.5057888627052307,
-0.451271116733551,
-0.1303108036518097,
0.4043707847595215,
0.364943265914917,
0.5211074948310852,
-0.5889261960983276,
0.5465203523635864,
0.2601815164089203,
0.03767002373933792,
-0.03919859975576401,
0.06079958751797676,
-0.10209653526544571,
-0.18619811534881592,
0.5077783465385437,
-0.14605937898159027,
-0.5588194727897644,
0.43013784289360046,
-0.03568485751748085,
0.48332372307777405,
-0.051507510244846344,
0.024501517415046692,
-0.842066764831543,
-0.35552817583084106,
0.45687124133110046,
0.36829397082328796,
0.22962155938148499,
-0.25092393159866333,
-0.11472330242395401,
0.11016073077917099,
-0.48678386211395264,
0.6015468239784241,
-0.0836850255727768,
-0.5159525275230408,
0.3109486699104309,
0.29405564069747925,
-0.19547268748283386,
0.08562247455120087,
-0.1719670295715332,
-0.19177526235580444,
-0.021277455613017082,
-0.4440934956073761,
0.16788224875926971,
-0.49180734157562256,
-0.25754979252815247,
0.11395329982042313,
-0.1003745049238205,
0.017524447292089462,
0.2631014287471771,
-0.32630160450935364,
0.18147478997707367,
0.32478654384613037,
-0.10664446651935577,
0.13473863899707794,
0.07847080379724503,
0.7659061551094055,
0.03875044360756874,
-0.029430285096168518,
0.18304698169231415,
0.7450006008148193,
0.039951588958501816,
0.578069806098938,
-0.7192562222480774,
0.548875093460083,
-0.5399438142776489,
0.0520862378180027,
-0.9521708488464355,
-0.015854066237807274,
0.2901020050048828,
0.09705980867147446,
-0.12429894506931305,
-0.06332935392856598,
0.21714280545711517,
0.1290334016084671,
0.11936099082231522,
-0.16663435101509094,
0.19722966849803925,
-0.052798815071582794,
-0.2724120616912842,
-0.6143159866333008,
0.2652146518230438,
-0.22370857000350952,
0.19994591176509857,
-0.25923779606819153,
0.3865903913974762,
0.2381076216697693,
0.0012077323626726866,
0.20324179530143738,
0.06533711403608322,
-0.21954530477523804,
-0.6005198955535889,
0.5498021841049194,
-0.5782222747802734,
-0.13316477835178375,
-0.16231587529182434,
0.5291056036949158,
0.31123608350753784,
-0.7737292647361755,
-0.1637030392885208,
-0.38560545444488525,
-0.5008623600006104,
0.09359682351350784,
0.022757992148399353,
0.12762418389320374,
-0.17093747854232788,
-0.39736196398735046,
-0.35937055945396423,
0.46344950795173645,
0.05512213706970215,
-0.7062690854072571,
-0.0699724555015564,
-0.20024186372756958,
-0.5699065327644348,
0.0651547834277153,
0.033925049006938934,
-0.283332496881485,
-0.2022167295217514,
-0.10195202380418777
] |
In this article, we describe the development and validation of a short (10 item) but comprehensive self-report measure of childhood narcissism. The Childhood Narcissism Scale (CNS) is a 1-dimensional measure of stable individual differences in childhood narcissism with strong internal consistency reliability (Studies 1-4). The CNS is virtually unrelated to conventional measures of self-esteem but is positively related to self-appraised superiority, social evaluative concern and self-esteem contingency, agentic interpersonal goals, and emotional extremity (Study 5). Furthermore, the CNS is negatively related to empathic concern and positively related to aggression following ego threat (Study 6). These results suggest that childhood narcissism has similar psychological and interpersonal correlates as adult narcissism. The CNS provides researchers a convenient tool for measuring narcissism in children and young adolescents with strong preliminary psychometric characteristics.
|
[
-0.009997675195336342,
0.005513171665370464,
-0.013001292943954468,
0.018928054720163345,
0.00510152243077755,
-0.02374429628252983,
0.009935783222317696,
-0.02625933289527893,
-0.007279439829289913,
0.021264348179101944,
-0.006536380387842655,
0.0021361608523875475,
-0.007180944085121155,
0.018283193930983543,
0.040983181446790695,
0.02626819908618927,
0.0009252369636669755,
0.03987250477075577,
0.00744387274608016,
0.01250220276415348,
-0.005045249126851559,
-0.023277778178453445,
0.007926193065941334,
0.001662874361500144,
0.0028286268934607506,
0.013299191370606422,
0.009921891614794731,
-0.0038948338478803635,
0.036876216530799866,
0.012391840107738972,
-0.037461429834365845,
-0.0016584384720772505,
0.009873771108686924,
-0.00021096726413816214,
0.000990099972113967,
-0.020025283098220825,
-0.0032739697489887476,
0.012077011168003082,
-0.0064193434081971645,
-0.004063522908836603,
-0.009103309363126755,
-0.00507200276479125,
0.005267318803817034,
0.004747043363749981,
-0.0033896537497639656,
-0.00019782944582402706,
-0.0020689053926616907,
-0.0035076383501291275,
-0.04027002304792404,
0.008072178810834885,
-0.02517874166369438,
0.034326016902923584,
-0.017194010317325592,
-0.014130819588899612,
-0.005100802518427372,
-0.002678698394447565,
0.016196660697460175,
0.00036017969250679016,
-0.014639150351285934,
-0.013425166718661785,
-0.008524791337549686,
-0.012371618300676346,
-0.008223716169595718,
0.01638546958565712,
-0.012689155526459217,
-0.06744106113910675,
0.0025797749403864145,
-0.022503580898046494,
-0.008241768926382065,
-0.0035367999225854874,
0.007332437671720982,
0.010462453588843346,
-0.010904496535658836,
0.009587300941348076,
-0.03058256208896637,
-0.011596422642469406,
0.0029304595664143562,
-0.0002987436018884182,
0.007449520286172628,
0.005545466672629118,
0.01292382087558508,
0.0019770979415625334,
-0.0055753616616129875,
0.009324070066213608,
0.010471261106431484,
0.000289213377982378,
-0.016580190509557724,
-0.014821269549429417,
0.018677473068237305,
0.029783502221107483,
0.0030408790335059166,
0.02242179960012436,
-0.005185872316360474,
0.0007442552596330643,
-0.010471798479557037,
-0.0336780846118927,
0.019229982048273087,
0.029040616005659103,
0.03454999253153801,
-0.024488307535648346,
-0.023096203804016113,
-0.014077766798436642,
0.020606454461812973,
-0.014836791902780533,
0.0012940466403961182,
0.0073121716268360615,
-0.004585757851600647,
0.005971331615000963,
-0.013212880119681358,
0.005928487982600927,
-0.012130875140428543,
0.004716650117188692,
-0.028861381113529205,
-0.0018069474026560783,
0.015910809859633446,
-0.005569214932620525,
0.008636076003313065,
0.0012449556961655617,
0.005194606259465218,
-0.0012566647492349148,
0.006256953813135624,
0.0035717389546334743,
0.004687434062361717,
-0.025062937289476395,
0.0034026233479380608,
0.028250835835933685,
-0.025734545662999153,
0.005237210541963577,
-0.030589058995246887,
-0.0007531001465395093,
-0.0074507673271000385,
0.009148926474153996,
0.030809367075562477,
-0.0015256940387189388,
-0.030817965045571327,
-0.01664755865931511,
0.01028258167207241,
0.010913439095020294,
0.010058676823973656,
0.004245852120220661,
0.003758153645321727,
0.008128074929118156,
0.003846365725621581,
0.0037861685268580914,
-0.007665626704692841,
0.004141814075410366,
-0.030343515798449516,
0.009096536785364151,
-0.022697435691952705,
-0.016324911266565323,
0.01860174536705017,
-0.024105694144964218,
-0.009070857428014278,
-0.02355220541357994,
0.02798856981098652,
0.014622844755649567,
0.0006041804444976151,
0.0018883817829191685,
-0.006757223978638649,
-0.026365792378783226,
0.014109883457422256,
0.022985175251960754,
0.02780313976109028,
0.00612118374556303,
-0.004374724812805653,
0.003010773565620184,
0.015353298746049404,
0.008527405560016632,
-0.02990032732486725,
0.007152668200433254,
-0.005146758630871773,
0.003423685673624277,
0.024316485971212387,
0.0058064889162778854,
0.025825370103120804,
0.0018995897844433784,
0.01213969849050045,
0.007487705908715725,
-0.009951123967766762,
0.06761118769645691,
0.013101725839078426,
0.005777452606707811,
-0.019187098369002342,
-0.002127761021256447,
0.023813342675566673,
-0.00547398068010807,
0.013584134168922901,
-0.006560717709362507,
-0.01825241558253765,
-0.013692252337932587,
-0.012849424034357071,
0.009306373074650764,
-0.01269993931055069,
0.0022808420471847057,
0.028496507555246353,
0.0048389192670583725,
0.015894411131739616,
0.002563989721238613,
0.011769683100283146,
0.007448107004165649,
-0.007913417182862759,
-0.004909362643957138,
0.019787948578596115,
0.01906251162290573,
-0.009167926385998726,
0.0058957175351679325,
0.032916001975536346,
0.030134333297610283,
0.016714107245206833,
0.001390595454722643,
0.01900877244770527,
-0.03503064811229706,
-0.00036384304985404015,
-0.018254272639751434,
0.008186157792806625,
-0.03427610546350479,
0.0021104328334331512,
0.03680617734789848,
-0.014972396194934845,
-0.016079925000667572,
-0.004184575751423836,
-0.004339664243161678,
0.0007172464393079281,
0.018607746809720993,
0.005843085236847401,
-0.02015068009495735,
0.015892336145043373,
0.004184798803180456,
0.006700454279780388,
0.021270249038934708,
-0.010018525645136833,
-0.006269308738410473,
-0.0037305783480405807,
0.0014419772196561098,
-0.010626336559653282,
0.03455912321805954,
0.0079193701967597,
0.010758611373603344,
0.011177962645888329,
-0.007237587124109268,
-0.02192150242626667,
-0.006128612440079451,
0.013034814968705177,
0.02132372371852398,
0.026035871356725693,
-0.007568178232759237,
-0.008262233808636665,
0.005083600990474224,
0.03127323463559151,
-0.0019423216581344604,
0.0036656749434769154,
0.015497996471822262,
0.02478538639843464,
-0.016809334978461266,
-0.00829913280904293,
-0.013770027086138725,
0.0007925315294414759,
-0.005896925926208496,
0.022688135504722595,
-0.013301022350788116,
0.008673319593071938,
0.007374894805252552,
0.007736929226666689,
0.017478404566645622,
0.0009284382686018944,
0.0019325728062540293,
0.02118759974837303,
0.017461899667978287,
0.011141760274767876,
0.011984087526798248,
0.009560092352330685,
-0.012133991345763206,
-0.0009048464708030224,
-0.08176533877849579,
0.008752444759011269,
-0.0005346483085304499,
0.004115665331482887,
0.008670216426253319,
0.037674516439437866,
0.013805758208036423,
0.030402153730392456,
-0.006828946527093649,
-0.02163124643266201,
-0.00989610143005848,
0.0021287647541612387,
-0.018758343532681465,
0.016830429434776306,
-0.01648191176354885,
-0.0028087187092751265,
0.00745038129389286,
-0.017831359058618546,
-0.021621622145175934,
0.01655406691133976,
-0.015227899886667728,
-0.034622110426425934,
-0.029824700206518173,
0.01150951161980629,
0.01970207691192627,
-0.00505748949944973,
-0.008221067488193512,
-0.007526956498622894,
-0.0271608829498291,
0.012949464842677116,
0.004431121051311493,
0.0005637076683342457,
-0.010333491489291191,
0.00910971686244011,
0.032753802835941315,
0.017062965780496597,
-0.007592025212943554,
-0.0014319620095193386,
0.005263517610728741,
-0.026782013475894928,
0.007774033583700657,
0.0057997871190309525,
-0.007605250924825668,
-0.0066741639748215675,
-0.0009343861602246761,
-0.003533651353791356,
-0.006029568612575531,
0.03709988296031952,
0.016215963289141655,
-0.0260700024664402,
-0.005383737850934267,
-0.0001091173617169261,
0.015186307020485401,
-0.0036041168496012688,
-0.00848190113902092,
0.0010416291188448668,
-0.018359273672103882,
-0.0035949996672570705,
-0.009518129751086235,
0.0045593976974487305,
0.00843483954668045,
-0.02007630467414856,
-0.015566130168735981,
0.016476890072226524,
-0.009518381208181381,
-0.010732900351285934,
0.006200829055160284,
-0.027085479348897934,
-0.01629117876291275,
0.0023118527606129646,
-0.003290690016001463,
-0.020494578406214714,
-0.033208202570676804,
-0.005712844897061586,
0.003954639658331871,
-0.01942499354481697,
-0.010469544678926468,
-0.0020696648862212896,
-0.0011170466896146536,
-0.03067566081881523,
-0.02381891757249832,
0.0004960773512721062,
0.02157681994140148,
-0.0019446701044216752,
-0.0003429295029491186,
-0.004404102452099323,
0.00029826024547219276,
0.017029423266649246,
0.027425110340118408,
-0.010190002620220184,
-0.016944412142038345,
-0.009605839848518372,
0.039211515337228775,
0.011385582387447357,
0.0024937402922660112,
0.037816040217876434,
0.02393205463886261,
0.018363632261753082,
0.017962675541639328,
0.008833574131131172,
0.008579710498452187,
0.0024157660081982613,
0.01830226369202137,
-0.012710647657513618,
0.004401732701808214,
0.010339256376028061,
-0.0027888575568795204,
-0.00024628161918371916,
0.0031166046392172575,
-0.0015046258922666311,
-0.03426128998398781,
0.00262856250628829,
-0.007235505618155003,
0.013379733078181744,
0.011307802051305771,
0.01935247704386711,
0.008792093023657799,
0.0040620798245072365,
0.07231699675321579,
0.006933585740625858,
0.007004225626587868,
-0.012716161087155342,
0.013160593807697296,
-0.010545972734689713,
-0.0038883716333657503,
-0.006574138533324003,
0.0020332748536020517,
-0.020830556750297546,
0.010453766211867332,
0.009329713881015778,
-0.022189302369952202,
0.057567860931158066,
-0.02273530513048172,
0.0024599479511380196,
-0.01684785634279251,
0.006207417231053114,
-0.04461829364299774,
-0.0033499114215373993,
0.028623376041650772,
0.00004766276106238365,
0.0028598362114280462,
0.002330049639567733,
0.026123378425836563,
-0.006461507640779018,
0.006783191114664078,
-0.016649268567562103,
-0.005638083443045616,
0.006377159617841244,
0.0019635180942714214,
0.037930928170681,
-0.004078666679561138,
-0.007736568339169025,
-0.019898565486073494,
-0.02899281308054924,
0.01111977081745863,
-0.038441501557826996,
0.017089515924453735,
-0.003615854773670435,
-0.0005987777840346098,
-0.015815425664186478,
0.005327816586941481,
0.020049123093485832,
0.0006567311356775463,
-0.024845169857144356,
-0.014422032050788403,
-0.0066848620772361755,
-0.000043655047193169594,
-0.009000534191727638,
0.0021233439911156893,
0.005075122695416212,
0.003727482631802559,
0.03578107804059982,
-0.015929915010929108,
-0.021108044311404228,
-0.0005206672940403223,
-0.005299184937030077,
-0.0029473903123289347,
0.0047328881919384,
-0.008468560874462128,
-0.000608874368481338,
0.0016487343236804008,
0.014392329379916191,
-0.021258288994431496,
-0.014024190604686737,
0.015958068892359734,
0.0029144745785743,
-0.001968051539734006,
-0.0313694030046463,
-0.018014296889305115,
0.01733861118555069,
0.014791568741202354,
-0.0063453675247728825,
-0.002490136306732893,
0.018896248191595078,
-0.006797872483730316,
-0.00350166205316782,
-0.014566906727850437,
0.04121981933712959,
-0.03787393122911453,
-0.013753175735473633,
-0.004266450647264719,
-0.002159145660698414,
0.01657819375395775,
0.015019223093986511,
0.016438869759440422,
-0.07453540712594986,
0.006476776208728552,
0.030072426423430443,
-0.010313156060874462,
0.00422266311943531,
0.038369935005903244,
-0.0032542122062295675,
-0.007411787286400795,
-0.039731793105602264,
-0.0047694724053144455,
-0.0022941620554775,
-0.018176408484578133,
-0.00009514275006949902,
-0.005659608170390129,
0.00957717839628458,
-0.002016983926296234,
-0.021005190908908844,
0.0066996668465435505,
0.018745826557278633,
0.008166145533323288,
-0.01649472303688526,
0.01502767764031887,
0.003185826586559415,
0.0014345759991556406,
-0.011572599411010742,
-0.08131398260593414,
0.00013376027345657349,
0.03138669952750206,
-0.0013871043920516968,
-0.03328096866607666,
0.03366260975599289,
0.003713397542014718,
0.002941385842859745,
-0.0017068462911993265,
-0.015511367470026016,
-0.022060692310333252,
0.009876392781734467,
-0.006524631753563881,
0.009643497876822948,
-0.0061454190872609615,
-0.0068414644338190556,
0.026780424639582634,
-0.013132136315107346,
0.010348828509449959,
-0.019282067194581032,
0.011501065455377102,
0.03126796334981918,
-0.00716413976624608,
0.001633443869650364,
-0.010107451118528843,
-0.012492610141634941,
-0.00945633091032505,
0.015624577179551125,
-0.011169766075909138,
0.022549819201231003,
0.011047085747122765,
-0.009076022543013096,
-0.012472886592149734,
-0.015025095082819462,
0.017491895705461502,
-0.006729181855916977,
0.02706555277109146,
-0.03119182586669922,
0.002714429283514619,
-0.01165115088224411,
-0.007271995302289724,
0.01610913686454296,
0.007606802973896265,
0.013932591304183006,
0.014625541865825653,
-0.03289121016860008,
0.0035792936105281115,
-0.0003321371041238308,
-0.015323346480727196,
-0.032247647643089294,
0.010580980218946934,
0.021618012338876724,
0.03884141519665718,
0.03162691742181778,
0.019003231078386307,
0.0298386812210083,
-0.005933465901762247,
0.009684497490525246,
0.01308672409504652,
0.0064762793481349945,
0.004454934969544411,
0.011544184759259224,
-0.007841933518648148,
0.07295824587345123,
-0.013471920974552631,
0.0032420274801552296,
0.03649350255727768,
-0.004211758729070425,
-0.0013266816968098283,
0.02795976586639881,
-0.006003411952406168,
0.006146835163235664,
-0.013044516555964947,
0.0007296029943972826,
-0.007682700641453266,
0.002010830445215106,
0.01231192983686924,
-0.0005900245159864426,
0.026933390647172928,
-0.02070920169353485,
0.01996467635035515,
0.025491507723927498,
0.027090344578027725,
0.021456871181726456,
0.018373891711235046,
-0.004779438953846693,
0.03310669586062431,
0.03043772093951702,
-0.013142001815140247,
0.004035415593534708,
0.027125626802444458,
-0.011731637641787529,
0.015365203842520714,
-0.008642978966236115,
-0.026607833802700043,
0.0010270713828504086,
-0.03610319271683693,
0.01121118851006031,
0.011635259725153446,
0.0132125373929739,
0.001204980886541307,
-0.011662792414426804,
0.0009001581929624081,
0.025881603360176086,
0.0008758037583902478,
0.0003368085017427802,
0.009690951555967331,
-0.012187981978058815,
0.018288547173142433,
0.01955128088593483,
-0.01357550360262394,
-0.0005815939512103796,
0.01883424073457718,
-0.01065447460860014,
0.005245818756520748,
-0.021658699959516525,
-0.020587194710969925,
-0.003574254922568798,
-0.0018936824053525925,
-0.008041204884648323,
0.007597332354635,
-0.01119254156947136,
0.009202571585774422,
0.010215261951088905,
-0.018115807324647903,
-0.002901195315644145,
-0.003851156448945403,
0.007280650082975626,
0.00490681454539299,
-0.008168292231857777,
0.0016253760550171137,
0.0058606937527656555,
0.015446547418832779,
-0.01864585280418396,
-0.0010085562244057655,
0.005456886254251003,
-0.03444477915763855,
0.011614184826612473,
0.023160506039857864,
-0.014719747938215733,
-0.029137201607227325,
-0.00026957737281918526,
0.0070192851126194,
-0.018610771745443344,
0.03279735893011093,
-0.009060138836503029,
-0.034356217831373215,
0.006110093090683222,
0.014675901271402836,
0.011377410963177681,
0.02839452400803566,
-0.00664521474391222,
-0.0017608634661883116,
0.00694775627925992,
0.01211031898856163,
0.0128451157361269,
0.010807197540998459,
0.013305994682013988,
0.033864811062812805,
0.03597422316670418,
0.006391723174601793,
-0.013686507940292358,
-0.008380653336644173,
0.020652275532484055,
0.0208852868527174,
-0.008902974426746368,
0.01860664039850235,
-0.005470041651278734,
-0.002124396152794361,
-0.002351558767259121,
0.01066475361585617,
-0.0155642693862319,
0.003079021582379937,
-0.0013683158904314041,
-0.017776867374777794,
0.012036997824907303,
0.012558167800307274,
0.007578576449304819,
-0.002536629093810916,
-0.0015876879915595055,
0.007850677706301212,
-0.021530037745833397,
-0.01158125139772892,
0.0023195240646600723,
-0.0002560410648584366,
0.00710044801235199,
-0.016876576468348503,
0.009158923290669918,
-0.04266243427991867,
-0.008707229048013687,
-0.0017641430022194982,
0.014355674386024475,
-0.01432985719293356,
0.007315376773476601,
-0.021247485652565956,
0.017352774739265442,
-0.02281196415424347,
-0.03400185704231262,
-0.025627899914979935,
0.005174124147742987,
-0.0022565252147614956,
-0.015380799770355225,
-0.01226465031504631,
0.011606447398662567,
-0.011663313955068588,
0.0018302123062312603,
-0.006747037172317505,
0.007827403955161572,
-0.0031379745341837406,
0.036040086299180984,
0.008641855791211128,
0.007015992887318134,
0.010878587141633034,
0.013455897569656372,
0.02370908111333847,
-0.0037395430263131857,
-0.004304264206439257,
-0.03954676538705826,
0.02447117492556572,
-0.01187936495989561,
0.0016310561913996935,
-0.024284955114126205,
0.011393385007977486,
0.0061270794831216335,
0.004377205856144428,
-0.007714970037341118,
-0.005691526457667351,
0.001728493021801114,
0.01236653421074152,
-0.01347111351788044,
0.028122104704380035,
-0.01961909979581833,
-0.031128354370594025,
0.0248996764421463,
0.019546685740351677,
-0.021540071815252304,
0.02767348662018776,
-0.007290539797395468,
-0.012360597029328346,
0.0013611037284135818,
0.02811814844608307,
-0.03095625340938568,
0.014028253965079784,
0.0027564913034439087,
-0.01030114758759737,
0.01179230771958828,
-0.013029621914029121,
-0.0019605765119194984,
0.013895316049456596,
0.005337722599506378,
-0.029017804190516472,
0.021697761490941048,
0.006675172597169876,
-0.015308581292629242,
0.00866274256259203,
-0.016836971044540405,
0.012738775461912155,
-0.002118478063493967,
0.01812351867556572,
-0.03491988778114319,
0.027903370559215546,
-0.003465746296569705,
-0.011582959443330765,
-0.005039432551711798,
-0.008276605978608131
] |
[
-0.11564148962497711,
0.13197961449623108,
0.13030704855918884,
0.45402792096138,
-0.06813649833202362,
0.5047752857208252,
0.394786536693573,
0.07141698896884918,
-0.31030169129371643,
-0.07696152478456497,
0.0979037657380104,
-0.03575154393911362,
0.35247981548309326,
0.24425183236598969,
-0.2987591028213501,
0.2755061984062195,
0.6650533080101013,
0.2720179259777069,
-0.08967769145965576,
-0.3117373585700989,
-0.7278169393539429,
-0.6807792782783508,
0.23441818356513977,
-0.20659083127975464,
-0.1094452366232872,
0.20189505815505981,
0.4144066274166107,
-0.07497377693653107,
0.06776262074708939,
-0.30112016201019287,
-0.33144813776016235,
0.8787217736244202,
-0.21984602510929108,
-0.5244004130363464,
-0.14390121400356293,
-0.048125259578228,
-0.46887749433517456,
-0.09641674906015396,
-0.12384124100208282,
-0.6962752938270569,
0.27532392740249634,
-0.28952136635780334,
-0.5281340479850769,
0.10648637264966965,
-0.49155864119529724,
-0.27042943239212036,
-1.1548571586608887,
0.0737660750746727,
-0.32315367460250854,
0.013983139768242836,
-0.34917503595352173,
0.4313098192214966,
0.12576329708099365,
-0.011843107640743256,
-0.536618173122406,
0.11925298720598221,
-0.2825883626937866,
-0.329339861869812,
0.321590393781662,
-0.25631052255630493,
0.3201741874217987,
-0.060952577739953995,
0.32085180282592773,
0.14896586537361145,
-0.011005531065165997,
0.2383728176355362,
0.40577012300491333,
0.6141884922981262,
-0.140392005443573,
0.3467682898044586,
-0.003758760867640376,
0.0444328747689724,
-0.10853751748800278,
0.541005551815033,
-0.3194006085395813,
0.3860633671283722,
0.3366999924182892,
-0.4146430790424347,
0.08500741422176361,
-0.05263844132423401,
-0.1857282817363739,
0.13020093739032745,
0.668968677520752,
-0.27251487970352173,
0.44721779227256775,
0.06379301100969315,
0.09315738081932068,
0.6164501309394836,
-0.4293467402458191,
0.3657955527305603,
0.15507261455059052,
0.5718065500259399,
0.5048274397850037,
0.18374599516391754,
0.3544729948043823,
0.5177305936813354,
0.25707346200942993,
-0.40218737721443176,
0.20046290755271912,
-0.3247383236885071,
0.045753300189971924,
-0.1593015491962433,
-0.20193816721439362,
-0.010231970809400082,
-0.4002416431903839,
-0.3537098467350006,
0.2170712649822235,
-0.6990814805030823,
-0.08273976296186447,
-0.17678649723529816,
-0.7941981554031372,
0.3343895673751831,
-0.02622094564139843,
0.16259115934371948,
-0.32128265500068665,
-0.11536252498626709,
0.2053382843732834,
-0.09836148470640182,
-0.34591642022132874,
0.04668591171503067,
-0.21639883518218994,
0.5553643703460693,
-0.20429416000843048,
-0.03207436576485634,
0.5330307483673096,
0.3779488503932953,
0.43616917729377747,
0.05034703016281128,
0.03157249465584755,
0.20588882267475128,
-0.015699563547968864,
0.07007984071969986,
0.21010375022888184,
0.010415499098598957,
-0.10459811985492706,
-0.36624059081077576,
-0.217186838388443,
0.17418520152568817,
0.21229061484336853,
0.5268418192863464,
0.007667435333132744,
-0.7847215533256531,
-0.2196459323167801,
-0.06013520434498787,
0.1871277242898941,
-0.5450964570045471,
-0.1642574667930603,
0.19572022557258606,
-0.2682837247848511,
0.07176762074232101,
0.17877225577831268,
0.3471408784389496,
-0.3610159158706665,
-0.43178099393844604,
0.3149585425853729,
0.14879615604877472,
-0.4042818248271942,
0.22579853236675262,
0.42367491126060486,
0.04180861636996269,
0.15287604928016663,
0.2718302309513092,
-0.6934622526168823,
-0.08815591782331467,
0.18882788717746735,
-0.2225087583065033,
0.30330902338027954,
0.33779680728912354,
-0.323765367269516,
0.16146035492420197,
0.14948616921901703,
-0.16713669896125793,
0.22451438009738922,
-0.19378256797790527,
-0.34204530715942383,
0.08408892899751663,
0.023510858416557312,
0.37142622470855713,
0.3581409454345703,
0.21563546359539032,
-0.4105965495109558,
0.1618659794330597,
0.04739872366189957,
-0.5618483424186707,
0.27579376101493835,
0.13964912295341492,
0.23858366906642914,
-0.3707047402858734,
-0.4381972551345825,
-0.1939552128314972,
-0.03562398627400398,
-0.3695088028907776,
0.6562259793281555,
-0.5454633831977844,
1.249066948890686,
0.10360298305749893,
0.17839352786540985,
1.2740610837936401,
-0.12306652218103409,
-0.08460047841072083,
0.0617121122777462,
-0.37326887249946594,
0.30919528007507324,
0.14031967520713806,
-0.771314263343811,
0.07862865924835205,
-0.003923290409147739,
-0.1730615496635437,
-0.3265736699104309,
-0.17271296679973602,
-0.08939169347286224,
-0.2626059055328369,
-0.28201985359191895,
-0.34961792826652527,
-0.08006680011749268,
0.16188566386699677,
0.21383467316627502,
0.36819663643836975,
-0.09541527926921844,
-0.08916644006967545,
0.7251215577125549,
-0.6733294725418091,
0.4792653024196625,
0.4011419713497162,
-0.26021823287010193,
0.533268928527832,
0.6848742365837097,
0.1691828817129135,
0.6331480741500854,
-0.6655353307723999,
0.04935090243816376,
0.021329661831259727,
0.7403836846351624,
-0.45138296484947205,
-0.087084099650383,
0.341187983751297,
0.052269112318754196,
-0.5364999175071716,
0.0049614752642810345,
-0.0857556015253067,
-0.24025635421276093,
0.43847596645355225,
-0.18756824731826782,
0.7001386880874634,
0.1623692661523819,
-0.07228320091962814,
-0.3175841271877289,
0.26155710220336914,
-0.7237408757209778,
0.4421934187412262,
-0.16148227453231812,
0.7139267325401306,
0.2671007513999939,
-0.1562807708978653,
0.17086946964263916,
0.16609695553779602,
0.3672318160533905,
-0.3481597602367401,
-0.03574495390057564,
-0.04631328210234642,
-0.008203450590372086,
0.2182568907737732,
0.14248311519622803,
0.1551472395658493,
0.007299171295017004,
-0.7497619390487671,
-0.45990273356437683,
-0.5809111595153809,
0.4857369661331177,
0.7432860136032104,
0.5365071892738342,
-0.35556894540786743,
-0.41161805391311646,
0.22303932905197144,
0.049014199525117874,
-0.7435875535011292,
-0.14010785520076752,
0.33806344866752625,
-0.5252251029014587,
-0.399352103471756,
-0.24328748881816864,
0.5900094509124756,
0.7399289608001709,
-0.051243867725133896,
0.5158501267433167,
-0.6370580792427063,
-0.005657346453517675,
-0.3857322931289673,
-0.052734725177288055,
-0.37599891424179077,
0.17847689986228943,
0.33561959862709045,
0.1191762387752533,
-0.25621333718299866,
0.1717592477798462,
0.4541562497615814,
0.1327318549156189,
0.642589271068573,
0.3183004558086395,
-0.06418560445308685,
-0.5135044455528259,
0.22476845979690552,
0.07031185925006866,
-0.12958243489265442,
0.18411749601364136,
-0.054002292454242706,
-0.33446618914604187,
0.14236249029636383,
-6.269212245941162,
0.04572161287069321,
-0.6424132585525513,
-0.2047172635793686,
-0.2932787239551544,
0.5071331262588501,
0.7792519927024841,
-0.26735538244247437,
-0.18569315969944,
0.42203807830810547,
0.4288274943828583,
0.05774794891476631,
0.22881534695625305,
0.34495726227760315,
-0.058085210621356964,
-0.4898732900619507,
-0.20944279432296753,
-0.13429638743400574,
0.018417933955788612,
0.15822075307369232,
0.20240959525108337,
0.3071313798427582,
-0.0865224301815033,
0.3907073140144348,
0.3598233461380005,
0.6336838603019714,
-0.4973747730255127,
-0.056611280888319016,
-0.4254859387874603,
0.1499273180961609,
-0.01008687075227499,
-0.641617476940155,
-0.3369351029396057,
-0.1570480614900589,
-0.024760480970144272,
-0.04987054690718651,
0.24769097566604614,
0.21522952616214752,
0.10037298500537872,
-0.09121613949537277,
-0.19050465524196625,
0.10343465954065323,
0.11232300847768784,
-0.16807176172733307,
0.3359124958515167,
0.24717527627944946,
0.06057686358690262,
-0.3141218423843384,
-0.5782407522201538,
0.40342453122138977,
-0.15024937689304352,
0.026590866968035698,
-0.12998855113983154,
0.055052246898412704,
-0.2402704805135727,
-0.5085300207138062,
-0.13388603925704956,
-0.03936101868748665,
-0.5911523103713989,
0.24292686581611633,
0.2525869309902191,
0.2852053940296173,
0.02913694456219673,
-0.99662184715271,
-0.5068871378898621,
-0.03650465980172157,
-0.8234713673591614,
-0.2873958647251129,
0.3706146776676178,
-0.019125716760754585,
-0.05183764174580574,
-0.2910909652709961,
0.07106417417526245,
-0.6067947745323181,
0.2838379144668579,
-0.5056283473968506,
0.12132587283849716,
0.3480386734008789,
-0.1369187980890274,
-0.10417818278074265,
-0.3842884302139282,
-0.4495019316673279,
0.02312110736966133,
0.40120527148246765,
0.036315347999334335,
0.12296179682016373,
-0.22860325872898102,
0.10201109200716019,
-0.21472138166427612,
0.05068410933017731,
0.6358800530433655,
-0.20171643793582916,
0.26315614581108093,
0.40907564759254456,
0.2220972180366516,
0.5255024433135986,
0.35154610872268677,
0.2884671688079834,
0.397169291973114,
-0.3234206438064575,
0.4664425253868103,
-0.03111444227397442,
0.17924365401268005,
-0.5938841104507446,
-0.28679630160331726,
0.04443152993917465,
0.02222438156604767,
0.002362385857850313,
0.734744131565094,
-0.5958238840103149,
-0.1235077902674675,
-0.32983195781707764,
-0.2129981964826584,
-0.4573493003845215,
0.3408137857913971,
-0.5003094673156738,
-0.23755943775177002,
0.35662251710891724,
0.46962061524391174,
0.14179003238677979,
0.16514275968074799,
0.11267903447151184,
-0.48694220185279846,
0.10766704380512238,
-0.42548879981040955,
-0.6417193412780762,
-0.05900324508547783,
0.42719408869743347,
-0.4169400930404663,
0.19108235836029053,
0.2513248026371002,
0.5598419904708862,
-0.10551374405622482,
0.2853204309940338,
0.15644028782844543,
-0.4751734435558319,
-0.07565025985240936,
0.16328206658363342,
0.05724930018186569,
-0.12918874621391296,
0.7283099889755249,
0.15363441407680511,
-0.23052863776683807,
-0.084271140396595,
0.11807414144277573,
-0.2266865223646164,
-0.09885887801647186,
-0.3081914484500885,
-0.17078129947185516,
-0.1310797482728958,
0.16456066071987152,
-0.3180305063724518,
0.053457655012607574,
0.3134051263332367,
-0.25486472249031067,
0.32910311222076416,
0.6760084629058838,
0.34575700759887695,
-0.5473136305809021,
0.01142373401671648,
0.13253097236156464,
-0.12424452602863312,
-0.9213141202926636,
-0.40240898728370667,
0.29175376892089844,
-0.08517856895923615,
-0.7178268432617188,
-0.18868200480937958,
0.16357187926769257,
0.6054975986480713,
0.3006235361099243,
-0.3389752507209778,
0.1975082904100418,
-0.21354201436042786,
-0.10353437066078186,
0.25332653522491455,
-0.04173442721366882,
-0.030161745846271515,
-0.30450156331062317,
0.12487561255693436,
-0.16065824031829834,
-0.5839104652404785,
-0.35742446780204773,
0.13312651216983795,
0.416392058134079,
0.397621750831604,
0.19245228171348572,
0.3231551945209503,
-0.16482478380203247,
0.19245344400405884,
0.3380802273750305,
-0.35441067814826965,
-0.11594337970018387,
0.02416217513382435,
-0.16288118064403534,
0.014523758552968502,
0.2543754577636719,
0.2573447525501251,
-0.1575915664434433,
0.1861279010772705,
0.059268102049827576,
0.06443211436271667,
-0.3080137073993683,
0.33131811022758484,
0.1466284841299057,
-0.738012433052063,
-0.08474303781986237,
-0.1387093961238861,
-0.5116655826568604,
-0.12001091986894608,
-0.6311789751052856,
-0.3730854392051697,
0.12643928825855255,
0.07028642296791077,
0.06881929188966751,
-0.08369625359773636,
-0.08571002632379532,
-0.7080616354942322,
-0.1709737628698349,
0.38425782322883606,
0.315679669380188,
0.32144349813461304,
-0.4943958818912506,
-0.1775788962841034,
-0.4013978838920593,
-0.15359461307525635,
0.48538699746131897,
-0.840106725692749,
0.174595907330513,
0.048983536660671234,
-0.189984992146492,
0.16122472286224365,
0.39902573823928833,
0.156145840883255,
-0.5040724277496338,
-0.8484885096549988,
0.016535615548491478,
0.13633033633232117,
0.11071563512086868,
0.15730217099189758,
-0.0633309930562973,
0.1514449566602707,
-0.21056385338306427,
-0.4296990931034088,
-0.1374860405921936,
0.2337920069694519,
0.6136572360992432,
-0.6424428820610046,
0.009997684508562088,
0.3097202479839325,
0.2143334299325943,
-0.4970007538795471,
-0.11368836462497711,
0.010675058700144291,
0.8224573731422424,
0.13528408110141754,
-0.2981037497520447,
-0.6734646558761597,
-0.061972666531801224,
-0.11800959706306458,
-0.11816391348838806,
-0.36869972944259644,
-0.15164406597614288,
0.034002576023340225,
-0.05586082860827446,
0.2952464818954468,
-0.2745066285133362,
-0.1101115420460701,
0.2833581268787384,
-0.6709949970245361,
0.32753342390060425,
0.21902728080749512,
0.3527151346206665,
0.6443139910697937,
0.09106655418872833,
0.07818351686000824,
-0.10279451310634613,
0.5424797534942627,
0.07942144572734833,
0.05716912820935249,
0.0654153823852539,
-0.17525210976600647,
-0.04608861356973648,
-0.1374896764755249,
0.04107293114066124,
0.0030023169238120317,
0.17975062131881714,
-0.18098905682563782,
0.06879521161317825,
0.05066892132163048,
-0.3465306758880615,
0.10922054946422577,
-0.5013988018035889,
-0.3164249658584595,
-0.1530281901359558,
-0.165073961019516,
0.13411588966846466,
0.7709721326828003,
-0.06375081092119217,
0.23362888395786285,
-0.6188169717788696,
0.43692871928215027,
0.26832348108291626,
-0.611490786075592,
-0.04273559898138046,
0.1771901547908783,
0.22269214689731598,
-0.38674435019493103,
-0.1726853996515274,
-0.06957986205816269,
0.1414646953344345,
-0.1646985560655594,
0.33854371309280396,
0.03568745777010918,
-0.5505770444869995,
-0.09557554125785828,
-0.290966272354126,
-0.19708788394927979,
0.6595311760902405,
0.43360742926597595,
-0.04970650002360344,
0.5066651701927185,
0.8347920179367065,
-0.1657140552997589,
-0.26650962233543396,
0.4115396738052368,
-0.026397589594125748,
0.11159133911132812,
0.31238284707069397,
0.5484359860420227,
0.42462655901908875,
0.36147621273994446,
-0.3327065110206604,
0.4889090359210968,
0.2110024243593216,
0.04200323671102524,
-0.016216354444622993,
-0.1375257670879364,
-0.09506545215845108,
0.4843617081642151,
0.7638140916824341,
-0.10451829433441162,
-0.34257739782333374,
-0.03263936936855316,
-0.14413952827453613,
0.3163315951824188,
0.2704898715019226,
0.3564058542251587,
-0.04197463020682335,
0.06346380710601807,
-0.02034679800271988,
-0.07499165832996368,
0.13767185807228088,
0.1098313108086586,
-0.02495410293340683,
0.04320512339472771,
0.24997040629386902,
-0.002170020015910268,
-0.4738377034664154,
0.47177207469940186,
-0.19328191876411438,
0.4329945743083954,
0.22788897156715393,
0.11832201480865479,
0.1882757991552353,
-0.20381054282188416,
0.6493392586708069,
0.4082103967666626,
-0.2005811184644699,
0.08150981366634369,
-0.4595203399658203,
-0.15691782534122467,
-0.4295431077480316,
0.3463617265224457,
-0.07103364169597626,
-0.6160362362861633,
-0.11185867339372635,
0.21502506732940674,
0.11513283848762512,
-0.031193040311336517,
0.10653267055749893,
0.011224495247006416,
-0.20457777380943298,
-0.46907371282577515,
0.25769639015197754,
0.1457984894514084,
0.05178242549300194,
0.34431642293930054,
-0.07301497459411621,
0.12024617195129395,
0.17949055135250092,
-0.34111395478248596,
0.1134858950972557,
0.2431263029575348,
-0.2850707769393921,
0.15295061469078064,
-0.2433592826128006,
0.5622040629386902,
0.40234267711639404,
0.11628113687038422,
-0.29327142238616943,
-0.07457491755485535,
-0.5217313170433044,
0.1956043541431427,
-0.617124080657959,
0.38702619075775146,
-0.2815871834754944,
-0.27401599287986755,
-0.3657856285572052,
-0.11100168526172638,
0.043186698108911514,
0.14830277860164642,
-0.3865656554698944,
0.011888907290995121,
-0.18316954374313354,
0.25022146105766296,
0.424481064081192,
-0.36024990677833557,
-0.06301098316907883,
-0.598590612411499,
-0.40583470463752747,
-0.03869215026497841,
0.775223433971405,
-0.08639765530824661,
-0.3423824608325958,
-0.1092124655842781,
0.4053587019443512,
-0.23527298867702484,
-0.16606678068637848,
0.2168538123369217,
-0.4667728841304779,
-0.17726267874240875,
-0.6451898217201233,
0.6216059923171997,
-0.6846498250961304,
0.0586978904902935,
0.24508139491081238,
-0.08883452415466309,
0.1771702766418457,
-0.10772334784269333,
-0.039131131023168564,
-0.4830673336982727,
0.14993077516555786,
0.411874383687973,
0.4358353018760681,
0.5608841180801392,
-0.41816097497940063,
-0.29674476385116577,
-0.389993816614151,
-0.05189257487654686,
-0.03440707176923752,
0.23239348828792572,
-0.2364257425069809,
-0.2871019244194031,
-0.2524805963039398,
-0.059407129883766174,
-0.10696645081043243,
-0.3639472723007202,
-0.019042225554585457,
-0.04675334319472313
] |
Exploring data requires a fast feedback loop from the analyst to the system, with a latency below about 10 seconds because of human cognitive limitations. When data becomes large or analysis becomes complex, sequential computations can no longer be completed in a few seconds and data exploration is severely hampered. This article describes a novel computation paradigm called Progressive Computation for Data Analysis or more concisely Progressive Analytics, that brings at the programming language level a low-latency guarantee by performing computations in a progressive fashion. Moving this progressive computation at the language level relieves the programmer of exploratory data analysis systems from implementing the whole analytics pipeline in a progressive way from scratch, streamlining the implementation of scalable exploratory data analysis systems. This article describes the new paradigm through a prototype implementation called ProgressiVis, and explains the requirements it implies through examples.
|
[
-0.004449849482625723,
0.018759991973638535,
-0.003689174074679613,
0.0009148485260084271,
0.0017896411009132862,
-0.0212177075445652,
0.010133436881005764,
-0.029304563999176025,
-0.008912722580134869,
0.005824105814099312,
-0.017285343259572983,
0.012338444590568542,
0.008673429489135742,
0.028936441987752914,
-0.0018877655966207385,
0.0018127746880054474,
0.0071312421932816505,
0.009196551516652107,
0.006747564300894737,
-0.017356587573885918,
0.018924789503216743,
0.016849759966135025,
0.010698949918150902,
-0.002727140672504902,
-0.015308338217437267,
-0.002071595983579755,
-0.011677959002554417,
0.012614324688911438,
0.014494189992547035,
-0.01736851967871189,
-0.034446731209754944,
0.0072023989632725716,
0.009165039286017418,
0.011991903185844421,
0.012465273961424828,
0.007636639289557934,
-0.004551091697067022,
0.024396050721406937,
-0.015985138714313507,
-0.0034573052544146776,
0.012532403692603111,
-0.0048782071098685265,
0.006422779988497496,
-0.030760951340198517,
-0.011625485494732857,
-0.0005411042366176844,
-0.004612521734088659,
-0.006528628524392843,
-0.01806352660059929,
0.011687744408845901,
-0.011727537959814072,
0.0019093442242592573,
-0.007637443020939827,
0.020971866324543953,
-0.006563602946698666,
-0.025645708665251732,
0.018384471535682678,
-0.026841185986995697,
0.0028970350977033377,
-0.01024479791522026,
-0.002784586511552334,
0.01490001566708088,
0.010462770238518715,
0.00741406437009573,
-0.018837694078683853,
-0.0671520009636879,
-0.0029616286046802998,
0.01480625569820404,
0.008009904995560646,
-0.0021863209549337626,
-0.0314147062599659,
0.004357080906629562,
-0.028347626328468323,
0.010777532123029232,
-0.01718837395310402,
0.008729590103030205,
-0.03150486201047897,
0.01912800408899784,
-0.016798479482531548,
0.003924574702978134,
-0.045881107449531555,
-0.010206986218690872,
0.005809750407934189,
0.011221179738640785,
-0.023560933768749237,
0.017840571701526642,
-0.0044217659160494804,
0.012627342715859413,
0.0009728614240884781,
-0.026748929172754288,
0.0258090291172266,
-0.020346205681562424,
-0.02535364031791687,
0.025299033150076866,
-0.02460050955414772,
0.025897517800331116,
-0.030483534559607506,
-0.005800030659884214,
0.014464491046965122,
-0.0067079016007483006,
-0.017185861244797707,
0.019201114773750305,
0.019770417362451553,
-0.020884796977043152,
-0.016593849286437035,
0.00981142744421959,
-0.020865855738520622,
0.00432031461969018,
0.005317968316376209,
0.004023361951112747,
-0.009079806506633759,
0.0008447058498859406,
0.014796851202845573,
-0.0025705057196319103,
0.01789284683763981,
-0.01820526272058487,
0.016995392739772797,
0.006023557856678963,
-0.002282325876876712,
0.01505810022354126,
0.017537079751491547,
0.0028828552458435297,
-0.0005847738357260823,
-0.011906689032912254,
0.008725672960281372,
-0.00025994726456701756,
0.02351120114326477,
-0.013620852492749691,
0.039056938141584396,
0.005691228434443474,
-0.015642480924725533,
0.014768769964575768,
-0.013986820355057716,
-0.03125917539000511,
0.027059707790613174,
-0.003668587189167738,
-0.04833698645234108,
-0.011097028851509094,
0.01794615015387535,
-0.006540400441735983,
0.010742788203060627,
0.004531311336904764,
0.0019693837966769934,
0.023394029587507248,
-0.0034639304503798485,
-0.0003343538846820593,
-0.005543779581785202,
0.014482473954558372,
0.03930819034576416,
0.02047397941350937,
0.03977455943822861,
0.02039233222603798,
-0.009837780147790909,
-0.012233324348926544,
0.003990134224295616,
0.010638248175382614,
-0.0186251699924469,
-0.023440418764948845,
-0.009876012802124023,
-0.010778147727251053,
0.014811110682785511,
-0.015880556777119637,
0.0034564733505249023,
0.009487295523285866,
-0.008350477553904057,
-0.0006568650715053082,
-0.021758120507001877,
-0.005078792106360197,
-0.026730135083198547,
0.0037640267983078957,
-0.004133210051804781,
0.01996055245399475,
-0.028041817247867584,
0.017135435715317726,
-0.008461146615445614,
-0.017573943361639977,
0.03530210629105568,
0.008144253864884377,
-0.010553666390478611,
0.06726834177970886,
-0.004830384626984596,
0.0010601759422570467,
-0.011284475214779377,
0.012222297489643097,
0.0016000255709514022,
-0.004173566121608019,
0.01691429316997528,
-0.008525505661964417,
0.016953611746430397,
-0.013823936693370342,
-0.02006400004029274,
-0.0031785033643245697,
0.00038131605833768845,
-0.015789784491062164,
-0.011682344600558281,
0.0027387698646634817,
0.02170960232615471,
-0.0032395010348409414,
-0.00821763277053833,
0.01276828721165657,
0.04978276789188385,
0.004909490700811148,
0.021925166249275208,
-0.023296119645237923,
-0.011705983430147171,
0.007555603981018066,
-0.017827384173870087,
-0.014145996421575546,
0.03655156493186951,
0.029238251969218254,
0.019698714837431908,
-0.0014255749993026257,
-0.018472347408533096,
-0.004027931485325098,
-0.016887914389371872,
-0.002167326398193836,
0.016284529119729996,
-0.017996154725551605,
0.000035119010135531425,
-0.011012858711183071,
0.005447644740343094,
0.0029941194225102663,
0.013102319091558456,
-0.012073559686541557,
0.018949877470731735,
-0.007653245702385902,
-0.021851662546396255,
0.00991970207542181,
0.008802170865237713,
-0.011107608675956726,
-0.000669524073600769,
-0.007307708729058504,
-0.013269023969769478,
0.023396406322717667,
0.023907463997602463,
0.019228164106607437,
0.01438748650252819,
-0.04598689079284668,
0.019423626363277435,
-0.01057200413197279,
-0.004996043164283037,
0.007273412309587002,
0.010702705942094326,
-0.03566424548625946,
-0.00322701595723629,
-0.014085434377193451,
0.009039824828505516,
-0.020242542028427124,
0.028223378583788872,
-0.0028848163783550262,
0.0031960164196789265,
0.015546610578894615,
-0.0183514803647995,
-0.015067574568092823,
0.009947063401341438,
-0.003382864873856306,
-0.029300451278686523,
-0.012077732011675835,
0.022760752588510513,
0.00528689194470644,
-0.0017002489184960723,
0.00951195415109396,
0.027860498055815697,
-0.014052744023501873,
-0.028015010058879852,
0.012987651862204075,
0.007502208463847637,
0.007120027672499418,
0.0002727943938225508,
-0.00583853991702199,
0.005363435950130224,
-0.011154308915138245,
-0.0033830893225967884,
-0.0807739794254303,
-0.018801745027303696,
0.012083318084478378,
0.01954236812889576,
0.01033029519021511,
0.016999730840325356,
0.015115942806005478,
0.020154660567641258,
-0.01748446375131607,
0.0018027136102318764,
0.009864049032330513,
-0.0033409730531275272,
-0.013104071840643883,
0.008129083551466465,
0.030152112245559692,
-0.009895920753479004,
0.01143987663090229,
-0.018290432170033455,
-0.010708863846957684,
0.016537662595510483,
0.03402205556631088,
-0.007817193865776062,
0.027630599215626717,
-0.017542198300361633,
-0.00032705022022128105,
-0.008952619507908821,
-0.01925813965499401,
0.013395542278885841,
0.012096756137907505,
-0.006942416541278362,
-0.004420727491378784,
-0.01705961488187313,
-0.009126847609877586,
-0.018878037109971046,
-0.0026503033004701138,
-0.012677767314016819,
-0.009134983643889427,
-0.011019609868526459,
-0.01298760250210762,
-0.010697970166802406,
0.02322940155863762,
0.008168879896402359,
-0.008345475420355797,
-0.0063770972192287445,
0.005174295976758003,
0.015538791194558144,
0.015230288729071617,
-0.03860161826014519,
0.017722303047776222,
0.020167946815490723,
0.041045114398002625,
-0.0066903154365718365,
0.00470286700874567,
0.0009950087405741215,
-0.013565069995820522,
-0.009233358316123486,
-0.02396348863840103,
-0.005194975063204765,
-0.009271709248423576,
-0.011482765898108482,
-0.0035352809354662895,
-0.026818279176950455,
0.0007519819773733616,
-0.003093498293310404,
0.021633576601743698,
-0.010043757036328316,
0.007959888316690922,
-0.0181367639452219,
0.013012144714593887,
0.0006655999459326267,
0.031344570219516754,
-0.002501062350347638,
-0.003309556981548667,
0.007005471270531416,
0.009199734777212143,
-0.014260845258831978,
-0.013858887366950512,
-0.018111638724803925,
0.023292653262615204,
0.009595614857971668,
0.014409726485610008,
-0.0031872540712356567,
0.008844532072544098,
0.008271684870123863,
-0.018595974892377853,
-0.003403587732464075,
0.007321691140532494,
-0.020949576050043106,
0.008566124364733696,
-0.012426631525158882,
0.018891094252467155,
0.022586926817893982,
-0.018308501690626144,
0.002357186283916235,
0.00926361232995987,
-0.0269321259111166,
0.012633643113076687,
0.014924494549632072,
-0.00228916690684855,
0.011035632342100143,
-0.028857477009296417,
-0.005548841319978237,
-0.0028256806544959545,
-0.015515157952904701,
-0.010192799381911755,
0.007891623303294182,
0.0035623153671622276,
0.010394671931862831,
0.012928910553455353,
-0.0031004759948700666,
-0.01607576571404934,
-0.005643540062010288,
-0.00873742438852787,
0.020251834765076637,
0.01334985252469778,
0.0034549394622445107,
-0.018174011260271072,
-0.01001205388456583,
0.0721789002418518,
0.029299158602952957,
0.002605857327580452,
-0.01841379702091217,
-0.005815132521092892,
0.011151650920510292,
-0.024879861623048782,
0.028788704425096512,
0.02363530732691288,
-0.007077004760503769,
0.010674378834664822,
0.04170561954379082,
-0.007985410280525684,
-0.00040468527004122734,
0.008557209745049477,
-0.007968866266310215,
-0.0010339533910155296,
0.0021115215495228767,
0.008315682411193848,
-0.004047760274261236,
-0.006587047595530748,
-0.013226649723947048,
0.0070592742413282394,
-0.005676859989762306,
-0.0003948640078306198,
-0.027100440114736557,
0.005974600091576576,
-0.012931670993566513,
-0.00806762557476759,
0.00835941918194294,
0.016819944605231285,
0.014075745828449726,
-0.0024906527251005173,
-0.005207434296607971,
0.012037903070449829,
0.04138214513659477,
-0.01073856744915247,
0.0034424220211803913,
0.015533670783042908,
0.0064524319022893906,
0.04135259985923767,
-0.017277467995882034,
0.003609315026551485,
0.014989511109888554,
0.008034246042370796,
-0.011232326738536358,
-0.009625374339520931,
-0.006237608380615711,
0.004515000618994236,
0.023131543770432472,
-0.009263686835765839,
-0.003460089908912778,
0.009107429534196854,
0.0093014445155859,
0.020173784345388412,
-0.0009813313372433186,
0.003943511750549078,
-0.01676642894744873,
-0.019267626106739044,
0.015975292772054672,
-0.034368760883808136,
0.018112577497959137,
0.024991663172841072,
-0.0030561047606170177,
-0.007343958597630262,
-0.02756514400243759,
0.004876276478171349,
-0.018290024250745773,
0.01782042533159256,
0.03223826736211777,
0.007894582115113735,
0.0023038089275360107,
-0.005814230535179377,
-0.012910060584545135,
0.005834416951984167,
-0.03442647308111191,
0.029775436967611313,
-0.010437242686748505,
0.005676227621734142,
-0.018154144287109375,
0.009038942866027355,
-0.015600710175931454,
-0.012494351714849472,
0.01634022779762745,
-0.03310655429959297,
0.004180808085948229,
0.018877845257520676,
-0.07369968295097351,
-0.009054988622665405,
0.002585687907412648,
-0.007953174412250519,
0.027775928378105164,
0.014979149214923382,
0.0034424338955432177,
-0.00505714351311326,
0.007686507888138294,
0.0004989391309209168,
0.028142934665083885,
-0.024666815996170044,
-0.001978393644094467,
0.0012413603253662586,
0.009752411395311356,
-0.013137883506715298,
-0.019234109669923782,
0.0048117381520569324,
0.004614157602190971,
0.002023800741881132,
-0.0031622096430510283,
0.022327329963445663,
0.014148514717817307,
0.0002505667507648468,
-0.010215817019343376,
-0.08135048300027847,
-0.018537558615207672,
-0.001570198219269514,
-0.008244585245847702,
-0.0016800039447844028,
-0.011319983750581741,
0.014298368245363235,
-0.026991106569767,
-0.020694062113761902,
-0.013639174401760101,
-0.013400597497820854,
0.002787338336929679,
0.024537034332752228,
0.017529092729091644,
0.00851953960955143,
-0.0017955496441572905,
0.005019133910536766,
-0.015036089345812798,
0.016826706007122993,
0.011078523471951485,
0.0004836614243686199,
0.03374156728386879,
-0.008826162666082382,
0.01219448633491993,
-0.015484081581234932,
-0.01733275130391121,
-0.014593137428164482,
0.00849485769867897,
0.012403169646859169,
-0.04214028641581535,
0.008057805709540844,
-0.0025356675032526255,
-0.008636008948087692,
-0.0001489352434873581,
-0.02318766713142395,
-0.013109049759805202,
-0.003050181083381176,
0.009328251704573631,
-0.013057742267847061,
-0.010394151322543621,
-0.002237938344478607,
0.002191054867580533,
-0.02079128473997116,
-0.02886977046728134,
-0.0033680666238069534,
0.025531569495797157,
0.003997694700956345,
0.000038582191336899996,
0.0026160930283367634,
-0.00707198865711689,
0.0031202398240566254,
-0.02297370322048664,
0.0398755744099617,
0.018043218180537224,
-0.0043687354773283005,
-0.002681391779333353,
-0.0009276026394218206,
0.011418182402849197,
0.011892646551132202,
0.0061899954453110695,
-0.0016100844368338585,
0.03138414025306702,
-0.008056236431002617,
0.072252556681633,
-0.02789928764104843,
0.027617216110229492,
-0.02723517268896103,
0.008609987795352936,
-0.005674905143678188,
-0.01239069178700447,
0.013960393145680428,
-0.014799026772379875,
-0.017694637179374695,
0.0068168179132044315,
0.0008450596360489726,
-0.0030267657712101936,
0.007584945764392614,
0.00630764476954937,
0.005174006801098585,
-0.006220170762389898,
0.05772410333156586,
0.013938520103693008,
-0.009400385431945324,
-0.005876242183148861,
0.0305861234664917,
-0.008940370753407478,
0.0022287610918283463,
0.00048562418669462204,
-0.009262998588383198,
0.0024153636768460274,
0.03732914850115776,
-0.02345634624361992,
-0.02507353201508522,
-0.03138092905282974,
0.001681249588727951,
-0.00033148116199299693,
-0.0038586766459047794,
0.036485642194747925,
-0.0026793654542416334,
0.005648817867040634,
0.006854454055428505,
-0.015287879854440689,
-0.01914762146770954,
-0.024078283458948135,
-0.011661019176244736,
0.0004900621715933084,
0.010436040349304676,
0.01654188334941864,
0.0024217949248850346,
0.03009900636970997,
0.023265983909368515,
0.018945612013339996,
0.010533543303608894,
-0.029629863798618317,
-0.007854767143726349,
-0.012990651652216911,
0.008730629459023476,
0.014519499614834785,
-0.026842622086405754,
0.008565879426896572,
0.008286543190479279,
-0.032978396862745285,
0.0004995018243789673,
0.0007550237933173776,
-0.003854817943647504,
0.0007661145646125078,
0.006266073789447546,
0.01794888824224472,
-0.0007931545842438936,
-0.012331650592386723,
-0.014866003766655922,
-0.002313912846148014,
0.013886230066418648,
0.023327717557549477,
-0.016395585611462593,
0.004121176898479462,
-0.00035368348471820354,
0.007917163893580437,
0.011450065299868584,
0.0019039374310523272,
0.006221011746674776,
0.01342551875859499,
-0.0005391546292230487,
-0.016424186527729034,
0.013176226057112217,
0.007018421310931444,
0.006119198631495237,
0.029689151793718338,
0.008020578883588314,
-0.013424119912087917,
0.007753133773803711,
-0.006871047429740429,
0.0009495198028162122,
0.02218759059906006,
0.0026582549326121807,
0.001893734443001449,
0.0072613912634551525,
0.005216911435127258,
0.0333947092294693,
0.008696750737726688,
0.0009203617228195071,
-0.012540212832391262,
-0.011948458850383759,
-0.018360935151576996,
-0.005108959041535854,
-0.025864537805318832,
-0.004938332363963127,
-0.026837896555662155,
-0.010998991318047047,
0.002262271009385586,
-0.03592770919203758,
-0.014099309220910072,
-0.02088051848113537,
-0.012116438709199429,
-0.016537927091121674,
0.008528809063136578,
-0.0031753440853208303,
0.024377457797527313,
-0.004302839282900095,
-0.025510994717478752,
-0.057911284267902374,
0.0037893932312726974,
-0.0054998863488435745,
-0.01357514038681984,
-0.006055267993360758,
0.009456221014261246,
0.018488341942429543,
0.02621382847428322,
-0.027239087969064713,
-0.013670964166522026,
0.012316163629293442,
-0.004615410231053829,
-0.024962347000837326,
0.010974613018333912,
0.025162603706121445,
0.01904918998479843,
-0.004790099337697029,
-0.003922155126929283,
-0.02526463009417057,
0.033618345856666565,
0.005944991018623114,
-0.025374166667461395,
0.010597918182611465,
0.010570324026048183,
-0.016906965523958206,
0.005887411534786224,
-0.03353879973292351,
0.005867654923349619,
-0.032896652817726135,
0.010046214796602726,
0.04620809108018875,
0.004237889777868986,
-0.002477216999977827,
-0.013912730850279331,
0.022656988352537155,
-0.0053873443976044655,
-0.007750125601887703,
0.010110593400895596,
0.021038740873336792,
0.017979085445404053,
0.004814980085939169,
0.007910046726465225,
0.01709674298763275,
-0.0008118433179333806,
-0.0020269001834094524,
-0.04434683918952942,
0.009669352322816849,
-0.0027088781353086233,
0.021529175341129303,
-0.026259129866957664,
0.023804141208529472,
0.00791259203106165,
-0.003944825381040573,
0.01847679726779461,
0.003407066222280264,
0.011579815298318863,
0.007716669701039791,
-0.021542679518461227,
-0.018624499440193176,
-0.004287185613065958,
0.01294219121336937,
-0.01105834823101759,
0.005205080844461918,
0.0022115386091172695,
-0.014466914348304272,
-0.007418171502649784,
-0.01078188419342041,
-0.017485305666923523,
-0.009579004719853401,
0.0038290442898869514,
-0.02039852738380432,
-0.008727580308914185,
0.02911527082324028,
0.010121617466211319,
0.012118114158511162,
-0.01541168987751007,
0.008127279579639435,
0.0030116152483969927,
-0.002231927588582039,
0.01179654709994793,
-0.003998406697064638,
0.00476073520258069,
0.012013508006930351,
0.008884302340447903,
-0.008975437842309475
] |
[
-0.424966037273407,
0.040657684206962585,
0.06205238774418831,
0.46816903352737427,
0.28863051533699036,
-0.12980404496192932,
0.45380839705467224,
-0.07308003306388855,
-0.07521970570087433,
-0.4249773919582367,
-0.23529502749443054,
0.4087100923061371,
-0.010604088194668293,
-0.09713569283485413,
-0.12373065203428268,
0.44578221440315247,
0.4481969475746155,
-0.20607590675354004,
-0.29618504643440247,
-0.32096242904663086,
-0.1844988316297531,
0.0808618813753128,
0.209316223859787,
-0.1606559306383133,
0.2016606330871582,
-0.4746820330619812,
0.07029411196708679,
0.39326950907707214,
-0.3946273922920227,
-0.4540484547615051,
-0.5208443999290466,
-0.12093312293291092,
-0.30901360511779785,
-0.25029340386390686,
0.33674952387809753,
0.30965396761894226,
0.009595835581421852,
-0.14811277389526367,
0.07690511643886566,
-0.3350251019001007,
0.04054931551218033,
0.4114122986793518,
-0.4638369679450989,
0.2092190682888031,
-0.4760444462299347,
-0.5170034766197205,
-1.2540961503982544,
-0.2206050604581833,
-0.3502325415611267,
-0.1300765722990036,
-0.6323198676109314,
0.5659546256065369,
0.5365391373634338,
0.08571279048919678,
-0.29966986179351807,
0.18754389882087708,
0.10418754070997238,
-0.23852048814296722,
-0.0884779691696167,
-0.39965763688087463,
0.5203027129173279,
-0.24140247702598572,
-0.31346622109413147,
0.13356682658195496,
-0.017905689775943756,
0.14507533609867096,
-0.20087487995624542,
-0.5541293621063232,
-0.3078734874725342,
-0.20173926651477814,
0.3652532994747162,
-0.3721122145652771,
-0.33659079670906067,
0.6228317022323608,
-0.5301564335823059,
0.10663841664791107,
0.4321776032447815,
-0.01831991784274578,
0.18468773365020752,
-0.05540904402732849,
-0.33075156807899475,
0.2936529815196991,
0.43745189905166626,
-0.4404788315296173,
0.5589211583137512,
0.0046597933396697044,
0.12443710118532181,
0.5243028402328491,
-0.325838565826416,
-0.05920888110995293,
0.3479795455932617,
-1.136116623878479,
0.1720728874206543,
0.3874623775482178,
0.43358054757118225,
-0.020366555079817772,
0.29806020855903625,
0.17156878113746643,
0.23098614811897278,
0.2767823040485382,
-0.17653994262218475,
-0.5807016491889954,
0.27852192521095276,
0.21929587423801422,
-0.040911536663770676,
-0.454160213470459,
-0.2255716323852539,
-0.4642660319805145,
-0.5337128043174744,
0.23997679352760315,
-0.7406487464904785,
0.5395246744155884,
-0.09888104349374771,
-0.025386566296219826,
-0.4745878279209137,
-0.08406928926706314,
-0.3397359848022461,
0.06580600142478943,
-0.32541972398757935,
0.1693587750196457,
0.0684289038181305,
0.9199815988540649,
0.2620500326156616,
0.059934671968221664,
0.04933382198214531,
-0.0018386495066806674,
0.8203285336494446,
0.6804657578468323,
-0.17783840000629425,
0.23780125379562378,
0.39445626735687256,
0.6750598549842834,
0.03368784114718437,
-0.2275819480419159,
-0.3944084346294403,
0.025837913155555725,
0.45726630091667175,
0.1588556319475174,
0.24962279200553894,
-0.17046743631362915,
-0.34487485885620117,
-0.7073867321014404,
0.059153929352760315,
-0.26630115509033203,
0.20314288139343262,
-0.4064580798149109,
-0.06395557522773743,
-0.2903577983379364,
-0.2850092053413391,
-0.15861091017723083,
-0.1750442385673523,
0.1666061282157898,
-0.8005880117416382,
-0.10842582583427429,
-0.10648493468761444,
0.3334481716156006,
-0.20748549699783325,
-0.23755578696727753,
-0.009843077510595322,
0.08862907439470291,
0.20281757414340973,
-0.027468716725707054,
-0.5617551803588867,
-0.20281386375427246,
0.31541335582733154,
-0.29783353209495544,
0.6892666220664978,
0.3983636498451233,
0.22149385511875153,
0.048749275505542755,
-0.1777394413948059,
0.09490664303302765,
0.1204056665301323,
-0.511610746383667,
-0.22056621313095093,
0.4991222620010376,
0.47533950209617615,
0.44673752784729004,
0.3638661503791809,
-0.21945928037166595,
-0.6373496055603027,
0.020027346909046173,
-0.23291894793510437,
-0.2761542499065399,
0.056185465306043625,
-0.46785613894462585,
0.16869841516017914,
0.13452942669391632,
-0.485108345746994,
-0.28360408544540405,
-0.5030292868614197,
-0.11192140728235245,
0.1020226925611496,
-0.928876519203186,
1.133790373802185,
-0.3636171519756317,
-0.26149430871009827,
1.4436105489730835,
-0.137121319770813,
0.4130420982837677,
0.035820044577121735,
0.13868184387683868,
0.295277863740921,
-0.041743598878383636,
-0.36906149983406067,
0.10900697857141495,
0.22929100692272186,
-0.02861585095524788,
-0.5690487623214722,
0.3775535225868225,
0.016161508858203888,
-0.13303107023239136,
0.07637578994035721,
0.06504999846220016,
0.27235665917396545,
0.3596152663230896,
-0.42523911595344543,
0.17862145602703094,
0.09526620805263519,
-0.09974237531423569,
0.3978845775127411,
-0.2046361118555069,
0.14429210126399994,
0.6996713876724243,
-0.3784390091896057,
0.18671494722366333,
0.7573432922363281,
0.5024320483207703,
0.8842721581459045,
-0.9253805875778198,
-0.010636996477842331,
-0.17660991847515106,
0.14785584807395935,
-0.6557480096817017,
-0.4329034090042114,
0.05093930661678314,
0.2797825038433075,
-0.3205375373363495,
0.34533458948135376,
-0.19305159151554108,
-0.07220999151468277,
-0.16019918024539948,
-0.13811390101909637,
0.6167279481887817,
0.23438425362110138,
0.019566135480999947,
-0.33731919527053833,
0.5000582337379456,
-0.4518708884716034,
-0.289390504360199,
-0.017309395596385002,
0.7622590661048889,
-0.1162261962890625,
-0.44453850388526917,
-0.039636265486478806,
-0.32136234641075134,
-0.334409236907959,
-0.12545157968997955,
0.5249475240707397,
0.07876855134963989,
0.04641210660338402,
0.3110139071941376,
0.025278113782405853,
0.007314133923500776,
0.04557395726442337,
-0.19819162786006927,
-0.3318980038166046,
-0.608322024345398,
0.4669891893863678,
1.0907291173934937,
-0.24768660962581635,
0.1161290630698204,
-0.5046564936637878,
0.624655544757843,
-0.23965029418468475,
-0.5995652079582214,
0.6310760378837585,
0.2857036292552948,
-0.5638496279716492,
-0.3455325961112976,
0.22286982834339142,
0.41281643509864807,
0.47510284185409546,
-0.08761905133724213,
-0.3512221872806549,
-0.34294137358665466,
0.3370909094810486,
-0.24886810779571533,
-0.5043281316757202,
0.3917487561702728,
-0.2955877184867859,
0.13585594296455383,
-0.2885964810848236,
-0.21175287663936615,
0.6746388673782349,
0.4534308910369873,
0.16387078166007996,
-0.3604182302951813,
0.45838093757629395,
-0.038834068924188614,
-0.421386182308197,
-0.2807992398738861,
-0.20024441182613373,
-0.12481062859296799,
-0.31984779238700867,
-0.5505466461181641,
-0.1749914139509201,
0.3376060128211975,
-5.984625816345215,
-0.1464393138885498,
-0.5797322392463684,
-0.27518922090530396,
-1.235872745513916,
-0.07696385681629181,
0.7638716101646423,
-0.1102248802781105,
0.08604650944471359,
-0.17316652834415436,
0.04582887142896652,
0.2961278259754181,
0.08878674358129501,
0.5426790714263916,
-0.012157903052866459,
0.07919751107692719,
0.5784200429916382,
0.4651722013950348,
-0.23965822160243988,
0.005197644233703613,
0.1704142540693283,
-0.05350198969244957,
0.00992464181035757,
0.6287375688552856,
0.6198097467422485,
0.03539520874619484,
-0.13800325989723206,
0.5937070846557617,
0.021452486515045166,
-0.041058868169784546,
0.23089417815208435,
-0.4635603427886963,
-0.05680205672979355,
-0.11454032361507416,
0.4916403591632843,
0.6178552508354187,
0.4115432798862457,
-0.018329491838812828,
0.5690041184425354,
-0.10340327024459839,
0.26504823565483093,
0.35294580459594727,
0.17146480083465576,
0.03899285942316055,
0.22299645841121674,
-0.39254629611968994,
-0.2317810356616974,
0.21440164744853973,
0.10182086378335953,
0.2862059473991394,
-0.3800472617149353,
0.097649484872818,
0.1343502700328827,
0.13882985711097717,
0.26626402139663696,
0.01301898155361414,
0.42900019884109497,
-0.40008389949798584,
-0.1516561508178711,
0.35665783286094666,
0.3894954323768616,
-0.515748918056488,
-0.2490200400352478,
-0.7915530204772949,
0.032354697585105896,
-0.043778665363788605,
-0.3428874909877777,
-0.47312021255493164,
0.12081190198659897,
0.3094933331012726,
-0.5378373861312866,
0.13707347214221954,
0.6890820264816284,
-0.618439257144928,
0.28666022419929504,
-0.26488789916038513,
0.20802141726016998,
0.15116383135318756,
-0.0728411003947258,
0.2411152869462967,
-0.3695925176143646,
-0.3583391010761261,
-0.3884264826774597,
-0.04318414255976677,
0.16841378808021545,
-0.8943490982055664,
-0.2354246824979782,
-0.09055008739233017,
-0.12196335196495056,
0.4640788435935974,
0.7845045328140259,
-0.3953854739665985,
0.3303242027759552,
-0.22153685986995697,
0.1188671886920929,
0.8097988367080688,
0.46201804280281067,
0.11376216262578964,
0.5910724401473999,
-0.12488426268100739,
0.3478618562221527,
0.25164154171943665,
0.22112484276294708,
-0.7729130387306213,
-0.20641352236270905,
0.10034026205539703,
-0.7150231003761292,
0.3445547819137573,
0.8193997740745544,
-0.38055741786956787,
-0.5796727538108826,
0.4209771156311035,
-0.3253321051597595,
0.0653570294380188,
-0.05546016991138458,
0.09620100259780884,
-0.3367193937301636,
0.23338504135608673,
-0.0647626593708992,
-0.05934165045619011,
-0.43889549374580383,
-0.08739667385816574,
-0.16985183954238892,
-0.11537666618824005,
0.36849382519721985,
-0.11038962751626968,
0.2908572852611542,
0.4517498314380646,
0.2146175503730774,
0.19567805528640747,
0.3120717704296112,
0.5537058115005493,
-0.22143131494522095,
0.10762224346399307,
0.275227427482605,
-0.9798418879508972,
0.4081534445285797,
0.29348137974739075,
0.08581514656543732,
-0.35321757197380066,
0.04699735715985298,
-0.05001436918973923,
0.10811764001846313,
0.06396280229091644,
0.12079232186079025,
0.11840882152318954,
0.1780797392129898,
-0.2795436978340149,
-0.2374313473701477,
0.44143402576446533,
-0.4076502323150635,
-0.31822431087493896,
0.22886037826538086,
-0.14081814885139465,
0.22011223435401917,
-0.19279450178146362,
-0.06066249683499336,
-0.3272494673728943,
0.358477920293808,
-0.11628299951553345,
0.2314355969429016,
-0.19590096175670624,
-0.8434074521064758,
0.059603460133075714,
0.07489746063947678,
0.13801774382591248,
-0.6694616079330444,
-0.34775590896606445,
-0.2358655333518982,
0.14750486612319946,
0.0003928199294023216,
-0.5071011781692505,
-0.10031431168317795,
-0.5117466449737549,
0.034966230392456055,
-0.44165581464767456,
0.058789946138858795,
0.27238723635673523,
-0.1547023355960846,
0.04215765371918678,
-0.0073285638354718685,
-0.6897013783454895,
0.04663926362991333,
0.2602100372314453,
0.5997645258903503,
-0.3577704429626465,
0.20712441205978394,
0.40145954489707947,
-0.23817768692970276,
-0.4448568820953369,
-0.16897860169410706,
0.3477760851383209,
0.7727900147438049,
-0.2846076488494873,
0.34016886353492737,
-0.31999000906944275,
0.5006868243217468,
0.5844377875328064,
-0.27919894456863403,
-0.2584878206253052,
0.0955585315823555,
-0.042892761528491974,
-0.3697691857814789,
0.4612487554550171,
0.3724699020385742,
-0.4128953814506531,
0.19381047785282135,
-0.19610723853111267,
-0.20672689378261566,
0.2712228000164032,
-0.5441142916679382,
-0.21330447494983673,
-0.014834397472441196,
-0.12515689432621002,
-0.1118895411491394,
0.44689226150512695,
0.30588480830192566,
-0.3598661422729492,
-0.2745566666126251,
0.3768783211708069,
0.43060335516929626,
-0.024150768294930458,
-0.668675422668457,
-0.029154591262340546,
-0.08676725625991821,
-0.0038751454558223486,
0.2899501919746399,
-0.5025201439857483,
-0.2736264765262604,
-0.072219617664814,
-0.06337272375822067,
-0.383045494556427,
0.10283438861370087,
-0.04340469837188721,
-0.11932793259620667,
0.04636387899518013,
0.018528060987591743,
0.3649948835372925,
-0.06916281580924988,
0.181214839220047,
0.020500322803854942,
0.5891240835189819,
-0.04691598191857338,
-0.14565862715244293,
-0.04189491271972656,
0.5785701870918274,
0.05410921201109886,
-0.531965970993042,
-1.4240446090698242,
0.18245987594127655,
0.7916657328605652,
0.06430865824222565,
-0.019058767706155777,
0.12277614325284958,
0.45233410596847534,
-0.24233177304267883,
-0.4825479984283447,
-0.26496008038520813,
0.028684034943580627,
0.5429574847221375,
0.5654594302177429,
-0.5057451725006104,
-0.6994810104370117,
-0.4084911644458771,
0.5014506578445435,
0.41625720262527466,
-0.2706815302371979,
-0.5827261209487915,
0.17236588895320892,
-0.6922876238822937,
0.0869959220290184,
0.15300963819026947,
-0.011425741948187351,
0.08952201157808304,
-0.0993589460849762,
0.002738481853157282,
-0.35056400299072266,
0.11949963867664337,
-0.2806757688522339,
-0.18005944788455963,
0.05943342670798302,
0.06547492742538452,
-0.06793829053640366,
-0.6892299056053162,
0.3458244800567627,
-0.4494166970252991,
0.3972901999950409,
0.11112452298402786,
-0.018173951655626297,
-0.3187558054924011,
-0.5165146589279175,
0.047542084008455276,
-0.5778388381004333,
0.2720184922218323,
0.13443470001220703,
0.28651636838912964,
0.3112401068210602,
0.1018032506108284,
-0.13418173789978027,
-0.3902408182621002,
0.1714249849319458,
0.3745921850204468,
0.5082054138183594,
-0.7612161636352539,
0.44627806544303894,
0.2829892933368683,
0.13944119215011597,
0.2581082582473755,
0.09579877555370331,
-0.07640060782432556,
0.5653235912322998,
0.3435284197330475,
0.29740163683891296,
0.7759865522384644,
0.06276601552963257,
-0.19292576611042023,
0.30785030126571655,
0.07278936356306076,
0.5831957459449768,
0.2988002896308899,
-0.26337704062461853,
0.43803876638412476,
0.43940457701683044,
-0.5129608511924744,
-0.23332878947257996,
0.10898736864328384,
-0.37667781114578247,
0.32813578844070435,
0.43683838844299316,
0.2809123396873474,
0.40747734904289246,
0.5367744565010071,
0.16818538308143616,
0.5268347859382629,
-0.625673770904541,
0.23171348869800568,
0.39799728989601135,
-0.6337707042694092,
-0.13957558572292328,
-0.21136300265789032,
1.0490007400512695,
0.15011774003505707,
-0.5382331609725952,
-0.029439300298690796,
-0.492626428604126,
0.7698876857757568,
0.7314693331718445,
0.2981351912021637,
-0.5401034951210022,
0.48911961913108826,
0.3143387734889984,
0.08139816671609879,
0.11425040662288666,
-0.02573533169925213,
-0.16605955362319946,
-0.6991789937019348,
0.4029468297958374,
-0.20646415650844574,
0.15659338235855103,
0.3806610405445099,
0.3508480191230774,
0.48384034633636475,
-0.23151348531246185,
-0.45734402537345886,
-0.3378348648548126,
-0.21842670440673828,
0.4555957019329071,
0.01575041376054287,
0.5077039003372192,
-0.0339987650513649,
-0.02795836515724659,
0.778811514377594,
-0.06290754675865173,
-0.1592099517583847,
-0.06199680268764496,
-0.9435877799987793,
0.4809407889842987,
-0.03616628795862198,
0.12657703459262848,
-0.02976381778717041,
-0.10592443495988846,
-0.10404421389102936,
-0.1896209865808487,
-0.09043514728546143,
-0.3296206593513489,
-0.18926554918289185,
-0.06112966686487198,
-0.150272399187088,
-0.2786213755607605,
-0.43170756101608276,
-0.16547901928424835,
-0.5918786525726318,
-0.6686030626296997,
-0.030245520174503326,
0.09064381569623947,
-0.5216376781463623,
-0.05531453341245651,
0.7075023055076599,
0.3020172417163849,
0.5532205104827881,
-0.16338182985782623,
-0.15258018672466278,
0.5518020391464233,
0.606164276599884,
-0.3803912401199341,
0.3449327051639557,
-0.7538473606109619,
-0.13272137939929962,
-0.9528743624687195,
-0.0588553212583065,
0.6957120895385742,
0.2145368605852127,
-0.3087262809276581,
0.42567670345306396,
0.2038240134716034,
-0.38518112897872925,
-0.08009965717792511,
-0.21372011303901672,
0.43641412258148193,
-0.3078288435935974,
-0.21337713301181793,
-0.3331565260887146,
0.27105143666267395,
0.06043905019760132,
-0.050128024071455,
-0.3228735029697418,
0.06224644556641579,
0.16834451258182526,
-0.20167061686515808,
0.19340239465236664,
-0.18431724607944489,
-0.4365827441215515,
-0.31518715620040894,
0.5812401175498962,
-0.32130658626556396,
-0.40617695450782776,
0.06704320758581161,
0.346382200717926,
0.6617943644523621,
-0.47280582785606384,
-0.2575470507144928,
0.2216690629720688,
0.05043258145451546,
0.7973166108131409,
-0.3863857090473175,
0.3200596272945404,
-0.11296381801366806,
-0.3535112142562866,
-0.5427502989768982,
0.7516332268714905,
-0.09104160964488983,
0.1604403555393219,
0.07499450445175171,
-0.24769195914268494,
-0.45277920365333557,
0.03247838094830513,
0.39491602778434753,
-0.5299506783485413,
-0.6888455748558044,
0.15980924665927887
] |
Human sensing enables intelligent vehicles to provide driver-adaptive support by classifying perceived workload into multiple levels. Objective of this study is to classify driver workload associated with traffic complexity into five levels. We conducted driving experiments in systematically varied traffic complexity levels in a simulator. We recorded driver physiological signals including electrocardiography, electrodermal activity, and electroencephalography. In addition, we integrated driver performance and subjective workload measures. Deep learning based models outperform statistical machine learning methods when dealing with dynamic time-series data with variable sequence lengths. We show that our long short-term memory based recurrent neural network model can classify driver perceived-workload into five classes with an accuracy of 74.5%. Since perceived workload differ between individual drivers for the same traffic situation, our results further highlight the significance of including driver characteristics such as driving style and workload sensitivity to achieve higher classification accuracy.
|
[
-0.007078363094478846,
0.009250017814338207,
-0.01843779906630516,
0.006245150230824947,
0.01023998111486435,
-0.0077536446042358875,
0.012827271595597267,
-0.003658100962638855,
-0.011707841418683529,
0.027796633541584015,
-0.005855788476765156,
0.02046133205294609,
0.010130954906344414,
0.015184598974883556,
0.028442081063985825,
0.009695218876004219,
-0.02046489343047142,
0.002846113406121731,
0.002306437585502863,
-0.016119355335831642,
0.020337041467428207,
0.02018764615058899,
0.011938842013478279,
0.008867891505360603,
-0.018063630908727646,
0.0007189293392002583,
-0.010575499385595322,
-0.026711169630289078,
0.03172726184129715,
0.0010120724327862263,
-0.017024992033839226,
-0.012308892793953419,
-0.014471588656306267,
0.03848513588309288,
0.00033511267974972725,
-0.01121080107986927,
-0.0024022096768021584,
0.021940074861049652,
-0.011560298502445221,
-0.0041382769122719765,
-0.012246770784258842,
-0.014337047934532166,
0.007956394925713539,
-0.019430600106716156,
-0.012858087196946144,
0.005672692786902189,
-0.008070161566138268,
0.008866575546562672,
-0.00796731561422348,
0.00953986681997776,
-0.013215690851211548,
-0.0027249078266322613,
-0.0007964798132888973,
-0.00103706493973732,
-0.008263124153017998,
0.006908883806318045,
0.022000394761562347,
0.014384307898581028,
-0.02622992917895317,
0.004130482207983732,
-0.010930937714874744,
0.018720943480730057,
-0.04457573965191841,
-0.023972371593117714,
-0.008573787286877632,
-0.06658051908016205,
-0.0004932982847094536,
-0.022160859778523445,
-0.0007728100754320621,
0.0217838566750288,
-0.022466735914349556,
0.012656347826123238,
-0.02445146068930626,
0.013706095516681671,
-0.02120082639157772,
0.01904648169875145,
-0.004588419571518898,
-0.012912255711853504,
-0.000999942421913147,
-0.007966361939907074,
0.025082316249608994,
0.00260788737796247,
0.0240749791264534,
0.02887181006371975,
-0.01845579594373703,
-0.002045072615146637,
0.0021687159314751625,
-0.00011181598529219627,
0.006533139385282993,
0.026457950472831726,
-0.007019613403826952,
0.009882343001663685,
0.006593296770006418,
-0.005691667553037405,
-0.01245349645614624,
0.02347213216125965,
-0.016574367880821228,
0.008301226422190666,
0.007794353179633617,
-0.025345029309391975,
0.0047834329307079315,
0.012017770670354366,
0.02648872509598732,
-0.013318939134478569,
-0.0018171474803239107,
0.010040370747447014,
0.005198975093662739,
0.02063453197479248,
-0.02959260530769825,
0.005780023522675037,
0.015952764078974724,
0.03857419639825821,
-0.009984335862100124,
0.04485584795475006,
-0.005235255695879459,
-0.026117833331227303,
0.017723336815834045,
0.01615035906434059,
0.0005377947818487883,
-0.010027558542788029,
-0.0020494037307798862,
0.015657298266887665,
-0.002507286611944437,
0.038500815629959106,
0.0052170539274811745,
0.012842364609241486,
0.018073944374918938,
0.020855490118265152,
0.012716904282569885,
-0.0011899040546268225,
-0.013608934357762337,
0.002493029460310936,
0.0030988152138888836,
0.005654982291162014,
-0.004217775538563728,
-0.011541752144694328,
-0.019063662737607956,
-0.012438710778951645,
-0.005609006155282259,
-0.02264682576060295,
0.008264056406915188,
0.013451296836137772,
-0.0016749895876273513,
0.019445210695266724,
0.026269366964697838,
-0.011646406725049019,
0.006049351301044226,
0.0023575429804623127,
-0.0135352723300457,
0.006352539639919996,
0.0015392322093248367,
-0.03053654357790947,
-0.02941880002617836,
-0.030339179560542107,
-0.0006122409831732512,
-0.00605865940451622,
-0.01472601667046547,
-0.007874244824051857,
-0.009158942848443985,
-0.03999169543385506,
0.000925394706428051,
-0.023487184196710587,
0.031721942126750946,
0.010216192342340946,
0.0019323178566992283,
0.011201221495866776,
-0.001901867799460888,
-0.0036355252377688885,
0.01673397794365883,
0.005738670472055674,
-0.0009704588446766138,
0.0324162095785141,
-0.00932602770626545,
0.017029758542776108,
-0.012208729982376099,
0.000008287141099572182,
0.031706955283880234,
0.007888555526733398,
-0.012772630900144577,
0.06676644086837769,
0.021926524117588997,
-0.014020624570548534,
-0.009372186847031116,
0.03255238011479378,
0.00407285476103425,
-0.025594495236873627,
0.017767880111932755,
-0.011616256088018417,
0.013554412871599197,
-0.011775961145758629,
-0.013005351647734642,
0.0034535368904471397,
0.011880974285304546,
-0.021844491362571716,
0.0010670032352209091,
0.004114302806556225,
0.032881516963243484,
-0.006107121706008911,
-0.014214958064258099,
-0.01533236913383007,
-0.02405117079615593,
-0.01549607329070568,
0.004447637125849724,
-0.008597739040851593,
-0.01809331215918064,
0.00962500274181366,
0.02298141084611416,
0.005902847275137901,
-0.010030925273895264,
0.0015554572455585003,
0.03813145309686661,
-0.008606384508311749,
-0.018105287104845047,
-0.0005439266096800566,
0.030778847634792328,
-0.008416743949055672,
-0.01128008496016264,
0.019638925790786743,
-0.011963771656155586,
-0.016232069581747055,
0.002993685193359852,
0.008181539364159107,
0.04577077552676201,
-0.006519922520965338,
0.010196059010922909,
0.004502692259848118,
-0.005108938552439213,
0.010396291501820087,
-0.007457598112523556,
-0.01273585669696331,
-0.004827072378247976,
-0.009173153899610043,
-0.014074953272938728,
-0.011664408259093761,
0.05607881769537926,
0.01955253630876541,
0.017016276717185974,
-0.024687297642230988,
0.008233286440372467,
-0.009759971871972084,
-0.011943056248128414,
-0.011509745381772518,
0.04842052236199379,
-0.03660113364458084,
0.009565920569002628,
0.015587623231112957,
-0.02309734746813774,
-0.004770183935761452,
-0.010674957185983658,
0.009644308127462864,
0.007389174774289131,
0.011413306929171085,
0.0006251041777431965,
-0.007737046107649803,
-0.011025594547390938,
0.003184441477060318,
0.000548205804079771,
0.008933372795581818,
0.026993365958333015,
-0.020842619240283966,
0.0071231466718018055,
0.01043704990297556,
-0.007514383643865585,
0.00804336741566658,
-0.016375955194234848,
0.02956756018102169,
0.006224257405847311,
-0.0025352444499731064,
-0.01551089808344841,
0.019680174067616463,
0.005964128766208887,
-0.016024373471736908,
-0.00321927759796381,
-0.08061932027339935,
-0.010222440585494041,
-0.0043943654745817184,
0.012324879877269268,
0.0164773091673851,
0.018304497003555298,
0.006409111432731152,
0.031086210161447525,
-0.01451319269835949,
0.0025804005563259125,
0.008342252112925053,
0.009462578222155571,
-0.016488537192344666,
0.028881192207336426,
-0.002839829307049513,
-0.01774061843752861,
0.013296778313815594,
-0.032805394381284714,
0.000998274888843298,
-0.007039118558168411,
-0.016472306102514267,
-0.021340910345315933,
-0.006502530537545681,
-0.012330681085586548,
0.007638882379978895,
-0.0061919791623950005,
0.00577628705650568,
-0.011446066200733185,
0.020489007234573364,
0.012389430776238441,
0.024553565308451653,
-0.0034896074794232845,
-0.022570468485355377,
0.01584993489086628,
0.008278116583824158,
-0.01879042200744152,
-0.008358171209692955,
-0.008548283949494362,
-0.007326191291213036,
0.03436371311545372,
0.019186729565262794,
0.005847595632076263,
-0.013316843658685684,
0.006296345964074135,
-0.001446385751478374,
-0.004664639942348003,
0.003165145870298147,
-0.010079752653837204,
0.020136063918471336,
-0.014699799939990044,
0.028538139536976814,
-0.007154577411711216,
-0.004420671612024307,
0.01571562886238098,
-0.018013883382081985,
0.006422214675694704,
-0.0050613353960216045,
0.008391777984797955,
-0.007532273419201374,
-0.01430165208876133,
0.004184765741229057,
0.016872677952051163,
-0.02853601612150669,
0.009106007404625416,
0.036372654139995575,
-0.014750516042113304,
0.008656308986246586,
-0.0019396666903048754,
0.005830099806189537,
0.005793394520878792,
0.007921753451228142,
-0.006834386847913265,
-0.021659813821315765,
0.002646045293658972,
-0.004927793517708778,
-0.017429526895284653,
-0.021836016327142715,
-0.010591244325041771,
0.007112069055438042,
-0.017419833689928055,
0.0004818676970899105,
0.01998521201312542,
-0.001471586525440216,
0.005513732321560383,
-0.031805284321308136,
-0.01663876511156559,
-0.000036303652450442314,
0.007603983394801617,
0.013561013154685497,
-0.013946754857897758,
0.005478857550770044,
0.01629147306084633,
0.009979136288166046,
0.005983690731227398,
-0.00010212312918156385,
-0.008922098204493523,
0.004848330281674862,
0.01733331009745598,
-0.01576881855726242,
0.013430718332529068,
0.001831102417781949,
0.013657277449965477,
-0.02096300944685936,
-0.013226998969912529,
-0.0058563267812132835,
0.011697444133460522,
0.01338863279670477,
0.010292507708072662,
0.015434780158102512,
-0.010140035301446915,
-0.009398755617439747,
-0.01550847664475441,
-0.011095400899648666,
0.029660895466804504,
0.01562749221920967,
0.03109390288591385,
-0.019915016368031502,
-0.013409992679953575,
0.07161615043878555,
0.008588159456849098,
0.007545081898570061,
-0.003108528908342123,
0.017777562141418457,
-0.01694592647254467,
-0.02006501331925392,
-0.0086318114772439,
-0.014092079363763332,
-0.024538110941648483,
0.014367585070431232,
0.00584214273840189,
-0.017334939911961555,
0.0293889120221138,
0.0021639876067638397,
-0.003129938617348671,
0.006740455515682697,
0.01321692205965519,
0.005945852026343346,
-0.029140746220946312,
0.02392909675836563,
0.01921757310628891,
-0.011546913534402847,
0.018532903864979744,
-0.007016689516603947,
-0.04009205847978592,
-0.012160192243754864,
-0.013290707021951675,
-0.006314425263553858,
0.009808287024497986,
0.03138946741819382,
0.029736913740634918,
-0.004188285209238529,
0.02479485608637333,
-0.01490291953086853,
0.01946423202753067,
0.032419949769973755,
-0.015758667141199112,
0.0025262595154345036,
0.0021539400331676006,
0.006321145687252283,
-0.01875128410756588,
0.026466956362128258,
0.02131062000989914,
-0.008596460334956646,
-0.00990312360227108,
-0.03936149179935455,
-0.002046420006081462,
0.002402434591203928,
0.013016768731176853,
-0.02266746759414673,
0.0031142551451921463,
0.015570590272545815,
-0.007500670850276947,
0.0048007359728217125,
0.004430684261023998,
-0.01764305680990219,
0.007583156228065491,
-0.015690017491579056,
0.018184011802077293,
-0.008850408717989922,
-0.019449589774012566,
0.0023076245561242104,
-0.035633429884910583,
-0.011790988966822624,
-0.010366271249949932,
0.005922842305153608,
-0.015295279212296009,
0.011315139010548592,
0.00489514647051692,
-0.021988749504089355,
0.017311792820692062,
-0.005213094875216484,
-0.014996821992099285,
0.009591519832611084,
-0.04505184292793274,
-0.02295987866818905,
-0.004477300681173801,
-0.02315957471728325,
-0.0017170961946249008,
-0.019713643938302994,
-0.004987217485904694,
-0.0018102480098605156,
-0.0070273661985993385,
-0.005852425470948219,
0.016565335914492607,
-0.0187960397452116,
-0.07438167184591293,
-0.00023162644356489182,
0.02051687240600586,
-0.010639977641403675,
0.014133911579847336,
0.056251756846904755,
-0.005846340209245682,
0.00651849340647459,
0.014908729121088982,
-0.014818210154771805,
0.022816404700279236,
0.0023789135739207268,
0.007606872357428074,
0.008707074448466301,
0.013783911243081093,
0.018288439139723778,
-0.012764222919940948,
0.017086971551179886,
0.0003671752056106925,
0.012800773605704308,
-0.006798265967518091,
0.019743289798498154,
-0.03367123752832413,
0.002255573868751526,
-0.007200406864285469,
-0.08032652735710144,
0.008691690862178802,
-0.017032600939273834,
-0.026525748893618584,
-0.02424651011824608,
-0.029356980696320534,
0.028634430840611458,
-0.003128186333924532,
-0.03722892701625824,
-0.0163754690438509,
-0.01171964406967163,
-0.015017755329608917,
0.024176547303795815,
0.010170301422476768,
0.029993634670972824,
0.00047959189396351576,
0.01082316879183054,
-0.009191448800265789,
-0.008566097356379032,
0.00006379373371601105,
0.020501218736171722,
0.010696811601519585,
-0.012533683329820633,
0.017641134560108185,
-0.010349925607442856,
-0.01096903532743454,
-0.02588256634771824,
0.003678026609122753,
0.00763750821352005,
-0.03883311152458191,
0.019969671964645386,
0.00797267910093069,
-0.004301315173506737,
0.00016598869115114212,
-0.026999013498425484,
-0.01978885568678379,
-0.022210879251360893,
-0.020954078063368797,
0.00006567803211510181,
-0.00492854556068778,
-0.006052299402654171,
-0.028889577835798264,
-0.0005879047093912959,
0.011367288418114185,
0.000019873492419719696,
-0.015119003131985664,
0.0054528843611478806,
-0.005153529345989227,
0.008135073818266392,
0.0009149117395281792,
0.00652666948735714,
0.012492658570408821,
0.017727287486195564,
-0.00042993854731321335,
-0.018560346215963364,
-0.007856173440814018,
-0.005158912856131792,
0.023754067718982697,
-0.00644856970757246,
0.008098390884697437,
-0.0014683522749692202,
0.013083905912935734,
0.015366834588348866,
0.07168988883495331,
-0.048872582614421844,
0.00954628549516201,
-0.0016812412068247795,
-0.00320612546056509,
-0.008647455833852291,
-0.0023822877556085587,
-0.020133305341005325,
0.013273298740386963,
-0.004436522256582975,
-0.01007618848234415,
0.0008218905422836542,
0.003717059036716819,
0.005186007358133793,
0.029138637706637383,
-0.01686624251306057,
-0.0018376447260379791,
0.0007486040703952312,
0.013381212949752808,
-0.01458766683936119,
0.00833106879144907,
-0.0017131471540778875,
-0.043015528470277786,
0.032364681363105774,
0.0016382415778934956,
-0.004731645807623863,
-0.01379437930881977,
0.017294855788350105,
-0.0017578727565705776,
-0.019968722015619278,
-0.031541608273983,
0.042540550231933594,
0.0013741602888330817,
-0.000508082564920187,
0.03317728638648987,
0.02594623900949955,
0.0019542365334928036,
0.004357512108981609,
-0.03056003525853157,
-0.0065134186297655106,
-0.0333864651620388,
0.031727664172649384,
0.006822580471634865,
0.022339049726724625,
-0.008371911942958832,
0.002416846342384815,
0.016391320154070854,
-0.005382325034588575,
0.029095232486724854,
0.02742030844092369,
-0.011031373403966427,
-0.00283230934292078,
-0.019281921908259392,
-0.0032858564518392086,
0.0190823283046484,
0.030748676508665085,
0.017948269844055176,
0.01372995600104332,
-0.00842028297483921,
0.0018637639004737139,
-0.011970171704888344,
-0.013751445338129997,
0.0008499431423842907,
-0.0011329009430482984,
0.007028779946267605,
-0.0005534810479730368,
0.003368130885064602,
-0.026821043342351913,
-0.0137149253860116,
0.01377410814166069,
-0.02095882222056389,
0.020689573138952255,
0.009984929114580154,
0.011855076067149639,
0.006167275831103325,
0.010184966959059238,
0.008135086856782436,
0.006273691542446613,
0.024699803441762924,
0.026187248528003693,
-0.011586043983697891,
0.016117051243782043,
-0.025051964446902275,
0.03357818350195885,
0.009379219263792038,
0.001954113133251667,
-0.024609077721834183,
0.057561516761779785,
-0.004046983551234007,
0.011990213766694069,
0.025560159236192703,
-0.0030006079468876123,
0.0006775192450731993,
-0.006804832257330418,
0.006902832537889481,
0.035836584866046906,
0.023875581100583076,
0.0012238961644470692,
0.011067315004765987,
0.0012809456093236804,
0.015477916225790977,
0.017506128177046776,
-0.002138860523700714,
0.005607418715953827,
0.0028322304133325815,
-0.005478120408952236,
-0.0134280975908041,
0.005164822563529015,
-0.00464603491127491,
-0.01804039627313614,
0.02823655493557453,
0.018458327278494835,
-0.0010555355111137033,
0.02548668533563614,
0.008422071114182472,
0.005211506504565477,
-0.008449461311101913,
-0.018544306978583336,
-0.0013142579700797796,
-0.009981339797377586,
-0.015562618151307106,
0.010692941024899483,
-0.0222069900482893,
0.0037724552676081657,
-0.0012350007891654968,
-0.01914861612021923,
-0.010127143003046513,
-0.004406520165503025,
-0.007139213848859072,
0.003576329443603754,
0.005071165040135384,
-0.009553395211696625,
0.009710447862744331,
0.002754375571385026,
-0.0025250595062971115,
-0.03527648374438286,
0.013208994641900063,
0.013043715618550777,
0.009776080027222633,
-0.008008752018213272,
0.0013514766469597816,
-0.015488732606172562,
-0.0021114093251526356,
-0.03518502786755562,
0.007632046937942505,
-0.02516026236116886,
0.014227653853595257,
0.0031471559777855873,
0.01132429949939251,
0.005640829913318157,
-0.013005184009671211,
0.01697636768221855,
-0.00852572824805975,
-0.008284129202365875,
-0.019235465675592422,
0.02405373379588127,
0.0030923448503017426,
0.007746344432234764,
-0.03466329351067543,
-0.0005831005983054638,
0.0015528711955994368,
-0.008468247950077057,
-0.008965881541371346,
0.007565891370177269,
0.018809489905834198,
0.007996899075806141,
-0.027060721069574356,
0.02045145258307457,
-0.03073711134493351,
-0.03717073053121567,
0.0061173951253294945,
-0.0284518264234066,
0.018870243802666664,
0.023907985538244247,
-0.03824292868375778,
-0.013799675740301609,
0.00029210519278422,
0.01673709973692894,
-0.017870385199785233,
0.018317008391022682,
0.007614565081894398,
-0.0076125492341816425,
-0.007106966804713011,
-0.014069979079067707,
-0.0022579054348170757,
-0.004124951083213091,
-0.0076624020002782345,
-0.005497530102729797,
0.011702915653586388,
0.03632640466094017,
-0.012567359954118729,
-0.019640348851680756,
-0.02336364984512329,
0.0003906753845512867,
-0.01181977242231369,
-0.039295803755521774,
-0.0059766084887087345,
0.004080574028193951,
-0.0038624745793640614,
0.012642372399568558,
-0.023587074130773544,
-0.019522275775671005
] |
[
-0.19712644815444946,
0.10115816444158554,
0.20239973068237305,
0.3259308338165283,
-0.19761723279953003,
0.3355793058872223,
-0.03128361329436302,
-0.3186715841293335,
0.12915050983428955,
-0.7382290363311768,
0.3431435227394104,
0.7127565741539001,
-0.1931915432214737,
-0.03224417194724083,
-0.04418561980128288,
0.0771910771727562,
0.7652078866958618,
-0.037473298609256744,
-0.39844655990600586,
-0.24699117243289948,
-0.10646158456802368,
-0.04981473460793495,
0.4110507667064667,
-0.09317546337842941,
0.01151734497398138,
0.005964555311948061,
0.27280449867248535,
0.5346589088439941,
0.2553093731403351,
-0.0002400908269919455,
0.04673491418361664,
0.651401937007904,
-0.7658244967460632,
-0.25852057337760925,
-0.2926084101200104,
-0.0973316952586174,
-0.40103474259376526,
-0.0729469284415245,
-0.35233673453330994,
-0.2253686487674713,
-0.10100840032100677,
-0.05819978937506676,
-0.8789692521095276,
0.6325111389160156,
-0.5116894245147705,
-0.6400521993637085,
-1.2499775886535645,
0.13469600677490234,
-0.25337064266204834,
0.24381747841835022,
-0.14863049983978271,
0.1265696883201599,
0.4035695791244507,
0.21268483996391296,
-0.17653720080852509,
0.7463525533676147,
-0.33312681317329407,
-0.23365764319896698,
0.2426924854516983,
-0.15032795071601868,
0.10413042455911636,
-0.2023162990808487,
-0.38150495290756226,
0.3216310143470764,
-0.091226726770401,
0.05949711427092552,
0.27536866068840027,
-0.6456989645957947,
0.04189787060022354,
0.03232629969716072,
0.015328565612435341,
-0.27667832374572754,
-0.4307495057582855,
0.5894284844398499,
-0.6318576335906982,
-0.42488762736320496,
0.4309525191783905,
-0.6230980753898621,
0.13724413514137268,
-0.011080408468842506,
0.010833177715539932,
0.15327538549900055,
0.7498331069946289,
0.015039479359984398,
0.36205801367759705,
0.1869492530822754,
-0.11412159353494644,
0.20111270248889923,
-0.11950069665908813,
0.30005988478660583,
-0.15371938049793243,
-0.48522213101387024,
0.3345055878162384,
0.5269981026649475,
0.09453558176755905,
0.5752822756767273,
0.3541659116744995,
0.055288974195718765,
0.257180780172348,
0.13816547393798828,
-0.071011982858181,
0.14775687456130981,
0.3792420029640198,
-0.2303416132926941,
0.030167413875460625,
-0.4058786630630493,
-0.5957065224647522,
-0.5627056956291199,
-0.7842754125595093,
0.24254921078681946,
-0.3267957866191864,
-0.09392847865819931,
0.09213794767856598,
0.11669008433818817,
-0.2523689866065979,
0.31416958570480347,
0.17202772200107574,
-0.2321707010269165,
-0.031819310039281845,
0.23469482362270355,
0.1219654381275177,
1.0861622095108032,
0.17591410875320435,
0.5340197682380676,
0.008100729435682297,
0.2961321771144867,
0.7922089695930481,
0.11896972358226776,
0.05302668735384941,
0.29385167360305786,
0.06612610816955566,
0.8831380605697632,
-0.37211641669273376,
-0.0991659164428711,
0.04330318793654442,
-0.1454048901796341,
0.4798007309436798,
0.15818320214748383,
-0.20917323231697083,
0.3853907585144043,
-0.4335964322090149,
-0.9003826975822449,
-0.009033593349158764,
-0.31287941336631775,
0.34977656602859497,
-0.12388332933187485,
-0.07193629443645477,
-0.19584022462368011,
-0.663062572479248,
0.005907014477998018,
-0.6733760833740234,
0.25567391514778137,
-0.8790037631988525,
-0.1536436825990677,
0.2071073204278946,
0.5863546133041382,
-0.7536500692367554,
0.36746877431869507,
-0.29509708285331726,
-0.004600733518600464,
0.11929722130298615,
-0.030694948509335518,
-0.6576440930366516,
-0.4400187134742737,
-0.30362772941589355,
-0.4311525225639343,
0.5710055232048035,
0.36793622374534607,
0.13003648817539215,
-0.27190250158309937,
0.19641301035881042,
-0.7720640301704407,
-0.11785462498664856,
-0.5035374164581299,
-0.5089524984359741,
0.15627434849739075,
0.6225020289421082,
0.30288711190223694,
0.18370650708675385,
0.4791294038295746,
-0.5601574778556824,
-0.4396284818649292,
-0.1955610066652298,
-0.705187201499939,
0.44862061738967896,
-0.0847327932715416,
0.0904875174164772,
0.13104967772960663,
-0.5385149121284485,
-0.34956130385398865,
0.027330396696925163,
-0.2842399775981903,
0.2611103355884552,
-0.7246171832084656,
1.4117034673690796,
-0.6229320764541626,
-0.10398898273706436,
0.8332354426383972,
0.0733940377831459,
-0.003281607525423169,
-0.08132956922054291,
-0.003369515296071768,
0.211941659450531,
-0.3068107068538666,
-0.368612140417099,
-0.1855604648590088,
0.006054030265659094,
-0.3726736903190613,
-0.3182905614376068,
0.2684284746646881,
0.3077099323272705,
-0.24397823214530945,
-0.05913292244076729,
-0.5928188562393188,
0.444818377494812,
0.36045846343040466,
-0.5431355237960815,
0.6128227710723877,
-0.18608689308166504,
-0.04029795527458191,
0.9030975699424744,
-0.0798247680068016,
0.745049238204956,
0.6351615190505981,
-0.13349516689777374,
0.3743640184402466,
0.5510542988777161,
0.43125516176223755,
0.7002601623535156,
-0.7849190831184387,
0.11275496333837509,
-0.48985907435417175,
0.19741305708885193,
-0.569767415523529,
-0.587308406829834,
0.22045359015464783,
0.40340113639831543,
-0.16776075959205627,
0.2749163806438446,
-0.02496451884508133,
-0.19955149292945862,
0.6596913933753967,
-0.5801519751548767,
0.4272869825363159,
-0.13118267059326172,
-0.636795163154602,
-0.05005801096558571,
0.035239074379205704,
-0.590487539768219,
-0.5260924100875854,
-0.5030410885810852,
0.2155754715204239,
0.14964412152767181,
-0.29970237612724304,
0.18832701444625854,
-0.34478360414505005,
0.039995089173316956,
-0.6351277232170105,
0.41091111302375793,
0.12370855361223221,
-0.06112402677536011,
-0.06573116779327393,
0.22836196422576904,
0.15073414146900177,
-0.21045689284801483,
-0.7372311949729919,
-0.22756904363632202,
-0.48595428466796875,
0.6580485105514526,
0.9757209420204163,
0.6225513815879822,
0.04303516447544098,
0.12104163318872452,
0.3104349672794342,
0.6850430965423584,
-0.6675372123718262,
0.3365779519081116,
0.4747103154659271,
-0.4616757333278656,
-0.22542864084243774,
0.3903685510158539,
0.3409731388092041,
0.9616693258285522,
-0.10235552489757538,
-0.22753126919269562,
-0.627345621585846,
-0.03585176169872284,
-0.277609258890152,
-0.4950339198112488,
-0.061604782938957214,
-0.1909346729516983,
0.48661741614341736,
-0.09553958475589752,
-0.22644956409931183,
0.06114572286605835,
0.4335594177246094,
0.11753824353218079,
0.10173334181308746,
0.6333661079406738,
-0.23634064197540283,
-0.39647457003593445,
0.3970271050930023,
-0.29453131556510925,
-0.017433002591133118,
-0.13422861695289612,
-0.0722632110118866,
-0.42107731103897095,
0.23241378366947174,
-5.854001045227051,
-0.44167637825012207,
-0.797177791595459,
-0.02580351196229458,
-0.47757095098495483,
-0.0613890178501606,
0.8261833786964417,
-0.09217515587806702,
0.27775341272354126,
0.16811029613018036,
0.2836928367614746,
0.6393563747406006,
0.025812730193138123,
0.2277282029390335,
-0.034010764211416245,
0.2869557738304138,
0.1013636440038681,
-0.10133042931556702,
0.15705536305904388,
0.21715588867664337,
0.056831225752830505,
-0.5542279481887817,
-0.27957502007484436,
0.7014597058296204,
0.21613256633281708,
-0.07895784080028534,
-0.6072158813476562,
0.1487005352973938,
0.2817714810371399,
-0.016426438465714455,
0.27012670040130615,
-0.6935926675796509,
-0.5568372011184692,
-0.03442505747079849,
0.5642247200012207,
0.49927014112472534,
0.2485644519329071,
0.0743442177772522,
0.43106842041015625,
-0.17282523214817047,
0.1549557000398636,
0.574554979801178,
0.2916007936000824,
-0.004785449709743261,
0.46554988622665405,
-0.5758572220802307,
-0.4581992030143738,
0.43613100051879883,
-0.10394690185785294,
0.2447786182165146,
-0.2936301529407501,
-0.07082938402891159,
0.2433001548051834,
-0.25472328066825867,
0.3533099591732025,
-0.17754563689231873,
0.6909466981887817,
0.25617408752441406,
-0.1769954264163971,
0.3746255338191986,
-0.07234236598014832,
-0.5989720821380615,
-0.27232441306114197,
-0.9550592303276062,
-0.05850468575954437,
0.4618505835533142,
-0.45645004510879517,
-0.6508015394210815,
-0.21267658472061157,
-0.020880823954939842,
-0.25604498386383057,
0.2805742025375366,
0.18219175934791565,
-0.5035485625267029,
0.384835422039032,
-0.1129351481795311,
0.57383131980896,
0.062328025698661804,
-0.2474345564842224,
0.21285413205623627,
-0.1867757886648178,
-0.5466901063919067,
-0.07222035527229309,
-0.1031111627817154,
0.059552356600761414,
-0.5869104266166687,
0.12779659032821655,
-0.756224513053894,
-0.33032453060150146,
-0.08948447555303574,
0.8445794582366943,
-0.7267550826072693,
0.6756852865219116,
0.7077089548110962,
0.2982487678527832,
0.0690244734287262,
0.1520323008298874,
0.4805337190628052,
0.24123384058475494,
-0.6164596080780029,
0.6931845545768738,
0.11190368980169296,
-0.23613648116588593,
-0.8261461853981018,
-0.45983123779296875,
0.1971512883901596,
-0.2611437439918518,
0.0956353172659874,
0.9513619542121887,
-0.3242841064929962,
0.11294115334749222,
-0.30674776434898376,
-0.4242246150970459,
0.042489878833293915,
0.47929084300994873,
0.3091084361076355,
-0.08740978688001633,
0.05895307660102844,
0.6969902515411377,
-0.06817850470542908,
0.222074955701828,
-0.08456392586231232,
-0.1997603327035904,
0.251123309135437,
0.27631476521492004,
-0.33713066577911377,
-0.023025711998343468,
0.4425021708011627,
-0.38440555334091187,
-0.27800703048706055,
0.6628985404968262,
0.6062673330307007,
-0.27745428681373596,
0.521484375,
0.24184097349643707,
-0.3486809730529785,
-0.22083307802677155,
0.05255842208862305,
0.459512323141098,
-0.18322820961475372,
0.6024434566497803,
-0.0791390910744667,
0.14405836164951324,
-0.3457476496696472,
-0.04546583071351051,
-0.10881024599075317,
-0.28398025035858154,
-0.23100495338439941,
-0.38451993465423584,
0.0016470152186229825,
-0.2804746627807617,
-0.3234379291534424,
-0.5705181360244751,
0.009935910813510418,
0.11131196469068527,
-0.138459712266922,
0.40573564171791077,
-0.038156721740961075,
-0.006574783939868212,
-0.3213830590248108,
0.5764923095703125,
0.29230642318725586,
-0.6188502311706543,
-0.041932377964258194,
-0.12461590021848679,
0.3941734731197357,
-0.34053170680999756,
-0.42189663648605347,
0.12321961671113968,
0.7662222385406494,
-0.14043067395687103,
-0.6974151134490967,
-0.14925962686538696,
-0.903579592704773,
0.1682526171207428,
-0.6259654760360718,
-0.19453319907188416,
0.2046794295310974,
-0.371471643447876,
0.06286074966192245,
0.13949747383594513,
-0.18325713276863098,
-0.28994208574295044,
0.4283377528190613,
0.8216618895530701,
0.078978031873703,
-0.10945659130811691,
-0.36932939291000366,
0.24118313193321228,
-0.03599117323756218,
-0.10747507214546204,
0.3368518650531769,
0.054930344223976135,
-0.1869194656610489,
-0.20870502293109894,
-0.258491575717926,
0.4161320924758911,
0.21097661554813385,
-0.4753004014492035,
-0.482698529958725,
0.163060262799263,
0.3589537441730499,
-0.11391882598400116,
0.4287993013858795,
0.4923379421234131,
-0.26162460446357727,
-0.15096889436244965,
0.23141799867153168,
0.018143601715564728,
-0.16218449175357819,
-0.6998098492622375,
0.0563085563480854,
0.3505418300628662,
0.1696101874113083,
-0.3458022177219391,
0.24237807095050812,
0.550446093082428,
-0.24201081693172455,
-0.555393636226654,
0.09278806298971176,
0.06596134603023529,
0.10187678784132004,
-0.4851057231426239,
-0.2439824342727661,
-0.0738077238202095,
-0.5203089118003845,
0.5535827279090881,
-0.4347498416900635,
0.11786320805549622,
0.6738882064819336,
-0.5126699805259705,
0.12446983903646469,
0.11306647211313248,
-0.11395902186632156,
-0.054567426443099976,
-0.1198500245809555,
-0.16429643332958221,
0.16250240802764893,
0.19551146030426025,
0.5248396992683411,
0.09437619894742966,
0.6777002811431885,
-0.3269193172454834,
-0.006345538888126612,
-0.022788040339946747,
0.5717101693153381,
0.17646625638008118,
-0.3538157641887665,
-0.6940075755119324,
-0.17586921155452728,
0.30914586782455444,
-0.343852162361145,
-0.21519608795642853,
0.15715597569942474,
0.737248957157135,
0.11868864297866821,
0.025285901501774788,
-0.4166216254234314,
-0.12368509918451309,
-0.036741092801094055,
-0.31368979811668396,
-0.3424079120159149,
-0.37257567048072815,
-0.6112833023071289,
-0.1810397356748581,
0.14356428384780884,
-0.6130443811416626,
-0.9470167756080627,
0.8239102363586426,
-0.33481085300445557,
0.12031710892915726,
0.1649509221315384,
0.2797383964061737,
0.3673694431781769,
0.012484150007367134,
-0.04304959625005722,
-0.17907074093818665,
0.5389331579208374,
-0.23254644870758057,
-0.23296472430229187,
0.1825980544090271,
0.06334816664457321,
0.348906010389328,
-0.2937656044960022,
0.5832430124282837,
-0.14158092439174652,
0.5094892382621765,
-0.8550813794136047,
0.49471452832221985,
-0.147923082113266,
-0.046465203166007996,
-0.1523302048444748,
-0.184753879904747,
0.28312191367149353,
-0.14254838228225708,
0.25213679671287537,
0.634042501449585,
0.3703797161579132,
-0.09655781835317612,
0.3735203146934509,
0.0032416016329079866,
0.6267496347427368,
0.5442910194396973,
-0.5805224776268005,
-0.014257284812629223,
0.1086844876408577,
0.36214810609817505,
0.038423802703619,
-0.22274921834468842,
-0.2816753685474396,
0.25463905930519104,
0.037220608443021774,
0.22099019587039948,
0.7762395143508911,
-0.607064962387085,
0.17562319338321686,
0.1804809868335724,
-0.21102559566497803,
0.7692306041717529,
0.28267374634742737,
-0.27238237857818604,
0.42256996035575867,
0.22080346941947937,
-0.22421807050704956,
-0.26357874274253845,
0.45455071330070496,
-0.40329742431640625,
0.18322907388210297,
-0.13842914998531342,
0.6473368406295776,
0.4671643078327179,
0.46158134937286377,
-0.21797654032707214,
0.272441565990448,
0.22337844967842102,
0.35149240493774414,
0.5234938263893127,
-0.24694372713565826,
-0.30292487144470215,
0.052197299897670746,
0.3218745291233063,
0.3091059625148773,
-0.38445615768432617,
0.24110764265060425,
-0.19715511798858643,
0.8056514263153076,
0.5310406684875488,
0.40050798654556274,
-0.6134512424468994,
0.5312933921813965,
0.2813747525215149,
-0.20443810522556305,
0.28237321972846985,
0.6044992208480835,
-0.2603965103626251,
-0.362406849861145,
0.38177239894866943,
-0.2093210071325302,
-0.7416453957557678,
0.34987369179725647,
0.24100562930107117,
0.5270129442214966,
0.5234203934669495,
0.1707385778427124,
-0.307715505361557,
0.10756542533636093,
0.37030327320098877,
-0.14737346768379211,
0.24870403110980988,
-0.3889733552932739,
-0.39101478457450867,
0.6857683062553406,
-0.6266709566116333,
-0.017413290217518806,
-0.08669732511043549,
-0.629546046257019,
0.1304199993610382,
-0.1576930284500122,
0.029515977948904037,
-0.043652452528476715,
-0.09952748566865921,
0.15466821193695068,
-0.18673622608184814,
-1.0220876932144165,
-0.24910657107830048,
0.04403407499194145,
-0.35986027121543884,
0.5432464480400085,
0.3008377254009247,
-0.15880203247070312,
0.3131450414657593,
-0.5159289836883545,
-0.0994601920247078,
-0.23219463229179382,
-0.40839868783950806,
-0.15610791742801666,
-0.1812729686498642,
0.46293315291404724,
0.32015860080718994,
0.18404759466648102,
0.03573654219508171,
0.31859323382377625,
-0.40247589349746704,
0.7050860524177551,
-0.43368908762931824,
0.3411139249801636,
-0.8308866620063782,
-0.2859079837799072,
-0.2005317360162735,
-0.21193307638168335,
0.5747823715209961,
-0.5564854741096497,
-0.22092625498771667,
-0.09209214150905609,
-0.11313463747501373,
0.4233246147632599,
0.3749072849750519,
-0.3528955280780792,
0.479617714881897,
-0.016109278425574303,
-0.485853910446167,
-0.16448462009429932,
0.5293130874633789,
-0.07577004283666611,
0.09807869046926498,
-0.02645782195031643,
0.38963955640792847,
-0.06679227948188782,
-0.2677496373653412,
0.5515563488006592,
-0.23655909299850464,
0.1897684782743454,
-0.6314404606819153,
0.014581139199435711,
-0.1022287905216217,
-0.4777800440788269,
-0.1967223882675171,
0.15637077391147614,
0.4213312566280365,
-0.29012537002563477,
0.06771863251924515,
-0.27028873562812805,
-0.22674135863780975,
0.544658899307251,
-0.41615965962409973,
0.14393609762191772,
-0.47542664408683777,
-0.6527773141860962,
-0.7495650053024292,
0.4924139082431793,
-0.2625029981136322,
-0.1030583530664444,
-0.11303871870040894,
-0.19210673868656158,
-0.44574764370918274,
0.0944899171590805,
0.5249345302581787,
-0.8473108410835266,
-0.2940492630004883,
-0.2681138813495636
] |
Models for predicting the risk of cardiovascular (CV) events based on individual patient characteristics are important tools for managing patient care. Most current and commonly used risk prediction models have been built from carefully selected epidemiological cohorts. However, the homogeneity and limited size of such cohorts restrict the predictive power and generalizability of these risk models to other populations. Electronic health data (EHD) from large health care systems provide access to data on large, heterogeneous, and contemporaneous patient populations. The unique features and challenges of EHD, including missing risk factor information, non-linear relationships between risk factors and CV event outcomes, and differing effects from different patient subgroups, demand novel machine learning approaches to risk model development. In this paper, we present a machine learning approach based on Bayesian networks trained on EHD to predict the probability of having a CV event within 5 years. In such data, event status may be unknown for some individuals, as the event time is right-censored due to disenrollment and incomplete follow-up. Since many traditional data mining methods are not well-suited for such data, we describe how to modify both modeling and assessment techniques to account for censored observation times. We show that our approach can lead to better predictive performance than the Cox proportional hazards model (i.e., a regression-based approach commonly used for censored, time-to-event data) or a Bayesian network with ad hoc approaches to right-censoring. Our techniques are motivated by and illustrated on data from a large US Midwestern health care system.
|
[
0.011611144058406353,
0.01146533340215683,
-0.026471741497516632,
0.015966542065143585,
0.00003674812614917755,
-0.026094824075698853,
0.010722741484642029,
-0.014828549697995186,
-0.006384415086358786,
-0.0296003520488739,
-0.0023296307772397995,
0.015255562961101532,
-0.009976744651794434,
0.020255759358406067,
0.004650572780519724,
0.007455206476151943,
-0.00527272978797555,
0.0018669809214770794,
0.009875103831291199,
0.002621069783344865,
0.008064879104495049,
0.0031305858865380287,
0.010718809440732002,
0.003200271399691701,
-0.01823393628001213,
0.011248171329498291,
0.010538576170802116,
-0.020366763696074486,
0.000915867742151022,
-0.022287478670477867,
0.004745942540466785,
-0.009347869083285332,
0.015779996290802956,
0.0420471653342247,
0.008766153827309608,
-0.03823532536625862,
-0.0011394229950383306,
0.028616027906537056,
0.019476354122161865,
-0.004419607575982809,
0.022974371910095215,
-0.008999649435281754,
0.00305086188018322,
0.008036984130740166,
-0.005725551396608353,
0.0105667095631361,
-0.005293296184390783,
0.015031857416033745,
-0.0023046666756272316,
0.015283703804016113,
-0.023925287649035454,
-0.016592834144830704,
-0.005579568445682526,
-0.033862028270959854,
-0.0069608259946107864,
-0.001032127533107996,
0.02111293002963066,
0.018956642597913742,
-0.04958382248878479,
0.014456192031502724,
-0.002597677055746317,
-0.012208567932248116,
0.004804015159606934,
-0.019036542624235153,
-0.047600798308849335,
-0.06703298538923264,
0.012630650773644447,
-0.008355459198355675,
0.02067587710916996,
-0.012055940926074982,
-0.000284822192043066,
0.0071005686186254025,
0.014427011832594872,
0.01448710449039936,
-0.01229342631995678,
0.01087130606174469,
-0.01649082638323307,
0.01896757259964943,
0.04070786386728287,
0.006475617177784443,
-0.004038202576339245,
0.01047508418560028,
-0.015359382145106792,
0.0311871487647295,
0.0058876872062683105,
0.020211398601531982,
-0.005123862996697426,
0.016973789781332016,
0.016411587595939636,
-0.01548392791301012,
0.003941772039979696,
-0.01449519582092762,
-0.026183918118476868,
-0.015522200614213943,
-0.05071517080068588,
-0.006212001200765371,
-0.001191719202324748,
0.0315423458814621,
0.0029089951422065496,
-0.004282814450562,
-0.01028879638761282,
-0.0016270165797322989,
0.015997204929590225,
-0.004153796471655369,
0.0005436512874439359,
0.00895086582750082,
-0.010568764992058277,
-0.002921986859291792,
-0.003677736734971404,
0.00753562618046999,
0.028681274503469467,
-0.002500689122825861,
0.009053478017449379,
0.002366974949836731,
0.0020888971630483866,
0.0015154082793742418,
0.01989172399044037,
0.005547104403376579,
0.015927720814943314,
-0.012204315513372421,
-0.02332000434398651,
-0.005263934843242168,
0.0057352278381586075,
0.0056442394852638245,
-0.0014297981979325414,
-0.004833973478525877,
-0.01856064796447754,
-0.005107806995511055,
-0.011141502298414707,
-0.009362230077385902,
-0.010167723521590233,
0.007806029170751572,
-0.00011034705676138401,
-0.00411478616297245,
0.007355398498475552,
-0.0025239090900868177,
-0.004392553120851517,
0.0157898161560297,
-0.004941268358379602,
-0.033843617886304855,
-0.0012092277174815536,
0.011580868624150753,
0.0008259088499471545,
0.01767861843109131,
0.00106843002140522,
-0.009182296693325043,
0.0018795845098793507,
0.008225093595683575,
0.014769600704312325,
-0.04587913304567337,
-0.00616508349776268,
-0.014071689918637276,
-0.014503921382129192,
-0.011037623509764671,
-0.027862079441547394,
0.009103572927415371,
-0.013251918368041515,
0.006847237702459097,
-0.008724376559257507,
0.0054003288969397545,
-0.0158550888299942,
-0.008063782006502151,
-0.007030680309981108,
0.009076731279492378,
0.013032102957367897,
0.027882657945156097,
0.02442079409956932,
0.003270604182034731,
-0.007054187823086977,
0.005535653326660395,
-0.015487142838537693,
0.02001253329217434,
0.0018018479458987713,
0.01232717651873827,
0.0003899938892573118,
-0.01806996762752533,
-0.013029027730226517,
0.01101988647133112,
-0.016985101625323296,
0.06672650575637817,
0.006048057693988085,
-0.005394995212554932,
-0.012515027076005936,
0.00432691490277648,
-0.006055139936506748,
-0.006613339297473431,
0.003056417452171445,
-0.011352467350661755,
0.016044018790125847,
-0.023425856605172157,
-0.0197166595607996,
0.003076063236221671,
0.021889911964535713,
-0.0017039598897099495,
-0.009357018396258354,
0.004356127232313156,
0.009001243859529495,
0.0027129114605486393,
0.008222101256251335,
-0.015363679267466068,
0.010556599125266075,
-0.017878960818052292,
0.0272479560226202,
0.011792609468102455,
-0.023004010319709778,
0.018475942313671112,
0.017419306561350822,
-0.028070921078324318,
-0.02634269744157791,
0.026530880481004715,
0.0032114353962242603,
-0.011944015510380268,
0.018233291804790497,
0.009487160481512547,
0.011634734459221363,
0.0018605219665914774,
0.002273648278787732,
0.017176350578665733,
0.013173097744584084,
-0.015850519761443138,
0.001534362556412816,
-0.007557842880487442,
-0.020458707585930824,
0.010258417576551437,
0.013383489102125168,
0.008065206930041313,
0.0037475256249308586,
0.01137390173971653,
0.0005675130523741245,
0.007923240773379803,
-0.0028057319577783346,
-0.04081525281071663,
-0.011245953850448132,
-0.014945728704333305,
0.04653184488415718,
0.008916283026337624,
0.010208241641521454,
-0.02544495090842247,
0.005541023798286915,
-0.006288185250014067,
-0.011153316125273705,
-0.02620825543999672,
0.0037090210244059563,
0.016910843551158905,
0.0007835007272660732,
-0.003439195454120636,
-0.005642219912260771,
0.005375569686293602,
-0.004827543627470732,
0.008571712300181389,
0.006841887719929218,
-0.027059616521000862,
0.006778830196708441,
0.003250518813729286,
0.015584191307425499,
0.003429110161960125,
0.024693645536899567,
0.008309004828333855,
0.025101570412516594,
-0.0033129958901554346,
0.0026449239812791348,
0.006080066319555044,
0.0046311053447425365,
-0.01652456633746624,
-0.001256458694115281,
-0.03532981872558594,
-0.011345230042934418,
0.019239597022533417,
0.012290623970329762,
-0.008458948694169521,
0.010413957759737968,
-0.011364160105586052,
-0.0010741166770458221,
-0.0816512480378151,
-0.009951791726052761,
0.0229877270758152,
-0.00864330492913723,
0.008839961141347885,
-0.025215966627001762,
0.008724713698029518,
0.011046821251511574,
-0.017136285081505775,
-0.0218215174973011,
0.004651054739952087,
0.009714647196233273,
-0.01698504388332367,
0.020877530798316002,
-0.02222837321460247,
-0.007930243387818336,
0.0028419296722859144,
-0.006521864794194698,
-0.001007947139441967,
-0.014491078443825245,
0.01425553672015667,
-0.010315763764083385,
0.017368711531162262,
0.007962391711771488,
-0.00231164856813848,
0.024920418858528137,
0.008546166121959686,
-0.012432755902409554,
-0.019504409283399582,
0.003431099932640791,
0.005577492527663708,
-0.02695244923233986,
-0.009665053337812424,
-0.01573542132973671,
-0.013010650873184204,
-0.017613738775253296,
-0.007403875235468149,
-0.018724553287029266,
0.00995640642940998,
0.010390596464276314,
0.00011173635721206665,
0.025189191102981567,
0.013313498347997665,
0.013531209900975227,
0.0026001036167144775,
0.003401457332074642,
-0.001316665904596448,
-0.018280813470482826,
0.017069563269615173,
0.007246493361890316,
-0.025878578424453735,
-0.012679804116487503,
0.01760881580412388,
0.014993300661444664,
-0.02049999125301838,
-0.013012834824621677,
-0.033749133348464966,
-0.008281536400318146,
-0.014108695089817047,
-0.007599469739943743,
-0.04275796189904213,
-0.0021856778766959906,
0.003669909667223692,
-0.00020196707919239998,
-0.01755169779062271,
0.0076876371167600155,
0.005386065226048231,
0.01634836569428444,
-0.00905567780137062,
-0.003382244613021612,
0.02008206397294998,
-0.00597640173509717,
0.0036184359341859818,
-0.00430822279304266,
0.0008435067720711231,
-0.005983984097838402,
-0.019379006698727608,
0.005506763234734535,
0.0071075474843382835,
-0.005857825744897127,
-0.029508985579013824,
0.012775814160704613,
-0.00903933122754097,
-0.001642226125113666,
-0.0005294342990964651,
-0.005633148364722729,
0.011857831850647926,
-0.0027235732413828373,
0.009562051855027676,
-0.017177168279886246,
0.014426314271986485,
0.03446834161877632,
0.002743812743574381,
0.005308306775987148,
-0.016482634469866753,
-0.03972456231713295,
0.02718009427189827,
-0.0041595580987632275,
0.0116397924721241,
0.011211507022380829,
0.0032426321413367987,
-0.017351660877466202,
-0.02294398471713066,
-0.014377829618752003,
-0.039635010063648224,
0.0179826021194458,
-0.0022225617431104183,
0.005444906651973724,
-0.002305939793586731,
-0.011787960305809975,
-0.013464594259858131,
-0.0013993720058351755,
-0.004225906915962696,
-0.005586122162640095,
0.015409402549266815,
0.02358264848589897,
0.026051942259073257,
0.0076471418142318726,
0.07192637026309967,
0.00551327271386981,
0.012400241568684578,
-0.014212589710950851,
0.007072677835822105,
-0.011497264727950096,
-0.03722124546766281,
-0.00901185255497694,
0.027164576575160027,
-0.025344230234622955,
0.0132082998752594,
-0.02373357303440571,
0.012368710711598396,
-0.018912149593234062,
-0.011174929328262806,
-0.007776406593620777,
-0.0028913519345223904,
-0.048279307782649994,
-0.015321802347898483,
-0.004220395348966122,
0.018636226654052734,
0.0033159623853862286,
-0.0333537682890892,
-0.03114517591893673,
0.012864235788583755,
-0.012429820373654366,
0.014136077836155891,
-0.012776864692568779,
0.001836179057136178,
0.009920908138155937,
0.018243521451950073,
0.032319944351911545,
-0.005675255320966244,
-0.003852522000670433,
0.0154414689168334,
-0.008775278925895691,
0.005096768960356712,
0.01165185496211052,
0.009568667970597744,
0.006530595477670431,
0.0006314637139439583,
-0.013859029859304428,
-0.0016998723149299622,
0.010976055637001991,
0.004597476217895746,
0.022304678335785866,
-0.03880349174141884,
-0.008669193834066391,
-0.002166474238038063,
-0.004582286812365055,
-0.004666336812078953,
0.019881345331668854,
0.00918947160243988,
0.023474927991628647,
0.02903277799487114,
-0.011805354617536068,
-0.012463717721402645,
-0.004368836060166359,
0.02129616215825081,
0.0022657241206616163,
-0.006131838541477919,
-0.019981343299150467,
0.002746578771620989,
-0.005896841175854206,
-0.005014101974666119,
-0.011343689635396004,
-0.006770418956875801,
-0.014910788275301456,
-0.016782505437731743,
-0.007575429044663906,
0.007175245322287083,
-0.030133012682199478,
-0.004494303371757269,
-0.02582842856645584,
-0.009481377899646759,
-0.015007038600742817,
0.00009890412911772728,
-0.02779066562652588,
-0.005497236270457506,
0.00859279464930296,
0.0067137544974684715,
0.02091509848833084,
0.005495806690305471,
-0.005852464120835066,
0.0054638078436255455,
0.024324383586645126,
-0.006139544304460287,
-0.0746537521481514,
-0.006992390379309654,
0.029771652072668076,
-0.010018784552812576,
0.00008479831740260124,
0.002761619631201029,
-0.005474012345075607,
-0.009608203545212746,
-0.014245469123125076,
-0.004934222903102636,
0.021095896139740944,
-0.03155774250626564,
0.0015271537704393268,
0.013369236141443253,
0.014773673377931118,
0.03285638615489006,
0.0011394033208489418,
-0.012938851490616798,
0.013668352738022804,
0.011475778184831142,
0.01080270390957594,
0.022244688123464584,
-0.03255630284547806,
-0.017483238130807877,
-0.006428920663893223,
-0.0808749794960022,
0.019235393032431602,
-0.016200467944145203,
-0.03436567634344101,
0.001581287244334817,
-0.030796535313129425,
0.010393815115094185,
-0.00464108120650053,
-0.018705883994698524,
-0.015928052365779877,
-0.007698461413383484,
-0.004077984485775232,
0.021653253585100174,
0.0042783902026712894,
0.013736091554164886,
-0.0075767687521874905,
0.024146664887666702,
-0.0019480963237583637,
-0.00012544263154268265,
-0.014998823404312134,
0.022368203848600388,
0.018802503123879433,
-0.008367577567696571,
0.011234985664486885,
-0.0081561841070652,
-0.021632907912135124,
-0.008731301873922348,
0.014614131301641464,
0.021304257214069366,
-0.008089931681752205,
-0.009916719980537891,
0.02963898330926895,
0.00744678545743227,
0.0054764170199632645,
-0.007708178833127022,
-0.01700183004140854,
0.016485875472426414,
-0.015679869800806046,
-0.004226270131766796,
0.013111025094985962,
-0.0045268964022397995,
-0.012110878713428974,
0.018883032724261284,
-0.013068752363324165,
0.003778222016990185,
-0.0038624396547675133,
0.010182354599237442,
-0.0058008539490401745,
0.002546420320868492,
0.017365913838148117,
-0.0002866975264623761,
-0.011568056419491768,
0.010747858323156834,
-0.007081437855958939,
-0.0169724989682436,
0.039429739117622375,
-0.0045721326023340225,
0.01182231493294239,
0.006559406872838736,
-0.0005408923025242984,
-0.011841710656881332,
0.004161125048995018,
-0.01713806763291359,
0.07176415622234344,
-0.017137594521045685,
0.006115114316344261,
-0.007198923267424107,
-0.023554641753435135,
0.00042824092088267207,
-0.05046894773840904,
-0.04222676903009415,
-0.010363472625613213,
0.014654209837317467,
0.014241274446249008,
-0.003471232485026121,
-0.007813820615410805,
0.012001900002360344,
0.013385234400629997,
-0.009212230332195759,
0.014816812239587307,
0.0034666620194911957,
-0.010617032647132874,
0.024575620889663696,
0.004839712288230658,
0.01721060834825039,
-0.040953993797302246,
-0.011466979049146175,
0.024004098027944565,
-0.0073545267805457115,
0.008644606918096542,
-0.008514149114489555,
0.017320647835731506,
-0.003925347700715065,
0.005673334002494812,
0.012196545489132404,
0.0040281242690980434,
-0.010965535417199135,
0.02453608438372612,
-0.010407961905002594,
0.0010252146748825908,
0.001591020729392767,
-0.03157295659184456,
0.03343265876173973,
0.013211132027208805,
0.002535357140004635,
-0.001329451915808022,
-0.019384682178497314,
0.008226278237998486,
-0.01171574555337429,
0.016712170094251633,
-0.007973317988216877,
-0.013859253376722336,
0.005154102109372616,
0.019868813455104828,
-0.00454790098592639,
0.027149496600031853,
-0.006758047267794609,
0.009339209645986557,
0.018969347700476646,
-0.0028100432828068733,
0.024324629455804825,
0.013831544667482376,
0.007540984079241753,
-0.005798206198960543,
-0.015690721571445465,
0.02890579029917717,
-0.0052055311389267445,
0.008408129215240479,
-0.004432212095707655,
0.0072200121358036995,
-0.01099071279168129,
-0.010673228651285172,
0.014530699700117111,
0.03241817653179169,
0.020260028541088104,
0.0078315120190382,
-0.004270152188837528,
0.0022614020854234695,
0.001551175955682993,
0.004779912997037172,
0.013092240318655968,
0.0177595354616642,
0.0014119665138423443,
-0.0035503064282238483,
-0.01913059502840042,
-0.0025872322730720043,
-0.021173208951950073,
-0.03668194264173508,
-0.013023748993873596,
0.01663624867796898,
-0.016615943983197212,
-0.0027269807178527117,
0.012081549502909184,
0.012983197346329689,
-0.00872405618429184,
0.0038468288257718086,
0.011651197448372841,
0.013475093990564346,
0.03489693999290466,
-0.01519775204360485,
0.0024105061311274767,
0.04545042663812637,
0.013134127482771873,
0.038176123052835464,
-0.008802728727459908,
0.004619937390089035,
-0.0057382360100746155,
0.010343579575419426,
0.0041536809876561165,
-0.011504653841257095,
-0.02264777198433876,
0.0087694451212883,
-0.007380255032330751,
-0.004060420673340559,
0.018018638715147972,
0.014010176062583923,
0.007042661774903536,
-0.002734547946602106,
0.040709491819143295,
-0.019229013472795486,
-0.01857496052980423,
0.007989604026079178,
-0.016353581100702286,
-0.009799622930586338,
0.016100697219371796,
0.03127073124051094,
0.020092252641916275,
0.010830816812813282,
-0.013919728808104992,
-0.005425232462584972,
-0.022630682215094566,
-0.039714567363262177,
0.027658771723508835,
0.016492947936058044,
-0.012259520590305328,
0.01282702386379242,
0.017058230936527252,
-0.001324533368460834,
-0.011465588584542274,
-0.017339402809739113,
0.0014701157342642546,
-0.004438465461134911,
0.00759325735270977,
0.01856493391096592,
-0.0015826537273824215,
-0.005017519928514957,
-0.0016926596872508526,
0.009681059047579765,
0.006204740144312382,
-0.032767169177532196,
0.0002821478992700577,
0.011877951212227345,
0.010472351685166359,
0.002784645650535822,
-0.004384363070130348,
0.020250897854566574,
-0.008646762929856777,
0.007999522611498833,
0.03566515073180199,
-0.0027063789311796427,
0.025459153577685356,
-0.021703733131289482,
0.0037450036033988,
0.002817763714119792,
-0.04053575173020363,
-0.016913095489144325,
0.014557956717908382,
0.009214259684085846,
0.01293081883341074,
-0.010009045712649822,
-0.007539179176092148,
-0.01949899271130562,
0.005457094870507717,
-0.012476179748773575,
0.032621391117572784,
-0.008992556482553482,
0.00660815741866827,
-0.01734672114253044,
-0.010517098009586334,
0.0014972188510000706,
0.000896875630132854,
-0.018946275115013123,
-0.026061061769723892,
0.01567225344479084,
-0.013269471935927868,
-0.01882348023355007,
-0.008129360154271126,
0.0022337939590215683,
-0.0005208640359342098,
-0.016605103388428688,
-0.012261578813195229,
0.019419332966208458,
0.002083507366478443,
-0.029383700340986252,
0.009368866682052612,
-0.018840525299310684,
-0.007160540670156479,
-0.014054175466299057,
0.000013327226042747498,
0.0078730508685112,
-0.022357800975441933,
-0.007479007821530104,
0.003473284188657999,
0.0030616072472184896,
0.0019990806467831135
] |
[
0.16701361536979675,
0.07117389887571335,
0.08308608829975128,
0.08798809349536896,
0.30385327339172363,
0.3297198712825775,
-0.05198405683040619,
-0.24955998361110687,
0.21028055250644684,
-0.6561357975006104,
0.0032713711261749268,
0.6957499384880066,
0.07082982361316681,
0.0820465236902237,
-0.22699707746505737,
0.3898496627807617,
0.2933354675769806,
0.29214128851890564,
-0.21208931505680084,
-0.202195405960083,
-0.7779976725578308,
-0.4484589099884033,
0.06316321343183517,
0.02147607132792473,
-0.19680935144424438,
0.08015615493059158,
0.2888603210449219,
-0.20817866921424866,
0.010085056535899639,
0.05122080072760582,
0.19921237230300903,
0.905207097530365,
-0.3872871696949005,
-0.14915187656879425,
0.07306546717882156,
-0.1276780217885971,
-0.4415852129459381,
0.11857231706380844,
-0.14319449663162231,
-0.20962795615196228,
-0.18729108572006226,
0.04224827513098717,
0.02008216083049774,
0.5731217861175537,
-0.5282579660415649,
-0.8312915563583374,
-1.7952589988708496,
0.17102645337581635,
-0.41557639837265015,
0.09422113001346588,
-0.12980598211288452,
0.23430252075195312,
0.05757192522287369,
0.5846557021141052,
-0.25505414605140686,
0.009664097800850868,
-0.12146052718162537,
-0.44467076659202576,
0.14834430813789368,
-0.13387921452522278,
0.44884636998176575,
0.0641031339764595,
-0.101755790412426,
0.08046967536211014,
-0.20151802897453308,
0.00634787930175662,
0.16938963532447815,
-0.16732406616210938,
-0.5633687973022461,
-0.08824783563613892,
-0.28242233395576477,
-0.09950443357229233,
-0.3087587058544159,
-0.004359492100775242,
-0.47720101475715637,
-0.19102579355239868,
0.14989112317562103,
-0.1477174311876297,
0.12046055495738983,
-0.1420714110136032,
0.3065560758113861,
-0.19133241474628448,
0.07287116348743439,
-0.30743834376335144,
0.806956946849823,
0.18120412528514862,
0.0855390727519989,
0.30207452178001404,
-0.47789132595062256,
0.5072709918022156,
0.2878738343715668,
0.006661930121481419,
0.24632859230041504,
0.014752366580069065,
0.2878929078578949,
0.48490703105926514,
0.6055441498756409,
0.07933905720710754,
0.23626317083835602,
0.37160614132881165,
-0.0038915821351110935,
-0.17829769849777222,
0.24340605735778809,
-0.5498250722885132,
-0.26983702182769775,
-0.2885848581790924,
-0.037736181169748306,
-0.5435295104980469,
-0.32120048999786377,
0.31800398230552673,
-0.6299696564674377,
0.270332008600235,
-0.032729268074035645,
-0.20219971239566803,
-0.36459246277809143,
0.2998320758342743,
0.4740944802761078,
0.1471080183982849,
-0.09468885511159897,
-0.041452404111623764,
-0.15498419106006622,
0.7916085720062256,
-0.2651747763156891,
0.1697843372821808,
0.18462581932544708,
0.4867396652698517,
0.7235302925109863,
0.30716437101364136,
-0.2979435622692108,
0.01665927655994892,
-0.013994723558425903,
0.4630853235721588,
-0.22420498728752136,
-0.09708365052938461,
-0.06456129252910614,
0.029307706281542778,
0.2730728089809418,
0.04190348833799362,
0.4864262640476227,
-0.017755692824721336,
-0.43775302171707153,
-0.9776699542999268,
-0.0015798188978806138,
0.1840723305940628,
0.3162482976913452,
0.020426172763109207,
0.08464634418487549,
-0.5951517224311829,
-0.14131541550159454,
0.1136939600110054,
-0.2924448251724243,
0.024283945560455322,
-0.5998081564903259,
0.09120044857263565,
0.1809556931257248,
0.40337488055229187,
-0.3034560978412628,
-0.2696254253387451,
-0.0321621373295784,
-0.059230487793684006,
0.310268759727478,
0.3738028109073639,
-0.32652968168258667,
-0.24292263388633728,
0.32853981852531433,
-0.662270724773407,
0.40371695160865784,
0.4868265688419342,
-0.0874491035938263,
0.036537036299705505,
-0.3643333911895752,
-0.2563971281051636,
0.169167622923851,
-0.4360780417919159,
0.2739242911338806,
0.5785323977470398,
0.5191980004310608,
0.30458590388298035,
0.43275314569473267,
0.1721777468919754,
-0.5711656808853149,
0.30363214015960693,
0.5971965193748474,
-0.6801339387893677,
0.41458263993263245,
-0.18896552920341492,
0.024130873382091522,
-0.4027656018733978,
0.06556320190429688,
0.042421676218509674,
-0.4116188585758209,
-0.33525174856185913,
0.49903810024261475,
-0.7277984023094177,
1.092087984085083,
-0.44834500551223755,
0.24625448882579803,
1.4800735712051392,
-0.31245848536491394,
-0.4172547459602356,
0.07922060787677765,
-0.240217387676239,
0.2995558977127075,
0.03379901871085167,
-0.726628303527832,
-0.11352711170911789,
0.24774345755577087,
-0.24137307703495026,
-0.5189792513847351,
-0.4822062849998474,
0.7464016079902649,
-0.46989625692367554,
-0.060937073081731796,
-0.5277326703071594,
0.11823439598083496,
-0.08364603668451309,
-0.2309744507074356,
0.7806121110916138,
-0.3423812985420227,
0.04128062725067139,
1.133503794670105,
-0.34053900837898254,
0.015366694889962673,
0.5721357464790344,
0.1872485876083374,
0.3948793113231659,
0.8764777183532715,
0.04952920973300934,
0.9411366581916809,
-0.6246579885482788,
0.5999146103858948,
-0.13018418848514557,
0.5218064188957214,
-0.45071718096733093,
-0.32716310024261475,
0.07942842692136765,
-0.15517599880695343,
-0.23568464815616608,
-0.03354942798614502,
-0.02735310047864914,
0.010364924557507038,
0.07714159041643143,
-0.7369024157524109,
0.22053545713424683,
0.2741635739803314,
-0.5628466010093689,
-0.2876499891281128,
0.19596397876739502,
-0.7924411296844482,
0.11288951337337494,
-0.5181653499603271,
0.30484601855278015,
0.3969811499118805,
-0.2721802890300751,
0.5879607200622559,
-0.07515282183885574,
0.11040531098842621,
0.26637259125709534,
0.0056085167452692986,
-0.06902273744344711,
-0.272582471370697,
0.3186555504798889,
0.21071027219295502,
0.137599915266037,
-0.014563437551259995,
-0.5532183647155762,
-0.31786811351776123,
-0.32995593547821045,
0.09660425782203674,
0.7011423707008362,
0.8037059903144836,
-0.046353474259376526,
-0.36684292554855347,
0.3042357563972473,
-0.06228454038500786,
-1.0448198318481445,
0.04362265765666962,
0.7026496529579163,
-0.6705774068832397,
0.12767153978347778,
0.2810423672199249,
0.41013991832733154,
0.3718396723270416,
-0.7141568660736084,
-0.03500528261065483,
0.036684807389974594,
0.19188974797725677,
-0.08587389439344406,
-0.2846563458442688,
0.2640724182128906,
-0.09915035963058472,
0.4804877042770386,
-0.09468740969896317,
-0.2780013084411621,
0.27511632442474365,
0.3776616156101227,
0.30449604988098145,
0.4496092200279236,
0.06049759313464165,
0.10420466214418411,
-0.08842594176530838,
0.3430617153644562,
0.4232623279094696,
-0.20780257880687714,
-0.15198832750320435,
-0.025802001357078552,
-0.21496474742889404,
0.6597777009010315,
-5.941873073577881,
-0.39122000336647034,
-0.2157224714756012,
-0.08800699561834335,
-0.15162977576255798,
-0.02161508798599243,
1.161303997039795,
-0.15726391971111298,
0.1425359845161438,
-0.0328298918902874,
0.520118236541748,
0.21990633010864258,
0.10942250490188599,
0.3387150466442108,
0.19090022146701813,
0.2521122097969055,
0.040502820163965225,
0.1869531273841858,
0.3914645314216614,
0.20360800623893738,
0.3139089345932007,
-0.22963160276412964,
-0.5329850912094116,
0.9658936858177185,
-0.26895347237586975,
-0.07598359137773514,
-0.6691544651985168,
0.20956777036190033,
-0.2572750151157379,
-0.2510130703449249,
0.3063428997993469,
-0.9188807010650635,
-0.19001908600330353,
-0.09266777336597443,
0.1887042075395584,
0.029120001941919327,
0.2632148563861847,
0.27124062180519104,
0.09845084697008133,
-0.3670493960380554,
-0.0803290605545044,
0.3218464255332947,
-0.20733855664730072,
-0.18717242777347565,
0.14748786389827728,
-0.3126920759677887,
0.149404838681221,
0.4916737973690033,
-0.3151162266731262,
0.4692799746990204,
0.10436833649873734,
-0.19893810153007507,
0.5319414734840393,
0.27422773838043213,
0.2110862135887146,
-0.1741572767496109,
0.2553786337375641,
0.647495448589325,
0.049424413591623306,
0.3069249093532562,
0.2914108335971832,
-0.19762855768203735,
-0.14565341174602509,
-0.8096433877944946,
-0.17986485362052917,
0.05760917440056801,
-0.40049299597740173,
-0.9611140489578247,
0.041042909026145935,
0.1286705881357193,
-0.31335753202438354,
0.19791926443576813,
0.1863395869731903,
-0.3867216110229492,
0.3828452527523041,
-0.5376714468002319,
0.9490626454353333,
-0.17532284557819366,
0.1883077472448349,
-0.30948176980018616,
-0.3582531809806824,
-0.47030109167099,
-0.0073046600446105,
-0.41934463381767273,
0.11005590856075287,
0.15166762471199036,
-0.05567223206162453,
0.10770007222890854,
-0.6197203397750854,
-0.07088526338338852,
0.5332311987876892,
-0.20886288583278656,
0.67884761095047,
0.5227664113044739,
0.45023030042648315,
0.6777675747871399,
0.27759110927581787,
0.20251695811748505,
0.24344855546951294,
-0.1399974226951599,
0.5274924635887146,
0.37642592191696167,
-0.3481023609638214,
-0.9737647175788879,
-0.20169620215892792,
0.06644610315561295,
-0.25070586800575256,
0.22277848422527313,
0.633313775062561,
-0.9184732437133789,
-0.08947030454874039,
0.3093230724334717,
0.17794901132583618,
-0.390554815530777,
0.27592435479164124,
-0.27771392464637756,
-0.2027626633644104,
0.16047844290733337,
0.6739460825920105,
0.3057693839073181,
0.43914860486984253,
0.24506744742393494,
-0.3351691663265228,
0.043197546154260635,
0.34310951828956604,
-0.3376898765563965,
0.12213268131017685,
0.3921540081501007,
-0.519359827041626,
-0.07741477340459824,
0.7415079474449158,
0.44216951727867126,
-0.21456588804721832,
0.5083631873130798,
0.30527809262275696,
-0.46947646141052246,
0.053780920803546906,
0.16875334084033966,
-0.13306322693824768,
-0.12973472476005554,
0.4231870472431183,
0.023561032488942146,
0.19316942989826202,
-0.0678328424692154,
-0.003283386817201972,
0.04319850355386734,
-0.35535380244255066,
-0.07407883554697037,
-0.0018406579038128257,
0.22917193174362183,
-0.2503795623779297,
0.12024771422147751,
-0.19079428911209106,
-0.1711847186088562,
-0.17229142785072327,
0.31557098031044006,
0.539379358291626,
-0.4278331696987152,
0.10861018300056458,
-0.4601343870162964,
0.20739087462425232,
0.16405491530895233,
-0.9108464121818542,
-0.3976483941078186,
-0.213745579123497,
0.39313656091690063,
-0.4533833861351013,
-0.242217555642128,
-0.10951000452041626,
0.3038502037525177,
-0.35748615860939026,
-0.2950707674026489,
-0.38360440731048584,
-0.583488404750824,
-0.10260394215583801,
0.18780258297920227,
0.04016629606485367,
0.24815161526203156,
-0.4837597608566284,
-0.1293148696422577,
0.3465909957885742,
-0.3901315927505493,
-0.3378700315952301,
0.04079100117087364,
0.43079042434692383,
-0.022181592881679535,
0.14720940589904785,
0.3663707673549652,
-0.410709947347641,
0.3016820549964905,
0.18693716824054718,
0.2962389290332794,
0.3040970265865326,
0.018406463786959648,
-0.11220049113035202,
-0.38288021087646484,
0.045042265206575394,
-0.14370809495449066,
0.10093127936124802,
0.05414282903075218,
0.18271224200725555,
0.32184046506881714,
-0.5668138265609741,
0.41757187247276306,
0.27519118785858154,
-0.36720624566078186,
-0.03482837975025177,
-0.011410851962864399,
-0.045390959829092026,
-0.13227210938930511,
-0.8371453881263733,
-0.416617751121521,
-0.3215270936489105,
0.07252578437328339,
-0.29793986678123474,
-0.002223533345386386,
0.21636806428432465,
-0.8271881341934204,
-0.32502156496047974,
0.4560953378677368,
0.34634169936180115,
-0.07091385871171951,
-0.32890981435775757,
0.15846557915210724,
-0.24253517389297485,
-0.04834595322608948,
0.10015461593866348,
-0.7120023965835571,
-0.11108756810426712,
0.1674054116010666,
-0.8899056315422058,
-0.15551704168319702,
0.025620071217417717,
0.12034712731838226,
-0.4225159287452698,
-0.17242343723773956,
-0.18803010880947113,
0.27687788009643555,
-0.30730459094047546,
-0.022256657481193542,
-0.30106455087661743,
0.7470002174377441,
-0.40125206112861633,
-0.4261772036552429,
-0.1130158081650734,
0.09858044236898422,
0.528338611125946,
-0.5302227735519409,
-0.6572021842002869,
-0.026190781965851784,
0.00809613149613142,
-0.46540164947509766,
-0.31694474816322327,
0.14582517743110657,
0.24809880554676056,
0.27146217226982117,
-0.19825498759746552,
-0.3549806475639343,
-0.4630936086177826,
0.01755073480308056,
-0.045849088579416275,
-0.6661566495895386,
-0.3331403136253357,
-0.6427465677261353,
0.87031489610672,
0.06557148694992065,
-0.38913336396217346,
-0.7771193981170654,
0.29948627948760986,
-0.49554306268692017,
0.2641056180000305,
0.05604139715433121,
0.7006427049636841,
0.4523787200450897,
0.296132355928421,
0.172368124127388,
-0.04130759835243225,
0.052715934813022614,
-0.10058818012475967,
-0.08709565550088882,
-0.14542558789253235,
-0.3624383211135864,
0.2967560291290283,
-0.14508657157421112,
0.3106931149959564,
-0.24315732717514038,
0.2073395550251007,
-0.5394300222396851,
-0.06396462023258209,
-0.4831335246562958,
-0.2730277478694916,
0.06249496340751648,
-0.8973451256752014,
0.27316468954086304,
-0.01622435823082924,
0.2739437520503998,
0.7328888773918152,
0.5751383900642395,
-0.07530231773853302,
-0.13471655547618866,
-0.32614773511886597,
0.7663202881813049,
0.5216566324234009,
-0.4391898810863495,
0.6157432794570923,
0.3924653232097626,
-0.1621960997581482,
0.08955168724060059,
-0.07041902095079422,
0.13074882328510284,
0.3120703101158142,
-0.14814232289791107,
0.21649663150310516,
0.7036420702934265,
-0.1929749846458435,
0.16699457168579102,
-0.32418322563171387,
-0.4068290591239929,
0.9088846445083618,
0.20550020039081573,
-0.37484315037727356,
0.5091539025306702,
0.5510403513908386,
-0.474563330411911,
-0.1447303146123886,
0.2803319990634918,
-0.0403151772916317,
0.24194860458374023,
-0.02587009407579899,
0.4501505196094513,
0.7533722519874573,
0.8174158930778503,
0.19005386531352997,
0.31304436922073364,
-0.422593355178833,
0.05771254375576973,
0.3625403940677643,
-0.6006273031234741,
-0.21383048593997955,
-0.04668225347995758,
0.7886543869972229,
-0.19461087882518768,
-0.190637469291687,
0.32608094811439514,
-0.4492955803871155,
0.4596763253211975,
0.18937286734580994,
0.693683385848999,
-0.7745816707611084,
-0.10037805140018463,
-0.03986900672316551,
-0.330008327960968,
0.23610876500606537,
0.17983029782772064,
0.17987023293972015,
-0.3702465295791626,
0.49644365906715393,
-0.39652523398399353,
0.05135335028171539,
0.3595700263977051,
-0.14199994504451752,
0.21562886238098145,
-0.0406564399600029,
-0.267034649848938,
-0.27604708075523376,
-0.012899389490485191,
0.7340576648712158,
-0.3013322949409485,
0.24551056325435638,
0.09128289669752121,
-0.4298737049102783,
0.07328419387340546,
-0.42873162031173706,
0.595725417137146,
0.2454655021429062,
-0.7929098606109619,
-0.14323675632476807,
-0.011605149134993553,
-0.0727439597249031,
0.3554304540157318,
-0.3323766887187958,
-0.4875600039958954,
0.23132598400115967,
-0.41878435015678406,
-0.009266381151974201,
-0.031164448708295822,
-0.6538872718811035,
-0.030261371284723282,
0.22738486528396606,
0.4096115231513977,
-0.04318556189537048,
-0.763136088848114,
0.32520389556884766,
-0.018018409609794617,
0.314624547958374,
-0.09852202236652374,
-0.08121605962514877,
0.4834713339805603,
-0.09321343898773193,
0.44413700699806213,
-0.35995495319366455,
0.6668340563774109,
-0.3471086919307709,
0.11657750606536865,
-0.4417538642883301,
0.5834890007972717,
-0.11822478473186493,
0.13724958896636963,
-0.6602177023887634,
0.2083519548177719,
0.3553357720375061,
0.07710539549589157,
-0.3142196238040924,
0.23460710048675537,
-0.1771700084209442,
-0.0189077015966177,
0.5878708362579346,
-0.23893901705741882,
-0.2810916602611542,
-0.5245308876037598,
-0.2853686511516571,
-0.2764514684677124,
0.6645478010177612,
-0.5296851992607117,
-0.45035719871520996,
0.13739325106143951,
0.1708843857049942,
0.18720872700214386,
-0.4548916220664978,
0.3449532091617584,
-0.3094854950904846,
-0.15911032259464264,
-0.6881641745567322,
0.49488744139671326,
-0.6661221385002136,
0.1004832535982132,
0.24873608350753784,
0.31845763325691223,
0.3165251612663269,
-0.19694161415100098,
-0.07765975594520569,
-0.23288178443908691,
-0.2733651399612427,
0.7225201725959778,
-0.1594167798757553,
0.17137062549591064,
-0.15719802677631378,
-0.3545922636985779,
-0.455724835395813,
0.636896550655365,
-0.06671162694692612,
-0.38296186923980713,
-0.3396186828613281,
-0.3898286521434784,
-0.8576706051826477,
-0.007414075080305338,
-0.31606921553611755,
-0.49581536650657654,
-0.08166667819023132,
0.03771336376667023
] |
Currently, Voice Activated Virtual Assistants and Artificial Intelligence technologies are not just about performance or the functionalities they can carry out, it is also about the associated personality. This empirical multi-country study explores the personality perceptions of current VAVA users regarding these technologies. Since this is a rather unexplored territory for research, this study has identified two well-established personality evaluation methodologies, Aaker’s traits approach and Jung’s archetypes, to investigate current perceived personality and future desired personality of the four main Voice Activated Virtual Assistants: Siri, Google Assistant, Cortana and Alexa. Following are a summary of results by each methodology, and an analysis of the commonalities found between the two methodologies.
|
[
-0.002959046047180891,
-0.00338838086463511,
-0.007928933948278427,
0.0005476434016600251,
0.009074836038053036,
0.00318877212703228,
0.009814714081585407,
0.011175701394677162,
-0.009613157249987125,
0.0020509224850684404,
-0.01104319654405117,
0.014371448196470737,
0.0062444317154586315,
0.029249893501400948,
0.026523998007178307,
-0.014521818608045578,
-0.003844756865873933,
-0.00033257133327424526,
-0.0016148316208273172,
0.006830102764070034,
0.013975424692034721,
0.016740817576646805,
0.00936365406960249,
-0.02160555310547352,
-0.006123787723481655,
0.02182195335626602,
0.013282183557748795,
-0.008960086852312088,
-0.008307603187859058,
-0.014307059347629547,
0.014388538897037506,
-0.023294471204280853,
-0.0005095226224511862,
-0.007853718474507332,
0.004803303629159927,
-0.012030940502882004,
-0.006330304779112339,
0.02077612094581127,
0.014213742688298225,
-0.004500898998230696,
-0.006784964352846146,
-0.00019821478053927422,
-0.0043356334790587425,
-0.017145920544862747,
-0.0062120468355715275,
0.03550440073013306,
-0.007077659480273724,
0.008692985400557518,
-0.017380312085151672,
0.007702450267970562,
-0.0014156654942780733,
0.025275133550167084,
0.00002004177076742053,
0.027358030900359154,
-0.005529400892555714,
-0.017137795686721802,
0.017240330576896667,
0.0019199829548597336,
0.0010884730145335197,
-0.0009195671882480383,
-0.0122807202860713,
-0.012629436329007149,
0.01692900061607361,
-0.018472827970981598,
-0.03187083825469017,
-0.06734930723905563,
-0.01483542937785387,
0.006987428292632103,
0.005487765185534954,
-0.01229408010840416,
-0.00663989782333374,
0.015868082642555237,
-0.008634094148874283,
0.018582221120595932,
-0.016886427998542786,
0.017842546105384827,
0.0017708446830511093,
-0.03363979980349541,
0.014084386639297009,
0.0010207896120846272,
0.009829746559262276,
0.008250316604971886,
0.011308489367365837,
0.003427817951887846,
-0.003385806456208229,
0.018483588472008705,
0.000021331943571567535,
-0.005352951120585203,
0.017302341759204865,
0.006785381585359573,
-0.007896840572357178,
0.007406781427562237,
-0.006535207852721214,
-0.01905333250761032,
-0.0041684359312057495,
0.033631663769483566,
-0.0007681706920266151,
0.015800803899765015,
0.0073521980084478855,
-0.013163195922970772,
-0.01129729300737381,
0.003319276263937354,
0.031523339450359344,
-0.03159244358539581,
-0.01575252041220665,
0.008738656528294086,
-0.004529967904090881,
-0.003951437771320343,
0.015970515087246895,
0.01169997826218605,
0.007768664509057999,
-0.0026096785441040993,
0.0017002131789922714,
0.02715851366519928,
0.012217842042446136,
-0.007339616306126118,
0.028458286076784134,
-0.003841032274067402,
0.002695589791983366,
-0.027489591389894485,
-0.005956494249403477,
-0.014143336564302444,
0.01374423410743475,
0.008217928931117058,
0.003738808212801814,
-0.0026933830231428146,
0.018150076270103455,
-0.011385840363800526,
0.0023485340643674135,
0.01645076274871826,
-0.011519694700837135,
0.008334735408425331,
-0.0065422048792243,
0.011242919601500034,
0.01798657514154911,
-0.00740144494920969,
0.01625445857644081,
0.0008141696453094482,
-0.012686916626989841,
-0.005875852890312672,
0.0040725525468587875,
0.012391016818583012,
0.00929984450340271,
0.018013846129179,
0.027383457869291306,
-0.003538980148732662,
0.004872212186455727,
0.008937928825616837,
-0.02214585244655609,
-0.016036147251725197,
0.02077261358499527,
-0.016502777114510536,
-0.0021207015961408615,
-0.017810827121138573,
0.018635693937540054,
-0.008781349286437035,
-0.00835985504090786,
0.00999671034514904,
-0.017294850200414658,
-0.011545519344508648,
0.019116343930363655,
-0.0063451481983065605,
-0.003675864776596427,
0.007645491976290941,
0.005876518785953522,
0.006634609308093786,
0.011647216975688934,
0.00018739793449640274,
-0.012491500936448574,
-0.0009895734256133437,
-0.011607158929109573,
-0.003831606125459075,
0.0166238471865654,
0.00026540178805589676,
-0.008376392535865307,
0.004903092049062252,
0.01810535229742527,
0.005072824656963348,
-0.021900605410337448,
0.06755605340003967,
-0.02412339299917221,
-0.011523773893713951,
0.005394611041992903,
0.006257918663322926,
0.0035681542940437794,
-0.018330801278352737,
0.01216773223131895,
-0.014719102531671524,
0.028702931478619576,
-0.020702775567770004,
-0.029624463990330696,
0.006147668696939945,
0.03302336111664772,
-0.006251337006688118,
0.003370822872966528,
0.003412415739148855,
0.009201829321682453,
0.01165011152625084,
-0.002650622744113207,
-0.01873914897441864,
-0.010789429768919945,
-0.007166925817728043,
-0.002242349088191986,
-0.01581243798136711,
-0.02445114403963089,
0.012825068086385727,
0.023426584899425507,
0.004670706111937761,
0.0004637991078197956,
0.006737828254699707,
0.018644843250513077,
0.010932397097349167,
0.0006519949529320002,
-0.007452074438333511,
0.009767617098987103,
0.014035236090421677,
0.006040175445377827,
0.013875428587198257,
0.0053659104742109776,
-0.014325294643640518,
-0.010582045651972294,
0.016178220510482788,
0.048125892877578735,
0.019072119146585464,
0.01904376596212387,
-0.012623770162463188,
0.009221634827554226,
0.008778303861618042,
0.007705269381403923,
-0.015655653551220894,
-0.016249416396021843,
-0.015731951221823692,
-0.005410953424870968,
-0.02050767093896866,
0.022549737244844437,
0.01682893931865692,
0.010199153795838356,
-0.016803300008177757,
0.010679219849407673,
-0.000011560798157006502,
-0.0018374777864664793,
-0.019128086045384407,
-0.008431353606283665,
0.015398582443594933,
-0.005337669514119625,
0.02992149442434311,
-0.02387862280011177,
-0.0066923885606229305,
0.01921692118048668,
-0.025647232308983803,
0.0005983656155876815,
0.031243903562426567,
0.01796180009841919,
-0.008950335904955864,
0.004691649693995714,
0.013624660670757294,
0.029235998168587685,
-0.021452419459819794,
0.024388540536165237,
-0.014235477894544601,
-0.003259113524109125,
0.005679798312485218,
0.002375225769355893,
-0.02323249913752079,
-0.00678351940587163,
0.03134544938802719,
0.0025320614222437143,
-0.006135073024779558,
-0.002778167836368084,
-0.01241160836070776,
0.004632296971976757,
0.0004099190700799227,
-0.004347945563495159,
-0.08181045949459076,
-0.005749259144067764,
-0.0023262957111001015,
0.034212708473205566,
0.007046901620924473,
0.00048207887448370457,
-0.0046255746856331825,
0.01837215945124626,
-0.012132765725255013,
0.019893260672688484,
0.010054011829197407,
0.006647536531090736,
-0.019513830542564392,
-0.0013801166787743568,
0.010819398798048496,
-0.007048910483717918,
-0.0010658414103090763,
0.02604742906987667,
-0.02734292298555374,
0.01938115619122982,
0.0014509239699691534,
0.008415699005126953,
0.00946444645524025,
0.0046177394688129425,
0.013835261575877666,
-0.01637788489460945,
-0.016018837690353394,
-0.00506632262840867,
-0.0037024817429482937,
0.0019923218060284853,
-0.008734183385968208,
-0.004493264015763998,
0.011086411774158478,
0.005966963246464729,
0.012077152729034424,
0.008421985432505608,
-0.0020098628010600805,
0.021019965410232544,
0.0011841950472444296,
-0.01100585050880909,
-0.019078968092799187,
0.010896528139710426,
-0.010120656341314316,
-0.003917533904314041,
0.015707295387983322,
-0.003981070592999458,
-0.0028759946580976248,
-0.018646344542503357,
0.007423672825098038,
-0.023499317467212677,
0.010728804394602776,
-0.008087377063930035,
0.025924254208803177,
0.008162090554833412,
-0.011697467416524887,
-0.024696841835975647,
-0.010836843401193619,
0.040436144918203354,
-0.01203194074332714,
-0.007439400535076857,
-0.01995345577597618,
-0.01683838851749897,
-0.008948730304837227,
-0.0014047599397599697,
-0.011406922712922096,
-0.0018728182185441256,
0.0020545325241982937,
-0.012272787280380726,
0.014527741819620132,
0.003068638266995549,
-0.008488306775689125,
0.009149760007858276,
-0.013552138581871986,
0.005072708707302809,
0.025402594357728958,
-0.01216587983071804,
-0.015497281216084957,
-0.007651739753782749,
0.0010679250117391348,
-0.007343322038650513,
-0.00828047376126051,
0.01718253828585148,
0.01045512966811657,
-0.0038678962737321854,
-0.012042053043842316,
0.0016173506155610085,
0.0013281276915222406,
-0.003464336274191737,
0.014177458360791206,
-0.008679807186126709,
-0.002101543825119734,
-0.005393155384808779,
-0.007067159749567509,
0.0068496596068143845,
-0.010229830630123615,
0.0010211735498160124,
-0.014274338260293007,
0.01934671960771084,
0.0006490250816568732,
0.00911700539290905,
0.00864066556096077,
-0.0016148965805768967,
-0.012301742099225521,
-0.005290478467941284,
-0.019126521423459053,
0.013247210532426834,
-0.0040003396570682526,
0.007491334341466427,
-0.010381203144788742,
-0.01132061518728733,
-0.01235170103609562,
-0.017365360632538795,
-0.009527010843157768,
-0.002648552879691124,
0.011057252064347267,
-0.008727788925170898,
-0.011370683088898659,
-0.007419985253363848,
0.07274424284696579,
-0.003685473930090666,
0.010214690119028091,
-0.0008602174930274487,
0.027596917003393173,
0.0033818106167018414,
-0.00920163094997406,
-0.014110507443547249,
0.0197670329362154,
-0.010290224105119705,
0.01170428842306137,
-0.018895622342824936,
-0.008330894634127617,
-0.027451300993561745,
-0.007503354921936989,
0.008065174333751202,
0.01682002656161785,
-0.030725877732038498,
-0.007592418696731329,
0.013679713010787964,
-0.007652285508811474,
-0.007351241540163755,
0.0065328399650752544,
-0.002677642274647951,
-0.012490302324295044,
0.011424603872001171,
-0.026628343388438225,
-0.015975723043084145,
0.014251897111535072,
0.0037084908690303564,
-0.004807494580745697,
-0.022779712453484535,
-0.004212961066514254,
-0.00624427292495966,
0.007846429944038391,
-0.009996681474149227,
-0.016680801287293434,
0.011254798620939255,
0.011233403347432613,
0.006075895857065916,
0.006053939927369356,
-0.01134293619543314,
0.019596457481384277,
0.019763492047786713,
0.014993059448897839,
-0.02514714002609253,
-0.0012086506467312574,
-0.0027422956191003323,
-0.013153665699064732,
0.003172415541484952,
0.000382083875592798,
0.01934363879263401,
0.011856155470013618,
0.0045089577324688435,
0.017939839512109756,
0.019576575607061386,
0.028470400720834732,
0.0041960375383496284,
-0.023798147216439247,
-0.01504761166870594,
-0.0046056536957621574,
-0.016906360164284706,
-0.00009677093476057053,
0.0045888652093708515,
0.002829111646860838,
-0.016351116821169853,
-0.0034308938775211573,
-0.0022043189965188503,
-0.011466355994343758,
-0.012906739488244057,
-0.024951215833425522,
0.008817464113235474,
-0.018272709101438522,
-0.010571680031716824,
-0.016088668256998062,
-0.027490152046084404,
-0.00893787294626236,
-0.010638219304382801,
0.0010895757004618645,
-0.003196523990482092,
0.010858452878892422,
-0.03155215457081795,
0.014095455408096313,
-0.002502645831555128,
-0.02720560133457184,
-0.010915320366621017,
0.000989621039479971,
-0.07544665038585663,
-0.019747115671634674,
0.0024315097834914923,
-0.01039116457104683,
-0.004595453850924969,
0.024554049596190453,
-0.009818471036851406,
-0.01838209107518196,
0.0037939748726785183,
-0.0011138003319501877,
-0.009812609292566776,
-0.0144996028393507,
0.005969218909740448,
0.01671222597360611,
0.006577523425221443,
0.019493097439408302,
-0.026066333055496216,
-0.01387822162359953,
0.0012598037719726562,
-0.0056277187541127205,
-0.013221470639109612,
0.013997846283018589,
-0.0046130078844726086,
0.007664428558200598,
0.007542910985648632,
-0.0815066322684288,
0.012346141040325165,
-0.003333374857902527,
0.014255017973482609,
0.002589412033557892,
-0.013411268591880798,
0.001795159187167883,
0.0005496990634128451,
0.002087258268147707,
-0.016547080129384995,
0.0031677845399826765,
0.008629780262708664,
0.015069611370563507,
0.013500175438821316,
-0.01751435175538063,
-0.009037904441356659,
0.014895232394337654,
0.023109154775738716,
0.015274963341653347,
-0.002420000731945038,
0.016411446034908295,
0.02156897634267807,
-0.004654667805880308,
0.022994183003902435,
-0.015443951822817326,
0.01029109489172697,
-0.005248071625828743,
0.018389198929071426,
0.007388823665678501,
-0.04118569940328598,
0.01052560843527317,
-0.005517263431102037,
-0.005526165943592787,
-0.01951661705970764,
-0.00638464093208313,
-0.011842766776680946,
-0.015415305271744728,
0.00881912000477314,
-0.01860770210623741,
-0.016380921006202698,
0.00002845420385710895,
-0.0101782800629735,
0.01035701110959053,
-0.003218643832951784,
-0.007192681543529034,
-0.04657354950904846,
0.0053673190996050835,
0.00008073810022324324,
-0.00253028841689229,
-0.003561965888366103,
0.0062060272321105,
0.00789510179311037,
0.021644029766321182,
-0.009397588670253754,
-0.027828311547636986,
0.013888206332921982,
0.004101207945495844,
0.010606912896037102,
-0.007919758558273315,
-0.003366006538271904,
0.0013810615055263042,
0.03254519775509834,
0.029253952205181122,
0.07260371744632721,
0.013541964814066887,
0.01406689640134573,
0.002423052443191409,
0.004543880932033062,
-0.005991897080093622,
-0.0003229961730539799,
-0.00693488260731101,
0.028782255947589874,
-0.014700409024953842,
-0.025194160640239716,
-0.005090017803013325,
-0.000509228091686964,
0.002839012537151575,
0.00690419739112258,
-0.016980847343802452,
-0.018062148243188858,
0.002333042211830616,
0.006176305934786797,
-0.003594540059566498,
-0.015049200505018234,
-0.01385287381708622,
-0.02748754993081093,
-0.009550562128424644,
0.017973728477954865,
0.011467610485851765,
-0.029987305402755737,
-0.00637409184128046,
-0.0054989708587527275,
-0.019905492663383484,
-0.012802217155694962,
0.0030718459747731686,
-0.0010117021156474948,
0.0009073200635612011,
0.017624452710151672,
0.000994183705188334,
0.020038142800331116,
0.00576137937605381,
-0.021417228505015373,
-0.0015754676423966885,
0.0044110179878771305,
-0.01916845515370369,
0.007714123465120792,
-0.014563335105776787,
-0.0055627357214689255,
-0.012433730065822601,
0.028790641576051712,
-0.01716247759759426,
0.023754823952913284,
0.0179021954536438,
0.0165963564068079,
-0.004492248874157667,
0.001387404277920723,
-0.0075368257239460945,
-0.008096538484096527,
0.0024653137661516666,
0.013443543575704098,
0.003601213451474905,
-0.019407108426094055,
-0.005853538401424885,
-0.017867419868707657,
-0.00029561747214756906,
0.0005996609106659889,
-0.003772808238863945,
0.006435742136090994,
0.009023535996675491,
0.016220467165112495,
-0.013637975789606571,
-0.024763092398643494,
0.01451107393950224,
0.011172734200954437,
0.02683793008327484,
0.003979803994297981,
0.02073173224925995,
-0.0009573178831487894,
0.009814213030040264,
-0.030581893399357796,
-0.03254136070609093,
0.020705578848719597,
-0.002515987725928426,
-0.009510815143585205,
-0.021532131358981133,
-0.007208887487649918,
0.017654145136475563,
-0.0005701472982764244,
0.013457979075610638,
-0.013770786114037037,
-0.007998980581760406,
0.004799347370862961,
0.008374720811843872,
-0.02100425586104393,
0.006141618359833956,
0.0018789592431858182,
0.01588626578450203,
0.011397425085306168,
0.0345759391784668,
-0.020187046378850937,
0.01328398659825325,
-0.005333798937499523,
-0.011438721790909767,
0.0023753566201776266,
0.035245075821876526,
-0.024257317185401917,
-0.00847193319350481,
0.009001891128718853,
0.004350140690803528,
-0.0036822331603616476,
-0.016419632360339165,
0.0073832799680531025,
-0.012767953798174858,
0.006767690181732178,
0.011217938736081123,
-0.004404063336551189,
0.02126581221818924,
0.002971637062728405,
0.01239639800041914,
-0.009604504331946373,
-0.0023331758566200733,
0.007046060636639595,
-0.011551685631275177,
-0.03545635938644409,
0.0018890156643465161,
-0.02286588028073311,
-0.0035262773744761944,
-0.019070999696850777,
-0.005051683634519577,
-0.01663840375840664,
-0.0000961138866841793,
0.009028766304254532,
-0.001176611054688692,
0.014650296419858932,
-0.013690058141946793,
-0.003098891582340002,
0.0008242996409535408,
-0.004065175540745258,
-0.003116222098469734,
0.02394394390285015,
-0.0056015062145888805,
-0.02160736173391342,
-0.001781000755727291,
0.0029890250880271196,
0.0009688289137557149,
-0.005040816962718964,
-0.002469130326062441,
0.00789154414087534,
0.002637504367157817,
0.010008692741394043,
-0.0028147706761956215,
0.0014828545972704887,
0.012690924108028412,
-0.010905193164944649,
-0.0009235738543793559,
-0.0035280196461826563,
-0.0026850521098822355,
-0.023281916975975037,
0.01955506205558777,
-0.007225243840366602,
-0.014002026990056038,
0.00810963287949562,
-0.005913842469453812,
-0.004843473434448242,
-0.0031224421691149473,
0.005704548675566912,
0.027423974126577377,
0.009759729728102684,
0.005507851950824261,
-0.005581180099397898,
0.015984604135155678,
0.0038681253790855408,
-0.008105968125164509,
0.018011923879384995,
-0.00959540531039238,
-0.0019276547245681286,
0.0028662916738539934,
-0.02396331913769245,
-0.003978353925049305,
0.001391168567351997,
0.015996398404240608,
0.004834956955164671,
0.02538492903113365,
0.01677454076707363,
-0.023343583568930626,
-0.008876796811819077,
-0.009511465206742287,
-0.011430840939283371,
0.01944170519709587,
-0.0025604176335036755,
-0.003536062780767679,
0.0165388323366642,
0.024494312703609467,
-0.03255082666873932,
-0.01015101931989193,
-0.016192294657230377,
0.0033013750799000263,
-0.0088355066254735,
0.00781608372926712,
-0.019868208095431328,
-0.014994164928793907,
-0.01710989885032177,
0.020828546956181526,
0.002145139966160059,
-0.027081133797764778
] |
[
-0.23922255635261536,
-0.1287580132484436,
0.3491571247577667,
0.16930313408374786,
0.049417972564697266,
0.6443880200386047,
0.16925661265850067,
0.1110166609287262,
-0.17744982242584229,
-0.4503327012062073,
-0.43683135509490967,
0.6425395011901855,
-0.15178292989730835,
-0.07836873829364777,
-0.25002768635749817,
0.10035258531570435,
0.9230068325996399,
0.4279044270515442,
-0.19389189779758453,
-0.24247372150421143,
-0.19006948173046112,
0.17837005853652954,
0.5365691184997559,
-0.6551540493965149,
-0.1646919846534729,
0.20628958940505981,
0.5296116471290588,
-0.05739682540297508,
-0.1963397115468979,
-0.30452945828437805,
-0.06646625697612762,
0.38339364528656006,
-0.2133954018354416,
-0.18605227768421173,
-0.3033294975757599,
-0.19115516543388367,
-0.500425398349762,
-0.09334050118923187,
-0.030468598008155823,
-0.14018313586711884,
-0.43807724118232727,
-0.3301246762275696,
0.08978597819805145,
0.7965254187583923,
-0.49237382411956787,
0.14496183395385742,
-1.8107523918151855,
-0.0830266997218132,
-0.025393271818757057,
0.31747591495513916,
-0.6882810592651367,
0.3643718659877777,
0.17548136413097382,
0.20139950513839722,
0.040249209851026535,
0.10871550440788269,
-0.04868151620030403,
-0.5775802731513977,
-0.17899532616138458,
-0.4210236966609955,
-0.08848551660776138,
0.22115589678287506,
-0.13960526883602142,
-0.07389218360185623,
-0.04520605877041817,
0.262265145778656,
0.16743268072605133,
-0.2960543632507324,
-0.7472747564315796,
0.14767299592494965,
-0.09571374207735062,
-0.3035942614078522,
-0.10964152961969376,
0.39088675379753113,
-0.5065188407897949,
-0.09151443839073181,
0.4342632293701172,
-0.023384377360343933,
0.6054840683937073,
-0.09360358119010925,
-0.0626245066523552,
0.3424512445926666,
0.701185405254364,
0.05575665831565857,
0.2562282681465149,
0.20431016385555267,
0.21142426133155823,
0.2826613485813141,
-0.3113744556903839,
0.0335695780813694,
0.003708459436893463,
-0.6423172354698181,
0.6994908452033997,
0.6161245107650757,
0.33924368023872375,
0.1857415735721588,
0.34149840474128723,
-0.23725855350494385,
-0.19749929010868073,
0.036717046052217484,
-0.1355176866054535,
0.4850843846797943,
-0.09240793436765671,
-0.2818429470062256,
-0.13890957832336426,
-0.4959474205970764,
-0.24411779642105103,
-0.3141762912273407,
-0.35003605484962463,
0.5914387106895447,
-0.7917000651359558,
0.41829243302345276,
0.40013909339904785,
0.07829515635967255,
-0.39370137453079224,
-0.11190321296453476,
-0.06707179546356201,
-0.19075366854667664,
-0.44700366258621216,
-0.016967246308922768,
0.7607050538063049,
1.2421623468399048,
0.39515581727027893,
-0.33671149611473083,
0.1469523012638092,
-0.025486569851636887,
0.609239935874939,
0.1411534994840622,
-0.18219047784805298,
0.194159597158432,
0.26777908205986023,
0.3673475384712219,
0.08922221511602402,
0.10881691426038742,
-0.09866206347942352,
-0.14845170080661774,
0.308194100856781,
-0.13395622372627258,
0.4191780388355255,
0.5607830882072449,
-0.6572873592376709,
-0.319652259349823,
-0.32971954345703125,
-0.028923606500029564,
0.9264416694641113,
-0.10413029789924622,
0.026015542447566986,
0.3483375310897827,
-0.5229793190956116,
-0.2486763894557953,
-0.8818565607070923,
-0.015078546479344368,
-0.45578739047050476,
-0.37161609530448914,
-0.1925918310880661,
0.6958907246589661,
-0.08095835894346237,
-0.6573272943496704,
0.6653820872306824,
-0.17533746361732483,
0.11606879532337189,
-0.05553232133388519,
-0.8654077053070068,
-0.05240340158343315,
0.06118372082710266,
-0.33446004986763,
0.11980871856212616,
0.6381456255912781,
0.6112184524536133,
0.40153878927230835,
-0.18872137367725372,
-0.0429970808327198,
0.246827632188797,
-0.6148145794868469,
-0.485666424036026,
0.2651028335094452,
0.6904646158218384,
0.2715272307395935,
0.14578628540039062,
-0.07039594650268555,
-0.8789942860603333,
-0.06830304861068726,
-0.051094841212034225,
-0.37921181321144104,
0.11936858296394348,
0.2758188545703888,
0.5101239085197449,
-0.03287941962480545,
-0.01396607793867588,
-0.12628115713596344,
-0.4682462215423584,
-0.44783851504325867,
0.4978496730327606,
0.04224138706922531,
1.1967660188674927,
0.030267009511590004,
-0.30205461382865906,
1.3350082635879517,
0.29325249791145325,
0.1441919058561325,
0.25497180223464966,
0.10183681547641754,
-0.23184852302074432,
0.07379584014415741,
-0.7514094710350037,
-0.12556153535842896,
-0.02688918262720108,
-0.3464893102645874,
-0.16244961321353912,
0.2714437246322632,
0.32731151580810547,
-0.41721728444099426,
0.2151450216770172,
-0.42839866876602173,
0.18531116843223572,
0.14058475196361542,
-0.366828978061676,
-0.02028113789856434,
-0.17992204427719116,
-0.30087146162986755,
1.1072733402252197,
-0.5956711769104004,
0.37122049927711487,
0.5845834016799927,
-0.01278640702366829,
0.7315931916236877,
0.578460693359375,
-0.2767530083656311,
0.5620518922805786,
-0.06129894778132439,
0.2401498258113861,
-0.2611044943332672,
0.012093898840248585,
-0.5676544308662415,
-0.3969128131866455,
0.12854023277759552,
0.24334454536437988,
-0.6986344456672668,
0.1641441136598587,
-0.1183597669005394,
-0.08132520318031311,
0.2291378229856491,
-0.32204771041870117,
0.4142923355102539,
0.22195497155189514,
-0.25726309418678284,
-0.371204674243927,
-0.05843963474035263,
-0.28593868017196655,
-0.06141861155629158,
-0.06982506066560745,
0.2236185073852539,
-0.21001547574996948,
-0.363922655582428,
0.5120225548744202,
0.08788716048002243,
-0.26305434107780457,
-0.13013997673988342,
-0.07399237900972366,
0.12269210815429688,
-0.2292320430278778,
0.467403382062912,
-0.22843286395072937,
0.33775290846824646,
0.09729771316051483,
-0.569836437702179,
-0.20881398022174835,
-0.37068724632263184,
0.7121463418006897,
0.600670576095581,
0.42764419317245483,
-0.2841065227985382,
-0.3526829183101654,
0.19256319105625153,
-0.16343514621257782,
-0.3840584456920624,
-0.11191418766975403,
0.26886966824531555,
-0.3579345941543579,
-0.6145428419113159,
0.2542726397514343,
0.7930532693862915,
0.5806317329406738,
-0.2909613847732544,
-0.4868170917034149,
-0.3593917787075043,
-0.19971956312656403,
-0.5140776634216309,
-0.3757174611091614,
-0.22654446959495544,
-0.07867652177810669,
0.3365829586982727,
-0.004825092386454344,
-0.08148092776536942,
0.32321473956108093,
0.4197477400302887,
0.18847963213920593,
0.4223654866218567,
-0.004596862476319075,
-0.03400098532438278,
-0.417461633682251,
0.1114986315369606,
-0.0795559287071228,
-0.34840235114097595,
-0.09720224142074585,
-0.08787056803703308,
-0.17351572215557098,
0.12196274101734161,
-5.990400791168213,
-0.5844165682792664,
-0.41611015796661377,
0.04982735961675644,
0.17842458188533783,
-0.026799261569976807,
0.48747000098228455,
-0.14840884506702423,
0.16047370433807373,
0.25856655836105347,
-0.013363679870963097,
0.7039715647697449,
-0.059031568467617035,
0.5270338654518127,
-0.2837522029876709,
0.5367591977119446,
-0.3322681486606598,
0.27376845479011536,
0.4154699146747589,
-0.03713404759764671,
0.2510981261730194,
-0.0908612310886383,
0.19919222593307495,
0.574939489364624,
0.19281025230884552,
0.19894611835479736,
-0.7833388447761536,
0.16130535304546356,
0.09689092636108398,
-0.11500122398138046,
-0.02316710166633129,
-0.4096032977104187,
-0.5752330422401428,
0.08176133036613464,
0.5538135170936584,
0.05289483815431595,
0.6923364996910095,
0.2048986554145813,
0.6271439790725708,
-0.7699846625328064,
0.35326579213142395,
0.3745134472846985,
0.17079584300518036,
-0.14510029554367065,
0.12503667175769806,
-0.14297549426555634,
-0.31008535623550415,
0.2571224570274353,
-0.08665977418422699,
0.5320993065834045,
-0.2362518161535263,
-0.2025015950202942,
0.22455619275569916,
0.38522714376449585,
0.6369994282722473,
-0.5297107696533203,
0.34899842739105225,
0.16511115431785583,
0.45077404379844666,
0.055569034069776535,
0.0445002056658268,
-0.15727436542510986,
-0.37853822112083435,
-1.1044671535491943,
-0.22200918197631836,
0.3453804850578308,
-0.4215870797634125,
-0.26914873719215393,
0.35474154353141785,
-0.041357506066560745,
-0.3815893232822418,
0.48163148760795593,
0.08542755246162415,
-0.8184056282043457,
0.6044312119483948,
-0.5562993288040161,
0.40365538001060486,
0.25506699085235596,
-0.3109978437423706,
0.26335734128952026,
-0.2558753788471222,
-0.404659628868103,
-0.3870708644390106,
-0.24302494525909424,
-0.013589649461209774,
-0.6806685924530029,
-0.14103105664253235,
0.09901588410139084,
-0.05362588167190552,
0.4658629298210144,
0.7451658248901367,
-0.4417082369327545,
0.19844013452529907,
0.46679216623306274,
0.9319990873336792,
0.4708891808986664,
0.2665732800960541,
0.5880146622657776,
0.3218194842338562,
0.2077128142118454,
0.3563702702522278,
0.011265506036579609,
-0.27290651202201843,
-0.4966430962085724,
0.29114851355552673,
0.436672568321228,
-0.7143813967704773,
-0.2554522752761841,
0.7680917382240295,
-0.3833191394805908,
-0.16694408655166626,
-0.18949474394321442,
-0.4387434124946594,
-0.1379421502351761,
0.40433329343795776,
0.0584939606487751,
-0.35495758056640625,
0.5334703922271729,
0.24207022786140442,
-0.2716061770915985,
-0.08657378703355789,
0.1415737420320511,
-0.12195061892271042,
0.45194509625434875,
-0.22821280360221863,
-0.018254270777106285,
-0.13153384625911713,
0.4546947181224823,
-0.40128403902053833,
0.044971879571676254,
0.6778426170349121,
0.5412319898605347,
-0.5148666501045227,
0.06513314694166183,
0.2918348014354706,
-0.5423681735992432,
0.14645414054393768,
0.008465438149869442,
-0.22074654698371887,
-0.5141981244087219,
-0.08391831815242767,
-0.1790008395910263,
-0.13064248859882355,
0.25842413306236267,
0.3265245258808136,
0.05346877872943878,
-0.11042845994234085,
-0.36519569158554077,
-0.24225468933582306,
-0.0007942138472571969,
0.015409283339977264,
-0.5675141215324402,
0.25453242659568787,
0.06463181227445602,
0.015106934122741222,
-0.28123098611831665,
-0.09301140159368515,
0.005137250293046236,
-0.47413942217826843,
0.012548841536045074,
0.2994912564754486,
-0.30580395460128784,
-0.6766104102134705,
-0.22591036558151245,
-0.02042127400636673,
-0.24220925569534302,
-0.43854203820228577,
-0.5654764771461487,
0.26381435990333557,
0.4582197964191437,
0.22505967319011688,
-0.08142600953578949,
-0.364651620388031,
-0.398981511592865,
0.30979663133621216,
-0.28798267245292664,
-0.07131534069776535,
0.26682645082473755,
-0.2951638400554657,
-0.12086669355630875,
-0.07918211817741394,
-0.3703698217868805,
-0.2580680847167969,
-0.026517756283283234,
0.7701069712638855,
-0.25683313608169556,
0.04881085455417633,
-0.03617730736732483,
-0.21133321523666382,
-0.5565829873085022,
-0.04376334697008133,
0.8118407130241394,
0.3573129177093506,
-0.11984085291624069,
-0.44175323843955994,
-0.30232152342796326,
0.46291840076446533,
0.37970873713493347,
0.13420763611793518,
-0.6387877464294434,
0.043629877269268036,
0.17551745474338531,
-0.8991963863372803,
0.2940114140510559,
0.7333956360816956,
-0.43825748562812805,
0.1886751353740692,
-0.024635042995214462,
-0.20019035041332245,
0.08410398662090302,
-0.6544365882873535,
-0.4146200716495514,
0.1534130871295929,
-0.04751477390527725,
-0.431917279958725,
-0.16588999330997467,
-0.19234538078308105,
-0.18782560527324677,
-0.7008192539215088,
0.03566744178533554,
-0.22414162755012512,
-0.31546318531036377,
-0.4434484839439392,
0.21421732008457184,
-0.6902680397033691,
-0.1153484433889389,
0.3429347276687622,
-0.3802645206451416,
0.09069766849279404,
-0.28101906180381775,
0.017031768336892128,
0.18078133463859558,
0.17710985243320465,
-0.034116607159376144,
-0.11546699702739716,
-0.4490848481655121,
-0.26913970708847046,
0.36220696568489075,
-0.3380141854286194,
0.3565284311771393,
-0.1671125590801239,
0.6252981424331665,
-0.6687774658203125,
-0.19285424053668976,
-0.4012787342071533,
0.6513048410415649,
-0.012467804364860058,
-0.626462459564209,
-0.8007375001907349,
0.12021753937005997,
0.5178511142730713,
0.0769423171877861,
0.06605123728513718,
0.2724141776561737,
0.6619095206260681,
-0.13423074781894684,
-0.17828042805194855,
-0.5760800838470459,
-0.40539997816085815,
0.15252888202667236,
-0.06026299670338631,
-0.6254633069038391,
0.023722562938928604,
-0.0740526020526886,
-0.12545207142829895,
0.11127866059541702,
-0.1161925420165062,
-0.8813056945800781,
0.14246045053005219,
-0.37505802512168884,
0.6810977458953857,
0.4395762085914612,
0.6542057991027832,
0.03509754687547684,
0.2318316549062729,
-0.06089668348431587,
-0.1281135380268097,
0.2503880560398102,
0.015743259340524673,
0.2937430143356323,
0.23602068424224854,
0.042828936129808426,
-0.2200307548046112,
-0.5290688276290894,
0.4645470082759857,
-0.21558447182178497,
0.7948875427246094,
-0.4036306142807007,
-0.06067924574017525,
-0.11917570978403091,
0.0038714527618139982,
0.6555685997009277,
-0.2620525062084198,
0.5456370711326599,
-0.39870280027389526,
-0.0005953229265287519,
0.30072644352912903,
0.20865124464035034,
-0.19262689352035522,
-0.21513137221336365,
0.05229527875781059,
0.3515898585319519,
0.5767914652824402,
-0.03574276342988014,
-0.05075905844569206,
0.3898564577102661,
0.044283248484134674,
-0.48873674869537354,
-0.21835662424564362,
-0.3250143826007843,
0.11742713302373886,
0.1343013495206833,
0.516924262046814,
0.74989253282547,
-0.20173969864845276,
-0.1547912061214447,
-0.07917986810207367,
-0.1060120090842247,
0.27556219696998596,
0.556405782699585,
-0.01600758172571659,
0.2135872095823288,
0.21868395805358887,
-0.18867620825767517,
-0.2184649258852005,
0.3085152804851532,
-0.013212398625910282,
-0.22259843349456787,
0.45103445649147034,
0.6777952313423157,
0.7549164295196533,
0.3612506091594696,
-0.13456770777702332,
0.408521443605423,
0.3410991132259369,
-0.3782520294189453,
0.02977926656603813,
-0.2188413441181183,
-0.38593101501464844,
0.29166239500045776,
0.8474008440971375,
0.346845418214798,
-0.313254714012146,
-0.1096918061375618,
-0.18267355859279633,
0.7016894221305847,
0.5227618217468262,
0.4310411512851715,
-0.22563578188419342,
0.5121412873268127,
0.08748845756053925,
0.20937132835388184,
-0.12127503752708435,
0.4001142680644989,
-0.19322039186954498,
-0.034100595861673355,
0.2640332877635956,
-0.3391527235507965,
-0.4092843234539032,
0.3751932978630066,
0.0549316368997097,
0.38634127378463745,
-0.11582902073860168,
0.20338405668735504,
-0.5070043206214905,
-0.13153253495693207,
0.41564100980758667,
-0.42342251539230347,
0.5113617181777954,
-0.3413802981376648,
-0.29579365253448486,
0.6739799976348877,
-0.36992090940475464,
0.308768093585968,
-0.12621411681175232,
-0.2292657494544983,
0.5109729170799255,
0.0715939849615097,
-0.04957529902458191,
-0.13412195444107056,
-0.025027014315128326,
0.14320100843906403,
0.23363345861434937,
-0.26529669761657715,
0.013193657621741295,
-0.03419174626469612,
-0.3151629865169525,
0.22349447011947632,
0.21575988829135895,
-0.0021838112734258175,
-0.4939965009689331,
-0.3877696096897125,
-0.026041125878691673,
0.3631950616836548,
-0.17324823141098022,
-0.08950134366750717,
-0.36615052819252014,
0.2691723704338074,
0.2457907795906067,
0.2913316488265991,
0.15385964512825012,
0.625822901725769,
0.04149257391691208,
0.35870596766471863,
-0.5242863893508911,
0.4810274541378021,
-0.9349805116653442,
-0.6680660247802734,
-0.31996628642082214,
-0.1868615448474884,
0.4241677522659302,
0.22389161586761475,
-0.315439909696579,
-0.1606748402118683,
0.12495777755975723,
0.9179709553718567,
0.2530667781829834,
-0.09937649220228195,
0.043739672750234604,
-0.25350144505500793,
-0.14067775011062622,
-0.2620616853237152,
0.24658553302288055,
-0.2240132838487625,
0.25238004326820374,
0.2665163278579712,
0.15065936744213104,
-0.23557063937187195,
-0.7311537265777588,
0.10967417061328888,
-0.35309481620788574,
-0.02789885550737381,
-0.2516321539878845,
0.013874407857656479,
-0.5783051252365112,
-0.037566039711236954,
-0.22159205377101898,
-0.13183660805225372,
0.37630897760391235,
-0.6216227412223816,
-0.290686696767807,
-0.13819284737110138,
-0.1907953917980194,
0.613229513168335,
-0.11622477322816849,
0.23920857906341553,
-0.34766706824302673,
-0.5583056807518005,
-0.4905838072299957,
-0.11022671312093735,
-0.20856308937072754,
-0.6212429404258728,
0.012519227340817451,
-0.2654631435871124,
-0.20695355534553528,
0.15397177636623383,
0.3331429362297058,
-0.3207247853279114,
-0.02119031734764576,
0.0034446129575371742
] |
Profile-driven personalization based on socio-demographics is currently regarded as the most convenient base for successful personalized advertising. However, signs point to the dormant power of context recognition: Advertising systems that can adapt to the situational context of a consumer will rapidly gain importance. While technologies that can sense the environment are increasingly advanced, questions such as what to sense and how to adapt to a consumer’s context are largely unanswered. In this chapter, we analyze the purchase context of a retail outlet and conceptualize it such that adaptive pervasive advertising applications really deliver on their potential: showing the right message at the right time to the right recipient. full version published as: Bauer, Christine & Spiekermann, Sarah (2011). Conceptualizing Context for Pervasive Advertising. In Müller, Jörg, Alt, Florian, & Michelis, Daniel (Eds.), Pervasive Advertising (pp. 159-183). London: Springer.
|
[
-0.005827261134982109,
0.003354626940563321,
-0.02102379873394966,
0.010469882749021053,
0.015833456069231033,
-0.008881252259016037,
0.008892420679330826,
0.006753984838724136,
-0.006597666069865227,
0.008690889924764633,
-0.013708051294088364,
0.007402882911264896,
0.009453358128666878,
0.01852782443165779,
0.03206830471754074,
0.0059397099539637566,
0.0120773920789361,
0.022235911339521408,
0.0029494003392755985,
0.001652564387768507,
-0.001386917196214199,
0.002130199922248721,
0.009123992174863815,
0.028855280950665474,
-0.01601165160536766,
0.0034442825708538294,
-0.018711790442466736,
-0.03311385214328766,
0.01953793503344059,
-0.025433436036109924,
-0.003996589221060276,
-0.005847621243447065,
0.016063809394836426,
0.009982343763113022,
-0.0032695732079446316,
0.001709292526356876,
-0.00003760494291782379,
0.01444318052381277,
0.02833682857453823,
-0.002278862753883004,
0.008252110332250595,
-0.005047939717769623,
0.0008031856850720942,
-0.00020425929687917233,
-0.008526544086635113,
0.004142472520470619,
-0.000931592658162117,
0.020451460033655167,
-0.01262611523270607,
0.01502053253352642,
-0.007905079051852226,
0.00845175702124834,
0.0005055984947830439,
0.010927718132734299,
-0.006007560528814793,
0.0027365281712263823,
0.017815280705690384,
0.0057703061029314995,
-0.0001246999017894268,
-0.013402914628386497,
-0.007448364980518818,
0.02937505766749382,
0.007072540000081062,
-0.011085541918873787,
-0.015599800273776054,
-0.06724414974451065,
0.011128257028758526,
0.0008618636056780815,
0.011185988783836365,
-0.017165694385766983,
0.015187537297606468,
0.00472272140905261,
-0.0031410232186317444,
0.0019486951641738415,
0.009060611948370934,
-0.008965747430920601,
0.005912205670028925,
-0.01919865980744362,
-0.0022212453186511993,
0.007342190481722355,
-0.011387619189918041,
0.006544873584061861,
-0.000043182866647839546,
0.012162369675934315,
-0.0011691129766404629,
0.002103558275848627,
0.007808849215507507,
-0.000017698999727144837,
0.013244641944766045,
0.02899938076734543,
-0.0004212725907564163,
-0.01747787930071354,
-0.02531474269926548,
-0.02733420394361019,
-0.005390362814068794,
0.01173522137105465,
0.005859890952706337,
0.013154116459190845,
0.03797810524702072,
-0.004893127828836441,
-0.008687655441462994,
-0.0006660515209659934,
0.021571163088083267,
0.00276201032102108,
0.005200478248298168,
0.012037152424454689,
-0.002580871805548668,
-0.005722947418689728,
-0.006775224581360817,
0.005782814230769873,
0.023557305335998535,
-0.02226049080491066,
-0.025209898129105568,
-0.01470363698899746,
0.00017768004909157753,
0.016360322013497353,
0.006384889595210552,
-0.022016724571585655,
0.00490291602909565,
-0.015213815495371819,
-0.01904412731528282,
0.018008528277277946,
0.013591138646006584,
-0.02105407975614071,
0.00479452358558774,
-0.0006674176547676325,
-0.023199226707220078,
-0.0013534817844629288,
-0.019198141992092133,
-0.008656994439661503,
-0.010590536519885063,
-0.00018891645595431328,
-0.004804587457329035,
-0.007011116482317448,
0.0006957387086004019,
-0.010968453250825405,
-0.01311178132891655,
-0.017006151378154755,
-0.007701197639107704,
0.0008227149955928326,
0.022860318422317505,
0.008500954136252403,
0.003439093939960003,
0.012531125918030739,
0.018316956236958504,
0.004492530599236488,
-0.010276570916175842,
0.00807142537087202,
0.017822474241256714,
-0.014506353996694088,
-0.005516392178833485,
-0.00486624613404274,
-0.018333174288272858,
-0.009167117066681385,
0.008011119440197945,
-0.03351360186934471,
-0.00300638098269701,
-0.009992464445531368,
-0.007818481884896755,
-0.006851875223219395,
0.0011181365698575974,
0.023493774235248566,
-0.0014670656528323889,
0.006490189582109451,
0.002358705038204789,
-0.004666781984269619,
-0.00001900317147374153,
0.00919758714735508,
-0.0026066831778734922,
0.0028133546002209187,
-0.01308446191251278,
0.022076990455389023,
-0.0051212916150689125,
0.001421805820427835,
0.002145682228729129,
-0.0012352049816399813,
0.031681470572948456,
0.006316074635833502,
-0.012269409373402596,
0.06747972220182419,
0.0017316550947725773,
0.007897973991930485,
0.0026808935217559338,
-0.012441586703062057,
0.006294353865087032,
-0.015296030789613724,
0.012550121173262596,
0.0006801609415560961,
-0.010607963427901268,
0.0038608619943261147,
-0.025521544739603996,
0.0021822848357260227,
0.006850854028016329,
-0.004166021943092346,
-0.004800274036824703,
0.00287867384031415,
0.002785408403724432,
-0.0012757251970469952,
-0.003467425936833024,
-0.033517025411129,
-0.006419242825359106,
-0.004668850917369127,
-0.0008641650201752782,
0.017011258751153946,
-0.0021695131435990334,
-0.001588959596119821,
0.01926637627184391,
-0.0030028270557522774,
-0.007945504039525986,
0.0007175217615440488,
0.024556994438171387,
-0.011341637000441551,
0.0033002744894474745,
-0.00030327850254252553,
-0.0058060698211193085,
0.0035285907797515392,
-0.004326195456087589,
-0.013026252388954163,
0.017560511827468872,
-0.015190958976745605,
-0.002209052909165621,
-0.01977313868701458,
0.021689198911190033,
-0.014489756897091866,
0.0078743826597929,
0.016454653814435005,
0.007098330184817314,
0.008078568615019321,
-0.007317263633012772,
-0.012756772339344025,
0.006402699276804924,
-0.019998468458652496,
-0.00461222929880023,
-0.013527843169867992,
0.025666210800409317,
0.0015940414741635323,
0.007960569113492966,
-0.005477629601955414,
-0.006763921119272709,
-0.0011373169254511595,
-0.0025178317446261644,
-0.02356073632836342,
-0.0010657291859388351,
-0.015127486549317837,
-0.004114171490073204,
0.00510490732267499,
-0.010269640013575554,
-0.015189810656011105,
-0.021485790610313416,
-0.006496257148683071,
0.00005464581772685051,
-0.010068207047879696,
0.0164802223443985,
-0.0005091065540909767,
0.011896580457687378,
0.01904020458459854,
0.018491236492991447,
-0.0059350221417844296,
0.023095659911632538,
-0.00831090658903122,
0.002877274062484503,
0.0048454441130161285,
-0.01634206995368004,
-0.009998549707233906,
-0.025854023173451424,
-0.008038341999053955,
0.012831428088247776,
0.011323421262204647,
0.001434355042874813,
-0.008885425515472889,
-0.0007816442521288991,
-0.006750037893652916,
0.001559695228934288,
-0.08211225271224976,
-0.007921132259070873,
0.002188545186072588,
0.014339802786707878,
0.013721996918320656,
0.005610255058854818,
0.01109878160059452,
0.02365206554532051,
-0.009505555033683777,
0.009053407236933708,
0.017710424959659576,
0.01660335808992386,
-0.014666387811303139,
0.023633308708667755,
-0.014045504853129387,
-0.010698294267058372,
0.005074742250144482,
0.009127659723162651,
-0.0062214527279138565,
-0.013968216255307198,
-0.01290305145084858,
0.0008896607905626297,
-0.010472042486071587,
-0.017776625230908394,
0.0015774299390614033,
-0.010038209147751331,
0.013435532338917255,
-0.0004490066785365343,
0.006846423260867596,
0.006112608127295971,
-0.010526182129979134,
-0.01349183265119791,
-0.0005245329812169075,
-0.012060534209012985,
0.017449811100959778,
-0.018658898770809174,
-0.0061959815211594105,
-0.011238240636885166,
-0.00731553602963686,
-0.010562730953097343,
0.023062732070684433,
-0.0044372668489813805,
-0.014618994668126106,
0.004323144443333149,
0.006673778407275677,
0.015360726043581963,
-0.013053792528808117,
0.008321567438542843,
0.006915053818374872,
-0.01671038195490837,
0.018072474747896194,
0.0007059171330183744,
0.007840452715754509,
0.006792312487959862,
-0.01741693913936615,
-0.019477518275380135,
0.0026856998447328806,
0.005838233046233654,
-0.01737383008003235,
-0.0022547030821442604,
0.01113970298320055,
-0.02492210827767849,
-0.03073013946413994,
0.01432214304804802,
-0.002214922569692135,
-0.0297817625105381,
0.012174418196082115,
0.00007487274706363678,
0.012815156951546669,
-0.0028196873608976603,
-0.012531975284218788,
-0.016800407320261,
-0.001093356404453516,
-0.0028344604652374983,
0.012213239446282387,
-0.01177197229117155,
-0.012945260852575302,
0.006018871907144785,
0.006708970759063959,
-0.007240964565426111,
0.011687671765685081,
0.013973237946629524,
0.00378467608243227,
-0.011321403086185455,
-0.007699660025537014,
-0.012160203419625759,
0.004103418439626694,
-0.00294443778693676,
0.004974377807229757,
-0.009478971362113953,
0.0008881068788468838,
0.0068281530402600765,
0.009260197170078754,
0.0011724699288606644,
-0.0015619315672665834,
0.008905652910470963,
-0.030572855845093727,
-0.0005778693594038486,
-0.013996533118188381,
0.010177352465689182,
0.008954912424087524,
0.00810871459543705,
-0.013658229261636734,
-0.012027645483613014,
-0.004496798850595951,
0.007299582473933697,
0.0023628990165889263,
0.012311825528740883,
0.008804826997220516,
-0.009357864037156105,
-0.016361353918910027,
-0.002546655246987939,
-0.010809115134179592,
0.029643680900335312,
0.00582902692258358,
-0.0024179317988455296,
-0.01812819391489029,
0.009310970082879066,
0.0730522871017456,
-0.00671882089227438,
-0.003143998794257641,
-0.014004051685333252,
0.028227344155311584,
-0.03195641189813614,
-0.01649981550872326,
-0.006122367922216654,
-0.0034643348772078753,
-0.013094584457576275,
0.011005016043782234,
-0.006062917876988649,
-0.01986805349588394,
-0.0071328082121908665,
-0.0005876306677237153,
-0.018119992688298225,
0.011454304680228233,
-0.007199416868388653,
-0.005415006540715694,
-0.003036158625036478,
-0.009457625448703766,
-0.0021799751557409763,
-0.018995091319084167,
0.01201080996543169,
-0.009437765926122665,
-0.023503035306930542,
-0.030836232006549835,
-0.011681860312819481,
-0.00823833979666233,
-0.000011432101018726826,
0.014151757583022118,
-0.0017848138231784105,
0.0012748067965731025,
0.005922641605138779,
0.0022714780643582344,
0.007370953913778067,
0.046320557594299316,
-0.005643912591040134,
0.01449042558670044,
0.011659583076834679,
-0.0037577359471470118,
-0.011267779394984245,
0.005395819898694754,
0.01423031184822321,
-0.002147709485143423,
-0.007601748686283827,
-0.009636443108320236,
-0.0024928974453359842,
-0.004102000966668129,
-0.0004305616021156311,
-0.00878937914967537,
0.0009176196181215346,
0.00545415747910738,
-0.0037970473058521748,
-0.00004620524123311043,
0.002672176342457533,
0.011997651308774948,
-0.007376656401902437,
-0.009991433471441269,
-0.018544401973485947,
-0.026371531188488007,
0.0023529406171292067,
0.02202535793185234,
-0.013065861538052559,
-0.004472739063203335,
-0.004819895140826702,
-0.00773312384262681,
-0.024213459342718124,
0.003773694159463048,
0.028624016791582108,
-0.02322029322385788,
-0.013596365228295326,
-0.0059071676805615425,
-0.013184895738959312,
0.00498830433934927,
-0.02453533001244068,
0.0043897489085793495,
-0.006135311909019947,
-0.005986454430967569,
-0.0034339623525738716,
-0.003192941192537546,
-0.010964035987854004,
-0.006122381892055273,
-0.0034124874509871006,
0.0038257527630776167,
0.009082866832613945,
-0.01268480159342289,
-0.075435109436512,
0.0025555770844221115,
0.008553756400942802,
-0.01003569271415472,
-0.008527119643986225,
0.019956674426794052,
0.005109537858515978,
-0.005966128781437874,
-0.008945880457758904,
-0.0048517342656850815,
-0.03120465949177742,
-0.006425403989851475,
-0.028298059478402138,
0.003953769337385893,
0.006659092381596565,
0.00024204188957810402,
-0.01250709593296051,
0.0008195737609639764,
0.010466864332556725,
0.03889036923646927,
-0.009826336055994034,
0.007474068086594343,
-0.0031970692798495293,
0.010280241258442402,
0.005182173103094101,
-0.08175702393054962,
0.0031848112121224403,
-0.002611601259559393,
-0.01786801777780056,
-0.009982889518141747,
-0.010492721572518349,
0.005300132557749748,
0.004692299757152796,
-0.014977118000388145,
-0.013483455404639244,
0.009378883056342602,
-0.006608275696635246,
-0.015300989151000977,
0.0026052568573504686,
-0.011276395991444588,
-0.002849891548976302,
0.019660675898194313,
-0.00502817751839757,
0.0057573867961764336,
0.0048300400376319885,
0.005065892823040485,
0.009362156502902508,
-0.008015017956495285,
-0.0018581789918243885,
-0.013346051797270775,
-0.007175246253609657,
0.003080345457419753,
0.0064622629433870316,
-0.010906059294939041,
0.001309536281041801,
0.03850444033741951,
-0.0037086305674165487,
-0.004328296519815922,
0.005175636615604162,
0.0030320612713694572,
-0.007348785176873207,
-0.02172621712088585,
-0.014072374440729618,
-0.007789094932377338,
-0.01673576608300209,
-0.0021394581999629736,
0.012109026312828064,
-0.006063240580260754,
0.019183672964572906,
0.012285570614039898,
-0.012102100998163223,
0.004624152090400457,
-0.006521902978420258,
-0.004367634188383818,
-0.007480326574295759,
0.004135058261454105,
0.021537795662879944,
0.022322457283735275,
-0.006500753108412027,
0.009930675849318504,
0.006288925185799599,
-0.006792239844799042,
-0.0029043485410511494,
-0.008709988556802273,
0.012738246470689774,
0.009590981528162956,
0.0167398639023304,
-0.012157613411545753,
0.07253366708755493,
-0.016290001571178436,
0.015943309292197227,
0.018222078680992126,
-0.007822882384061813,
-0.0040655918419361115,
-0.029430104419589043,
0.014673185534775257,
0.023085040971636772,
-0.006062656175345182,
0.005994925741106272,
-0.002753864973783493,
0.010302465409040451,
0.0024916508700698614,
0.0037402049638330936,
0.004908434581011534,
0.004539913032203913,
-0.015088784508407116,
0.005391385406255722,
-0.0020085577853024006,
-0.010655011981725693,
0.008643745444715023,
-0.029940815642476082,
-0.010395949706435204,
0.026180103421211243,
0.005892336368560791,
0.007059178315103054,
-0.010385092347860336,
-0.011532379314303398,
-0.003198996651917696,
-0.01142851635813713,
0.03782164305448532,
0.002378806471824646,
-0.0090197017416358,
0.03809112310409546,
-0.0018414492951706052,
0.004064192995429039,
-0.008814133703708649,
-0.035466499626636505,
0.010664558969438076,
-0.02205665409564972,
0.0011250742245465517,
0.0022920980118215084,
-0.008883257396519184,
0.0038555425126105547,
-0.012882867828011513,
0.018882963806390762,
-0.03248815983533859,
-0.005423799157142639,
0.0176087636500597,
-0.018021060153841972,
-0.006600447464734316,
0.020032675936818123,
0.02337692677974701,
-0.0018869477789849043,
-0.02678370103240013,
0.0009014075621962547,
0.004577521234750748,
-0.01822776347398758,
-0.032623644918203354,
-0.0030931923538446426,
-0.006665391847491264,
-0.005728540010750294,
0.005844602826982737,
0.0030952575616538525,
0.019541434943675995,
-0.0050965906120836735,
-0.013989691622555256,
-0.00251771230250597,
0.01137479580938816,
-0.006744475569576025,
0.0034464290365576744,
0.003607755061239004,
-0.032204508781433105,
-0.00975749921053648,
0.013976684771478176,
0.010336990468204021,
-0.01250744890421629,
0.015607515349984169,
-0.014721574261784554,
-0.004010515753179789,
-0.016886889934539795,
-0.02898535504937172,
0.005741054657846689,
-0.0006304904818534851,
-0.021842874586582184,
0.0000680088996887207,
-0.0009232896845787764,
-0.007132980041205883,
0.008305955678224564,
0.0008221036987379193,
0.006177953444421291,
0.0019187884172424674,
0.008817343972623348,
0.005883602891117334,
0.03378520905971527,
0.0016095074824988842,
0.004992464557290077,
0.0025825686752796173,
0.002569881035014987,
0.020131513476371765,
0.009928390383720398,
-0.006824741140007973,
-0.0003649056889116764,
0.01326277107000351,
-0.003980027046054602,
0.004278358072042465,
-0.0011479025706648827,
-0.006084449123591185,
-0.006558011285960674,
0.005507250316441059,
-0.014400560408830643,
0.007704450283199549,
0.00022992491722106934,
-0.012282952666282654,
0.004367409739643335,
0.0020291716791689396,
-0.013992417603731155,
0.005802794359624386,
-0.009571671485900879,
-0.033118583261966705,
-0.007094547152519226,
-0.006310129072517157,
0.007204621098935604,
0.001259676180779934,
-0.02414657548069954,
-0.006738037336617708,
0.024587662890553474,
0.007850456982851028,
0.0003683858085423708,
0.006741323973983526,
-0.010967794805765152,
0.005177412647753954,
0.006115846335887909,
-0.01846548542380333,
0.011865824460983276,
0.006119070574641228,
-0.007387365214526653,
0.018213650211691856,
-0.005411156453192234,
0.034722425043582916,
-0.009444670751690865,
-0.007341624237596989,
-0.0012133601121604443,
0.007206478156149387,
-0.01574822887778282,
0.03494608402252197,
0.006021382287144661,
0.016362478956580162,
-0.008218435570597649,
-0.0012010311475023627,
0.01655658707022667,
0.0044659157283604145,
-0.003942801617085934,
0.001222656574100256,
0.016466960310935974,
0.001980180386453867,
-0.003402800066396594,
-0.008086034096777439,
0.00714724650606513,
0.014932731166481972,
0.008390115574002266,
0.004908160772174597,
0.014062752015888691,
-0.000661495141685009,
0.03668265789747238,
-0.0154629060998559,
-0.011543510481715202,
-0.001375333173200488,
-0.005497604608535767,
-0.010345086455345154,
0.008951643481850624,
0.004763700999319553,
0.0020147087052464485,
-0.02366042509675026,
-0.0027642971836030483,
-0.00856240838766098,
0.019188039004802704,
-0.006042917724698782,
0.026226557791233063,
-0.004512437153607607,
-0.02282392606139183,
-0.012778183445334435,
-0.008716855198144913,
-0.02487878128886223,
0.008589165285229683,
-0.006678849458694458,
-0.0029952656477689743,
0.019244033843278885,
0.016735592857003212,
0.01165471039712429,
-0.014466684311628342,
-0.01786521077156067,
-0.007758311927318573,
-0.01919129118323326,
-0.02192419394850731,
-0.018780600279569626,
-0.019652308896183968,
-0.008633428253233433,
0.018210519105196,
0.030873345211148262,
-0.004636622965335846
] |
[
0.18436108529567719,
-0.08951655775308609,
0.5081400871276855,
0.35850006341934204,
-0.1370355784893036,
0.24365460872650146,
0.0045950748026371,
0.1396568864583969,
0.20336589217185974,
-0.8548229336738586,
0.1620807945728302,
0.860288143157959,
-0.25046929717063904,
-0.10555946081876755,
-0.21953269839286804,
0.472042053937912,
0.1678619235754013,
0.47129473090171814,
-0.2600686252117157,
-0.1676628738641739,
-0.7401982545852661,
-0.27580785751342773,
0.24864347279071808,
-0.2753274738788605,
0.3534558117389679,
-0.007317794486880302,
0.561974823474884,
0.2330644726753235,
-0.33607587218284607,
0.13066549599170685,
0.08219864964485168,
0.3333367705345154,
-0.48593634366989136,
-0.23502930998802185,
-0.06234166398644447,
-0.17676639556884766,
-0.14560914039611816,
-0.2414316087961197,
-0.2752387523651123,
-0.09453990310430527,
-0.4137817323207855,
0.11597538739442825,
0.0018060539150610566,
0.5039663910865784,
-0.1390974223613739,
-0.487934947013855,
-2.3057525157928467,
0.202246755361557,
-0.11689816415309906,
-0.21661263704299927,
-0.057722412049770355,
0.3467939496040344,
0.14462396502494812,
0.7278580069541931,
-0.05420151725411415,
0.5585877895355225,
-0.07771320641040802,
-0.11174113303422928,
0.21245978772640228,
-0.399701863527298,
0.34244513511657715,
0.3100464642047882,
-0.16659078001976013,
-0.03729602321982384,
-0.35619527101516724,
0.14353813230991364,
-0.3082445561885834,
-0.10851198434829712,
-0.89300936460495,
-0.22851772606372833,
-0.07633095234632492,
-0.5181299448013306,
0.12454657256603241,
0.48416492342948914,
-0.7987368106842041,
0.37019455432891846,
-0.008341115899384022,
0.08325321972370148,
0.059304527938365936,
-0.42823565006256104,
-0.20366741716861725,
0.12271539866924286,
0.36606189608573914,
-0.24123920500278473,
0.5492294430732727,
0.16479447484016418,
0.1258072406053543,
0.6145082116127014,
-0.09522539377212524,
0.5126639008522034,
0.05002142861485481,
-0.6827031373977661,
0.4649454355239868,
0.27322426438331604,
0.36017167568206787,
0.10539031028747559,
0.28575846552848816,
0.20539747178554535,
-0.08918330818414688,
0.4484848082065582,
0.036362215876579285,
-0.1907402127981186,
0.21045950055122375,
-0.08778886497020721,
-0.25825923681259155,
-0.5257768034934998,
-0.19196321070194244,
-0.3844960033893585,
-0.30218592286109924,
0.48007410764694214,
-0.7347428798675537,
0.5262225270271301,
-0.2651563882827759,
0.16478553414344788,
0.04294821619987488,
0.3667962849140167,
-0.2118392437696457,
0.26553764939308167,
-0.17176754772663116,
0.17018941044807434,
0.5266969799995422,
1.1181042194366455,
-0.09354978054761887,
-0.27842795848846436,
0.042898938059806824,
-0.002298461040481925,
0.5931268930435181,
0.5913021564483643,
-0.4690897762775421,
0.12503284215927124,
0.3790246248245239,
0.4562914967536926,
-0.17759788036346436,
0.0040083834901452065,
-0.30167311429977417,
-0.5800197720527649,
0.5795149803161621,
0.21879030764102936,
0.37868407368659973,
-0.4060690999031067,
-0.5371346473693848,
-0.5267204642295837,
-0.2770533859729767,
-0.3003008961677551,
0.4651511013507843,
-0.2457694560289383,
0.3593859076499939,
-0.3547149896621704,
-0.6274403929710388,
-0.23977310955524445,
0.00779455853626132,
-0.12457775324583054,
-0.23856699466705322,
-0.05263049155473709,
0.0999295562505722,
0.44413846731185913,
-0.2217562198638916,
-0.4529131352901459,
0.03866773843765259,
0.012627937830984592,
-0.09360770881175995,
-0.08266749978065491,
-0.49742090702056885,
-0.24205532670021057,
0.20512409508228302,
-0.4472973346710205,
-0.1422555297613144,
0.4379681944847107,
0.32509908080101013,
0.2152063101530075,
-0.20584656298160553,
-0.10851962864398956,
-0.1721823513507843,
-0.5839686989784241,
0.2766907513141632,
0.48308447003364563,
0.3845329284667969,
0.18887723982334137,
0.1382114291191101,
0.16912542283535004,
-0.8701979517936707,
0.25992968678474426,
0.25211840867996216,
-0.49249276518821716,
0.06071530655026436,
-0.37919706106185913,
0.6888071894645691,
-0.1540689617395401,
-0.09641140699386597,
-0.28319278359413147,
-0.35331812500953674,
-0.31880462169647217,
0.10370336472988129,
-0.8446165919303894,
1.2252289056777954,
-0.10073072463274002,
-0.28900593519210815,
1.27082359790802,
-0.10370046645402908,
-0.16315455734729767,
0.112335704267025,
-0.15863360464572906,
-0.009746110066771507,
-0.17268307507038116,
-0.5456900000572205,
-0.11708256602287292,
0.2019071727991104,
0.048662759363651276,
-0.32964038848876953,
0.051665306091308594,
0.6382260322570801,
-0.40147000551223755,
-0.0023371188435703516,
-0.1909206062555313,
0.18598860502243042,
0.1273152083158493,
-0.15762242674827576,
0.44314467906951904,
-0.20915301144123077,
-0.19095660746097565,
0.5420984029769897,
-0.3931829631328583,
0.03583329916000366,
0.4120079278945923,
0.0342680923640728,
0.46702325344085693,
0.6261919736862183,
-0.019937725737690926,
0.8293959498405457,
-0.4533078372478485,
0.5838720798492432,
0.01841338351368904,
0.41897961497306824,
-0.7549494504928589,
-0.5057413578033447,
0.15053421258926392,
-0.005393894389271736,
-0.35276567935943604,
-0.1986425220966339,
-0.06186847761273384,
-0.10805581510066986,
-0.11448423564434052,
-0.46443817019462585,
0.26966118812561035,
0.10173429548740387,
-0.5841520428657532,
-0.5284870266914368,
0.6023249626159668,
-0.5399211645126343,
-0.2591538429260254,
-0.1327369660139084,
0.3587343394756317,
0.0756259337067604,
-0.634546160697937,
0.11915533989667892,
0.26342296600341797,
-0.20115895569324493,
-0.03424610197544098,
0.3001234829425812,
-0.4274298846721649,
0.2124232053756714,
0.5291423201560974,
-0.06701934337615967,
0.3570162355899811,
0.04360681399703026,
-0.19838683307170868,
-0.6003943085670471,
-0.24347920715808868,
-0.009774568490684032,
0.9399954676628113,
0.40980738401412964,
-0.09787320345640182,
-0.4882037937641144,
0.3348273038864136,
-0.015344765037298203,
-0.32568198442459106,
0.4084908068180084,
0.3681849539279938,
-0.0580979585647583,
-0.12326428294181824,
-0.1269543170928955,
0.6941483020782471,
0.8661441802978516,
-0.7600029706954956,
-0.6092168092727661,
-0.5930237770080566,
0.22360195219516754,
-0.13592278957366943,
-0.5939483642578125,
0.03660007566213608,
-0.05124680697917938,
0.4167450964450836,
-0.24070587754249573,
-0.2126832753419876,
0.3060968518257141,
0.37535518407821655,
-0.08523715287446976,
0.1455956995487213,
0.25380241870880127,
-0.06612053513526917,
-0.10414604097604752,
-0.0657261535525322,
-0.1205170527100563,
-0.3973899781703949,
-0.12589764595031738,
-0.4646311104297638,
-0.21922585368156433,
0.3186240494251251,
-5.974889755249023,
-0.04221494123339653,
-0.1162910908460617,
-0.12110517174005508,
-0.4187774956226349,
-0.28292316198349,
0.5672551393508911,
-0.4093022644519806,
0.2273625135421753,
0.21307320892810822,
-0.06372279673814774,
0.3979395031929016,
-0.05795964226126671,
0.35387492179870605,
-0.154199481010437,
0.5095296502113342,
0.6686195731163025,
0.42680561542510986,
-0.05784288048744202,
0.047521837055683136,
0.0630001351237297,
-0.06748010963201523,
0.11217818409204483,
0.7710222601890564,
0.044966958463191986,
-0.23118919134140015,
-0.7499428391456604,
0.2309037297964096,
-0.09223323315382004,
-0.2148096263408661,
0.4782957434654236,
-0.15722079575061798,
-0.1623750925064087,
0.12564705312252045,
0.5239276885986328,
0.27645084261894226,
0.5106253623962402,
0.067816361784935,
0.0519392266869545,
-0.6809812784194946,
0.31829145550727844,
0.5823239088058472,
-0.14986851811408997,
0.3441702723503113,
0.3910176157951355,
-0.22429259121418,
-0.1835932582616806,
0.02870609425008297,
-0.399565190076828,
0.47909992933273315,
0.04486219212412834,
-0.34157654643058777,
0.22292806208133698,
0.2566041946411133,
0.316956490278244,
-0.1783932000398636,
0.4224632680416107,
-0.25370362401008606,
-0.21224147081375122,
0.18665733933448792,
0.2556452751159668,
-0.3186562657356262,
-0.34120190143585205,
-0.3941962718963623,
0.06302687525749207,
0.014379311352968216,
-0.6143918037414551,
-0.9409241676330566,
0.09885352849960327,
0.18454080820083618,
-0.8554722666740417,
0.4521498680114746,
0.4561646282672882,
-0.4786345362663269,
0.6307528018951416,
-0.243722602725029,
0.29823464155197144,
-0.04606550931930542,
0.017938321456313133,
0.14180873334407806,
-0.031947631388902664,
-0.1703801155090332,
0.06254925578832626,
-0.07335560768842697,
0.021306099370121956,
-0.48656338453292847,
-0.31355246901512146,
0.4283043444156647,
-0.13950452208518982,
0.050235457718372345,
0.7663163542747498,
-0.05780128389596939,
0.04460588097572327,
0.22920988500118256,
0.48176366090774536,
0.6216551661491394,
0.4869632124900818,
-0.09565713256597519,
0.17701558768749237,
-0.4806627929210663,
0.5672215819358826,
0.04489780589938164,
-0.5898991227149963,
-0.5243737101554871,
0.24059998989105225,
0.19290673732757568,
-0.5274737477302551,
-0.15165363252162933,
0.6782190203666687,
-0.5372324585914612,
-0.11691777408123016,
0.447205126285553,
-0.9478567838668823,
0.05705748870968819,
0.36128905415534973,
-0.06045946851372719,
-0.2774467170238495,
0.11010074615478516,
0.5118829011917114,
-0.3168449401855469,
0.2709822952747345,
0.15434743463993073,
-0.07153629511594772,
0.13118992745876312,
-0.25337016582489014,
-0.4404577314853668,
0.08595667779445648,
0.7281798720359802,
-0.5361899733543396,
0.004130647983402014,
0.668848991394043,
0.12391936033964157,
-0.5304810404777527,
-0.19190573692321777,
0.11483827978372574,
-0.3559548258781433,
0.310255765914917,
0.16886208951473236,
-0.01981814019382,
-0.297488808631897,
0.24568086862564087,
-0.15675117075443268,
0.2857646942138672,
-0.09120886772871017,
0.5984101891517639,
0.0465700700879097,
0.0051668318919837475,
-0.04571560397744179,
-0.16611967980861664,
-0.19308556616306305,
-0.5084735155105591,
-0.05653610825538635,
-0.2248242050409317,
-0.22399964928627014,
0.2600446939468384,
-0.20773594081401825,
0.29635894298553467,
-0.27065303921699524,
0.02675502561032772,
-0.5173044800758362,
0.45899420976638794,
-0.13013406097888947,
-0.8488270044326782,
0.09718725085258484,
-0.11199524998664856,
0.07152815908193588,
-0.6135295033454895,
-0.46618616580963135,
0.16308455169200897,
0.43370768427848816,
-0.1575150042772293,
-0.49372756481170654,
-0.850644588470459,
-0.5211619734764099,
0.09669195115566254,
-0.43374061584472656,
0.22478297352790833,
0.33803799748420715,
-0.24950739741325378,
-0.267954558134079,
0.07614436000585556,
-0.47889038920402527,
-0.26231175661087036,
0.12100552022457123,
1.154301404953003,
-0.006240740418434143,
-0.3860785663127899,
0.3020458221435547,
-0.7513624429702759,
-0.48041120171546936,
0.4204352796077728,
0.4314766526222229,
0.5258322358131409,
-0.0540192611515522,
0.13929030299186707,
-0.653512179851532,
0.19236378371715546,
0.16454599797725677,
0.09193594753742218,
-0.3335396945476532,
-0.2714267373085022,
0.5207950472831726,
-0.6384575963020325,
0.48661717772483826,
0.12595678865909576,
-0.1785450428724289,
0.3525128662586212,
0.0024344066623598337,
-0.5624221563339233,
0.06510834395885468,
-0.701462984085083,
-0.6018939018249512,
-0.4396345913410187,
0.11793284863233566,
-0.16683726012706757,
0.02197067067027092,
-0.2479224056005478,
0.009080921299755573,
-0.4659953713417053,
0.4077911078929901,
0.6869198679924011,
-0.3778368830680847,
-0.6950703263282776,
0.16424088180065155,
-0.11081275343894958,
0.32938429713249207,
0.3667008578777313,
-0.6008260250091553,
-0.41528749465942383,
0.2824196219444275,
-0.01570022664964199,
0.01669354736804962,
0.31647980213165283,
0.37531769275665283,
-0.3418756127357483,
-0.29257792234420776,
-0.157855823636055,
0.6285485625267029,
-0.13587933778762817,
0.1736481636762619,
0.013839869759976864,
0.49671047925949097,
-0.3507450222969055,
-0.3542214334011078,
0.36966440081596375,
0.6414651274681091,
0.14264407753944397,
-0.2773193120956421,
-0.877752423286438,
-0.014179558493196964,
-0.08458962291479111,
-0.4056702256202698,
-0.23648671805858612,
0.16812042891979218,
0.6101750731468201,
-0.04709400236606598,
-0.31408634781837463,
-0.22935494780540466,
-0.35072988271713257,
0.5839881896972656,
0.013191737234592438,
-0.19039097428321838,
-0.3699192702770233,
-0.25647401809692383,
0.288966566324234,
0.08272844552993774,
-0.25069400668144226,
-0.6650930047035217,
0.3143405020236969,
-0.6968371868133545,
0.2687813341617584,
0.2825084626674652,
0.6167353391647339,
0.9760063290596008,
0.5531455278396606,
-0.2684159576892853,
-0.09642472118139267,
-0.14355860650539398,
-0.22902897000312805,
-0.0349852554500103,
0.044133301824331284,
-0.4964112937450409,
-0.03239160031080246,
-0.34759658575057983,
0.41829705238342285,
-0.24937742948532104,
0.44598180055618286,
-0.37448400259017944,
-0.08088614046573639,
-0.18892879784107208,
-0.06078580766916275,
0.05683675408363342,
-0.14297132194042206,
0.0942147746682167,
-0.3663163483142853,
0.11569517105817795,
0.5892665386199951,
-0.2641933560371399,
0.002288565970957279,
-0.07454361766576767,
0.19224132597446442,
0.5389718413352966,
0.37852904200553894,
-0.5266786217689514,
0.801241934299469,
0.15580563247203827,
0.045706428587436676,
-0.2551415264606476,
0.023683732375502586,
-0.15765748918056488,
0.24167504906654358,
-0.1563306599855423,
0.42229825258255005,
0.6566319465637207,
-0.027337441220879555,
0.05745847895741463,
0.1602160632610321,
-0.13284216821193695,
0.6304915547370911,
0.4379158616065979,
-0.30843549966812134,
0.21947196125984192,
0.3810685873031616,
-0.24473629891872406,
0.19101525843143463,
0.407259076833725,
-0.01607729122042656,
0.142429381608963,
0.2445707470178604,
0.2837337553501129,
0.6002312302589417,
0.7923556566238403,
-0.07656015455722809,
0.6689695119857788,
-0.0014339223271235824,
-0.044837769120931625,
0.23428475856781006,
-0.37721139192581177,
-0.2711960971355438,
-0.054468270391225815,
0.670383095741272,
-0.19940340518951416,
0.012831679545342922,
0.35636135935783386,
-0.30991268157958984,
0.32147416472435,
0.40871530771255493,
0.27694985270500183,
-0.5518072247505188,
0.30028578639030457,
-0.05424188822507858,
-0.20383800566196442,
-0.2839741110801697,
0.36130550503730774,
-0.23337483406066895,
-0.3341912627220154,
0.49971702694892883,
-0.3213839530944824,
-0.6050971746444702,
0.1959189474582672,
-0.11215320229530334,
0.6397038102149963,
0.08521473407745361,
-0.7313063144683838,
-0.4025115668773651,
0.060253456234931946,
0.44891196489334106,
-0.21490931510925293,
0.28109392523765564,
0.2751341760158539,
-0.4023497998714447,
0.4570327699184418,
0.10183196514844894,
0.24065274000167847,
0.30840104818344116,
-0.1649048775434494,
0.6342499256134033,
0.2930462062358856,
-0.25928276777267456,
0.4073946475982666,
-0.01855078712105751,
0.07765454798936844,
0.10649356991052628,
-0.22910913825035095,
0.17918384075164795,
0.19672009348869324,
-0.5291488170623779,
0.09554871171712875,
0.2864021062850952,
-0.0024217667523771524,
-0.32457229495048523,
-0.9631967544555664,
0.3099983036518097,
0.18675537407398224,
-0.009893462061882019,
-0.0107853002846241,
0.023739054799079895,
0.660108745098114,
0.3084600865840912,
-0.12525595724582672,
-0.33982187509536743,
0.5387684106826782,
-0.5349676609039307,
0.6063905358314514,
-0.5926976799964905,
0.40077832341194153,
-0.5135009288787842,
-0.20014093816280365,
-0.47214171290397644,
0.11154509335756302,
0.6257691383361816,
0.21599549055099487,
-0.30168500542640686,
-0.3235112130641937,
-0.017099732533097267,
0.5456921458244324,
0.33035287261009216,
0.09070596843957901,
-0.3238527476787567,
-0.3595708906650543,
0.16419574618339539,
-0.038564033806324005,
0.4027925133705139,
-0.2796109914779663,
0.08742334693670273,
-0.05096018686890602,
-0.25296077132225037,
0.3687431812286377,
-0.44950759410858154,
0.3303989768028259,
-0.06400403380393982,
-0.0621444471180439,
-0.43824541568756104,
0.6628533601760864,
-0.43374118208885193,
0.133222296833992,
-0.04643302410840988,
0.037431500852108,
0.4169822335243225,
-0.26166415214538574,
-0.25797244906425476,
-0.34039971232414246,
0.4351215064525604,
0.4546658396720886,
-0.6164008378982544,
0.36315253376960754,
0.020848577842116356,
-0.04390541464090347,
-0.21147142350673676,
0.39425763487815857,
-0.3061703145503998,
-0.7707712054252625,
-0.17257003486156464,
0.03359246626496315,
-0.4475460648536682,
0.18807359039783478,
-0.1320599764585495,
-0.6920293569564819,
-0.35088852047920227,
-0.11542961746454239
] |
The connection mechanism between neighboring modules is the most critical subsystem of each module in a modular robot. Here, we describe a strong, lightweight, and solid-state connection method based on heating a low melting point alloy to form reversible soldered connections. No external manipulation is required for forming or breaking connections between adjacent connectors, making this method suitable for reconfigurable systems such as self-reconfiguring modular robots. Energy is only consumed when switching connectivity, and the ability to transfer power and signal through the connector is inherent to the method. Soldering connectors have no moving parts, are orders of magnitude lighter than other connectors, and are readily mass manufacturable. The mechanical strength of the connector is measured as 173 N, which is enough to support many robot modules, and hundreds of connection cycles are performed before failure.
|
[
0.005717231426388025,
0.003395636798813939,
-0.0047896066680550575,
0.005751311779022217,
-0.0066473474726080894,
-0.012056118808686733,
0.009782973676919937,
-0.019828539341688156,
-0.01439547911286354,
0.007316870614886284,
-0.0051226806826889515,
0.02000235766172409,
-0.0024898494593799114,
0.02361825853586197,
-0.015266761183738708,
-0.005272405222058296,
-0.001789437374100089,
-0.0032097308430820704,
0.00890299305319786,
0.004323314875364304,
-0.0007547959685325623,
-0.008656743913888931,
0.01014096848666668,
-0.020869173109531403,
0.01984822377562523,
0.002878237050026655,
-0.011347089894115925,
-0.017387421801686287,
-0.020125966519117355,
0.006291293539106846,
-0.040988802909851074,
0.010718094184994698,
-0.005630230996757746,
0.00476881256327033,
-0.004984356928616762,
-0.00750140892341733,
-0.008333897218108177,
0.03812481835484505,
0.00776725634932518,
-0.004551256075501442,
0.003926308825612068,
-0.004655111581087112,
0.006920285522937775,
0.0036667201202362776,
-0.009622544050216675,
-0.0159025676548481,
-0.00073669059202075,
-0.026271995157003403,
-0.00037125725066289306,
-0.0020939030218869448,
-0.011339209973812103,
0.0067441994324326515,
0.0026401907671242952,
0.0022045662626624107,
-0.006219302304089069,
-0.01659136265516281,
0.017740080133080482,
-0.017333917319774628,
0.015234557911753654,
-0.012192054651677608,
-0.01719554327428341,
0.02439448982477188,
-0.027519501745700836,
-0.03149426728487015,
-0.008343122899532318,
-0.06717479228973389,
-0.008464539423584938,
0.000804100651293993,
0.0022789696231484413,
-0.025634920224547386,
-0.010485269129276276,
0.005459577776491642,
-0.010797982104122639,
-0.017930831760168076,
0.01150009036064148,
-0.017925983294844627,
-0.030313484370708466,
-0.009920326992869377,
-0.009120170958340168,
0.024261407554149628,
-0.01552776899188757,
-0.02349770814180374,
-0.00010136282071471214,
0.011052670888602734,
0.003955792170017958,
-0.008981353603303432,
-0.011533590033650398,
0.016178220510482788,
0.002743594814091921,
0.0035538519732654095,
0.03002559021115303,
-0.026104506105184555,
0.04206452891230583,
0.014157168567180634,
-0.00476170564070344,
0.02287607640028,
0.008463511243462563,
0.013397040776908398,
0.021019011735916138,
0.023975908756256104,
-0.003990569151937962,
0.05013390630483627,
0.018306391313672066,
-0.010088464245200157,
0.019744567573070526,
0.015181289054453373,
-0.006454371847212315,
-0.01707923412322998,
0.01538063958287239,
0.013221841305494308,
0.015614883974194527,
0.004962897393852472,
-0.015793077647686005,
0.021922165527939796,
0.0016312100924551487,
-0.016685601323843002,
0.019933760166168213,
-0.011178585700690746,
0.012276191264390945,
0.01762060821056366,
0.00637653935700655,
-0.006046628579497337,
0.003218570491299033,
0.01126930583268404,
0.008713949471712112,
0.032242950052022934,
-0.01706491783261299,
-0.010453355498611927,
0.0030461770948022604,
0.015987057238817215,
-0.016731176525354385,
0.019497117027640343,
-0.018856242299079895,
-0.014608640223741531,
0.011064378544688225,
0.010287569835782051,
-0.01669224724173546,
-0.02197597734630108,
0.009795935824513435,
0.008869610726833344,
0.0208599790930748,
0.014841332100331783,
0.010708721354603767,
0.02440616860985756,
0.011123518459498882,
-0.014001699164509773,
0.002614271827042103,
0.0014063832350075245,
0.015353820286691189,
-0.0067485542967915535,
-0.006642931140959263,
0.010909893549978733,
-0.02116592414677143,
-0.013108540326356888,
-0.0012473370879888535,
0.015715574845671654,
-0.01302450243383646,
0.007713752798736095,
-0.011833949014544487,
0.0328572615981102,
-0.009681465104222298,
0.009528275579214096,
0.00606884527951479,
0.009713085368275642,
-0.029381103813648224,
0.013414524495601654,
-0.0073740421794354916,
-0.004449733067303896,
-0.0321631133556366,
0.005061872769147158,
-0.016015496104955673,
0.01842896081507206,
0.024138402193784714,
0.00613287091255188,
0.012182161211967468,
0.01169769186526537,
-0.023759765550494194,
0.007228950969874859,
-0.007962666451931,
0.06703482568264008,
0.0378345362842083,
-0.017404314130544662,
0.013688784092664719,
0.010480976663529873,
0.012665126472711563,
-0.026405438780784607,
-0.003999029286205769,
-0.01955362968146801,
-0.016729686409235,
-0.013508946634829044,
-0.0024617183953523636,
-0.023582162335515022,
-0.041080720722675323,
-0.0003825053572654724,
0.007369680795818567,
0.0040392791852355,
0.026657983660697937,
-0.004668508656322956,
-0.022681619971990585,
0.0005029430612921715,
0.010170461609959602,
0.0006227032281458378,
0.023392660543322563,
-0.01040943805128336,
0.041760317981243134,
0.0023539685644209385,
0.010063661262392998,
-0.009852727875113487,
0.011274400167167187,
0.0063621886074543,
0.035160522907972336,
-0.004402524791657925,
-0.017333725467324257,
0.0006980735342949629,
0.007075304165482521,
-0.01826225221157074,
-0.019622819498181343,
0.0063331699930131435,
0.005630916450172663,
-0.014756092801690102,
-0.0014508520253002644,
0.02613336779177189,
0.012130397371947765,
0.006051475182175636,
0.0045162467285990715,
0.0011157938279211521,
-0.01385080348700285,
0.011929593048989773,
0.0335724763572216,
0.008259027265012264,
0.007349893916398287,
-0.0017981361597776413,
-0.012476054951548576,
0.016533344984054565,
0.007936017587780952,
-0.010088584385812283,
0.01036638580262661,
-0.038633570075035095,
0.020477790385484695,
-0.008510803803801537,
0.001967446878552437,
0.009666810743510723,
0.011347879655659199,
-0.013091005384922028,
-0.005721447058022022,
0.004406584892421961,
0.010770522058010101,
0.001452167402021587,
0.031227104365825653,
-0.0006019491702318192,
0.006899481173604727,
-0.004418961703777313,
-0.004864788148552179,
-0.02594822272658348,
-0.027160346508026123,
0.00081479805521667,
0.007315364200621843,
0.027699388563632965,
0.022645434364676476,
-0.004328214563429356,
-0.011402778327465057,
0.002543020760640502,
0.017994562163949013,
0.0024379813112318516,
-0.01918397657573223,
0.02876666747033596,
0.020468268543481827,
-0.017893865704536438,
-0.010932987555861473,
0.002762272022664547,
0.00784760620445013,
-0.01639862172305584,
-0.008064204826951027,
-0.08089987188577652,
-0.018093351274728775,
0.01333778165280819,
-0.0024965619668364525,
0.010780371725559235,
-0.029131386429071426,
-0.013270625844597816,
-0.005158461630344391,
-0.012345265597105026,
-0.0019996189512312412,
-0.01338733360171318,
0.0341888889670372,
-0.01446211151778698,
-0.022699471563100815,
0.025019526481628418,
-0.024352140724658966,
0.014194544404745102,
0.007516225799918175,
0.021205000579357147,
-0.035366859287023544,
0.019680283963680267,
-0.043353788554668427,
-0.04250110685825348,
0.0058276960626244545,
-0.01820109412074089,
0.012972518801689148,
0.007086107507348061,
-0.0014288900420069695,
-0.013639108277857304,
-0.002684626029804349,
-0.02015453763306141,
0.012493006885051727,
0.004975791089236736,
-0.01679593324661255,
0.02284381538629532,
-0.009479188360273838,
0.002875865902751684,
-0.00862715020775795,
-0.015116369351744652,
0.012452004477381706,
-0.0002976786345243454,
0.00005933362990617752,
-0.010581576265394688,
0.020999394357204437,
0.0020549928303807974,
0.017988204956054688,
0.00993356667459011,
-0.028579559177160263,
0.017250999808311462,
-0.00032906699925661087,
0.00271683931350708,
0.004743373952805996,
-0.01746356673538685,
0.016222279518842697,
-0.01333615742623806,
0.00439748540520668,
-0.009444588795304298,
0.03684738650918007,
-0.006111317314207554,
-0.01591646298766136,
0.00262141739949584,
-0.050092458724975586,
0.0012269823346287012,
0.03582848981022835,
0.002361903665587306,
-0.04870455712080002,
0.016970649361610413,
0.008300074376165867,
0.011572063900530338,
-0.009463908150792122,
0.0011279224418103695,
-0.0007783398032188416,
-0.007339301519095898,
0.010353943333029747,
0.0030885981395840645,
-0.012527350336313248,
-0.011159822344779968,
-0.007471438497304916,
0.014219341799616814,
-0.013039220124483109,
-0.04543127864599228,
0.008035036735236645,
-0.021623043343424797,
-0.015950972214341164,
-0.02604750730097294,
-0.01642020419239998,
0.005333684850484133,
-0.00012918957509100437,
-0.0007563034305348992,
-0.015892822295427322,
-0.010862670838832855,
-0.030248839408159256,
0.009907977655529976,
0.003365251701325178,
0.004630024079233408,
0.0013318208511918783,
0.00009449594654142857,
0.0155926663428545,
-0.00025314168306067586,
0.009991135448217392,
-0.011993179097771645,
0.0006199207855388522,
-0.026005253195762634,
-0.00821745302528143,
0.02800552174448967,
0.016107402741909027,
0.011441350914537907,
-0.021720394492149353,
0.0024332497268915176,
-0.00822269544005394,
0.024526678025722504,
-0.019900524988770485,
-0.014028860256075859,
0.014371659606695175,
0.008676196448504925,
0.01803920976817608,
-0.010254288092255592,
-0.016088897362351418,
0.07245668768882751,
0.009529178962111473,
0.008346322923898697,
-0.007255238015204668,
0.008253287523984909,
0.0005472806515172124,
-0.032286688685417175,
0.012014179490506649,
-0.008892885409295559,
-0.021304888650774956,
0.01094746682792902,
-0.022005990147590637,
0.0055901347659528255,
-0.024484599009156227,
-0.01835426688194275,
0.0029295491985976696,
-0.012560169212520123,
0.048584841191768646,
0.014475371688604355,
0.0358235202729702,
0.0172283798456192,
-0.03147158771753311,
0.00950145535171032,
0.001711866119876504,
-0.023415567353367805,
-0.0018369010649621487,
-0.003267643041908741,
-0.014921470545232296,
0.01425385195761919,
0.006067495793104172,
-0.008122562430799007,
0.004618731327354908,
-0.0008124748710542917,
-0.015454982407391071,
0.015539620071649551,
0.005056222900748253,
0.0033813798800110817,
-0.005831817630678415,
-0.006302409339696169,
0.0158431027084589,
0.0041341884061694145,
-0.010300680994987488,
0.006645857356488705,
0.021569523960351944,
0.0105203315615654,
-0.010549135506153107,
-0.0026305268984287977,
-0.00464833527803421,
0.008230967447161674,
-0.0008451177272945642,
-0.013830136507749557,
-0.0004539320943877101,
0.012079715728759766,
-0.0004706820473074913,
-0.014305212534964085,
0.016770832240581512,
-0.0039023279678076506,
0.000011072668712586164,
0.02058221772313118,
-0.009376946836709976,
0.002309950301423669,
0.032573066651821136,
0.02834521420300007,
0.015141449868679047,
0.0087603610008955,
-0.012319423258304596,
0.008876094594597816,
-0.016198137775063515,
0.0028831064701080322,
0.008051447570323944,
0.007680462207645178,
0.009766810573637486,
0.001675309962593019,
0.004831191152334213,
0.01522213313728571,
-0.001174976583570242,
0.028900127857923508,
-0.00026371865533292294,
0.0036834352649748325,
0.006259964779019356,
-0.003377161454409361,
-0.012511055916547775,
-0.0005191485397517681,
0.0015419150004163384,
-0.009146339260041714,
0.034684598445892334,
-0.004528200253844261,
-0.07447078824043274,
-0.010696194134652615,
0.006020404864102602,
-0.011348623782396317,
0.012257702648639679,
0.01612773910164833,
-0.0008115683449432254,
-0.03255102038383484,
0.001507173990830779,
-0.0013746129116043448,
0.01363270916044712,
-0.008221987634897232,
-0.03835310414433479,
0.003213118761777878,
0.009778059087693691,
0.004239439498633146,
-0.017309164628386497,
0.011284740641713142,
-0.025512585416436195,
0.003571860957890749,
0.015210622921586037,
0.002193915657699108,
0.003944883123040199,
-0.005561388563364744,
0.004033402539789677,
-0.08115541934967041,
0.00016837241128087044,
-0.010789693333208561,
-0.02711736224591732,
-0.001851960550993681,
0.015136780217289925,
-0.0004365986678749323,
-0.015769442543387413,
-0.007547946646809578,
-0.010210607200860977,
0.023832524195313454,
0.018910927698016167,
0.00047108717262744904,
-0.0040942607447505,
-0.0040495628491044044,
-0.004744733218103647,
-0.005437616258859634,
0.0076440186239778996,
-0.013772706501185894,
-0.01240717526525259,
0.0017495185602456331,
-0.017353013157844543,
-0.013676085509359837,
0.0005462006665766239,
-0.009581632912158966,
-0.03442583233118057,
-0.009245207533240318,
0.014799730852246284,
-0.02568942867219448,
0.007019221782684326,
0.03858943656086922,
-0.023679044097661972,
0.008141105994582176,
-0.05289603769779205,
-0.008138598874211311,
-0.009093718603253365,
0.0019203303381800652,
0.025539856404066086,
-0.03386205434799194,
-0.023373311385512352,
-0.0028227954171597958,
0.01513020507991314,
0.016543755307793617,
0.02199745550751686,
-0.004112616181373596,
-0.0012808269821107388,
0.005200749263167381,
0.003621133742853999,
0.020380230620503426,
-0.013257554732263088,
0.015505028888583183,
-0.009587823413312435,
-0.00006716488860547543,
-0.00233234791085124,
-0.015040956437587738,
0.014179123565554619,
0.0026790001429617405,
0.036649271845817566,
0.002548792865127325,
0.006250348873436451,
-0.005075596272945404,
0.0018982905894517899,
-0.01837928593158722,
0.071998231112957,
-0.028498046100139618,
0.004027258604764938,
0.024909714236855507,
0.010130669921636581,
0.005590496584773064,
-0.02191847376525402,
0.004937329795211554,
0.010905541479587555,
-0.027744974941015244,
0.00975041463971138,
-0.011056257411837578,
-0.01850026659667492,
0.01119658350944519,
0.04365219175815582,
-0.002009427873417735,
-0.0073900967836380005,
-0.035959258675575256,
-0.0034965169616043568,
-0.027751579880714417,
0.04057198762893677,
0.0003398205153644085,
0.021187633275985718,
0.014600776135921478,
0.004745476879179478,
0.005056103225797415,
-0.012449504807591438,
-0.0030793030746281147,
0.001573996152728796,
-0.029023844748735428,
0.0010346961207687855,
-0.0044384547509253025,
0.0003794279764406383,
0.011531585827469826,
0.04015570878982544,
0.01742328703403473,
0.00004081800580024719,
0.0009633148438297212,
-0.019814347848296165,
-0.02959618717432022,
-0.006605763453990221,
0.022833429276943207,
-0.004265724215656519,
-0.004637853242456913,
-0.038692865520715714,
0.03226285055279732,
0.020622074604034424,
0.0014953335048630834,
0.014855954796075821,
0.014565743505954742,
-0.0023056212812662125,
-0.004616875201463699,
-0.003902132622897625,
-0.003270453540608287,
0.01050388440489769,
-0.02265649288892746,
-0.029950255528092384,
0.013591566123068333,
-0.030351947993040085,
-0.028743494302034378,
0.0004925891989842057,
-0.0103650176897645,
-0.041251640766859055,
0.00857530441135168,
0.003195719327777624,
0.02643655240535736,
0.013061149045825005,
-0.012288836762309074,
-0.00544359814375639,
0.01344002690166235,
-0.033547643572092056,
0.008009719662368298,
0.005502514541149139,
0.009364383295178413,
0.0074170976877212524,
0.00037140166386961937,
-0.006731042638421059,
-0.04620778560638428,
0.004202516283839941,
-0.0052740853279829025,
-0.0035541641991585493,
0.036168068647384644,
-0.01285620965063572,
0.0008386929985135794,
0.006739764474332333,
0.021505795419216156,
-0.013415111228823662,
-0.003792142029851675,
-0.0033573622349649668,
0.017329197376966476,
0.005474890116602182,
-0.02187151089310646,
0.007001243066042662,
0.014473488554358482,
0.00588648859411478,
0.03354853391647339,
-0.012127041816711426,
0.016244860365986824,
0.01228204183280468,
0.020473046228289604,
-0.003276737406849861,
-0.020361844450235367,
-0.002706641796976328,
-0.027764134109020233,
-0.010449823923408985,
-0.02666652202606201,
0.025970779359340668,
0.006548753008246422,
-0.00008777098264545202,
0.0034904340282082558,
-0.004794000647962093,
0.030688371509313583,
0.014891767874360085,
0.012330991216003895,
0.00686546741053462,
0.019959062337875366,
-0.014328544959425926,
0.018208596855401993,
0.019676921889185905,
-0.0025968924164772034,
0.007037905510514975,
0.0324506051838398,
0.002942062681540847,
-0.0044920556247234344,
-0.0051354775205254555,
-0.007314077578485012,
-0.012909622862935066,
0.007116542663425207,
-0.025085967034101486,
-0.012456340715289116,
-0.003038417547941208,
-0.03798895329236984,
0.03268510848283768,
-0.0017799176275730133,
-0.009813644923269749,
-0.007495315279811621,
-0.001416314160451293,
0.016602125018835068,
0.020144039765000343,
-0.027791406959295273,
-0.010086010210216045,
-0.00804086308926344,
0.006629610434174538,
0.003443443216383457,
0.005974891595542431,
0.014316475950181484,
-0.0010685778688639402,
0.031746700406074524,
0.0026944237761199474,
0.019432198256254196,
0.009319385513663292,
0.009300639852881432,
0.004338450729846954,
-0.007501010317355394,
0.004035365767776966,
0.019175365567207336,
-0.007181929424405098,
-0.03699987009167671,
0.0025829561054706573,
0.02643136866390705,
-0.002000264823436737,
-0.0002960696001537144,
0.0010691832285374403,
-0.014406733214855194,
-0.009378984570503235,
-0.001926894998177886,
-0.02118290215730667,
-0.005016095004975796,
-0.00790872797369957,
0.0008345829555764794,
-0.026117153465747833,
-0.035428982228040695,
-0.023971334099769592,
-0.017105648294091225,
-0.031578488647937775,
-0.024072647094726562,
-0.007229241542518139,
-0.009638344869017601,
0.002588084898889065,
0.003984928131103516,
0.00766365509480238,
-0.01743827387690544,
-0.0037255287170410156,
-0.004254783503711224,
-0.007962234318256378,
0.03714478388428688,
-0.009036666713654995,
-0.007299104705452919,
0.01120087318122387,
-0.014703672379255295,
0.01514931209385395,
-0.024983879178762436,
-0.0245988629758358,
-0.00711544044315815,
-0.021510645747184753,
-0.014909795485436916,
-0.00721132243052125,
-0.011166119016706944,
0.015784380957484245,
0.00029046135023236275,
-0.022868478670716286,
-0.022416211664676666
] |
[
0.3997626006603241,
0.17305335402488708,
0.5974140763282776,
0.4322015941143036,
0.09986449778079987,
0.14207139611244202,
-0.038352519273757935,
-0.5512198805809021,
-0.33354437351226807,
-0.5176423192024231,
-0.25689831376075745,
0.46837183833122253,
-0.1653454303741455,
0.09429089725017548,
-0.1352129578590393,
0.32192111015319824,
0.6859555244445801,
0.10036850720643997,
-0.45075932145118713,
-0.250562459230423,
-0.4418894946575165,
-0.1406596153974533,
0.7223054766654968,
0.28849899768829346,
0.0934162512421608,
0.0386253297328949,
0.28234991431236267,
0.5507470965385437,
0.028754284605383873,
-0.21446242928504944,
0.026560211554169655,
-0.1775413602590561,
-0.3939023017883301,
-0.36245065927505493,
0.5913028717041016,
-0.25751635432243347,
-0.04183293506503105,
-0.20270349085330963,
0.1271464079618454,
-0.5217266082763672,
-0.16466079652309418,
0.3469005525112152,
0.24829614162445068,
0.6676334738731384,
0.0526270866394043,
-0.17017893493175507,
-1.0274757146835327,
0.38756081461906433,
-0.1294441670179367,
-0.1834673434495926,
-0.2684807777404785,
0.1097644791007042,
0.2772577702999115,
0.717132031917572,
0.4096076190471649,
0.1016884371638298,
-0.2519087493419647,
-0.3614369332790375,
0.11190863698720932,
-0.775914192199707,
-0.07030757516622543,
0.021599125117063522,
-0.23169256746768951,
0.34755265712738037,
0.3843460977077484,
0.5285758972167969,
-0.10484051704406738,
-0.1336391121149063,
-0.3025854825973511,
0.25612667202949524,
0.39767986536026,
-0.3594941198825836,
-0.010474972426891327,
0.2206588089466095,
0.046266522258520126,
-0.17960718274116516,
-0.024321895092725754,
-0.4363572597503662,
0.09181272238492966,
0.4740738570690155,
-0.30450597405433655,
0.7590367197990417,
0.2353736162185669,
-0.16874635219573975,
1.0287531614303589,
0.12177002429962158,
-0.22076208889484406,
1.023796558380127,
-0.4035068154335022,
0.31232210993766785,
-0.0499899722635746,
-0.17885003983974457,
0.16095030307769775,
0.48650747537612915,
0.1320810616016388,
-0.023015646263957024,
0.31947270035743713,
-0.07480130344629288,
0.4747288227081299,
0.32623156905174255,
0.18771353363990784,
0.020809045061469078,
-0.3665735721588135,
-0.7035636305809021,
0.20891287922859192,
-0.38474008440971375,
-0.6990382075309753,
-0.5308682322502136,
-0.08707245439291,
0.3502725064754486,
-0.42691415548324585,
-0.3350760042667389,
-0.03172340244054794,
-0.38760557770729065,
-0.058536164462566376,
0.17093414068222046,
-0.17139481008052826,
-0.007505572400987148,
0.12547314167022705,
0.3715888261795044,
0.1611356884241104,
0.9879631996154785,
-0.34690773487091064,
0.2773747742176056,
-0.05899076163768768,
-0.08176548033952713,
0.23338742554187775,
1.0380829572677612,
-0.6535235047340393,
0.12011878192424774,
0.19566984474658966,
1.1353695392608643,
-0.11641547083854675,
-0.12065766006708145,
-0.019967475906014442,
-0.6131024360656738,
-0.041795846074819565,
0.4449714422225952,
0.022907691076397896,
0.40013033151626587,
-0.7044512629508972,
-0.5980660319328308,
0.23778939247131348,
-0.11842560023069382,
-0.18125344812870026,
-0.4450754225254059,
-0.15735942125320435,
-0.5376453995704651,
-0.07665309309959412,
0.03021818958222866,
-0.20849287509918213,
0.24125100672245026,
-0.6212539076805115,
0.08103173971176147,
-0.9626051783561707,
0.4837799668312073,
0.30685433745384216,
-0.009260118007659912,
-0.3825768232345581,
-0.3097480237483978,
-0.0012948595685884356,
0.027925536036491394,
-0.6125888228416443,
0.03745171055197716,
-0.022602977231144905,
-0.24473649263381958,
0.4036591649055481,
0.4859376847743988,
0.724750816822052,
0.0880880057811737,
0.48587334156036377,
-0.2835366129875183,
-0.4550316631793976,
-0.19113938510417938,
-0.06632184982299805,
-0.03333083167672157,
0.32611075043678284,
0.13539478182792664,
-0.1276710033416748,
-0.034653108566999435,
-0.6457198858261108,
0.19494497776031494,
-0.17300856113433838,
-0.16878774762153625,
0.4368903636932373,
-0.045052818953990936,
0.03855423256754875,
-0.5164839029312134,
-1.044324278831482,
-0.21634499728679657,
0.08736696094274521,
-0.3658856749534607,
0.4116472601890564,
-0.9391733407974243,
1.4748135805130005,
-0.23210591077804565,
-0.45416373014450073,
1.0619535446166992,
-0.17252561450004578,
0.1382330060005188,
0.197621688246727,
0.5484769940376282,
-0.05496392399072647,
-0.6084943413734436,
-0.42266663908958435,
-0.07595258951187134,
0.7588154077529907,
0.04661210998892784,
-0.13052472472190857,
-0.6933541297912598,
0.5667721033096313,
-0.7446308732032776,
0.14421510696411133,
-0.4634188413619995,
0.06174922361969948,
-0.3685966432094574,
-0.18452680110931396,
0.36278581619262695,
0.5673498511314392,
0.3178946375846863,
1.3949843645095825,
-0.33795425295829773,
0.07594569027423859,
0.8357183933258057,
-0.36448371410369873,
0.652073860168457,
0.526762068271637,
0.25403767824172974,
0.4234127104282379,
0.3196938633918762,
-0.06648731976747513,
-0.5565252304077148,
-0.1046474501490593,
-0.4322826862335205,
-0.23705542087554932,
-0.15634480118751526,
0.1321500688791275,
-0.052176374942064285,
0.10602052509784698,
0.16108438372612,
-0.17915277183055878,
0.6436533331871033,
-0.8684666752815247,
0.27914661169052124,
0.3778167963027954,
-0.2965371012687683,
-0.26549088954925537,
-0.0802617222070694,
-0.11793642491102219,
-0.0016195588978007436,
-0.2279110848903656,
-0.007459244690835476,
0.31925469636917114,
-0.5163456797599792,
0.1575765311717987,
-0.4735890328884125,
-0.45340004563331604,
-0.05289164185523987,
-0.25452643632888794,
0.13912494480609894,
0.007780210580676794,
-0.5904168486595154,
-0.36618196964263916,
-0.33847081661224365,
-0.5775260329246521,
-0.13030871748924255,
-0.19179008901119232,
-0.5608751773834229,
0.6005226373672485,
0.8342966437339783,
0.25435271859169006,
0.02562592923641205,
-0.20347559452056885,
-0.11269973963499069,
-0.4102866053581238,
-0.1882416158914566,
0.13247039914131165,
0.06448716670274734,
-0.48011937737464905,
-0.3528677225112915,
-0.045876242220401764,
0.6581928730010986,
0.8934862613677979,
-0.18029212951660156,
-0.20148077607154846,
0.12990403175354004,
0.2138025462627411,
-0.24561093747615814,
-0.5203565955162048,
-0.14987537264823914,
-0.04871416464447975,
-0.03990369290113449,
-0.23985902965068817,
-0.20765963196754456,
0.6223454475402832,
0.7588537335395813,
-0.16388121247291565,
0.06756898760795593,
0.7358322739601135,
-0.40316498279571533,
-0.32194018363952637,
-0.06226949393749237,
-0.3501836657524109,
-0.15306317806243896,
-0.010347983799874783,
-0.2802196145057678,
-0.32386744022369385,
-0.19035932421684265,
-5.82549524307251,
0.10223907232284546,
-0.38366714119911194,
-0.17789402604103088,
0.3859383165836334,
0.4412935674190521,
0.4656246602535248,
0.03289714828133583,
0.4685729444026947,
0.008656853809952736,
-0.26333528757095337,
0.5641575455665588,
0.17470809817314148,
0.13524603843688965,
0.08993279933929443,
0.23357294499874115,
0.6749790906906128,
0.1743839979171753,
0.2288195788860321,
-0.6258894205093384,
-0.0914648026227951,
-0.15284967422485352,
-0.2350158840417862,
0.145401269197464,
0.23136210441589355,
-0.43537575006484985,
-1.2348095178604126,
0.11274757236242294,
-0.3156948983669281,
0.09657373279333115,
-0.23686471581459045,
-0.44503897428512573,
-0.18444713950157166,
-0.48439842462539673,
0.6018988490104675,
-0.04648284614086151,
0.2340514063835144,
0.050459496676921844,
0.04029024392366409,
-0.25458887219429016,
0.6178014874458313,
0.6663775444030762,
0.3368845283985138,
-0.1256047934293747,
0.7242113351821899,
-0.38269829750061035,
-0.5095929503440857,
-0.3335438668727875,
0.0800989642739296,
0.895427942276001,
-0.15175911784172058,
-0.12272024899721146,
1.0023399591445923,
-0.4084254503250122,
0.06562219560146332,
-0.22316329181194305,
0.17780552804470062,
0.3147978186607361,
-0.5954794883728027,
0.17006602883338928,
-0.6667713522911072,
-0.21391600370407104,
0.057581108063459396,
-0.724135160446167,
-0.6941047310829163,
0.6108920574188232,
-0.6333578824996948,
-0.36311474442481995,
0.12563888728618622,
0.2473239153623581,
-0.7229096293449402,
0.530717670917511,
0.08896245062351227,
-0.3576861321926117,
0.7016956210136414,
-0.31232643127441406,
-0.09753908216953278,
-0.1720878630876541,
-0.19931668043136597,
0.0022312679793685675,
-0.10000357776880264,
-0.047322411090135574,
-0.21611140668392181,
0.10012766718864441,
-0.039872340857982635,
0.1670037806034088,
0.03158395737409592,
-0.35305267572402954,
-0.11899081617593765,
0.22972151637077332,
0.8870587348937988,
-0.020183909684419632,
0.1373642385005951,
-0.1224566102027893,
0.35846343636512756,
0.1956043690443039,
0.2436629682779312,
0.30864858627319336,
0.1301056146621704,
-0.5159991979598999,
0.6362269520759583,
-0.1018965020775795,
-0.08034427464008331,
-0.3051016628742218,
-0.2677055597305298,
0.06410685181617737,
-0.3966158330440521,
-0.04268363490700722,
0.576744794845581,
0.25076818466186523,
-0.041937246918678284,
0.0014137175166979432,
-0.3658324182033539,
-0.1963428109884262,
0.28106066584587097,
-0.134949192404747,
-0.6227835416793823,
0.3145226240158081,
0.18983404338359833,
-0.2629309594631195,
0.22248828411102295,
0.2452317625284195,
0.3249416649341583,
-0.2954765260219574,
-0.14476510882377625,
-0.10746980458498001,
0.09174985438585281,
0.6540717482566833,
-0.007913503795862198,
-0.17546026408672333,
0.15746523439884186,
0.783806562423706,
-0.2379705011844635,
0.07173894345760345,
-0.3216472864151001,
-0.04928973317146301,
-0.20934011042118073,
0.1533336341381073,
0.07377777248620987,
-0.3065021336078644,
0.6191756129264832,
0.08098188042640686,
-0.18100227415561676,
-0.34870386123657227,
0.19283829629421234,
0.3262854218482971,
-0.3983604311943054,
0.5499834418296814,
-0.374796986579895,
0.18341083824634552,
-0.11119222640991211,
-0.5611110925674438,
-0.003229262074455619,
0.06153642013669014,
-0.21392686665058136,
-0.03063317947089672,
0.2477281093597412,
0.5253379940986633,
0.3535710573196411,
-0.5932275056838989,
0.32650625705718994,
0.40674668550491333,
-0.7553611397743225,
0.3579244315624237,
-0.03449106588959694,
0.0679301843047142,
-0.8264269828796387,
-0.33306199312210083,
-0.0927046537399292,
0.4333416521549225,
-0.05788567289710045,
-0.22820766270160675,
-0.47444209456443787,
-0.6160553693771362,
0.25989922881126404,
0.02915957197546959,
0.11036338657140732,
-0.1968703269958496,
-0.07591817528009415,
-0.3628789186477661,
0.20438097417354584,
-0.2664424777030945,
0.16148310899734497,
-0.12065581977367401,
0.6025581955909729,
-0.6367706060409546,
-0.00906076468527317,
-0.0603165365755558,
-0.20208138227462769,
-0.3179137706756592,
0.6774142384529114,
0.04704383388161659,
0.3326697051525116,
-0.3203706443309784,
0.23805224895477295,
-0.025503290817141533,
0.44877493381500244,
0.566070020198822,
-0.6312081217765808,
-0.8371434211730957,
-0.24661746621131897,
0.4848434329032898,
-1.426875114440918,
0.7371397018432617,
0.29959356784820557,
-0.027630142867565155,
0.16720061004161835,
0.04299067333340645,
0.3267982602119446,
-0.3906112611293793,
-0.406707227230072,
-0.5212246775627136,
0.10399075597524643,
0.11866866797208786,
-0.7985653281211853,
0.27829018235206604,
0.3414672017097473,
-0.1338895559310913,
-0.37605416774749756,
0.21114079654216766,
-0.21735864877700806,
-0.14461110532283783,
-0.04113638773560524,
0.06188596412539482,
-0.07668527960777283,
0.4311588704586029,
0.16189664602279663,
-0.2633657157421112,
-0.1623922884464264,
-0.004222438205033541,
-0.5823060870170593,
-0.23126733303070068,
0.06064591556787491,
-0.4844346344470978,
-0.09977781027555466,
-0.13489188253879547,
-0.43745723366737366,
-0.1281726211309433,
-0.16325266659259796,
0.4630437195301056,
-0.005927732679992914,
0.8678011298179626,
-0.2857587933540344,
-0.21808110177516937,
-0.46986469626426697,
0.06587036699056625,
0.41440728306770325,
-0.7741135954856873,
-0.6653659343719482,
-0.3552195727825165,
0.3924683630466461,
-0.5330066680908203,
-0.25282853841781616,
-0.3759141266345978,
0.44759511947631836,
0.3173980116844177,
-0.2953813970088959,
-0.3843020796775818,
0.24058569967746735,
0.14552314579486847,
-0.5551636219024658,
-0.29636049270629883,
-0.28453099727630615,
-0.21448087692260742,
0.137554332613945,
0.41315731406211853,
-0.2932586073875427,
-1.0843392610549927,
0.15462929010391235,
-0.368906706571579,
0.29665666818618774,
0.2055632621049881,
0.7275184988975525,
-0.04659736156463623,
-0.0049854605458676815,
0.11801569908857346,
-0.10315842926502228,
0.1768091768026352,
0.23563456535339355,
0.21683326363563538,
0.018116753548383713,
-0.1765633523464203,
0.0723503977060318,
-0.030846085399389267,
0.6674028635025024,
0.07713296264410019,
0.3555578589439392,
-0.1645852029323578,
-0.31241464614868164,
-0.11165449768304825,
-0.06689466536045074,
0.15727059543132782,
0.06718572974205017,
-0.11919368803501129,
-0.1148083359003067,
0.17994526028633118,
0.20107872784137726,
0.3143731951713562,
0.07523828744888306,
0.14572227001190186,
-0.4643053412437439,
0.8148424029350281,
0.4104439318180084,
-0.7557567358016968,
0.22877390682697296,
0.17500551044940948,
0.32387468218803406,
0.21389104425907135,
-0.07036561518907547,
0.18943579494953156,
0.12781372666358948,
0.1360185295343399,
-0.24907784163951874,
0.5224063396453857,
-0.44175729155540466,
-0.5680704116821289,
0.5617943406105042,
-0.3008921146392822,
0.4341346323490143,
0.45841771364212036,
0.1966264545917511,
0.08618222177028656,
0.2655883729457855,
-0.1250077784061432,
-0.22861339151859283,
0.8116438388824463,
-0.2562028467655182,
-0.2870637774467468,
-0.2104269117116928,
0.13167612254619598,
0.5280073285102844,
0.11701366305351257,
-0.022991809993982315,
0.1531343311071396,
0.2644023001194,
0.5519706606864929,
0.1650170534849167,
-0.1751023530960083,
-0.6273951530456543,
0.7028676271438599,
-0.20091509819030762,
0.23715925216674805,
-0.4575902223587036,
0.11329261213541031,
0.2385186403989792,
0.5536490082740784,
0.12423493713140488,
0.18838390707969666,
-0.11159339547157288,
0.6466900706291199,
0.33849602937698364,
-0.18834716081619263,
0.11739790439605713,
0.049711376428604126,
-0.9248523116111755,
-0.49405238032341003,
0.3495286703109741,
-0.045436277985572815,
0.18368259072303772,
0.5672179460525513,
0.42804041504859924,
0.7481676340103149,
-0.11425850540399551,
-0.09299832582473755,
-0.664257824420929,
-0.15216006338596344,
0.6393254399299622,
-0.10838747769594193,
-0.09034194052219391,
-0.12872199714183807,
-0.22066932916641235,
0.6460123658180237,
-0.6424229145050049,
0.5102607011795044,
-0.45324936509132385,
-0.5022315979003906,
0.18652339279651642,
0.5049372315406799,
-0.09156984835863113,
0.3510018587112427,
0.1341085582971573,
0.6148272752761841,
-0.4636708199977875,
-0.5350174307823181,
-0.13074344396591187,
-0.07539700716733932,
0.0312659926712513,
-0.061710044741630554,
0.6019999980926514,
-0.1674399971961975,
0.06194322183728218,
-0.4012879431247711,
-0.13066279888153076,
0.1518898904323578,
-0.0494307316839695,
-0.25447365641593933,
-0.20943941175937653,
0.5406036376953125,
0.5785024762153625,
0.20902614295482635,
0.12291174381971359,
0.34100449085235596,
0.07917898893356323,
0.6880986094474792,
-0.316493421792984,
0.5050093531608582,
-0.48552778363227844,
0.29902634024620056,
-0.7223237156867981,
-0.22545896470546722,
0.4323778450489044,
0.5868452191352844,
0.2784693241119385,
-0.21005775034427643,
0.33507803082466125,
0.40897372364997864,
0.30684909224510193,
-0.5005890727043152,
-0.045236751437187195,
-0.26071852445602417,
-0.6033318638801575,
-0.9617224931716919,
0.6985325813293457,
0.30311182141304016,
0.6535689234733582,
-0.6129456758499146,
0.549662172794342,
0.18963201344013214,
-0.3875526189804077,
0.382809579372406,
-0.11112938076257706,
-0.08867914974689484,
-0.3602331280708313,
0.5469697117805481,
-0.24642843008041382,
0.5158210396766663,
-0.5179240107536316,
-0.023198189213871956,
0.26422834396362305,
-0.45202934741973877,
0.27754390239715576,
-0.07525039464235306,
-0.4833599328994751,
0.05232822522521019,
-0.15279778838157654,
0.11681769788265228,
-0.5673536062240601,
-0.07746495306491852,
-0.5855020880699158,
0.3843241035938263,
-0.015573827549815178,
-0.77858567237854,
0.30257856845855713,
-0.5407993793487549,
-0.356120228767395,
0.2485319972038269,
-0.08824776113033295,
-0.3424079716205597,
-0.5672680139541626,
-0.017234742641448975
] |
In this paper, we analyze the numerics of common algorithms for training Generative Adversarial Networks (GANs). Using the formalism of smooth two-player games we analyze the associated gradient vector field of GAN training objectives. Our findings suggest that the convergence of current algorithms suffers due to two factors: i) presence of eigenvalues of the Jacobian of the gradient vector field with zero real-part, and ii) eigenvalues with big imaginary part. Using these findings, we design a new algorithm that overcomes some of these limitations and has better convergence properties. Experimentally, we demonstrate its superiority on training common GAN architectures and show convergence on GAN architectures that are known to be notoriously hard to train.
|
[
-0.012309849262237549,
0.020035747438669205,
-0.002057997975498438,
0.010278469882905483,
-0.022167038172483444,
-0.019232463091611862,
0.009936189278960228,
-0.01755717769265175,
-0.008791361004114151,
0.021178031340241432,
-0.010234028100967407,
0.024544047191739082,
-0.007123383693397045,
0.0193529911339283,
0.002446309197694063,
0.03617961332201958,
0.006190723739564419,
0.0005933643551543355,
0.010331060737371445,
-0.017677413299679756,
0.010229228064417839,
0.017236782237887383,
0.010116223245859146,
0.00040651997551321983,
-0.04204593971371651,
0.001524121966212988,
-0.027950486168265343,
0.017428714781999588,
0.002200848888605833,
-0.031055811792612076,
0.0026648929342627525,
0.008091161958873272,
0.004800202324986458,
-0.004357276484370232,
-0.005786960944533348,
-0.0043489970266819,
-0.003965600393712521,
0.024134615436196327,
0.030641619116067886,
-0.004919411148875952,
0.00811132974922657,
-0.002218319335952401,
0.004822685848921537,
-0.008897719904780388,
-0.010406400077044964,
0.005877017509192228,
-0.006158176809549332,
-0.004392400849610567,
-0.005388410296291113,
0.007571686990559101,
-0.01305301021784544,
-0.011536632664501667,
-0.007878413423895836,
0.021507933735847473,
-0.006859080865979195,
-0.00632430100813508,
0.01830621436238289,
0.008629411458969116,
-0.020713120698928833,
0.01595233753323555,
-0.008423752151429653,
0.028755387291312218,
0.0020034234039485455,
-0.016772301867604256,
-0.008287454023957253,
-0.0672822967171669,
0.018642112612724304,
0.004439368844032288,
-0.0014722119085490704,
0.027139242738485336,
0.008090673014521599,
0.003801811020821333,
-0.02259712666273117,
-0.006779292598366737,
-0.0088934525847435,
0.02480331063270569,
-0.020760904997587204,
-0.0028214158955961466,
-0.0007716255495324731,
0.011774214915931225,
-0.01842932030558586,
0.0029316081199795008,
0.001664734911173582,
0.016816675662994385,
-0.016414068639278412,
0.013643982820212841,
-0.004544940311461687,
-0.013424249365925789,
0.013600446283817291,
0.0012064442271366715,
0.0074538118205964565,
-0.020308690145611763,
-0.025695614516735077,
0.016842853277921677,
0.00005148444324731827,
-0.004403100814670324,
0.014521646313369274,
0.004215800203382969,
0.0035962900146842003,
-0.020091606304049492,
-0.011742811650037766,
-0.007671649567782879,
0.021490342915058136,
-0.006871200166642666,
-0.018075482919812202,
0.005722294561564922,
0.016030095517635345,
0.004712982103228569,
-0.005084027536213398,
0.005181014072149992,
0.01824660412967205,
-0.014819556847214699,
0.020197300240397453,
0.003338846378028393,
-0.004206076264381409,
0.009218867868185043,
-0.00835845060646534,
-0.014456065371632576,
0.005589793436229229,
0.010723182931542397,
0.019572962075471878,
0.007908064872026443,
-0.010763196274638176,
-0.023350924253463745,
0.0021306821145117283,
0.012559931725263596,
-0.012814082205295563,
-0.0059370058588683605,
0.025686349719762802,
0.02095402218401432,
-0.012943193316459656,
0.0012723880354315042,
0.01574784517288208,
-0.006596738006919622,
-0.006057937163859606,
-0.0002836543135344982,
-0.015688199549913406,
0.016743110492825508,
0.00836772657930851,
0.0017576753161847591,
0.0003764444263651967,
0.010443290695548058,
0.003953445702791214,
0.022551652044057846,
0.0144414734095335,
-0.002390974899753928,
0.004536033608019352,
0.008323952555656433,
-0.032702311873435974,
-0.011469615623354912,
0.01841133087873459,
0.004211267456412315,
0.0017919137608259916,
-0.0022586765699088573,
0.021672209724783897,
-0.0008785421960055828,
-0.01843801885843277,
0.005121650639921427,
-0.018427353352308273,
0.0010571952443569899,
0.006749734282493591,
-0.006435630843043327,
0.01406104862689972,
0.00885627418756485,
-0.006546712946146727,
0.0026603471487760544,
-0.0036516175605356693,
-0.00133872264996171,
-0.023582125082612038,
0.0033140862360596657,
0.0021002627909183502,
0.012534480541944504,
-0.010560128837823868,
0.011514520272612572,
-0.023801106959581375,
0.003681409638375044,
0.03165236487984657,
0.005468536633998156,
-0.020275020971894264,
0.0670098140835762,
-0.015955595299601555,
0.005002580117434263,
-0.016006706282496452,
0.006940453313291073,
0.003002963261678815,
-0.020407013595104218,
0.01591978222131729,
-0.0019017693120986223,
-0.00048445846186950803,
0.018277740105986595,
-0.022905804216861725,
0.00010198494419455528,
-0.004088012967258692,
0.0037481142207980156,
-0.020933713763952255,
0.0025276611559093,
0.01189523283392191,
-0.011984288692474365,
-0.016105636954307556,
0.022234592586755753,
0.011766201816499233,
-0.008247769437730312,
0.03449103236198425,
-0.0007877124007791281,
-0.033549822866916656,
0.017905419692397118,
0.0043229409493505955,
-0.009049576707184315,
0.02131868153810501,
0.0011410843580961227,
0.017938947305083275,
0.0051654549315571785,
-0.028642747551202774,
-0.007532671093940735,
0.02357686683535576,
-0.003841944271698594,
-0.00863078236579895,
0.007486884016543627,
0.013817545026540756,
-0.009692894294857979,
0.003798119258135557,
0.003933252766728401,
-0.008516713045537472,
-0.004898193757981062,
0.026007458567619324,
0.0015705549158155918,
-0.006515350192785263,
0.007287492044270039,
0.011754369363188744,
-0.000828377204015851,
0.0014786310493946075,
-0.002854595659300685,
-0.010860269889235497,
-0.005114350467920303,
0.02248922362923622,
0.022883014753460884,
0.012349603697657585,
-0.005379157606512308,
0.00620751827955246,
-0.004214903339743614,
0.0003231380833312869,
-0.014691471122205257,
0.011994964443147182,
-0.020500538870692253,
0.0050103673711419106,
-0.011281805112957954,
0.020847149193286896,
-0.014251128770411015,
0.002847392112016678,
-0.010299256071448326,
0.004490558058023453,
-0.010407434776425362,
-0.011518836952745914,
-0.0003352300263941288,
0.03168146684765816,
0.01968182995915413,
0.02548806555569172,
-0.0013946178369224072,
0.02355736866593361,
-0.012792394496500492,
0.002078288234770298,
0.009385494515299797,
0.003761393018066883,
0.03238983079791069,
-0.006309978663921356,
0.030227962881326675,
0.010896661318838596,
0.0010620555840432644,
0.010411800816655159,
0.012280449271202087,
0.0048971641808748245,
-0.006603536196053028,
-0.00030261510983109474,
-0.0813332349061966,
-0.005477803759276867,
-0.0018002470023930073,
-0.03213244676589966,
0.007842738181352615,
0.017512138932943344,
0.012142111547291279,
0.01285973284393549,
-0.02108660712838173,
-0.010417747311294079,
-0.005226694047451019,
0.009055238217115402,
-0.006613246630877256,
0.01380198821425438,
0.008173776790499687,
-0.008396986871957779,
0.008720049634575844,
0.006226932629942894,
-0.008260421454906464,
-0.0014238539151847363,
0.035403311252593994,
-0.01731172949075699,
-0.008723253384232521,
0.012111593037843704,
-0.025191161781549454,
0.01336168497800827,
-0.014040717855095863,
-0.003665727097541094,
-0.002138810232281685,
0.005242554470896721,
-0.01974952593445778,
-0.025259442627429962,
0.013528676703572273,
0.00943436287343502,
0.05675211921334267,
-0.0381828173995018,
0.008664330467581749,
-0.013761652633547783,
-0.008923965506255627,
0.01598607935011387,
-0.005871242843568325,
0.014795208349823952,
0.006343163084238768,
-0.0007252667564898729,
-0.010576152242720127,
-0.0064856987446546555,
-0.005557572469115257,
-0.003453177399933338,
0.015167824923992157,
0.0011382787488400936,
0.0448630154132843,
-0.0010798757430166006,
0.016163958236575127,
0.008253345265984535,
0.0010661419946700335,
-0.024534258991479874,
0.0017011479940265417,
0.009551039896905422,
-0.009601382538676262,
-0.00797259621322155,
-0.03350453078746796,
-0.012600893154740334,
-0.005669588688760996,
-0.002566134324297309,
0.006860506720840931,
-0.014892986044287682,
0.014147840440273285,
0.02092524990439415,
0.004632359836250544,
0.013919521123170853,
-0.002605012385174632,
0.012758689932525158,
-0.0055890618823468685,
0.0035515225026756525,
-0.014108365401625633,
-0.012719417922198772,
-0.015600612387061119,
-0.0075967335142195225,
-0.0031558703631162643,
0.013899588026106358,
-0.011163177900016308,
0.006646191701292992,
0.01429387740790844,
-0.011880035512149334,
-0.01612864062190056,
-0.009549371898174286,
0.0049941567704081535,
0.0059843892231583595,
0.017693039029836655,
-0.012961335480213165,
-0.006363365799188614,
0.01481467392295599,
0.008110801689326763,
0.008188859559595585,
0.01780465431511402,
-0.025148093700408936,
0.00006071384996175766,
0.016562651842832565,
0.0143755953758955,
0.008718570694327354,
-0.009147721342742443,
-0.011720644310116768,
0.010917466133832932,
-0.01262201089411974,
0.00425401097163558,
0.0082918806001544,
-0.0021011142525821924,
-0.02569085732102394,
-0.0075752707198262215,
-0.005338011775165796,
-0.01113876048475504,
0.0008843354880809784,
-0.007083284668624401,
0.023202508687973022,
0.005869314074516296,
-0.00919465720653534,
-0.0062681157141923904,
0.0010165893472731113,
0.07273240387439728,
0.01909508742392063,
0.009502173401415348,
-0.002248853910714388,
0.024460963904857635,
-0.0007848094683140516,
0.006525429897010326,
0.002855336293578148,
-0.0032957172952592373,
-0.0011913739144802094,
0.011268742382526398,
-0.015262400731444359,
0.0015310170128941536,
0.03482980281114578,
-0.030202746391296387,
0.014219967648386955,
0.02313123270869255,
0.0009647286497056484,
-0.016482248902320862,
-0.03657970577478409,
-0.019555216655135155,
-0.014335653744637966,
-0.024064356461167336,
-0.0003783046267926693,
-0.004956179764121771,
-0.040223948657512665,
0.012876685708761215,
-0.016982119530439377,
-0.0130000626668334,
0.0035325803328305483,
0.0032046292908489704,
0.008186268620193005,
-0.007899693213403225,
-0.012402297928929329,
0.004323931410908699,
0.017675917595624924,
0.0019691279157996178,
-0.010248974896967411,
-0.008743891492486,
-0.0031922832131385803,
0.005872313864529133,
-0.01441985834389925,
0.02103758417069912,
0.019740093499422073,
0.00025519775226712227,
0.014951348304748535,
-0.01975209452211857,
-0.004633878357708454,
0.0020192833617329597,
0.025883249938488007,
-0.004255612380802631,
0.00528500322252512,
0.0010710753267630935,
0.03732626140117645,
-0.009164232760667801,
-0.003733353689312935,
0.01055341586470604,
-0.009189327247440815,
-0.002585633425042033,
-0.0016318075358867645,
-0.012964814901351929,
-0.010442524217069149,
0.005969769321382046,
-0.014808522537350655,
-0.0020729731768369675,
-0.01242754701524973,
-0.020864445716142654,
-0.02268076315522194,
-0.0027510495856404305,
0.005167351104319096,
-0.025676028802990913,
-0.008732227608561516,
0.006280984729528427,
0.012265373021364212,
0.0022345916368067265,
-0.02728438936173916,
0.005734659265726805,
-0.025338243693113327,
-0.01764390990138054,
-0.003685060190036893,
-0.0011916685616597533,
-0.016028590500354767,
0.0028892969712615013,
0.017642905935645103,
-0.017230672761797905,
0.0190436989068985,
-0.016517728567123413,
-0.0750843957066536,
0.0032503888942301273,
-0.0045343735255301,
-0.005833227187395096,
-0.01685478538274765,
0.020607266575098038,
-0.011670028790831566,
-0.017766067758202553,
-0.019742626696825027,
-0.00961294025182724,
0.011942500248551369,
-0.011787345632910728,
0.00485850777477026,
0.005086170509457588,
0.011936739087104797,
0.03694045916199684,
-0.036672718822956085,
0.0019317418336868286,
0.027803564444184303,
0.010703879408538342,
-0.009867208078503609,
0.027523647993803024,
0.017985906451940536,
0.0020268894731998444,
-0.004175415262579918,
-0.08170762658119202,
-0.008256028406322002,
0.011454479768872261,
0.017188038676977158,
0.0031305234879255295,
-0.013570647686719894,
0.004027754999697208,
-0.002335440367460251,
0.0458071306347847,
-0.0156317800283432,
-0.020010434091091156,
0.010491698980331421,
-0.009257788769900799,
0.017234163358807564,
-0.02439270168542862,
0.000012143718777224422,
0.0081703532487154,
-0.01793825626373291,
-0.009603982791304588,
0.005859867203980684,
-0.0024011489003896713,
0.012645945884287357,
-0.009878036566078663,
-0.01601541042327881,
-0.0077391257509589195,
-0.012979809194803238,
-0.01658838614821434,
0.013943694531917572,
0.020626267418265343,
-0.0073412139900028706,
0.027062948793172836,
0.0059003569185733795,
0.01640189439058304,
-0.04344929754734039,
-0.03088192455470562,
-0.006175140384584665,
-0.003189884591847658,
0.0017895614728331566,
-0.01898243837058544,
0.006616958882659674,
-0.004062010906636715,
-0.012689552269876003,
-0.0001182015985250473,
0.0007806236390024424,
-0.03592300042510033,
0.00014991872012615204,
0.004923162050545216,
-0.008927930146455765,
0.0167133416980505,
-0.0171592365950346,
0.01179700531065464,
0.01023811288177967,
0.04165511950850487,
0.02475747838616371,
-0.03354068100452423,
0.028547395020723343,
-0.0007054638117551804,
0.012888005003333092,
0.03501127287745476,
0.011412311345338821,
0.004689904861152172,
0.04240139573812485,
-0.009782904759049416,
0.07227297872304916,
-0.010742238722741604,
0.019583988934755325,
-0.010436652228236198,
0.004751523956656456,
-0.0016803981270641088,
-0.02674569934606552,
-0.02162877656519413,
-0.002602198626846075,
-0.006963483057916164,
0.015471525490283966,
-0.0018770633032545447,
0.018049437552690506,
0.007676083594560623,
-0.009291727095842361,
-0.01592126116156578,
0.001670164056122303,
-0.02376074157655239,
0.02151285670697689,
-0.0016971658915281296,
-0.009246417321264744,
0.01127648912370205,
-0.014512385241687298,
-0.00779714435338974,
-0.00365066877566278,
-0.011443568393588066,
-0.018738193437457085,
-0.013147659599781036,
-0.01167231984436512,
-0.012955721467733383,
0.002300974912941456,
-0.006593051366508007,
-0.0011233806144446135,
0.0009978930465877056,
0.022438719868659973,
-0.010958565399050713,
0.004434805363416672,
0.005904408637434244,
0.006401406601071358,
-0.032437458634376526,
-0.033053092658519745,
-0.016239603981375694,
-0.002012711251154542,
-0.0018543768674135208,
0.011146940290927887,
-0.005242976360023022,
0.02711491286754608,
0.019961409270763397,
0.002858994994312525,
0.015380194410681725,
0.016579069197177887,
-0.0035538142547011375,
-0.0007339869625866413,
-0.00784362107515335,
0.010736176744103432,
0.006250472739338875,
-0.001696104067377746,
0.01876750774681568,
-0.0043741376139223576,
0.005373337306082249,
0.002895187586545944,
-0.014087202027440071,
0.0010056868195533752,
-0.0004126541898585856,
-0.005943382158875465,
-0.007704620249569416,
-0.00315225962549448,
-0.01595156639814377,
0.0020065107382833958,
0.014236878603696823,
0.018716346472501755,
0.007257718592882156,
0.006960674189031124,
0.011758450418710709,
0.01072520762681961,
0.008832480758428574,
-0.015121986158192158,
0.03591093420982361,
0.03690696507692337,
-0.008870784193277359,
-0.00388579024001956,
0.009198340587317944,
0.009215200319886208,
0.00261852890253067,
0.029577577486634254,
-0.01324230432510376,
-0.01123516820371151,
-0.014135979115962982,
0.006284684874117374,
0.006065798923373222,
0.022449107840657234,
0.010534485802054405,
0.0055496045388281345,
0.010993864387273788,
0.005954435095191002,
0.03368918597698212,
-0.0008184320759028196,
-0.00001978559885174036,
-0.011375050991773605,
0.01055857352912426,
0.013003533706068993,
0.025252163410186768,
0.00042299460619688034,
0.010590625926852226,
0.003903125412762165,
-0.00006773881614208221,
0.016000008210539818,
-0.004621291067451239,
0.002452440094202757,
0.013654972426593304,
0.014579486101865768,
-0.01896403357386589,
-0.010653393343091011,
0.010075593367218971,
0.0015487733762711287,
-0.00355320330709219,
-0.020793335512280464,
-0.005014040041714907,
-0.004073049873113632,
-0.01145466510206461,
-0.03800215199589729,
0.00897026527673006,
0.011719908565282822,
0.0279163159430027,
0.008141717873513699,
-0.03183077648282051,
-0.010454490780830383,
0.003117817919701338,
-0.0008996938122436404,
-0.01959899254143238,
0.02016698196530342,
0.0038577853702008724,
0.0053438893519341946,
0.010591434314846992,
0.014013854786753654,
-0.02144406922161579,
0.03354865312576294,
-0.004362029954791069,
0.005662504117935896,
-0.00035231467336416245,
0.009029049426317215,
-0.008139567449688911,
0.006073784548789263,
-0.0032187667675316334,
0.005483156070113182,
-0.016688838601112366,
0.023947708308696747,
0.01868579536676407,
0.008201982825994492,
0.02265208773314953,
-0.015294025652110577,
-0.0027319942601025105,
-0.0023746027145534754,
-0.006130754482001066,
-0.02019619755446911,
0.007294950075447559,
0.0020478330552577972,
-0.007982541806995869,
0.017642468214035034,
0.0048301261849701405,
0.008058484643697739,
-0.009929189458489418,
-0.007234572898596525,
0.01123460941016674,
-0.008311695419251919,
-0.003792824689298868,
0.00024711727746762335,
-0.005832680966705084,
-0.016247766092419624,
-0.01608215644955635,
0.009701145812869072,
-0.012409469112753868,
-0.00811765156686306,
0.022166777402162552,
-0.02712157741189003,
-0.01427199225872755,
0.004308935254812241,
0.01905343309044838,
-0.007983341813087463,
0.02083139307796955,
-0.006550980266183615,
-0.031143952161073685,
0.014599733054637909,
-0.01113041304051876,
-0.010246021673083305,
-0.0034422967582941055,
0.0059745521284639835,
0.026252854615449905,
0.009904924780130386,
0.019156087189912796,
-0.013044911436736584,
0.028109651058912277,
-0.026470478624105453,
0.0052156453020870686,
-0.01439384464174509,
-0.0049216547049582005,
-0.009781674481928349,
0.013650132343173027,
0.004443266429007053,
0.00044346367940306664,
-0.013571325689554214,
0.0041727339848876
] |
[
-0.2802506983280182,
-0.022454410791397095,
-0.030393926426768303,
0.21179330348968506,
0.1610306054353714,
0.14891231060028076,
-0.030045555904507637,
-0.29999130964279175,
-0.052391476929187775,
-0.7421677708625793,
0.07704290002584457,
0.3879965841770172,
0.017532993108034134,
0.15055502951145172,
-0.09774564951658249,
0.4662492871284485,
0.42941176891326904,
-0.2197989970445633,
-0.380058228969574,
-0.6781417727470398,
-0.3928540349006653,
0.08945371955633163,
0.3764999806880951,
0.3859732151031494,
-0.35168910026550293,
0.4773668646812439,
0.3813765048980713,
0.3295443058013916,
0.1373165398836136,
0.07994192093610764,
-0.17087619006633759,
0.5142282843589783,
-0.2145450860261917,
-0.29866716265678406,
-0.14884904026985168,
0.02465648390352726,
0.052551090717315674,
0.26229023933410645,
0.22905108332633972,
-0.22285573184490204,
0.3386304974555969,
0.20288319885730743,
-0.2703395485877991,
0.696927011013031,
-0.10411639511585236,
-0.42310360074043274,
-1.5483123064041138,
0.05935291945934296,
-0.22295472025871277,
-0.6137205958366394,
-0.39782655239105225,
0.0372963547706604,
0.3270021080970764,
0.34452229738235474,
-0.3455371856689453,
0.19977819919586182,
-0.08566255122423172,
-0.2397114336490631,
0.4771076440811157,
-0.1803532987833023,
0.06798984855413437,
-0.08963442593812943,
-0.14196787774562836,
-0.10562664270401001,
-0.23419761657714844,
0.5933094620704651,
0.6076748371124268,
-0.2678273618221283,
-0.30051296949386597,
-0.28616324067115784,
0.06213144585490227,
-0.16149786114692688,
-0.47724881768226624,
0.13655811548233032,
-0.05227332562208176,
0.11015177518129349,
0.2035483419895172,
-0.1687377691268921,
0.1227753683924675,
-0.008527341298758984,
-0.42901715636253357,
-0.06750448793172836,
0.5697956681251526,
-0.12602941691875458,
0.5209394097328186,
0.22155620157718658,
-0.012752014212310314,
0.5414714217185974,
-0.7088167071342468,
0.43459829688072205,
-0.32355234026908875,
-0.42897266149520874,
0.2771579623222351,
0.4574418365955353,
0.270126074552536,
0.5462703108787537,
0.20221251249313354,
-0.25138452649116516,
0.6708926558494568,
-0.17848952114582062,
-0.1748449057340622,
-0.32504984736442566,
-0.1580667644739151,
-0.3610982596874237,
-0.3832027316093445,
-0.9649578928947449,
-0.5683978796005249,
-0.7316318154335022,
-0.4057469367980957,
0.2081107795238495,
-0.5752492547035217,
0.8442394137382507,
0.3521343171596527,
-0.2867280840873718,
0.0006192328874021769,
0.009941364638507366,
-0.13035105168819427,
-0.19116057455539703,
-0.16771739721298218,
0.9153772592544556,
-0.011136961169540882,
1.347129464149475,
-0.07579153776168823,
0.5575403571128845,
-0.023153899237513542,
0.30525457859039307,
0.546379029750824,
0.6561596393585205,
-0.3564443290233612,
0.17334894835948944,
0.578860878944397,
0.6929723024368286,
-0.2982695996761322,
0.4253092408180237,
-0.07005242258310318,
-0.7072181701660156,
-0.1852131485939026,
-0.027922969311475754,
-0.41214650869369507,
0.26091107726097107,
-0.3108295500278473,
-0.489217609167099,
0.13617023825645447,
0.14735382795333862,
0.22015129029750824,
-0.12921063601970673,
0.4093855917453766,
-0.42233550548553467,
0.02074335515499115,
0.008129945956170559,
-0.05505438894033432,
-0.024303533136844635,
-0.5341852903366089,
-0.07248323410749435,
-0.47794491052627563,
0.4812978506088257,
-0.37470337748527527,
-0.15750752389431,
-0.27249956130981445,
0.33070072531700134,
-0.039596106857061386,
-0.2688647508621216,
-0.42887410521507263,
-0.16577275097370148,
-0.016702475026249886,
-0.43921783566474915,
0.4836186170578003,
0.5323070883750916,
0.02434653416275978,
0.20808827877044678,
-0.174778014421463,
-0.05008086562156677,
-0.20272321999073029,
-0.4895642399787903,
-0.5002465844154358,
0.13486608862876892,
0.05442361161112785,
0.3231871426105499,
0.5181218981742859,
0.13815301656723022,
-0.8293758034706116,
-0.47241345047950745,
0.02855146862566471,
0.027204303070902824,
0.3997451364994049,
0.18964143097400665,
0.31699639558792114,
-0.3025699257850647,
0.06514686346054077,
0.05696380138397217,
-0.21254724264144897,
0.10013123601675034,
0.5091175436973572,
-0.825649619102478,
1.4628993272781372,
0.23275244235992432,
0.17280437052249908,
1.0306843519210815,
0.008861979469656944,
0.3741562068462372,
0.4670664370059967,
0.008048913441598415,
0.03552858158946037,
0.00496642105281353,
-0.26577407121658325,
0.21634070575237274,
-0.022082321345806122,
0.11529608815908432,
-0.8409924507141113,
0.2098466008901596,
0.29738709330558777,
0.2645811140537262,
-0.24022632837295532,
-0.08213667571544647,
0.12283865362405777,
0.28982043266296387,
0.05707399919629097,
0.4796302318572998,
0.13990551233291626,
0.050687726587057114,
1.1008803844451904,
-0.22525867819786072,
0.5567951798439026,
0.669548511505127,
0.5609157085418701,
0.9667143821716309,
0.5252864956855774,
0.5640815496444702,
0.7052991390228271,
-0.18933002650737762,
-0.008470329456031322,
-0.22423531115055084,
0.2100437730550766,
-0.1058453842997551,
-0.06058559566736221,
0.02756737358868122,
0.09142755717039108,
-0.6341390013694763,
0.2491607666015625,
-0.06551595777273178,
-0.12222696840763092,
0.45490679144859314,
-0.16401784121990204,
0.5598761439323425,
0.025696538388729095,
-0.27080121636390686,
-0.7726810574531555,
0.2062520533800125,
-0.47246381640434265,
-0.4709725081920624,
-0.03798868879675865,
0.31246936321258545,
0.2961485981941223,
-0.15280230343341827,
-0.3243587911128998,
0.12722723186016083,
-0.3094218075275421,
-0.22665736079216003,
0.23659974336624146,
-0.10197565704584122,
0.2509019374847412,
-0.12476226687431335,
0.2442220151424408,
-0.14326739311218262,
-0.6714131236076355,
-0.6043821573257446,
-1.0143358707427979,
-0.3814432621002197,
0.5889495015144348,
0.35310015082359314,
0.4241694211959839,
-0.09344863891601562,
-0.38528138399124146,
-0.0845184177160263,
0.05828357860445976,
-0.5285550355911255,
-0.24409045279026031,
0.5678220391273499,
-0.8865412473678589,
-0.46225351095199585,
-0.045092884451150894,
0.8810814619064331,
0.2475692629814148,
0.1192973256111145,
-0.6772996783256531,
-0.18337701261043549,
-0.03815804049372673,
-0.380481094121933,
-0.3204236924648285,
-0.10309485346078873,
0.20872239768505096,
0.8459285497665405,
-0.1740303486585617,
-0.43848249316215515,
0.9088886976242065,
0.8233821392059326,
-0.33126184344291687,
0.09522061049938202,
0.6160943508148193,
0.14119793474674225,
-0.27977147698402405,
0.40800610184669495,
-0.06278766691684723,
-0.06631056219339371,
0.1027032881975174,
-0.5289417505264282,
-0.8275250792503357,
0.6372026801109314,
-5.9368205070495605,
-0.07515239715576172,
-0.5696409344673157,
0.30610495805740356,
-0.4796639084815979,
-0.11878632009029388,
0.3897660970687866,
-0.213170126080513,
0.30947086215019226,
-0.10240621119737625,
-0.016775771975517273,
0.11153224855661392,
-0.2526591122150421,
0.5471546053886414,
0.18528537452220917,
0.10477875918149948,
0.5780354142189026,
0.10688390582799911,
0.23995769023895264,
-0.2801649570465088,
0.09624684602022171,
-0.4285569190979004,
-0.3174822926521301,
0.40479913353919983,
0.09912889450788498,
0.4246780276298523,
-0.4230062961578369,
-0.12477126717567444,
-0.1080799549818039,
-0.2969428300857544,
-0.00808404479175806,
-0.1542474329471588,
-0.41666340827941895,
-0.06712893396615982,
0.5086688995361328,
0.6918226480484009,
0.2957386374473572,
-0.30582234263420105,
0.3634399473667145,
-0.2018195539712906,
0.45956122875213623,
0.8374509811401367,
-0.30099987983703613,
-0.0756387859582901,
0.2063615620136261,
-0.13177545368671417,
-0.09026999026536942,
0.32918989658355713,
-0.09091639518737793,
0.49942654371261597,
-0.3323034346103668,
-0.20512506365776062,
0.08257836103439331,
0.07184202969074249,
-0.13305307924747467,
-0.2404685914516449,
-0.24239188432693481,
-0.21068298816680908,
-0.4505211114883423,
0.484899640083313,
0.17910271883010864,
-0.3782899081707001,
0.13272933661937714,
-0.7447443604469299,
-0.12551428377628326,
0.09364902973175049,
-0.4088919758796692,
-0.8276169300079346,
0.30517664551734924,
-0.02717573009431362,
-0.493815541267395,
-0.024731775745749474,
0.2731548547744751,
-0.5741302967071533,
0.11825957894325256,
-0.283008873462677,
-0.323134183883667,
0.1762489229440689,
-0.06790637969970703,
0.08105833828449249,
0.11939343810081482,
-0.9185999631881714,
-0.1853877753019333,
0.0930008813738823,
0.250196635723114,
-0.4075028598308563,
-0.05528871342539787,
-0.46088460087776184,
-0.5270730257034302,
0.12320491671562195,
0.7449607253074646,
-0.46050184965133667,
0.4723473787307739,
0.2859247922897339,
0.7190784215927124,
0.8403552174568176,
0.14037097990512848,
0.03164706379175186,
0.23109906911849976,
-0.16678951680660248,
0.37305256724357605,
-0.24833203852176666,
0.033723656088113785,
-0.6150296330451965,
0.3238906264305115,
0.7584375143051147,
0.05390452221035957,
0.19693902134895325,
0.5923694968223572,
-0.48160067200660706,
-0.0018139396561309695,
-0.4285491108894348,
-0.2637867033481598,
-0.14663173258304596,
0.45646968483924866,
-0.5959122180938721,
-0.06696490198373795,
-0.07130240648984909,
0.26892217993736267,
0.11934930831193924,
0.11608214676380157,
0.5155903100967407,
0.09791348874568939,
-0.23595616221427917,
0.25028860569000244,
-0.46690019965171814,
0.1900201290845871,
0.4994930028915405,
-0.3702685236930847,
-0.08340103179216385,
0.465744286775589,
0.5957632064819336,
-0.35125938057899475,
-0.10433617979288101,
0.3287017345428467,
-0.30692222714424133,
-0.14738263189792633,
0.05379071086645126,
0.1029491126537323,
-0.4846993088722229,
0.6985348463058472,
-0.24963226914405823,
-0.0718751847743988,
-0.31450048089027405,
0.000981819466687739,
-0.013349669985473156,
0.14598599076271057,
-0.399699866771698,
-0.6477827429771423,
0.12042570859193802,
-0.07698683440685272,
-0.8207815289497375,
0.2483464926481247,
-0.03865312412381172,
-0.05455444008111954,
0.24584411084651947,
0.30023977160453796,
0.26588669419288635,
0.2408311814069748,
-0.27685531973838806,
0.34952253103256226,
0.041524991393089294,
-1.1706469058990479,
0.0015242412919178605,
0.18248340487480164,
0.12143708020448685,
-0.5181660652160645,
-0.06277953088283539,
-0.11292138695716858,
0.6180873513221741,
0.034505270421504974,
-0.399251252412796,
-0.5053649544715881,
-0.3756800591945648,
0.003404243616387248,
-0.22555258870124817,
0.019437864422798157,
-0.20687635242938995,
-0.12401513010263443,
-0.06233648210763931,
-0.015607454814016819,
-0.3938573896884918,
-0.033087607473134995,
0.23569752275943756,
0.6449962854385376,
-0.5023360252380371,
-0.007444716989994049,
0.02372893877327442,
-0.6554241180419922,
-0.2815510332584381,
0.2935587167739868,
0.08848925679922104,
0.5259513258934021,
-0.24979203939437866,
0.10645660758018494,
-0.279682993888855,
0.2998480796813965,
-0.15261805057525635,
-0.32708805799484253,
-0.43151918053627014,
-0.0350656621158123,
0.4906424582004547,
-0.5961257815361023,
0.25897666811943054,
0.35370194911956787,
-0.5995097160339355,
-0.1512869894504547,
0.017005234956741333,
0.04785451292991638,
-0.17747776210308075,
-0.7093632817268372,
-0.6386035680770874,
-0.10446880012750626,
-0.1894732117652893,
-0.23582987487316132,
-0.12552712857723236,
0.5605508685112,
-0.039127517491579056,
-0.6781443953514099,
0.2637355625629425,
0.16608460247516632,
-0.5403182506561279,
-0.43650901317596436,
0.0578087754547596,
-0.48933520913124084,
-0.3178951144218445,
0.30915799736976624,
-0.48858338594436646,
-0.2563246190547943,
0.1673640012741089,
-0.34754642844200134,
-0.16330862045288086,
0.3252655863761902,
0.0892014354467392,
-0.34213176369667053,
-0.3513181209564209,
-0.11475450545549393,
0.5091865062713623,
-0.15334059298038483,
-0.05282088369131088,
0.06383829563856125,
0.5858463048934937,
-0.06957634538412094,
-0.11759553849697113,
-0.23244649171829224,
-0.0852978453040123,
0.3330457806587219,
-0.37873440980911255,
-0.41248539090156555,
-0.19420374929904938,
0.22577734291553497,
0.043267857283353806,
-0.05255905166268349,
-0.045529015362262726,
0.501185953617096,
0.09378321468830109,
0.029060862958431244,
-0.3949034810066223,
0.007796879857778549,
0.3631034791469574,
-0.06260178238153458,
-0.19782496988773346,
-0.7053725123405457,
-0.6593917012214661,
-0.06794742494821548,
0.40268322825431824,
0.10228270292282104,
-0.7851342558860779,
0.3134115934371948,
0.0414334312081337,
0.1385190188884735,
-0.23482032120227814,
0.33940389752388,
0.5627188086509705,
0.18971017003059387,
-0.1062190905213356,
-0.17271959781646729,
0.5176030397415161,
-0.15678146481513977,
-0.06589017808437347,
-0.2998850643634796,
-0.26381489634513855,
0.027068661525845528,
-0.3690221309661865,
-0.0323970727622509,
-0.3275435268878937,
0.06808994710445404,
-0.1783609390258789,
0.42806318402290344,
-0.26332807540893555,
-0.31852325797080994,
0.12051047384738922,
-0.7920306324958801,
-0.18076615035533905,
-0.1907346248626709,
0.11129243671894073,
0.3038373589515686,
0.19563497602939606,
-0.17363618314266205,
-0.09191815555095673,
-0.36162298917770386,
0.671410322189331,
0.3252307176589966,
-0.06180614233016968,
0.21636436879634857,
0.1909860372543335,
0.5260849595069885,
0.1086786538362503,
-0.1903875768184662,
0.10088253021240234,
0.20424465835094452,
0.3882431983947754,
0.0641307607293129,
0.8928482532501221,
-0.3217036724090576,
-0.07175708562135696,
0.27682265639305115,
-0.1413148194551468,
0.6255067586898804,
0.3976818919181824,
0.5599920749664307,
0.3977408707141876,
0.9253396391868591,
-0.35224542021751404,
-0.1632222682237625,
0.7233433723449707,
-0.19050829112529755,
0.036385633051395416,
0.3971405029296875,
0.46347370743751526,
0.17856016755104065,
0.6068873405456543,
-0.2661898136138916,
0.1249985322356224,
0.6040788292884827,
0.3186422288417816,
0.4050048291683197,
-0.47808799147605896,
-0.2980128824710846,
0.058808330446481705,
0.6594600081443787,
0.4269643723964691,
-0.42212581634521484,
-0.21817933022975922,
-0.06228843331336975,
-0.029740499332547188,
0.2714879512786865,
0.4884268343448639,
-0.3110199272632599,
0.009838472120463848,
0.009173642843961716,
-0.039937183260917664,
-0.24736201763153076,
0.09022727608680725,
-0.3529655635356903,
-0.39776745438575745,
0.03388255089521408,
-0.35292598605155945,
-0.2607860863208771,
0.5205410718917847,
0.6647235751152039,
0.08116181194782257,
-0.14387550950050354,
-0.46030884981155396,
-0.069001704454422,
0.068525031208992,
0.4475591480731964,
0.5404888987541199,
0.0968785211443901,
-0.15775927901268005,
-0.5204419493675232,
-0.05185997113585472,
-0.3172241449356079,
0.176321879029274,
-0.3754023313522339,
-0.642432451248169,
0.0740957260131836,
-0.08751445263624191,
-0.35119184851646423,
0.27235180139541626,
0.19402442872524261,
0.19588258862495422,
-0.2943682074546814,
-0.5712931156158447,
0.03783060982823372,
-0.4622461497783661,
0.1770915687084198,
0.3593475818634033,
0.055201709270477295,
0.1274910569190979,
0.47823119163513184,
-0.6112115383148193,
-0.5917537808418274,
0.5304532051086426,
0.1695990115404129,
0.11872183531522751,
-0.5656625032424927,
1.0086593627929688,
0.754332959651947,
0.5163140296936035,
0.4697914719581604,
-0.305596262216568,
0.3294478952884674,
0.6511963605880737,
-0.4020954966545105,
-0.48859143257141113,
-0.888712465763092,
0.1563558727502823,
-0.27396586537361145,
-0.21759310364723206,
0.5489271283149719,
-0.11459409445524216,
-0.3664569854736328,
-0.21938906610012054,
-0.06321898102760315,
0.17007046937942505,
0.4264460802078247,
-0.17560037970542908,
-0.20453552901744843,
-0.16075560450553894,
-0.5844026207923889,
-0.4240221083164215,
0.8594246506690979,
0.21619993448257446,
0.029443202540278435,
-0.3082166910171509,
0.34601613879203796,
-0.2953605651855469,
-0.18931156396865845,
0.15113824605941772,
0.050079382956027985,
0.10612635314464569,
-0.20937535166740417,
0.3576924204826355,
-0.5218289494514465,
-0.2573629915714264,
0.27394676208496094,
0.1378297656774521,
0.02001120150089264,
-0.3687499463558197,
-0.5067546963691711,
-0.22873812913894653,
0.33236047625541687,
0.6634884476661682,
0.11837631464004517,
0.15785358846187592,
-0.14795872569084167,
-0.329586386680603,
-0.5925200581550598,
0.4481038749217987,
-0.09766936302185059,
-0.09099607914686203,
-0.051199380308389664,
0.21775779128074646,
-0.19526644051074982,
0.48511409759521484,
-0.2895064949989319,
-1.0638794898986816,
-0.1339942365884781,
0.028607090935111046
] |
A growing body of empirical work measuring different types of cultural traits has shown that culture matters for a variety of economic outcomes. This paper focuses on one specific aspect of the relevance of culture: its relationship to institutions. We review work with a theoretical, empirical, and historical bent to assess the presence of a two-way causal effect between culture and institutions. 1 We thank Benjamin Friedman and Andrei Shleifer for useful conversations and Janet Currie, Steven Durlauf, and six anonymous referees for excellent comments.
|
[
0.002468367572873831,
0.014121603220701218,
-0.007240589242428541,
0.012325518764555454,
0.01831396296620369,
-0.014279157854616642,
0.007223906926810741,
-0.01173795759677887,
-0.011156762950122356,
0.005098326597362757,
-0.00010568933066679165,
0.00916886143386364,
-0.0009223309461958706,
0.006302858702838421,
-0.006265575066208839,
0.006639671511948109,
0.010222840122878551,
0.031679943203926086,
0.0006460505537688732,
0.0018414352089166641,
-0.008378312923014164,
0.005729462951421738,
0.0085004772990942,
-0.018020588904619217,
-0.00943351536989212,
0.008349956013262272,
0.005216807592660189,
0.00254532671533525,
0.006553887855261564,
0.007648531813174486,
0.010538723319768906,
-0.014914941042661667,
0.0058282362297177315,
0.01474078744649887,
0.006471206434071064,
0.020065855234861374,
0.0008057234226725996,
0.017415989190340042,
0.0025320122949779034,
-0.0020585611928254366,
0.01303946040570736,
-0.0013767076889052987,
-0.00324412458576262,
-0.026912502944469452,
-0.005399482790380716,
-0.016344213858246803,
-0.0023042422253638506,
0.00847215112298727,
0.001372884027659893,
0.005660567432641983,
-0.006370644550770521,
0.0010586188873276114,
-0.005111112724989653,
0.0066719818860292435,
-0.00523144006729126,
0.0074353343807160854,
0.017348462715744972,
-0.001587707200087607,
-0.02195698581635952,
0.024422641843557358,
-0.00008274885476566851,
-0.0003573766443878412,
0.019556783139705658,
-0.012575674802064896,
0.0012234319001436234,
-0.06744325160980225,
-0.0030499757267534733,
0.023629257455468178,
-0.0028081496711820364,
-0.008216595277190208,
-0.001178991748020053,
0.010942933149635792,
0.003394979750737548,
0.009496992453932762,
0.00370769202709198,
0.02984306588768959,
0.02008850872516632,
-0.010065746493637562,
-0.01183371152728796,
0.0053146048448979855,
0.019432896748185158,
0.006661438848823309,
0.013085084967315197,
0.007096956484019756,
0.01638035476207733,
0.015759000554680824,
-0.005477812606841326,
0.007571576628834009,
-0.0032348427921533585,
0.017807498574256897,
-0.0008968879119493067,
-0.0011097301030531526,
-0.007685391698032618,
-0.00781832542270422,
0.010165445506572723,
0.008092239499092102,
-0.005795682780444622,
0.011015619151294231,
0.024351108819246292,
0.0022645185235887766,
-0.01215252373367548,
0.01872689463198185,
0.01948706805706024,
0.03574218228459358,
0.009597058407962322,
0.011513231322169304,
-0.0005374106694944203,
-0.004230627790093422,
-0.00950807798653841,
0.003974630497395992,
-0.00021302929962985218,
0.005638521164655685,
0.0012484678300097585,
-0.011388828977942467,
0.0028481162153184414,
-0.03682118281722069,
-0.019023051485419273,
0.020216744393110275,
0.0018595852889120579,
-0.0014771978603675961,
0.03163652867078781,
-0.007130795158445835,
0.003836530726402998,
-0.00718919700011611,
0.002295372076332569,
0.009179757907986641,
-0.04356604442000389,
0.019818808883428574,
-0.020381689071655273,
-0.0026559249963611364,
-0.011586926877498627,
-0.005563134327530861,
0.027956046164035797,
0.00047703494783490896,
-0.002321094973012805,
-0.0037896321155130863,
-0.00466826232150197,
0.01953957974910736,
-0.0070598847232759,
-0.003751128213480115,
-0.007507896516472101,
0.00847487710416317,
-0.004688983783125877,
-0.00417066365480423,
-0.004564492963254452,
-0.01267207320779562,
0.00360017828643322,
0.0055463919416069984,
-0.014919064939022064,
-0.018503259867429733,
0.022416353225708008,
0.00011487847223179415,
0.0006787256570532918,
-0.01731429621577263,
-0.013159138150513172,
0.01821270026266575,
0.005401120521128178,
0.009489054791629314,
-0.005653530824929476,
-0.002515355357900262,
0.02059822902083397,
0.009180299937725067,
0.01621062494814396,
0.007054917048662901,
0.015699731186032295,
0.017436856403946877,
-0.003793858690187335,
-0.001098753185942769,
-0.0068109966814517975,
0.0026433737948536873,
-0.015008666552603245,
0.027602942660450935,
-0.008309467695653439,
0.008084726519882679,
0.018457889556884766,
-0.000321105879265815,
0.00002183805736422073,
0.004995988681912422,
-0.011564597487449646,
0.06715434789657593,
0.016712790355086327,
0.02529057115316391,
-0.005595943424850702,
-0.018898313865065575,
-0.00942540355026722,
0.00930806901305914,
0.011879808269441128,
-0.007679105270653963,
0.010772982612252235,
-0.01019789557904005,
-0.017258334904909134,
-0.020557202398777008,
0.01838606223464012,
-0.007162197958678007,
-0.011680555529892445,
0.0024000676348805428,
0.02432592585682869,
-0.007080555893480778,
-0.007692639250308275,
-0.016276244074106216,
-0.010618235915899277,
-0.011541249230504036,
0.0021561849862337112,
0.007217563223093748,
-0.012071141041815281,
0.00388542003929615,
0.020091013982892036,
0.015747256577014923,
-0.00850433949381113,
-0.005214993376284838,
0.005903259385377169,
-0.01505866926163435,
0.008351372554898262,
0.0006269607110880315,
0.022007647901773453,
0.01133385207504034,
-0.003048843704164028,
-0.0007510168943554163,
0.004132450558245182,
-0.014026938006281853,
-0.0018478923011571169,
0.005398651584982872,
0.012667144648730755,
-0.0049043563194572926,
0.016843516379594803,
0.005839682649821043,
-0.010479170829057693,
0.008271981030702591,
-0.005914564710110426,
-0.011862278915941715,
-0.009252403862774372,
-0.0019640373066067696,
-0.004401003941893578,
0.015424912795424461,
-0.005450043827295303,
0.01789255626499653,
0.007958848960697651,
0.013627581298351288,
0.01591237261891365,
0.0012718902435153723,
0.0012149265967309475,
-0.03847087547183037,
0.017305709421634674,
-0.005869340151548386,
0.008744076825678349,
0.011070722714066505,
0.03228258714079857,
0.0007307337364181876,
0.010077041573822498,
0.005245755892246962,
0.001472035888582468,
0.011543791741132736,
-0.03331339731812477,
0.006366428453475237,
-0.010568308643996716,
0.012852288782596588,
0.02646806091070175,
-0.020653238520026207,
0.022795282304286957,
-0.015832142904400826,
-0.0006328807794488966,
-0.0008532662177458405,
-0.006434996146708727,
0.006607115734368563,
0.0037436215206980705,
-0.008557647466659546,
0.004111540969461203,
0.02311134710907936,
-0.0009387488826178014,
-0.012279859744012356,
0.0031769205816090107,
-0.0073470561765134335,
0.012517412193119526,
-0.08172812312841415,
-0.0070665194652974606,
-0.001831477857194841,
-0.001395063241943717,
0.006208537612110376,
0.00944366306066513,
0.01859954558312893,
0.021495725959539413,
-0.006052481476217508,
-0.0033813179470598698,
0.025298554450273514,
-0.004904851783066988,
-0.010386891663074493,
-0.021889712661504745,
-0.003625216893851757,
-0.0012465444160625339,
0.002947224071249366,
-0.007828696630895138,
-0.015449085272848606,
-0.010790317319333553,
-0.021011807024478912,
-0.002966465661302209,
0.005787716247141361,
0.012166237458586693,
0.028401317074894905,
-0.015564207918941975,
0.018638838082551956,
0.005460752174258232,
0.0013056955067440867,
0.002001281827688217,
0.005840261001139879,
-0.004481807816773653,
-0.025901729241013527,
-0.011745870113372803,
-0.00474834069609642,
0.010230038315057755,
0.0037376522086560726,
-0.0026392899453639984,
-0.0223198551684618,
-0.01971426233649254,
0.012663379311561584,
0.003259751247242093,
-0.002365415683016181,
-0.006182964891195297,
0.0037741598207503557,
-0.024841781705617905,
-0.017145121470093727,
0.032208725810050964,
0.0040999348275363445,
0.024529561400413513,
0.020742142572999,
-0.019682910293340683,
0.03088078647851944,
0.00616809818893671,
-0.006785486824810505,
-0.001275243004783988,
0.005250082816928625,
-0.005474049597978592,
-0.011555970646440983,
-0.0023814730811864138,
0.035535991191864014,
-0.013875049538910389,
-0.021456371992826462,
0.014261020347476006,
0.0011655574198812246,
-0.012065495364367962,
0.012498924508690834,
0.018627632409334183,
0.0011352899018675089,
0.01250850036740303,
0.027919406071305275,
-0.0010476186871528625,
0.004914465826004744,
0.0007501980289816856,
0.03988245129585266,
-0.01208183541893959,
-0.010717786848545074,
0.002948956796899438,
0.020983891561627388,
-0.005077863112092018,
-0.0010312562808394432,
-0.004420328885316849,
0.015674827620387077,
-0.013076750561594963,
-0.016203273087739944,
-0.011149715632200241,
-0.0013294246746227145,
-0.004562635440379381,
0.0037558043841272593,
-0.008372669108211994,
-0.007860428653657436,
-0.034754324704408646,
0.006889352109283209,
0.00648530526086688,
-0.007688669953495264,
0.011742403730750084,
-0.01434138510376215,
0.0015646226238459349,
-0.010959649458527565,
0.008432912640273571,
-0.012309555895626545,
0.005438156425952911,
-0.026573166251182556,
-0.012918231077492237,
0.010648752562701702,
0.008755279704928398,
0.002155887894332409,
0.004909744951874018,
-0.007166439201682806,
-0.004173744469881058,
-0.014452618546783924,
-0.006191353779286146,
-0.0016934481682255864,
0.00218962412327528,
0.003206863533705473,
0.005080799106508493,
-0.015919862315058708,
0.009771166369318962,
0.0731290802359581,
0.012323608621954918,
0.0022738974075764418,
-0.0030997199937701225,
-0.006442655343562365,
-0.015307393856346607,
-0.0010553435422480106,
-0.008167398162186146,
0.030907606706023216,
-0.017975308001041412,
0.010651519522070885,
0.02229078859090805,
0.00632130354642868,
0.014034494757652283,
-0.014811328612267971,
0.0011536431265994906,
0.018627921119332314,
-0.0011924117570742965,
-0.0037882919423282146,
0.019182633608579636,
-0.002548804972320795,
-0.005671339575201273,
-0.006126954220235348,
-0.02185669355094433,
0.005365422461181879,
-0.011841735802590847,
0.004149354062974453,
-0.00882638804614544,
0.0024653610307723284,
0.0049578603357076645,
0.005077171139419079,
0.01456880010664463,
-0.0002224048803327605,
-0.008771411143243313,
0.028521154075860977,
0.021385369822382927,
0.008824252523481846,
-0.00035820776247419417,
-0.015261927619576454,
-0.0010446301894262433,
0.006887476891279221,
-0.008623233996331692,
-0.031428705900907516,
0.013031846843659878,
-0.007695530075579882,
0.0024070071522146463,
-0.02111944369971752,
-0.004151099361479282,
-0.00977813359349966,
0.017338711768388748,
0.0021168095991015434,
0.01631614752113819,
0.0032391317654401064,
0.013958846218883991,
-0.002416059374809265,
0.007243401370942593,
0.029883885756134987,
-0.010635381564497948,
-0.0069138971157372,
0.009111830964684486,
-0.01011233776807785,
-0.007482108194380999,
-0.0069752647541463375,
-0.028606098145246506,
-0.00524281756952405,
-0.009067317470908165,
0.006435736548155546,
-0.010518219321966171,
0.005901118274778128,
-0.0027720110956579447,
-0.0011575262760743499,
-0.016639871522784233,
-0.010529418475925922,
0.014829065650701523,
0.014796970412135124,
-0.014251765795052052,
0.009701292030513287,
-0.00554980244487524,
0.000292412267299369,
-0.005993068218231201,
-0.014592314139008522,
-0.01776522770524025,
-0.014455247670412064,
-0.009871941059827805,
0.018039703369140625,
-0.024406595155596733,
-0.03055315837264061,
-0.07529463618993759,
0.00040510925464332104,
0.023661604151129723,
-0.007271043956279755,
-0.027028579264879227,
0.012006900273263454,
-0.01288180984556675,
-0.006755927577614784,
-0.022124966606497765,
-0.00443485751748085,
0.00018846013699658215,
-0.00871426984667778,
-0.027536673471331596,
-0.0072554778307676315,
0.008661328814923763,
0.03037496842443943,
0.016431201249361038,
-0.0034029290545731783,
-0.0027682229410856962,
0.019258994609117508,
0.0046041239984333515,
-0.00003299279705970548,
-0.020581839606165886,
-0.006815467961132526,
0.008129031397402287,
-0.081987664103508,
0.00683228112757206,
0.0032822759822010994,
-0.005303529091179371,
-0.014644916169345379,
0.011627700179815292,
-0.00433068023994565,
0.005220091436058283,
0.008207591250538826,
-0.014277646318078041,
-0.013730679638683796,
-0.013825134374201298,
-0.03307810798287392,
-0.005132290069013834,
0.016681380569934845,
0.0009751805337145925,
0.012990640476346016,
-0.0008869625744409859,
-0.009044489823281765,
-0.03850600868463516,
0.009885992854833603,
0.003007675753906369,
-0.009599518962204456,
-0.007367171347141266,
-0.0072647081688046455,
-0.03671174496412277,
-0.006276378408074379,
0.002701433142647147,
0.015964535996317863,
-0.0014588177436962724,
-0.004882759414613247,
0.01411745510995388,
-0.003339227521792054,
0.00200355751439929,
0.011709079146385193,
-0.020306197926402092,
-0.005380425602197647,
-0.012000013142824173,
0.002544234273955226,
0.004470765125006437,
-0.0009015440009534359,
-0.006758993491530418,
-0.010844451375305653,
0.019929921254515648,
-0.009989547543227673,
-0.02440604940056801,
0.003437337465584278,
-0.0035018455237150192,
0.011331007815897465,
0.01898864470422268,
0.008649731054902077,
0.0074228341691195965,
-0.0050226482562720776,
-0.010365193709731102,
0.0267377607524395,
0.008820992894470692,
-0.005350950639694929,
0.007636822294443846,
0.00610093679279089,
0.008648947812616825,
0.003378448775038123,
-0.002267784671857953,
0.003569886088371277,
0.07234543561935425,
-0.011769848875701427,
0.014664503745734692,
-0.0040793525986373425,
-0.006197881884872913,
-0.0029786576051265,
0.007761093322187662,
0.009061334654688835,
0.0016461919294670224,
-0.017946850508451462,
-0.03734041377902031,
-0.007869686000049114,
0.014436873607337475,
0.009168732911348343,
0.012302218936383724,
-0.0077122910879552364,
-0.021477660164237022,
0.010747265070676804,
0.006445885635912418,
-0.007785525172948837,
-0.02370540052652359,
0.0002192410611314699,
-0.028919773176312447,
0.018064182251691818,
-0.0022754857782274485,
-0.005098356865346432,
-0.01270209439098835,
0.0017489674501121044,
0.008037634193897247,
0.01635041832923889,
-0.024417145177721977,
-0.010969610884785652,
-0.001079874811694026,
0.011992488987743855,
0.02442121133208275,
0.013851466588675976,
0.005993076134473085,
-0.0025119020137935877,
0.0046935235150158405,
-0.004621630534529686,
0.00799048412591219,
0.017098113894462585,
0.009160277433693409,
-0.007239824626594782,
-0.0007883776561357081,
-0.019062569364905357,
0.014879442751407623,
0.01927933469414711,
-0.015523604117333889,
0.011406533420085907,
-0.0013097204500809312,
0.00014910640311427414,
0.01440361887216568,
0.00719861127436161,
-0.006605872884392738,
-0.00697655463591218,
-0.015131638385355473,
0.015552686527371407,
0.01850832626223564,
-0.006008611060678959,
-0.013144697062671185,
-0.01090041920542717,
-0.0365929938852787,
-0.015479076653718948,
-0.011165778152644634,
-0.006897405255585909,
0.006546232849359512,
-0.007404231000691652,
-0.019722148776054382,
0.010703789070248604,
-0.02657504379749298,
-0.002246159827336669,
-0.00014283196651376784,
-0.02163553424179554,
0.009944679215550423,
-0.0027480863500386477,
-0.004415500909090042,
-0.004078600089997053,
0.008070242591202259,
-0.005960729438811541,
-0.004856488201767206,
-0.0021167565137147903,
0.0059386868961155415,
0.023341288790106773,
0.010840561240911484,
-0.0014789847191423178,
0.008853284642100334,
-0.01199060957878828,
-0.00454790098592639,
0.00029139802791178226,
-0.0046104504726827145,
-0.003870517248287797,
-0.000650716305244714,
0.021791208535432816,
-0.0003934104461222887,
0.034041695296764374,
-0.011599057354032993,
0.00010977116471622139,
0.0018502653110772371,
-0.0028122214134782553,
0.0193175021559,
0.01544786337763071,
0.006989446468651295,
0.008105963468551636,
-0.002365146530792117,
-0.009244265966117382,
0.017485009506344795,
-0.008342401124536991,
-0.0085457107052207,
-0.0055334665812551975,
-0.027056649327278137,
-0.004399058874696493,
-0.0005197140271775424,
0.012329802848398685,
-0.016872260719537735,
0.020472923293709755,
0.000009342621524410788,
-0.0386410728096962,
0.010931710712611675,
-0.007500794716179371,
-0.025164194405078888,
-0.01458012592047453,
-0.017569586634635925,
0.008437328971922398,
0.01926369220018387,
-0.011978707276284695,
-0.0060979570262134075,
0.03096156194806099,
0.012293833307921886,
-0.017033811658620834,
0.003946868237107992,
-0.010490902699530125,
-0.0055397143587470055,
0.010845394805073738,
0.017925051972270012,
0.00244724377989769,
0.001028016791678965,
0.007610723841935396,
0.006096078548580408,
0.028328455984592438,
0.021623212844133377,
-0.013186304830014706,
0.0005046894657425582,
0.014471413567662239,
0.007051764987409115,
-0.006496621295809746,
0.019498834386467934,
0.010048781521618366,
0.01741458848118782,
-0.008205430582165718,
-0.0061610667034983635,
0.007977013476192951,
-0.020381096750497818,
-0.0015626613749191165,
0.0076140426099300385,
0.01092586014419794,
-0.0016673124628141522,
0.006788067519664764,
0.009814064018428326,
0.0035894049797207117,
-0.008435997180640697,
0.0002700431796256453,
-0.015438641421496868,
0.010186322964727879,
-0.02104196511209011,
-0.012149685993790627,
-0.02214408479630947,
-0.0006107601220719516,
-0.014567991718649864,
0.0028923407662659883,
0.004763532429933548,
-0.01768585294485092,
0.01972956582903862,
-0.01733088120818138,
-0.04137501120567322,
-0.008546430617570877,
0.0038674413226544857,
0.017058545723557472,
-0.021633440628647804,
0.002260244684293866,
0.013362111523747444,
-0.02757214941084385,
0.00828604493290186,
-0.007896256633102894,
-0.011613053269684315,
-0.00651268195360899,
-0.008601577952504158,
0.01330510526895523,
0.015573592856526375,
-0.007951805368065834,
-0.0003258737560827285,
-0.006853979080915451,
-0.023212583735585213,
-0.00872905645519495,
0.001009379979223013,
-0.02077408879995346,
-0.0006763665587641299,
-0.0006591309211216867,
-0.0003124337235931307,
0.008567522279918194,
0.00994870811700821,
-0.007003825157880783
] |
[
0.8364675045013428,
0.2654934227466583,
-0.21350672841072083,
0.14975714683532715,
-0.30987459421157837,
-0.03820348531007767,
0.21666190028190613,
0.010693349875509739,
-0.11838571727275848,
-0.4236200451850891,
-0.1618703454732895,
0.10219554603099823,
-0.008734792470932007,
-0.09113407135009766,
-0.18926316499710083,
0.66926109790802,
0.13125111162662506,
0.09657660126686096,
0.18624325096607208,
-0.30596494674682617,
-0.24948737025260925,
0.07697863131761551,
0.8743930459022522,
-0.06615639477968216,
-0.09764423221349716,
-0.025411536917090416,
0.11828574538230896,
-0.27873438596725464,
-0.5252457857131958,
0.2195964753627777,
-0.0840812399983406,
0.6404743194580078,
-0.13076217472553253,
0.24560633301734924,
-0.3043005168437958,
0.22701366245746613,
0.0985608920454979,
0.32539138197898865,
0.5973223447799683,
-0.1662038117647171,
0.562996506690979,
0.06840234249830246,
-0.11172422766685486,
0.35127755999565125,
-0.4242219030857086,
-0.34341686964035034,
-1.8131438493728638,
0.4083058834075928,
-0.6106332540512085,
-0.23474088311195374,
0.006648908834904432,
0.3230621814727783,
0.6913888454437256,
0.16606862843036652,
-0.30491065979003906,
0.05792440101504326,
-0.3489077389240265,
-0.5304391980171204,
-0.1389671117067337,
-0.33374571800231934,
0.40175989270210266,
0.5750347971916199,
0.566040575504303,
-0.3346417248249054,
0.2936709523200989,
0.11702276021242142,
-0.01340750977396965,
0.1955118477344513,
-0.06775360554456711,
-0.0973249077796936,
0.20086824893951416,
0.0056685833260416985,
-0.1321924328804016,
0.04479621723294258,
-0.35823655128479004,
-0.14838358759880066,
0.26317673921585083,
-0.1413368135690689,
0.21228769421577454,
-0.26716408133506775,
-0.5033178925514221,
-0.3608517646789551,
0.5303283929824829,
0.04512704163789749,
0.6430969834327698,
0.2492571771144867,
-0.023560404777526855,
0.2745220363140106,
-0.7573553323745728,
-0.2722255289554596,
-0.3490584194660187,
-0.21035641431808472,
0.48259279131889343,
0.5976496934890747,
0.3031667470932007,
0.18410494923591614,
0.6614068150520325,
-0.005144793074578047,
0.19473640620708466,
-0.084416463971138,
-0.15346945822238922,
-0.21142902970314026,
0.0163505170494318,
-0.08761919289827347,
-0.3851932883262634,
-0.6559602618217468,
0.14995580911636353,
-1.0291502475738525,
-0.24294212460517883,
0.4427317976951599,
-0.4448119103908539,
0.31858953833580017,
-0.2154594361782074,
0.26097121834754944,
0.3961685001850128,
0.6718685626983643,
0.22762593626976013,
-0.5344927906990051,
-0.3749326467514038,
0.35270074009895325,
0.19508744776248932,
0.9354702234268188,
-0.10269127041101456,
-0.2607363164424896,
0.3529096245765686,
-0.36982816457748413,
0.07676279544830322,
0.23162247240543365,
-0.03419515863060951,
0.1173633486032486,
0.14411914348602295,
0.22963744401931763,
-0.3033045530319214,
0.14722146093845367,
-0.05571674928069115,
-0.5543786883354187,
0.6244469285011292,
0.11263348162174225,
-0.278253972530365,
0.12167242914438248,
-0.22986719012260437,
-0.7790393829345703,
-0.31766611337661743,
-0.15278203785419464,
0.6255772709846497,
-0.08007075637578964,
-0.2811291515827179,
0.20521803200244904,
-0.3112923204898834,
-0.04948779568076134,
-0.5546815395355225,
0.2311997413635254,
0.03904842212796211,
0.11130043864250183,
-0.1881977617740631,
0.7699722051620483,
0.5501186847686768,
0.16987921297550201,
-0.11264362931251526,
0.332010954618454,
0.27621737122535706,
-0.25356629490852356,
-0.32631394267082214,
-0.5003315210342407,
-0.02925935573875904,
-0.30532822012901306,
-0.039288029074668884,
0.25528404116630554,
-0.06311344355344772,
-0.08743909001350403,
0.3012985289096832,
-0.24955295026302338,
0.10669023543596268,
-0.46186935901641846,
-0.22423966228961945,
0.4772736728191376,
0.1850910782814026,
0.10510186105966568,
0.18843592703342438,
0.09606128931045532,
-0.8073444962501526,
0.04425792023539543,
-0.40955108404159546,
-0.4341884255409241,
0.6762521266937256,
-0.14483173191547394,
0.2995251715183258,
0.05311600863933563,
0.04324633255600929,
0.1668129563331604,
-0.09952044486999512,
-0.3141136169433594,
0.3373732268810272,
-0.7203583121299744,
1.3242892026901245,
-0.13648800551891327,
-0.2973635494709015,
0.6586056351661682,
0.24267153441905975,
0.12094204127788544,
0.21947550773620605,
-0.3521166145801544,
-0.2484549880027771,
0.31899774074554443,
-0.06965973228216171,
0.7225853800773621,
-0.052578117698431015,
-0.00850213784724474,
-0.11198076605796814,
0.1512766033411026,
0.33684682846069336,
0.010380630381405354,
-0.07958431541919708,
-0.3309614956378937,
-0.3841988742351532,
-0.0005414884653873742,
0.20973074436187744,
0.31638187170028687,
-0.1936541646718979,
-0.2002064287662506,
0.9577239751815796,
-0.19789060950279236,
0.9995448589324951,
0.4538440406322479,
-0.1928783804178238,
0.5259771943092346,
0.2798592150211334,
0.4097345471382141,
0.3401680588722229,
-0.7058799266815186,
-0.06844331324100494,
0.2932799756526947,
0.482167512178421,
-0.8352916836738586,
0.020721817389130592,
0.30941498279571533,
0.03259686008095741,
-0.13362036645412445,
0.07642170041799545,
0.016498560085892677,
0.17420515418052673,
0.03976479917764664,
-0.32151955366134644,
0.1888037472963333,
-0.23865796625614166,
-0.45934930443763733,
-0.30122777819633484,
0.5783755779266357,
-0.9534177184104919,
0.1178584098815918,
0.039219699800014496,
0.21411657333374023,
0.1744769662618637,
-0.02076726220548153,
-0.288705438375473,
0.33110570907592773,
-0.1744886040687561,
-0.3522201180458069,
0.43917959928512573,
0.15085552632808685,
-0.03865876421332359,
0.16958673298358917,
-0.2911202013492584,
-0.030377821996808052,
0.15805301070213318,
-0.21022774279117584,
-0.04785442724823952,
-0.30298763513565063,
0.6603370308876038,
0.35619229078292847,
0.7369908094406128,
-0.17358142137527466,
-0.3195655941963196,
0.3763384222984314,
0.5392034649848938,
-0.2481280267238617,
-0.14615900814533234,
0.2897396683692932,
-0.06318139284849167,
-0.674290657043457,
-0.23819221556186676,
0.796423614025116,
0.802706241607666,
-0.4364177882671356,
-0.0393073670566082,
-0.8403244018554688,
-0.5168218016624451,
-0.25300389528274536,
-0.051675304770469666,
-0.5161313414573669,
0.07102003693580627,
0.3222673237323761,
-0.10392177104949951,
-1.0466564893722534,
0.11408065259456635,
0.7125558853149414,
-0.33493518829345703,
0.09499440342187881,
-0.017893867567181587,
0.28450217843055725,
-0.5165256857872009,
0.3415977954864502,
0.23832856118679047,
0.07890046387910843,
0.4878646731376648,
0.08171148598194122,
-0.7163019180297852,
0.339457243680954,
-6.067172050476074,
-0.04929116368293762,
-0.16386380791664124,
-0.007650492712855339,
0.029224872589111328,
-0.32210472226142883,
1.19267737865448,
-0.3041256368160248,
-0.18329773843288422,
-0.21606983244419098,
0.22471390664577484,
0.2890917956829071,
-0.5575354695320129,
0.728220522403717,
0.6261714696884155,
0.2587425708770752,
0.08419594913721085,
-0.1734003871679306,
0.28268054127693176,
0.5052574872970581,
-0.30313700437545776,
0.22905553877353668,
-0.08543376624584198,
0.4583822786808014,
0.2146945744752884,
0.2652360498905182,
-1.0483869314193726,
0.6229192614555359,
-0.17022237181663513,
0.0518660694360733,
0.1903572529554367,
-0.17732851207256317,
-0.30449357628822327,
-0.672125518321991,
0.8222529888153076,
0.34149083495140076,
0.08942079544067383,
0.053596753627061844,
-0.019178863614797592,
-0.2980287969112396,
0.26895517110824585,
0.5221500396728516,
-0.1786857545375824,
-0.36322182416915894,
-0.15960104763507843,
-0.07160598784685135,
-0.21330174803733826,
0.2686678469181061,
-0.5335122346878052,
0.15363818407058716,
-0.1064830869436264,
-0.11048726737499237,
0.37762874364852905,
-0.13341698050498962,
0.2152041494846344,
-0.15502095222473145,
0.5179036855697632,
-0.027434850111603737,
-0.6649447083473206,
-0.4889831840991974,
0.401094913482666,
-0.23802730441093445,
0.3940671980381012,
-0.9029130339622498,
0.09389039874076843,
0.03368404507637024,
-0.9629812240600586,
-0.11430150270462036,
-0.24324320256710052,
-0.12968315184116364,
-0.22457993030548096,
-0.17059968411922455,
0.05133188143372536,
-0.6670746803283691,
0.13340146839618683,
-0.08343975991010666,
-0.1936822086572647,
0.5046059489250183,
-0.03636821359395981,
0.26304882764816284,
-0.15942901372909546,
-0.2862112522125244,
-0.13495928049087524,
0.32824498414993286,
0.13430696725845337,
-0.12722615897655487,
0.3175283670425415,
0.07907130569219589,
-0.3675006330013275,
0.1850583702325821,
0.10072994977235794,
0.00010586725693428889,
0.0896042063832283,
0.4792745113372803,
0.3664553761482239,
0.37720051407814026,
0.3316362798213959,
0.1304849088191986,
-0.02249796688556671,
-0.07238961011171341,
0.35082608461380005,
-0.12598539888858795,
-0.21673333644866943,
-0.779791533946991,
0.003326006233692169,
0.7121908664703369,
-0.6531071662902832,
0.18541181087493896,
0.6013581156730652,
-0.542687714099884,
-0.04920608177781105,
0.08429550379514694,
-0.3601393699645996,
-0.1327635496854782,
0.5356051325798035,
0.19068217277526855,
-0.21932046115398407,
0.23705489933490753,
0.48942962288856506,
-0.011577636003494263,
0.14882467687129974,
0.40299156308174133,
-0.261187881231308,
0.7220590114593506,
-0.18362203240394592,
-0.23968452215194702,
-0.07970990240573883,
0.4364505708217621,
-0.713058590888977,
0.13010670244693756,
0.3187282383441925,
0.15469157695770264,
-0.21403717994689941,
0.2154824286699295,
0.47093796730041504,
-0.1095300167798996,
-0.2701103091239929,
0.09911110252141953,
-0.26983803510665894,
-0.38072866201400757,
0.6727499961853027,
-0.14975057542324066,
0.039900392293930054,
0.06416137516498566,
0.32129114866256714,
-0.47279781103134155,
-0.3960115909576416,
0.037755921483039856,
-0.09147891402244568,
0.2837681770324707,
0.11483912169933319,
-0.36834707856178284,
-0.29278695583343506,
-0.14602991938591003,
-0.4062961935997009,
0.37221288681030273,
0.5001381635665894,
0.004414233844727278,
0.1610432118177414,
-0.18023864924907684,
0.3372964859008789,
-0.24713166058063507,
-0.9734725952148438,
-0.22855250537395477,
0.5393481850624084,
-0.6216170787811279,
-0.35619649291038513,
-0.03363541141152382,
-0.10379981249570847,
-0.08189962804317474,
0.5584255456924438,
-0.24135492742061615,
-0.20677147805690765,
0.08142901211977005,
-0.08102438598871231,
-0.18485932052135468,
-0.05904778465628624,
-0.16127562522888184,
0.27275770902633667,
-0.13547421991825104,
0.5360126495361328,
-0.3411669433116913,
-0.017188245430588722,
0.4196348488330841,
0.5359691381454468,
0.15097282826900482,
0.41457322239875793,
-0.20147296786308289,
-0.40670838952064514,
-0.25015947222709656,
-0.07317144423723221,
0.1988910734653473,
0.5949903726577759,
0.09934228658676147,
-0.17276892066001892,
-0.6058183908462524,
0.7772367596626282,
-0.5454185605049133,
-0.3834121525287628,
-0.09833415597677231,
0.1509706974029541,
0.5339246392250061,
-0.7888685464859009,
0.14563772082328796,
0.3523443639278412,
-0.2974236309528351,
-0.4389692544937134,
-0.21209177374839783,
0.16770581901073456,
-0.05925557017326355,
-0.09522929042577744,
-0.5041818022727966,
-0.25990626215934753,
-0.2028515487909317,
-0.09465663880109787,
-0.3316391706466675,
0.17835776507854462,
-0.04355667531490326,
-0.6320620179176331,
0.4037947654724121,
0.37500372529029846,
-0.36555683612823486,
-0.6684306263923645,
-0.3323284089565277,
0.2186998724937439,
0.23582673072814941,
0.5164619088172913,
-0.17587091028690338,
-0.47694751620292664,
-0.14880600571632385,
-0.42478257417678833,
0.01344392728060484,
0.46557319164276123,
0.23994861543178558,
-0.6423550248146057,
-0.2357403039932251,
-0.26103872060775757,
0.5215086340904236,
-0.15685619413852692,
0.025331759825348854,
-0.15929445624351501,
0.09223364293575287,
-0.18675220012664795,
-0.4166695773601532,
-0.2029375433921814,
0.17758257687091827,
-0.03062755987048149,
-0.03462740033864975,
-0.3634137809276581,
-0.4234878718852997,
0.03032991662621498,
-0.20362746715545654,
-0.41311538219451904,
-0.31064897775650024,
0.407105952501297,
-0.36090680956840515,
-0.4488663375377655,
-0.5910036563873291,
0.26222628355026245,
-0.12387461960315704,
-0.12500864267349243,
-0.29255735874176025,
-0.062266748398542404,
-0.34433260560035706,
-0.3194936513900757,
-0.0926378145813942,
0.0036166999489068985,
0.05549928918480873,
0.007954724133014679,
-0.22782015800476074,
-0.16409529745578766,
0.35392653942108154,
0.061003558337688446,
0.17464447021484375,
-0.18947450816631317,
-0.21287326514720917,
-0.35278284549713135,
0.2468840777873993,
0.01811898499727249,
-0.211520716547966,
0.002630283124744892,
-0.2023978978395462,
-0.17538052797317505,
-0.4574161171913147,
0.31584030389785767,
-0.7332022190093994,
0.10017794370651245,
-0.22466862201690674,
0.27938324213027954,
-0.1616472452878952,
-0.7411993145942688,
-0.07083964347839355,
-0.35900169610977173,
-0.19559264183044434,
0.07367875427007675,
0.23139099776744843,
0.45264625549316406,
0.268576443195343,
0.030837198719382286,
0.14024488627910614,
0.0916190966963768,
0.24506378173828125,
0.44361820816993713,
-0.0498090423643589,
0.29006364941596985,
0.3080984652042389,
-0.23495320975780487,
-0.26555755734443665,
0.0313974991440773,
-0.04640818014740944,
-0.02173117734491825,
-0.06561395525932312,
0.5719797611236572,
0.28526386618614197,
-0.28993332386016846,
-0.08670170605182648,
0.1797768622636795,
-0.37822225689888,
0.013455606997013092,
0.1718006581068039,
-0.08075552433729172,
0.31791284680366516,
0.7386457324028015,
-0.17564746737480164,
0.4124238193035126,
0.5677915811538696,
0.08257758617401123,
-0.18241427838802338,
-0.09378395229578018,
0.17473338544368744,
0.6935115456581116,
1.2345077991485596,
-0.03413521125912666,
-0.08609369397163391,
0.7626769542694092,
0.3423113524913788,
0.12612822651863098,
-0.27756014466285706,
0.019852658733725548,
0.3195769786834717,
0.09349589794874191,
0.31904441118240356,
-0.2679445743560791,
-0.05748996138572693,
0.11533494293689728,
0.14380240440368652,
-0.1102403849363327,
0.5806796550750732,
-0.15673479437828064,
0.3419300317764282,
0.7976559996604919,
0.21433468163013458,
-0.26615333557128906,
-0.32945945858955383,
-0.38011905550956726,
-0.1784796565771103,
0.5475174784660339,
-0.21140871942043304,
-0.6623649597167969,
0.5288546085357666,
0.10561151802539825,
0.3914641737937927,
0.1176702231168747,
0.013254589401185513,
-0.15634235739707947,
0.08205056935548782,
0.2835686504840851,
0.06068247929215431,
0.33730751276016235,
-0.2413170337677002,
-0.16523171961307526,
-0.007910232990980148,
-0.4148620665073395,
0.8225682377815247,
-0.08106525987386703,
-0.4694611728191376,
0.4516214430332184,
-0.6463624835014343,
0.22244033217430115,
0.3255980312824249,
0.022139329463243484,
-0.22082951664924622,
-0.06323730945587158,
-0.270354688167572,
-0.10240916907787323,
0.1455397754907608,
-0.08967244625091553,
0.2789980471134186,
-0.27857252955436707,
0.2097066193819046,
-0.2353377789258957,
-0.8313364386558533,
-0.18464522063732147,
0.4328973591327667,
-0.5540724992752075,
-0.01612752489745617,
-0.5882371664047241,
0.3080246150493622,
-0.04225662350654602,
-0.10521101206541061,
0.03070244938135147,
-0.057678524404764175,
-0.21566474437713623,
0.5675762891769409,
-0.0545508898794651,
0.4019528031349182,
-0.6772312521934509,
-1.0479512214660645,
-0.35133814811706543,
0.2039281278848648,
0.43133223056793213,
-0.2707589566707611,
-0.6785250306129456,
-0.07364296168088913,
0.0168292298913002,
0.6867267489433289,
0.24169549345970154,
-0.27120646834373474,
-0.17716339230537415,
-0.22644230723381042,
-0.10090482234954834,
-0.35851800441741943,
0.46234095096588135,
0.044612787663936615,
-0.11981552094221115,
0.09538416564464569,
0.059212807565927505,
0.26947829127311707,
-0.022616546601057053,
0.33565717935562134,
-0.06027470529079437,
-0.30869269371032715,
0.06140695512294769,
0.4532913863658905,
-0.16673052310943604,
-0.15990062057971954,
0.22297756373882294,
0.1240796148777008,
-0.10828084498643875,
-1.0733673572540283,
-0.26570966839790344,
-0.08398011326789856,
0.26233142614364624,
0.481665700674057,
-0.018022334203124046,
0.031302716583013535,
0.20475488901138306,
-0.045551642775535583,
-0.9319222569465637,
-0.037627048790454865,
-0.0940016359090805,
-0.022214241325855255,
-0.541058361530304,
-0.6012035608291626,
-0.08871623128652573,
0.1919417828321457,
-0.10366640985012054,
-0.2589845657348633,
0.6347476840019226,
-0.2991005778312683
] |
Electrical energy storage is one of the most critical needs of 21st century society. Applications that depend on electrical energy storage include portable electronics, electric vehicles, and devices for renewable energy storage from solar and wind. Lithium-ion (Li-ion) batteries have the highest energy density among the rechargeable battery chemistries. As a result, Li-ion batteries have proven successful in the portable electronics market and will play a significant role in large-scale energy storage. Over the past two decades, Li-ion batteries based on insertion cathodes have reached a cathode capacity of ∼250 mA h g(-1) and an energy density of ∼800 W h kg(-1), which do not meet the requirement of ∼500 km between charges for all-electric vehicles. With a goal of increasing energy density, researchers are pursuing alternative cathode materials such as sulfur and O2 that can offer capacities that exceed those of conventional insertion cathodes, such as LiCoO2 and LiMn2O4, by an order of magnitude (>1500 mA h g(-1)). Sulfur, one of the most abundant elements on earth, is an electrochemically active material that can accept up to two electrons per atom at ∼2.1 V vs Li/Li(+). As a result, sulfur cathode materials have a high theoretical capacity of 1675 mA h g(-1), and lithium-sulfur (Li-S) batteries have a theoretical energy density of ∼2600 W h kg(-1). Unlike conventional insertion cathode materials, sulfur undergoes a series of compositional and structural changes during cycling, which involve soluble polysulfides and insoluble sulfides. As a result, researchers have struggled with the maintenance of a stable electrode structure, full utilization of the active material, and sufficient cycle life with good system efficiency. Although researchers have made significant progress on rechargeable Li-S batteries in the last decade, these cycle life and efficiency problems prevent their use in commercial cells. To overcome these persistent problems, researchers will need new sulfur composite cathodes with favorable properties and performance and new Li-S cell configurations. In this Account, we first focus on the development of novel composite cathode materials including sulfur-carbon and sulfur-polymer composites, describing the design principles, structure and properties, and electrochemical performances of these new materials. We then cover new cell configurations with carbon interlayers and Li/dissolved polysulfide cells, emphasizing the potential of these approaches to advance capacity retention and system efficiency. Finally, we provide a brief survey of efficient electrolytes. The Account summarizes improvements that could bring Li-S technology closer to mass commercialization.
|
[
0.02568308636546135,
-0.002593796467408538,
-0.014557825401425362,
0.008969560265541077,
0.004088876768946648,
-0.04661022126674652,
0.013015635311603546,
0.016989657655358315,
-0.014571373350918293,
-0.011174315586686134,
-0.01607506349682808,
0.02467440441250801,
-0.017326360568404198,
0.018260173499584198,
0.028914744034409523,
0.002174770925194025,
-0.014297920279204845,
-0.01292827446013689,
0.023818649351596832,
-0.0007846630178391933,
-0.019070524722337723,
-0.0005125112365931273,
0.010464312508702278,
-0.04873485118150711,
-0.004347116220742464,
0.04301111772656441,
0.019362440332770348,
0.0016886042430996895,
-0.013629714958369732,
-0.009640811011195183,
0.04413962364196777,
-0.005882217548787594,
0.032844580709934235,
0.03134847432374954,
0.008853387087583542,
-0.02582952380180359,
-0.008591740392148495,
0.025807540863752365,
0.05342656001448631,
-0.0042890822514891624,
0.014547351747751236,
-0.008918780833482742,
-0.011057169176638126,
0.05517059937119484,
-0.008607719093561172,
0.017219707369804382,
-0.005242116749286652,
-0.02205602452158928,
-0.010882267728447914,
0.012036656029522419,
-0.019167950376868248,
-0.01726442575454712,
-0.01333833858370781,
-0.02560565620660782,
-0.008310893550515175,
-0.006779796443879604,
0.02015765756368637,
-0.007536035496741533,
-0.01890001818537712,
0.02790537104010582,
-0.0078012775629758835,
-0.029686085879802704,
-0.04718916490674019,
0.02007484808564186,
-0.013624129816889763,
-0.06653957068920135,
-0.06829644739627838,
-0.00021369254682213068,
0.010402988642454147,
-0.0386122427880764,
-0.009668448008596897,
0.012813929468393326,
-0.01248885691165924,
0.00041670817881822586,
0.017760049551725388,
-0.0314791202545166,
-0.020560435950756073,
-0.012414360418915749,
0.0019265168812125921,
-0.01604454405605793,
0.027303185313940048,
-0.011245334520936012,
-0.0173356831073761,
0.030809452757239342,
-0.019253801554441452,
0.016130300238728523,
-0.00815080851316452,
-0.013955825939774513,
0.00994107499718666,
-0.009849420748651028,
0.020683882758021355,
0.06749556958675385,
-0.01457994244992733,
-0.02199265919625759,
0.0006059356965124607,
0.02808564156293869,
-0.03016013652086258,
-0.016022326424717903,
0.03490585833787918,
-0.012400808744132519,
0.0075896065682172775,
0.024238798767328262,
0.00743268895894289,
-0.0051339128986001015,
0.05813565105199814,
0.01635170914232731,
-0.043819673359394073,
-0.04428097605705261,
0.006224044598639011,
0.011070569977164268,
0.010210799984633923,
-0.01818910241127014,
-0.02366059087216854,
-0.007892281748354435,
-0.03506112098693848,
-0.025492176413536072,
0.027268653735518456,
-0.023086465895175934,
0.006123267114162445,
0.0002468074671924114,
-0.041896361857652664,
0.038847703486680984,
-0.0037100529298186302,
0.007535204291343689,
0.006783465854823589,
-0.032802850008010864,
0.0032623987644910812,
0.001966695534065366,
-0.008483323268592358,
-0.00681555550545454,
-0.012927308678627014,
0.028345322236418724,
-0.0352686308324337,
-0.009245592169463634,
0.003252107184380293,
0.006755777634680271,
0.01456952840089798,
0.01346266083419323,
0.001945835305377841,
-0.014095845632255077,
0.02548307180404663,
0.00839296169579029,
0.009941451251506805,
0.01626417227089405,
0.0349973700940609,
-0.02230628952383995,
0.03559039905667305,
-0.002002614550292492,
-0.019384322687983513,
0.02726691961288452,
0.029529672116041183,
0.000993757275864482,
0.02455514296889305,
-0.017273131757974625,
0.04849928617477417,
-0.0033190485555678606,
-0.012450003996491432,
-0.0004283396992832422,
-0.017786797136068344,
-0.009542103856801987,
-0.01172909326851368,
0.025278573855757713,
0.019875286146998405,
0.010212143883109093,
-0.0034055791329592466,
0.005924593657255173,
0.06232829391956329,
-0.004825476091355085,
-0.010098893195390701,
0.012888483703136444,
-0.02610718086361885,
0.009175046347081661,
0.0025085462257266045,
0.022194191813468933,
0.013714264146983624,
0.010753871873021126,
-0.0014924504794180393,
0.01666301116347313,
-0.00007601594552397728,
0.06655240058898926,
0.05115574225783348,
0.021343804895877838,
-0.010785697028040886,
0.018418792635202408,
0.004607641603797674,
-0.03629966825246811,
-0.02318962663412094,
-0.026219114661216736,
-0.00417699757963419,
0.005738569423556328,
-0.02704407274723053,
-0.048025038093328476,
-0.01802147924900055,
-0.0011684063356369734,
-0.008178331889212132,
0.005826288368552923,
-0.0004833969287574291,
0.004187389276921749,
-0.02344043180346489,
-0.05035248398780823,
0.055095743387937546,
0.00006787851452827454,
0.0039229183457791805,
-0.017863692715764046,
-0.005323437973856926,
0.016436735168099403,
-0.012766092084348202,
-0.048569679260253906,
-0.021214772015810013,
0.002617516554892063,
0.02950511872768402,
0.033034615218639374,
-0.03424227237701416,
-0.012365344911813736,
0.04916563630104065,
0.02434048056602478,
-0.0270388163626194,
-0.023092973977327347,
0.00240323762409389,
-0.017339983955025673,
-0.006539005786180496,
0.02626108005642891,
-0.030942697077989578,
-0.011111706495285034,
-0.015696123242378235,
0.022968672215938568,
0.0029341410845518112,
0.007561553735285997,
-0.009301559999585152,
0.0006500689196400344,
-0.01581607386469841,
-0.02736043557524681,
-0.014055980369448662,
-0.019868500530719757,
-0.01393661554902792,
-0.011099585331976414,
0.011277874931693077,
-0.0018541559111326933,
0.010025802068412304,
-0.010364008136093616,
0.034772541373968124,
-0.004918824415653944,
0.020150285214185715,
0.008829758502542973,
-0.0031069437973201275,
0.024117155000567436,
-0.017680378630757332,
-0.0010315836407244205,
0.024317128583788872,
0.014830078929662704,
0.007585721090435982,
-0.0043811192736029625,
-0.032291486859321594,
0.002878095954656601,
-0.0036283547524362803,
0.0012031500227749348,
-0.01198455598205328,
-0.011361796408891678,
0.028696242719888687,
0.022300798445940018,
0.010488170199096203,
0.003957340493798256,
-0.030433062463998795,
-0.0037537994794547558,
-0.0009927272330969572,
0.0011519936379045248,
-0.017319276928901672,
-0.035742565989494324,
-0.008842924609780312,
0.026442313566803932,
0.0047516729682683945,
-0.007970125414431095,
0.0037672719918191433,
-0.08172018826007843,
-0.016912488266825676,
0.011266103014349937,
-0.0006677097408100963,
0.017144933342933655,
-0.03751757740974426,
0.030880801379680634,
0.020305614918470383,
-0.00787360593676567,
0.020596949383616447,
-0.004133208654820919,
0.03851834684610367,
-0.01738063246011734,
-0.05597008392214775,
-0.007903274148702621,
-0.017521172761917114,
0.011485479772090912,
-0.027286557480692863,
-0.010774824768304825,
-0.014577778056263924,
-0.002517597284168005,
-0.02988223172724247,
0.0015943152830004692,
0.004133419133722782,
-0.002896267455071211,
0.02149665355682373,
0.0054044174030423164,
-0.00017852871678769588,
0.007100538816303015,
0.015532232820987701,
-0.020011117681860924,
0.013747747987508774,
-0.007625310216099024,
0.03553507477045059,
0.004535391926765442,
0.038191184401512146,
-0.001022817101329565,
0.04408819228410721,
-0.006961589213460684,
0.01282301265746355,
0.020650651305913925,
0.026271693408489227,
-0.02724723517894745,
0.021840479224920273,
0.02293114736676216,
0.0190989151597023,
-0.005011343397200108,
0.01202550157904625,
0.012382660061120987,
-0.012625530362129211,
-0.04194503277540207,
-0.005837596487253904,
0.00832493044435978,
0.026667222380638123,
-0.013742772862315178,
-0.030818864703178406,
-0.022523313760757446,
0.0091815534979105,
-0.023398779332637787,
-0.005621816031634808,
-0.034851718693971634,
-0.011374859139323235,
0.0041525173000991344,
0.03257540613412857,
0.017873236909508705,
-0.007351992651820183,
0.014125930145382881,
0.06815902143716812,
-0.005545507185161114,
0.01761678233742714,
-0.011004839092493057,
-0.054421357810497284,
0.04113180562853813,
-0.002856847131624818,
-0.024429935961961746,
-0.02229309268295765,
-0.01626810058951378,
0.016558751463890076,
0.022243011742830276,
0.008109763264656067,
0.01964208111166954,
-0.007124331779778004,
0.018613692373037338,
-0.023784467950463295,
0.005588639993220568,
-0.009744524955749512,
0.00809546746313572,
0.025411617010831833,
0.002140635158866644,
-0.02505449578166008,
-0.005116114392876625,
-0.012582870200276375,
-0.014199275523424149,
0.0017028189031407237,
-0.028318101540207863,
-0.020686887204647064,
-0.0015410026535391808,
0.027323629707098007,
-0.0031651733443140984,
0.011782338842749596,
-0.011129207909107208,
-0.02541462518274784,
-0.04813041538000107,
-0.01230310183018446,
0.0004753577522933483,
0.019745446741580963,
0.02753913775086403,
-0.03660409152507782,
-0.032038792967796326,
-0.008201217278838158,
-0.008958844467997551,
-0.021042902022600174,
-0.017748050391674042,
0.058368004858493805,
0.019669346511363983,
0.023608539253473282,
0.01219211332499981,
-0.014438334852457047,
0.07066616415977478,
-0.01703295111656189,
-0.013930452056229115,
-0.0151986600831151,
0.0007140638772398233,
-0.0059079332277178764,
-0.020605869591236115,
0.013726647943258286,
-0.0010910381097346544,
-0.015820244327187538,
0.016742367297410965,
0.026119280606508255,
-0.006492285523563623,
0.00970553234219551,
0.015708547085523605,
0.009816663339734077,
-0.024018045514822006,
-0.044610459357500076,
0.005151611752808094,
0.03515469282865524,
0.017224451526999474,
-0.020152291283011436,
-0.000853554462082684,
-0.009096536785364151,
0.01537182368338108,
0.0054717520251870155,
-0.04853222519159317,
-0.011247057467699051,
-0.01246901135891676,
0.002645992673933506,
0.004984736442565918,
0.056024521589279175,
0.0004938688944093883,
-0.036476440727710724,
0.028834499418735504,
0.005490046925842762,
-0.009077542461454868,
-0.029848681762814522,
0.022156961262226105,
0.009100651368498802,
-0.008497034199535847,
-0.018091153353452682,
0.03354901820421219,
0.014636501669883728,
0.02646760269999504,
-0.002045213244855404,
-0.02259961888194084,
-0.007522387895733118,
0.010413055308163166,
-0.02357320301234722,
-0.00019076699391007423,
0.03542198985815048,
0.00495923263952136,
-0.01908966153860092,
0.024828199297189713,
0.00031066639348864555,
-0.024213125929236412,
0.005675361957401037,
-0.016675753518939018,
-0.031766124069690704,
0.011090313084423542,
0.03640317916870117,
0.023851260542869568,
-0.01280003972351551,
-0.014131378382444382,
-0.022026408463716507,
0.017985455691814423,
-0.019335374236106873,
0.023667845875024796,
-0.013955658301711082,
0.010722224600613117,
-0.014086782932281494,
0.015095748007297516,
0.04262515529990196,
0.021175537258386612,
0.008593413978815079,
0.010248356498777866,
-0.02280786633491516,
-0.0036430456675589085,
0.01728755421936512,
0.03358139097690582,
0.01942853257060051,
-0.015826035290956497,
-0.01598978415131569,
0.020333120599389076,
0.040151264518499374,
-0.014711824245750904,
-0.07443319261074066,
-0.02921190857887268,
0.007783452980220318,
-0.00732811214402318,
-0.03717631474137306,
-0.0006962879560887814,
-0.00845243688672781,
-0.00740104028955102,
-0.053565122187137604,
-0.00696439016610384,
0.01832870952785015,
0.004495284520089626,
0.02458217553794384,
0.03989855945110321,
0.017715368419885635,
-0.02439778670668602,
0.007370348554104567,
0.0006930911913514137,
-0.0000015450641512870789,
-0.06167129427194595,
0.013634487055242062,
0.032237205654382706,
-0.0324583537876606,
0.010167890228331089,
-0.0002478939713910222,
-0.07956410944461823,
0.012144268490374088,
-0.029048368334770203,
0.046982184052467346,
-0.006602020934224129,
-0.0016877723392099142,
-0.0007921773940324783,
-0.009344542399048805,
0.015394141897559166,
-0.018674056977033615,
0.03177684545516968,
0.010917168110609055,
-0.029558010399341583,
-0.04522031545639038,
-0.02660563960671425,
-0.018408412113785744,
0.00966156367212534,
0.031373776495456696,
0.017987439408898354,
0.013920496217906475,
0.042581863701343536,
-0.02976100705564022,
-0.01096593402326107,
-0.01359708420932293,
-0.003158354666084051,
0.016417358070611954,
0.016261376440525055,
0.009789075702428818,
0.021883750334382057,
0.006818663328886032,
-0.017653461545705795,
-0.029271487146615982,
-0.011996916495263577,
-0.03565527871251106,
0.049046970903873444,
-0.010858087800443172,
0.04562264680862427,
0.003807357046753168,
-0.027232158929109573,
0.009887279011309147,
0.001806079177185893,
0.020403940230607986,
0.010577371343970299,
0.020280908793210983,
0.016772368922829628,
-0.028438428416848183,
0.014300866052508354,
0.002165758516639471,
-0.020676791667938232,
-0.03427471965551376,
0.011442311108112335,
0.0013295819517225027,
-0.0004118192009627819,
-0.013098562136292458,
-0.049987778067588806,
0.003512084949761629,
0.00482860067859292,
0.014429819770157337,
0.042905453592538834,
0.024034220725297928,
0.005479008890688419,
0.009927554987370968,
-0.022844843566417694,
0.0711907297372818,
-0.030848287045955658,
0.00960628967732191,
-0.012770144268870354,
-0.014056080020964146,
0.009399093687534332,
0.009979287162423134,
-0.024485543370246887,
0.03319458290934563,
-0.006606725510209799,
-0.023570571094751358,
-0.010180540382862091,
-0.014254221692681313,
0.011620654724538326,
-0.01723625138401985,
-0.017024781554937363,
0.019907811656594276,
0.005247101653367281,
0.0010102275991812348,
0.02520105056464672,
0.020738404244184494,
-0.008798147551715374,
-0.02883405052125454,
-0.0097122797742486,
-0.0187248345464468,
0.003949352540075779,
-0.0008819489739835262,
-0.006595808081328869,
-0.04904649779200554,
-0.03620689734816551,
0.004222547169774771,
0.0018577247392386198,
0.00806370284408331,
0.004873355850577354,
0.03505175560712814,
-0.003928656689822674,
-0.009222587570548058,
-0.00011366326361894608,
-0.040557198226451874,
-0.016989775002002716,
0.019541390240192413,
0.003207369241863489,
-0.0032064379192888737,
0.005057857371866703,
-0.02599286288022995,
-0.02074466273188591,
0.016311414539813995,
-0.02112841233611107,
-0.0032421513460576534,
0.026184799149632454,
0.022278008982539177,
-0.011188785545527935,
0.024828005582094193,
-0.022866256535053253,
-0.034055255353450775,
-0.009521705098450184,
0.0031562356743961573,
0.014536920934915543,
-0.0026128864847123623,
-0.02533419243991375,
0.016484688967466354,
-0.014310638420283794,
-0.034039489924907684,
0.007542969658970833,
0.0071276407688856125,
-0.03752077370882034,
0.02168349362909794,
-0.013718686997890472,
-0.015991292893886566,
0.011737984605133533,
0.006803856696933508,
0.0093420734629035,
0.00789003074169159,
0.01678125187754631,
-0.0067356121726334095,
-0.013660337775945663,
0.022051183506846428,
-0.030553393065929413,
0.0010377652943134308,
0.013289758935570717,
-0.006523447576910257,
0.00706896698102355,
0.041935309767723083,
-0.0032398139592260122,
-0.004437892697751522,
-0.023645900189876556,
-0.0011475705541670322,
0.013742459937930107,
-0.0036477302201092243,
0.017480362206697464,
0.022819694131612778,
-0.00313651654869318,
0.0060563962906599045,
0.007449310272932053,
0.018873386085033417,
0.03766681253910065,
0.017869215458631516,
0.007955300621688366,
0.03175865858793259,
-0.012152006849646568,
0.03475134074687958,
0.0004351171664893627,
-0.014337646774947643,
-0.05048901587724686,
0.013989437371492386,
-0.005497610662132502,
0.020009580999612808,
0.011277081444859505,
0.006804212927818298,
0.007792896591126919,
0.031130284070968628,
0.0006186487153172493,
0.0065299514681100845,
-0.006250168662518263,
0.013895461335778236,
0.019426245242357254,
-0.022599410265684128,
0.024363411590456963,
0.007215145509690046,
-0.02171124517917633,
0.025764882564544678,
-0.005956390872597694,
0.046136900782585144,
0.01448698341846466,
-0.018438871949911118,
-0.009803920052945614,
-0.011057920753955841,
-0.00844508409500122,
0.015056109987199306,
-0.006559409666806459,
0.027509694918990135,
-0.027521256357431412,
0.030355803668498993,
-0.006139663048088551,
0.008257683366537094,
0.018022475764155388,
-0.021235108375549316,
-0.01818137615919113,
-0.007395603694021702,
-0.005816498305648565,
0.06903082877397537,
-0.006400826387107372,
-0.01927744597196579,
0.002381337806582451,
0.008931167423725128,
0.013411144725978374,
-0.020004861056804657,
0.0392046719789505,
0.0049850838258862495,
0.022813810035586357,
-0.017100341618061066,
-0.0036555081605911255,
0.027297863736748695,
-0.01265709102153778,
-0.01719535142183304,
0.02791602909564972,
0.007008873857557774,
0.041507694870233536,
-0.00005077710375189781,
0.012080482207238674,
-0.011639811098575592,
-0.027103964239358902,
0.007615850307047367,
0.033732593059539795,
-0.027617333456873894,
0.022779013961553574,
0.034976132214069366,
-0.0029614665545523167,
0.04752328619360924,
-0.02106783725321293,
-0.01603170484304428,
-0.03459359332919121,
-0.029195740818977356,
0.025226591154932976,
0.007424325682222843,
0.009143905714154243,
-0.010109628550708294,
-0.011640245094895363,
0.00977808702737093,
-0.04636668786406517,
0.028250757604837418,
0.0004107840359210968,
-0.01609697937965393,
-0.006702105980366468,
-0.015286277048289776,
0.009660188108682632,
-0.012302638962864876,
-0.019524186849594116,
0.010158156976103783,
-0.03311049938201904,
-0.0009576588636264205,
0.043792061507701874,
-0.010679872706532478,
0.0015059360302984715,
-0.014308656565845013,
-0.03461621329188347,
0.019075216725468636,
0.04672888293862343,
0.008098818361759186,
0.0026630405336618423,
0.01938321441411972,
-0.01211470365524292
] |
[
0.3494078814983368,
0.13232314586639404,
0.332791805267334,
0.3075644373893738,
0.3027985095977783,
-0.027022596448659897,
-0.43247127532958984,
-0.05461379513144493,
-0.10250498354434967,
-0.42011186480522156,
-0.5001487135887146,
0.7439354062080383,
-0.16698673367500305,
0.09851963073015213,
-0.028988592326641083,
0.29295942187309265,
0.9568141102790833,
0.4787697196006775,
0.0019951302092522383,
-0.2124617099761963,
-0.3530508875846863,
0.12103679031133652,
0.6242112517356873,
0.42345744371414185,
-0.13029050827026367,
-0.17380395531654358,
-0.09418299049139023,
0.0576983243227005,
0.2680182158946991,
-0.13581080734729767,
0.041032180190086365,
0.4787692129611969,
-0.19052396714687347,
0.1897750049829483,
0.6784277558326721,
-0.3386152684688568,
-0.4699811339378357,
-0.4831525385379791,
-0.23736265301704407,
-0.2306201308965683,
-0.2140602022409439,
0.17649096250534058,
-0.023581866174936295,
0.5584294199943542,
-0.13282737135887146,
-0.04003385081887245,
-0.9459057450294495,
-0.0408390536904335,
-0.632053792476654,
0.12780584394931793,
-0.3051888346672058,
0.19570080935955048,
-0.10435070842504501,
0.5194724202156067,
-0.15465162694454193,
0.32325634360313416,
-0.26522746682167053,
0.17425157129764557,
0.20873954892158508,
-0.5829562544822693,
0.15979842841625214,
-0.520967960357666,
-0.4255061745643616,
0.37822601199150085,
0.11765509843826294,
-0.6022012233734131,
0.12202515453100204,
-0.24955160915851593,
-0.18049360811710358,
0.0012986469082534313,
-0.043480951339006424,
-0.3969978988170624,
-0.48029404878616333,
-0.3975696861743927,
-0.3230683207511902,
0.17607149481773376,
0.09416218847036362,
-0.24298427999019623,
0.04057375341653824,
0.010958275757730007,
-0.3040589690208435,
0.44162675738334656,
0.1749327927827835,
-0.024444879963994026,
0.22988423705101013,
0.18240219354629517,
-0.05909767374396324,
0.7378503680229187,
-0.21788986027240753,
0.6600095629692078,
0.08070728182792664,
0.006509185768663883,
0.5287263989448547,
0.5845571160316467,
-0.41009411215782166,
0.1639481484889984,
0.283480703830719,
-0.5403931736946106,
0.6668034195899963,
0.16808675229549408,
0.6867655515670776,
-0.011304174549877644,
0.1949184238910675,
-0.1543620377779007,
-0.3596785068511963,
-0.2012992948293686,
-0.37986841797828674,
-0.3949420154094696,
0.41736459732055664,
-0.044012900441884995,
-0.02342252805829048,
0.2583563029766083,
0.026573577895760536,
-0.06651508808135986,
-0.0789792388677597,
-0.024982433766126633,
-0.13887366652488708,
-0.131985604763031,
-0.0221544336527586,
0.21300581097602844,
0.4720287024974823,
0.9850013852119446,
-0.07609698921442032,
0.08651162683963776,
0.0022474320139735937,
0.2336052656173706,
0.4966490566730499,
0.4931383430957794,
-0.3613829016685486,
-0.12009076029062271,
0.36541083455085754,
0.6174433827400208,
-0.21329841017723083,
-0.23212870955467224,
-0.10789761692285538,
0.04704607278108597,
0.26808789372444153,
0.42028501629829407,
1.0072718858718872,
0.2645762860774994,
-0.453265517950058,
-0.41905349493026733,
0.25216931104660034,
-0.028092162683606148,
-0.04094972833991051,
-0.11512608826160431,
-0.5361032485961914,
-0.2768547236919403,
-0.19238725304603577,
0.054010387510061264,
-0.30691033601760864,
-0.1073915958404541,
-0.6769550442695618,
0.045596253126859665,
-0.6356991529464722,
-0.013051274232566357,
-0.3452843427658081,
0.07511316984891891,
-0.08427031338214874,
0.14574477076530457,
-0.15061815083026886,
-0.006170632317662239,
-0.15580405294895172,
0.09241965413093567,
-0.2604086697101593,
-0.41047948598861694,
0.6933994293212891,
0.49288734793663025,
0.30795833468437195,
0.030783139169216156,
0.026334822177886963,
-0.10384326428174973,
-0.2964964210987091,
-0.07445187866687775,
-0.4286176264286041,
0.5431077480316162,
0.4970608651638031,
0.5551065802574158,
0.004668571054935455,
0.23782095313072205,
-0.7182437777519226,
0.5952632427215576,
0.48224735260009766,
-0.2936970293521881,
0.27485448122024536,
0.06167791783809662,
0.15311205387115479,
-0.25278931856155396,
0.12142052501440048,
-0.25859251618385315,
-0.4275331497192383,
-0.2064746618270874,
0.24867549538612366,
-0.7835075855255127,
0.997575581073761,
-0.5366196036338806,
0.04727698862552643,
0.40042048692703247,
-0.2574329972267151,
-0.5612037181854248,
0.23679180443286896,
0.2656746804714203,
0.3842010796070099,
-0.395600289106369,
-0.6569363474845886,
-0.24061737954616547,
0.20269304513931274,
0.11451822519302368,
-0.18969812989234924,
-0.4101460576057434,
0.7269043922424316,
-0.362428218126297,
0.46921348571777344,
-0.4370466470718384,
0.32416826486587524,
-0.11031173914670944,
-0.48003441095352173,
0.45861318707466125,
0.2467280477285385,
-0.034957513213157654,
0.644745945930481,
-0.1900610327720642,
0.13685469329357147,
0.8899456858634949,
-0.31852445006370544,
0.8730555772781372,
0.5901399254798889,
0.08520813286304474,
0.6266574859619141,
0.10476016253232956,
0.045351482927799225,
-0.43438830971717834,
-0.4067832827568054,
-0.1847800314426422,
-0.3037794232368469,
0.29475095868110657,
-0.13030992448329926,
-0.008141563273966312,
0.11277471482753754,
0.12188202887773514,
-0.33732858300209045,
0.2538238763809204,
-0.7204309701919556,
0.33249735832214355,
0.3325234651565552,
-0.4622111916542053,
-0.2737807333469391,
-0.019132111221551895,
-0.32337486743927,
-0.5060872435569763,
-0.2637304365634918,
0.07503825426101685,
0.46989625692367554,
-0.18237030506134033,
0.26448118686676025,
-0.8815158009529114,
0.0705791637301445,
0.5602331757545471,
0.6170164942741394,
-0.10158495604991913,
0.0029582292772829533,
-0.5249909162521362,
0.05519292503595352,
-0.24999170005321503,
-0.42100340127944946,
-0.15415871143341064,
-0.08638159185647964,
-0.5992591977119446,
-0.04603990912437439,
0.269142210483551,
0.5637246370315552,
0.015443923883140087,
-0.16363677382469177,
0.058642029762268066,
-0.15546384453773499,
-0.564538836479187,
0.6189126968383789,
0.5395888686180115,
-0.867354691028595,
-0.06610368937253952,
0.3478683531284332,
0.6633027791976929,
0.3609451651573181,
-0.7010378241539001,
-0.1577230542898178,
-0.048425108194351196,
-0.04081229865550995,
-0.20755897462368011,
-0.1702691912651062,
0.0845218300819397,
-0.3191586136817932,
-0.5479013323783875,
-0.14636236429214478,
-0.1382676661014557,
0.3079605996608734,
0.7922989130020142,
0.07581507414579391,
0.19387187063694,
0.36207887530326843,
-0.010424982756376266,
-0.10597880184650421,
-0.3884039521217346,
-0.5298906564712524,
0.40768980979919434,
-0.2925165891647339,
-0.40710222721099854,
0.04801628366112709,
-0.11595243215560913,
-5.965646743774414,
0.16543138027191162,
-0.5542094111442566,
-0.14279448986053467,
-0.17446056008338928,
0.18293017148971558,
0.13876859843730927,
0.028931960463523865,
0.30728620290756226,
-0.004370613489300013,
-0.49732136726379395,
0.43542250990867615,
0.4338717758655548,
0.3561592698097229,
-0.01519269309937954,
0.5521960258483887,
0.9001777172088623,
0.5315387845039368,
0.3627527058124542,
-0.5374763607978821,
0.18985193967819214,
-0.32899942994117737,
-0.5068947076797485,
0.4797059893608093,
0.08933839946985245,
-0.4207117259502411,
-0.3159182369709015,
-0.03782741725444794,
-0.23685716092586517,
-0.15095102787017822,
-0.2275211215019226,
-0.6561373472213745,
0.09525489062070847,
-0.41357895731925964,
0.8401907682418823,
0.16441747546195984,
0.06958755105733871,
0.1605866700410843,
0.07447836548089981,
-0.15047456324100494,
0.6400395631790161,
0.7352477312088013,
0.13692325353622437,
0.2541474401950836,
0.3018815219402313,
-0.10866213589906693,
-0.163584902882576,
0.06252459436655045,
0.06137214973568916,
0.6991324424743652,
-0.2503170073032379,
0.3377721905708313,
0.7460737228393555,
-0.4450931251049042,
0.2532891631126404,
0.41215625405311584,
0.09517759829759598,
0.4698835611343384,
-0.08554226160049438,
0.05049825832247734,
-0.5389498472213745,
0.18712328374385834,
-0.31811338663101196,
-0.5125117897987366,
-0.3776165544986725,
0.818665087223053,
-0.5611750483512878,
-0.5083076357841492,
0.3488665223121643,
0.26979029178619385,
-1.1160504817962646,
0.35703983902931213,
0.3049840033054352,
-0.4727484881877899,
0.2583073377609253,
-0.2835119962692261,
0.4091961085796356,
0.6247307062149048,
-0.2537321150302887,
0.15523755550384521,
-0.513480007648468,
-0.03610245883464813,
-0.33407604694366455,
-0.16322512924671173,
0.22730273008346558,
-0.5406925678253174,
-0.4474055767059326,
-0.41859689354896545,
0.3265831470489502,
0.40910640358924866,
1.2128498554229736,
-0.2503878176212311,
0.10844077914953232,
0.13740333914756775,
0.6828525066375732,
0.36356228590011597,
0.1736452728509903,
0.22398707270622253,
0.27206453680992126,
-0.5500433444976807,
0.47451451420783997,
0.29662469029426575,
0.013212816789746284,
-0.7318869233131409,
-0.4904915690422058,
-0.18108804523944855,
-0.15637440979480743,
-0.009621065109968185,
0.26795244216918945,
-0.33424583077430725,
-0.0538148432970047,
0.21887856721878052,
-0.5366455912590027,
-0.6576959490776062,
0.2088010460138321,
-0.04586665332317352,
-0.38814207911491394,
0.6110191345214844,
0.5139567255973816,
-0.24314019083976746,
0.519858181476593,
0.09642310440540314,
0.25239476561546326,
-0.8064925074577332,
0.06146545708179474,
-0.16124294698238373,
-0.16435444355010986,
0.364096999168396,
-0.28706154227256775,
-0.4136822819709778,
0.7127124071121216,
0.2717001736164093,
-0.06751710176467896,
0.14362841844558716,
-0.06554017215967178,
-0.4891495406627655,
-0.1358790546655655,
-0.13309599459171295,
-0.3646027743816376,
-0.04470398277044296,
0.3739126920700073,
0.006686849985271692,
-0.14844967424869537,
-0.17795607447624207,
0.357270747423172,
0.2980063557624817,
-0.22491304576396942,
-0.01789287105202675,
-0.030265649780631065,
-0.07944511622190475,
0.2074832320213318,
-0.5823397040367126,
0.3222425878047943,
0.3701852858066559,
-0.14181078970432281,
0.2251705825328827,
0.2347300946712494,
-0.06091249734163284,
0.026204567402601242,
-0.49691036343574524,
0.4747645854949951,
0.25200146436691284,
-1.0532820224761963,
0.14371739327907562,
0.22942683100700378,
0.1482876092195511,
-0.509282112121582,
-0.297595739364624,
0.2832048833370209,
0.8221415281295776,
-0.006979478057473898,
-0.5160211324691772,
-0.8082603216171265,
-0.34192582964897156,
0.6499307155609131,
-0.016126342117786407,
0.5960643887519836,
0.08970660716295242,
0.00020961031259503216,
-0.5890675187110901,
0.37447991967201233,
-0.03734051063656807,
-0.5318498611450195,
0.40641888976097107,
0.6914576888084412,
-0.5840760469436646,
0.017725439742207527,
0.24103857576847076,
-0.258359432220459,
-0.40323013067245483,
0.5169567465782166,
-0.18434540927410126,
0.5514854788780212,
-0.09316552430391312,
0.3159323036670685,
-0.3398413062095642,
-0.0023374471347779036,
0.2199467420578003,
-0.3998112678527832,
-0.14485618472099304,
-0.11597439646720886,
-0.2540474534034729,
-1.1178100109100342,
0.10738811641931534,
0.051877424120903015,
-0.24301506578922272,
-0.045912571251392365,
0.0701083242893219,
0.18356774747371674,
0.14653922617435455,
-0.4141647517681122,
-0.18040511012077332,
0.18165762722492218,
0.07932233810424805,
-0.10785972326993942,
-0.010434083640575409,
0.10942921787500381,
-0.123526431620121,
-0.7239598631858826,
-0.457372784614563,
-0.23451486229896545,
-0.0391080304980278,
-0.22875265777111053,
-0.045439284294843674,
0.342286080121994,
-0.007047809660434723,
0.38624629378318787,
-0.2181173712015152,
-0.5635806918144226,
-0.16694188117980957,
-0.8674044013023376,
-0.3496197462081909,
0.3170708417892456,
0.06528481096029282,
-0.0951317697763443,
0.14838466048240662,
0.10502051562070847,
-0.20896665751934052,
-0.04341457784175873,
0.5035661458969116,
0.0672072172164917,
0.4267496168613434,
-0.2523654103279114,
-0.18997949361801147,
-0.6303222179412842,
0.345032274723053,
0.5596993565559387,
-0.44110986590385437,
-0.7720630168914795,
-0.20608150959014893,
0.33328327536582947,
-0.5458933115005493,
-0.4577956795692444,
-0.38290494680404663,
0.32038596272468567,
-0.46977439522743225,
-0.09287270158529282,
-0.4049023389816284,
0.057761840522289276,
0.12961293756961823,
-0.19787093997001648,
-0.6821293234825134,
-0.23171579837799072,
-0.06084386259317398,
0.6694831848144531,
0.23531821370124817,
-0.6033969521522522,
-0.7996044158935547,
0.05796470493078232,
-0.3390355110168457,
0.5748002529144287,
0.091457799077034,
0.6271709203720093,
0.5296368598937988,
0.4166662096977234,
0.014165841042995453,
-0.2549338638782501,
-0.37392595410346985,
-0.34062010049819946,
-0.013874346390366554,
-0.12691640853881836,
0.01054360717535019,
0.3002920150756836,
0.11191713064908981,
0.35417458415031433,
-0.04637926444411278,
0.22402042150497437,
-0.4558456242084503,
-0.08109191805124283,
-0.07517507672309875,
-0.10114593058824539,
-0.13548852503299713,
-0.07825294137001038,
-0.842016339302063,
-0.31040069460868835,
0.2968112528324127,
0.4814976751804352,
0.08419784158468246,
-0.4199007451534271,
-0.17766067385673523,
-0.22359611093997955,
0.7817732691764832,
0.6182653307914734,
-0.8101380467414856,
0.40574437379837036,
0.2053166776895523,
0.2141972780227661,
-0.03612346574664116,
-0.5647398829460144,
-0.0020296433940529823,
0.4422140121459961,
0.19737227261066437,
-0.06497786939144135,
0.9728392362594604,
-0.1827019602060318,
-0.12193495035171509,
0.4114384353160858,
-0.07533146440982819,
0.5767214298248291,
0.09436265379190445,
0.05646086111664772,
0.10422036051750183,
0.09283063560724258,
-0.1363929659128189,
0.040453992784023285,
0.2163849025964737,
-0.14046232402324677,
-0.34347712993621826,
-0.003548820735886693,
0.01856679655611515,
0.4967222213745117,
0.5749074816703796,
-0.10875621438026428,
0.35765495896339417,
-0.026526689529418945,
0.2587197721004486,
-0.172358900308609,
-0.6900773644447327,
-0.5632186532020569,
0.8840754628181458,
0.9598589539527893,
0.3300885856151581,
0.01659454219043255,
0.33594056963920593,
-0.2927469313144684,
0.8011155128479004,
0.23125304281711578,
0.04369508847594261,
-0.5616664886474609,
-0.06421960890293121,
-0.0023654047399759293,
-0.079982690513134,
0.2093873769044876,
-0.08786047250032425,
-0.43937069177627563,
-0.26295506954193115,
0.250655859708786,
-0.13648754358291626,
0.7658044695854187,
0.18201375007629395,
0.3365514278411865,
0.8325945138931274,
0.12238149344921112,
-0.1701410859823227,
0.16473603248596191,
-0.27278345823287964,
0.03562891110777855,
-0.5845917463302612,
0.223110631108284,
-0.1214490532875061,
-0.08359754830598831,
0.8636630773544312,
-0.2918913960456848,
0.0028011526446789503,
-0.12573711574077606,
-0.19360913336277008,
0.13286170363426208,
0.31949907541275024,
-0.12165749073028564,
0.54644376039505,
0.13344822824001312,
0.1844642460346222,
-0.6633860468864441,
-0.29570403695106506,
-0.378400057554245,
-0.060891781002283096,
-0.007937404327094555,
0.22893653810024261,
0.46918126940727234,
-0.17270085215568542,
-0.13814790546894073,
-0.5133829712867737,
-0.10599306970834732,
-0.19878874719142914,
0.05375326797366142,
-0.07203259319067001,
0.05724930390715599,
0.43338730931282043,
0.2777045965194702,
0.24613375961780548,
0.2840575873851776,
0.41876840591430664,
0.017176734283566475,
0.5854817032814026,
-0.5583447813987732,
0.144340381026268,
-0.5048777461051941,
-0.2548871338367462,
-0.8737599849700928,
-0.1436036229133606,
0.8159646391868591,
-0.12028759717941284,
0.07758607715368271,
-0.12113375961780548,
0.09323827922344208,
0.2988896071910858,
0.5009022951126099,
-0.3786584734916687,
0.14893876016139984,
-0.533567488193512,
-0.6307536363601685,
-0.6236153841018677,
0.23184745013713837,
-0.047123562544584274,
0.21653030812740326,
-0.10527900606393814,
0.5843597054481506,
0.048778798431158066,
-0.17291045188903809,
0.20712915062904358,
-0.3610732853412628,
0.08121958374977112,
-0.7882580757141113,
0.5026097893714905,
-0.6651082038879395,
-0.12715275585651398,
-0.056262772530317307,
-0.34541720151901245,
-0.25298213958740234,
-0.40857434272766113,
-0.06252146512269974,
0.13074469566345215,
-0.1606895476579666,
0.04090256989002228,
-0.0878356322646141,
-0.013502715155482292,
-0.3029439151287079,
-0.33875617384910583,
-0.6554328799247742,
0.5525590181350708,
-0.12589840590953827,
-0.6068081855773926,
0.12307605147361755,
0.04044177755713463,
-0.29556363821029663,
-0.22497868537902832,
0.13194099068641663,
-0.12266752123832703,
-0.24688221514225006,
-0.31519100069999695
] |
In this paper we propose to solve the problem of Visual Question Answering by using a novel segmentation guided attention based network which we call SegAttendNet. We use image segmentation maps, generated by a Fully Convolutional Deep Neural Network to refine our attention maps and use these refined attention maps to make the model focus on the relevant parts of the image to answer a question. The refined attention maps are used by the LSTM network to learn to produce the answer. We presently train our model on the visual7W dataset and do a category wise evaluation of the 7 question categories. We achieve state of the art results on this dataset and beat the previous benchmark on this dataset by a 1.5% margin improving the question answering accuracy from 54.1% to 55.6% and demonstrate improvements in each of the question categories. We also visualize our generated attention maps and note their improvement over the attention maps generated by the previous best approach.
|
[
0.005982573609799147,
-0.00079551205271855,
-0.009514035657048225,
-0.000831749988719821,
-0.0014308670070022345,
0.0018976791761815548,
0.009938506409525871,
0.015615939162671566,
-0.009677665308117867,
0.017198074609041214,
-0.01185580249875784,
0.006378023885190487,
-0.00022346270270645618,
0.02252528816461563,
-0.009683849290013313,
0.03484983742237091,
-0.01367034763097763,
0.002557129133492708,
0.005022778175771236,
-0.008267981000244617,
0.0006999541074037552,
-0.010185213759541512,
0.0088255750015378,
-0.005188176408410072,
0.0022783735767006874,
0.01361449621617794,
-0.015888171270489693,
-0.007820799015462399,
0.0027632983401417732,
-0.02791668474674225,
0.016583040356636047,
0.011291075497865677,
0.01402110606431961,
0.000016104429960250854,
-0.009034519083797932,
0.009685997851192951,
-0.012974359095096588,
0.013528983108699322,
-0.005849307868629694,
-0.005208125337958336,
-0.0034711086191236973,
-0.0040185777470469475,
0.008080335333943367,
0.001926596276462078,
-0.00939155463129282,
-0.019320916384458542,
-0.007269973400980234,
0.002803631592541933,
-0.01742381975054741,
0.011342438869178295,
-0.012505225837230682,
-0.008378545753657818,
-0.0007088904385454953,
0.010760252363979816,
-0.005549387540668249,
0.002215090673416853,
0.01761663891375065,
-0.011329147964715958,
-0.02876107022166252,
-0.00723838247358799,
-0.03454287722706795,
0.01970616728067398,
-0.006976616568863392,
-0.007113136816769838,
-0.020733332261443138,
-0.0670931339263916,
-0.009090587496757507,
0.00815789308398962,
0.012590648606419563,
-0.011821181513369083,
-0.006165817379951477,
0.013854565098881721,
-0.033047132194042206,
0.02968626096844673,
0.008642717264592648,
-0.014970622025430202,
-0.012371723540127277,
-0.02570357173681259,
0.0018267915584146976,
0.005398334935307503,
-0.0006785179721191525,
0.010793231427669525,
0.001312654698267579,
0.00724213570356369,
-0.004551579710096121,
-0.020004719495773315,
0.0034151473082602024,
-0.00011935632210224867,
0.04885903745889664,
-0.015463562682271004,
-0.009201791137456894,
-0.002509309211745858,
-0.024655379354953766,
0.015447672456502914,
-0.031354766339063644,
0.016626065596938133,
0.01652546599507332,
0.00032535428181290627,
0.0031814356334507465,
0.00770213920623064,
-0.009240003302693367,
0.028080154210329056,
0.023531710729002953,
-0.002733909524977207,
-0.005880359560251236,
0.011790487915277481,
0.007166242226958275,
0.015776125714182854,
-0.01426553912460804,
0.005553031340241432,
0.003616727888584137,
0.004917758051306009,
-0.002932304283604026,
0.021224332973361015,
0.012410102412104607,
-0.0021626008674502373,
0.007983718998730183,
-0.026433181017637253,
0.012092649936676025,
-0.03353168070316315,
-0.005517473444342613,
-0.031517475843429565,
0.014513209462165833,
-0.015732480213046074,
0.015605360269546509,
0.030609309673309326,
-0.0268442053347826,
0.006748383864760399,
-0.017643403261899948,
-0.003156013786792755,
-0.012687521986663342,
0.021468106657266617,
-0.006105182692408562,
0.007267565466463566,
0.010293112136423588,
-0.011403899639844894,
0.004338213708251715,
-0.020569849759340286,
0.023355577141046524,
0.0049188584089279175,
0.00668670516461134,
0.009848101064562798,
0.005460497923195362,
0.018691636621952057,
0.0058770193718373775,
-0.011395230889320374,
-0.020274505019187927,
0.015237683430314064,
0.00040703732520341873,
0.003481750376522541,
-0.0019848663359880447,
-0.004750111605972052,
-0.017615577206015587,
-0.005136642139405012,
0.0021416228264570236,
0.0029687213245779276,
-0.013996369205415249,
0.015838809311389923,
-0.009892022237181664,
-0.019069261848926544,
0.016734478995203972,
-0.019774174317717552,
0.004952034447342157,
0.009533755481243134,
0.013865914195775986,
0.019508495926856995,
-0.0009397580288350582,
0.005072996951639652,
-0.005279776640236378,
0.004462040029466152,
-0.012387607246637344,
0.002983804326504469,
0.01547041442245245,
0.002464597811922431,
-0.013135015033185482,
-0.011683094315230846,
0.009209224954247475,
0.0061256494373083115,
-0.0198411475867033,
0.06720457971096039,
-0.004521481227129698,
-0.0006880681030452251,
0.018623191863298416,
-0.02420036867260933,
0.0012677062768489122,
-0.004773220978677273,
-0.005415906198322773,
-0.002449234714731574,
-0.010297838598489761,
-0.00814046524465084,
-0.01597215048968792,
-0.025360621511936188,
-0.01938704401254654,
0.0003035471308976412,
0.03278205543756485,
0.0034370534121990204,
0.0258617140352726,
-0.0053121168166399,
-0.009819828905165195,
0.002529990393668413,
-0.005252620670944452,
-0.010427938774228096,
-0.00264396402053535,
0.010008915327489376,
0.012247704900801182,
0.005049196071922779,
0.02293352223932743,
-0.012273584492504597,
0.02867911010980606,
0.0008320945780724287,
0.00947982631623745,
0.024087920784950256,
-0.0034589706920087337,
-0.01035584881901741,
-0.02320576272904873,
-0.02160283364355564,
0.012609023600816727,
-0.0248724315315485,
-0.0037086177617311478,
-0.009707420133054256,
-0.002966037020087242,
-0.0031005723867565393,
0.01461397111415863,
-0.015548476949334145,
0.025525743141770363,
0.009551447816193104,
0.0014004067052155733,
0.012093350291252136,
0.0028109641280025244,
-0.0007919541094452143,
-0.00012508779764175415,
-0.021737653762102127,
-0.007935970090329647,
0.01346663013100624,
0.009022622369229794,
0.0054880594834685326,
0.008093088865280151,
-0.025505520403385162,
0.00700637511909008,
-0.012104099616408348,
0.003709967713803053,
-0.03469632565975189,
0.007143064402043819,
-0.009148074313998222,
0.016461823135614395,
0.011773667298257351,
0.0035596077796071768,
0.004345201887190342,
0.02172882668673992,
-0.0085717448964715,
0.004958395846188068,
0.01634887233376503,
-0.0037506581284105778,
-0.007907615043222904,
-0.018246859312057495,
-0.0018694940954446793,
0.022989241406321526,
0.00939357653260231,
0.02468453161418438,
-0.018531102687120438,
0.0038938894867897034,
0.005569406785070896,
-0.02703196182847023,
-0.00039342883974313736,
0.003433662001043558,
-0.00238645076751709,
0.00962392333894968,
0.0048009613528847694,
0.016778750345110893,
-0.022198358550667763,
0.003081647912040353,
-0.009265660308301449,
-0.006330814212560654,
-0.08152243494987488,
-0.01287315133959055,
-0.0009370585903525352,
0.021136458963155746,
0.012705579400062561,
-0.0006974960560910404,
-0.008843785151839256,
0.0034324335865676403,
-0.007076822221279144,
0.01881059817969799,
-0.0031041153706610203,
-0.014884291216731071,
-0.013976313173770905,
-0.017141148447990417,
0.03028988651931286,
0.0034082515630871058,
0.01650228723883629,
0.004249738994985819,
0.01573879085481167,
0.001182685256935656,
-0.0015997220762073994,
-0.02569323033094406,
0.00961066409945488,
-0.00938673410564661,
-0.00927790068089962,
0.005317064467817545,
-0.005822652950882912,
-0.02018069662153721,
-0.01286905724555254,
0.00384539645165205,
0.0038112022448331118,
-0.007572890259325504,
0.00590468617156148,
-0.016969459131360054,
0.0340808629989624,
-0.011109597980976105,
-0.006027516908943653,
-0.022722622379660606,
0.006240402814000845,
-0.009672025218605995,
0.02087748609483242,
0.005962306633591652,
-0.0049018459394574165,
-0.004265912808477879,
0.009619705379009247,
-0.004527010954916477,
0.005698900204151869,
-0.0008216239511966705,
0.008130619302392006,
-0.025914546102285385,
0.007692912593483925,
0.0038819429464638233,
-0.0014462769031524658,
0.006577085237950087,
-0.008479318581521511,
-0.0198640376329422,
0.01197415217757225,
0.008241578005254269,
-0.00639626570045948,
-0.005743156187236309,
0.01128891110420227,
-0.02261527255177498,
0.008667882531881332,
0.028130456805229187,
0.010335433296859264,
-0.02111481875181198,
0.012955896556377411,
0.024319298565387726,
-0.000501357251778245,
-0.005532996729016304,
0.0027310624718666077,
0.008460444398224354,
-0.0458013117313385,
-0.0011487570591270924,
0.004537351429462433,
-0.012475740164518356,
-0.012448033317923546,
-0.019285976886749268,
-0.00811863038688898,
-0.008645905181765556,
0.006528601981699467,
0.027446193620562553,
0.011766350828111172,
-0.0019290144555270672,
-0.03189592808485031,
0.017077356576919556,
0.0075437151826918125,
0.0012268256396055222,
0.012144271284341812,
-0.00640359241515398,
0.016119733452796936,
0.001066621276549995,
0.0019761226139962673,
0.0047532301396131516,
-0.013530798256397247,
0.006974577903747559,
0.015938851982355118,
0.0053336783312261105,
0.02004210650920868,
0.009527022019028664,
0.029506230726838112,
0.004306556656956673,
0.028902046382427216,
-0.012503067031502724,
-0.009041743353009224,
0.0037567652761936188,
-0.014625880867242813,
0.015604191459715366,
0.018556099385023117,
-0.0031009986996650696,
-0.006922578904777765,
-0.0169768575578928,
-0.008106464520096779,
0.023550180718302727,
0.007006404921412468,
-0.007998926565051079,
0.0017307611415162683,
0.0012522721663117409,
0.07269610464572906,
0.008655773475766182,
0.00712305074557662,
-0.019306505098938942,
-0.02004803903400898,
-0.00954459048807621,
0.013745284639298916,
-0.000453299842774868,
-0.02662506140768528,
-0.003599141724407673,
0.012332026846706867,
-0.026406969875097275,
-0.0028601502999663353,
0.0035453131422400475,
-0.01370781660079956,
-0.022650742903351784,
-0.006125154439359903,
0.013167442753911018,
-0.014164946042001247,
0.0257711298763752,
0.025729235261678696,
-0.013705981895327568,
-0.0033063110895454884,
0.018031049519777298,
0.01900998130440712,
0.007789236959069967,
0.02120502106845379,
-0.015698211267590523,
0.004135971423238516,
0.002065233886241913,
-0.010530125349760056,
-0.01137632317841053,
-0.006641610991209745,
-0.004078953061252832,
0.011531025171279907,
0.006538125686347485,
0.00215540686622262,
-0.027304330840706825,
0.0013310275971889496,
0.014074521139264107,
0.012613809667527676,
-0.01234779879450798,
0.013571150600910187,
0.022303489968180656,
-0.016397755593061447,
0.005363312549889088,
0.016138512641191483,
-0.011639563366770744,
-0.014077598229050636,
-0.002206549746915698,
-0.01168867014348507,
0.010833876207470894,
0.013128000311553478,
0.01128101721405983,
0.015925494953989983,
-0.013159690424799919,
0.007521387189626694,
0.010887953452765942,
-0.00018073990941047668,
-0.004109391011297703,
-0.05083618313074112,
0.0012752333423122764,
0.01614188775420189,
-0.017684506252408028,
0.010031245648860931,
-0.041691869497299194,
-0.014448978938162327,
-0.011298855766654015,
0.015455665066838264,
0.005300180986523628,
-0.011813143268227577,
-0.0035865334793925285,
-0.009799842722713947,
-0.011403132230043411,
0.009362863376736641,
-0.01728934608399868,
-0.02227022685110569,
-0.009183705784380436,
0.018359405919909477,
0.04917412996292114,
0.02881433069705963,
-0.032491978257894516,
-0.03455684706568718,
-0.00027983798645436764,
-0.01449470967054367,
0.018922246992588043,
-0.005137828178703785,
-0.07492738217115402,
0.015296279452741146,
0.014066662639379501,
-0.0048179710283875465,
-0.01278774905949831,
-0.01646479032933712,
-0.013461342081427574,
-0.0007969660218805075,
0.016486316919326782,
-0.018451416864991188,
-0.016118088737130165,
-0.02340772934257984,
0.009471259079873562,
0.006309316027909517,
0.005601297132670879,
0.0163267869502306,
-0.009961569681763649,
0.003976537846028805,
0.009891165420413017,
0.007515477016568184,
-0.006801221985369921,
-0.011771036311984062,
0.010072542354464531,
0.003162981476634741,
-0.0006950800307095051,
-0.08177288621664047,
-0.023788921535015106,
0.0010181573452427983,
-0.014008085243403912,
-0.019771534949541092,
-0.02117754891514778,
-0.009049397893249989,
0.0006641086656600237,
0.012056179344654083,
-0.012258164584636688,
0.007386133074760437,
-0.02251564711332321,
-0.0038148551248013973,
-0.011442703194916248,
0.007002153899520636,
-0.002720067510381341,
0.011733129620552063,
-0.00045978883281350136,
0.011924024671316147,
-0.005729764699935913,
0.0019270246848464012,
-0.02096543461084366,
-0.003785099368542433,
-0.000908523565158248,
-0.010323716327548027,
0.006477635353803635,
-0.004602527245879173,
0.013227453455328941,
-0.008052492514252663,
-0.009815455414354801,
0.00727849593386054,
-0.004036417696624994,
-0.013628663495182991,
-0.005759682040661573,
-0.014532901346683502,
-0.00040654512122273445,
-0.009691251441836357,
-0.027430206537246704,
-0.01622665300965309,
-0.021636251360177994,
-0.006717117037624121,
0.009743194095790386,
0.003125552088022232,
0.0009623476071283221,
-0.0012822181452065706,
-0.0002902052365243435,
0.0026092655025422573,
-0.009477179497480392,
-0.0030162481125444174,
-0.006184424739331007,
0.006565173156559467,
0.012024249881505966,
0.023062892258167267,
-0.003863686230033636,
-0.007660815957933664,
0.004232074599713087,
-0.008005943149328232,
0.024128006771206856,
0.017527492716908455,
-0.0006031340453773737,
-0.007615131326019764,
0.020621944218873978,
-0.0050287446938455105,
0.07213540375232697,
-0.0061503746546804905,
0.014342731796205044,
0.004585110582411289,
0.014609853737056255,
-0.003450003219768405,
-0.025058532133698463,
-0.029483962804079056,
-0.0018273864407092333,
-0.006588838994503021,
0.022599171847105026,
-0.014525298029184341,
0.0013316217809915543,
0.008470192551612854,
0.005805248860269785,
-0.025744888931512833,
0.012331749312579632,
-0.010741022415459156,
-0.005038403905928135,
0.0019860798493027687,
0.011394016444683075,
0.03549954295158386,
-0.025580089539289474,
0.004511566367000341,
0.03336932510137558,
0.01552183460444212,
0.010089965537190437,
0.016383228823542595,
-0.04025304690003395,
-0.015595693141222,
-0.009573427960276604,
0.004340878687798977,
0.001704466063529253,
0.013227511197328568,
0.008019126020371914,
-0.008120236918330193,
0.010851932689547539,
-0.0010061750654131174,
0.0012524692574515939,
-0.00772265437990427,
0.0019158369395881891,
0.007102781906723976,
-0.0000764612341299653,
0.019698454067111015,
0.008402002975344658,
-0.02153667062520981,
0.024242747575044632,
-0.017094019800424576,
-0.006168686784803867,
0.003236125223338604,
0.006317233666777611,
0.010911798104643822,
0.022770484909415245,
0.015960097312927246,
0.0011250237002968788,
-0.008388809859752655,
0.0035057091154158115,
0.011494917795062065,
0.017601003870368004,
-0.009261464700102806,
-0.00603252649307251,
-0.0013080500066280365,
0.003723256755620241,
0.002281186869367957,
-0.008148079738020897,
0.01153991837054491,
-0.004914138466119766,
-0.005052522290498018,
-0.018025435507297516,
0.006502220407128334,
-0.007048863917589188,
-0.013626758009195328,
0.00661703385412693,
0.02342390827834606,
-0.013089101761579514,
-0.007918591611087322,
0.003282624064013362,
0.013138850219547749,
0.007069161627441645,
0.000979037256911397,
-0.006836203392595053,
-0.007282789330929518,
-0.01530192606151104,
-0.006770352832973003,
0.005215580575168133,
-0.027662038803100586,
-0.026303904131054878,
0.03307283669710159,
-0.002431068802252412,
0.012364020571112633,
-0.0040993718430399895,
0.00789642333984375,
0.0009953200351446867,
-0.0003814343363046646,
0.005756288301199675,
0.03424689173698425,
-0.01590929925441742,
0.005182793829590082,
-0.011022317223250866,
0.023334741592407227,
0.01780451275408268,
0.023508431389927864,
0.009525464847683907,
-0.024647871032357216,
-0.0021782275289297104,
0.010320489294826984,
0.010612275451421738,
0.02271035686135292,
-0.003344216849654913,
0.015239600092172623,
0.021338175982236862,
0.03504950925707817,
0.017680224031209946,
-0.011416367255151272,
-0.014728419482707977,
0.011960258707404137,
-0.014204498380422592,
0.009594514966011047,
-0.013646100647747517,
-0.0068195536732673645,
0.022711312398314476,
-0.0018114657141268253,
0.013352688401937485,
0.032327715307474136,
-0.0021342330146580935,
-0.016701774671673775,
-0.00387100363150239,
0.004426451399922371,
-0.03636845946311951,
0.029831547290086746,
0.0233754999935627,
0.007990316487848759,
0.00958610512316227,
-0.0017798421904444695,
0.018648598343133926,
-0.013821711763739586,
-0.009975435212254524,
-0.002783991862088442,
0.0014653323451057076,
0.011100287549197674,
0.04651939868927002,
0.0022425949573516846,
-0.0024864471051841974,
-0.029395747929811478,
0.008185825310647488,
-0.03295225277543068,
-0.001976233907043934,
0.004264736082404852,
0.004625157453119755,
0.0005671364488080144,
0.007034750189632177,
0.014445596374571323,
0.013492545112967491,
-0.007780350744724274,
-0.010121213272213936,
0.021492432802915573,
0.0025143451057374477,
0.015495344996452332,
-0.0019904724322259426,
0.00025826110504567623,
-0.002570847049355507,
0.019669968634843826,
-0.03182832896709442,
0.014966942369937897,
0.006803409196436405,
0.0029514101333916187,
-0.02314605936408043,
0.008849497884511948,
0.0004505603574216366,
0.006940403487533331,
0.020499275997281075,
-0.02316407673060894,
-0.05294898897409439,
0.006457320414483547,
-0.013375964015722275,
-0.015311416238546371,
0.015414932742714882,
0.03567362204194069,
-0.013711920939385891,
0.011232901364564896,
-0.009915576316416264,
-0.0030109102372080088,
-0.009202340617775917,
-0.01435389369726181,
-0.020732473582029343,
0.012477235868573189,
0.002537177409976721,
-0.019741995260119438,
0.014172240160405636,
0.03497373312711716,
-0.007319110445678234,
-0.013337744399905205,
-0.008219219744205475,
-0.030841805040836334,
0.03137142211198807,
-0.0024198940955102444,
-0.023920122534036636,
0.01559632271528244,
0.008551916107535362,
0.007804627995938063,
-0.014363099820911884,
-0.025512780994176865
] |
[
0.08427900820970535,
-0.13868193328380585,
0.31536227464675903,
0.22848443686962128,
-0.19153384864330292,
0.0921567976474762,
-0.10853836685419083,
-0.30294525623321533,
-0.2980860471725464,
-0.5289233326911926,
-0.20208726823329926,
0.40997177362442017,
0.4361388683319092,
0.2229233682155609,
0.15511420369148254,
0.6809418201446533,
0.6356873512268066,
0.2592267096042633,
-0.37706494331359863,
-0.5291111469268799,
-0.2701059877872467,
-0.14200468361377716,
0.3906860649585724,
-0.04881994426250458,
-0.21162867546081543,
-0.17831674218177795,
0.5043064951896667,
0.5709711909294128,
0.030729154124855995,
-0.18443012237548828,
-0.03479304537177086,
0.49295562505722046,
-0.21236364543437958,
-0.2058357447385788,
-0.1408964842557907,
-0.11931478977203369,
-0.18595007061958313,
0.10557284206151962,
0.10402631014585495,
-0.30265167355537415,
0.029189925640821457,
0.2463817298412323,
-0.17761074006557465,
0.06512315571308136,
-0.2859051823616028,
-0.49626070261001587,
-1.5754716396331787,
0.09110680222511292,
-0.3149822950363159,
0.1528802514076233,
-0.4268459677696228,
0.47106727957725525,
0.5778965950012207,
0.5065724849700928,
-0.4361245334148407,
0.5430779457092285,
-0.3159818947315216,
-0.3427259624004364,
0.11624374985694885,
-0.40430182218551636,
0.385916143655777,
-0.3352353572845459,
0.0972675308585167,
-0.13229478895664215,
-0.032196588814258575,
0.34942176938056946,
0.4197266101837158,
-0.47140809893608093,
-0.3798079490661621,
-0.0199141763150692,
0.3299763798713684,
-0.3958855867385864,
-0.3692145049571991,
0.2648056447505951,
-0.4595739543437958,
0.025706002488732338,
0.033759478479623795,
-0.358843594789505,
0.05088214948773384,
-0.2074480950832367,
-0.3186194598674774,
0.061987873166799545,
0.7334620356559753,
-0.3634408712387085,
0.47062650322914124,
0.425568163394928,
-0.14877115190029144,
0.31872451305389404,
-0.4455893635749817,
0.4722481966018677,
-0.393537312746048,
-0.33492058515548706,
0.5471582412719727,
0.4656238853931427,
0.7441501021385193,
0.32065659761428833,
0.22981838881969452,
-0.006449878215789795,
0.018590642139315605,
0.3349642753601074,
0.22718888521194458,
0.18960781395435333,
0.16096101701259613,
0.0003248031425755471,
-0.47506874799728394,
-0.3787229359149933,
-0.04409414902329445,
-0.9876689314842224,
-0.5679090619087219,
0.3382132649421692,
-0.5815620422363281,
0.2640492916107178,
-0.1609882414340973,
-0.2879384756088257,
0.009518844075500965,
-0.09943125396966934,
0.30811697244644165,
-0.13471490144729614,
-0.22962945699691772,
0.5889033079147339,
-0.29986220598220825,
1.1825878620147705,
0.43261927366256714,
0.2705021798610687,
0.22968699038028717,
0.24578623473644257,
0.5490019917488098,
0.40978214144706726,
-0.20149999856948853,
0.3689057230949402,
0.42284095287323,
0.4205993413925171,
0.0758046805858612,
-0.011843477375805378,
-0.24444255232810974,
-0.6420179605484009,
0.38796162605285645,
-0.09542394429445267,
-0.026809467002749443,
0.16295035183429718,
-0.3926156461238861,
-0.5618191957473755,
-0.4012029767036438,
-0.12937934696674347,
0.0027242060750722885,
-0.16021846234798431,
0.01702115312218666,
0.016691336408257484,
-0.491801917552948,
-0.0957331582903862,
-0.267711341381073,
0.09680590033531189,
-0.7526553273200989,
-0.27354738116264343,
0.33031007647514343,
0.6159519553184509,
-0.5815752148628235,
0.002644577994942665,
-0.03850375488400459,
0.10010192543268204,
0.16149842739105225,
-0.06433793902397156,
-0.30777668952941895,
0.07272392511367798,
-0.3521573841571808,
-0.45586106181144714,
0.20580445230007172,
0.25227615237236023,
0.3700241446495056,
-0.06361515074968338,
0.053025227040052414,
-0.4730921983718872,
-0.07381661981344223,
-0.5389179587364197,
-0.1115749329328537,
0.22172482311725616,
0.5133873224258423,
0.5608556866645813,
0.08284784853458405,
0.09504616260528564,
-0.8383477926254272,
-0.4383963644504547,
-0.008901997469365597,
-0.42021533846855164,
0.2985442280769348,
0.09300947934389114,
0.4171155095100403,
0.1279100477695465,
-0.07743610441684723,
0.15959510207176208,
-0.2906340956687927,
-0.016252795234322548,
0.8109942674636841,
-0.9232849478721619,
1.8316829204559326,
0.21377716958522797,
-0.3238300681114197,
1.2075599431991577,
0.06241463124752045,
0.4904899001121521,
-0.03914496675133705,
0.20583409070968628,
0.1814190000295639,
-0.059854164719581604,
-0.35377049446105957,
-0.2960177958011627,
-0.26947546005249023,
0.24094092845916748,
-0.8421629667282104,
0.4520169794559479,
0.004621470812708139,
-0.4228215217590332,
-0.19554464519023895,
-0.5069246888160706,
-0.060949716717004776,
0.19935403764247894,
0.3139019012451172,
0.21496297419071198,
-0.13202786445617676,
-0.2596047520637512,
1.0933449268341064,
-0.11606404185295105,
0.35099276900291443,
0.5294759273529053,
0.06619551032781601,
0.6429678201675415,
0.6109654307365417,
0.8140870928764343,
0.7856200933456421,
-0.40102946758270264,
-0.0701361671090126,
-0.42315444350242615,
0.4208841323852539,
-0.33461594581604004,
0.026281699538230896,
-0.08034998923540115,
0.16039980947971344,
-0.34089070558547974,
0.10865143686532974,
0.13216952979564667,
0.13743449747562408,
0.26470550894737244,
-0.3396354913711548,
0.1407921314239502,
0.3063327372074127,
-0.26226192712783813,
-0.5418645739555359,
0.3690877854824066,
-0.5567505359649658,
-0.1445937603712082,
-0.12603333592414856,
0.5225834250450134,
-0.12777580320835114,
-0.35756388306617737,
-0.06643854081630707,
0.20658698678016663,
0.005690739490091801,
-0.6575891375541687,
0.3299722671508789,
0.1872136890888214,
0.1974562406539917,
-0.19271183013916016,
-0.0985899344086647,
0.23429329693317413,
-0.0845109224319458,
-0.7248080968856812,
-0.5600748062133789,
-0.4015362560749054,
0.6063356399536133,
0.3849215805530548,
0.2676546573638916,
-0.35932114720344543,
-0.06994243711233139,
0.06574445217847824,
0.37255409359931946,
-0.5927989482879639,
0.012220078147947788,
0.24271240830421448,
-0.5481963157653809,
-0.7401296496391296,
0.2456221729516983,
0.51181960105896,
0.6559628248214722,
0.19518162310123444,
-0.4479403495788574,
-0.2663693428039551,
0.19454802572727203,
-0.17871196568012238,
-0.3177495002746582,
-0.07538692653179169,
0.4098704755306244,
0.3685075640678406,
-0.20877566933631897,
-0.43766045570373535,
0.47536298632621765,
0.5671399831771851,
-0.11103945225477219,
0.11277099698781967,
0.1052841767668724,
-0.10161323100328445,
-0.2384391576051712,
0.30820879340171814,
-0.17202657461166382,
-0.20603860914707184,
0.20996427536010742,
-0.2100711166858673,
-0.590369701385498,
0.6343942880630493,
-5.936986923217773,
-0.24927645921707153,
-0.7552067041397095,
0.3159990608692169,
-0.6441853642463684,
0.016080966219305992,
0.6774274110794067,
-0.024212969467043877,
0.3988567292690277,
-0.5255584120750427,
0.11979267001152039,
0.3268459141254425,
-0.053442906588315964,
0.4829138517379761,
-0.1617371290922165,
0.43491026759147644,
0.340849906206131,
0.06049608811736107,
0.5677334070205688,
0.2848567068576813,
0.21607115864753723,
-0.2266303449869156,
-0.35293883085250854,
0.812663733959198,
0.3455013036727905,
0.06393647193908691,
-0.9058043360710144,
0.1677447408437729,
-0.15999829769134521,
0.04920307919383049,
0.10262351483106613,
-0.5520317554473877,
-0.6642106175422668,
-0.07251513749361038,
0.4338172376155853,
0.3142886161804199,
0.7444649338722229,
-0.12989014387130737,
0.4240162670612335,
-0.5392077565193176,
0.3919418752193451,
0.662407398223877,
-0.21972180902957916,
-0.3400619328022003,
0.268472820520401,
-0.3205054998397827,
-0.5470098257064819,
0.13264912366867065,
-0.324243426322937,
0.3673589825630188,
0.013703945092856884,
-0.23357240855693817,
0.25373658537864685,
0.030972447246313095,
-0.05465010553598404,
-0.3157680034637451,
0.0648079514503479,
0.2929626405239105,
-0.361171692609787,
0.09650981426239014,
0.3899756371974945,
-0.5159599781036377,
-0.11488211899995804,
-1.0950779914855957,
-0.2229764759540558,
0.5031082034111023,
-0.7163611054420471,
-0.7735866904258728,
-0.07879984378814697,
0.1063719391822815,
-0.44953978061676025,
0.3972146213054657,
-0.05034960061311722,
-0.6128638386726379,
0.3453975319862366,
-0.40346431732177734,
-0.07256923615932465,
0.2306225448846817,
-0.2675646245479584,
0.10678347200155258,
0.03471667319536209,
-1.0096622705459595,
0.18028797209262848,
0.0499371737241745,
-0.14197370409965515,
-0.7664285898208618,
-0.18313871324062347,
-0.40602782368659973,
0.06855523586273193,
0.2601512670516968,
0.7371099591255188,
-0.25832217931747437,
0.16938558220863342,
0.6570326685905457,
0.5252496004104614,
0.32796382904052734,
0.5117195844650269,
0.2665494680404663,
0.08218570053577423,
-0.6211444139480591,
0.706834614276886,
-0.018758216872811317,
-0.16739444434642792,
-0.6566529870033264,
-0.060829948633909225,
0.4013333022594452,
-0.47862496972084045,
-0.1186768114566803,
0.5605667233467102,
-0.4282490611076355,
-0.05919468030333519,
-0.5222662687301636,
-0.5076387524604797,
-0.07076627761125565,
0.9124479293823242,
0.0032773467246443033,
-0.23692439496517181,
0.253435879945755,
0.2259834259748459,
-0.20909631252288818,
0.32711508870124817,
0.00009153537394013256,
-0.15837465226650238,
0.08812478184700012,
0.1144028753042221,
-0.15741464495658875,
0.11759671568870544,
0.761769711971283,
-0.45543769001960754,
0.1614101231098175,
0.1728203147649765,
0.19102150201797485,
-0.10791502892971039,
0.3294708728790283,
0.5630045533180237,
-0.5247105360031128,
-0.4252733290195465,
-0.18556202948093414,
0.05138641223311424,
-0.2595119774341583,
0.4798339009284973,
0.10662645101547241,
-0.15629641711711884,
0.007245261687785387,
0.4069787561893463,
-0.024647053331136703,
-0.4280611574649811,
-0.39939796924591064,
-0.7659818530082703,
0.26984891295433044,
-0.1820649355649948,
-0.8574093580245972,
-0.36423641443252563,
-0.20509561896324158,
0.06337949633598328,
0.02686081826686859,
-0.08482740819454193,
0.29579806327819824,
0.18861910700798035,
-0.1347661167383194,
0.4580276906490326,
0.14862023293972015,
-1.0879032611846924,
0.24360691010951996,
0.3922337293624878,
-0.14921101927757263,
-0.5678885579109192,
-0.04010368883609772,
0.18084090948104858,
0.46429479122161865,
0.0727735310792923,
-0.43147897720336914,
-0.05528317391872406,
-0.5481578707695007,
0.15378591418266296,
-0.07729721814393997,
0.010339245200157166,
-0.004509114660322666,
0.05591219291090965,
0.2582864463329315,
-0.10903877019882202,
-0.6815226674079895,
0.04826226085424423,
0.5768491625785828,
0.659797728061676,
0.04768725857138634,
0.0217213686555624,
-0.016867417842149734,
-0.4408647418022156,
-0.07048880308866501,
0.1895151138305664,
0.47663578391075134,
0.20736533403396606,
0.31117236614227295,
-0.6165235042572021,
-0.4838506877422333,
0.2290835976600647,
-0.3787955641746521,
-0.02972969226539135,
-0.6060812473297119,
0.012877125293016434,
0.536819577217102,
-0.43485182523727417,
0.7584218382835388,
0.4568924009799957,
-0.4617440104484558,
-0.11376813054084778,
0.4524116814136505,
-0.39625489711761475,
-0.17987266182899475,
-0.6491133570671082,
-0.2550095319747925,
0.2682335376739502,
-0.13679982721805573,
-0.02918172813951969,
-0.1539878249168396,
0.3843713402748108,
-0.40786731243133545,
-0.3672046363353729,
0.46467500925064087,
0.1716212034225464,
-0.3543063700199127,
-0.574718177318573,
-0.311693012714386,
-0.437513142824173,
-0.12040672451257706,
0.8447144031524658,
-0.46298545598983765,
-0.19227273762226105,
-0.06663799285888672,
-0.29929739236831665,
0.23280802369117737,
0.19204069674015045,
0.11938989162445068,
-0.292501300573349,
-0.3367287516593933,
-0.5018882751464844,
0.3899678587913513,
0.08289803564548492,
0.3600181043148041,
-0.037496473640203476,
0.25121596455574036,
-0.29530608654022217,
-0.3036748170852661,
0.031040607020258904,
0.20836105942726135,
0.398428738117218,
-0.45440489053726196,
-0.5203709602355957,
-0.13160394132137299,
0.020295128226280212,
-0.4491821527481079,
0.05300671607255936,
-0.19415904581546783,
0.9999704360961914,
0.3245827853679657,
-0.31790515780448914,
-0.6389480233192444,
-0.4260537326335907,
0.3885718286037445,
-0.02180575579404831,
0.0315818190574646,
-0.5921688675880432,
-0.5100446939468384,
0.025890624150633812,
0.17114898562431335,
-0.3871898353099823,
-0.5763223171234131,
0.34632325172424316,
-0.11677674949169159,
-0.11859290301799774,
0.047871049493551254,
-0.052315838634967804,
0.3832120895385742,
0.11608733981847763,
-0.05278585106134415,
-0.2999230921268463,
0.15698622167110443,
-0.1334318071603775,
0.009619554504752159,
-0.12966205179691315,
-0.11780756711959839,
0.15313418209552765,
0.07957448065280914,
0.36858442425727844,
0.0439300499856472,
0.09114721417427063,
-0.10025337338447571,
0.40328359603881836,
-0.17863911390304565,
-0.2954818606376648,
0.14000381529331207,
-0.49989280104637146,
-0.11638671159744263,
-0.38938388228416443,
0.336294025182724,
0.6864598989486694,
0.12557291984558105,
-0.19849704205989838,
-0.0025132850278168917,
0.4279864430427551,
0.7368897795677185,
0.38970479369163513,
-0.15700232982635498,
0.22073063254356384,
0.3790993392467499,
0.5366708040237427,
0.36648765206336975,
-0.07092088460922241,
0.07165596634149551,
0.37303051352500916,
0.06886261701583862,
0.157808318734169,
0.6923195719718933,
-0.6812508702278137,
0.1277351677417755,
0.1913699358701706,
-0.09280382841825485,
0.4384520351886749,
0.3179719150066376,
0.2756463587284088,
0.473178893327713,
0.48476845026016235,
-0.13182370364665985,
-0.4918634295463562,
0.4434303641319275,
-0.06669111549854279,
0.00010793091496452689,
0.38773220777511597,
0.27942731976509094,
0.48509156703948975,
0.6923906207084656,
-0.27369609475135803,
0.3399403989315033,
0.40306442975997925,
0.3986772298812866,
0.009121051989495754,
-0.3664490878582001,
-0.18892626464366913,
0.07108373939990997,
0.6595579385757446,
0.4665355980396271,
-0.5557608008384705,
-0.06753268092870712,
0.009870683774352074,
0.22685089707374573,
-0.0048280623741447926,
0.24484162032604218,
-0.22896543145179749,
0.3476189374923706,
0.31441500782966614,
0.1340528279542923,
0.08780904859304428,
-0.010691091418266296,
-0.18271765112876892,
-0.24332942068576813,
0.24486654996871948,
-0.2268880307674408,
-0.5266711115837097,
0.6071909070014954,
0.05403488874435425,
0.4695184826850891,
-0.00956878811120987,
0.13100488483905792,
-0.5298158526420593,
0.25693607330322266,
0.49763911962509155,
0.3360500931739807,
0.12910710275173187,
-0.15653160214424133,
-0.3891316056251526,
-0.04423544928431511,
-0.5890368819236755,
0.12854287028312683,
-0.3252429664134979,
-0.47036245465278625,
-0.3187098503112793,
-0.5494087934494019,
-0.11304263770580292,
0.6938918232917786,
0.23935875296592712,
0.07788930088281631,
-0.3554777503013611,
-0.30476728081703186,
0.19520671665668488,
-0.06390806287527084,
-0.16909615695476532,
0.4757554233074188,
0.1213286817073822,
0.07233758270740509,
-0.22453752160072327,
-0.7430698871612549,
0.007097761146724224,
0.4335297644138336,
-0.1572120189666748,
0.3279038369655609,
-0.6828526854515076,
0.90887850522995,
0.4262564182281494,
-0.048860449343919754,
0.047923941165208817,
-0.007765411399304867,
0.1915225386619568,
0.4749108552932739,
-0.4868447184562683,
0.060089483857154846,
-0.9180103540420532,
-0.16376423835754395,
-0.6502549052238464,
-0.18722282350063324,
0.3590503931045532,
0.1089349240064621,
-0.29189756512641907,
-0.3426251709461212,
-0.28219297528266907,
0.4896652102470398,
0.29257938265800476,
-0.21697542071342468,
0.2658708095550537,
-0.0283586997538805,
-0.2994442582130432,
-0.41599899530410767,
0.46225249767303467,
0.08899030089378357,
0.3287033140659332,
-0.3246886134147644,
0.1172022596001625,
0.1903337985277176,
-0.3899325430393219,
0.09464578330516815,
0.5677599310874939,
-0.28272244334220886,
-0.5434228181838989,
0.3738369047641754,
-0.5865266919136047,
-0.0624149814248085,
0.15756893157958984,
0.1543876826763153,
0.27388429641723633,
-0.6802042126655579,
-0.4200787842273712,
-0.2572416663169861,
-0.15686798095703125,
0.45527637004852295,
-0.21917615830898285,
0.2946634888648987,
-0.04598249867558479,
-0.25327974557876587,
-0.6096943020820618,
0.387317031621933,
0.12796027958393097,
-0.2605747878551483,
-0.22528286278247833,
-0.38871920108795166,
-0.11924073100090027,
0.30390146374702454,
0.07531727105379105,
-0.6229853630065918,
0.036938052624464035,
-0.625183641910553
] |
Semantic matching is of central importance to many natural language tasks [2, 28]. A successful matching algorithm needs to adequately model the internal structures of language objects and the interaction between them. As a step toward this goal, we propose convolutional neural network models for matching two sentences, by adapting the convolutional strategy in vision and speech. The proposed models not only nicely represent the hierarchical structures of sentences with their layerby-layer composition and pooling, but also capture the rich matching patterns at different levels. Our models are rather generic, requiring no prior knowledge on language, and can hence be applied to matching tasks of different nature and in different languages. The empirical study on a variety of matching tasks demonstrates the efficacy of the proposed model on a variety of matching tasks and its superiority to competitor models.
|
[
-0.0008790773572400212,
0.01931368187069893,
-0.011920444667339325,
0.009043579921126366,
0.0015093274414539337,
-0.007309457287192345,
0.008954031392931938,
-0.012117736041545868,
-0.01131637766957283,
0.02320103906095028,
-0.014766903594136238,
0.012726759538054466,
0.01206380408257246,
0.013299095444381237,
0.007863185368478298,
0.005229511298239231,
0.0016924627125263214,
0.0028807641938328743,
0.0027518034912645817,
-0.020852502435445786,
0.002861738670617342,
-0.010814434848725796,
0.008285846561193466,
0.014409169554710388,
-0.020202238112688065,
0.019226156175136566,
-0.00885411724448204,
-0.017831090837717056,
-0.004162218887358904,
-0.011036991141736507,
-0.0041594794020056725,
0.0022039017640054226,
0.004759316332638264,
0.009476684033870697,
-0.003540315665304661,
0.008184190839529037,
-0.006663690321147442,
0.028344199061393738,
-0.009086613543331623,
-0.0037879934534430504,
0.0035693212412297726,
-0.0014809261774644256,
-0.0012292156461626291,
0.020143600180745125,
-0.009261680766940117,
0.01980302855372429,
-0.0016004361677914858,
0.016093067824840546,
-0.01732468791306019,
0.0066699497401714325,
-0.008342616260051727,
-0.009004772640764713,
-0.005772064905613661,
0.017373371869325638,
-0.005216672550886869,
-0.024222761392593384,
0.015890775248408318,
0.008062941022217274,
-0.008624286390841007,
0.0011180704459547997,
-0.014114445075392723,
0.027586642652750015,
0.009887311607599258,
-0.015063531696796417,
-0.026684049516916275,
-0.06705855578184128,
0.00814046710729599,
0.0030934568494558334,
-0.003614552319049835,
0.01406356692314148,
0.0016548573039472103,
0.010144577361643314,
-0.0271710567176342,
0.015344793908298016,
0.007215538062155247,
-0.01374018844217062,
-0.006121441721916199,
-0.014447112567722797,
-0.020069003105163574,
0.0021613878197968006,
0.004756852984428406,
0.006542142480611801,
-0.0011448243167251348,
0.002443875651806593,
-0.0062732994556427,
0.004895376972854137,
0.007127838209271431,
0.0186806358397007,
0.014755651354789734,
0.012044014409184456,
0.017855003476142883,
0.01009964570403099,
-0.01524223480373621,
-0.000530852354131639,
-0.019797535613179207,
0.0025818173307925463,
0.024156132712960243,
-0.005969833116978407,
0.013806601986289024,
0.010622257366776466,
-0.017117826268076897,
0.014798031188547611,
0.020492706447839737,
-0.013851558789610863,
-0.007255590055137873,
0.008588369004428387,
0.021753957495093346,
0.00974307581782341,
-0.029262656345963478,
0.0030520306900143623,
0.012922856956720352,
-0.004791282117366791,
-0.0011361503275111318,
-0.004335897043347359,
0.0009280247613787651,
-0.0008918533567339182,
0.02204412966966629,
-0.00520806759595871,
0.007917358539998531,
0.002023727633059025,
-0.01135937124490738,
-0.008155553601682186,
0.0018385614966973662,
-0.01554933749139309,
0.009729932062327862,
-0.0005061601987108588,
-0.03864866867661476,
-0.021625861525535583,
-0.008110417053103447,
0.004221558570861816,
-0.011029085144400597,
0.007182479836046696,
-0.014224695041775703,
-0.008242243900895119,
0.0025557256303727627,
-0.0014744969084858894,
-0.018586669117212296,
-0.009335418231785297,
0.011666358448565006,
-0.0012444905005395412,
0.008584920316934586,
0.006011299788951874,
0.001675646286457777,
0.015844106674194336,
0.012136460281908512,
-0.009036831557750702,
0.019049789756536484,
0.009584999643266201,
-0.014937363564968109,
-0.011321820318698883,
-0.001741988118737936,
-0.00007113977335393429,
-0.01634308695793152,
-0.024393098428845406,
0.011826641857624054,
0.00020034052431583405,
-0.013507054187357426,
0.008478929288685322,
-0.008779831230640411,
-0.026560042053461075,
0.008807448670268059,
-0.009727541357278824,
-0.00009052222594618797,
0.007950382307171822,
0.030182000249624252,
0.03066563606262207,
-0.023318704217672348,
0.004596048500388861,
-0.01860571652650833,
0.001951121725142002,
-0.007645880803465843,
0.00034719076938927174,
0.017258841544389725,
0.010300474241375923,
0.0029111960902810097,
-0.0011527176247909665,
0.017430273815989494,
0.0025694742798805237,
-0.0128637021407485,
0.0671902522444725,
-0.006387877743691206,
0.0021136635914444923,
0.0026129395700991154,
-0.0005693107377737761,
-0.004348668269813061,
-0.013984743505716324,
-0.007573924958705902,
-0.001557657029479742,
-0.00448200386017561,
0.0023991214111447334,
-0.0010934944730252028,
-0.033353619277477264,
0.007121533155441284,
0.002249377779662609,
-0.0050401026383042336,
0.0037442354951053858,
-0.004597671329975128,
0.007490565534681082,
0.0019537631887942553,
-0.0005126218311488628,
0.02739592082798481,
0.01289249025285244,
-0.0029628355987370014,
-0.007836716249585152,
0.004210572224110365,
0.006328480318188667,
0.04126531630754471,
-0.0145855862647295,
0.008755656890571117,
0.010078166611492634,
0.030660878866910934,
-0.023132257163524628,
-0.015545308589935303,
-0.006857796106487513,
0.0010183005360886455,
0.003361291950568557,
-0.00994846224784851,
-0.013708636164665222,
-0.0010528906714171171,
-0.011202028021216393,
0.0038844861555844545,
-0.0158374086022377,
0.03842364251613617,
-0.013415681198239326,
0.009300941601395607,
0.009203797206282616,
-0.004880448803305626,
0.009507544338703156,
-0.011105562560260296,
0.0007300782017409801,
0.013641533441841602,
-0.014067716896533966,
-0.006990431342273951,
-0.005655583459883928,
0.03545909374952316,
0.025678589940071106,
0.005766409449279308,
0.0009350171312689781,
0.003006814979016781,
-0.007393036037683487,
-0.012299811467528343,
-0.034076277166604996,
0.0047394465655088425,
-0.00869241263717413,
-0.017956823110580444,
0.013845155946910381,
0.01473287120461464,
-0.015847451984882355,
-0.005838113371282816,
-0.01066545583307743,
0.0031604161486029625,
0.009088325314223766,
-0.003465366782620549,
0.001710325013846159,
-0.007622387260198593,
-0.008261908777058125,
0.005822136532515287,
0.0011049113236367702,
0.02211757004261017,
0.01759164407849312,
-0.0034086869563907385,
0.00470302440226078,
-0.017446059733629227,
-0.004777480848133564,
0.0016784066101536155,
0.022085800766944885,
-0.005529485177248716,
-0.007828272879123688,
-0.0064417580142617226,
-0.009343324229121208,
0.0010609675664454699,
-0.010452485643327236,
0.0004502692900132388,
-0.081509530544281,
-0.005572209600359201,
0.01608211174607277,
0.021957647055387497,
0.012533106841146946,
-0.02598927915096283,
0.004500153008848429,
0.019247286021709442,
-0.009799912571907043,
-0.010365365073084831,
0.0037377714179456234,
0.010131753981113434,
-0.014689968898892403,
0.006321926601231098,
0.009987439960241318,
-0.006519668735563755,
0.01001819223165512,
0.01940539851784706,
0.01590610481798649,
-0.005944209173321724,
-0.009507430717349052,
0.018658064305782318,
-0.0027194623835384846,
-0.0037633066531270742,
-0.03074183687567711,
0.00863107293844223,
-0.0033088000491261482,
-0.009884074330329895,
0.00340699078515172,
0.007655289955437183,
0.0055574108846485615,
-0.00835287943482399,
0.008968664333224297,
0.0010883696377277374,
-0.02033424749970436,
-0.009684142656624317,
0.0018025628523901105,
0.0023848204873502254,
-0.016194894909858704,
0.025077302008867264,
-0.007163620553910732,
0.004455819725990295,
-0.01030239462852478,
0.0071388413198292255,
-0.0018168138340115547,
0.010378041304647923,
-0.005002032499760389,
0.009317949414253235,
0.011758372187614441,
-0.0017374856397509575,
0.005468844436109066,
-0.003967459313571453,
-0.0052598766051232815,
0.005252412520349026,
-0.005758806597441435,
0.004398494493216276,
-0.015784308314323425,
0.026802565902471542,
-0.01015481911599636,
0.0013966012047603726,
-0.004439978394657373,
-0.005582040175795555,
-0.003188725095242262,
0.006117946468293667,
0.013441145420074463,
-0.02232322469353676,
0.01659122109413147,
0.020637767389416695,
0.013114294968545437,
-0.01621307246387005,
-0.012383848428726196,
0.005255704279989004,
-0.018244588747620583,
-0.0019991029985249043,
0.00125946756452322,
-0.017376184463500977,
-0.013637874275445938,
-0.011842623353004456,
0.0011478842934593558,
-0.02512618899345398,
-0.007393280044198036,
0.019076483324170113,
-0.007642974611371756,
0.004641162231564522,
-0.026519805192947388,
-0.014645369723439217,
0.002981371246278286,
0.005357007496058941,
0.0041212053038179874,
-0.008781933225691319,
0.03332012891769409,
-0.003633144311606884,
-0.017911935225129128,
0.004078558646142483,
0.003777256701141596,
-0.008421756327152252,
-0.033617034554481506,
-0.006306237541139126,
0.013809233903884888,
0.008653728291392326,
-0.009580971673130989,
0.00954414438456297,
-0.0028946315869688988,
-0.009163985028862953,
-0.006974830292165279,
0.006573797203600407,
-0.001437804545275867,
-0.023464659228920937,
-0.008580328896641731,
-0.00134655914735049,
-0.007217944599688053,
0.0003496874123811722,
-0.006591347977519035,
0.03895634040236473,
0.007305067032575607,
0.00593356229364872,
-0.00028317514806985855,
0.00011493870988488197,
0.07284004986286163,
0.011126142926514149,
0.008033143356442451,
-0.004790449980646372,
-0.0031982141081243753,
-0.00011924700811505318,
-0.010633943602442741,
-0.0013971617445349693,
-0.041131213307380676,
-0.040073100477457047,
0.010345011949539185,
0.007406300865113735,
-0.023243069648742676,
0.029016701504588127,
-0.009172473102807999,
-0.01998152770102024,
-0.00610387371852994,
0.007724314462393522,
0.0028760782442986965,
-0.02912582829594612,
0.0021688048727810383,
-0.0019031623378396034,
-0.012967906892299652,
0.010750898160040379,
0.007490825839340687,
-0.03153771907091141,
0.011715566739439964,
-0.014185389503836632,
0.016316864639520645,
0.002792203798890114,
-0.01869925484061241,
-0.03944123536348343,
-0.002707278821617365,
-0.010547774843871593,
0.021793562918901443,
0.0037776550743728876,
0.04026550054550171,
-0.0034495277795940638,
-0.006209251470863819,
0.00031471875263378024,
0.008226030506193638,
-0.01278189942240715,
-0.0020858217030763626,
0.02768087200820446,
0.009981040842831135,
-0.004425548017024994,
0.0043541681952774525,
-0.004063030239194632,
0.0018304507248103619,
0.02555236406624317,
-0.0033760692458599806,
0.009951559826731682,
0.008275882340967655,
0.029794368892908096,
-0.012746636755764484,
-0.021421752870082855,
0.02855118364095688,
-0.01714884676039219,
0.008562115021049976,
-0.024629686027765274,
0.0027498621493577957,
-0.03627903759479523,
0.024222781881690025,
-0.024276230484247208,
-0.005907215178012848,
-0.020348038524389267,
0.006115679629147053,
0.00008115032687783241,
0.008246390148997307,
0.003210308961570263,
-0.022670388221740723,
-0.005110166501253843,
0.009671302512288094,
-0.0004689886700361967,
0.009895388968288898,
-0.006408671382814646,
0.02193613350391388,
-0.0039445506408810616,
-0.022016799077391624,
0.007261084392666817,
0.022753484547138214,
-0.01957494206726551,
0.01164449192583561,
-0.005910070613026619,
0.003801196813583374,
-0.009596019051969051,
-0.028138071298599243,
-0.0749148577451706,
0.006076515186578035,
0.006421680562198162,
-0.008353323675692081,
-0.00599999725818634,
0.02818833477795124,
-0.012565990909934044,
-0.02245151624083519,
0.015834271907806396,
-0.00901808962225914,
-0.016726776957511902,
0.017296891659498215,
-0.01807229220867157,
0.003616519272327423,
0.006797598674893379,
0.020094208419322968,
-0.0253097265958786,
0.003674781182780862,
0.014798336662352085,
0.0033501845318824053,
-0.0229631494730711,
0.027002539485692978,
0.0348147451877594,
0.01326710544526577,
0.01061953604221344,
-0.08172310888767242,
-0.003948357421904802,
0.007900567725300789,
-0.012315778061747551,
-0.011119324713945389,
-0.010875989682972431,
0.015049194917082787,
-0.013152744621038437,
-0.0048103914596140385,
-0.011819492094218731,
0.004500995855778456,
-0.004116400144994259,
-0.002155647613108158,
-0.004841694142669439,
-0.0014850050210952759,
0.001681746100075543,
0.020861849188804626,
-0.01943235844373703,
-0.007900687865912914,
-0.009664870798587799,
0.011705636978149414,
-0.016112521290779114,
-0.011390957981348038,
0.0018602940253913403,
-0.007543506100773811,
-0.010280884802341461,
-0.0265969131141901,
0.011123819276690483,
0.0010861849877983332,
-0.029377665370702744,
0.02836315520107746,
-0.006997101940214634,
-0.006284038070589304,
-0.04029116779565811,
-0.02138747274875641,
-0.006519836373627186,
-0.031046675518155098,
-0.010128725320100784,
-0.023706592619419098,
0.006729826331138611,
-0.003324577584862709,
0.018748994916677475,
0.026128459721803665,
0.011014401912689209,
-0.024489980190992355,
-0.004526790231466293,
0.0016966178081929684,
-0.006522362120449543,
0.0006871336372569203,
0.01594400405883789,
0.01225426234304905,
0.0003762360429391265,
0.03371492400765419,
0.00287054106593132,
-0.000794610008597374,
0.02908899076282978,
-0.0007790292729623616,
0.004056830890476704,
0.014775900170207024,
0.0017275018617510796,
0.0011273392010480165,
0.02900579571723938,
-0.021243244409561157,
0.07218479365110397,
-0.004248424898833036,
0.014717338606715202,
0.007331745233386755,
-0.010584794916212559,
-0.001586160738952458,
0.016828224062919617,
-0.008736403658986092,
-0.0029353993013501167,
-0.018221834674477577,
0.020942363888025284,
-0.0037302537821233273,
-0.01117117702960968,
0.011306168511509895,
0.028540262952446938,
-0.026311425492167473,
0.006259683519601822,
-0.0101696215569973,
0.00915816891938448,
-0.02344353124499321,
-0.01421807799488306,
0.0024486356414854527,
-0.054560061544179916,
0.005547963082790375,
0.017013832926750183,
-0.0068244896829128265,
-0.0029309915844351053,
0.013943135738372803,
-0.028765928000211716,
-0.016999589279294014,
-0.03376982361078262,
0.011618123389780521,
-0.002390842651948333,
-0.010016907006502151,
0.025291956961154938,
-0.011890694499015808,
0.019227026030421257,
-0.0013165329582989216,
-0.021218057721853256,
-0.011449906043708324,
-0.016971543431282043,
-0.0008430406451225281,
0.00499603059142828,
-0.010310191661119461,
0.015998613089323044,
0.01472343411296606,
0.04038701951503754,
0.00476265512406826,
-0.003906572703272104,
0.013045404106378555,
-0.007218643091619015,
-0.00030449178302660584,
0.017495889216661453,
0.0004027060931548476,
0.012893499806523323,
-0.0016923269722610712,
0.00013150577433407307,
0.012236330658197403,
-0.007846418768167496,
0.005348862614482641,
-0.00262067886069417,
-0.003531726310029626,
-0.028087425976991653,
0.0004489426501095295,
-0.005294131580740213,
-0.0017065510619431734,
-0.011317810043692589,
-0.01800426095724106,
0.006995458155870438,
0.00985710322856903,
-0.011472835205495358,
-0.013988779857754707,
0.0048548378981649876,
0.002114183036610484,
0.017504336312413216,
0.014899609610438347,
-0.0008319267071783543,
0.008227763697504997,
0.0092709269374609,
0.013614791445434093,
-0.0011725788936018944,
-0.007513036020100117,
-0.014859378337860107,
-0.00831085629761219,
0.02092178538441658,
0.00011993851512670517,
-0.0380200557410717,
0.012784041464328766,
0.0032136491499841213,
0.0048233200795948505,
0.020483147352933884,
0.0058218687772750854,
0.004792137537151575,
0.0026487596333026886,
0.004783218260854483,
0.03336257115006447,
-0.011919265612959862,
-0.000724319601431489,
-0.021721988916397095,
0.021506259217858315,
0.01944889687001705,
0.006824733689427376,
-0.007695064879953861,
-0.019430048763751984,
-0.013405234552919865,
-0.009049339219927788,
0.0026056994684040546,
-0.032284919172525406,
0.007632015272974968,
-0.01483527198433876,
0.023779714480042458,
-0.020749427378177643,
0.00919803325086832,
0.014438224025070667,
0.0016080774366855621,
0.019359426572918892,
-0.0026184148155152798,
0.0018143210327252746,
0.005520148202776909,
-0.007404886186122894,
-0.013069679029285908,
-0.0012901676818728447,
0.015176333487033844,
0.024257488548755646,
-0.0033205868676304817,
-0.03185567259788513,
-0.008976928889751434,
0.012652860954403877,
-0.03199348226189613,
0.0077165779657661915,
0.01112203299999237,
-0.008251740597188473,
-0.0006326604634523392,
0.01196233183145523,
0.006404779385775328,
-0.007693665102124214,
0.012559212744235992,
0.014403022825717926,
0.02191193401813507,
0.006298082880675793,
0.009863928891718388,
-0.005217107478529215,
-0.000013288226909935474,
-0.005996660329401493,
0.007082441356033087,
-0.01682109385728836,
0.03442814573645592,
0.0004230146296322346,
0.006114230025559664,
0.010447622276842594,
0.005619906820356846,
0.01025119423866272,
-0.0001240044366568327,
-0.00637631444260478,
-0.009118467569351196,
0.00847044587135315,
-0.007112713530659676,
0.005182757042348385,
-0.0007286658510565758,
0.017324108630418777,
-0.003924623131752014,
0.008019187487661839,
-0.019021376967430115,
0.005388631019741297,
0.013138605281710625,
0.03197045251727104,
-0.02239450067281723,
0.003311751177534461,
0.0004419046454131603,
-0.009371070191264153,
0.0027575339190661907,
-0.009119918569922447,
-0.003106585703790188,
0.018236471340060234,
-0.026458943262696266,
-0.015001125633716583,
0.000419707503169775,
0.04533324018120766,
-0.007144419476389885,
-0.0007471692515537143,
0.019152890890836716,
0.010714580304920673,
-0.011522775515913963,
-0.007667963393032551,
-0.016694825142621994,
-0.004262417089194059,
0.002458991017192602,
0.014093112200498581,
0.007091674022376537,
0.031475652009248734,
0.021800491958856583,
-0.0018949724035337567,
-0.015641888603568077,
-0.008854508399963379,
0.003626215970143676,
-0.014322749339044094,
-0.0116617102175951,
0.0022960228379815817,
0.0071874624118208885,
0.014549929648637772,
0.02194773219525814,
-0.01871662400662899
] |
[
-0.29684945940971375,
-0.2378697693347931,
0.27693429589271545,
0.4207877218723297,
-0.14114803075790405,
0.14146432280540466,
0.26712003350257874,
-0.13234607875347137,
-0.005319384858012199,
-1.036080241203308,
-0.0746452659368515,
0.5906447768211365,
-0.23588967323303223,
-0.1398678719997406,
-0.09031590074300766,
0.3444626033306122,
0.2774330675601959,
0.23524129390716553,
-0.2541249394416809,
-0.4165794849395752,
-0.197183296084404,
0.3862495720386505,
-0.22646336257457733,
-0.25865283608436584,
0.46797406673431396,
-0.10826879739761353,
0.30220749974250793,
0.5109129548072815,
0.06059102714061737,
-0.051716845482587814,
0.2406725138425827,
0.5804996490478516,
-0.8825163841247559,
-0.18103055655956268,
-0.5257790088653564,
0.08410990983247757,
-0.27309972047805786,
-0.14314787089824677,
0.2083134800195694,
-0.46751078963279724,
0.48218217492103577,
0.4548709988594055,
-0.6091211438179016,
0.45341527462005615,
-0.5675022006034851,
-0.7061888575553894,
-2.035928249359131,
-0.02685132995247841,
-0.061846476048231125,
-0.19317549467086792,
-0.33516258001327515,
0.32723137736320496,
0.4195878803730011,
0.4638359248638153,
-0.2944242060184479,
0.600014865398407,
-0.4526287317276001,
-0.12187908589839935,
0.39468830823898315,
-0.05200202018022537,
0.07005784660577774,
0.10160466283559799,
-0.08754358440637589,
0.15820573270320892,
-0.3715069591999054,
0.42158985137939453,
0.10284024477005005,
-0.4019331634044647,
-0.5168666243553162,
0.029510609805583954,
0.5729641914367676,
-0.14693517982959747,
-0.23327457904815674,
0.42408323287963867,
-0.6530945897102356,
0.31278181076049805,
-0.11988534033298492,
-0.10516844689846039,
0.15974457561969757,
0.13534201681613922,
-0.728257954120636,
0.15982761979103088,
0.5371880531311035,
-0.5486598610877991,
0.9188879728317261,
0.3800123631954193,
-0.16839544475078583,
0.7530390620231628,
-0.6427080631256104,
0.3779941201210022,
0.1729969084262848,
-0.6731676459312439,
0.009324868209660053,
0.29841482639312744,
0.573897123336792,
0.13604499399662018,
0.43459272384643555,
0.12209632247686386,
0.362166166305542,
0.3386901319026947,
-0.0736410915851593,
-0.32849401235580444,
0.05463752895593643,
-0.40819332003593445,
-0.7376299500465393,
-0.2844772934913635,
-0.9163093566894531,
-0.7575656771659851,
-0.4040713608264923,
0.21353505551815033,
-0.7533221244812012,
0.15329071879386902,
0.41799262166023254,
0.05590183287858963,
-0.11444801092147827,
0.0654633566737175,
0.20712150633335114,
0.24357853829860687,
-0.45832788944244385,
0.46857699751853943,
0.15133529901504517,
1.0380805730819702,
0.4576820135116577,
0.34606847167015076,
0.08130409568548203,
0.17980241775512695,
0.5709162354469299,
0.6928536295890808,
-0.43434348702430725,
-0.2520007789134979,
0.303355872631073,
0.8395769596099854,
0.30539992451667786,
-0.0539102777838707,
-0.07798434048891068,
-0.2452814131975174,
0.12429214268922806,
0.20881623029708862,
-0.19849075376987457,
0.08127401769161224,
-0.48348888754844666,
-0.5760554075241089,
-0.17504344880580902,
-0.12716254591941833,
0.4500523805618286,
-0.3307735025882721,
-0.3406231999397278,
-0.05605854094028473,
-0.060818642377853394,
0.02224753238260746,
-0.3278825283050537,
0.32147732377052307,
-0.6545157432556152,
-0.05108354613184929,
-0.4712352454662323,
1.0266335010528564,
-0.2506740987300873,
0.03489123284816742,
0.2819614112377167,
0.1818198412656784,
-0.03368191048502922,
0.14438514411449432,
-0.9145853519439697,
-0.4272143542766571,
-0.15837053954601288,
-0.5001729130744934,
-0.022338805720210075,
0.8026049137115479,
-0.09469223767518997,
0.1386946737766266,
0.468112975358963,
-0.41972610354423523,
0.11237625777721405,
-0.5380282402038574,
-0.10397523641586304,
0.22807595133781433,
0.15245328843593597,
0.11354917287826538,
0.54777991771698,
0.024234317243099213,
-0.7111870646476746,
0.06413159519433975,
0.40324050188064575,
-0.38695216178894043,
0.5297727584838867,
0.10237687826156616,
0.13841670751571655,
-0.1961243450641632,
-0.4174051284790039,
-0.39289847016334534,
-0.1823292076587677,
-0.42602112889289856,
0.13033756613731384,
-0.8951435089111328,
1.4891948699951172,
-0.07437572628259659,
-0.2572043240070343,
1.2217447757720947,
-0.26862043142318726,
0.25182437896728516,
0.009191513061523438,
-0.30670586228370667,
0.3081027567386627,
-0.004616199992597103,
-0.08875338733196259,
0.11491838097572327,
-0.22440233826637268,
-0.09119468927383423,
-0.8475525379180908,
0.23680196702480316,
0.3781540095806122,
-0.007289767265319824,
-0.06774149090051651,
-0.5148895382881165,
0.054095905274152756,
0.2212488204240799,
-0.08810072392225266,
0.41324716806411743,
-0.2977728247642517,
-0.10278142988681793,
1.3375818729400635,
-0.22473831474781036,
0.19472886621952057,
0.18868005275726318,
-0.07021179050207138,
0.6692790985107422,
0.43684402108192444,
0.6433812379837036,
0.9978668689727783,
-0.735527753829956,
-0.3790939748287201,
-0.17497669160366058,
0.6382562518119812,
-0.7486494779586792,
-0.14157596230506897,
-0.24044911563396454,
0.511221170425415,
-0.32199540734291077,
0.039711568504571915,
-0.020254170522093773,
-0.10637438297271729,
0.5184714794158936,
-0.3787079155445099,
0.1941152662038803,
-0.1887056678533554,
-0.3948974609375,
-0.4414116442203522,
0.16475005447864532,
-0.5039862394332886,
-0.32082509994506836,
-0.07594171166419983,
0.5033830404281616,
-0.23765544593334198,
-0.5831875205039978,
0.09581401944160461,
0.009347057901322842,
0.02839716151356697,
-0.3655928671360016,
-0.058681704103946686,
0.5084332823753357,
0.3208629786968231,
0.2331230491399765,
-0.21477508544921875,
0.03322932496666908,
-0.12637948989868164,
-0.6500063538551331,
-0.7395179271697998,
-0.8894761800765991,
0.7197124361991882,
0.7184433341026306,
0.5017879605293274,
-0.5622787475585938,
0.0836070105433464,
0.4412241280078888,
0.13108402490615845,
-0.6719772219657898,
0.4393013119697571,
0.29905450344085693,
-0.885689377784729,
-0.49656200408935547,
-0.20483744144439697,
0.21597401797771454,
0.4929386377334595,
-0.32925868034362793,
-0.5295889377593994,
-0.35618358850479126,
-0.0731283500790596,
-0.4793367087841034,
-0.454519659280777,
-0.28881803154945374,
0.06804438680410385,
0.734200656414032,
-0.024387940764427185,
-0.6250377297401428,
0.21673272550106049,
0.7553907632827759,
0.18733400106430054,
0.3365267217159271,
0.2991531491279602,
-0.03234187141060829,
-0.4495631158351898,
0.1564161777496338,
0.010325026698410511,
-0.42564594745635986,
-0.041594453155994415,
-0.22124509513378143,
-0.44505491852760315,
0.6337429285049438,
-5.7558393478393555,
-0.28471115231513977,
-0.5481964349746704,
-0.01602351665496826,
-0.2560136318206787,
-0.21543137729167938,
0.9462112784385681,
-0.09809153527021408,
0.36912646889686584,
0.11643682420253754,
0.2681686580181122,
0.20652419328689575,
-0.364639014005661,
0.5303975343704224,
0.17437437176704407,
-0.098187655210495,
0.22046658396720886,
0.0631277859210968,
0.2733393907546997,
0.2370503842830658,
-0.1625860631465912,
-0.06667058914899826,
-0.12731710076332092,
0.5279151797294617,
0.07341129332780838,
-0.15879544615745544,
-0.8661094307899475,
-0.08337912708520889,
0.21237842738628387,
-0.07047372311353683,
0.21217575669288635,
-0.20655155181884766,
-0.011661519296467304,
-0.028539400547742844,
0.42251500487327576,
0.1183663159608841,
0.5371670126914978,
0.11570596694946289,
0.2611905038356781,
-0.2588212192058563,
0.3115015923976898,
1.021021842956543,
0.08222956210374832,
0.10821288079023361,
0.10536547750234604,
-0.4533531963825226,
-0.4461602568626404,
0.1281876415014267,
-0.08161168545484543,
0.3881130516529083,
-0.5169446468353271,
-0.21684643626213074,
0.32930347323417664,
-0.11794450134038925,
0.5772542953491211,
-0.3318164646625519,
0.5368088483810425,
-0.11650894582271576,
-0.2502393424510956,
0.12859474122524261,
0.44961172342300415,
-0.6393268704414368,
0.4033140242099762,
-1.2582446336746216,
-0.5028461217880249,
0.35356584191322327,
-0.8654425144195557,
-0.6355421543121338,
-0.16206882894039154,
0.11860422790050507,
-0.4109031856060028,
-0.11389492452144623,
-0.07436263561248779,
-0.24453717470169067,
0.4400474727153778,
-0.2971138060092926,
0.15123169124126434,
-0.13557197153568268,
0.01830029860138893,
-0.06085092946887016,
-0.4061567485332489,
-0.5044227838516235,
-0.3209972679615021,
0.34124910831451416,
0.2517254054546356,
-0.47159117460250854,
-0.08120222389698029,
-0.4805453419685364,
-0.27389779686927795,
-0.3397197723388672,
0.6866175532341003,
-0.5292341709136963,
0.13012279570102692,
0.9322187900543213,
0.4797705411911011,
0.21596919000148773,
0.27733683586120605,
0.27266186475753784,
0.3143042325973511,
-0.44582831859588623,
0.6204288005828857,
-0.2573506534099579,
-0.3184390068054199,
-0.37716785073280334,
0.15875408053398132,
0.3601751923561096,
-0.23010292649269104,
0.0576205849647522,
1.0664337873458862,
-0.49523627758026123,
-0.41366249322891235,
0.1883476972579956,
-0.5085744261741638,
0.04237226024270058,
0.040105000138282776,
0.12786395847797394,
-0.21369867026805878,
-0.35016414523124695,
0.25460371375083923,
0.30057236552238464,
0.1593143194913864,
0.23111435770988464,
0.063087098300457,
0.4402952194213867,
0.15692372620105743,
-0.39377841353416443,
0.16282230615615845,
0.23656557500362396,
-0.40622830390930176,
-0.3323201537132263,
0.5778557658195496,
0.017683355137705803,
-0.18560099601745605,
0.1740550845861435,
0.6162437200546265,
-0.44881072640419006,
0.07084846496582031,
-0.14335723221302032,
0.159286767244339,
-0.9606258869171143,
0.6956961750984192,
-0.27474260330200195,
-0.2919485569000244,
-0.16471856832504272,
0.27807047963142395,
-0.15829166769981384,
-0.49779680371284485,
-0.1691393107175827,
-0.8215273022651672,
0.36650580167770386,
-0.2422056943178177,
-0.46155112981796265,
-0.23025019466876984,
-0.15588457882404327,
0.022508196532726288,
0.15947644412517548,
0.3024943768978119,
0.1828145533800125,
0.3614997863769531,
-0.38657325506210327,
0.11584552377462387,
-0.00011634492693701759,
-0.40261703729629517,
0.2564496099948883,
0.16498325765132904,
0.03977736085653305,
-0.7588130831718445,
0.11159532517194748,
-0.34539365768432617,
0.4037074148654938,
0.2558993101119995,
-0.3788645267486572,
-0.02129719778895378,
-0.5161795616149902,
-0.2796103358268738,
-0.0042805843986570835,
0.20279048383235931,
0.5169246792793274,
-0.11424434930086136,
0.21389435231685638,
0.1875694841146469,
-0.39690443873405457,
-0.15214818716049194,
0.6893078088760376,
0.7915677428245544,
0.10422715544700623,
0.4131421744823456,
0.11623413860797882,
-0.27123960852622986,
-0.22995378077030182,
0.5437909960746765,
0.5108717679977417,
0.290998637676239,
-0.4464859366416931,
-0.3910781741142273,
-0.4404362142086029,
0.24822452664375305,
-0.30104002356529236,
-0.05231175944209099,
-0.2081824690103531,
0.058592576533555984,
0.5269328355789185,
-0.4049493670463562,
0.4310680627822876,
0.00014743293286301196,
-0.6826934218406677,
-0.13834401965141296,
0.07258262485265732,
-0.2517447769641876,
-0.414358913898468,
-0.41658294200897217,
-0.42663997411727905,
0.12035488337278366,
-0.28547343611717224,
-0.30033305287361145,
-0.1298927515745163,
0.2699825167655945,
-0.01593761146068573,
-0.08848521113395691,
0.47979551553726196,
-0.06686345487833023,
-0.4958791136741638,
-0.2782958447933197,
-0.16893254220485687,
0.13045983016490936,
-0.2892543375492096,
0.30637118220329285,
-0.2726960778236389,
-0.16422444581985474,
0.21140386164188385,
0.038256268948316574,
-0.13527068495750427,
0.43796804547309875,
0.4937277138233185,
-0.26818519830703735,
-0.3466496765613556,
-0.39321279525756836,
0.4811106324195862,
0.22782166302204132,
-0.19275979697704315,
0.4418434202671051,
0.89048832654953,
-0.29548147320747375,
-0.10777848958969116,
-0.21842066943645477,
0.28694453835487366,
0.22659088671207428,
-0.41289541125297546,
-0.9649094343185425,
-0.17387253046035767,
0.1095924973487854,
-0.09614787250757217,
-0.2877514958381653,
0.029588738456368446,
0.5834547877311707,
0.6362109780311584,
-0.25418591499328613,
-0.3588179051876068,
0.06767158955335617,
0.41307592391967773,
0.005779796279966831,
-0.3312913477420807,
-0.39817723631858826,
-0.42731496691703796,
0.3425723910331726,
0.17393620312213898,
-0.2073041796684265,
-0.35504674911499023,
0.32068148255348206,
-0.2644640803337097,
0.03424743935465813,
-0.2131095975637436,
-0.040151119232177734,
0.11899600178003311,
-0.00410517817363143,
-0.1841629594564438,
-0.28746187686920166,
0.5783937573432922,
-0.11909426003694534,
-0.1342768669128418,
-0.09954845905303955,
-0.2844269275665283,
0.06272215396165848,
-0.19412603974342346,
0.20236334204673767,
0.025655485689640045,
0.3523779511451721,
-0.27778035402297974,
0.23397549986839294,
-0.46617627143859863,
-0.6162556409835815,
0.16818195581436157,
-0.444643497467041,
0.2700343728065491,
-0.2513444125652313,
-0.03017239272594452,
0.46888962388038635,
0.530328094959259,
-0.12038169801235199,
0.18343231081962585,
-0.09848503023386002,
0.9568668603897095,
0.5758556127548218,
-0.8221125602722168,
0.6286765336990356,
0.33787211775779724,
0.147299125790596,
-0.05920775234699249,
0.32920265197753906,
0.03488188609480858,
0.16173836588859558,
0.20547571778297424,
0.3422074019908905,
0.5754123330116272,
-0.2788020670413971,
0.39485520124435425,
0.5035501718521118,
-0.18372561037540436,
0.9382900595664978,
0.20230603218078613,
0.15108199417591095,
0.24926437437534332,
0.5866633653640747,
-0.01418170053511858,
-0.4630533456802368,
1.0962824821472168,
-0.22376525402069092,
0.5862126350402832,
-0.008188072592020035,
0.3282199203968048,
0.5379773378372192,
0.7391087412834167,
-0.20996150374412537,
-0.05565427616238594,
0.23053845763206482,
0.04655792564153671,
0.3351554870605469,
-0.09626463800668716,
-0.34329280257225037,
0.38232576847076416,
0.4841378331184387,
0.21933306753635406,
-0.7153207063674927,
-0.13002058863639832,
-0.351608544588089,
0.26175886392593384,
0.42358434200286865,
0.546288788318634,
-0.30191853642463684,
0.4619496762752533,
0.656989336013794,
-0.052068646997213364,
0.0620928518474102,
0.3562098443508148,
-0.3450755178928375,
-0.22404935956001282,
0.7383578419685364,
-0.5369699001312256,
-0.5859810709953308,
0.503210186958313,
0.19023996591567993,
0.7088462114334106,
0.18694494664669037,
-0.05435242876410484,
-0.46619629859924316,
-0.023857180029153824,
0.4721281826496124,
0.04767657071352005,
0.6266146898269653,
-0.008638137020170689,
-0.42029374837875366,
0.3936047852039337,
-0.3443906903266907,
0.26841679215431213,
-0.34774765372276306,
-0.6856005787849426,
-0.05841117724776268,
-0.18130898475646973,
-0.17445996403694153,
0.31416842341423035,
0.0232099462300539,
0.21851757168769836,
-0.23096953332424164,
-0.40169113874435425,
0.06266932934522629,
-0.07618142664432526,
-0.19959385693073273,
0.39013105630874634,
-0.021141139790415764,
0.18592506647109985,
-0.045987632125616074,
-0.7078112959861755,
-0.03351651877164841,
0.09650896489620209,
-0.15975753962993622,
0.07828037440776825,
-0.39480310678482056,
0.9936096668243408,
0.0920843631029129,
0.014312525279819965,
0.08899039775133133,
0.2715504467487335,
0.37381961941719055,
0.4297110140323639,
-0.6056967377662659,
0.3863503336906433,
-0.6971732974052429,
-0.1321665644645691,
-0.5171716809272766,
-0.1936943531036377,
0.6700558066368103,
-0.01645650342106819,
-0.2726588249206543,
-0.5512380003929138,
0.26872518658638,
0.13204486668109894,
-0.16940854489803314,
-0.2409892976284027,
0.09535083174705505,
0.1892043948173523,
-0.09782552719116211,
-0.38722294569015503,
0.45684337615966797,
-0.10134086012840271,
0.15935829281806946,
-0.21256324648857117,
0.17415611445903778,
0.30921268463134766,
-0.47684532403945923,
0.28721657395362854,
0.3011765480041504,
0.04495859146118164,
-0.27425119280815125,
0.4181702435016632,
-0.20968171954154968,
-0.14143097400665283,
-0.5569387674331665,
0.1388239711523056,
0.49764955043792725,
-0.554652988910675,
-0.08020098507404327,
-0.24241416156291962,
-0.27252960205078125,
0.6890544295310974,
-0.4405357837677002,
0.26904377341270447,
0.0904470682144165,
-0.4902501106262207,
-1.2160015106201172,
-0.06168457493185997,
-0.031874507665634155,
-0.27184543013572693,
-0.42813846468925476,
-0.00706570316106081,
-0.4537462294101715,
0.2692107856273651,
0.2765991687774658,
-0.7011298537254333,
-0.3029315173625946,
0.1178927794098854
] |
How to model a pair of sentences is a critical issue in many NLP tasks such as answer selection (AS), paraphrase identification (PI) and textual entailment (TE). Most prior work (i) deals with one individual task by fine-tuning a specific system; (ii) models each sentence’s representation separately, rarely considering the impact of the other sentence; or (iii) relies fully on manually designed, task-specific linguistic features. This work presents a general Attention Based Convolutional Neural Network (ABCNN) for modeling a pair of sentences. We make three contributions. (i) The ABCNN can be applied to a wide variety of tasks that require modeling of sentence pairs. (ii) We propose three attention schemes that integrate mutual influence between sentences into CNNs; thus, the representation of each sentence takes into consideration its counterpart. These interdependent sentence pair representations are more powerful than isolated sentence representations. (iii) ABCNNs achieve state-of-the-art performance on AS, PI and TE tasks. We release code at: https://github.com/yinwenpeng/Answer_Selection.
|
[
0.005881592631340027,
0.013172770850360394,
-0.007186708971858025,
0.0099440086632967,
-0.01571808010339737,
-0.016571182757616043,
0.007925030775368214,
0.0027240426279604435,
-0.010873361490666866,
0.03555522859096527,
-0.02830154448747635,
0.010186080820858479,
-0.0005041863769292831,
0.011647382751107216,
0.011772911064326763,
0.021762391552329063,
-0.01159319095313549,
0.015936382114887238,
-0.0011814470635727048,
-0.008965864777565002,
-0.0016895863227546215,
0.004247008822858334,
0.008773374371230602,
0.007581114768981934,
-0.008630502037703991,
0.029743893072009087,
0.008642623201012611,
-0.01827528327703476,
0.012346596457064152,
-0.032536063343286514,
0.0038422353100031614,
0.006023576483130455,
0.022469136863946915,
0.024358045309782028,
-0.007342054508626461,
0.009859288111329079,
-0.009982332587242126,
0.025012854486703873,
0.014282502233982086,
-0.0035374134313315153,
0.01238268706947565,
-0.006488366983830929,
-0.0016931216232478619,
0.007332293316721916,
-0.00998044665902853,
-0.0003090132959187031,
-0.0049324724823236465,
0.009265284985303879,
-0.01735290139913559,
0.007064912933856249,
-0.006436942145228386,
-0.006322900764644146,
-0.007490137591958046,
0.007714357227087021,
-0.005311544053256512,
-0.01649007759988308,
0.017604533582925797,
-0.001949797966517508,
-0.030528157949447632,
0.009608956053853035,
-0.022838518023490906,
0.04254662245512009,
0.004431759472936392,
-0.0007327264174818993,
-0.02272213250398636,
-0.06679268181324005,
0.019361477345228195,
-0.005869974847882986,
0.0013045587111264467,
0.0007068515988066792,
0.007719522342085838,
0.011109240353107452,
-0.016315188258886337,
-0.003674662671983242,
0.018360452726483345,
-0.017712993547320366,
-0.008665710687637329,
-0.01656392589211464,
-0.02807820960879326,
0.01262717880308628,
0.024004964157938957,
0.013000516220927238,
0.01543072797358036,
-0.0013608408626168966,
-0.02453826554119587,
-0.006800338625907898,
0.006623175460845232,
0.014991064555943012,
0.02723015286028385,
0.0031570212449878454,
0.016696466132998466,
0.02846929430961609,
-0.007545647211372852,
0.012044879607856274,
-0.0003548916429281235,
-0.008777379058301449,
0.024141080677509308,
0.01230729278177023,
0.010964412242174149,
0.004899284802377224,
-0.00975156668573618,
0.014785021543502808,
0.02421063557267189,
-0.02303319051861763,
0.0032104928977787495,
0.010327035561203957,
0.033858634531497955,
0.021774541586637497,
-0.015291632153093815,
0.003416667692363262,
0.020835500210523605,
0.01048517506569624,
-0.02852395735681057,
0.0043682074174284935,
0.017825402319431305,
-0.010810906067490578,
0.013809723779559135,
-0.010634694248437881,
0.009252429008483887,
-0.022666584700345993,
0.007238785736262798,
0.005614324472844601,
0.0009585602674633265,
-0.01362980343401432,
0.011006989516317844,
0.011305347084999084,
-0.007731901481747627,
-0.017328210175037384,
-0.019104748964309692,
0.011514341458678246,
-0.011584584601223469,
0.014073219150304794,
-0.012175657786428928,
0.009912896901369095,
0.0024437722750008106,
-0.006706395652145147,
-0.008689320646226406,
-0.02181398496031761,
0.012234214693307877,
0.010428659617900848,
0.020211288705468178,
0.008671831339597702,
0.0021371704060584307,
0.018447885289788246,
0.019005412235856056,
0.004354487173259258,
-0.004172976128757,
0.002562833484262228,
-0.0010068807750940323,
-0.02208758145570755,
-0.01195056177675724,
0.0002463548444211483,
0.005373108666390181,
-0.021393174305558205,
0.0343182310461998,
-0.004467064049094915,
-0.018294798210263252,
0.013498317450284958,
-0.012647598050534725,
-0.021323803812265396,
0.008840660564601421,
-0.01922927424311638,
-0.004581983666867018,
0.009238144382834435,
0.014788096770644188,
0.023631948977708817,
-0.013768577948212624,
0.003010433167219162,
-0.008994723670184612,
-0.001741589861921966,
-0.013049354776740074,
0.011315318755805492,
-0.007686598226428032,
0.00838463194668293,
0.00043422915041446686,
-0.004151749890297651,
0.028468292206525803,
0.002389008877798915,
-0.01948455348610878,
0.0664810761809349,
-0.003482712898403406,
-0.008029429242014885,
0.0062367282807827,
0.01234559528529644,
0.0007478538900613785,
-0.013105817139148712,
-0.008529885672032833,
0.002216093707829714,
0.00858047790825367,
0.006061398424208164,
-0.005290259141474962,
-0.03207864239811897,
-0.0014523471472784877,
-0.01968301460146904,
0.014840266667306423,
0.0021605570800602436,
-0.004810279700905085,
-0.0035212449729442596,
0.007523505017161369,
0.004465547390282154,
0.011928508058190346,
-0.006321080029010773,
0.0064499895088374615,
0.0000974852591753006,
-0.0006117476150393486,
0.004323928616940975,
0.02199179120361805,
-0.020881811156868935,
0.01464756578207016,
0.02400277368724346,
0.0092594213783741,
-0.017914418131113052,
-0.010407514870166779,
-0.001799310091882944,
0.0024978751316666603,
-0.002784834476187825,
0.003083472838625312,
-0.0030932254157960415,
0.009662872180342674,
-0.014725122600793839,
0.001998393563553691,
-0.006065947934985161,
0.010755294002592564,
-0.013865510001778603,
0.026479125022888184,
0.0068585979752242565,
-0.014000030234456062,
0.009991345927119255,
-0.01707530952990055,
-0.004705185070633888,
-0.0075016384944319725,
-0.03441444784402847,
-0.0066501786932349205,
-0.00008603651076555252,
0.03816479071974754,
0.028535541146993637,
0.0061676776967942715,
0.00857473723590374,
0.006018035113811493,
-0.00787326879799366,
-0.005712939891964197,
-0.024677839130163193,
0.004612238146364689,
-0.015859700739383698,
0.008855585008859634,
-0.0018816993106156588,
0.01714642159640789,
-0.019469551742076874,
-0.016720963642001152,
-0.023095618933439255,
0.002649818081408739,
-0.004580886103212833,
-0.0065927281975746155,
-0.03449701890349388,
-0.01602967083454132,
-0.0035823718644678593,
0.019239645451307297,
-0.01871035248041153,
0.024002226069569588,
-0.00591906625777483,
-0.008708789944648743,
0.0033788273576647043,
0.0102439746260643,
0.007912988774478436,
0.003408564953133464,
-0.009967591613531113,
0.0011819787323474884,
0.0019872006960213184,
-0.022653788328170776,
0.0012560943141579628,
0.0031401622109115124,
-0.009648565202951431,
0.0013495878083631396,
-0.08117114752531052,
-0.0080826785415411,
0.009885645471513271,
0.008293762803077698,
0.012416671961545944,
-0.020991498604416847,
0.009155862033367157,
0.013744226656854153,
-0.013771642930805683,
-0.0077215805649757385,
-0.0005979188717901707,
0.009703770279884338,
-0.021548811346292496,
0.017487218603491783,
0.021759750321507454,
-0.004697578027844429,
0.012128591537475586,
0.019889913499355316,
0.008785674348473549,
-0.039067476987838745,
0.0006873352685943246,
-0.0022008479572832584,
0.004079859703779221,
-0.013047379441559315,
-0.016901211813092232,
0.000959065044298768,
0.00038911786396056414,
-0.005912024062126875,
0.00956291239708662,
0.013363918289542198,
0.0010518953204154968,
-0.01370137371122837,
-0.01064293272793293,
-0.0168960839509964,
-0.015260632149875164,
0.018413864076137543,
0.00310358963906765,
-0.0007200903492048383,
-0.008947174064815044,
0.023034103214740753,
0.01059010624885559,
0.007394656538963318,
-0.023880433291196823,
0.0046261935494840145,
0.009640583768486977,
0.027829883620142937,
-0.0017172247171401978,
-0.013421202078461647,
0.014766955748200417,
0.0032865500543266535,
0.020429864525794983,
0.007228214759379625,
0.00912904366850853,
0.012773806229233742,
-0.008439496159553528,
0.0025397776626050472,
-0.0068170116282999516,
0.006608929019421339,
-0.011622227728366852,
-0.004859870299696922,
-0.011971825733780861,
-0.011357014067471027,
0.020204531028866768,
0.006232926622033119,
-0.00011134473606944084,
-0.021801859140396118,
0.015799954533576965,
0.0036901349667459726,
-0.008733011782169342,
0.0006093245465308428,
0.013289131224155426,
0.00625511072576046,
-0.031060390174388885,
0.007534355856478214,
-0.014731423929333687,
-0.018025102093815804,
-0.015730496495962143,
-0.015039264224469662,
-0.006970253773033619,
0.003819370176643133,
-0.0023868167772889137,
0.027834797278046608,
-0.006105097476392984,
-0.0104374960064888,
-0.02112307772040367,
-0.007145042531192303,
0.0014288933016359806,
0.007133480627089739,
0.0155278779566288,
-0.011549617163836956,
0.04788032919168472,
0.026200059801340103,
-0.014482153579592705,
0.004907825030386448,
-0.004710115492343903,
-0.013429610058665276,
-0.019800405949354172,
0.0052955299615859985,
0.005490741226822138,
0.007814085111021996,
0.0013165776617825031,
0.0037207109853625298,
-0.0033266660757362843,
-0.008699702098965645,
-0.01868923380970955,
0.008699886500835419,
-0.018174398690462112,
0.0038992278277873993,
-0.016440067440271378,
-0.004785665776580572,
-0.01793823018670082,
0.009072119370102882,
-0.0071425470523536205,
0.031095203012228012,
0.002456130227074027,
-0.010959858074784279,
0.0038699975702911615,
-0.03269825875759125,
0.07260732352733612,
0.024494698271155357,
0.004627032671123743,
-0.01822875440120697,
-0.010151934809982777,
0.01157983299344778,
-0.001352289691567421,
-0.005563119426369667,
-0.021952925249934196,
-0.021904800087213516,
0.010998139157891273,
-0.0032787807285785675,
-0.03680974245071411,
0.021747801452875137,
0.011518064886331558,
-0.020575936883687973,
0.022367723286151886,
0.011311028152704239,
0.00809122808277607,
-0.018344547599554062,
0.0026129938196390867,
-0.007634635549038649,
-0.004834418650716543,
0.0003125825896859169,
-0.0020494768396019936,
-0.0014106619637459517,
0.02040666528046131,
-0.01593349128961563,
0.01632101461291313,
0.002929280512034893,
-0.02703431434929371,
-0.04350299760699272,
-0.005735891871154308,
-0.012507565319538116,
0.026809535920619965,
0.015778876841068268,
0.022363517433404922,
-0.006014656741172075,
0.0006161131896078587,
-0.0070518250577151775,
0.018865641206502914,
-0.011456171981990337,
0.005544162821024656,
0.022219330072402954,
0.001741156680509448,
0.007110570557415485,
-0.016318438574671745,
-0.004702515434473753,
-0.006864236667752266,
0.020062213763594627,
-0.008770531043410301,
0.018696630373597145,
0.0037610838189721107,
0.03946758434176445,
0.009621741250157356,
-0.0299072228372097,
0.012241710908710957,
-0.019763866439461708,
0.009254049509763718,
-0.016232367604970932,
-0.005900239571928978,
-0.03022238053381443,
0.014557271264493465,
-0.011286548338830471,
0.004676970653235912,
-0.03240411728620529,
0.006273165345191956,
-0.01600418984889984,
0.009912664070725441,
0.018722301349043846,
-0.0058190543204545975,
0.015006928704679012,
-0.00011845584958791733,
-0.009476902894675732,
0.004458583891391754,
-0.01583107002079487,
-0.005604267586022615,
-0.010648741386830807,
0.018925465643405914,
0.008718576282262802,
0.01328126061707735,
-0.0002827418502420187,
0.0028410758823156357,
0.00549144484102726,
-0.006267867982387543,
-0.01906364969909191,
-0.009117241948843002,
-0.07541432976722717,
0.00040941499173641205,
0.0068491674028337,
-0.0063109933398664,
-0.0013040266931056976,
0.01918787881731987,
-0.008912470191717148,
-0.009706278331577778,
0.009110778570175171,
-0.0031355249229818583,
-0.022868812084197998,
0.024053752422332764,
-0.009891053661704063,
0.015314734540879726,
0.008018763735890388,
0.02836742252111435,
-0.01477784477174282,
-0.009672719985246658,
0.02709299884736538,
0.010111063718795776,
-0.010561006143689156,
0.002746143378317356,
0.014951402321457863,
0.010631924495100975,
0.0006547062657773495,
-0.0815492793917656,
-0.007980951108038425,
0.006493405904620886,
-0.004031095188111067,
-0.01266445778310299,
-0.01646040938794613,
0.00003206194378435612,
-0.0072410935536026955,
0.001374298706650734,
-0.012218900956213474,
0.00873599760234356,
0.012416491284966469,
-0.004463363438844681,
-0.007628316059708595,
0.004614312667399645,
-0.00024170763208530843,
0.002407453255727887,
-0.015071209520101547,
-0.009544038213789463,
-0.01106318086385727,
-0.009001467376947403,
-0.021398240700364113,
-0.008896734565496445,
0.0013991228770464659,
-0.008993219584226608,
-0.008599495515227318,
-0.009324271231889725,
0.01750566065311432,
-0.011875515803694725,
-0.02786407619714737,
0.00541894044727087,
-0.019318772479891777,
-0.008272437378764153,
-0.011894559487700462,
-0.02137133479118347,
-0.004859692882746458,
-0.017565814778208733,
-0.0037056489381939173,
-0.005279123783111572,
-0.01087852381169796,
-0.006378751248121262,
0.030278418213129044,
0.016390876844525337,
0.0039616539143025875,
-0.04416936635971069,
-0.0007896905299276114,
0.0022145318798720837,
-0.007512310519814491,
0.0016531312139704823,
0.013296880759298801,
0.010576402768492699,
0.011609895154833794,
0.04454479739069939,
0.01322915032505989,
-0.005842401646077633,
0.009260794147849083,
-0.00042129604844376445,
-0.006413092836737633,
0.016079895198345184,
0.0007774550467729568,
-0.0032047436106950045,
0.018284037709236145,
0.00025803857715800405,
0.07136182487010956,
-0.00516602024435997,
0.001249041873961687,
-0.0028147161938250065,
-0.0017701119650155306,
-0.003178494516760111,
-0.003063887357711792,
-0.000035564880818128586,
0.0018628581892699003,
-0.014896408654749393,
0.01712026819586754,
-0.014557501301169395,
0.002793374937027693,
0.009579443372786045,
-0.007329992949962616,
-0.016440177336335182,
-0.012066328898072243,
0.003698088927194476,
-0.005205321591347456,
-0.00978710688650608,
0.0051431539468467236,
0.026980984956026077,
-0.05546484515070915,
-0.004236780107021332,
0.013656730763614178,
-0.0034390082582831383,
0.03235074132680893,
0.0060354433953762054,
-0.04087158292531967,
-0.022685151547193527,
-0.020473621785640717,
0.012994674034416676,
-0.004094005562365055,
-0.009126557037234306,
0.03383165970444679,
0.008056512102484703,
0.0015206945827230811,
-0.002569332020357251,
-0.014124192297458649,
0.005865133833140135,
-0.021164171397686005,
0.008667179383337498,
0.0006911958334967494,
-0.00009162235073745251,
0.01250429730862379,
0.004090292379260063,
0.06021495535969734,
-0.0062735178507864475,
-0.013793153688311577,
-0.004248169716447592,
-0.0013972995802760124,
0.0003283437108621001,
0.017724305391311646,
-0.0005213604308664799,
0.010786608792841434,
0.00869261845946312,
0.006848677061498165,
0.011660337448120117,
-0.002452114364132285,
-0.0005153637612238526,
-0.004126629326492548,
-0.011527232825756073,
-0.0012562787160277367,
0.004087707959115505,
-0.008945229463279247,
0.003950905054807663,
-0.006983707658946514,
-0.02288585714995861,
-0.008336634375154972,
0.011219795793294907,
-0.0012617078609764576,
-0.004861398600041866,
0.002800144487991929,
0.01881451904773712,
0.024099305272102356,
0.010586769320070744,
-0.004021890461444855,
0.003112844191491604,
0.004258445929735899,
0.011450030840933323,
-0.012154718860983849,
-0.015063721686601639,
0.007622525095939636,
-0.00005698809400200844,
-0.0007778775179758668,
-0.01351386308670044,
-0.027451924979686737,
0.017983328551054,
0.002177611691877246,
0.013317763805389404,
0.01755174621939659,
0.0006037589628249407,
0.004732854664325714,
-0.007266939617693424,
0.006768736056983471,
0.03354169800877571,
-0.012404654175043106,
0.008702345192432404,
-0.03359895199537277,
0.02250753715634346,
0.010041464120149612,
0.002365255728363991,
-0.012419826351106167,
-0.01662566512823105,
-0.013210704550147057,
0.012776747345924377,
0.004071011673659086,
-0.03600512444972992,
0.0009516233112663031,
-0.0032259949948638678,
0.016540830954909325,
-0.013529807329177856,
0.032696254551410675,
0.012736761942505836,
-0.010346299968659878,
0.004635964520275593,
0.00137337704654783,
0.00015541678294539452,
0.006966003682464361,
-0.007669602520763874,
-0.0226084366440773,
0.010148975998163223,
0.013588153757154942,
0.021899092942476273,
0.00785512663424015,
-0.044096626341342926,
-0.01139741763472557,
-0.007608518935739994,
-0.017178939655423164,
0.0031131580471992493,
0.031898751854896545,
-0.026781335473060608,
0.007466507144272327,
0.006617547012865543,
0.02041124366223812,
-0.016041439026594162,
0.015060260891914368,
0.007659987546503544,
0.030470971018075943,
0.026147037744522095,
0.03845737874507904,
0.0018492881208658218,
-0.005401200149208307,
0.002396776806563139,
0.008259670808911324,
-0.044554658234119415,
0.011780910193920135,
-0.0008921939879655838,
0.0037827743217349052,
0.012290796265006065,
-0.0188695527613163,
-0.0012118758168071508,
-0.004735148511826992,
-0.007472233846783638,
-0.013060251250863075,
0.010625400580465794,
0.0026722014881670475,
0.00236892094835639,
-0.03876516595482826,
0.022333882749080658,
0.00031298003159463406,
-0.0008786374237388372,
-0.0333443358540535,
-0.006864470895379782,
0.015083854086697102,
0.013523736968636513,
-0.01824241317808628,
0.01632659137248993,
-0.00826692208647728,
-0.002970500849187374,
-0.0007778957951813936,
-0.008887059986591339,
-0.00012733321636915207,
0.028614098206162453,
-0.01752527989447117,
-0.005213742144405842,
-0.005926134530454874,
0.031937967985868454,
-0.005632568616420031,
0.0023398830089718103,
0.01597888208925724,
0.006950534414499998,
-0.012217480689287186,
-0.010490030981600285,
-0.005710076540708542,
-0.006597433239221573,
0.0030035085510462523,
0.007020627148449421,
0.001517023192718625,
0.02916610799729824,
0.004107934422791004,
-0.01596817560493946,
-0.031043224036693573,
-0.014826946891844273,
0.009213772602379322,
-0.023906707763671875,
-0.014967972412705421,
-0.007580472156405449,
0.005397314205765724,
0.011756954714655876,
0.009807921014726162,
-0.0018369617173448205
] |
[
-0.03170572221279144,
-0.13706760108470917,
-0.07653225213289261,
0.07958343625068665,
-0.14109940826892853,
0.26291027665138245,
0.3103853762149811,
-0.5030502080917358,
-0.1951100081205368,
-0.7614884376525879,
-0.11791533976793289,
0.3030548691749573,
-0.2525761127471924,
-0.2855730950832367,
0.05136154219508171,
0.3868772089481354,
0.5911723971366882,
0.023673100396990776,
-0.2391613870859146,
-0.42320844531059265,
0.024140316992998123,
0.02222427912056446,
-0.2881137728691101,
-0.38049548864364624,
0.13585969805717468,
-0.26036277413368225,
0.3352401554584503,
0.3164467215538025,
0.28454679250717163,
0.08914728462696075,
0.05953693017363548,
0.2659112811088562,
-0.5632541179656982,
-0.5659197568893433,
-0.22128421068191528,
0.07158676534891129,
-0.1882077306509018,
-0.15790750086307526,
0.18777352571487427,
-0.37458792328834534,
0.3818672001361847,
0.079993836581707,
-0.20928162336349487,
0.3374709188938141,
-0.6038984656333923,
-0.5350061058998108,
-1.4008636474609375,
-0.011042817495763302,
-0.1158275231719017,
0.1740991622209549,
-0.5785738825798035,
0.6725335717201233,
0.4436133801937103,
0.46419772505760193,
-0.3430730700492859,
0.5564255714416504,
-0.12732623517513275,
-0.20360010862350464,
0.4473773241043091,
-0.2734147012233734,
0.42204925417900085,
0.2544531226158142,
-0.01779319904744625,
0.09516150504350662,
-0.2628858685493469,
0.6725177764892578,
-0.076677605509758,
-0.06472659111022949,
-0.36075088381767273,
0.3260848820209503,
0.2025720477104187,
-0.05282386764883995,
-0.12256337702274323,
0.11029540747404099,
-0.3790282607078552,
0.4058793783187866,
0.18811243772506714,
-0.4785502254962921,
-0.007791734300553799,
-0.2599358856678009,
-0.6395748257637024,
0.21306054294109344,
0.1825466752052307,
-0.3982795774936676,
0.8048169016838074,
0.5194041132926941,
-0.3575167655944824,
0.35873034596443176,
-0.5649402737617493,
0.40935903787612915,
0.07292357832193375,
-0.2931212782859802,
-0.14379489421844482,
0.16208508610725403,
0.5637956261634827,
0.18967169523239136,
-0.04239492118358612,
-0.0209786556661129,
0.4572742283344269,
0.1250600814819336,
-0.049099866300821304,
-0.4433515667915344,
0.28647035360336304,
0.11826120316982269,
-0.332302063703537,
-0.5103282332420349,
-0.28854283690452576,
-0.9119080901145935,
-0.3226116895675659,
0.13603535294532776,
-0.6118904948234558,
0.1509230136871338,
0.479475200176239,
-0.2512027621269226,
-0.2425081729888916,
-0.01595378667116165,
0.19989682734012604,
0.06820143014192581,
-0.4831026494503021,
0.5642482042312622,
-0.2482365220785141,
0.8813151121139526,
0.28571459650993347,
0.5171883702278137,
0.4054771959781647,
-0.16971355676651,
0.27124467492103577,
0.615616500377655,
-0.255307674407959,
-0.18591606616973877,
0.13093514740467072,
0.5571044683456421,
0.5286403894424438,
0.11271469295024872,
-0.316948264837265,
-0.24140028655529022,
-0.14771544933319092,
0.1642867922782898,
-0.12464659661054611,
0.4488278925418854,
-0.420232892036438,
-0.19580768048763275,
0.14990375936031342,
-0.02273065596818924,
0.39219242334365845,
0.021370822563767433,
-0.11351026594638824,
-0.38971397280693054,
-0.03852338343858719,
0.20002834498882294,
-0.5506597757339478,
0.15204396843910217,
-0.4567403197288513,
0.03796019032597542,
-0.3668134808540344,
1.130474328994751,
-0.20209594070911407,
0.2203657031059265,
-0.4573533833026886,
-0.17264777421951294,
0.23956552147865295,
0.2056768238544464,
-0.6338759660720825,
-0.1092398390173912,
0.22512303292751312,
-0.8208920955657959,
-0.10896795988082886,
0.43072113394737244,
0.22905656695365906,
0.09029357135295868,
0.37316593527793884,
-0.32531049847602844,
-0.03654516115784645,
-0.6579678058624268,
-0.8841531872749329,
0.2059309035539627,
0.3206110894680023,
0.15126758813858032,
0.7547800540924072,
0.1151665672659874,
-0.5125575065612793,
0.0921628400683403,
0.28057196736335754,
-0.5028188228607178,
0.4827176630496979,
0.049993570894002914,
0.23898249864578247,
-0.49762946367263794,
-0.4346332550048828,
-0.0452595129609108,
0.2127280831336975,
-0.23690462112426758,
0.45332983136177063,
-0.9124979376792908,
1.4371109008789062,
0.2690351605415344,
-0.8043577075004578,
1.251178503036499,
-0.3687831461429596,
0.33001184463500977,
0.4464733302593231,
0.011079700663685799,
0.1465413123369217,
-0.07053212076425552,
-0.4702357351779938,
0.38988304138183594,
0.12561875581741333,
0.10530858486890793,
-0.7729181051254272,
0.12691207230091095,
0.3313611149787903,
-0.29959580302238464,
0.07637263834476471,
-0.41301319003105164,
0.09046678245067596,
0.19948160648345947,
0.03773456811904907,
0.36173757910728455,
-0.14525893330574036,
-0.11902706325054169,
1.2347205877304077,
-0.2302183359861374,
-0.13841210305690765,
0.38245144486427307,
-0.19772525131702423,
0.5099151134490967,
0.684570848941803,
0.7851548194885254,
0.8381322622299194,
-0.9394030570983887,
-0.08733761310577393,
-0.09623739123344421,
0.8057786226272583,
-0.591515302658081,
-0.18641574680805206,
-0.06196680665016174,
0.02652309462428093,
-0.33882883191108704,
0.14279893040657043,
0.20713737607002258,
-0.0440121553838253,
0.4839184284210205,
-0.07424160838127136,
0.4924166798591614,
-0.1700652837753296,
-0.3156340718269348,
-0.3337063789367676,
0.3127717971801758,
-0.2844185531139374,
0.11610909551382065,
-0.4168112277984619,
0.33990827202796936,
0.05234561860561371,
-0.2275054007768631,
0.04628013074398041,
0.01635649800300598,
-0.2076059877872467,
-0.559275209903717,
0.34741052985191345,
0.32941317558288574,
-0.000997010851278901,
-0.32328131794929504,
-0.22144459187984467,
0.05481094494462013,
-0.45068058371543884,
-0.690535306930542,
-0.7254823446273804,
-0.3780481517314911,
0.2644556760787964,
0.9501223564147949,
0.6680850982666016,
-0.4804099500179291,
-0.134670227766037,
0.004663227126002312,
0.4007984399795532,
-0.7027838230133057,
0.5578701496124268,
0.16473495960235596,
-0.7571115493774414,
-0.6310154795646667,
0.02259771339595318,
0.4515663981437683,
0.6792578101158142,
0.04180481657385826,
-0.0661468654870987,
-0.6285796165466309,
0.011859273537993431,
-0.38230302929878235,
-0.3617062568664551,
-0.02624683640897274,
0.2399343103170395,
0.6110191941261292,
-0.25767460465431213,
-0.7520071268081665,
0.4813152849674225,
0.8040462136268616,
0.09356433153152466,
0.25152114033699036,
-0.21461689472198486,
0.15820656716823578,
-0.46423596143722534,
0.038171377032995224,
-0.17840532958507538,
-0.06571075320243835,
0.3117176294326782,
-0.03174298629164696,
-0.1838373988866806,
0.3261326849460602,
-6.01236629486084,
-0.40690407156944275,
-0.27791643142700195,
-0.012667540460824966,
-0.46933749318122864,
-0.16897670924663544,
0.9423968195915222,
-0.2378879189491272,
0.3441450595855713,
0.13155502080917358,
0.0692165270447731,
0.03047146089375019,
-0.5499799251556396,
0.6353233456611633,
0.11305227875709534,
0.29968830943107605,
-0.10766144841909409,
-0.004625946749001741,
0.32979023456573486,
0.501193642616272,
0.07663127034902573,
-0.09254811704158783,
0.13445575535297394,
0.104378342628479,
0.23263223469257355,
0.0458756759762764,
-0.8567483425140381,
-0.1638023406267166,
0.25141677260398865,
-0.0032555346842855215,
0.2292829304933548,
-0.5329363346099854,
-0.1925676167011261,
-0.23477038741111755,
0.2241353839635849,
0.026795852929353714,
0.6726927757263184,
-0.028698742389678955,
0.24937045574188232,
-0.11258302628993988,
0.2281336486339569,
0.7243549823760986,
0.2578434348106384,
-0.15266133844852448,
-0.08406785130500793,
-0.43551433086395264,
-0.4343505799770355,
0.02449605241417885,
-0.44194674491882324,
0.42098528146743774,
-0.45495912432670593,
0.037324775010347366,
0.5046311616897583,
-0.07748919725418091,
0.19473570585250854,
-0.053883519023656845,
0.20839130878448486,
0.12323015928268433,
-0.39668071269989014,
0.16762445867061615,
0.4805176854133606,
-0.617998480796814,
0.24769310653209686,
-1.297238826751709,
-0.223257377743721,
0.04673285409808159,
-0.579402506351471,
-0.4614597260951996,
0.2939310371875763,
0.27432942390441895,
-0.42828065156936646,
-0.17734377086162567,
-0.05082015320658684,
-0.4842930734157562,
0.4601164758205414,
-0.45267853140830994,
0.05628230422735214,
-0.013890502974390984,
0.1884981095790863,
-0.03274371474981308,
-0.2943184971809387,
-0.6565989851951599,
-0.22742898762226105,
0.15102270245552063,
0.31799137592315674,
-0.19290673732757568,
-0.09954024851322174,
-0.12793639302253723,
-0.4728645980358124,
-0.1377703994512558,
0.9028459191322327,
0.22078901529312134,
0.1854517161846161,
0.6430438160896301,
0.17637106776237488,
0.47775325179100037,
0.11278408765792847,
-0.09534507244825363,
0.35024410486221313,
-0.4074822664260864,
0.5035877823829651,
-0.18638718128204346,
-0.09400714188814163,
-0.505695641040802,
0.006724645383656025,
0.4151703119277954,
-0.5337854027748108,
0.10636506974697113,
0.7728779911994934,
-0.09204547852277756,
-0.5139771699905396,
-0.10179119557142258,
-0.3180825710296631,
0.3246595561504364,
0.17554184794425964,
0.3227511942386627,
-0.4316132068634033,
0.19415868818759918,
0.16717657446861267,
0.0939488634467125,
0.14665132761001587,
0.1456047147512436,
-0.10972623527050018,
-0.0920959860086441,
-0.021299781277775764,
-0.48708659410476685,
-0.0435287244617939,
0.15128012001514435,
-0.524071455001831,
-0.16783322393894196,
0.05710881948471069,
0.33379656076431274,
-0.11039771139621735,
0.15537887811660767,
0.3368881046772003,
-0.5212519764900208,
0.18012043833732605,
0.29111021757125854,
-0.016012439504265785,
-0.4786059260368347,
0.709938645362854,
0.013757985085248947,
0.14509372413158417,
-0.1370209902524948,
-0.3196285665035248,
-0.16410022974014282,
-0.22052858769893646,
-0.2470744252204895,
-0.5271275043487549,
0.18865425884723663,
0.1534896194934845,
-0.6798122525215149,
-0.16121678054332733,
0.04987813159823418,
-0.17936241626739502,
0.056037940084934235,
0.2745155990123749,
0.2674635946750641,
0.3601701855659485,
-0.2322811484336853,
0.26345792412757874,
0.08583364635705948,
-0.9025816917419434,
-0.06187664717435837,
0.07970009744167328,
0.23081769049167633,
-0.6762399673461914,
0.10431778430938721,
-0.14315864443778992,
0.2970193028450012,
0.005039957817643881,
-0.6840404272079468,
0.07705602794885635,
-0.6967107057571411,
-0.46500200033187866,
0.4590783417224884,
0.25446993112564087,
-0.04871530830860138,
0.06881754845380783,
0.35545602440834045,
0.16632038354873657,
-0.4919165074825287,
-0.13143962621688843,
0.5422346591949463,
0.4240961968898773,
-0.2447010725736618,
0.27950525283813477,
0.5689270496368408,
-0.36174124479293823,
-0.4672245979309082,
0.6238327026367188,
0.2713145315647125,
0.5331805348396301,
-0.15152333676815033,
-0.34710103273391724,
-0.316739559173584,
0.2808074951171875,
0.36853668093681335,
0.13009120523929596,
-0.14965346455574036,
-0.237695574760437,
0.25816139578819275,
-0.5558368563652039,
0.39016464352607727,
0.1643299162387848,
-0.7371478080749512,
-0.10872567445039749,
0.0324387401342392,
0.11526959389448166,
-0.4100981056690216,
-0.405842125415802,
-0.3872780203819275,
-0.10944713652133942,
-0.3745267689228058,
-0.3061915338039398,
0.21850277483463287,
0.09393326938152313,
-0.29986631870269775,
0.10664284229278564,
0.372687965631485,
-0.12623734772205353,
-0.6052574515342712,
-0.29727619886398315,
-0.21858865022659302,
0.14452838897705078,
-0.01974400505423546,
0.3387167751789093,
-0.2518143057823181,
-0.10479193925857544,
0.06646737456321716,
0.054157041013240814,
-0.11950572580099106,
-0.03144827112555504,
0.630235493183136,
-0.7796029448509216,
-0.5658160448074341,
-0.41667118668556213,
0.14717800915241241,
0.04820242151618004,
-0.13697807490825653,
0.23881494998931885,
0.6765918135643005,
-0.23594853281974792,
0.010458015836775303,
0.015372270718216896,
0.2402990162372589,
0.5472652316093445,
-0.6467022895812988,
-0.3306087553501129,
-0.1209888830780983,
-0.05967371538281441,
-0.27815791964530945,
-0.12953521311283112,
0.10217949002981186,
0.7365341782569885,
0.783928632736206,
-0.6407676339149475,
-0.2721790671348572,
-0.29426178336143494,
0.3705469071865082,
0.09310446679592133,
-0.20963619649410248,
-0.7581056356430054,
-0.3423316776752472,
0.0048858425579965115,
-0.18153803050518036,
-0.20308257639408112,
-0.4141761064529419,
0.33386364579200745,
-0.26093119382858276,
-0.2029208540916443,
-0.2794145345687866,
0.16660338640213013,
0.29943421483039856,
0.18383897840976715,
-0.36013999581336975,
-0.22321969270706177,
0.4996207058429718,
0.40904754400253296,
-0.001902202027849853,
-0.035553690046072006,
-0.1476723998785019,
0.04204880818724632,
-0.22382120788097382,
0.42895424365997314,
-0.07513715326786041,
0.38805091381073,
-0.295061320066452,
0.09564413875341415,
-0.1357739418745041,
-0.7354025840759277,
0.2743678390979767,
-0.4905281960964203,
-0.08240476250648499,
-0.1394738107919693,
-0.07658667117357254,
0.16019617021083832,
0.3843350112438202,
-0.08259940892457962,
-0.25287073850631714,
-0.18036091327667236,
0.4507655203342438,
0.5461697578430176,
-0.3416404128074646,
0.23844559490680695,
0.242873877286911,
-0.05934044346213341,
-0.3556450307369232,
0.2773754894733429,
0.2168349176645279,
-0.2390495240688324,
0.23140190541744232,
0.29068610072135925,
0.24618571996688843,
-0.6069691181182861,
-0.010793004184961319,
0.4293231964111328,
-0.2785949409008026,
0.6934121251106262,
0.164195716381073,
0.14636842906475067,
0.6033154129981995,
0.6091235876083374,
-0.41024601459503174,
-0.3302256464958191,
0.7323405146598816,
-0.04847276210784912,
0.1340695172548294,
-0.10591220110654831,
0.39925065636634827,
0.46654048562049866,
0.5603726506233215,
-0.0730302482843399,
-0.08683178573846817,
0.21733100712299347,
0.08034194260835648,
0.45650991797447205,
0.2717882990837097,
-0.043364349752664566,
0.2256794273853302,
0.5555853843688965,
0.43422871828079224,
-0.5973986387252808,
-0.08832937479019165,
-0.07837569713592529,
-0.098799929022789,
0.4280678629875183,
0.5455346703529358,
-0.2619003653526306,
0.7120113372802734,
0.5570410490036011,
-0.04131120443344116,
0.3090459108352661,
0.11471608281135559,
-0.2767055630683899,
0.0071693346835672855,
0.6230519413948059,
-0.012703843414783478,
-0.4882906377315521,
0.1577831655740738,
0.08615206927061081,
0.7701988220214844,
0.21802829205989838,
-0.12611840665340424,
-0.3999520540237427,
-0.05521760508418083,
0.6949492692947388,
0.67911297082901,
0.36125820875167847,
-0.06526602059602737,
-0.5585199594497681,
0.41496533155441284,
-0.5009179711341858,
0.3342885971069336,
-0.6676216125488281,
-0.5365136861801147,
-0.035004716366529465,
0.07969720661640167,
-0.29974135756492615,
0.09526367485523224,
0.41142603754997253,
-0.0009605488157831132,
-0.5792752504348755,
-0.43441787362098694,
0.010976960882544518,
0.02792520262300968,
0.0597974918782711,
0.22727859020233154,
-0.291629433631897,
0.31679806113243103,
-0.08835339546203613,
-0.6002213358879089,
-0.020896386355161667,
0.2525317370891571,
-0.04434032738208771,
0.4891553223133087,
-0.6133528351783752,
1.0310313701629639,
0.024024024605751038,
-0.21920034289360046,
0.05455103516578674,
0.0313272662460804,
0.0003052077372558415,
0.3182871341705322,
-0.36830106377601624,
0.15468916296958923,
-0.4777887463569641,
-0.002291438402608037,
-0.2734011113643646,
-0.25079500675201416,
0.534797728061676,
0.06894521415233612,
-0.136604443192482,
-0.15215323865413666,
0.24955222010612488,
0.549464762210846,
0.1600145846605301,
-0.14499326050281525,
0.10490577667951584,
0.17843039333820343,
-0.07528994232416153,
-0.2088673859834671,
0.49161508679389954,
0.1186848059296608,
-0.03226236626505852,
-0.033925071358680725,
0.19485849142074585,
0.08313948661088943,
-0.3314330577850342,
0.3620236814022064,
0.4730338752269745,
-0.11936765909194946,
-0.3393436670303345,
0.5773956179618835,
-0.3161449730396271,
-0.47257187962532043,
-0.231120303273201,
0.25534313917160034,
0.24176479876041412,
-0.35551583766937256,
-0.4276558458805084,
-0.137931689620018,
-0.1973443478345871,
0.6163541078567505,
-0.3854963481426239,
-0.05421241745352745,
-0.06431566178798676,
-0.13077084720134735,
-0.5956537127494812,
0.0020608133636415005,
-0.03712621331214905,
-0.13093021512031555,
-0.5997365117073059,
-0.035364750772714615,
-0.6076205372810364,
0.312334805727005,
-0.131419375538826,
-0.45734646916389465,
0.00213790126144886,
-0.14162980020046234
] |
Prediction tasks over nodes and edges in networks require careful effort in engineering features used by learning algorithms. Recent research in the broader field of representation learning has led to significant progress in automating prediction by learning the features themselves. However, present feature learning approaches are not expressive enough to capture the diversity of connectivity patterns observed in networks. Here we propose node2vec, an algorithmic framework for learning continuous feature representations for nodes in networks. In node2vec, we learn a mapping of nodes to a low-dimensional space of features that maximizes the likelihood of preserving network neighborhoods of nodes. We define a flexible notion of a node's network neighborhood and design a biased random walk procedure, which efficiently explores diverse neighborhoods. Our algorithm generalizes prior work which is based on rigid notions of network neighborhoods, and we argue that the added flexibility in exploring neighborhoods is the key to learning richer representations.
We demonstrate the efficacy of node2vec over existing state-of-the-art techniques on multi-label classification and link prediction in several real-world networks from diverse domains. Taken together, our work represents a new way for efficiently learning state-of-the-art task-independent representations in complex networks.
|
[
0.012508096173405647,
0.012041975744068623,
-0.021359529346227646,
0.002061152830719948,
-0.032645076513290405,
-0.02562567964196205,
0.011023959144949913,
0.01608208380639553,
-0.014213191345334053,
0.04358391463756561,
-0.007755753118544817,
0.01974128559231758,
-0.0021988782100379467,
0.023557024076581,
0.02591540291905403,
0.061513643711805344,
-0.0068845925852656364,
-0.015007516369223595,
0.007669341750442982,
-0.027511408552527428,
-0.011191652156412601,
-0.004699245095252991,
0.010547216981649399,
0.016431044787168503,
-0.014384156093001366,
0.033542193472385406,
-0.021787166595458984,
-0.029350951313972473,
-0.007568552624434233,
-0.02393607422709465,
-0.005998603068292141,
-0.008736341260373592,
0.0018990819808095694,
0.016587063670158386,
-0.01531574223190546,
-0.022380748763680458,
-0.01057269237935543,
0.030495602637529373,
0.028467945754528046,
-0.005402004346251488,
0.013121888041496277,
-0.009136266075074673,
0.005981793627142906,
-0.0043850187212228775,
-0.011119475588202477,
0.0001412816345691681,
-0.00807554554194212,
-0.00031756656244397163,
-0.014560189098119736,
0.007517942227423191,
-0.009189626201987267,
0.004273224622011185,
-0.012762864120304585,
0.03706510365009308,
-0.0069290148094296455,
-0.01733216643333435,
0.020224260166287422,
0.006446994841098785,
-0.04462498053908348,
0.0013175774365663528,
-0.0207300316542387,
0.015964381396770477,
-0.01952243037521839,
-0.0365695059299469,
-0.012838727794587612,
-0.06638931483030319,
0.007639750838279724,
0.006756347604095936,
0.009281535632908344,
0.02112981118261814,
0.015415875241160393,
0.006057570688426495,
-0.020143412053585052,
0.02970799431204796,
0.00346651510335505,
0.01271756924688816,
-0.006796163972467184,
0.008129095658659935,
-0.008964643813669682,
0.018183855339884758,
-0.006052502430975437,
0.01237423811107874,
0.015067570842802525,
0.014663616195321083,
0.004523820243775845,
0.002932592760771513,
0.0011726184748113155,
0.022792086005210876,
0.014178411103785038,
0.014091651886701584,
0.02424825355410576,
-0.014337980188429356,
0.011249583214521408,
0.02098032645881176,
-0.04175374284386635,
-0.013737264089286327,
0.03522766754031181,
0.030584964901208878,
0.01567651890218258,
0.009287490509450436,
-0.017130300402641296,
0.03978139907121658,
0.017853576689958572,
-0.029338298365473747,
-0.019156455993652344,
0.011754579842090607,
0.02382216602563858,
-0.002994515933096409,
-0.009087190963327885,
0.010115744546055794,
0.024726953357458115,
-0.00917905569076538,
-0.01256727147847414,
0.016352783888578415,
0.017954090610146523,
-0.030779246240854263,
0.0057064080610871315,
-0.02209479548037052,
0.014656046405434608,
-0.006542776245623827,
-0.010201306082308292,
-0.03625490143895149,
0.002889784052968025,
-0.006895127240568399,
0.011607512831687927,
0.016486478969454765,
-0.00882953405380249,
-0.0009626559913158417,
0.017786454409360886,
-0.0012609637342393398,
-0.015253668650984764,
0.005058644339442253,
0.02095257118344307,
0.0017708931118249893,
-0.021965842694044113,
0.004946526605635881,
0.0011581541039049625,
-0.0072779227048158646,
-0.005420807749032974,
-0.01991346850991249,
0.024673709645867348,
0.008534994907677174,
0.004098919685930014,
0.011571799404919147,
0.01302468590438366,
-0.013379596173763275,
0.0006940076127648354,
0.01269764918833971,
-0.03253290802240372,
-0.022616133093833923,
0.010435536503791809,
-0.013607681728899479,
-0.0041463952511549,
-0.013961700722575188,
0.016446176916360855,
0.020319504663348198,
-0.030700044706463814,
0.009496130049228668,
-0.02773217111825943,
0.0028342963196337223,
0.0013209152966737747,
-0.024084972217679024,
-0.012307406403124332,
0.00974838063120842,
0.02437049150466919,
0.03869502991437912,
0.012807832099497318,
0.01685592159628868,
-0.02548723854124546,
0.0023972000926733017,
-0.007966369390487671,
0.01446181908249855,
0.0009656543843448162,
0.01016029343008995,
-0.02812488004565239,
-0.017672475427389145,
0.01863325573503971,
0.005206918343901634,
-0.0072858077473938465,
0.06667415797710419,
0.011622781865298748,
-0.04686223715543747,
-0.029528802260756493,
0.013563728891313076,
-0.011197616346180439,
-0.007886670529842377,
0.02080361917614937,
-0.011892243288457394,
0.03120420128107071,
-0.02524271048605442,
-0.034077294170856476,
0.00519796647131443,
0.0167093425989151,
-0.009747656993567944,
-0.013830060139298439,
0.0025477611925452948,
-0.006511616986244917,
-0.004817136563360691,
-0.005318031646311283,
0.01676776260137558,
0.01411263644695282,
-0.00279622501693666,
0.011545216664671898,
0.000852570403367281,
0.0008113989606499672,
-0.002088287379592657,
0.011931749992072582,
0.002299823332577944,
-0.009546669200062752,
0.02214915119111538,
0.009210565127432346,
-0.01731010153889656,
-0.02030973695218563,
-0.003348883707076311,
-0.01237811055034399,
-0.00007872958667576313,
0.001024796161800623,
0.02310936525464058,
-0.0029608742333948612,
-0.01340162381529808,
-0.0006558536551892757,
0.005701949819922447,
0.012018564157187939,
-0.00721037806943059,
0.030250120908021927,
0.027119524776935577,
-0.0189680103212595,
0.014255993068218231,
0.020713523030281067,
0.011206856928765774,
0.016763918101787567,
-0.02655305154621601,
-0.012869172729551792,
0.007734389044344425,
0.024683941155672073,
0.011439384892582893,
0.00907841231673956,
-0.03245983272790909,
0.006163372658193111,
-0.0059543391689658165,
-0.010492549277842045,
-0.022186413407325745,
-0.011990394443273544,
-0.010111546143889427,
-0.019239529967308044,
-0.009350836277008057,
0.02120485156774521,
-0.013210007920861244,
0.0023478688672184944,
-0.0028969920240342617,
0.005794579163193703,
0.018700039014220238,
0.03544706478714943,
0.0020837122574448586,
-0.02342364192008972,
-0.02884826995432377,
-0.0038110874593257904,
0.012202619574964046,
0.024298347532749176,
0.002410443965345621,
-0.01618187315762043,
0.008729753084480762,
-0.011718414723873138,
0.011989710852503777,
-0.02402365766465664,
0.028407225385308266,
0.004611644893884659,
0.026180360466241837,
0.014107238501310349,
-0.003207860514521599,
0.005643764045089483,
-0.012402022257447243,
-0.004380021244287491,
-0.08058410882949829,
-0.009748362004756927,
-0.01820996031165123,
0.0005950250197201967,
0.012968088500201702,
-0.04686243087053299,
0.008788768202066422,
0.007984040305018425,
-0.01510876975953579,
-0.006229315418750048,
0.01773444004356861,
0.02018667757511139,
-0.022973136976361275,
0.010981558822095394,
0.03035324439406395,
-0.016986437141895294,
0.018108848482370377,
0.014353631064295769,
-0.019475312903523445,
-0.016898419708013535,
0.02714112401008606,
-0.024258103221654892,
0.02609340101480484,
0.0019564542453736067,
-0.03907778859138489,
-0.003885820275172591,
0.011403211392462254,
-0.005905925761908293,
-0.005978844128549099,
0.012833820655941963,
0.0033597396686673164,
-0.02123618684709072,
-0.008604692295193672,
-0.012165386229753494,
0.028054900467395782,
-0.02839468978345394,
-0.01998433843255043,
0.0066129062324762344,
-0.008579813875257969,
0.03621968626976013,
0.016990281641483307,
0.016336975619196892,
-0.007820326834917068,
0.026962067931890488,
0.010150316171348095,
0.010229767300188541,
-0.0076455180533230305,
0.0003771896008402109,
0.021665900945663452,
-0.0020699817687273026,
0.012349382974207401,
-0.00304969260469079,
-0.026996919885277748,
0.012220555916428566,
-0.0044908467680215836,
0.011146675795316696,
-0.008420651778578758,
-0.029490988701581955,
-0.014120392501354218,
0.002446400700137019,
-0.013349689543247223,
-0.027571551501750946,
0.039774827659130096,
-0.017966894432902336,
-0.017166567966341972,
-0.03667374700307846,
0.015107182785868645,
0.005588574800640345,
0.00853064563125372,
-0.0019688971806317568,
0.020093774423003197,
-0.027991019189357758,
-0.02508809044957161,
-0.0007561541860923171,
-0.01713685691356659,
-0.015292241238057613,
-0.014811101369559765,
-0.026696953922510147,
-0.004308701492846012,
-0.039249058812856674,
-0.011409194208681583,
0.02157011441886425,
-0.015209449455142021,
-0.009718680754303932,
-0.010408319532871246,
-0.02295861952006817,
0.011855276301503181,
-0.012238126248121262,
0.005945245735347271,
-0.009673850610852242,
0.025028014555573463,
-0.01456149760633707,
-0.015067052096128464,
-0.00034326512832194567,
-0.0029237084090709686,
-0.04712323471903801,
0.0027096509002149105,
0.00576026039198041,
0.005913578439503908,
0.008890504017472267,
0.024975769221782684,
-0.0048387181013822556,
0.04964607581496239,
-0.018055647611618042,
-0.012415491975843906,
0.007168132346123457,
0.0038868607953190804,
0.00373489479534328,
0.009502801112830639,
-0.004375079181045294,
-0.013403230346739292,
-0.025775376707315445,
-0.008550519123673439,
-0.002853721845895052,
0.009097493253648281,
0.002796160988509655,
-0.0048651499673724174,
-0.03843385726213455,
0.07192346453666687,
0.030977517366409302,
0.0218752920627594,
-0.010797941125929356,
-0.03268108889460564,
-0.014943841844797134,
-0.007024829275906086,
-0.004168743267655373,
-0.0036884723231196404,
-0.0020572561770677567,
0.012322839349508286,
-0.014586198143661022,
-0.020578725263476372,
0.01929035224020481,
-0.026472944766283035,
-0.0035511974710971117,
0.024158744141459465,
0.01170718390494585,
-0.0019923169165849686,
0.013266926631331444,
0.0006285975687205791,
0.005409417673945427,
-0.0021926260087639093,
-0.026974065229296684,
-0.00777928251773119,
-0.041298262774944305,
0.03514304384589195,
-0.012996643781661987,
-0.0014465125277638435,
0.007616046816110611,
-0.00826992653310299,
0.007739619351923466,
-0.003878997638821602,
-0.01958639547228813,
0.002256353385746479,
-0.010053887031972408,
0.029993902891874313,
0.010346137918531895,
0.00815409142524004,
0.007462543435394764,
0.026742372661828995,
-0.009713971056044102,
0.06859719753265381,
0.018119368702173233,
0.011889594607055187,
0.0004971912130713463,
-0.011095557361841202,
-0.007176934741437435,
-0.01476345956325531,
0.013502882793545723,
0.003920033574104309,
0.02192726358771324,
0.009811007417738438,
-0.004098624922335148,
-0.008594246581196785,
-0.030794905498623848,
-0.00907661858946085,
-0.011526360176503658,
-0.025927983224391937,
-0.017321057617664337,
-0.002205993514508009,
-0.021291814744472504,
-0.007248552516102791,
-0.023758338764309883,
0.0011742485221475363,
-0.024221457540988922,
0.019492462277412415,
-0.014354841783642769,
-0.01477297954261303,
-0.014798072166740894,
0.010546578094363213,
0.017243731766939163,
0.007662462070584297,
-0.027213649824261665,
-0.0007299454882740974,
-0.021229691803455353,
0.02025419846177101,
0.008560104295611382,
0.02461806870996952,
0.0217309407889843,
-0.010121693834662437,
0.006527174264192581,
-0.01879027672111988,
-0.0066086589358747005,
0.021431036293506622,
0.01927141472697258,
0.01750047318637371,
-0.07426617294549942,
0.006091368850320578,
0.007349048275500536,
-0.007295360788702965,
-0.00977502204477787,
0.02413618378341198,
-0.009945204481482506,
-0.03481941670179367,
0.0056059956550598145,
0.001839610398747027,
0.029010923579335213,
-0.017234476283192635,
-0.029194306582212448,
0.01605215109884739,
0.005751211196184158,
0.029169920831918716,
-0.017565730959177017,
0.008717008866369724,
0.040999915450811386,
-0.007907288148999214,
0.045516565442085266,
-0.01952655054628849,
0.036754339933395386,
0.0037449547089636326,
-0.003475304925814271,
-0.08088748157024384,
-0.005816209129989147,
0.014893906190991402,
-0.02061055600643158,
-0.00399846863001585,
-0.004287519492208958,
0.012462379410862923,
-0.006781499832868576,
0.01001572236418724,
-0.013788588345050812,
0.014652123674750328,
-0.007697166409343481,
-0.008198950439691544,
-0.005514409393072128,
-0.0028373943641781807,
-0.0030850996263325214,
0.014356231316924095,
-0.010047796182334423,
-0.0171283520758152,
0.001842439640313387,
0.004103160463273525,
-0.000260333064943552,
-0.008962344378232956,
0.021402709186077118,
-0.017846722155809402,
-0.018207522109150887,
-0.031038863584399223,
0.017931535840034485,
-0.0027588980738073587,
-0.01868527941405773,
0.015436196699738503,
-0.008139913901686668,
-0.005166053771972656,
-0.029724758118391037,
-0.018691688776016235,
0.007156102918088436,
0.004172927234321833,
0.00473810127004981,
-0.004696395248174667,
-0.024584464728832245,
-0.004907363094389439,
0.019456390291452408,
0.031574320048093796,
0.01478598266839981,
-0.008503973484039307,
0.012024118565022945,
0.00676373764872551,
-0.0009022018639370799,
0.02333635836839676,
0.028624434024095535,
-0.00021301471861079335,
-0.0236542709171772,
0.021821703761816025,
0.025584455579519272,
-0.01135727297514677,
0.047775998711586,
-0.0042278640903532505,
0.0016097541665658355,
0.024302082136273384,
0.013485351577401161,
-0.005018893629312515,
0.013763862662017345,
-0.020455602556467056,
0.07133039832115173,
-0.027425192296504974,
-0.0052544791251420975,
-0.03579143434762955,
-0.01507420651614666,
-0.002651384798809886,
-0.006860659923404455,
-0.018111074343323708,
-0.002080845646560192,
-0.0035083654802292585,
0.030875133350491524,
-0.0051385401748120785,
-0.009662820026278496,
0.01208658330142498,
0.018400194123387337,
-0.011334804818034172,
0.00945156067609787,
-0.007883496582508087,
0.009977012872695923,
-0.02598443813621998,
0.00808639544993639,
0.021638423204421997,
-0.04313116520643234,
-0.008073641918599606,
0.0053022196516394615,
0.012954778969287872,
0.008486583828926086,
-0.012906733900308609,
-0.010325172916054726,
-0.027049198746681213,
-0.013470485806465149,
0.01794363185763359,
-0.00038624851731583476,
0.006146867293864489,
0.04630011320114136,
-0.011607164517045021,
0.04141900688409805,
0.003865133272483945,
-0.013545693829655647,
0.008818580769002438,
-0.020281963050365448,
-0.010447160340845585,
-0.0019264721777290106,
-0.01621335931122303,
-0.021576156839728355,
0.03449773043394089,
0.048060059547424316,
-0.016352534294128418,
0.020960725843906403,
0.0025883344933390617,
0.021292299032211304,
0.003714344697073102,
0.03500640392303467,
0.008465567603707314,
0.016769446432590485,
-0.04463990777730942,
-0.02313707396388054,
0.020390890538692474,
-0.02846538834273815,
0.007452936377376318,
0.003849687520414591,
-0.01689232513308525,
-0.02180776745080948,
-0.0004350030794739723,
0.028317857533693314,
-0.008511577732861042,
-0.012773163616657257,
-0.017362941056489944,
-0.00870888214558363,
0.01806124672293663,
-0.010525526478886604,
0.010110894218087196,
0.005645523779094219,
0.03248210996389389,
0.007055077701807022,
0.010446084663271904,
-0.017833469435572624,
0.011376651003956795,
0.008188767358660698,
0.00553924310952425,
-0.0026304852217435837,
-0.0005195406265556812,
0.0009723531547933817,
-0.02600536122918129,
-0.010951412841677666,
-0.007226265035569668,
-0.057816021144390106,
0.03181684762239456,
-0.003870273008942604,
0.01591750793159008,
0.029122278094291687,
0.009917872957885265,
0.006182284094393253,
-0.04512091726064682,
0.009399907663464546,
0.034672752022743225,
0.003402730217203498,
0.008879166096448898,
-0.0009976564906537533,
0.01575421914458275,
0.030863342806696892,
0.02092377096414566,
-0.00423767976462841,
-0.016997331753373146,
-0.009268113411962986,
-0.00011722906492650509,
0.0006927326321601868,
-0.0003014346584677696,
0.005040179472416639,
-0.016865748912096024,
0.023496288806200027,
-0.0013817725703120232,
-0.010066865012049675,
0.03254370391368866,
-0.009336531162261963,
0.02422761358320713,
-0.012241626158356667,
0.0192500501871109,
0.00327565660700202,
-0.011350048705935478,
-0.013713876716792583,
0.0219623614102602,
0.031515516340732574,
0.003064369782805443,
0.0012382883578538895,
-0.03920707106590271,
-0.011334097012877464,
-0.010127563960850239,
0.018936078995466232,
0.007568836212158203,
0.029585108160972595,
0.006914800498634577,
0.0066683231852948666,
0.0210549458861351,
0.019718443974852562,
-0.014324739575386047,
0.014072710648179054,
0.002954225055873394,
0.018405232578516006,
-0.017768381163477898,
-0.011811912059783936,
-0.01516822911798954,
-0.0012061904417350888,
-0.011659595184028149,
0.007558729965239763,
-0.03702457994222641,
0.00004820246249437332,
-0.02046850696206093,
0.0063190702348947525,
0.0037233976181596518,
0.009709173813462257,
0.02204931154847145,
-0.001577027142047882,
-0.004915276542305946,
0.004735344089567661,
0.01887945830821991,
0.005982228554785252,
0.01581728644669056,
-0.030797883868217468,
0.02023303508758545,
0.00039224280044436455,
0.015733815729618073,
-0.013319004327058792,
0.019618768244981766,
0.019573714584112167,
0.04627370834350586,
-0.03887428715825081,
-0.009671888314187527,
-0.016076646745204926,
0.021445749327540398,
-0.025931596755981445,
-0.001942486735060811,
-0.02462262287735939,
0.016286196187138557,
-0.023654872551560402,
-0.020152641460299492,
0.0005486262962222099,
0.014949285425245762,
0.006368917878717184,
0.010058575309813023,
0.00591485109180212,
-0.029333986341953278,
0.0008318868931382895,
-0.012759007513523102,
-0.012070849537849426,
0.004049258306622505,
0.0018913464155048132,
-0.029533911496400833,
-0.006829899735748768,
0.0032340125180780888,
0.014133986085653305,
-0.019631143659353256,
-0.022000566124916077,
0.00041813752613961697,
0.004454089794307947,
-0.00833812728524208,
0.0058100465685129166,
-0.011928094550967216,
0.01966281607747078,
0.016509845852851868,
0.016634376719594002,
-0.03045552968978882
] |
[
-0.24800509214401245,
-0.41373491287231445,
0.019575733691453934,
0.27515193819999695,
0.17943517863750458,
0.41073253750801086,
0.0351022332906723,
-0.19945017993450165,
-0.1981491595506668,
-1.0205776691436768,
0.012185132130980492,
0.5643439292907715,
-0.2868820130825043,
0.16024985909461975,
-0.021259522065520287,
0.5954992771148682,
0.31225937604904175,
0.14074762165546417,
-0.07474599778652191,
-0.3887479901313782,
-0.19964808225631714,
-0.055053725838661194,
0.15088088810443878,
-0.07836905866861343,
-0.06350808590650558,
-0.007644164841622114,
0.405362069606781,
0.5991358160972595,
-0.16949298977851868,
0.21985363960266113,
-0.3229123055934906,
0.7528101801872253,
-0.468218058347702,
-0.19684799015522003,
0.05099477618932724,
0.011988742277026176,
-0.038806721568107605,
-0.13013094663619995,
-0.12904615700244904,
-0.4424797296524048,
0.5164806246757507,
-0.07409428805112839,
-0.10710562020540237,
0.47542592883110046,
-0.472126305103302,
-0.5637093782424927,
-1.363555669784546,
-0.07553226500749588,
0.011630374006927013,
-0.5733616352081299,
-0.24864093959331512,
0.7844710946083069,
0.14482492208480835,
0.4683793783187866,
-0.2189866155385971,
0.4308219850063324,
0.0937746912240982,
-0.24593329429626465,
0.5188135504722595,
-0.037035368382930756,
-0.1332503855228424,
-0.30133911967277527,
0.02529679611325264,
0.37909409403800964,
-0.5303612947463989,
0.24698004126548767,
0.09990821778774261,
-0.16593411564826965,
-0.7394399046897888,
-0.22461220622062683,
0.07125523686408997,
-0.16936421394348145,
-0.3581502139568329,
0.1933794617652893,
-0.5176856517791748,
0.006532696541398764,
0.08711402863264084,
-0.21778111159801483,
0.2324291169643402,
0.052349720150232315,
-0.01857500709593296,
0.06302157044410706,
0.3688358664512634,
-0.3253771960735321,
0.6440457105636597,
0.35117271542549133,
-0.23834523558616638,
0.019907817244529724,
-0.8045666813850403,
0.18553586304187775,
-0.08252917975187302,
-0.48294296860694885,
0.28259870409965515,
0.3864121437072754,
0.33059126138687134,
0.5741477608680725,
-0.010551250539720058,
0.0888189896941185,
0.41578051447868347,
0.24876008927822113,
0.12689350545406342,
-0.5133543610572815,
-0.06410961598157883,
-0.06219802051782608,
-0.3446419835090637,
-0.8352082371711731,
-0.5370972752571106,
-0.37481024861335754,
-0.6642379760742188,
0.2805219292640686,
-0.8639647364616394,
0.453380286693573,
0.2773646116256714,
0.0454617440700531,
-0.17846214771270752,
-0.007081092335283756,
-0.08136733621358871,
-0.02188125252723694,
-0.4223783612251282,
0.2033257931470871,
-0.22845667600631714,
1.1176636219024658,
0.28739458322525024,
0.7510129809379578,
0.15840059518814087,
0.3712596595287323,
0.45519861578941345,
0.7704395651817322,
-0.20023338496685028,
0.007697544991970062,
0.3577146530151367,
0.7435535788536072,
0.04414720460772514,
-0.1572270691394806,
-0.11979857832193375,
-0.33328181505203247,
-0.08646182715892792,
0.0627792552113533,
0.06940793991088867,
-0.22205926477909088,
-0.5774360299110413,
-0.8544661402702332,
-0.04332639276981354,
0.3361850082874298,
0.37510624527931213,
-0.249435156583786,
0.026629557833075523,
-0.29635804891586304,
-0.17818699777126312,
-0.15148434042930603,
-0.06447459012269974,
-0.0777457058429718,
-0.8358743190765381,
-0.12398826330900192,
-0.30113694071769714,
0.6863839030265808,
-0.35816270112991333,
-0.03542705625295639,
-0.39699140191078186,
0.4269205629825592,
0.08096965402364731,
0.4367186725139618,
-0.3406274914741516,
-0.20549920201301575,
0.2704448103904724,
-0.7724413275718689,
0.5278903245925903,
0.19057127833366394,
0.2539909780025482,
0.06957940012216568,
-0.25159794092178345,
-0.16973274946212769,
-0.06403830647468567,
-0.47657254338264465,
0.10379606485366821,
0.1556883156299591,
0.4895494282245636,
-0.22032330930233002,
0.20230816304683685,
-0.06714639067649841,
-0.7430995106697083,
0.10577178001403809,
0.42993804812431335,
-0.6491811871528625,
-0.15579837560653687,
0.06873976439237595,
0.5594078302383423,
-0.023979706689715385,
-0.2443101853132248,
-0.3651876747608185,
-0.4652446508407593,
-0.018686767667531967,
0.5843880772590637,
-1.0969310998916626,
1.2620612382888794,
-0.013486075215041637,
-0.2331516444683075,
0.5803632140159607,
-0.48518258333206177,
0.21627651154994965,
0.3578232526779175,
-0.4312007427215576,
0.686000645160675,
-0.21586179733276367,
-0.4400756061077118,
0.11542797088623047,
-0.2527638077735901,
-0.24283580482006073,
-0.89364093542099,
0.3361571133136749,
0.6609711647033691,
-0.3238260746002197,
-0.19766880571842194,
-0.3361280858516693,
0.6151413321495056,
0.01569592021405697,
-0.20685002207756042,
0.30647945404052734,
0.09307153522968292,
-0.2437451332807541,
0.6131231784820557,
-0.2517523765563965,
0.06597117334604263,
0.4499921500682831,
0.19213533401489258,
0.4097955524921417,
0.6630971431732178,
0.3155357539653778,
0.9937832355499268,
-0.489531010389328,
-0.40696829557418823,
0.10753747075796127,
0.10797130316495895,
-0.33438366651535034,
-0.05352481082081795,
-0.02713787741959095,
0.1265808343887329,
-0.221209317445755,
0.36489588022232056,
0.037968434393405914,
-0.252185583114624,
0.29343289136886597,
-0.503390908241272,
0.10537171363830566,
0.02443610318005085,
-0.5864362716674805,
-0.45401421189308167,
0.056613385677337646,
-0.5029857754707336,
-0.605411946773529,
-0.3681478500366211,
0.5643699765205383,
0.46799278259277344,
-0.5126570463180542,
-0.08044997602701187,
0.10420186817646027,
0.03556586056947708,
-0.4150177538394928,
-0.035257626324892044,
0.11393732577562332,
-0.09952595084905624,
-0.028140995651483536,
0.023805905133485794,
-0.19387799501419067,
-0.11809516698122025,
-0.18891672790050507,
-0.48289719223976135,
-0.6206101179122925,
0.576576828956604,
0.9076260328292847,
0.5469294190406799,
-0.5422841906547546,
-0.2751081883907318,
0.00579768605530262,
0.13830238580703735,
-1.0610404014587402,
0.25435274839401245,
0.8345983624458313,
-0.8610501289367676,
-0.47395938634872437,
0.12260271608829498,
0.45954999327659607,
0.7780616283416748,
-0.11893739551305771,
-0.2603590786457062,
-0.33880341053009033,
0.07892413437366486,
-0.11240522563457489,
-0.36301252245903015,
-0.2731828987598419,
-0.10213328897953033,
0.507358193397522,
-0.47879770398139954,
-0.3814516067504883,
0.4403687119483948,
0.6794923543930054,
-0.038851507008075714,
0.08581913262605667,
0.4491153061389923,
-0.11912946403026581,
-0.1960965245962143,
0.12815989553928375,
-0.01724565029144287,
-0.4147888123989105,
-0.3180483281612396,
0.11178454756736755,
-0.3693361282348633,
0.749607503414154,
-5.9480671882629395,
-0.24926480650901794,
-0.37746462225914,
-0.10391686856746674,
-0.681462287902832,
-0.12958472967147827,
0.788815975189209,
0.2638721764087677,
0.3893629014492035,
-0.47940605878829956,
0.005078133661299944,
-0.03573831543326378,
-0.2914632260799408,
0.477632611989975,
0.34848082065582275,
0.022776683792471886,
0.5298545360565186,
0.06253759562969208,
0.7085792422294617,
0.3319541811943054,
0.272603839635849,
-0.4175739884376526,
-0.39557409286499023,
0.1751919388771057,
0.030607542023062706,
0.37574049830436707,
-0.8795929551124573,
0.49255427718162537,
-0.2773941457271576,
-0.11042488366365433,
-0.12868191301822662,
-0.6261816024780273,
-0.4708082973957062,
-0.30488312244415283,
0.4476792514324188,
0.31490346789360046,
0.37434545159339905,
0.16353362798690796,
0.36277225613594055,
-0.21258051693439484,
0.1320580691099167,
0.5731415152549744,
-0.20517969131469727,
0.13093183934688568,
-0.00023192823573481292,
-0.2146921455860138,
-0.07853928208351135,
0.4569087028503418,
-0.13464120030403137,
0.6162179708480835,
0.10037421435117722,
-0.06518986076116562,
0.04577209800481796,
0.3108481466770172,
0.2249419093132019,
-0.32329827547073364,
0.22258253395557404,
-0.1616028994321823,
-0.38550031185150146,
0.6220417022705078,
0.48361098766326904,
-0.549724817276001,
0.21144361793994904,
-1.1443778276443481,
-0.05768515169620514,
0.5887264013290405,
-0.3699857294559479,
-0.6769917607307434,
-0.2526024580001831,
-0.04449407756328583,
-0.30740755796432495,
-0.1395329087972641,
0.07359050959348679,
-0.3330574631690979,
0.3161771297454834,
-0.3869568407535553,
0.1346518099308014,
0.11096492409706116,
0.31163251399993896,
-0.2779322564601898,
-0.29903531074523926,
-0.720273494720459,
0.11471399664878845,
-0.0865280032157898,
0.26104211807250977,
-0.31147676706314087,
-0.40089502930641174,
-0.14310020208358765,
-0.1722833663225174,
0.0714457780122757,
0.6939983367919922,
-0.5486035346984863,
0.40946754813194275,
0.5551351308822632,
0.30191341042518616,
0.7099484205245972,
0.6763308048248291,
-0.06812181323766708,
0.14493687450885773,
-0.14518678188323975,
0.007356605492532253,
-0.034459371119737625,
-0.13155262172222137,
-0.234853133559227,
0.06571101397275925,
0.3834613561630249,
-0.30668437480926514,
0.031518034636974335,
0.7101696729660034,
-0.43549448251724243,
-0.3250572681427002,
-0.04701084643602371,
-0.484958678483963,
-0.33118388056755066,
0.14101451635360718,
0.09389884769916534,
-0.24021315574645996,
0.23759309947490692,
0.738012969493866,
-0.1500048041343689,
0.12162699550390244,
-0.015261081047356129,
0.12619946897029877,
0.08247062563896179,
0.30979710817337036,
-0.337260365486145,
0.10680980980396271,
0.3931141197681427,
0.003630890743806958,
-0.01939789578318596,
0.3170471489429474,
0.4177296757698059,
-0.18312187492847443,
0.050381023436784744,
0.43653959035873413,
-0.4901424050331116,
0.1701691746711731,
-0.014513429254293442,
0.2933722138404846,
-0.515426516532898,
0.33846646547317505,
0.0772286057472229,
-0.12057293206453323,
-0.40636688470840454,
0.22885741293430328,
0.06226048618555069,
0.20759522914886475,
-0.027900319546461105,
-0.25856903195381165,
0.4073299169540405,
-0.4453335404396057,
-0.01969081349670887,
0.0593629851937294,
-0.16282294690608978,
0.00028603748069144785,
0.3869262635707855,
0.38098135590553284,
-0.2500302791595459,
0.4235074818134308,
-0.304119348526001,
0.6281487941741943,
0.020094439387321472,
-0.6445873975753784,
0.07557977735996246,
-0.17844492197036743,
0.43925395607948303,
-0.46948057413101196,
-0.10614806413650513,
-0.02400592900812626,
0.2956262230873108,
-0.3568382263183594,
-0.6503188014030457,
0.003352397819980979,
-0.4333420991897583,
0.052430056035518646,
-0.18233191967010498,
0.05294669046998024,
0.26001906394958496,
-0.33446699380874634,
0.22564826905727386,
0.023840660229325294,
-0.26689237356185913,
0.03437846526503563,
0.4882446825504303,
0.8252729773521423,
0.29327914118766785,
-0.34746497869491577,
0.3382951617240906,
-0.5914931893348694,
-0.35785189270973206,
-0.08601997047662735,
0.18412137031555176,
0.5515249371528625,
0.000031376428523799405,
0.36530253291130066,
-0.3207288980484009,
0.20518910884857178,
0.1761816143989563,
0.019547084346413612,
-0.3441356122493744,
-0.32296887040138245,
0.3228219747543335,
-0.30083131790161133,
0.5056362748146057,
0.19349737465381622,
-0.047524627298116684,
-0.14851130545139313,
0.11926696449518204,
0.055281832814216614,
-0.21949483454227448,
-0.6847518086433411,
-0.4447125792503357,
-0.1892973780632019,
0.03747589886188507,
-0.0937967523932457,
-0.27311351895332336,
0.8856567740440369,
-0.06746884435415268,
-0.23082423210144043,
0.22302521765232086,
0.12721939384937286,
-0.39835384488105774,
-0.3911355137825012,
-0.07080083340406418,
0.017672045156359673,
-0.01664130389690399,
0.2674967050552368,
-0.26818808913230896,
0.052745524793863297,
0.26764607429504395,
-0.03100435994565487,
-0.2188715636730194,
0.07860210537910461,
0.17547667026519775,
-0.12570439279079437,
-0.3244921565055847,
-0.39357951283454895,
0.4395178258419037,
-0.07482262700796127,
-0.17663151025772095,
-0.07186836749315262,
0.759813666343689,
-0.21318259835243225,
-0.4769343435764313,
0.23215672373771667,
0.24645844101905823,
0.44437509775161743,
-0.2113105207681656,
-0.5316747426986694,
-0.17115576565265656,
0.06972189247608185,
0.09515590965747833,
-0.2591753900051117,
0.09466627240180969,
0.8675498366355896,
0.21668778359889984,
-0.33881253004074097,
-0.6675475239753723,
-0.08747120201587677,
0.45647507905960083,
0.09152468293905258,
-0.3483390212059021,
-0.1113060787320137,
-0.6388237476348877,
0.45734915137290955,
0.08866823464632034,
-0.5173351168632507,
-0.283582478761673,
0.25756195187568665,
-0.4214428961277008,
-0.04866268113255501,
-0.019052667543292046,
0.2883627712726593,
0.6220369338989258,
0.062344808131456375,
-0.3158476650714874,
-0.05104539543390274,
0.3943237066268921,
-0.15344703197479248,
0.1387508064508438,
-0.2817254364490509,
-0.22547563910484314,
-0.04252685606479645,
-0.16398358345031738,
0.40498125553131104,
-0.08695505559444427,
0.2932688295841217,
0.007362661883234978,
0.30864712595939636,
-0.2000616490840912,
-0.26077520847320557,
0.11633917689323425,
-1.138071894645691,
-0.10866926610469818,
-0.14682933688163757,
0.2644140124320984,
0.5858235955238342,
0.3503688871860504,
0.3118508756160736,
-0.10493948310613632,
-0.32244306802749634,
0.8904234170913696,
0.22497104108333588,
-0.6522550582885742,
0.46362295746803284,
0.28715980052948,
0.31413769721984863,
0.08448807895183563,
-0.1931329369544983,
-0.024156449362635612,
0.36261364817619324,
0.2828415632247925,
0.20042535662651062,
0.5960851907730103,
-0.17852291464805603,
0.23723186552524567,
0.23242031037807465,
-0.15460297465324402,
0.7271479368209839,
0.1423868089914322,
-0.2895418107509613,
0.4957413971424103,
0.6966280341148376,
-0.5170610547065735,
-0.3523120582103729,
0.5602170825004578,
-0.27193281054496765,
0.2864225208759308,
0.12860801815986633,
0.38701003789901733,
0.31769219040870667,
0.711222231388092,
-0.29755699634552,
0.23562197387218475,
-0.035328734666109085,
0.522070050239563,
0.3363417088985443,
-0.3680756986141205,
-0.07702600210905075,
-0.17527265846729279,
0.7432842254638672,
0.011305606923997402,
-0.44122639298439026,
0.2606557607650757,
-0.20479771494865417,
0.5159358978271484,
0.4437665641307831,
0.23304682970046997,
-0.2596127390861511,
0.4602871537208557,
-0.05643828585743904,
-0.23047584295272827,
-0.0023021423257887363,
0.25182828307151794,
-0.20085345208644867,
-0.2530915439128876,
0.44461286067962646,
-0.22569365799427032,
-0.08657749742269516,
0.34862005710601807,
0.26787441968917847,
0.4377879202365875,
-0.08516751974821091,
-0.17639665305614471,
-0.709947407245636,
0.07449604570865631,
0.8043345212936401,
-0.00941802840679884,
0.6521599292755127,
-0.16445226967334747,
-0.03685480356216431,
0.36143866181373596,
-0.2628922462463379,
0.5511280298233032,
-0.2308361530303955,
-0.7507761716842651,
-0.1803998202085495,
0.19728705286979675,
-0.08091988414525986,
0.1525266170501709,
0.12065431475639343,
-0.09077988564968109,
-0.07747495919466019,
-0.1114412397146225,
-0.03596291318535805,
-0.4371667802333832,
-0.27122560143470764,
-0.05922695994377136,
0.4765591025352478,
0.057729657739400864,
0.17840790748596191,
-0.6829239130020142,
0.03668693080544472,
0.23635748028755188,
0.06150265783071518,
0.462380051612854,
-0.6275720000267029,
1.0495063066482544,
0.28979501128196716,
0.2172641158103943,
0.13563984632492065,
-0.22460658848285675,
0.21168972551822662,
0.6381375193595886,
-0.2187827080488205,
0.32144999504089355,
-0.29348787665367126,
0.012038089334964752,
-0.7668869495391846,
-0.2260192483663559,
0.6882394552230835,
-0.02993997000157833,
-0.10452839732170105,
-0.16226382553577423,
0.04127998277544975,
-0.21036610007286072,
0.13462324440479279,
-0.050581980496644974,
0.0179143063724041,
-0.7051026225090027,
-0.381996214389801,
-0.4930248260498047,
0.45985299348831177,
-0.5117227435112,
0.14191633462905884,
-0.39133259654045105,
-0.011212358251214027,
0.16310977935791016,
-0.2140398919582367,
0.11939456313848495,
0.14522409439086914,
-0.2901152968406677,
-0.6504309773445129,
0.5911897420883179,
-0.8526835441589355,
0.2425699383020401,
0.36099815368652344,
0.4843897521495819,
0.45945146679878235,
-0.54927659034729,
-0.47272989153862,
-0.09684871137142181,
-0.12233340740203857,
0.7594054341316223,
-0.3207426071166992,
0.33364593982696533,
-0.36852124333381653,
-0.4125537872314453,
-0.838080644607544,
0.6687328815460205,
-0.10791860520839691,
0.0823613852262497,
-0.4007316529750824,
-0.15258841216564178,
-0.5762873291969299,
-0.13675841689109802,
0.11732463538646698,
-0.9445117712020874,
-0.5349089503288269,
-0.07222260534763336
] |
Summarization based on text extraction is inherently limited, but generation-style abstractive methods have proven challenging to build. In this work, we propose a fully data-driven approach to abstractive sentence summarization. Our method utilizes a local attention-based model that generates each word of the summary conditioned on the input sentence. While the model is structurally simple, it can easily be trained end-to-end and scales to a large amount of training data. The model shows significant performance gains on the DUC-2004 shared task compared with several strong baselines.
|
[
-0.0013262835564091802,
0.013611558824777603,
-0.008814061060547829,
0.016106339171528816,
-0.0051369331777095795,
-0.012951924465596676,
0.0073395236395299435,
-0.006100751925259829,
-0.014964896254241467,
0.0208143200725317,
-0.009641348384320736,
0.010043032467365265,
0.0196766909211874,
0.0081186443567276,
0.0004790642997249961,
0.017866695299744606,
0.013841929845511913,
-0.0035045838449150324,
0.005197563674300909,
-0.014329500496387482,
0.021394846960902214,
-0.004825982265174389,
0.007970872335135937,
0.014649391174316406,
-0.020064804702997208,
0.0205509252846241,
0.0028557965997606516,
-0.016164174303412437,
-0.005595943424850702,
-0.026831641793251038,
-0.007967805489897728,
-0.015581630170345306,
0.008554907515645027,
0.0019469152903184295,
0.0043346635065972805,
0.007209424860775471,
-0.0054272497072815895,
0.01778736524283886,
-0.0044502331875264645,
-0.0038583106361329556,
-0.012621172703802586,
-0.004507385194301605,
0.003864424303174019,
0.008446140214800835,
-0.009867885150015354,
-0.006003610789775848,
-0.0026891555171459913,
-0.008343454450368881,
0.0031259646639227867,
0.006584446411579847,
-0.013284535147249699,
-0.005339088849723339,
-0.00598748167976737,
-0.009585253894329071,
-0.0049397749826312065,
-0.0161608774214983,
0.01837174780666828,
0.017014030367136,
-0.01741102896630764,
-0.002837009960785508,
-0.029600683599710464,
0.04025722295045853,
0.0022225582506507635,
-0.010614654049277306,
-0.028750790283083916,
-0.06758928298950195,
0.0201568566262722,
0.011743897572159767,
0.007717896718531847,
-0.01879906840622425,
0.007434261962771416,
0.00762024475261569,
-0.0036781381350010633,
0.011148197576403618,
-0.002338508376851678,
0.005265085492283106,
0.002434204099699855,
-0.0004713904345408082,
-0.030029239133000374,
-0.005105625372380018,
-0.004390212241560221,
0.013291244395077229,
0.002200101036578417,
0.004334004130214453,
-0.019135819748044014,
-0.00573062663897872,
0.002656886586919427,
0.013646576553583145,
0.020324567332863808,
0.02030649036169052,
0.00473355408757925,
0.0015299523947760463,
-0.024041736498475075,
0.017017114907503128,
-0.009680147282779217,
0.009118882939219475,
0.010660233907401562,
-0.002494691638275981,
-0.005453797522932291,
0.0036631212569773197,
-0.003240768564864993,
0.007098976988345385,
0.015971291810274124,
0.0048691630363464355,
0.012079382315278053,
0.00852350052446127,
0.013423575088381767,
0.00044011761201545596,
-0.03513351455330849,
-0.0005497832898981869,
0.01600930280983448,
0.006251438055187464,
-0.008659751154482365,
0.0013652652269229293,
0.009129700250923634,
-0.013649476692080498,
0.009102512151002884,
-0.0003084010095335543,
0.006467369385063648,
-0.023548506200313568,
-0.015629012137651443,
-0.025880543515086174,
0.004651265684515238,
-0.013835562393069267,
0.00807290431112051,
0.0007790682138875127,
-0.024590441957116127,
-0.015441691502928734,
-0.018939806148409843,
0.007369101978838444,
-0.007210513576865196,
0.019988078624010086,
0.004517544060945511,
-0.017531706020236015,
0.0021533796098083258,
-0.0027651439886540174,
-0.011560698039829731,
-0.03288840875029564,
0.0096359234303236,
0.004683328792452812,
0.001352365710772574,
0.002655419986695051,
0.00328975566662848,
0.017981385812163353,
0.0029176867101341486,
-0.0023972203489392996,
-0.019281037151813507,
0.009696122258901596,
0.010975778102874756,
-0.01676686480641365,
0.0011264780769124627,
-0.006106962449848652,
-0.013789371587336063,
-0.013171280734241009,
0.005234546959400177,
-0.002554125152528286,
-0.01072224322706461,
-0.0074668885208666325,
-0.010508368723094463,
-0.01927899941802025,
0.0007724937167949975,
0.0004170145548414439,
0.00598182762041688,
0.006924079265445471,
-0.013114910572767258,
0.01302042044699192,
-0.0032959883101284504,
0.004570058546960354,
-0.010331581346690655,
0.0001883681834442541,
-0.010350780561566353,
0.023097984492778778,
-0.005490525625646114,
0.0033220883924514055,
0.009024222381412983,
-0.00671003432944417,
0.014401468448340893,
0.003373132785782218,
-0.012503257021307945,
0.06708856672048569,
-0.017203347757458687,
0.012598434463143349,
0.0007637147791683674,
0.009102514944970608,
0.008049877360463142,
-0.01053145993500948,
0.02117263339459896,
-0.004891091957688332,
-0.004276800900697708,
0.015519090928137302,
-0.004274901933968067,
-0.01067901961505413,
0.005272737704217434,
-0.012560471892356873,
-0.008859839290380478,
0.0026530178729444742,
0.007712333928793669,
-0.007036405615508556,
0.014272523112595081,
-0.00014266256766859442,
0.010867130011320114,
-0.004584085196256638,
0.010282966308295727,
0.013823719695210457,
-0.002289785770699382,
-0.0005194894620217383,
0.018062420189380646,
-0.005717659834772348,
-0.014814593829214573,
0.010860012844204903,
0.03217923268675804,
-0.004543850664049387,
0.005709338467568159,
-0.006503468379378319,
-0.011711914092302322,
-0.002116194926202297,
-0.0116480877622962,
-0.0035387452226132154,
-0.0083827069029212,
-0.01421398762613535,
0.00037631794111803174,
0.007022481877356768,
0.01602337695658207,
-0.009987864643335342,
0.010708069428801537,
-0.012905058450996876,
-0.015456962399184704,
0.010740063153207302,
-0.012305637821555138,
-0.01567424274981022,
0.003159623360261321,
-0.0061539472080767155,
-0.005941798444837332,
-0.0020064839627593756,
0.039963122457265854,
0.01775750331580639,
0.00530123570933938,
-0.014276093803346157,
0.000792293343693018,
-0.004917338024824858,
-0.00921230111271143,
-0.021085992455482483,
-0.008638143539428711,
-0.0006016069673933089,
-0.009978434070944786,
0.01424200925976038,
0.023497391492128372,
-0.007534543052315712,
0.007803687360137701,
-0.0021150456741452217,
0.004051890689879656,
-0.005656379275023937,
0.004120154306292534,
-0.014998476020991802,
-0.0022979145869612694,
0.0006060391897335649,
-0.006250604055821896,
0.00024492896045558155,
0.023034390062093735,
-0.002816276391968131,
-0.0034084338694810867,
-0.0009499850566498935,
-0.019103923812508583,
-0.0025874299462884665,
-0.014763990417122841,
-0.029938891530036926,
0.011222006753087044,
0.003051792737096548,
-0.008414684794843197,
-0.018790777772665024,
0.0038149231113493443,
-0.007713201455771923,
-0.002986660460010171,
-0.0813610628247261,
-0.011267276480793953,
0.011711973696947098,
0.014489902183413506,
0.006452037021517754,
-0.019305888563394547,
0.014816192910075188,
-0.00035251796361990273,
-0.012850980274379253,
0.011709586717188358,
-0.013237707316875458,
0.017990173771977425,
-0.017228031530976295,
0.010679353028535843,
0.009862699545919895,
-0.008179577067494392,
0.008805829100310802,
-0.0028578327037394047,
0.020303647965192795,
-0.007500519976019859,
-0.015594841912388802,
0.019892795011401176,
0.004388822708278894,
-0.026483623310923576,
-0.00922622811049223,
0.021403830498456955,
0.0073560187593102455,
-0.005449056159704924,
0.01765640638768673,
0.010817446745932102,
0.003131940495222807,
-0.010330271907150745,
-0.010448732413351536,
-0.01493818312883377,
0.006717626005411148,
0.020119493827223778,
0.002447454957291484,
-0.012883508577942848,
-0.006744545418769121,
0.009318039752542973,
0.021340010687708855,
0.008773834444582462,
-0.025947123765945435,
0.005504129454493523,
0.011140692979097366,
0.03545895218849182,
-0.022322794422507286,
-0.0006756955408491194,
0.01521255075931549,
-0.002575935097411275,
-0.0004237090761307627,
0.01096134353429079,
0.021149391308426857,
0.0070815738290548325,
-0.008398397825658321,
0.0048995367251336575,
-0.008821394294500351,
-0.011599410325288773,
-0.007332520559430122,
-0.008140070363879204,
-0.041987866163253784,
-0.022680755704641342,
-0.005367409437894821,
-0.003041096730157733,
-0.009497343562543392,
0.003511961782351136,
0.023968106135725975,
-0.007250692695379257,
0.005209814757108688,
-0.016418423503637314,
-0.025554897263646126,
-0.0227691438049078,
-0.015107976272702217,
0.00456369249150157,
-0.006732104811817408,
-0.016084102913737297,
-0.013990223407745361,
-0.0035689454525709152,
-0.01924309879541397,
0.010757178999483585,
-0.01710277423262596,
0.016257358714938164,
-0.011715813539922237,
0.00514161866158247,
-0.024838469922542572,
-0.015941161662340164,
0.005433573387563229,
-0.004692542366683483,
0.001621521427296102,
-0.010174600407481194,
0.04665440693497658,
0.02808031067252159,
0.011815521866083145,
0.004159917123615742,
0.009134398773312569,
-0.024956919252872467,
-0.0031544745434075594,
-0.011736316606402397,
0.013068810105323792,
0.008504677563905716,
0.0006177141331136227,
-0.001114159356802702,
0.0025534878950566053,
-0.009844657965004444,
-0.043731268495321274,
0.00607890821993351,
-0.003343080636113882,
0.012122074142098427,
0.011815188452601433,
-0.005888286978006363,
-0.008501964621245861,
0.008375681936740875,
-0.010110052302479744,
0.0358232818543911,
0.005878337658941746,
0.0016325113829225302,
0.004590463824570179,
-0.01642615906894207,
0.07328585535287857,
0.0022665709257125854,
0.00784798339009285,
-0.014057024382054806,
-0.003598907496780157,
-0.005289248190820217,
-0.0015998936723917723,
-0.013941405341029167,
-0.02026508003473282,
-0.025744210928678513,
0.010389570146799088,
0.008793876506388187,
-0.017488358542323112,
-0.0016261031851172447,
0.003546971594914794,
-0.0026062645483762026,
0.014969070442020893,
0.01154150441288948,
0.014500916935503483,
-0.022974768653512,
0.0002790782891679555,
-0.030515341088175774,
-0.006637629121541977,
0.02004227600991726,
-0.013350604102015495,
-0.013140786439180374,
0.002140671480447054,
-0.015508697368204594,
0.024161774665117264,
0.004890184383839369,
-0.0034174842294305563,
-0.023953372612595558,
-0.002418886637315154,
0.008730934001505375,
0.015801291912794113,
0.009098538197577,
0.03398972377181053,
-0.00705115357413888,
-0.006843567825853825,
0.0031116236932575703,
0.0007036796887405217,
-0.01584709621965885,
-0.0075779082253575325,
0.022822732105851173,
-0.006569061893969774,
0.008199025876820087,
-0.02827485091984272,
-0.0022594700567424297,
-0.0082012340426445,
0.013381894677877426,
-0.012536288239061832,
0.0008651823736727238,
0.012769201770424843,
0.024333406239748,
0.009263699874281883,
-0.000625686370767653,
-0.009344381280243397,
-0.005896317772567272,
0.023881351575255394,
-0.015517095103859901,
-0.02786586619913578,
-0.012795914895832539,
0.035459402948617935,
0.0063696312718093395,
0.007195102516561747,
-0.01672486960887909,
-0.0015246071852743626,
-0.014700600877404213,
0.007592721376568079,
0.005721059627830982,
-0.0034807242918759584,
0.002156146802008152,
0.0004575401544570923,
0.0005199341685511172,
-0.0026357180904597044,
-0.018498452380299568,
0.0006121254991739988,
-0.017698222771286964,
0.008679579943418503,
0.017940348014235497,
0.001099390210583806,
-0.011295783333480358,
-0.0049964492209255695,
-0.015689581632614136,
-0.006060939747840166,
-0.022302202880382538,
-0.02175472304224968,
-0.07567190378904343,
0.00952268484979868,
0.0074186380952596664,
-0.0033277287147939205,
0.01627240516245365,
0.03189317137002945,
0.0014178601559251547,
-0.01643749140202999,
0.009469264186918736,
-0.010416720062494278,
-0.0036642453633248806,
-0.003078061155974865,
-0.00839495100080967,
0.0037739332765340805,
0.0057861292734742165,
0.03211621195077896,
-0.009445056319236755,
-0.012640166096389294,
-0.0009979002643376589,
0.02812098152935505,
-0.013396301306784153,
0.02365364506840706,
-0.0022226430010050535,
-0.004280650056898594,
0.004681842867285013,
-0.08228932321071625,
-0.007744933478534222,
-0.00031734126969240606,
-0.024915769696235657,
-0.02327738329768181,
-0.014289503917098045,
0.008813159540295601,
-0.0028456244617700577,
0.025373976677656174,
-0.010305873118340969,
0.0018794380594044924,
-0.010736571624875069,
0.017527533695101738,
0.000739447888918221,
-0.011762495152652264,
0.00007303863094421104,
0.003787959460169077,
-0.01105619315057993,
-0.024069838225841522,
-0.01548703107982874,
0.0014605909818783402,
-0.0027938405983150005,
-0.007311792112886906,
0.006233717780560255,
-0.008180119097232819,
-0.01527173351496458,
-0.0036268008407205343,
0.01333669200539589,
-0.006274090148508549,
-0.03404264152050018,
0.016576217487454414,
0.012282256036996841,
-0.0013363464968279004,
-0.012684008106589317,
-0.0017691748216748238,
0.001578534604050219,
0.0010422950144857168,
0.0066211652010679245,
0.008520576171576977,
-0.0030319455545395613,
-0.002908676164224744,
0.01725020818412304,
0.028853246942162514,
0.013332291506230831,
-0.02160823345184326,
-0.015372030436992645,
0.0018632101127877831,
-0.007584067061543465,
0.0013457034947350621,
-0.024450652301311493,
0.009176322259008884,
-0.008370302617549896,
0.012617817148566246,
0.0103765232488513,
-0.01203811913728714,
0.0026479477528482676,
-0.000231222205911763,
0.01136989239603281,
-0.00733844144269824,
-0.006884473841637373,
-0.004732852801680565,
0.018587443977594376,
-0.02154940739274025,
0.07213222235441208,
0.0023011225275695324,
0.002727544866502285,
0.017071882262825966,
-0.013849292881786823,
-0.004892800468951464,
-0.004917293321341276,
0.00981984194368124,
0.006210310850292444,
-0.012417512945830822,
0.018781116232275963,
0.0034416315611451864,
0.00475501362234354,
0.007433366030454636,
0.018562231212854385,
-0.0076926397159695625,
0.0048864311538636684,
-0.013758362270891666,
-0.025660838931798935,
-0.021056383848190308,
-0.015914946794509888,
0.020268987864255905,
-0.03195185214281082,
-0.009878135286271572,
0.009131730534136295,
-0.009845583699643612,
0.004409209359437227,
0.010492640547454357,
-0.00938144139945507,
0.0011683352058753371,
-0.025876261293888092,
0.010969587601721287,
-0.0015446945326402783,
0.012515121139585972,
0.032666031271219254,
-0.012382453307509422,
0.007354340050369501,
0.0018042862648144364,
-0.04270070791244507,
-0.000039960421418072656,
-0.011397642083466053,
0.015134677290916443,
0.0014360120985656977,
0.006708097644150257,
0.008872791193425655,
0.013046368956565857,
0.008430540561676025,
0.006369302980601788,
0.006736937910318375,
-0.007818082347512245,
-0.009033670648932457,
0.0023387318942695856,
-0.0004750553925987333,
0.01872548647224903,
0.006559858564287424,
0.007626770064234734,
-0.004091145936399698,
0.008599439635872841,
-0.014026854187250137,
-0.013637813739478588,
-0.01284455880522728,
-0.01488528959453106,
0.017260083928704262,
-0.001209618290886283,
-0.0012752480106428266,
0.00024412643688265234,
-0.025593940168619156,
-0.0165341105312109,
-0.008252899162471294,
0.008070048876106739,
-0.0061185602098703384,
0.003269821871072054,
0.0012939434964209795,
0.021773921325802803,
0.0007541010272689164,
0.00564395310357213,
0.012218303047120571,
-0.0077985129319131374,
0.007907331921160221,
0.003402948845177889,
-0.006374402903020382,
0.0077269612811505795,
-0.010142496787011623,
-0.003411646466702223,
0.011718387715518475,
-0.018787039443850517,
-0.013226009905338287,
0.0069622681476175785,
-0.001965218223631382,
0.006779046263545752,
0.0074555822648108006,
-0.001598925911821425,
0.002417787676677108,
-0.0068048108369112015,
0.0025241391267627478,
0.03331329673528671,
-0.017698965966701508,
0.0023100879043340683,
-0.017545141279697418,
0.02096143551170826,
-0.000988575629889965,
0.003409315599128604,
-0.009005715139210224,
-0.0021435560192912817,
-0.00412707356736064,
0.0038670008070766926,
-0.024054842069745064,
-0.02084537222981453,
-0.010477385483682156,
0.014343611896038055,
0.02708504907786846,
-0.009780598804354668,
0.029194124042987823,
0.0006736493087373674,
0.003321099793538451,
0.02582327462732792,
-0.007759634405374527,
-0.011679872870445251,
-0.004165544640272856,
-0.007726285606622696,
-0.0349125936627388,
0.003774866694584489,
0.0052348836325109005,
0.028694845736026764,
0.0026162664871662855,
-0.012770885601639748,
-0.009163419716060162,
-0.003048558020964265,
-0.008455174043774605,
0.002419130876660347,
0.019054705277085304,
-0.01488479319959879,
0.00893708597868681,
0.008140984922647476,
0.008576854132115841,
-0.021426353603601456,
0.0023714920971542597,
-0.013610247522592545,
-0.0026452832389622927,
0.023897361010313034,
0.032138414680957794,
0.008980964310467243,
0.0027230409905314445,
-0.005056757014244795,
0.006056669633835554,
-0.005778355989605188,
0.031130867078900337,
0.022674910724163055,
0.007616473361849785,
-0.007885709404945374,
0.001432873890735209,
0.007288274820894003,
0.010865645483136177,
-0.006173805333673954,
0.012347351759672165,
-0.00038054597098380327,
-0.002024122281000018,
0.026514004915952682,
0.010520773008465767,
0.015253806486725807,
-0.0015927685890346766,
0.008041094057261944,
-0.026213862001895905,
-0.0012946601491421461,
0.008725597523152828,
0.006949657574295998,
0.0004452419525478035,
0.009539231657981873,
-0.031332168728113174,
0.0016785477055236697,
-0.002715964103117585,
0.018361596390604973,
-0.003469405695796013,
0.007937051355838776,
-0.014580018818378448,
-0.014062934555113316,
0.004255197010934353,
0.029476698487997055,
-0.02828005701303482,
-0.010061638429760933,
0.012787864543497562,
-0.025564879179000854,
-0.019642556086182594,
-0.005119360517710447,
-0.002419854514300823,
0.0182577483355999,
-0.00665169395506382,
0.016694670543074608,
0.00967795867472887,
0.011338163167238235,
-0.005466546397656202,
-0.031780850142240524,
-0.005033092573285103,
0.007199947722256184,
-0.00768769858404994,
-0.024539023637771606,
-0.003056857269257307,
0.013106591068208218,
0.0003483255277387798,
-0.0005603005411103368,
0.0022011760156601667,
-0.0074810972437262535
] |
[
-0.25761598348617554,
-0.13571108877658844,
0.2651946246623993,
0.0478966161608696,
-0.505171537399292,
0.41098472476005554,
0.26523923873901367,
-0.49396762251853943,
0.10199089348316193,
-0.4486793577671051,
-0.020683102309703827,
0.601210355758667,
-0.07555261254310608,
-0.2223614752292633,
0.006419031880795956,
0.2532709836959839,
0.43039730191230774,
0.10099880397319794,
-0.2883230745792389,
-0.40513601899147034,
-0.18132930994033813,
-0.10771241039037704,
0.19403678178787231,
-0.04441531002521515,
0.3518344759941101,
0.39359569549560547,
0.48589053750038147,
0.32714372873306274,
-0.5248017907142639,
-0.11300178617238998,
-0.4225005805492401,
0.24704141914844513,
-0.5414450764656067,
-0.5538256168365479,
-0.27092939615249634,
0.318098247051239,
-0.1659540832042694,
0.42134028673171997,
-0.21673434972763062,
-0.38447922468185425,
0.01886877417564392,
0.051048994064331055,
-0.3562581241130829,
0.023721959441900253,
-0.16084107756614685,
-0.7344843745231628,
-1.3750627040863037,
-0.23006193339824677,
-0.9101976752281189,
-0.276408851146698,
-0.5368879437446594,
0.3252910077571869,
0.11765627562999725,
0.29488709568977356,
-0.7213514447212219,
0.33169025182724,
-0.23190586268901825,
-0.3894745111465454,
0.10747307538986206,
-0.38089460134506226,
-0.09257927536964417,
0.17493487894535065,
-0.07696758955717087,
-0.023215143010020256,
0.021282820031046867,
0.1513833999633789,
-0.14472852647304535,
-0.32310229539871216,
-0.335795134305954,
0.03362976759672165,
0.3356558680534363,
-0.040270064026117325,
-0.5422256588935852,
0.28994324803352356,
-0.6697800755500793,
-0.27803006768226624,
0.17915557324886322,
-0.05457828938961029,
0.029551174491643906,
0.12860284745693207,
-0.36437857151031494,
0.2018737643957138,
0.6179735064506531,
-0.5640811920166016,
0.8029643297195435,
0.4970918297767639,
0.03827620670199394,
0.415081262588501,
-0.5738593935966492,
-0.18390803039073944,
-0.06099249795079231,
-0.5982214212417603,
-0.2400953769683838,
0.46860480308532715,
0.6959359645843506,
0.6354357004165649,
0.5188610553741455,
0.531665027141571,
-0.11073128879070282,
0.10571972280740738,
0.06029639020562172,
-0.13859078288078308,
0.6131845712661743,
0.060556117445230484,
-0.378801554441452,
-0.5743072628974915,
-0.5993098020553589,
-0.6982362270355225,
-0.17097866535186768,
0.3367188572883606,
-0.12288685142993927,
0.2845303416252136,
0.18294313549995422,
-0.4157750606536865,
-0.07377564162015915,
-0.022879373282194138,
0.3107174336910248,
0.6350249648094177,
-0.12139229476451874,
0.6851400136947632,
0.2283989042043686,
1.2044589519500732,
0.4229559302330017,
0.3461659848690033,
-0.12522226572036743,
0.15070250630378723,
0.41415104269981384,
0.597137987613678,
-0.48298871517181396,
0.4357372224330902,
0.4365456998348236,
0.7874510288238525,
0.4510458707809448,
0.2713463008403778,
-0.20396317541599274,
-0.022850751876831055,
0.3237847089767456,
-0.06232703477144241,
0.1002061739563942,
-0.15152136981487274,
-0.8089024424552917,
-0.451943576335907,
-0.21832753717899323,
0.09906700998544693,
0.035219889134168625,
-0.2183770388364792,
-0.10419933497905731,
-0.06000133603811264,
0.13110245764255524,
-0.08661508560180664,
0.014711940661072731,
0.2991650700569153,
-0.6711063385009766,
-0.22314418852329254,
-0.017372068017721176,
0.8766998052597046,
-0.29397812485694885,
0.024937760084867477,
-0.09075435996055603,
0.06001667305827141,
0.18786625564098358,
0.745265781879425,
-0.4458123743534088,
-0.4946064352989197,
-0.185149684548378,
-0.8771476745605469,
0.33300310373306274,
0.2735070586204529,
0.08480885624885559,
-0.4199827015399933,
-0.045748259872198105,
-0.17202973365783691,
0.17521198093891144,
-0.13839402794837952,
-0.30946072936058044,
-0.1254415512084961,
0.6778160929679871,
0.4982818067073822,
0.2757825553417206,
-0.05753468722105026,
-0.6848845481872559,
0.27688050270080566,
0.16570071876049042,
-0.7833507657051086,
0.7176564931869507,
0.09873796254396439,
0.4384741187095642,
-0.14177902042865753,
-0.2770858108997345,
-0.21433471143245697,
-0.3309706151485443,
-0.2281947135925293,
0.360323429107666,
-1.1520007848739624,
1.327811598777771,
0.10626974701881409,
-0.40725794434547424,
1.3781390190124512,
0.00921164732426405,
0.36608707904815674,
0.011454768478870392,
0.03518902137875557,
0.16045591235160828,
-0.20588243007659912,
-0.03084995225071907,
-0.07075563818216324,
-0.15361717343330383,
0.2108469307422638,
-0.3333439230918884,
0.502301037311554,
0.10912299901247025,
0.04442932829260826,
-0.17232723534107208,
-0.24041728675365448,
-0.3515726327896118,
0.24384577572345734,
-0.08385857939720154,
0.15823684632778168,
0.32082054018974304,
-0.023050349205732346,
1.2718125581741333,
-0.5889725685119629,
0.1895933896303177,
0.5641887784004211,
-0.3909672498703003,
0.2549698054790497,
0.6102502346038818,
0.25180408358573914,
0.8623337745666504,
-0.40545523166656494,
-0.199253112077713,
0.18362869322299957,
0.33599045872688293,
-0.5542208552360535,
-0.2811621129512787,
0.1859264224767685,
0.17638349533081055,
-0.2265426218509674,
0.146042600274086,
0.20544791221618652,
0.20237477123737335,
0.17417389154434204,
-0.21820180118083954,
0.1361544281244278,
0.054126009345054626,
-0.30741798877716064,
-0.476877897977829,
0.4357677102088928,
-0.3358719050884247,
0.002868383191525936,
0.052380919456481934,
0.6158416867256165,
0.05778017267584801,
-0.33819276094436646,
-0.07497298717498779,
0.33133065700531006,
-0.3168081045150757,
-0.41712284088134766,
0.3081016540527344,
0.4077736437320709,
0.16472013294696808,
0.0649905577301979,
0.10632927715778351,
0.011611462570726871,
0.12607307732105255,
-0.6890387535095215,
-0.3401743769645691,
-0.5762971639633179,
0.31866297125816345,
0.8971196413040161,
0.35396432876586914,
-0.5099297165870667,
-0.1739910989999771,
0.35251763463020325,
0.18344633281230927,
-0.5891379714012146,
-0.018081849440932274,
-0.17962388694286346,
-1.190088152885437,
-0.7314632534980774,
0.04357936233282089,
0.40245291590690613,
0.41780439019203186,
-0.28885209560394287,
-0.22181548178195953,
-0.31314846873283386,
0.37757664918899536,
-0.254633367061615,
-0.4089725613594055,
-0.007737983018159866,
-0.17252779006958008,
0.028425537049770355,
-0.26499658823013306,
-0.7008247375488281,
0.7779157757759094,
0.5504663586616516,
0.4680923521518707,
0.13418348133563995,
0.06191781535744667,
0.11420334875583649,
-0.37000852823257446,
0.06818404048681259,
-0.08669771254062653,
0.19422657787799835,
0.1287209391593933,
-0.25001779198646545,
-0.3934484124183655,
0.674358606338501,
-5.908541202545166,
-0.5964232087135315,
-0.7880367636680603,
-0.02863123267889023,
-0.19875659048557281,
0.12276865541934967,
0.5453829765319824,
-0.12360629439353943,
-0.05023248866200447,
0.09292536228895187,
0.34292131662368774,
0.2602883577346802,
-0.007275951094925404,
0.6181453466415405,
0.3849106729030609,
-0.3679434359073639,
0.2758674621582031,
0.34064623713493347,
0.3835793435573578,
0.40223631262779236,
0.28762587904930115,
-0.5803285241127014,
-0.3887128233909607,
0.5433359146118164,
0.375047504901886,
0.2625656723976135,
-0.8590959906578064,
0.3728921413421631,
-0.025142906233668327,
-0.16111359000205994,
0.12300658971071243,
-0.4788295030593872,
-0.19325664639472961,
-0.3846457600593567,
0.08369409292936325,
0.3044498562812805,
0.6300325989723206,
0.3052322566509247,
0.577354371547699,
-0.2371034324169159,
0.37058907747268677,
0.2853084206581116,
0.36384886503219604,
-0.21985048055648804,
0.05813789367675781,
-0.4002148509025574,
-0.2204342931509018,
0.4055858850479126,
-0.30476415157318115,
0.4310418665409088,
-0.15939173102378845,
-0.2580084502696991,
-0.054096121340990067,
0.27892351150512695,
0.026166269555687904,
-0.4570733606815338,
0.2935731112957001,
0.003258440177887678,
-0.20101900398731232,
0.43813320994377136,
0.8325836062431335,
-0.7331308126449585,
-0.23329132795333862,
-0.913362443447113,
-0.6401243209838867,
0.33589982986450195,
-0.3092630207538605,
-0.45447641611099243,
-0.06300745159387589,
0.14433680474758148,
-0.2560178339481354,
-0.013858816586434841,
-0.19472675025463104,
-0.4133058190345764,
0.47218403220176697,
-0.3115464746952057,
0.30432674288749695,
0.08364386856555939,
-0.08190079033374786,
0.18573324382305145,
-0.14427250623703003,
-0.7163103222846985,
0.47482219338417053,
-0.2153671234846115,
-0.010098109021782875,
0.2648826539516449,
-0.03442401438951492,
0.014970925636589527,
-0.32207202911376953,
-0.15182240307331085,
0.9383130669593811,
-0.4691489636898041,
-0.006756178569048643,
0.43856409192085266,
0.4362185597419739,
0.2718924880027771,
0.6349076628684998,
0.07777073979377747,
0.3625181019306183,
-0.4240153133869171,
0.1275576800107956,
-0.1440117061138153,
0.07654229551553726,
-0.8550190329551697,
0.2982238531112671,
0.053891148418188095,
-0.8199761509895325,
0.20130161941051483,
0.7445817589759827,
-0.43824106454849243,
-0.4351751208305359,
0.2505529224872589,
0.00367446755990386,
0.06164149194955826,
0.3608670234680176,
0.426470011472702,
-0.5334563851356506,
-0.164075568318367,
0.09759078919887543,
0.1015254333615303,
0.1643930822610855,
0.12856850028038025,
-0.24123626947402954,
0.47177085280418396,
0.31057992577552795,
-0.6699426174163818,
0.17041954398155212,
0.9755901098251343,
-0.7222781777381897,
-0.18204143643379211,
0.2844882309436798,
0.01884874701499939,
-0.1413232982158661,
0.4043446183204651,
0.2161855548620224,
-0.8708646297454834,
-0.022659994661808014,
0.05169844999909401,
0.3878761827945709,
-0.363190621137619,
0.4648679196834564,
-0.01923205517232418,
-0.12643897533416748,
-0.09920394420623779,
-0.0560380220413208,
0.0029129674658179283,
-0.3611425459384918,
-0.15278756618499756,
-0.6633774042129517,
-0.1632763296365738,
-0.08542435616254807,
-0.5195448398590088,
0.27286234498023987,
-0.2945028841495514,
-0.07793398946523666,
-0.004498050082474947,
0.24483032524585724,
0.40696775913238525,
0.468273788690567,
-0.38006144762039185,
0.05703653395175934,
-0.10615784674882889,
-0.9573783874511719,
0.09757696837186813,
0.014442904852330685,
-0.13554206490516663,
-0.2571028470993042,
0.07396656274795532,
0.15040463209152222,
0.40369105339050293,
0.31112563610076904,
-0.7852851152420044,
0.07091488689184189,
-0.7886698842048645,
0.2138911485671997,
0.019810687750577927,
0.20804335176944733,
0.16064788401126862,
-0.2143957018852234,
0.03672041743993759,
-0.051231157034635544,
-0.553051233291626,
0.05915723368525505,
0.4511779248714447,
0.5992220640182495,
0.13007375597953796,
0.13541288673877716,
0.06248330697417259,
-0.44429299235343933,
-0.6005071401596069,
-0.19004160165786743,
0.33817410469055176,
0.5104033946990967,
-0.21200479567050934,
-0.34325727820396423,
-0.6027198433876038,
0.4732855260372162,
0.11863204091787338,
-0.16782529652118683,
-0.24463635683059692,
-0.004346572328358889,
0.5060888528823853,
-0.32762762904167175,
0.47286662459373474,
0.399497926235199,
-0.9055927991867065,
-0.18566365540027618,
-0.027511782944202423,
-0.3223864436149597,
-0.20951493084430695,
-0.32497507333755493,
-0.2737276554107666,
-0.2394304871559143,
-0.09779953211545944,
-0.42062243819236755,
-0.11259721964597702,
0.6242840886116028,
-0.5340237021446228,
-0.2705550193786621,
0.38165605068206787,
0.07750546932220459,
-0.4952567219734192,
-0.6664089560508728,
0.3484726548194885,
-0.39002999663352966,
-0.011490327306091785,
0.4360348582267761,
-0.5903159379959106,
-0.11943159997463226,
-0.039409372955560684,
-0.16187356412410736,
0.13033583760261536,
0.11262847483158112,
0.271222323179245,
-0.1935219168663025,
-0.5855950713157654,
-0.4198160171508789,
0.2311132848262787,
-0.17713092267513275,
-0.2837649881839752,
0.0864792987704277,
0.7551125288009644,
0.09155309200286865,
-0.2496885061264038,
-0.17475402355194092,
0.04175126925110817,
0.3576100170612335,
-0.36439618468284607,
-0.6672857999801636,
0.049124427139759064,
0.44924822449684143,
-0.34982290863990784,
-0.3231000602245331,
-0.06510116904973984,
1.041816234588623,
-0.0012065772898495197,
-0.44899991154670715,
-0.4684312641620636,
-0.08005625754594803,
0.4748230278491974,
0.31828367710113525,
-0.09560170024633408,
-0.4320785105228424,
-0.32612544298171997,
0.2867510914802551,
0.3298134207725525,
-0.03352976217865944,
-0.4486929774284363,
0.3851873278617859,
-0.6869346499443054,
-0.04671237990260124,
-0.3637748956680298,
-0.356743186712265,
0.4385039806365967,
0.5981988310813904,
-0.2026391178369522,
-0.31072938442230225,
0.5750091671943665,
0.2644684612751007,
0.2062189131975174,
-0.010893034748733044,
0.02383841760456562,
0.012351633980870247,
-0.2308177500963211,
0.2650528848171234,
0.037175796926021576,
0.32767751812934875,
-0.2678835988044739,
-0.01684011146426201,
0.008424662984907627,
-0.4435969889163971,
0.40333500504493713,
-0.40283435583114624,
-0.11712511628866196,
-0.3310926556587219,
0.12833896279335022,
0.35550564527511597,
0.463604211807251,
-0.22633826732635498,
-0.09640858322381973,
0.2899685204029083,
0.5843535661697388,
0.13459458947181702,
-0.8324623703956604,
0.0298673864454031,
0.13052240014076233,
0.10655532032251358,
0.3026076555252075,
-0.1912066489458084,
0.18282683193683624,
0.2587944567203522,
0.0704837441444397,
0.43705517053604126,
0.13851134479045868,
-0.1898016780614853,
-0.13220541179180145,
0.17610853910446167,
-0.33551350235939026,
0.9227625131607056,
0.2831425964832306,
0.014321147464215755,
0.47927266359329224,
0.6269466876983643,
-0.08448053896427155,
-0.23998530209064484,
0.5369072556495667,
-0.21890376508235931,
0.19295910000801086,
0.08316831290721893,
-0.035080838948488235,
0.3947365880012512,
0.8369781970977783,
-0.57676762342453,
-0.16105744242668152,
-0.46254757046699524,
0.04935848340392113,
0.6509285569190979,
-0.17459307610988617,
0.009668550454080105,
-0.09896084666252136,
0.4987112581729889,
0.29768434166908264,
-0.2804538309574127,
-0.03831994906067848,
0.010857325978577137,
-0.1209968775510788,
0.35133305191993713,
0.46954160928726196,
-0.6135596036911011,
0.5570070147514343,
-0.10132496058940887,
-0.10103786736726761,
0.1572113186120987,
-0.18052461743354797,
0.17536786198616028,
-0.44218116998672485,
0.33531346917152405,
-0.3687196969985962,
-0.057632360607385635,
0.6438175439834595,
-0.07257825881242752,
0.742711067199707,
0.1406043916940689,
-0.10870514065027237,
-0.4081459939479828,
0.1303529292345047,
1.0311692953109741,
0.2726634442806244,
0.3338925242424011,
0.2962575852870941,
-0.4021962881088257,
0.13345734775066376,
-0.28291913866996765,
0.4962916076183319,
0.022777840495109558,
-0.3834032416343689,
0.011494655162096024,
-0.14780296385288239,
-0.12435664981603622,
0.29481083154678345,
0.5150272250175476,
0.20752829313278198,
0.08232540637254715,
-0.27901551127433777,
0.08895052969455719,
-0.1215769499540329,
-0.008179726079106331,
0.0514499694108963,
0.1975731998682022,
0.04967036843299866,
-0.3041173219680786,
-0.6320096850395203,
-0.2089487761259079,
0.13189786672592163,
0.10771895945072174,
-0.020156897604465485,
-0.5012649297714233,
0.6839308142662048,
0.1301185041666031,
0.1606626659631729,
0.18762515485286713,
0.3576522767543793,
0.1706131547689438,
0.36993175745010376,
-0.19625526666641235,
0.3506343364715576,
-0.6452496647834778,
-0.025723911821842194,
-0.7557364106178284,
-0.388869971036911,
0.3440212309360504,
0.1780334860086441,
-0.4611513614654541,
-0.2907152771949768,
0.1257912516593933,
-0.07621613144874573,
-0.09351859986782074,
-0.22409135103225708,
0.44977208971977234,
-0.2722127437591553,
-0.45496222376823425,
-0.08647789806127548,
0.5286669731140137,
0.05554064363241196,
0.17734737694263458,
0.03668949007987976,
0.07731135934591293,
-0.16444383561611176,
-0.5413113832473755,
0.0992981344461441,
0.15101097524166107,
-0.26061975955963135,
-0.5529690384864807,
0.42872339487075806,
-0.39478638768196106,
-0.03746591508388519,
-0.09271746128797531,
0.21109935641288757,
0.36614444851875305,
-0.6871747374534607,
-0.31861019134521484,
0.16997607052326202,
-0.38172295689582825,
0.5478132963180542,
-0.42578139901161194,
0.7864499688148499,
-0.15612606704235077,
-0.44958141446113586,
-0.6586880683898926,
0.26344186067581177,
0.3056190311908722,
-0.09825794398784637,
-0.5703868865966797,
-0.012401030398905277,
-0.46435055136680603,
0.2595365345478058,
-0.04937136918306351,
-0.8832486271858215,
-0.22787567973136902,
0.11356962472200394
] |
Community-based Question Answering (CQA) has become popular in knowledge sharing sites since it allows users to get answers to complex, detailed, and personal questions directly from other users. Large archives of historical questions and associated answers have been accumulated. Retrieving relevant historical answers that best match a question is an essential component of a CQA service. Most state of the art approaches are based on bag-of-words models, which have been proven successful in a range of text matching tasks, but are insufficient for capturing the important word sequence information in short text matching. In this paper, a new architecture is proposed to more effectively model the complicated matching relations between questions and answers. It utilises a similarity matrix which contains both lexical and sequential information. Afterwards the information is put into a deep architecture to find potentially suitable answers. The experimental study shows its potential in improving matching accuracy of question and answer.
|
[
0.0035361284390091896,
0.016435867175459862,
-0.008523959666490555,
-0.001149447518400848,
0.03410360962152481,
0.0012304647825658321,
0.009673462249338627,
0.007092613261193037,
-0.01538686454296112,
0.004347382113337517,
-0.007347173523157835,
0.01383043173700571,
0.003031295957043767,
0.009051606059074402,
-0.016079576686024666,
-0.0005369680002331734,
0.009584112092852592,
-0.003404182381927967,
0.008448348380625248,
0.0045691002160310745,
0.005680008325725794,
-0.010973270051181316,
0.009013617411255836,
-0.016278112307190895,
-0.016073066741228104,
0.007991159334778786,
-0.0027396767400205135,
0.02022891864180565,
-0.013789194636046886,
-0.03109251707792282,
-0.0021185046061873436,
-0.01235279068350792,
0.01647636666893959,
-0.021355345845222473,
-0.00898694060742855,
0.0018168259412050247,
-0.010716712102293968,
0.012928332202136517,
-0.025974038988351822,
-0.003793552052229643,
0.004764089826494455,
-0.002727620303630829,
0.007641688920557499,
0.010842463001608849,
-0.006763343699276447,
0.015166345052421093,
-0.010948020964860916,
0.01675027422606945,
0.0027729510329663754,
0.014315702952444553,
-0.01210283674299717,
-0.014946619980037212,
0.002566450973972678,
0.0018181733321398497,
-0.0057932185009121895,
-0.03190214931964874,
0.018446628004312515,
0.016941921785473824,
-0.029219072312116623,
-0.001904739299789071,
-0.03510509431362152,
0.0012442576698958874,
0.0313517265021801,
-0.013851750642061234,
-0.028321176767349243,
-0.06749376654624939,
-0.0038824270013719797,
0.005546995438635349,
0.006971832364797592,
0.0011173106031492352,
-0.0159617867320776,
0.01918814890086651,
-0.027302227914333344,
0.03203234821557999,
0.009413566440343857,
0.0014281428884714842,
-0.017218761146068573,
0.0024396763183176517,
0.02146212011575699,
0.006636340636759996,
0.011565949767827988,
0.01731109991669655,
0.01577742025256157,
0.027974611148238182,
0.02049928344786167,
-0.02182983234524727,
0.016174951568245888,
0.012399997562170029,
0.021557271480560303,
0.012211591005325317,
-0.016476761549711227,
-0.005791578441858292,
0.00481382105499506,
0.00419663917273283,
-0.03436452895402908,
0.010037247091531754,
0.004199674353003502,
-0.009227818809449673,
0.015236828476190567,
0.020253358408808708,
0.005558304488658905,
0.025365017354488373,
0.024065284058451653,
-0.012268973514437675,
-0.004767127800732851,
0.0090936329215765,
-0.020670894533395767,
0.011328660883009434,
-0.03209548816084862,
-0.0009104849305003881,
0.010028139688074589,
-0.018383778631687164,
-0.006771259009838104,
0.011927511543035507,
0.03439830616116524,
0.023154277354478836,
0.022475291043519974,
-0.023983433842658997,
0.01960623636841774,
-0.03391121327877045,
-0.022556891664862633,
-0.013872846029698849,
0.010134655982255936,
-0.013906192034482956,
0.006155431270599365,
0.011082722805440426,
-0.006745545659214258,
-0.010974223725497723,
-0.009232166223227978,
-0.0004222595598548651,
-0.011151351034641266,
0.013560081832110882,
0.008862152695655823,
-0.007754734717309475,
0.0060023716650903225,
-0.016097992658615112,
-0.0026596225798130035,
-0.013305977918207645,
0.010532952845096588,
0.0018950068624690175,
-0.006072068586945534,
0.012977177277207375,
0.005177255254238844,
0.014509471133351326,
-0.028668243438005447,
-0.011916091665625572,
-0.002146317157894373,
0.010256428271532059,
0.018037036061286926,
-0.020189696922898293,
-0.032315004616975784,
-0.006290895864367485,
-0.03447284922003746,
-0.005059898365288973,
0.009790479205548763,
0.0011349336709827185,
-0.0012456921394914389,
0.01897456869482994,
-0.019497135654091835,
0.0006414256058633327,
0.021458681672811508,
-0.0153667526319623,
0.005867656320333481,
0.00823511928319931,
0.005225199740380049,
0.01622151955962181,
0.01293506845831871,
0.0009185958188027143,
0.002958492375910282,
0.0010019075125455856,
-0.017915895208716393,
0.013120033778250217,
0.017211200669407845,
0.004481690004467964,
0.011084681376814842,
-0.022089196369051933,
0.015900684520602226,
0.00828130915760994,
-0.011046407744288445,
0.06740933656692505,
-0.012773132883012295,
0.019689414650201797,
-0.006244969554245472,
0.021047459915280342,
0.022775359451770782,
-0.00043164752423763275,
-0.0010378733277320862,
-0.0010693971998989582,
-0.0034680948592722416,
-0.03665477782487869,
-0.03849290683865547,
-0.030379347503185272,
-0.036597613245248795,
-0.013124315068125725,
0.014246325008571148,
0.003100187983363867,
-0.0004267693730071187,
0.00280739669688046,
-0.011300609447062016,
-0.011817222461104393,
-0.003641050774604082,
0.01171866524964571,
0.003880454692989588,
0.002303911140188575,
-0.01602635160088539,
0.005091808270663023,
0.0067718541249632835,
0.007040012162178755,
0.006417655386030674,
-0.0023370226845145226,
0.015243854373693466,
0.012747710570693016,
0.014439968392252922,
-0.013056817464530468,
-0.025242209434509277,
0.0092359883710742,
0.02864421345293522,
-0.007893940433859825,
-0.022378211840987206,
-0.011999567970633507,
0.0011120738927274942,
0.008674757555127144,
0.006666201166808605,
0.004189988132566214,
0.01138041540980339,
0.015586924739181995,
-0.008367924951016903,
0.008724692277610302,
-0.004360345657914877,
0.014016887173056602,
0.00007655945955775678,
0.0015745197888463736,
-0.004725271370261908,
0.02059106156229973,
-0.0027755610644817352,
0.0036268127150833607,
0.00674078706651926,
-0.02252485789358616,
-0.00518081896007061,
-0.004973915405571461,
-0.020267672836780548,
-0.010776955634355545,
0.014600865542888641,
0.021510224789381027,
-0.002284217393025756,
0.017608024179935455,
0.02246110886335373,
0.005531306844204664,
0.0180877223610878,
0.006195732392370701,
0.004125882871448994,
0.0029450824949890375,
0.009661728516221046,
0.0135737843811512,
-0.037232279777526855,
-0.012066707015037537,
0.025603102520108223,
-0.020117036998271942,
0.024224810302257538,
-0.024249229580163956,
-0.006008792668581009,
0.006634512450546026,
-0.0030791175086051226,
-0.01960308477282524,
0.021396003663539886,
-0.008732707239687443,
-0.009887807071208954,
0.00460745207965374,
0.009694533422589302,
-0.03394421562552452,
0.0035431524738669395,
-0.007502827327698469,
-0.004928502719849348,
-0.08178281038999557,
-0.005747806280851364,
0.003997488413006067,
0.01492989994585514,
0.01565885730087757,
0.008491182699799538,
-0.009143786504864693,
-0.0013929037377238274,
-0.016815464943647385,
0.005952432751655579,
0.013047762215137482,
-0.02064872719347477,
-0.019518714398145676,
-0.004997795447707176,
0.00779673270881176,
-0.0026420492213219404,
0.008536837063729763,
-0.010377729311585426,
0.016587622463703156,
-0.009496044367551804,
0.010428644716739655,
0.008185946382582188,
0.013101832941174507,
-0.012056425213813782,
-0.004870786797255278,
0.021366294473409653,
0.008123889565467834,
-0.016520515084266663,
-0.00022453410201705992,
-0.0005348599515855312,
-0.004333148710429668,
-0.019926641136407852,
-0.006632563658058643,
-0.007941087707877159,
0.023266810923814774,
-0.002670401008799672,
-0.010904142633080482,
0.01129003893584013,
0.0051527926698327065,
-0.013703160919249058,
0.0023403663653880358,
0.00776768010109663,
-0.012720173224806786,
-0.0007237019017338753,
0.006364188622683287,
-0.011852753348648548,
-0.010092821903526783,
-0.0034244561102241278,
0.00505870021879673,
-0.001861501019448042,
0.001542828045785427,
-0.0056337094865739346,
0.007504702545702457,
0.004375211428850889,
0.00014264982019085437,
-0.014032026752829552,
0.019508924335241318,
0.0006734099006280303,
-0.020511750131845474,
-0.0022666510194540024,
0.0021359678357839584,
-0.03138742595911026,
-0.01225884910672903,
0.026931157335639,
0.019638366997241974,
-0.007101448718458414,
0.012931231409311295,
0.005922858137637377,
-0.004867918789386749,
0.0006363755092024803,
0.010145530104637146,
-0.01965390145778656,
-0.03365081176161766,
-0.0009926687926054,
0.04033680260181427,
-0.014904659241437912,
-0.012924252077937126,
-0.015137017704546452,
0.0018224408850073814,
-0.02809571474790573,
0.004308687057346106,
0.005104001145809889,
0.00014590990031138062,
-0.00822729617357254,
-0.008032205514609814,
0.05647669732570648,
0.012527616694569588,
-0.010537737980484962,
0.00914736744016409,
-0.013836885802447796,
-0.0013147194404155016,
-0.0172344371676445,
0.015253138728439808,
0.005447180010378361,
0.009745011106133461,
-0.00011648237705230713,
0.0037649834994226694,
-0.015723133459687233,
0.011180203408002853,
0.010031627491116524,
0.019026072695851326,
-0.011801715940237045,
-0.026740819215774536,
-0.00806805957108736,
0.013386271893978119,
0.007632356137037277,
-0.012867218814790249,
0.00095599633641541,
-0.0021290513686835766,
-0.013669808395206928,
-0.0007005918305367231,
0.002566894982010126,
-0.01180967502295971,
-0.01863957569003105,
0.004330540541559458,
-0.0019590146839618683,
0.02526226080954075,
0.013277419842779636,
0.07264633476734161,
-0.010719581507146358,
0.019348587840795517,
-0.013607637025415897,
-0.014257699251174927,
-0.01218290627002716,
0.002183676464483142,
-0.018377680331468582,
-0.006042613182216883,
-0.01153460331261158,
0.011981785297393799,
0.009545370936393738,
-0.004185895901173353,
0.01889422908425331,
-0.006233884021639824,
0.003135344013571739,
0.0015215493040159345,
-0.003854177426546812,
-0.012603990733623505,
0.010753573849797249,
-0.0014900420792400837,
-0.00004977290518581867,
0.006712803151458502,
-0.0028793825767934322,
0.008028220385313034,
-0.009882042184472084,
0.0018620784394443035,
-0.01555221900343895,
0.008413043804466724,
0.005709860939532518,
-0.007350901607424021,
-0.025225836783647537,
-0.004261577967554331,
0.018467048183083534,
0.006600874941796064,
-0.015263790264725685,
0.015688713639974594,
-0.010123460553586483,
0.0005922351265326142,
0.01427706703543663,
0.024139612913131714,
-0.015182188712060452,
0.013425469398498535,
0.018314145505428314,
-0.020033927634358406,
0.006580113433301449,
-0.007940266281366348,
-0.00894700177013874,
-0.013608659617602825,
0.007886694744229317,
-0.007262519560754299,
0.0035071398597210646,
0.007302405312657356,
0.022474221885204315,
-0.00735457194969058,
0.019924629479646683,
-0.0009573596762493253,
-0.008336471393704414,
0.039134733378887177,
0.023732025176286697,
-0.03658173978328705,
-0.00627380795776844,
0.037069305777549744,
-0.010672559961676598,
-0.028493791818618774,
-0.003132684389129281,
0.00034816726110875607,
-0.008387740701436996,
0.01685038022696972,
-0.001088977325707674,
-0.010526779107749462,
0.0020828053820878267,
0.0008808032143861055,
-0.0306867528706789,
0.017430001869797707,
-0.006513979751616716,
-0.005665833130478859,
-0.023807276040315628,
-0.03058510459959507,
0.013439998030662537,
0.025178981944918633,
0.00413238350301981,
-0.023829273879528046,
0.0064406380988657475,
-0.001983792055398226,
-0.012782258912920952,
-0.03127681463956833,
-0.07492382824420929,
-0.014034811407327652,
0.020924866199493408,
-0.009979219175875187,
0.00006935000419616699,
-0.011651022359728813,
-0.003183656604960561,
-0.03663426637649536,
0.003293268382549286,
-0.010094670578837395,
-0.03867995738983154,
-0.026942331343889236,
-0.004962586797773838,
-0.005240929313004017,
0.008994262665510178,
0.03174891322851181,
-0.025637775659561157,
0.005953814368695021,
-0.00809554848819971,
0.019584592431783676,
0.020349916070699692,
-0.019232355058193207,
0.02941950224339962,
0.00026776595041155815,
-0.004436848685145378,
-0.08163785189390182,
-0.016549916937947273,
0.016842078417539597,
-0.0037417770363390446,
-0.01581544429063797,
-0.017633141949772835,
0.0021119459997862577,
-0.012561241164803505,
0.009955174289643764,
-0.012508070096373558,
-0.011755065992474556,
-0.0006097301375120878,
-0.033125925809144974,
0.0020753154531121254,
0.014664074406027794,
-0.00584587175399065,
0.009533924981951714,
0.03358710557222366,
0.012229950167238712,
-0.02705385722219944,
-0.007504125125706196,
0.012860050424933434,
-0.008453023619949818,
0.023722659796476364,
-0.010143732652068138,
-0.012915786355733871,
0.006814735475927591,
0.01797090657055378,
-0.011661949567496777,
0.0003689359873533249,
0.0234691109508276,
-0.014542078599333763,
-0.006903710309416056,
0.000712493434548378,
-0.016346711665391922,
-0.005115359090268612,
-0.03363442420959473,
-0.0001480695209465921,
-0.003651719307526946,
-0.005921230185776949,
-0.007236586883664131,
-0.0166584774851799,
-0.034182485193014145,
-0.0011623380705714226,
0.005236707627773285,
-0.0047866906970739365,
0.001877996837720275,
-0.01022413931787014,
-0.0006989806424826384,
-0.01040794886648655,
0.007288529071956873,
-0.0068543837405741215,
-0.0016881711781024933,
-0.00648086704313755,
-0.005547439679503441,
0.005075390450656414,
-0.0003929899539798498,
0.018455814570188522,
0.0009356613736599684,
0.00789465382695198,
-0.00295239663682878,
0.011193833313882351,
-0.03214481845498085,
0.07231654971837997,
-0.008806005120277405,
0.019016416743397713,
0.01703781634569168,
0.00329064903780818,
-0.0016264483565464616,
0.003160908119753003,
-0.007847176864743233,
0.0070762839168310165,
-0.015499915927648544,
-0.009397189132869244,
-0.009998399764299393,
-0.0029114496428519487,
0.004275551065802574,
0.0074074845761060715,
-0.020285548642277718,
0.015517570078372955,
-0.020135212689638138,
0.002023783978074789,
-0.016024256125092506,
0.009225037880241871,
0.035627540200948715,
-0.01716325804591179,
0.010534951463341713,
0.03396867215633392,
-0.003373621264472604,
0.00018206483218818903,
-0.014510123059153557,
-0.012872003950178623,
-0.015174840576946735,
-0.006757398135960102,
0.0013643031707033515,
-0.0006556708831340075,
-0.006924091838300228,
0.04251944646239281,
-0.03490639105439186,
0.017443649470806122,
-0.003526848740875721,
-0.01457667164504528,
-0.0029359599575400352,
-0.005403226241469383,
0.009834222495555878,
-0.005182388238608837,
0.02377975359559059,
-0.007674317341297865,
-0.015236306935548782,
0.01745004579424858,
0.024396102875471115,
-0.01300979033112526,
0.011709799990057945,
0.02690081298351288,
0.007191844750195742,
-0.01133027859032154,
-0.004313519690185785,
-0.023467734456062317,
-0.006455984432250261,
-0.026929780840873718,
0.012725334614515305,
0.0377211719751358,
-0.017832951620221138,
-0.023048046976327896,
-0.01593456044793129,
-0.01624508574604988,
0.0034034927375614643,
-0.024961594492197037,
0.00107257766649127,
-0.009029917418956757,
-0.012191143818199635,
-0.01769714057445526,
0.011136946268379688,
-0.0017786880489438772,
0.007450288161635399,
0.005895041394978762,
0.01954248920083046,
-0.007424643263220787,
-0.01707526482641697,
0.0009984150528907776,
0.016698237508535385,
0.020900508388876915,
0.010497797280550003,
-0.0011102629359811544,
-0.009739072993397713,
-0.011055776849389076,
-0.010970937088131905,
-0.016261424869298935,
-0.03911412134766579,
-0.009001360274851322,
0.013335095718502998,
-0.0065340930595994,
0.013311777263879776,
0.0033383253030478954,
0.011917680501937866,
0.0003458390128798783,
-0.006282077170908451,
0.009536596946418285,
0.03430856019258499,
-0.043832436203956604,
0.0064165955409407616,
0.0008026601281017065,
-0.0044920677319169044,
0.04097284376621246,
0.049496836960315704,
-0.011580988764762878,
0.007389181759208441,
0.003316132351756096,
-0.0017204205505549908,
0.007090156897902489,
-0.009802285581827164,
0.0019028112292289734,
-0.004837651737034321,
0.009794468060135841,
-0.020467214286327362,
0.03072112426161766,
0.002307700924575329,
-0.009739312343299389,
0.018796667456626892,
-0.010743155144155025,
-0.008372317999601364,
-0.014149375259876251,
-0.009663891047239304,
-0.022180547937750816,
-0.010113334283232689,
-0.005148488562554121,
0.02013685368001461,
-0.01962396875023842,
-0.011941631324589252,
-0.00371900899335742,
-0.0071246931329369545,
0.0018931578379124403,
0.0012282105162739754,
0.011111694388091564,
-0.007981768809258938,
0.0025476766750216484,
0.010150909423828125,
0.014390497468411922,
0.003516894532367587,
-0.004992750473320484,
-0.006426721811294556,
0.0005697447340935469,
0.014976766891777515,
0.021132104098796844,
0.0003447153139859438,
-0.0016628634184598923,
-0.030097970739006996,
0.00980584230273962,
-0.027071885764598846,
-0.009136461652815342,
0.007025544065982103,
0.004273737780749798,
-0.01363979373127222,
0.004422763828188181,
0.013417841866612434,
0.012531249783933163,
-0.006339079700410366,
0.011289499700069427,
0.02585975080728531,
0.0038780164904892445,
0.030471062287688255,
-0.008232584223151207,
0.015106692910194397,
0.0010199856478720903,
-0.003577184397727251,
-0.04478289186954498,
-0.0025082258507609367,
0.027792293578386307,
0.00901324674487114,
-0.014645282179117203,
-0.016835276037454605,
-0.005337841343134642,
0.008630756288766861,
-0.0025925305671989918,
-0.0297657772898674,
-0.038544416427612305,
-0.007414825260639191,
-0.024907372891902924,
-0.011824702844023705,
0.011729596182703972,
0.03359338268637657,
-0.026602977886795998,
0.00865763146430254,
-0.002977570053189993,
-0.009860489517450333,
-0.005082990974187851,
-0.009398768655955791,
-0.011935390532016754,
-0.0023642652668058872,
-0.007478970102965832,
0.008990662172436714,
0.009716594591736794,
0.04111507534980774,
-0.009798175655305386,
0.0008326850365847349,
-0.027957532554864883,
-0.0048075648956000805,
-0.000729292631149292,
-0.020748358219861984,
0.01621960662305355,
-0.02207733318209648,
-0.000768846832215786,
0.01180294156074524,
0.008052065968513489,
-0.02528255060315132
] |
[
0.5161179304122925,
-0.003021545708179474,
-0.38313835859298706,
0.21951144933700562,
-0.0325331836938858,
-0.19945764541625977,
0.01796375773847103,
-0.06249816343188286,
0.08773147314786911,
-0.2718724310398102,
-0.40101364254951477,
0.18755237758159637,
-0.02886022813618183,
0.010758640244603157,
-0.44753679633140564,
0.45383816957473755,
0.4734365940093994,
0.20858623087406158,
0.2992503046989441,
0.06850147247314453,
-0.7574936747550964,
-0.3065531551837921,
-0.26689913868904114,
0.009077182970941067,
0.25671330094337463,
0.8124136924743652,
0.4143812656402588,
0.11062625050544739,
-0.3080177307128906,
-0.386044979095459,
0.38696885108947754,
0.11215399950742722,
0.3711307644844055,
-0.3567003607749939,
0.33953458070755005,
-0.3290345072746277,
-0.5384587049484253,
-0.19891060888767242,
-0.5569285154342651,
-0.8341773152351379,
-0.3296089470386505,
-0.05817170441150665,
0.04959416761994362,
0.2588614523410797,
-0.5653765797615051,
-0.25017040967941284,
-1.062097430229187,
0.9673159718513489,
-0.5844728946685791,
0.27996641397476196,
-0.6351678967475891,
0.25568443536758423,
0.1238926500082016,
0.2474314272403717,
0.07741601765155792,
0.18173560500144958,
0.11647578328847885,
-0.6979964375495911,
-0.01161034032702446,
-0.42353057861328125,
-0.01038177777081728,
0.04983273893594742,
0.006094323471188545,
-0.10644841939210892,
0.14701500535011292,
0.0620795376598835,
-0.47313642501831055,
0.26526713371276855,
-0.47732630372047424,
0.19199073314666748,
0.2968275547027588,
-0.3513939082622528,
-0.3255627155303955,
0.4294423758983612,
-0.7740674614906311,
0.32509875297546387,
0.2324148267507553,
-0.09511295706033707,
0.22430835664272308,
-0.2510753571987152,
-0.6667724251747131,
-0.05494467914104462,
0.2326652705669403,
-0.351949006319046,
0.7342207431793213,
0.15613223612308502,
-0.20672094821929932,
0.16555418074131012,
-0.3065766990184784,
0.37580591440200806,
-0.024322187528014183,
-0.3717881739139557,
0.4324084520339966,
-0.10914019495248795,
0.2557630240917206,
0.20977890491485596,
0.40697091817855835,
-0.05238483101129532,
0.4866706132888794,
0.12913817167282104,
-0.41881558299064636,
-0.39973685145378113,
0.2617126405239105,
0.0922236442565918,
-0.3301793336868286,
-0.02398008480668068,
-0.5530380606651306,
-0.7290958166122437,
-0.08689222484827042,
0.5085526704788208,
0.029842646792531013,
0.39099782705307007,
0.20965467393398285,
0.10886900126934052,
-0.3336668312549591,
0.1781739592552185,
0.46405723690986633,
0.6297473907470703,
-0.4180251359939575,
0.2664310932159424,
-0.10585026443004608,
1.2061195373535156,
0.017213642597198486,
-0.0026520551182329655,
0.1526753306388855,
0.026208851486444473,
0.698850691318512,
0.512753963470459,
-0.30817973613739014,
0.018615365028381348,
0.3631404638290405,
0.39292067289352417,
0.244452565908432,
-0.27845221757888794,
-0.42089205980300903,
-0.3781864047050476,
0.027401169762015343,
-0.1671760231256485,
0.3315407335758209,
0.0813056156039238,
-0.30396145582199097,
-0.5295396447181702,
0.20433703064918518,
-0.006189180072396994,
0.12722980976104736,
0.23954953253269196,
-0.2268351912498474,
-0.16221889853477478,
0.1554877609014511,
-0.008702990598976612,
-0.14524780213832855,
0.2347913682460785,
-0.13077634572982788,
-0.6120476722717285,
-0.008583501912653446,
0.7678974270820618,
-0.2906826436519623,
-0.08151179552078247,
-0.13572263717651367,
0.02740519680082798,
0.20275451242923737,
0.362541526556015,
-0.4865975081920624,
-0.3220023214817047,
0.5279070138931274,
-0.4194503426551819,
-0.18622834980487823,
0.4766373634338379,
0.3107156753540039,
0.0999966710805893,
-0.06444486230611801,
-0.5560839772224426,
0.09411188960075378,
-0.7317191362380981,
-0.1798456609249115,
-0.20510722696781158,
-0.06713470816612244,
-0.3171702027320862,
0.46713876724243164,
0.18816082179546356,
-0.5767328143119812,
0.4148155748844147,
0.11257325857877731,
-0.8033627271652222,
-0.25926128029823303,
-0.16157804429531097,
0.6673461198806763,
-0.47912150621414185,
-0.21521912515163422,
0.12889285385608673,
-0.5036088824272156,
-0.28413447737693787,
0.07905978709459305,
-0.7597426176071167,
1.3972117900848389,
-0.43138420581817627,
-0.020606111735105515,
1.2741130590438843,
-0.23109425604343414,
-0.11194315552711487,
-0.021322540938854218,
0.2101152092218399,
0.48950159549713135,
-0.5710433125495911,
-0.4176054894924164,
-0.28817319869995117,
0.335083544254303,
0.22475425899028778,
-0.09887203574180603,
-0.2407235950231552,
-0.04836643487215042,
0.13416212797164917,
0.1200093924999237,
-0.13989965617656708,
0.033400144428014755,
0.40335413813591003,
-0.22927388548851013,
0.7134526968002319,
0.02779318578541279,
0.08568964153528214,
0.9648383259773254,
-0.31467342376708984,
0.05825293809175491,
0.8898689150810242,
-0.24401330947875977,
0.3871665298938751,
0.7212539315223694,
0.39204999804496765,
0.9367932081222534,
-0.42257288098335266,
0.3889218270778656,
0.07270593196153641,
0.09568469971418381,
-1.1108074188232422,
-0.2832985520362854,
-0.12850433588027954,
-0.050243739038705826,
-0.549109160900116,
0.07863331586122513,
0.2495543509721756,
-0.3125414252281189,
-0.13657565414905548,
-0.40611693263053894,
-0.06967660039663315,
0.4571518898010254,
-0.24258176982402802,
-0.9274064302444458,
0.25936898589134216,
0.06991744786500931,
0.026476610451936722,
-0.06820876151323318,
0.5401387214660645,
0.38706204295158386,
-0.4171502888202667,
0.6139283776283264,
0.19586053490638733,
-0.15260660648345947,
-0.41562432050704956,
0.2189534604549408,
-0.21859818696975708,
-0.10090918093919754,
0.4941546618938446,
-0.21957692503929138,
0.24196918308734894,
0.2093188613653183,
-0.436512291431427,
-0.3559233248233795,
-0.48040279746055603,
0.35227301716804504,
0.5704575777053833,
-0.06764096021652222,
-0.4135148525238037,
0.20205487310886383,
0.11419941484928131,
0.03860689699649811,
-0.50035560131073,
0.19569458067417145,
0.2100714147090912,
-0.2733486294746399,
-0.7159023880958557,
-0.39565253257751465,
-0.013557006604969501,
0.10923256725072861,
-0.7244811058044434,
0.20274023711681366,
-0.4255266785621643,
0.2254631370306015,
-0.2891319692134857,
-0.5749810338020325,
0.47332486510276794,
-0.14645572006702423,
0.30667102336883545,
-0.0851319208741188,
-0.16524210572242737,
1.1139479875564575,
0.0721655860543251,
0.04045885056257248,
-0.00410430645570159,
-0.06266282498836517,
0.23946596682071686,
-0.20277966558933258,
0.46058687567710876,
0.07536833733320236,
0.056859519332647324,
0.1276499480009079,
-0.05354653671383858,
-0.15762069821357727,
0.07144373655319214,
-5.919076442718506,
0.01579831913113594,
-0.6529000401496887,
-0.13318778574466705,
-0.4844461977481842,
0.18258705735206604,
0.7085371613502502,
-0.19634750485420227,
0.112387515604496,
0.35809099674224854,
-0.11854565888643265,
0.24805550277233124,
-0.11050079017877579,
0.9315313100814819,
0.3256847560405731,
0.2367555946111679,
-0.19353152811527252,
-0.02363610453903675,
-0.15247145295143127,
0.5559651255607605,
0.05005579814314842,
0.19298039376735687,
0.08338328450918198,
0.6295105218887329,
-0.1328880488872528,
-0.3539579212665558,
-0.7993513941764832,
0.38259056210517883,
0.0964486375451088,
-0.4160419702529907,
0.5947204828262329,
-0.16333013772964478,
-0.101411834359169,
-0.11269254982471466,
-0.17926529049873352,
0.31654059886932373,
0.2544773519039154,
0.24745547771453857,
0.15569819509983063,
-0.3661021590232849,
0.20648488402366638,
0.30616673827171326,
0.33422425389289856,
0.11262301355600357,
0.3245764672756195,
-0.19180399179458618,
0.008489360101521015,
0.03398062288761139,
-0.4781710207462311,
0.7470852136611938,
0.08421055227518082,
0.15467894077301025,
0.4025488793849945,
0.1279168576002121,
-0.056260183453559875,
-0.4530162513256073,
0.46853652596473694,
-0.4206402897834778,
-0.48365318775177,
0.19088968634605408,
0.17522642016410828,
-0.15855787694454193,
-0.07807696610689163,
-0.8253487348556519,
-0.16468442976474762,
0.033243659883737564,
-1.1490345001220703,
-0.838624119758606,
-0.02798318862915039,
0.4118088185787201,
-0.6000109314918518,
0.3639671802520752,
-0.13607417047023773,
-0.40651896595954895,
0.41395923495292664,
-0.5746440291404724,
0.4020625650882721,
0.04323241487145424,
0.38868656754493713,
0.33200332522392273,
-0.2531162202358246,
-0.38195714354515076,
-0.04365764558315277,
0.10315379500389099,
-0.0717385783791542,
-0.2902790606021881,
-0.06519927829504013,
0.044662512838840485,
-0.041741445660591125,
0.19135218858718872,
0.9885684251785278,
-0.10065581649541855,
-0.12654107809066772,
0.5087345242500305,
0.5206576585769653,
0.6463638544082642,
0.331799179315567,
0.1480552852153778,
0.5056248903274536,
-0.2896006107330322,
0.8420064449310303,
0.3858537971973419,
-0.44417160749435425,
-0.6230270862579346,
-0.11593683063983917,
-0.3100978434085846,
-0.8240272998809814,
0.2297220379114151,
0.2848167419433594,
-0.31528741121292114,
-0.3426061272621155,
-0.045124828815460205,
-0.6429075002670288,
-0.05402633175253868,
0.21951620280742645,
0.09397439658641815,
0.024818260222673416,
0.11058036983013153,
0.30385521054267883,
-0.1739615648984909,
0.3143828809261322,
0.515882670879364,
0.4824611246585846,
0.6546441912651062,
0.043029189109802246,
-0.7177695631980896,
0.14631150662899017,
0.3975909650325775,
-0.26301082968711853,
-0.1585867553949356,
0.3067381680011749,
-0.1336764544248581,
-0.3881710171699524,
0.056620944291353226,
0.5109226107597351,
0.004892714321613312,
-0.25296056270599365,
-0.059137023985385895,
0.22013838589191437,
0.04558200389146805,
0.29335227608680725,
-0.3270236551761627,
0.22243599593639374,
0.3825652599334717,
0.5029230713844299,
-0.28996357321739197,
-0.27655938267707825,
0.3127639591693878,
-0.1978798508644104,
-0.14226846396923065,
-0.3439481854438782,
0.12882313132286072,
0.17041033506393433,
0.031441859900951385,
0.2707522511482239,
-0.11940594762563705,
0.536933422088623,
0.07235605269670486,
0.26232585310935974,
-0.42858877778053284,
0.3316623866558075,
-0.11218174546957016,
-1.2704349756240845,
-0.05808188021183014,
-0.07404226064682007,
0.2715645730495453,
-0.7859460115432739,
0.043057989329099655,
0.09182179719209671,
-0.054934240877628326,
-0.31098732352256775,
-0.3608669638633728,
-0.4576265215873718,
-0.77458256483078,
0.07698089629411697,
-0.09786109626293182,
0.2094733715057373,
0.47013241052627563,
-0.3661611080169678,
-0.12639211118221283,
-0.10836215317249298,
-0.6158654093742371,
-0.2561641037464142,
0.11400264501571655,
0.9532891511917114,
0.24340391159057617,
-0.19713568687438965,
0.47716426849365234,
-0.15496577322483063,
-0.41895580291748047,
0.6378226280212402,
0.11731456965208054,
0.5877645611763,
0.24481123685836792,
-0.05178304389119148,
-0.5417444109916687,
0.6119487881660461,
-0.192807137966156,
-0.12891477346420288,
-0.2843698561191559,
-0.02364441007375717,
0.12183848768472672,
-0.4371483027935028,
0.5842465758323669,
0.06555742025375366,
-0.2243882417678833,
0.1388421207666397,
-0.1814853847026825,
-0.762489378452301,
0.2477159947156906,
-0.5396442413330078,
-0.30757179856300354,
0.30234387516975403,
0.035005513578653336,
-0.6218215227127075,
-0.01746678352355957,
-0.21127337217330933,
0.05081356316804886,
-0.10639992356300354,
0.4984050393104553,
0.07335782796144485,
-0.13497258722782135,
-0.22476840019226074,
-0.0970100536942482,
-0.07586341351270676,
0.2682361900806427,
0.21459177136421204,
-0.7202047109603882,
-0.3655804693698883,
0.24957717955112457,
-0.25116437673568726,
-0.14238646626472473,
0.36227887868881226,
-0.1300969123840332,
-0.6785109639167786,
-0.31918865442276,
-0.3582386076450348,
0.6909605264663696,
-0.20481634140014648,
0.3165583908557892,
-0.0015769372694194317,
0.2632475793361664,
0.1723063439130783,
-0.5509166121482849,
-0.19969972968101501,
0.5248823165893555,
0.04410005360841751,
0.047463566064834595,
-0.7075315117835999,
-0.047980960458517075,
0.4117707908153534,
0.009097842499613762,
-0.19762925803661346,
-0.0835476964712143,
0.38058096170425415,
-0.005604226607829332,
-0.32222437858581543,
-0.20863574743270874,
0.25431594252586365,
-0.002846240531653166,
0.2875964641571045,
-0.6082044243812561,
-0.4766857326030731,
-0.2230396270751953,
0.39395058155059814,
-0.06796437501907349,
0.1665765941143036,
-0.8270033001899719,
0.4165076017379761,
-0.5733551383018494,
0.2827759385108948,
-0.28493064641952515,
0.776434063911438,
1.0185086727142334,
0.388949453830719,
-0.30449819564819336,
0.043009210377931595,
-0.08304950594902039,
-0.11604217439889908,
-0.02198720909655094,
-0.10581274330615997,
-0.17771974205970764,
-0.2231903225183487,
0.09389851987361908,
0.6217305660247803,
-0.36273816227912903,
0.09978099912405014,
0.08504312485456467,
0.3152700662612915,
-0.33543625473976135,
-0.8240147829055786,
0.2282540500164032,
-0.24887071549892426,
0.4030930697917938,
-0.3916839361190796,
-0.21487842500209808,
0.3646898865699768,
0.5068740248680115,
0.1890619844198227,
-0.043385908007621765,
0.00418755691498518,
0.6956151127815247,
0.6530755758285522,
-0.6409602761268616,
0.2166648805141449,
0.553991436958313,
0.20974257588386536,
-0.4472268521785736,
-0.11334285885095596,
0.041439611464738846,
-0.16799604892730713,
-0.17629362642765045,
0.5054838061332703,
0.44386446475982666,
-0.47500455379486084,
0.01570652239024639,
-0.029875967651605606,
-0.5151147842407227,
1.0201385021209717,
0.30520662665367126,
-0.2035277783870697,
0.42475131154060364,
0.6313472986221313,
0.026345793157815933,
0.07816468179225922,
0.5239397287368774,
-0.03586869314312935,
-0.1682911217212677,
0.15138289332389832,
0.2628045976161957,
0.5904378294944763,
0.6977441310882568,
0.1803879290819168,
-0.0597982183098793,
-0.13130290806293488,
0.19891060888767242,
-0.10802309215068817,
-0.05260374769568443,
-0.4171381890773773,
-0.016754357144236565,
0.08229631930589676,
-0.21413588523864746,
-0.19203884899616241,
0.18889650702476501,
-0.4057508111000061,
0.6836919188499451,
0.18958339095115662,
0.2685357630252838,
-0.4085767865180969,
0.3576565980911255,
0.24606692790985107,
0.23299209773540497,
0.20120036602020264,
0.1193641796708107,
-0.5182047486305237,
0.04467138275504112,
0.16420350968837738,
-0.2486259639263153,
-0.13127663731575012,
0.19303613901138306,
-0.09102506190538406,
0.36402270197868347,
-0.08989371359348297,
-0.30653804540634155,
-0.32517004013061523,
0.1553923785686493,
0.9088382720947266,
-0.6465295553207397,
0.3314104974269867,
0.5271040797233582,
-0.7967707514762878,
0.48945823311805725,
-0.5552466511726379,
0.5571799278259277,
-0.011755479499697685,
-1.0539907217025757,
0.10199500620365143,
0.18509341776371002,
-0.27027326822280884,
0.14144133031368256,
0.021487640216946602,
-0.3657190501689911,
-0.27755168080329895,
-0.5226733684539795,
-0.05515788868069649,
-0.095762237906456,
-0.28484421968460083,
0.09837128967046738,
-0.4274134933948517,
-0.08242718130350113,
-0.30724045634269714,
-0.6050593852996826,
0.21983349323272705,
0.15399089455604553,
-0.32995349168777466,
0.3661145567893982,
0.07253115624189377,
0.49203792214393616,
0.5308945178985596,
0.06002671271562576,
-0.22144544124603271,
0.5161246061325073,
0.30232003331184387,
-0.19218817353248596,
-0.3531818687915802,
0.44876331090927124,
-0.26981016993522644,
-0.4074634611606598,
-0.32693541049957275,
0.032896507531404495,
0.4597640335559845,
0.05556320771574974,
-0.3135572075843811,
0.03269010782241821,
0.17150668799877167,
0.5365464687347412,
0.3881566822528839,
0.038941510021686554,
0.16226248443126678,
-0.007526376284658909,
0.16237454116344452,
-0.10187378525733948,
0.34502989053726196,
-0.1880088746547699,
0.05666710063815117,
-0.24693642556667328,
0.13344815373420715,
0.27019402384757996,
-0.8491811752319336,
0.15754441916942596,
-0.2071085423231125,
-0.5696786642074585,
-0.5697097182273865,
0.46174803376197815,
-0.3539820611476898,
-0.10203157365322113,
-0.20244304835796356,
0.3854096531867981,
0.5144026875495911,
-0.17308904230594635,
-0.021544061601161957,
0.021724438294768333,
0.3784008026123047,
0.021964890882372856,
-0.4014014005661011,
0.8359133005142212,
-0.12348698824644089,
-0.14203141629695892,
-1.2484444379806519,
0.13364222645759583,
-0.08807901293039322,
-0.6296488046646118,
-0.16745679080486298,
-0.12106914073228836,
-0.40291503071784973,
-0.35278406739234924,
-0.14993610978126526,
-0.5929244160652161,
-0.33314594626426697,
0.14441116154193878
] |
Recent research in attention has involved three networks of anatomical areas that carry out the functions of orienting, alerting and executive control (including conflict monitoring). There have been extensive cognitive and neuroimaging studies of these networks in adults. We developed an integrated Attention Network Test (ANT) to measure the efficiency of the three networks with adults. We have now adapted this test to study the development of these networks during childhood. The test is a child-friendly version of the flanker task with alerting and orienting cues. We studied the development of the attentional networks in a cross-sectional experiment with four age groups ranging from 6 through 9 (Experiment 1). In a second experiment, we compared children (age 10 years) and adult performance in both child and adults versions of the ANT. Reaction time and accuracy improved at each age interval and positive values were found for the average efficiency of each of the networks. Alertness showed evidence of change up to and beyond age 10, while conflict scores appear stable after age seven and orienting scores do not change in the age range studied. A final experiment with forty 7-year-old children suggested that children like adults showed independence between the three networks under some conditions.
|
[
-0.01545671932399273,
-0.007412873208522797,
-0.02130671590566635,
-0.0017491353210061789,
-0.00456237094476819,
0.0003697403008118272,
0.007318573072552681,
0.0021742358803749084,
-0.007375181652605534,
0.019128363579511642,
-0.004909039009362459,
0.0003594192676246166,
0.008704605512320995,
0.015554796904325485,
-0.0074593983590602875,
0.02417757175862789,
-0.010929623618721962,
0.004783193115144968,
0.007621467113494873,
-0.010150902904570103,
-0.02139623463153839,
0.00730605935677886,
0.0075103770941495895,
0.0033784143161028624,
-0.0031931428238749504,
0.0052298433147370815,
-0.0034240109380334616,
-0.01276322454214096,
0.0024487031623721123,
-0.0050013428553938866,
-0.018310576677322388,
0.007373495027422905,
0.012047416530549526,
0.005075901746749878,
-0.008489171974360943,
-0.008181340992450714,
-0.008596429601311684,
0.01632402464747429,
0.0034591397270560265,
-0.004875314421951771,
0.007954827509820461,
-0.0034969730768352747,
0.005564911291003227,
0.005045341793447733,
-0.003808672772720456,
-0.0009776188526302576,
-0.00383536028675735,
0.015150593593716621,
-0.016304852440953255,
0.0076497578993439674,
-0.008380977436900139,
0.002447626320645213,
-0.00707212183624506,
-0.003455393947660923,
-0.004602322354912758,
0.004830834921449423,
0.012647964060306549,
-0.008758867159485817,
0.014149514958262444,
0.002368906047195196,
-0.019574584439396858,
0.015787681564688683,
-0.007031099870800972,
-0.0294630266726017,
0.013720337301492691,
-0.06767978519201279,
0.0030152485705912113,
0.0002657511504366994,
0.009422017261385918,
-0.0011835701297968626,
0.001997903920710087,
0.010748565196990967,
-0.007435417268425226,
-0.0023975102230906487,
-0.003918618895113468,
-0.007023050915449858,
-0.0008156801923178136,
0.011210897006094456,
-0.003503275103867054,
0.019986657425761223,
0.00363995973020792,
-0.0001360054884571582,
0.021213963627815247,
0.007828024215996265,
-0.0020652380771934986,
-0.014287111349403858,
-0.009490682743489742,
-0.002736517693847418,
0.03140801936388016,
0.019896527752280235,
-0.0041082464158535,
-0.0024452325887978077,
0.0024288564454764128,
0.02373964712023735,
0.005732225254178047,
0.010287169367074966,
0.0016894430154934525,
0.007348270155489445,
0.01361457072198391,
-0.010438643395900726,
-0.012176844291388988,
-0.0016130285803228617,
0.023613298311829567,
0.013299978338181973,
0.011093966662883759,
0.008687387220561504,
-0.007570899091660976,
-0.013664943166077137,
0.007404089905321598,
0.0018874236848205328,
0.001715006772428751,
-0.008648768067359924,
-0.011257588863372803,
0.027587484568357468,
0.007134092040359974,
-0.0034668496809899807,
-0.021234719082713127,
-0.01053999736905098,
0.0061757806688547134,
0.009224990382790565,
0.009336539544165134,
0.0029980200342833996,
0.003404012881219387,
-0.01388794369995594,
0.006510587874799967,
0.005673713982105255,
-0.0055639659985899925,
0.0016086259856820107,
-0.014102105051279068,
0.005386105738580227,
-0.007056335918605328,
0.009564384818077087,
-0.0007468489930033684,
-0.00320233590900898,
-0.003127672243863344,
-0.0025851225946098566,
-0.01185446698218584,
0.013514287769794464,
0.008475562557578087,
0.004555932246148586,
0.00247198436409235,
0.007381044328212738,
0.007809482514858246,
0.005394125357270241,
0.014358769170939922,
0.004069725051522255,
-0.010740824043750763,
0.007686931639909744,
-0.004360943101346493,
-0.013224149122834206,
0.012032848782837391,
-0.007726686075329781,
-0.0057608578354120255,
-0.021919334307312965,
0.0027272989973425865,
-0.014506183564662933,
-0.0023196344263851643,
-0.017945727333426476,
-0.008703213185071945,
-0.019800666719675064,
0.019297301769256592,
0.010836574248969555,
-0.009206200018525124,
0.0051198299042880535,
-0.00825552549213171,
0.0026400741189718246,
-0.002090496476739645,
-0.0040517146699130535,
-0.029943594709038734,
0.006227223202586174,
-0.0024236454628407955,
-0.007594705559313297,
-0.004486927296966314,
0.0027055926620960236,
-0.006358702667057514,
-0.0034742250572890043,
0.00561733590438962,
0.005558066535741091,
-0.012878285720944405,
0.06746768951416016,
0.013675637543201447,
-0.008143707178533077,
0.009757867082953453,
0.008883155882358551,
0.004093209747225046,
-0.0027340007945895195,
0.015750577673316002,
-0.006383861415088177,
-0.0028416570276021957,
0.0027994385454803705,
-0.017475562170147896,
-0.006485183257609606,
-0.005428444594144821,
0.0012970874086022377,
0.01593230478465557,
0.004169310908764601,
0.021948888897895813,
-0.0053095342591404915,
-0.011773785576224327,
-0.012992026284337044,
0.0034791487269103527,
-0.010518798604607582,
0.016520116478204727,
0.0002515101805329323,
0.00970862153917551,
0.0012503113830462098,
0.021043311804533005,
-0.020756546407938004,
0.018561026081442833,
0.020897546783089638,
0.03068549558520317,
0.014894165098667145,
-0.012221422046422958,
-0.004433830734342337,
0.010549124330282211,
-0.008570060133934021,
0.017443396151065826,
-0.001417418709024787,
-0.011768513359129429,
-0.009103813208639622,
-0.007363106589764357,
-0.0011318938340991735,
0.008405187167227268,
-0.012089695781469345,
-0.0009094155393540859,
0.01621127314865589,
-0.004919115919619799,
0.00897450651973486,
0.001528893830254674,
0.0037471710238605738,
-0.007709669880568981,
-0.01372634619474411,
-0.0046464065089821815,
0.011021420359611511,
-0.010729550383985043,
0.006652454845607281,
0.005149954929947853,
-0.009462653659284115,
0.011971816420555115,
-0.005602606572210789,
-0.0051369741559028625,
-0.013598786666989326,
0.00175562989898026,
-0.004951731767505407,
0.012771928682923317,
-0.005076051689684391,
0.004570022691041231,
-0.020960109308362007,
0.0026529463939368725,
-0.002662061247974634,
0.0029128880705684423,
-0.006410182919353247,
0.008645251393318176,
-0.017124470323324203,
-0.02485223487019539,
-0.01614511013031006,
-0.00040980009362101555,
-0.011317494325339794,
0.02073219232261181,
-0.005828496068716049,
0.0015948775690048933,
0.007763076573610306,
0.015055815689265728,
-0.007762226276099682,
0.0011295978911221027,
0.005116499029099941,
0.022983431816101074,
0.018850229680538177,
0.027045700699090958,
-0.0060986788012087345,
0.0008784928359091282,
-0.007297004107385874,
-0.004880999680608511,
-0.08170260488986969,
-0.009489187970757484,
-0.01638920046389103,
0.013594301417469978,
0.005987777840346098,
0.013258064165711403,
-0.007235806901007891,
0.014749438501894474,
-0.009369386360049248,
-0.0033451721537858248,
-0.00011841976083815098,
0.010118415579199791,
-0.013326928950846195,
0.002557762200012803,
0.018984489142894745,
-0.0002479488030076027,
0.005218625068664551,
0.005394026171416044,
-0.017241690307855606,
-0.000939066638238728,
-0.01055636815726757,
-0.0051072733476758,
-0.007905354723334312,
0.005320036318153143,
-0.014522343873977661,
-0.00034707714803516865,
0.0025936015881597996,
-0.006181909702718258,
-0.009060133248567581,
0.010440774261951447,
0.0028847851790487766,
-0.006489926017820835,
-0.021172944456338882,
-0.0035273621324449778,
-0.004375188611447811,
-0.0004844740033149719,
-0.005687745753675699,
-0.00916354265064001,
0.002479866147041321,
-0.02869863621890545,
0.004018998704850674,
0.010361208580434322,
-0.018461154773831367,
-0.00047038402408361435,
0.005533200688660145,
0.005065670236945152,
0.0022842157632112503,
0.017124241217970848,
0.012558556161820889,
-0.015026012435555458,
0.02539081871509552,
0.0013557480415329337,
0.01891016587615013,
0.007987715303897858,
-0.006343675311654806,
-0.0016105384565889835,
0.015992023050785065,
0.017418477684259415,
-0.013406813144683838,
0.0013271496864035726,
0.004616357386112213,
-0.004183510318398476,
0.011158520355820656,
-0.001061776652932167,
0.020015183836221695,
-0.007655235473066568,
0.0068808263167738914,
-0.009721284732222557,
-0.013111571781337261,
0.01280231773853302,
-0.014124203473329544,
0.0037544858641922474,
-0.0015051355585455894,
-0.005768612027168274,
-0.00905592180788517,
-0.016032300889492035,
-0.01115407794713974,
0.0026196101680397987,
-0.014821119606494904,
-0.0016820983728393912,
0.023845873773097992,
0.01546994037926197,
-0.0038069351576268673,
-0.003078932175412774,
-0.015738166868686676,
-0.030405672267079353,
0.01031922921538353,
0.00615259725600481,
0.013339070603251457,
-0.013028371147811413,
0.012805064208805561,
-0.008697609417140484,
-0.018893934786319733,
0.007053966633975506,
0.005018263123929501,
-0.009703424759209156,
0.015734631568193436,
0.023091446608304977,
0.0056669097393751144,
0.007684438023716211,
-0.010044893249869347,
0.006156736519187689,
0.02027544006705284,
-0.006653084419667721,
-0.0025816201232373714,
0.009810076095163822,
0.010475518181920052,
0.011817025020718575,
-0.007357364520430565,
-0.00016920390771701932,
0.013327310793101788,
0.00042658683378249407,
-0.010425398126244545,
0.02889167331159115,
0.005688468459993601,
-0.0060987938195466995,
-0.01064330991357565,
-0.015174128115177155,
0.07338593900203705,
0.009095504879951477,
0.016860324889421463,
-0.008189767599105835,
0.02483813837170601,
0.002335655502974987,
0.0077618747018277645,
0.0030980086885392666,
-0.005988182965666056,
-0.018209917470812798,
0.008461651392281055,
-0.015454239211976528,
0.00014445791020989418,
0.015408387407660484,
-0.004013377241790295,
0.005417172331362963,
0.00861351191997528,
0.017617179080843925,
-0.013117438182234764,
0.006890440359711647,
-0.0005172081291675568,
0.004695543088018894,
-0.0009848277550190687,
0.0006821239367127419,
-0.0001303618773818016,
0.0013990388251841068,
0.0034289981704205275,
-0.01298981998115778,
-0.00457058846950531,
0.005311916582286358,
-0.009800037369132042,
-0.002269221469759941,
-0.004128037951886654,
-0.0282127745449543,
-0.00968226883560419,
0.0010599072556942701,
0.006547849625349045,
-0.022380907088518143,
0.019778475165367126,
-0.0032974358182400465,
-0.0009723128750920296,
-0.014365263283252716,
0.02090322971343994,
0.01388588547706604,
-0.0005959663540124893,
0.015699347481131554,
-0.010803895071148872,
-0.004609508439898491,
-0.0009720503585413098,
0.019926022738218307,
-0.01212027296423912,
-0.0015465206233784556,
0.003157631494104862,
0.01819339580833912,
0.007812578231096268,
0.015275569632649422,
0.002901681698858738,
-0.0013461534399539232,
-0.03433433547616005,
-0.019569141790270805,
-0.01622730679810047,
0.0020537730306386948,
0.004497240297496319,
0.0013010022230446339,
-0.01265042182058096,
-0.020515134558081627,
0.0026793559081852436,
-0.005651057232171297,
-0.000024512410163879395,
0.010979006066918373,
-0.01712334342300892,
-0.013408399187028408,
0.0032911424059420824,
-0.012713066302239895,
0.003953536972403526,
-0.014806140214204788,
-0.026694629341363907,
-0.009230067953467369,
0.015295028686523438,
0.002423590049147606,
-0.003169301198795438,
-0.021274937316775322,
0.012287725694477558,
-0.009828971698880196,
-0.01571950502693653,
0.048815108835697174,
0.012669461779296398,
-0.07537209987640381,
-0.008537421002984047,
0.008726777508854866,
-0.004597286693751812,
0.000506178941577673,
0.002477362286299467,
-0.01562259066849947,
-0.0037176511250436306,
0.0018172883428633213,
-0.005868907086551189,
0.007907023653388023,
0.005933169741183519,
0.006197007838636637,
0.002733765635639429,
0.007908747531473637,
-0.017649663612246513,
-0.02969183959066868,
0.003269517095759511,
0.007845458574593067,
-0.0029067678842693567,
0.0027381647378206253,
-0.0017179211135953665,
-0.0021650660783052444,
-0.0005675717256963253,
0.005746973212808371,
-0.08240300416946411,
-0.017966853454709053,
0.01037020143121481,
-0.009501423686742783,
-0.003600591327995062,
-0.0026419125497341156,
0.0152411675080657,
-0.007911729626357555,
-0.00944135244935751,
-0.012668665498495102,
-0.00880702305585146,
0.004971748683601618,
-0.0031950492411851883,
0.00014055287465453148,
-0.0017924774438142776,
-0.003930784296244383,
0.008519886061549187,
0.01332690566778183,
0.0099470354616642,
-0.01990695111453533,
-0.014094875194132328,
0.010224726051092148,
-0.006531591527163982,
-0.00005886657163500786,
-0.007555599324405193,
0.000014631776139140129,
0.006045477464795113,
0.011916781775653362,
-0.008395357057452202,
-0.006333936937153339,
0.01808743178844452,
-0.017128845676779747,
-0.003535565687343478,
-0.0028765625320374966,
-0.0229262076318264,
-0.010431557893753052,
-0.004895159974694252,
-0.00986455101519823,
0.01704551838338375,
-0.004299108404666185,
-0.010340007022023201,
0.018465979024767876,
-0.01244731992483139,
0.009350763633847237,
-0.013171978294849396,
0.00723648676648736,
0.004343028180301189,
-0.0027741724625229836,
-0.0030504586175084114,
0.004573640413582325,
0.003796129021793604,
0.001420911867171526,
0.010757219046354294,
0.005907819140702486,
0.004920498467981815,
0.009879084303975105,
-0.0038671232759952545,
0.01244322583079338,
0.015496669337153435,
0.007907584309577942,
-0.010398809798061848,
0.03805895149707794,
0.009300095960497856,
0.07279114425182343,
-0.01306753046810627,
0.008581752888858318,
-0.012732862494885921,
0.012917579151690006,
0.0007178964442573488,
0.003927193582057953,
0.004743397701531649,
0.012914172373712063,
-0.0010809078812599182,
0.006075536832213402,
-0.010193521156907082,
0.0015595811419188976,
0.007195602171123028,
-0.023776918649673462,
0.001913898391649127,
-0.018319640308618546,
-0.004661185666918755,
-0.006799430586397648,
0.013945959508419037,
0.00019876263104379177,
0.029316965490579605,
-0.019322261214256287,
-0.011982898227870464,
0.002932167612016201,
0.006718800403177738,
0.03367495909333229,
0.0035109901800751686,
-0.015080460347235203,
0.002748743863776326,
0.002402785699814558,
0.007034563459455967,
0.0016486301319673657,
-0.012210087850689888,
0.010444020852446556,
-0.014794138260185719,
0.015112119726836681,
-0.0012737531214952469,
0.008970335125923157,
-0.027728818356990814,
0.0004148058360442519,
-0.006358080077916384,
0.007972399704158306,
0.003961401991546154,
-0.015902332961559296,
0.010773901827633381,
-0.003983152098953724,
0.01045268401503563,
0.009137807413935661,
0.010480895638465881,
-0.014980323612689972,
-0.0018173422431573272,
0.0033921520225703716,
-0.0074092429131269455,
0.003135919803753495,
-0.01443738117814064,
0.01982703059911728,
0.011543451808393002,
-0.003129012882709503,
-0.02477102540433407,
-0.0020407482516020536,
-0.006279550027102232,
0.010480185970664024,
0.0033799540251493454,
0.01236746646463871,
0.00225801020860672,
-0.0022421397734433413,
-0.009108439087867737,
-0.027987731620669365,
0.012373140081763268,
-0.00145754124969244,
-0.015158036723732948,
0.006006040144711733,
0.012982629239559174,
0.01031448319554329,
0.011695923283696175,
-0.004388039465993643,
0.0012212635483592749,
0.007078922353684902,
0.0029764848295599222,
-0.013713243417441845,
0.023991798982024193,
-0.002285041380673647,
-0.0202171690762043,
0.00046282680705189705,
-0.00020736281294375658,
-0.01374802552163601,
0.0026937120128422976,
-0.0002627805806696415,
0.006414126604795456,
0.011595543473958969,
0.004404075909405947,
0.009185788221657276,
0.001842093886807561,
0.005930233746767044,
0.03234162554144859,
-0.01612900197505951,
0.003002815879881382,
-0.004106312524527311,
0.0012629120610654354,
0.004206094425171614,
0.01201819721609354,
-0.006858172360807657,
0.011386914178729057,
0.012321040965616703,
0.007449559401720762,
-0.001900549978017807,
0.016467882320284843,
0.0054932404309511185,
0.013945817947387695,
0.016414139419794083,
-0.004132645670324564,
0.011682617478072643,
0.014779910445213318,
-0.010682951658964157,
0.02797549217939377,
-0.007615512236952782,
-0.001867430517449975,
-0.0034259087406098843,
-0.0035052045714110136,
0.004571943543851376,
0.003872963599860668,
-0.0014946210430935025,
0.011417534202337265,
0.004405157174915075,
-0.01222076453268528,
-0.007027352694422007,
-0.010550955310463905,
0.009737478569149971,
-0.01777590624988079,
0.016875892877578735,
0.011969596147537231,
0.028924275189638138,
-0.012408673763275146,
-0.0093546686694026,
-0.010828828439116478,
0.010595598258078098,
-0.008526481688022614,
0.010984205640852451,
-0.003071088809520006,
0.018296482041478157,
-0.012392833828926086,
-0.0073315915651619434,
-0.0063392771407961845,
0.004914022982120514,
-0.02449609711766243,
-0.006982137914747,
0.018170930445194244,
0.006849949713796377,
0.006380235776305199,
0.005930895917117596,
0.008050356060266495,
-0.024290110915899277,
-0.0062878429889678955,
-0.01379263587296009,
0.015236979350447655,
-0.004863015841692686,
-0.0029541885014623404,
-0.015605313703417778,
-0.006210850086063147,
-0.03184162825345993,
-0.023867158219218254,
0.004339742474257946,
-0.011863840743899345,
-0.004760547541081905,
-0.0001958699431270361,
0.003382813185453415,
0.0141789261251688,
-0.004992187488824129,
-0.014156240038573742,
0.019978169351816177,
-0.01915491558611393,
-0.0035832347348332405,
0.033690355718135834,
-0.015520579181611538,
-0.019887421280145645,
0.0008144148159772158,
0.01771613024175167,
-0.007138405926525593,
0.018024474382400513,
-0.0028139872010797262,
-0.003925053868442774,
0.006141958758234978,
-0.009910903871059418,
0.00985260121524334,
-0.02293277531862259,
0.003683430841192603,
0.0044670687057077885,
0.008674058131873608,
0.026254072785377502,
-0.016445249319076538,
-0.022476788610219955,
-0.021128572523593903,
-0.0034153021406382322,
-0.013293210417032242,
-0.003209458664059639,
-0.023288162425160408,
0.003610209096223116,
0.009477568790316582,
-0.002174434717744589,
-0.000039847102016210556,
-0.00957448035478592
] |
[
-0.006188404746353626,
-0.26619115471839905,
0.26660916209220886,
0.17003469169139862,
-0.09885813295841217,
0.26960399746894836,
0.004697825759649277,
-0.12506867945194244,
-0.46433204412460327,
-0.8017372488975525,
0.041700199246406555,
0.5632714033126831,
-0.12617652118206024,
-0.4666201174259186,
-0.016718069091439247,
0.5720598101615906,
0.7011964917182922,
0.4904935956001282,
-0.7901329398155212,
-0.425607293844223,
-0.1792546808719635,
-0.11041190475225449,
0.09320355206727982,
-0.12495835870504379,
0.3911103904247284,
0.16077828407287598,
0.24673324823379517,
0.21937572956085205,
0.5732200741767883,
-0.003085406729951501,
0.0005115611129440367,
0.5250915884971619,
-0.16633760929107666,
0.09084229171276093,
-0.8009753823280334,
0.2622602581977844,
-0.20297139883041382,
-0.11326463520526886,
0.1900220513343811,
-0.2821683883666992,
-0.28265315294265747,
-0.017275657504796982,
-0.9650993943214417,
0.023784365504980087,
-0.27368077635765076,
-0.5103929042816162,
-1.4826650619506836,
0.05767570436000824,
-0.08803018182516098,
0.15066887438297272,
-0.7288461327552795,
0.2633470594882965,
0.48172834515571594,
0.19148781895637512,
-0.2694907486438751,
0.30221787095069885,
-0.341706246137619,
-0.019839590415358543,
0.11271575838327408,
-0.4643188416957855,
0.07087954133749008,
-0.021344982087612152,
0.5923483967781067,
0.4586104154586792,
-0.25118404626846313,
-0.09355804324150085,
0.3582218587398529,
0.04713289439678192,
0.09143214672803879,
-0.0243958979845047,
-0.3707696199417114,
-0.29787537455558777,
-0.5259273648262024,
0.3607904613018036,
-0.4802919328212738,
0.05648517608642578,
0.6086544990539551,
-0.3154798746109009,
-0.20604060590267181,
-0.04535378888249397,
-0.39936497807502747,
0.26241356134414673,
0.678521990776062,
-0.16185437142848969,
0.37806791067123413,
0.3353825807571411,
-0.06968047469854355,
0.22435754537582397,
-0.024229485541582108,
0.27414965629577637,
0.014255641959607601,
-0.5016276240348816,
0.3468865156173706,
0.24638676643371582,
0.5608941912651062,
0.29119569063186646,
0.6987489461898804,
-0.49508583545684814,
0.4221964180469513,
-0.04822203516960144,
0.406462699174881,
-0.005836492870002985,
0.28753721714019775,
-0.22391249239444733,
-0.3104245364665985,
-0.7730578184127808,
0.5720747113227844,
-1.1916849613189697,
-0.6393832564353943,
-0.15203441679477692,
-0.8466604948043823,
0.009905635379254818,
0.05066102370619774,
0.2261524498462677,
0.2357582002878189,
-0.03512018918991089,
0.1575811356306076,
0.43222805857658386,
-0.30228057503700256,
0.2768024504184723,
-0.07019797712564468,
0.9405964612960815,
0.2967674434185028,
0.43411365151405334,
-0.34063825011253357,
0.2830321192741394,
0.2827046513557434,
-0.02915106900036335,
-0.19394783675670624,
-0.14959102869033813,
0.3376832604408264,
-0.07672309875488281,
-0.05236608535051346,
-0.09530232101678848,
-0.43161308765411377,
0.2261149287223816,
0.22367025911808014,
0.09202907979488373,
0.053325679153203964,
0.29449090361595154,
-0.02059515006840229,
-0.47959551215171814,
0.09818797558546066,
-0.46860471367836,
0.7214654684066772,
-0.25290337204933167,
0.13395991921424866,
0.015825025737285614,
-0.07128968834877014,
0.056101538240909576,
-0.1992434561252594,
-0.15714198350906372,
-0.12741728127002716,
-0.12037511169910431,
-0.017415490001440048,
0.4840518832206726,
-0.29745423793792725,
-0.2666849195957184,
0.20376789569854736,
0.16143064200878143,
0.1912635862827301,
0.05603983253240585,
-0.4133272171020508,
-0.03705427050590515,
-0.22713007032871246,
-0.06003674119710922,
0.2734977900981903,
0.1607552319765091,
0.2405080497264862,
0.0044411346316337585,
-0.006559727713465691,
0.07387054711580276,
0.24997064471244812,
-0.36423182487487793,
-0.3745028078556061,
0.3058127462863922,
0.05725690349936485,
0.39501553773880005,
-0.10606920719146729,
0.3253605365753174,
-0.5928381085395813,
-0.4757987856864929,
0.28672271966934204,
-0.7191307544708252,
0.049106527119874954,
0.026951948180794716,
0.2516172230243683,
-0.27509772777557373,
-0.37150827050209045,
-0.046804528683423996,
0.10013961046934128,
-0.2051422894001007,
0.23906086385250092,
-0.46662038564682007,
1.5879420042037964,
-0.4006141424179077,
-0.1564197540283203,
0.9674631357192993,
0.21639485657215118,
0.32462960481643677,
-0.03570817410945892,
-0.7147077322006226,
0.6349550485610962,
0.4843747317790985,
-0.5425935387611389,
-0.09207982569932938,
-0.5245697498321533,
-0.1065831109881401,
-0.7934491038322449,
0.3730599880218506,
-0.14493031799793243,
-0.19407016038894653,
-0.2101098597049713,
0.2974877655506134,
0.27946075797080994,
0.4343653917312622,
-0.12784329056739807,
0.41607046127319336,
-0.218631774187088,
-0.07836487144231796,
0.9558643698692322,
-0.4447001814842224,
0.2963411808013916,
0.6067091226577759,
-0.18836060166358948,
0.3356759250164032,
0.9361398816108704,
0.46104326844215393,
0.7710405588150024,
-0.7470318078994751,
-0.1606624871492386,
-0.15074531733989716,
0.14364826679229736,
-0.5118260979652405,
-0.20224596560001373,
-0.32922521233558655,
0.2092825323343277,
-0.6695813536643982,
-0.4824616312980652,
-0.35246795415878296,
-0.2869144380092621,
0.39050766825675964,
-0.1388152837753296,
0.4381330907344818,
0.4229925274848938,
-0.18738669157028198,
-0.38282305002212524,
0.6874987483024597,
-0.4835517108440399,
-0.055795054882764816,
-0.602626621723175,
0.7310581803321838,
0.2877844572067261,
-0.8536697030067444,
-0.02058817632496357,
-0.25256046652793884,
0.19326205551624298,
-0.18963445723056793,
0.3393019139766693,
-0.003044046927243471,
0.16367636620998383,
0.2265644371509552,
-0.03879810497164726,
0.07219608128070831,
-0.21723513305187225,
-1.1324485540390015,
-0.32142147421836853,
-0.19991371035575867,
0.3539704382419586,
0.3283604383468628,
0.7940672636032104,
-0.4259680509567261,
0.0415155291557312,
0.02971085160970688,
0.02700687199831009,
-1.059173345565796,
0.17915742099285126,
0.1290467232465744,
-0.17732274532318115,
-0.6710646152496338,
-0.07187937945127487,
0.37570664286613464,
0.7955533266067505,
0.4422972798347473,
0.0019459256436675787,
-0.5132393836975098,
-0.039342597126960754,
-0.626289963722229,
-0.32961493730545044,
-0.03727250173687935,
0.5707128643989563,
0.4451161026954651,
-0.0859108567237854,
-0.3091690242290497,
0.40821295976638794,
0.861714780330658,
0.16727039217948914,
0.7572974562644958,
0.2977195978164673,
-0.10460241883993149,
-0.20630888640880585,
0.2353227734565735,
-0.036865122616291046,
-0.3475395143032074,
0.10273470729589462,
-0.3079332113265991,
-0.1506868600845337,
0.1401941478252411,
-5.920917510986328,
-0.43824297189712524,
-0.4958288073539734,
0.14937342703342438,
-0.5994996428489685,
-0.004292759113013744,
0.4578905701637268,
-0.26054954528808594,
0.19304342567920685,
0.36128443479537964,
0.057326193898916245,
-0.1399243026971817,
0.04953307285904884,
0.17396818101406097,
0.007677528541535139,
0.18051543831825256,
-0.09876291453838348,
0.09579557925462723,
0.2803386449813843,
0.0891694724559784,
-0.21794728934764862,
-0.4210036098957062,
-0.3076014816761017,
0.8228951096534729,
-0.08479619771242142,
0.21721984446048737,
-0.3458944857120514,
-0.2019515484571457,
-0.15690581500530243,
-0.12980835139751434,
0.05109889805316925,
-0.3778965473175049,
-0.32798823714256287,
-0.3572079539299011,
0.335196852684021,
0.2846919000148773,
0.41484788060188293,
0.06197774037718773,
-0.02441350556910038,
-0.5745452642440796,
0.22002576291561127,
0.37293797731399536,
0.23995518684387207,
-0.3802371919155121,
0.006971033755689859,
0.19573108851909637,
-0.5082374215126038,
-0.21206006407737732,
-0.33530575037002563,
0.05688680335879326,
0.15182599425315857,
0.0648181140422821,
-0.4514710307121277,
-0.24677219986915588,
0.41841524839401245,
-0.223935067653656,
0.33446431159973145,
-0.029277164489030838,
-0.19865991175174713,
0.38902536034584045,
0.573897659778595,
0.04417303204536438,
-0.32248228788375854,
-0.8838680386543274,
-0.07202289998531342,
0.4378424882888794,
-0.707838237285614,
-0.5328308343887329,
0.3259676396846771,
-0.1991899609565735,
-0.3651100993156433,
0.2751244306564331,
0.09476996958255768,
-0.479758083820343,
-0.21024048328399658,
-0.562577486038208,
0.43214043974876404,
0.16688881814479828,
-0.009900244884192944,
0.17055238783359528,
-0.2975088059902191,
-0.5386632084846497,
0.28867873549461365,
0.13531328737735748,
0.05440541356801987,
-0.1082591786980629,
-0.37399086356163025,
0.1527310311794281,
-0.21757784485816956,
0.4722141921520233,
0.6846848130226135,
-0.09408087283372879,
-0.18607652187347412,
0.7871050834655762,
0.5034494400024414,
0.295990914106369,
-0.024123679846525192,
0.20443907380104065,
0.0764411985874176,
-0.3649430274963379,
0.35371890664100647,
0.06576304137706757,
-0.0375046581029892,
-0.3210422992706299,
0.011123533360660076,
0.5922970175743103,
-0.3687887489795685,
0.06637920439243317,
0.9482004046440125,
-0.5092189908027649,
0.024432117119431496,
-0.3334803283214569,
-0.13974890112876892,
-0.04026222601532936,
0.36910706758499146,
-0.08949436992406845,
-0.04597556218504906,
0.3797413110733032,
0.24607670307159424,
-0.07512017339468002,
-0.4697292149066925,
-0.09343406558036804,
-0.43822434544563293,
0.22416405379772186,
-0.35294055938720703,
-0.7575014233589172,
-0.2759799361228943,
0.10950597375631332,
-0.2846713960170746,
0.14775274693965912,
0.9399046301841736,
0.12996475398540497,
-0.09409424662590027,
0.5080914497375488,
0.2401813268661499,
-0.8327383995056152,
0.15727080404758453,
0.12954282760620117,
0.5636407732963562,
-0.23792409896850586,
0.1606641262769699,
0.21334952116012573,
-0.006994427181780338,
-0.21184293925762177,
0.32588857412338257,
-0.4697149395942688,
-0.5593312978744507,
-0.5151073336601257,
-0.706669807434082,
0.1313745528459549,
0.16369791328907013,
-0.38164183497428894,
-0.4162313640117645,
0.42107000946998596,
-0.10427091270685196,
-0.27425244450569153,
0.28196945786476135,
-0.28347089886665344,
0.09765488654375076,
-0.025452353060245514,
0.12026017159223557,
-0.3824804127216339,
-0.8343308568000793,
-0.3964574933052063,
0.4273591935634613,
-0.16073216497898102,
-0.6158745884895325,
-0.5270625948905945,
0.1706741601228714,
0.39038732647895813,
0.4013870656490326,
-0.8596826195716858,
-0.41686776280403137,
-0.7281126379966736,
-0.08603755384683609,
-0.12481672316789627,
0.2185465693473816,
-0.15176922082901,
-0.2512129545211792,
0.4339858293533325,
-0.3903811275959015,
-0.23191188275814056,
-0.13051630556583405,
-0.185799703001976,
0.2700626850128174,
-0.2566538453102112,
0.4669235348701477,
0.0443582758307457,
-0.3159535825252533,
-0.534296452999115,
0.3013119399547577,
0.2170715034008026,
-0.023303907364606857,
0.17593754827976227,
-0.0011904406128451228,
0.08291357755661011,
0.05497250705957413,
-0.23849768936634064,
-0.22254613041877747,
-0.21505077183246613,
-0.24784968793392181,
0.32191115617752075,
-0.21824954450130463,
0.2737443149089813,
0.4212452173233032,
-0.5147931575775146,
-0.28526997566223145,
0.26759064197540283,
-0.4857049882411957,
-0.2610996663570404,
-0.6239588260650635,
-0.28878623247146606,
-0.3230496048927307,
-0.028048938140273094,
0.3731902241706848,
-0.03993378207087517,
0.1339108645915985,
-0.8774488568305969,
-0.3794849216938019,
0.44220831990242004,
0.2859346866607666,
-0.11533864587545395,
-0.8987703323364258,
-0.09725717455148697,
-0.15609559416770935,
-0.3361026346683502,
0.6825805306434631,
-0.6587309837341309,
0.2816067934036255,
0.07886402308940887,
0.2027805745601654,
0.49416670203208923,
0.37401264905929565,
0.5996242761611938,
-0.48723211884498596,
-0.6794077754020691,
-0.44601914286613464,
0.28919607400894165,
0.5872982740402222,
0.47235676646232605,
0.24210608005523682,
0.8133406639099121,
-0.14191947877407074,
-0.06943608820438385,
0.168974369764328,
0.15058590471744537,
0.6142448782920837,
-0.6380125880241394,
-0.08410116285085678,
-0.051517557352781296,
0.09638258814811707,
-0.619590163230896,
0.31566232442855835,
0.34778937697410583,
0.352067232131958,
0.12282980978488922,
-0.2690678834915161,
-0.17862366139888763,
-0.12365919351577759,
-0.11835217475891113,
0.1557757556438446,
-0.3292406499385834,
-0.6517771482467651,
-0.3529520332813263,
-0.1022583395242691,
0.38415318727493286,
-0.8772556781768799,
-0.44911378622055054,
0.3000812530517578,
-0.3639853298664093,
0.27744290232658386,
-0.21129699051380157,
0.07576888799667358,
0.19296245276927948,
0.6911343336105347,
-0.0379258468747139,
0.21833987534046173,
0.23585370182991028,
0.29871582984924316,
-0.1539568454027176,
0.21835552155971527,
0.31989604234695435,
0.39896059036254883,
-0.2541067898273468,
0.7349916100502014,
-0.6907886266708374,
-0.1325639933347702,
-0.6161893010139465,
0.15925130248069763,
-0.05816931650042534,
-0.19615601003170013,
0.43503981828689575,
-0.4623100757598877,
0.10837292671203613,
-0.41148290038108826,
0.30351167917251587,
0.5481106042861938,
0.3686603605747223,
-0.3966441750526428,
0.3100886344909668,
-0.06760543584823608,
0.365240216255188,
-0.12301211059093475,
-0.30780231952667236,
-0.11566293239593506,
0.36209380626678467,
0.26177024841308594,
-0.24735470116138458,
-0.506138026714325,
0.12175360321998596,
0.0671248584985733,
-0.3486403226852417,
0.5297999382019043,
0.19718234241008759,
-0.7211433053016663,
0.5492528080940247,
0.21405912935733795,
0.04499170556664467,
0.8177886605262756,
0.3174648880958557,
-0.011760866269469261,
0.7387955784797668,
0.17271988093852997,
-0.2569330930709839,
-0.11092246323823929,
0.47950467467308044,
0.26667657494544983,
0.7232800126075745,
0.15152011811733246,
0.807731032371521,
0.22186031937599182,
0.9115930199623108,
-0.2714560627937317,
0.6613230109214783,
0.5217471122741699,
-0.024025674909353256,
0.37043148279190063,
-0.06358958035707474,
0.07411134243011475,
0.2367757260799408,
0.7624629139900208,
0.4074237048625946,
-0.14322426915168762,
-0.155238077044487,
-0.3436512053012848,
0.04576301947236061,
0.6884299516677856,
0.5633565187454224,
0.08189134299755096,
0.217762291431427,
0.3878997266292572,
0.22728469967842102,
-0.02789243310689926,
0.44810202717781067,
0.17874401807785034,
-0.023974476382136345,
0.4597427546977997,
-0.14043162763118744,
-0.7506008148193359,
0.176754891872406,
0.1595831662416458,
0.4040418565273285,
0.14822784066200256,
0.1114233136177063,
0.02622627653181553,
-0.02730114571750164,
0.534959077835083,
0.12318941205739975,
0.30573153495788574,
-0.05260085314512253,
-0.536513090133667,
0.4611967206001282,
-0.1267518699169159,
-0.2888907790184021,
-0.10494622588157654,
-0.47175145149230957,
0.4867030680179596,
-0.38680291175842285,
0.19154758751392365,
0.20700553059577942,
0.6668201684951782,
0.11152433604001999,
-0.3361259698867798,
-0.6371946930885315,
-0.03766022250056267,
0.15384270250797272,
-0.16725392639636993,
0.12832340598106384,
0.1343141794204712,
-0.07898908108472824,
-0.31178414821624756,
-0.5107078552246094,
0.5346513390541077,
0.063615582883358,
0.13596346974372864,
0.4818827509880066,
-0.3947271704673767,
0.8084862232208252,
0.2796681225299835,
-0.12397883087396622,
0.0016129554715007544,
0.15629225969314575,
-0.3452523648738861,
-0.09457823634147644,
0.24975018203258514,
0.21687772870063782,
-0.8593325614929199,
-0.6747052669525146,
-0.11875841021537781,
-0.2100445032119751,
0.6710721254348755,
-0.20200678706169128,
-0.38682055473327637,
-0.1395123451948166,
0.07927726209163666,
0.3883926272392273,
0.690891444683075,
-0.21422822773456573,
0.032887622714042664,
-0.5285487174987793,
0.05707159265875816,
0.31879812479019165,
0.5562913417816162,
0.284064918756485,
-0.3200318515300751,
-0.09709207713603973,
0.32557499408721924,
-0.08504710346460342,
-0.31295278668403625,
0.4482559561729431,
-0.39558926224708557,
-0.30746302008628845,
-0.553165853023529,
0.06022220477461815,
-0.59203040599823,
-0.3737585246562958,
-0.16681742668151855,
0.44332048296928406,
0.6881735920906067,
-0.46693184971809387,
-0.13731269538402557,
-0.07102663815021515,
0.40431317687034607,
0.26993364095687866,
-0.07701835036277771,
0.4199216365814209,
-0.24073395133018494,
-0.39900529384613037,
-0.6904596090316772,
0.1826733499765396,
-0.14969046413898468,
-0.5560136437416077,
-0.3017345666885376,
-0.0373968631029129,
-0.2889496982097626,
0.15919576585292816,
-0.22763924300670624,
-0.3273474872112274,
-0.17629098892211914,
-0.26582130789756775
] |
INTRODUCTION
Mathematical models allow us to extrapolate from current information about the state and progress of an outbreak, to predict the future and, most importantly, to quantify the uncertainty in these predictions. Here, we illustrate these principles in relation to the current H1N1 epidemic.
SOURCES OF DATA
Many sources of data are used in mathematical modelling, with some forms of model requiring vastly more data than others. However, a good estimation of the number of cases is vitally important.
AREAS OF AGREEMENT
Mathematical models, and the statistical tools that underpin them, are now a fundamental element in planning control and mitigation measures against any future epidemic of an infectious disease. Well-parameterized mathematical models allow us to test a variety of possible control strategies in computer simulations before applying them in reality.
AREAS OF CONTROVERSY
The interaction between modellers and public-health practitioners and the level of detail needed for models to be of use.
GROWING POINTS
The need for stronger statistical links between models and data.
AREAS TIMELY FOR DEVELOPING RESEARCH
Greater appreciation by the medical community of the uses and limitations of models and a greater appreciation by modellers of the constraints on public-health resources.
|
[
-0.0020849998109042645,
0.01929110661149025,
-0.00926755927503109,
0.009656483307480812,
-0.00640516635030508,
-0.004236024338752031,
0.008609884418547153,
-0.01464693620800972,
-0.011485444381833076,
-0.042498402297496796,
0.00858077872544527,
0.015237720683217049,
-0.0006380628328770399,
0.001930138561874628,
0.00008034694474190474,
0.008626318536698818,
0.00580705888569355,
0.0021293279714882374,
0.007395102642476559,
-0.006625623907893896,
-0.02612086944282055,
0.005376260261982679,
0.009658614173531532,
0.024265959858894348,
0.0036693383008241653,
0.022983457893133163,
0.001175781711935997,
-0.008035251870751381,
0.010545797646045685,
-0.0347108468413353,
0.010036897845566273,
-0.004684868734329939,
0.03577205911278725,
0.008252723142504692,
0.006565837189555168,
-0.007685468532145023,
-0.005862414836883545,
0.028661174699664116,
-0.005032763816416264,
-0.0021801041439175606,
0.0314982570707798,
-0.004094427917152643,
0.005380913149565458,
-0.023056311532855034,
-0.007022172212600708,
0.030769668519496918,
-0.003660856746137142,
-0.016073795035481453,
-0.010429557412862778,
0.009708855301141739,
-0.007559982128441334,
0.007506873458623886,
-0.006014141719788313,
0.008283941075205803,
-0.005569626577198505,
-0.006050629075616598,
0.01970652863383293,
0.006790961138904095,
-0.045511163771152496,
0.036140866577625275,
0.011005016975104809,
0.019724905490875244,
0.0140927629545331,
-0.011303488165140152,
-0.04118649661540985,
-0.06720301508903503,
0.0019728858023881912,
0.003666096366941929,
0.02739354409277439,
-0.006785537116229534,
-0.008071597665548325,
0.010270742699503899,
-0.01867622509598732,
-0.025432556867599487,
-0.00833591166883707,
0.011018705554306507,
-0.00039806333370506763,
0.017924534156918526,
-0.02774014323949814,
0.0005470653995871544,
0.009922536090016365,
-0.0036483879666775465,
0.006773014552891254,
0.011332616209983826,
0.023254308849573135,
0.004764825105667114,
-0.0036033187061548233,
0.012119774706661701,
-0.004695185925811529,
-0.001958532026037574,
0.012779871001839638,
-0.018060505390167236,
-0.0260811448097229,
0.0022435407154262066,
-0.014586769975721836,
-0.006345846690237522,
-0.009769340977072716,
0.010954957455396652,
-0.00907666515558958,
0.0014905696734786034,
0.006807890720665455,
0.028646200895309448,
0.01699066534638405,
0.01140465959906578,
-0.0053230831399559975,
0.010296535678207874,
-0.020155416801571846,
0.012587381526827812,
-0.0007958551868796349,
0.0015843743458390236,
0.024809211492538452,
-0.020703142508864403,
-0.01681584306061268,
0.00122853834182024,
0.010997192934155464,
0.010764703154563904,
-0.0066835712641477585,
0.015564840286970139,
0.0073718903586268425,
0.021933507174253464,
-0.013901487924158573,
-0.01706019788980484,
0.012894820421934128,
0.009691044688224792,
0.003226039931178093,
0.01329860184341669,
-0.006712069269269705,
-0.004056365229189396,
-0.015316945500671864,
0.006836870685219765,
-0.009599346667528152,
0.0023114928044378757,
-0.004215444438159466,
-0.0004132764879614115,
-0.010695978067815304,
-0.004473590292036533,
0.006091578863561153,
0.019434990361332893,
0.009818203747272491,
0.005794111639261246,
-0.0037627036217600107,
0.013456815853714943,
-0.002506773453205824,
0.019533738493919373,
0.016012797132134438,
-0.006781549658626318,
-0.008288784883916378,
0.007231760770082474,
0.0020247704815119505,
0.011684208177030087,
0.00037450436502695084,
-0.01802326925098896,
-0.0037302952259778976,
-0.013658195734024048,
0.008960740640759468,
0.018002949655056,
0.006043820176273584,
-0.015998274087905884,
-0.008144098334014416,
0.01753219962120056,
0.01584000512957573,
-0.0042041572742164135,
-0.009785549715161324,
0.00819567684084177,
0.0024255304597318172,
0.014932398684322834,
0.00818665511906147,
-0.006806943565607071,
-0.015497084707021713,
0.0008673378033563495,
-0.015414141118526459,
0.002059871330857277,
0.004473675508052111,
0.011305760592222214,
-0.0018782219849526882,
-0.0005163566675037146,
-0.009390048682689667,
0.004668380133807659,
0.00258838664740324,
0.06686428934335709,
0.009254314005374908,
0.014499546959996223,
-0.013433121144771576,
0.017117520794272423,
-0.028691284358501434,
-0.013498099520802498,
0.02104184217751026,
-0.00987325794994831,
0.004706595558673143,
-0.00356529513373971,
-0.025303630158305168,
0.00196112715639174,
-0.004820122849196196,
-0.012832778505980968,
-0.016512881964445114,
0.0034327986650168896,
0.011816718615591526,
0.0017945654690265656,
0.0050726961344480515,
-0.0068086073733866215,
0.016531340777873993,
-0.014090966433286667,
0.027316434308886528,
0.006104642525315285,
0.0006514480337500572,
0.008427906781435013,
0.0035851590801030397,
-0.0011780760250985622,
-0.007089733611792326,
0.003039030823856592,
0.009892654605209827,
-0.01781531423330307,
-0.00408468022942543,
-0.000051277922466397285,
-0.007179942913353443,
0.00198549497872591,
0.010485188104212284,
0.0025492925196886063,
0.010281454771757126,
-0.013992267660796642,
0.002363890176638961,
-0.018908105790615082,
-0.04164697229862213,
0.0010346113704144955,
0.007936665788292885,
0.0004503659438341856,
0.0028786754701286554,
0.009473543614149094,
0.0016227047890424728,
-0.01302601769566536,
-0.007349752821028233,
-0.017299532890319824,
-0.0078104157000780106,
-0.004459045827388763,
-0.00004918361082673073,
0.009442074224352837,
0.005027438048273325,
-0.029824940487742424,
0.016393166035413742,
-0.0028893069829791784,
-0.010477535426616669,
-0.03311406075954437,
0.003329792758449912,
0.003323841607198119,
0.011752935126423836,
-0.01752508245408535,
0.022601716220378876,
0.0041033485904335976,
-0.00404377281665802,
-0.009866374544799328,
0.0036191646941006184,
-0.011294655501842499,
-0.011471890844404697,
-0.0016354010440409184,
0.029132384806871414,
0.014639493077993393,
0.0343085378408432,
-0.010828640311956406,
0.023694537580013275,
0.006662762723863125,
0.0002193381660617888,
0.0034224034752696753,
-0.0189996175467968,
-0.027069631963968277,
-0.0012787161394953728,
-0.005126930773258209,
-0.011137761175632477,
0.019012628123164177,
0.00977066159248352,
0.02194106951355934,
0.001497554825618863,
-0.005984483752399683,
0.000500790192745626,
-0.08216126263141632,
-0.013037964701652527,
-0.00033403467386960983,
0.0018464591121301055,
0.016323281452059746,
-0.026904284954071045,
-0.004452806897461414,
0.015969861298799515,
-0.012773551046848297,
0.02688704803586006,
0.009646850638091564,
0.015225817449390888,
-0.009599055163562298,
0.003245058236643672,
-0.0037499109748750925,
0.00031575735192745924,
-0.001572389854118228,
0.0274818018078804,
0.02467348799109459,
-0.009101169183850288,
0.014996894635260105,
-0.0169054102152586,
-0.020076934248209,
0.0037505226209759712,
-0.010107847861945629,
0.005357773974537849,
0.022339176386594772,
-0.0036543693859130144,
0.01960253342986107,
0.011713340878486633,
0.0072938199155032635,
-0.022477811202406883,
-0.005376776680350304,
-0.030415721237659454,
0.02622583881020546,
-0.005430277902632952,
0.0034752250649034977,
-0.0133436881005764,
0.008478018455207348,
-0.005578026175498962,
-0.0017659033183008432,
0.011148745194077492,
0.005636933259665966,
0.0059595610946416855,
0.005492117255926132,
0.010945674031972885,
0.012910101562738419,
-0.02688020095229149,
0.0057243769988417625,
0.012864085845649242,
-0.04616102576255798,
-0.010837733745574951,
0.022336777299642563,
0.011957245878875256,
-0.00629465701058507,
0.004929978400468826,
-0.023767247796058655,
-0.011339450255036354,
-0.014171874150633812,
-0.008319711312651634,
-0.03938718140125275,
0.01502767764031887,
-0.008470472879707813,
0.015800390392541885,
-0.04275995120406151,
-0.025686409324407578,
0.01262460183352232,
0.006642627529799938,
-0.008843325078487396,
0.008252887055277824,
0.012260392308235168,
-0.0020048897713422775,
-0.001543012447655201,
0.0007821694016456604,
0.016019880771636963,
-0.014003426767885685,
-0.015144191682338715,
-0.013608839362859726,
0.02419949322938919,
0.012235105037689209,
-0.02758992835879326,
0.008747020736336708,
-0.026091687381267548,
-0.013973299413919449,
-0.015478315763175488,
0.020192988216876984,
0.004365363158285618,
-0.02740638516843319,
0.005334974732249975,
-0.011324897408485413,
0.019823919981718063,
-0.006123501341789961,
-0.012745499610900879,
0.004937171004712582,
-0.00676027312874794,
-0.0011255457065999508,
0.029328765347599983,
-0.010636847466230392,
0.020604126155376434,
0.009622707962989807,
0.015829896554350853,
0.0004999585216864944,
-0.0006751324981451035,
-0.016357000917196274,
-0.026551416143774986,
0.013103969395160675,
-0.003665597178041935,
0.007864427752792835,
0.00031673884950578213,
-0.009947199374437332,
-0.004118284210562706,
-0.0017691256944090128,
-0.0013944769743829966,
-0.0022537652403116226,
0.010077614337205887,
-0.017220662906765938,
0.014897570013999939,
-0.003981867805123329,
0.07236665487289429,
-0.011593690142035484,
0.002205898519605398,
-0.018725313246250153,
0.006747297942638397,
-0.014899413101375103,
-0.01045721024274826,
-0.0015605752123519778,
0.00891910307109356,
-0.020058609545230865,
0.011778204701840878,
-0.008038807660341263,
0.019949667155742645,
0.0028363808523863554,
-0.0168928075581789,
-0.017522552981972694,
0.03247944265604019,
0.00023254100233316422,
0.006791654042899609,
-0.009048321284353733,
0.004933756776154041,
0.0042570955120027065,
-0.01794063299894333,
-0.027900855988264084,
0.008808650076389313,
-0.008609840646386147,
0.02303777076303959,
-0.013626989908516407,
0.015446022152900696,
0.001476595178246498,
0.009464702568948269,
0.0066947974264621735,
-0.0010021337075158954,
-0.014449505135416985,
0.025171777233481407,
0.004555779043585062,
0.02078930288553238,
0.004063758999109268,
-0.0028116521425545216,
0.007231535390019417,
0.008799668401479721,
-0.008100809529423714,
-0.015838714316487312,
0.022883763536810875,
-0.026769567281007767,
-0.010910646989941597,
-0.0009231853764504194,
-0.006941299419850111,
-0.009287495166063309,
0.026024699211120605,
0.006837050896137953,
0.01894134283065796,
0.004386290442198515,
0.01682491973042488,
-0.0034490458201617002,
-0.011501474305987358,
-0.015322761610150337,
0.002817504107952118,
0.028609411790966988,
0.0017166403122246265,
0.010937990620732307,
-0.0006874552927911282,
0.036644481122493744,
-0.01363583467900753,
-0.007557290606200695,
-0.021734412759542465,
-0.01715395413339138,
-0.003474624827504158,
0.007990097627043724,
-0.010252270847558975,
0.02406223863363266,
-0.016478588804602623,
0.008384417742490768,
-0.005120741203427315,
-0.011075024493038654,
-0.014269416220486164,
-0.016112515702843666,
-0.031049292534589767,
-0.01716228947043419,
0.010234243236482143,
0.017950668931007385,
-0.025393176823854446,
-0.012539386749267578,
0.012015736661851406,
0.004239548463374376,
-0.006415621843189001,
-0.003915820270776749,
-0.07473312318325043,
-0.005503193009644747,
0.028195777907967567,
-0.0069006201811134815,
0.007674773223698139,
-0.006052752491086721,
-0.0002615595585666597,
-0.0009235083125531673,
0.01952425390481949,
-0.0043702274560928345,
-0.0002939836122095585,
-0.022055907174944878,
0.016807377338409424,
0.014000503346323967,
0.011989360675215721,
-0.007413818035274744,
-0.020406488329172134,
-0.0097418911755085,
-0.00971272587776184,
0.02907225489616394,
-0.026778075844049454,
0.01108471117913723,
-0.019151197746396065,
-0.0009472263045608997,
-0.005676541477441788,
-0.08128713071346283,
0.007577316835522652,
0.008065531961619854,
-0.02561815455555916,
-0.00531745795160532,
-0.022214893251657486,
0.00675529520958662,
-0.024677487090229988,
0.00008767284452915192,
-0.015239235013723373,
0.001586640253663063,
-0.014810197055339813,
-0.016377627849578857,
-0.003988833166658878,
0.03054603934288025,
-0.005679675377905369,
0.004861725959926844,
-0.025219948962330818,
0.005923244170844555,
-0.002927292138338089,
0.03693792223930359,
0.011256709694862366,
-0.006018142215907574,
-0.01510417740792036,
-0.015356562100350857,
-0.01622605510056019,
-0.012151086702942848,
0.006396570708602667,
0.016061391681432724,
0.013554006814956665,
0.00179225392639637,
0.020469382405281067,
0.0211038701236248,
0.00300673209130764,
0.0037930544931441545,
-0.011212119832634926,
0.013282941654324532,
0.0014344293158501387,
-0.008635492995381355,
0.012869623489677906,
-0.006004793103784323,
0.00840084534138441,
-0.014907047152519226,
-0.014354776591062546,
-0.009446798823773861,
0.017096713185310364,
0.0070896996185183525,
0.003110303543508053,
0.013145267963409424,
0.011946864426136017,
0.003336685709655285,
-0.008487518876791,
0.040863581001758575,
-0.017232049256563187,
-0.0035855467431247234,
0.028814755380153656,
-0.005920403636991978,
0.005524028092622757,
-0.010883640497922897,
0.006275047082453966,
0.0009344893041998148,
0.01599280908703804,
-0.01819819211959839,
0.07170258462429047,
-0.020957473665475845,
0.0066185640171170235,
0.005345308221876621,
-0.013376672752201557,
-0.008454076014459133,
-0.009667698293924332,
-0.016510751098394394,
0.0020811171270906925,
-0.018933026120066643,
-0.0002908618189394474,
-0.012849831022322178,
-0.009970993734896183,
0.006839150097221136,
0.016338825225830078,
-0.007658586837351322,
0.0014686905778944492,
-0.0044876025058329105,
-0.02437051758170128,
0.009619267657399178,
-0.007459452375769615,
0.006479151546955109,
-0.01978043094277382,
-0.0035102535039186478,
0.0037741539999842644,
-0.00305244792252779,
-0.011421892791986465,
0.00437474250793457,
-0.009381251409649849,
0.00018048565834760666,
-0.00043991650454699993,
0.010618024505674839,
-0.0011906062718480825,
0.005216963589191437,
0.01842825673520565,
0.003966441377997398,
0.021218057721853256,
0.0000573198776692152,
-0.004400541074573994,
0.01761944405734539,
0.0009643593803048134,
0.00788205862045288,
0.00025576347252354026,
0.0015317569486796856,
0.014964655973017216,
-0.0014877314679324627,
0.0007664330769330263,
0.020040836185216904,
-0.010429102927446365,
0.0001458200567867607,
0.0019831592217087746,
0.0014972102362662554,
0.01017182320356369,
-0.01217862032353878,
-0.005656315013766289,
0.00602248590439558,
-0.009308131411671638,
0.016649091616272926,
-0.014863088726997375,
-0.0002018707018578425,
-0.0021985573694109917,
-0.020343344658613205,
0.0037810204084962606,
-0.009932247921824455,
-0.0043062674812972546,
-0.004456895403563976,
0.002179750008508563,
-0.007872636429965496,
0.01621125638484955,
0.00879383273422718,
-0.0005255475407466292,
0.04146860912442207,
0.000011187512427568436,
0.0041249473579227924,
0.005302153993397951,
0.0004888606490567327,
0.009244266897439957,
-0.004375720862299204,
0.008198977448046207,
0.0069576166570186615,
-0.0023695831187069416,
-0.009250391274690628,
0.0286049023270607,
-0.01912662759423256,
0.023563029244542122,
0.006809677928686142,
0.01856202259659767,
0.011648889631032944,
-0.006671218201518059,
0.007178895175457001,
-0.0032879593782126904,
0.010698288679122925,
0.003356906585395336,
0.01362308207899332,
0.006324950605630875,
0.03447370231151581,
-0.009969113394618034,
0.0028295572847127914,
0.021740853786468506,
0.018100954592227936,
0.02079274132847786,
0.009219211526215076,
0.036602769047021866,
-0.005127075128257275,
-0.00909303966909647,
-0.004035624675452709,
-0.02047441527247429,
-0.0003238571807742119,
0.011903495527803898,
-0.011752193793654442,
0.0014810850843787193,
0.010028974153101444,
0.013060207478702068,
-0.003415942657738924,
-0.01444962341338396,
0.007965683937072754,
-0.013389438390731812,
0.018596256151795387,
-0.010502134449779987,
-0.005540295038372278,
-0.005724984686821699,
-0.005414281971752644,
-0.006790978834033012,
0.02108319289982319,
-0.005836643278598785,
-0.02902642823755741,
-0.006098647136241198,
-0.011874349787831306,
-0.018158191815018654,
0.017330769449472427,
0.0038648517802357674,
-0.0008988927584141493,
-0.014383201487362385,
0.026000360026955605,
-0.003046296304091811,
0.0009175705490633845,
0.012913637794554234,
-0.004604740999639034,
0.00903797522187233,
0.015095758251845837,
0.015471236780285835,
-0.02248556539416313,
-0.002190960804000497,
0.013261589221656322,
0.007770569063723087,
0.014102421700954437,
0.0018449085764586926,
-0.006982275750488043,
0.008808936923742294,
0.014613324776291847,
0.00571073591709137,
0.015325233340263367,
0.005103644914925098,
-0.00273014884442091,
0.0009535113349556923,
0.01605471968650818,
-0.0034246451687067747,
0.012624301016330719,
-0.02892979234457016,
-0.003480734769254923,
-0.00012078043073415756,
0.00871692132204771,
-0.003759026527404785,
0.01586374081671238,
-0.006661059334874153,
0.015311041846871376,
0.012909474782645702,
0.0028072544373571873,
-0.02044278010725975,
-0.00010591885074973106,
-0.01897338405251503,
0.005800946149975061,
-0.01553809829056263,
0.025916311889886856,
-0.02281051129102707,
-0.015765629708766937,
-0.009372856467962265,
0.012057438492774963,
-0.016881948336958885,
-0.01652553677558899,
0.025477882474660873,
0.0002361871302127838,
-0.006842262111604214,
-0.0005191873060539365,
-0.003642316907644272,
0.025313470512628555,
-0.014855189248919487,
0.0033605145290493965,
0.01364952977746725,
-0.022075096145272255,
-0.00665897224098444,
0.014707015827298164,
-0.014940785244107246,
-0.001305741723626852,
-0.007973047904670238,
0.011118589900434017,
-0.006959274411201477,
-0.0009894599206745625,
0.0008664771448820829,
0.01339285634458065,
0.00890181865543127,
-0.0008917890954762697
] |
[
0.307547003030777,
0.02446618303656578,
-0.09541299194097519,
0.1450653225183487,
0.07054955512285233,
-0.014774798415601254,
0.2998904287815094,
-0.1317777782678604,
0.00016868222155608237,
-0.7841712832450867,
0.03239569067955017,
0.5756216645240784,
-0.10312410444021225,
-0.129482701420784,
-0.008044766262173653,
0.2329164743423462,
0.23789064586162567,
0.0878763496875763,
0.1417444944381714,
-0.19575715065002441,
-0.2332284301519394,
0.14109979569911957,
-0.23529908061027527,
-0.1385161280632019,
0.5673171281814575,
-0.16122116148471832,
0.28459432721138,
0.3355391323566437,
-0.04360993951559067,
-0.5959204435348511,
0.04806322231888771,
0.2667478024959564,
-0.3449486196041107,
-0.13782526552677155,
-0.5176194906234741,
-0.11482635140419006,
-0.07725536823272705,
0.0402073934674263,
-0.12185847759246826,
-0.4932482838630676,
-0.10721822082996368,
0.044258344918489456,
-0.07943888008594513,
-0.007430447731167078,
-0.1918262243270874,
-0.6011687517166138,
-1.519230842590332,
0.007459659595042467,
-0.5595381855964661,
0.20122747123241425,
0.0031683898996561766,
0.2753685414791107,
0.017342006787657738,
0.15377266705036163,
-0.1860721856355667,
0.12007077038288116,
-0.09750807285308838,
-0.3849802315235138,
0.021310608834028244,
-0.1875816136598587,
0.3242453634738922,
0.07617616653442383,
-0.01861831732094288,
0.19337330758571625,
0.2079288363456726,
0.33150115609169006,
0.1356583833694458,
0.2832239270210266,
0.06823743134737015,
-0.2552621364593506,
-0.10848544538021088,
-0.5506100058555603,
-0.4399743676185608,
0.39940065145492554,
-0.13462646305561066,
-0.12473764270544052,
0.16296446323394775,
-0.20143060386180878,
0.09492051601409912,
-0.21177655458450317,
0.04412086308002472,
0.2859618663787842,
0.1301867663860321,
-0.7731284499168396,
0.9259200692176819,
0.1969773769378662,
-0.0573858767747879,
0.42437979578971863,
-0.4519296884536743,
-0.017945772036910057,
0.12116008251905441,
-0.6144345998764038,
0.012113210745155811,
-0.11553260684013367,
0.4512280523777008,
0.517086386680603,
0.36850398778915405,
-0.26272061467170715,
0.456460565328598,
0.46647414565086365,
0.0803128257393837,
-0.12124068289995193,
0.20632463693618774,
-0.1414029747247696,
0.03908541798591614,
-0.3435387909412384,
-0.20873814821243286,
-0.6162981986999512,
-0.3948127031326294,
0.34652283787727356,
-0.43512940406799316,
-0.2029094696044922,
-0.08139227330684662,
-0.037874408066272736,
-0.4103606045246124,
0.19220465421676636,
0.39682942628860474,
-0.025772621855139732,
-0.5697606205940247,
0.35239526629447937,
-0.11804705858230591,
0.5297338962554932,
0.0904286727309227,
0.2702869474887848,
0.10508576780557632,
0.02182259038090706,
0.5881635546684265,
0.8006058931350708,
-0.4169468581676483,
0.2926710247993469,
-0.10626009106636047,
0.5539328455924988,
-0.3726363480091095,
-0.19892677664756775,
-0.07841359823942184,
-0.4521195590496063,
-0.1722838431596756,
0.6373501420021057,
-0.024546653032302856,
0.0502496212720871,
-0.21125365793704987,
-0.3907032012939453,
0.018904484808444977,
-0.05866841971874237,
-0.03125675022602081,
-0.2987057566642761,
-0.2674410343170166,
-0.1673542857170105,
-0.22407960891723633,
0.2900347113609314,
0.2588815689086914,
0.15726272761821747,
-0.6918865442276001,
0.2689124643802643,
0.12433165311813354,
0.9675878882408142,
-0.009574235416948795,
0.3609737455844879,
-0.3399830460548401,
0.3819144666194916,
0.3476291298866272,
0.35346224904060364,
-0.48360076546669006,
-0.3973546028137207,
0.09375838190317154,
-0.5094767808914185,
-0.04177388921380043,
0.11118831485509872,
0.39559969305992126,
-0.20925234258174896,
-0.2164958268404007,
-0.13758668303489685,
-0.37424302101135254,
-0.303648978471756,
0.14400218427181244,
0.40469682216644287,
0.6246654391288757,
0.21485568583011627,
0.2348949909210205,
0.14557406306266785,
-0.4298073649406433,
-0.3891191780567169,
-0.13552887737751007,
-0.9272527098655701,
0.29767104983329773,
-0.32226550579071045,
0.09476003795862198,
-0.2617274522781372,
0.3901267647743225,
-0.1703631728887558,
-0.12304308265447617,
-0.07391437143087387,
0.36645692586898804,
-0.8002614378929138,
1.4525071382522583,
-0.31487902998924255,
-0.23548145592212677,
1.4327729940414429,
-0.4955744743347168,
-0.07715161144733429,
0.4609658718109131,
0.5012217164039612,
0.5029324889183044,
0.29044800996780396,
-0.6219170093536377,
0.05972229689359665,
0.1178782507777214,
-0.2997012436389923,
-0.28299808502197266,
0.3686023950576782,
0.3847128748893738,
0.09633654356002808,
0.01990824192762375,
-0.6411705017089844,
0.21422116458415985,
0.11520286649465561,
-0.3455694317817688,
0.03884514048695564,
-0.11130944639444351,
0.10207249224185944,
0.4967808127403259,
-0.28647974133491516,
0.470366507768631,
0.48106649518013,
-0.10562099516391754,
0.001605345169082284,
0.8994892239570618,
0.29486414790153503,
0.7642130851745605,
-0.9324544072151184,
-0.003937538247555494,
0.11795415729284286,
0.7348154187202454,
-0.6018311381340027,
-0.26427507400512695,
-0.05160677805542946,
0.08542926609516144,
-0.2967137396335602,
-0.22513118386268616,
-0.06829383224248886,
0.008385054767131805,
0.26088571548461914,
-0.4761213958263397,
0.2112884223461151,
0.1679743081331253,
-0.3780701458454132,
-0.4841923117637634,
0.02455323189496994,
-0.17468786239624023,
-0.18754442036151886,
0.2295825183391571,
0.30732473731040955,
0.6700927019119263,
-0.43651172518730164,
0.29852741956710815,
0.21137861907482147,
-0.4525778591632843,
-0.22664448618888855,
0.4167560338973999,
0.13660664856433868,
-0.33976873755455017,
-0.08532930165529251,
0.2862124443054199,
0.4395853281021118,
-0.01810268498957157,
-0.2151380330324173,
-0.43440502882003784,
-0.4060404598712921,
-0.004430169239640236,
0.7336799502372742,
0.5054562091827393,
0.31069839000701904,
-0.30080074071884155,
0.11194843798875809,
0.020635884255170822,
-0.5833731889724731,
0.7352501153945923,
0.6381250023841858,
-0.65719074010849,
-0.5449059009552002,
0.07268677651882172,
0.3844483494758606,
0.6393917798995972,
-0.6953821182250977,
-0.051568854600191116,
-0.3912048935890198,
0.05837150290608406,
-0.3258497714996338,
-0.608734130859375,
0.030141636729240417,
-0.20086394250392914,
0.41250452399253845,
-0.5383594632148743,
-0.5445331931114197,
0.8677422404289246,
0.381569504737854,
-0.23682056367397308,
0.2390861064195633,
0.42627882957458496,
-0.26413512229919434,
0.07326063513755798,
0.5126979351043701,
0.19151423871517181,
0.07387978583574295,
0.031806204468011856,
-0.3614481985569,
-0.2752569615840912,
0.321609765291214,
-6.101041316986084,
-0.45550331473350525,
-0.3600044846534729,
-0.10269749909639359,
-0.38663527369499207,
0.04526399075984955,
1.043735384941101,
-0.20721480250358582,
0.3783779740333557,
-0.28847283124923706,
0.2533126175403595,
0.4822765290737152,
0.18102198839187622,
0.3577130138874054,
0.26852163672447205,
0.26613467931747437,
0.39751291275024414,
-0.07394299656152725,
0.09161850064992905,
0.7119625806808472,
0.18633632361888885,
-0.3383575975894928,
-0.03260066360235214,
0.6324465274810791,
0.3277195394039154,
-0.22736068069934845,
-0.9275994896888733,
0.8212584853172302,
-0.042928021401166916,
0.3649517893791199,
0.4609624445438385,
-0.5519341826438904,
-0.47081875801086426,
-0.5859559774398804,
0.18866205215454102,
0.3879832625389099,
0.4932679831981659,
0.2003956139087677,
0.31871113181114197,
-0.3432038426399231,
0.09533917903900146,
0.3976975381374359,
0.06470977514982224,
0.3391314744949341,
0.05285585671663284,
-0.2576087415218353,
0.18317583203315735,
0.3951352536678314,
-0.319447785615921,
0.9316611289978027,
-0.4450179934501648,
0.3549676537513733,
0.37530961632728577,
0.20017248392105103,
-0.08132016658782959,
-0.19680416584014893,
0.249515563249588,
-0.05899409204721451,
-0.267396479845047,
0.15527509152889252,
0.5159667134284973,
-0.6977194547653198,
0.2211500108242035,
-0.6478450894355774,
-0.09570029377937317,
0.10674596577882767,
-0.8132047653198242,
-0.6890612244606018,
0.03979003056883812,
0.19456034898757935,
-0.46138426661491394,
0.29317840933799744,
0.1355324387550354,
-0.7001944780349731,
0.2883128523826599,
-0.3485755920410156,
0.12456086277961731,
0.09457032382488251,
0.29551833868026733,
0.021959204226732254,
-0.2925627827644348,
-0.22594498097896576,
0.02676338516175747,
0.2103697955608368,
0.08677292615175247,
0.22908106446266174,
-0.15429198741912842,
-0.3749803900718689,
-0.5689101815223694,
-0.20134426653385162,
0.578813910484314,
-0.38283050060272217,
0.4054535925388336,
0.34898582100868225,
0.5767589807510376,
0.6664961576461792,
0.4074711799621582,
0.06122136861085892,
0.16738760471343994,
-0.4369956851005554,
0.7184931039810181,
0.03204809129238129,
-0.1888800412416458,
-0.8343287110328674,
0.0022489551920443773,
-0.4795503616333008,
-0.42476221919059753,
0.17094376683235168,
0.5656655430793762,
-0.9184756875038147,
-0.30897289514541626,
-0.23258616030216217,
-0.6746740341186523,
0.10986035317182541,
0.04352676123380661,
0.2747076749801636,
-0.05890766903758049,
-0.050774555653333664,
0.3679025173187256,
-0.22373388707637787,
0.21482256054878235,
0.27961280941963196,
-0.08419033139944077,
0.25515738129615784,
0.009771120734512806,
-0.18886971473693848,
0.20498141646385193,
0.4526101350784302,
-0.23408114910125732,
-0.1474611759185791,
0.1366022527217865,
0.5693383812904358,
-0.19641904532909393,
0.13631904125213623,
0.3126557469367981,
-0.6480004191398621,
-0.09382428973913193,
0.05857020244002342,
-0.00016904481162782758,
-0.271112322807312,
0.12421214580535889,
-0.18058423697948456,
-0.1706767976284027,
-0.15566907823085785,
0.4784295856952667,
-0.09465348720550537,
-0.4940420389175415,
0.09194060415029526,
-0.20221416652202606,
0.25284725427627563,
0.03034413605928421,
-0.012901016511023045,
0.3149302303791046,
-0.3003585934638977,
-0.2867638170719147,
0.004973739385604858,
0.39099472761154175,
-0.12355034798383713,
0.1740003228187561,
-0.3872928023338318,
0.625106930732727,
0.11081305146217346,
-0.7325119972229004,
-0.10776389390230179,
0.0005078645772300661,
0.3476032316684723,
-0.42263883352279663,
-0.28595149517059326,
-0.0816376805305481,
0.35041573643684387,
-0.0007443427457474172,
-0.5117059350013733,
-0.23560400307178497,
-0.1750786453485489,
0.041388917714357376,
0.05533566325902939,
-0.17147167026996613,
0.08403263986110687,
-0.20355913043022156,
-0.18957790732383728,
0.08473451435565948,
-1.137943148612976,
-0.41182395815849304,
0.36269861459732056,
0.4189867675304413,
-0.009728530421853065,
0.26150408387184143,
0.016361942514777184,
-0.25403398275375366,
-0.4897320866584778,
-0.10746416449546814,
0.11094458401203156,
0.5996719598770142,
-0.1179892048239708,
-0.0992719978094101,
-0.41386178135871887,
0.19630466401576996,
-0.05094851180911064,
-0.429362952709198,
-0.3521095812320709,
0.0997772291302681,
0.23591075837612152,
-0.4150255620479584,
0.25562024116516113,
0.2700364291667938,
-0.2224024534225464,
0.34790897369384766,
-0.3361159563064575,
-0.09147633612155914,
0.02813490480184555,
-0.01179417409002781,
-0.258890300989151,
-0.17206960916519165,
0.10514369606971741,
-0.45719337463378906,
-0.08653054386377335,
-0.18970775604248047,
-0.06723511964082718,
-0.5259674191474915,
0.4877156913280487,
0.29598578810691833,
-0.2692423164844513,
-0.704712450504303,
-0.09189736098051071,
-0.004150745924562216,
-0.06575079262256622,
0.670313835144043,
-0.6064891815185547,
-0.1152280643582344,
0.025509696453809738,
-0.4894411563873291,
-0.1457933634519577,
0.24738670885562897,
0.15090373158454895,
-0.568474292755127,
0.11765626072883606,
-0.41360822319984436,
0.2797182500362396,
0.003481699852272868,
0.1268608123064041,
-0.17252680659294128,
0.6810696125030518,
-0.1520988494157791,
-0.6091989874839783,
0.11510124802589417,
0.11778174340724945,
0.524011492729187,
-0.5954452753067017,
-0.584030270576477,
0.3690122663974762,
0.07778288424015045,
0.20210276544094086,
-0.18353153765201569,
0.11676811426877975,
0.15620586276054382,
-0.007221736013889313,
-0.5234122276306152,
-0.2674979567527771,
-0.03252420201897621,
0.1353381723165512,
0.21038784086704254,
-0.3671969473361969,
-0.7973524928092957,
-0.3305375874042511,
0.39558145403862,
-0.24181661009788513,
-0.32811981439590454,
-0.1855933964252472,
0.17592236399650574,
-0.5318044424057007,
-0.383635550737381,
-0.10546724498271942,
0.32237228751182556,
0.26468518376350403,
0.2437373846769333,
-0.3646988272666931,
-0.1813381165266037,
-0.06333862245082855,
-0.04756996035575867,
0.10093297064304352,
-0.153098925948143,
-0.5264884829521179,
0.18716204166412354,
-0.3028852939605713,
0.6295710802078247,
-0.1370757520198822,
0.2850370705127716,
0.30889180302619934,
0.07924114167690277,
0.07754258066415787,
-0.3592754602432251,
0.1681198626756668,
-0.6455228328704834,
0.23445641994476318,
0.25567442178726196,
0.3756250739097595,
0.4393807053565979,
0.008635272271931171,
0.2768121659755707,
-0.16718430817127228,
0.06893885880708694,
0.6656410694122314,
0.46737831830978394,
-0.7661599516868591,
0.3586459755897522,
0.44563254714012146,
0.05322440341114998,
0.06107620522379875,
-0.10198387503623962,
0.23670674860477448,
0.5434926152229309,
-0.2609970271587372,
0.24975547194480896,
0.6949752569198608,
-0.024354534223675728,
0.020279183983802795,
0.18953901529312134,
-0.6630586981773376,
0.611788809299469,
0.1314302235841751,
-0.33445069193840027,
0.30957454442977905,
0.46916621923446655,
-0.2876809239387512,
-0.4582637548446655,
0.3245321214199066,
-0.15705324709415436,
0.18992123007774353,
-0.15349511802196503,
0.02517564594745636,
0.5221256613731384,
0.8655831217765808,
-0.15911133587360382,
-0.0839988961815834,
-0.053256187587976456,
0.07131443917751312,
0.5359450578689575,
-0.6389387845993042,
0.2266959249973297,
-0.10876180976629257,
0.8438209295272827,
0.09379994869232178,
-0.24578465521335602,
0.059033386409282684,
-0.2684542238712311,
0.42240092158317566,
0.1474887728691101,
0.33315035700798035,
-0.43056464195251465,
0.3704523742198944,
0.31460312008857727,
0.01788634993135929,
-0.014081324450671673,
-0.30826884508132935,
-0.10287516564130783,
-0.17707569897174835,
0.29401323199272156,
-0.405791699886322,
0.0620783194899559,
0.07980581372976303,
0.3775930106639862,
0.7015466690063477,
-0.05611339583992958,
-0.17313142120838165,
-0.18227313458919525,
0.3149169087409973,
0.8681192398071289,
0.02419736422598362,
0.2094239443540573,
-0.10842970013618469,
-0.4506814479827881,
0.1429758369922638,
-0.7132522463798523,
0.17418448626995087,
-0.17795656621456146,
-0.8072509765625,
0.24111221730709076,
-0.03948288410902023,
0.16537931561470032,
0.329679399728775,
0.05107505992054939,
-0.15498526394367218,
-0.21845704317092896,
-0.434096097946167,
0.5041602849960327,
-0.25073403120040894,
0.1663801670074463,
0.08533331006765366,
-0.4547767639160156,
-0.057925816625356674,
-0.4038439393043518,
-0.7230767011642456,
0.0016223876737058163,
0.21139958500862122,
0.08198293298482895,
-0.009770918637514114,
-0.16355685889720917,
1.2553118467330933,
-0.16695642471313477,
0.07052626460790634,
-0.20026956498622894,
0.04744848981499672,
-0.20767568051815033,
0.12218576669692993,
-0.05891094729304314,
0.5874128937721252,
-0.5777019262313843,
0.312444269657135,
-0.4468872547149658,
0.28576719760894775,
0.8628813624382019,
0.28245553374290466,
-0.2650567889213562,
-0.04018654674291611,
-0.1792869120836258,
-0.0239600520581007,
0.12059266865253448,
-0.13363204896450043,
0.05307388678193092,
-0.09481090307235718,
-0.29763683676719666,
-0.46099889278411865,
0.3554024398326874,
0.004485615994781256,
-0.38282039761543274,
-0.3024316132068634,
-0.15492130815982819,
0.6017648577690125,
-0.2394794225692749,
0.4637638330459595,
0.05004211887717247,
-0.3220897316932678,
-0.39283010363578796,
0.45300424098968506,
-0.20149356126785278,
0.19353732466697693,
0.20215150713920593,
0.06505098193883896,
0.43550384044647217,
0.06852163374423981,
-0.010504702106118202,
0.052204594016075134,
0.16523098945617676,
0.7195265293121338,
-0.3485177755355835,
0.3003089427947998,
-0.276319295167923,
-0.21397489309310913,
-0.689076840877533,
0.5743269920349121,
-0.08301334083080292,
-0.03461319953203201,
-0.4694746732711792,
-0.3304694592952728,
-0.6152687072753906,
-0.23976333439350128,
-0.20606201887130737,
-0.4876956045627594,
-0.29084280133247375,
-0.27410924434661865
] |
A system for predicting the results of football matches that beats the bookmakers’ odds is presented. The predictions for the matches are based on previous results of the teams involved.
|
[
0.0340130478143692,
0.055269524455070496,
0.00454952847212553,
0.04287714883685112,
0.006485190708190203,
-0.022265955805778503,
0.013874542899429798,
-0.01915985904633999,
-0.02640489488840103,
0.015624623745679855,
-0.03224734961986542,
0.039548661559820175,
0.01132609136402607,
-0.0016994515899568796,
-0.016595426946878433,
-0.02517377771437168,
-0.007100604008883238,
-0.03904787823557854,
0.0030535575933754444,
0.03448737785220146,
0.036882396787405014,
0.021839911118149757,
0.01563611440360546,
0.027176888659596443,
-0.04787914454936981,
0.10180479288101196,
0.025170262902975082,
0.036684200167655945,
0.016842495650053024,
-0.026122087612748146,
-0.03006095066666603,
0.007923655211925507,
0.018953129649162292,
-0.014382935129106045,
0.011869641952216625,
0.024456629529595375,
-0.00243220292031765,
0.02771688438951969,
-0.03668971359729767,
-0.004327157512307167,
0.024950632825493813,
-0.007137584034353495,
0.01994914747774601,
-0.03133072331547737,
-0.014513039030134678,
-0.04724961891770363,
-0.010461772792041302,
-0.03228309378027916,
-0.05247994512319565,
0.020259365439414978,
-0.020774617791175842,
0.02145645208656788,
-0.01076369546353817,
-0.03504016995429993,
-0.012362879700958729,
-0.0376429557800293,
0.027237098664045334,
-0.06283559650182724,
-0.016549797728657722,
-0.041192635893821716,
0.007046396844089031,
-0.022761145606637,
-0.004532563034445047,
0.031223604455590248,
-0.05690392851829529,
-0.06468715518712997,
0.022534456104040146,
-0.014294229447841644,
0.03127869963645935,
0.03310609981417656,
0.00906096026301384,
0.026271667331457138,
-0.023828867822885513,
-0.022237414494156837,
-0.013233087956905365,
-0.03352667763829231,
-0.034229882061481476,
-0.029321933165192604,
0.0008318424224853516,
-0.008752423338592052,
-0.05468921735882759,
0.04679962992668152,
-0.019673192873597145,
0.006906832568347454,
0.06358551979064941,
0.032388798892498016,
0.014603884890675545,
-0.017377858981490135,
0.029781872406601906,
0.019337205216288567,
-0.032741207629442215,
0.04635801911354065,
-0.07008785009384155,
0.007635711692273617,
-0.002399684628471732,
-0.009852331131696701,
0.010718000121414661,
0.01717643439769745,
0.017170602455735207,
0.008136466145515442,
0.009540707804262638,
0.05155433341860771,
0.0336005762219429,
-0.11594618111848831,
0.03510008379817009,
0.014672625809907913,
0.02316979132592678,
-0.003656734013929963,
-0.012720371596515179,
-0.006790544837713242,
0.04042632505297661,
-0.054963964968919754,
-0.021465357393026352,
-0.01133613009005785,
0.011354764923453331,
0.00731960404664278,
0.01859881356358528,
-0.03940713033080101,
0.015072894282639027,
0.025586556643247604,
-0.03985666111111641,
0.016446944326162338,
-0.020665815100073814,
-0.09299413859844208,
0.004786924924701452,
0.02615642175078392,
0.02407488413155079,
-0.010282975621521473,
0.013127796351909637,
0.01384996622800827,
-0.014883612282574177,
-0.013371574692428112,
-0.024263739585876465,
-0.037522271275520325,
-0.03559403494000435,
0.007073784247040749,
-0.050581518560647964,
0.03399265557527542,
0.001858414034359157,
-0.027305496856570244,
0.007980840280652046,
0.010984323918819427,
-0.009534967131912708,
0.03640016168355942,
-0.058125972747802734,
-0.043821342289447784,
-0.01677551306784153,
0.0178877841681242,
-0.11217547953128815,
-0.030827214941382408,
0.017024638131260872,
-0.032322004437446594,
-0.04923412203788757,
-0.0123962527140975,
0.01943780854344368,
-0.009835402481257915,
-0.003494428237900138,
0.026938410475850105,
-0.03413032367825508,
-0.03456227853894234,
0.0904456153512001,
-0.005691939499229193,
0.019131895154714584,
0.012757187709212303,
-0.012312556616961956,
0.007247766479849815,
-0.003699329448863864,
-0.016594165936112404,
-0.04456324502825737,
-0.001324593205936253,
0.001046558958478272,
-0.018461141735315323,
0.016320090740919113,
0.029814939945936203,
-0.0074545457027852535,
-0.0011710597900673747,
-0.0014750283444300294,
0.013937108218669891,
-0.007860083132982254,
0.06560417264699936,
0.02595135197043419,
0.024503394961357117,
-0.028628472238779068,
-0.019882807508111,
0.024853557348251343,
0.010230940766632557,
0.02439146675169468,
-0.038254693150520325,
-0.04650963470339775,
-0.016015514731407166,
-0.03919670358300209,
0.005761328618973494,
-0.017910638824105263,
0.017422670498490334,
-0.023518985137343407,
0.009970373474061489,
-0.011480155400931835,
-0.010313184931874275,
0.019781220704317093,
-0.016759410500526428,
0.0035552915651351213,
0.022404801100492477,
0.011636474169790745,
0.024186011403799057,
-0.047683000564575195,
-0.0010415962897241116,
0.013553757220506668,
-0.032069455832242966,
0.008002134039998055,
0.06169693544507027,
0.06137961521744728,
-0.035867415368556976,
0.024651482701301575,
-0.005137593951076269,
-0.03968773037195206,
0.012235487811267376,
0.016153767704963684,
0.030987940728664398,
0.0391656868159771,
-0.023929273709654808,
-0.013373106718063354,
-0.025284163653850555,
0.025806624442338943,
0.03590034320950508,
0.018196042627096176,
-0.019448669627308846,
0.014498827047646046,
0.02513108029961586,
-0.03777260705828667,
-0.011943910270929337,
0.012504356913268566,
0.029938533902168274,
-0.01311553455889225,
-0.016883954405784607,
-0.005166752729564905,
0.013027094304561615,
0.004012175370007753,
-0.01586010493338108,
0.006408308632671833,
-0.007887573912739754,
-0.0074677420780062675,
-0.005336278583854437,
0.041084665805101395,
-0.004519838839769363,
-0.018809711560606956,
-0.05626428872346878,
0.01734272576868534,
-0.03969152271747589,
0.01731526479125023,
0.0038251876831054688,
0.002296525053679943,
0.06480681151151657,
-0.01568978652358055,
0.035012081265449524,
-0.0969749391078949,
-0.025576867163181305,
-0.014414780773222446,
-0.01251267734915018,
0.03648979961872101,
-0.04103079438209534,
-0.002969014924019575,
0.004793021362274885,
0.032015543431043625,
-0.01510648149996996,
-0.02378108538687229,
0.09455809742212296,
-0.05346003174781799,
-0.013368763029575348,
-0.004029801581054926,
-0.022006047889590263,
0.012673744931817055,
-0.010795623064041138,
-0.015790989622473717,
-0.08022132515907288,
-0.0030091237276792526,
-0.03945276513695717,
-0.02037014812231064,
0.035192277282476425,
-0.04478508234024048,
-0.008318238891661167,
0.0031046608928591013,
-0.02678263746201992,
0.012169484980404377,
0.0008120595593936741,
-0.012442201375961304,
-0.027625933289527893,
0.07508538663387299,
0.0007866291562095284,
-0.012757656164467335,
0.012662181630730629,
-0.018685225397348404,
0.05583574250340462,
0.0007354021072387695,
0.02554621361196041,
-0.04307243227958679,
-0.00976839940994978,
0.007246288936585188,
-0.019649332389235497,
-0.015300546772778034,
0.007334510795772076,
-0.025425544008612633,
-0.036467619240283966,
0.01948193460702896,
0.0030072738882154226,
-0.010280354879796505,
0.00045799894724041224,
0.007244972977787256,
0.03128688782453537,
0.02682465873658657,
0.012573791667819023,
-0.017841532826423645,
-0.03628537058830261,
0.040642984211444855,
0.041329797357320786,
0.045697420835494995,
-0.036630045622587204,
-0.004488565493375063,
-0.0008914420614019036,
0.04272004961967468,
-0.01968643069267273,
0.04569064453244209,
0.004360360559076071,
0.01080306712538004,
0.05445568263530731,
-0.03470287472009659,
-0.002088873879984021,
0.010366206057369709,
0.008511006832122803,
-0.020512856543064117,
-0.0089022321626544,
0.03092910349369049,
-0.020555801689624786,
-0.0031266878359019756,
-0.06427570432424545,
-0.015592047944664955,
-0.0005655923741869628,
0.010682213120162487,
-0.03500062972307205,
-0.05028257891535759,
0.033904336392879486,
0.03194665163755417,
0.018694225698709488,
0.021007874980568886,
-0.043936893343925476,
-0.07917147129774094,
-0.0029754890128970146,
-0.002330202143639326,
0.0123868053779006,
-0.032804012298583984,
-0.02705705165863037,
-0.016359323635697365,
0.0003630314895417541,
0.020476937294006348,
0.02563326060771942,
0.027390746399760246,
-0.04845729470252991,
-0.03187224268913269,
0.0072328210808336735,
0.05499114468693733,
0.011014225892722607,
-0.04724930226802826,
0.005748653318732977,
-0.0005571178044192493,
-0.05381042882800102,
0.03598508611321449,
-0.02330922707915306,
0.007867586798965931,
0.055250514298677444,
-0.033272635191679,
-0.009582326747477055,
-0.0005492626805789769,
0.008318455889821053,
0.01680522784590721,
-0.0006959971506148577,
-0.015324131585657597,
-0.07624798268079758,
-0.010153703391551971,
0.00279593700543046,
0.012729768641293049,
-0.0070536755956709385,
0.021421372890472412,
-0.028263261541724205,
-0.017630532383918762,
-0.06831829994916916,
0.01587333157658577,
-0.00473987590521574,
0.005340741481631994,
0.0011481376131996512,
-0.0012337173102423549,
-0.034345049411058426,
-0.004899370018392801,
0.06664689630270004,
0.011992031708359718,
0.02898205630481243,
-0.009783896617591381,
0.010456894524395466,
-0.02518986165523529,
-0.0172820333391428,
-0.052204061299562454,
-0.02257883921265602,
0.00768603291362524,
0.027077659964561462,
0.01377001591026783,
0.016649063676595688,
0.019539639353752136,
-0.004274680279195309,
0.007695050444453955,
0.03471897169947624,
-0.018288394436240196,
-0.03465971350669861,
-0.09083753079175949,
-0.00025824966724030674,
-0.01723972149193287,
-0.039709560573101044,
-0.07666745036840439,
-0.006337390746921301,
-0.05958173796534538,
0.0025509365368634462,
-0.01745564118027687,
0.01473524421453476,
0.014543917961418629,
-0.06760495901107788,
-0.010149945504963398,
-0.005569495260715485,
-0.020470812916755676,
-0.011971223168075085,
0.025651294738054276,
0.0445292592048645,
-0.002189985243603587,
0.004311778582632542,
0.017582792788743973,
0.021975787356495857,
-0.008465707302093506,
-0.04911205545067787,
0.04007372260093689,
0.05488186702132225,
0.0001625765726203099,
-0.02851233072578907,
-0.013561157509684563,
-0.029618116095662117,
-0.001934347557835281,
-0.0010537445778027177,
0.0035917891655117273,
0.01565924845635891,
0.02817247062921524,
-0.025557363405823708,
-0.029125144705176353,
-0.049881886690855026,
-0.015609744004905224,
0.03885353356599808,
-0.020922064781188965,
0.03226693719625473,
-0.0037212709430605173,
0.0740961879491806,
-0.019465139135718346,
0.012269698083400726,
-0.006973958108574152,
0.03439467027783394,
-0.03190373629331589,
-0.010694489814341068,
-0.04367152974009514,
0.004827379249036312,
-0.0019876454025506973,
0.04598865658044815,
-0.005760380532592535,
0.056946009397506714,
-0.029853591695427895,
0.0064451247453689575,
-0.02143123745918274,
0.007968400605022907,
0.046252764761447906,
0.02414870820939541,
-0.036189090460538864,
-0.022403959184885025,
0.019202524796128273,
-0.03407459333539009,
0.06878521293401718,
0.023948045447468758,
-0.06958237290382385,
0.003924719523638487,
0.02647807076573372,
-0.01899995468556881,
-0.010046401992440224,
0.042369674891233444,
0.03691927343606949,
0.04160351678729057,
0.06309230625629425,
-0.026315780356526375,
0.04076270014047623,
-0.0533205084502697,
0.007664522156119347,
0.03561462089419365,
0.020084353163838387,
0.004261448513716459,
0.056597333401441574,
0.011691475287079811,
0.030152205377817154,
-0.000059465830418048427,
-0.01202968880534172,
0.012908621691167355,
-0.016700010746717453,
0.03597702458500862,
0.02463199570775032,
-0.07548552006483078,
-0.025531701743602753,
-0.03459714725613594,
-0.06533998996019363,
-0.026594871655106544,
-0.0031193166505545378,
-0.0009532139520160854,
-0.03120800293982029,
-0.02201613038778305,
-0.020559338852763176,
0.0036250941921025515,
-0.06132436916232109,
-0.041850268840789795,
0.024440819397568703,
0.01197394635528326,
-0.01515133399516344,
0.001491106697358191,
0.023610934615135193,
-0.015001432038843632,
-0.04052026569843292,
0.05750783532857895,
-0.029548531398177147,
-0.020523464307188988,
-0.017184101045131683,
-0.047281455248594284,
-0.04628434404730797,
-0.030789393931627274,
0.028869861736893654,
0.026422427967190742,
0.006154928356409073,
0.026234764605760574,
0.03386060148477554,
0.035261787474155426,
-0.07652448117733002,
-0.038893911987543106,
0.021344011649489403,
0.021140098571777344,
-0.01068821270018816,
-0.0189442690461874,
-0.024678250774741173,
-0.011920975521206856,
-0.011116640642285347,
-0.02616691030561924,
-0.0329054594039917,
0.0059539079666137695,
-0.058500003069639206,
0.010231966152787209,
-0.004924070090055466,
0.04171433299779892,
0.024655485525727272,
0.011209072545170784,
0.009918210096657276,
-0.008971791714429855,
-0.0074839042499661446,
-0.030718203634023666,
0.06804265826940536,
-0.01610717363655567,
0.009930623695254326,
-0.03575332462787628,
0.03232569620013237,
-0.02819179929792881,
0.0009493639809079468,
-0.027674373239278793,
0.06938085705041885,
-0.03294757381081581,
0.0380069762468338,
-0.015603125095367432,
-0.036060772836208344,
-0.0006797146634198725,
0.013769032433629036,
0.015588575042784214,
0.06985849887132645,
-0.03191438317298889,
0.05275401473045349,
-0.009685027413070202,
-0.006893733516335487,
-0.00200940715149045,
0.043540410697460175,
0.02158873900771141,
-0.02942727692425251,
-0.07428810745477676,
0.04099145531654358,
0.03685323894023895,
0.030306903645396233,
0.04140760377049446,
-0.02736986242234707,
-0.00925704650580883,
0.003150968113914132,
-0.018660247325897217,
-0.012926805764436722,
0.054644592106342316,
-0.03698081895709038,
-0.03787846118211746,
-0.005031181965023279,
0.040356263518333435,
0.006109868176281452,
-0.031684909015893936,
0.04713093489408493,
-0.06809438019990921,
0.04791691154241562,
-0.00690510543063283,
-0.005575853865593672,
0.11130021512508392,
-0.05060180276632309,
0.011344341561198235,
-0.0060503496788442135,
-0.025003541260957718,
0.022891085594892502,
0.020172998309135437,
0.030866457149386406,
0.031126881018280983,
0.045646607875823975,
0.006919121369719505,
0.023051196709275246,
0.008672681637108326,
-0.03285390883684158,
-0.0018380727851763368,
-0.031946029514074326,
-0.009165260009467602,
-0.003733605146408081,
0.04143277928233147,
0.0011913839261978865,
-0.029382532462477684,
-0.02321021445095539,
-0.05996553599834442,
0.01412320788949728,
0.00506123760715127,
0.009280848316848278,
-0.0314391553401947,
0.013827289454638958,
-0.002597960876300931,
-0.018394501879811287,
0.01872592605650425,
0.014803989790380001,
0.08248055726289749,
0.00014189934881869704,
0.040419623255729675,
-0.021884391084313393,
-0.004883803892880678,
-0.02437141351401806,
0.018818048760294914,
-0.014915156178176403,
0.018565470352768898,
0.014216741546988487,
0.028254596516489983,
0.055397484451532364,
-0.06422412395477295,
0.00793546810746193,
0.043461769819259644,
0.00021552019461523741,
-0.038686055690050125,
-0.011050064116716385,
0.018466142937541008,
0.05340409278869629,
0.04099534824490547,
0.0013076132163405418,
-0.027349958196282387,
0.009052061475813389,
0.04306924343109131,
0.009937791153788567,
0.021411383524537086,
0.03492855653166771,
0.04429762810468674,
0.03550807386636734,
0.0019439710304141045,
-0.009641562588512897,
-0.053227003663778305,
0.05356920510530472,
-0.0035521239042282104,
0.004785176832228899,
-0.06771913170814514,
0.03140774369239807,
-0.003937762696295977,
-0.011838101781904697,
0.03307446464896202,
-0.02274925448000431,
0.043721605092287064,
-0.044703613966703415,
0.06327255070209503,
-0.008615597151219845,
0.04326755180954933,
0.01744125969707966,
-0.007163515314459801,
-0.034602876752614975,
-0.016288181766867638,
0.013418596237897873,
-0.0039344909600913525,
0.017753904685378075,
-0.036405544728040695,
-0.017496490851044655,
-0.03399970382452011,
-0.03726382181048393,
0.014913487248122692,
0.01932472735643387,
-0.05126653611660004,
0.00608780374750495,
0.032766055315732956,
-0.009285937063395977,
0.04202459752559662,
0.06772271543741226,
-0.011241432279348373,
0.034409720450639725,
-0.06187021732330322,
0.016829991713166237,
-0.005960133392363787,
0.014771142974495888,
-0.05398709699511528,
0.019318634644150734,
0.0020248587243258953,
-0.010700901970267296,
-0.027884358540177345,
0.011322055011987686,
-0.0000819940323708579,
0.01729845441877842,
0.02233177423477173,
0.012271670624613762,
-0.011874308809638023,
-0.018533481284976006,
0.01926749385893345,
-0.018019024282693863,
-0.016685819253325462,
-0.03582711145281792,
0.021816890686750412,
0.004810158163309097,
-0.09594961255788803,
-0.009160262532532215,
0.03571968525648117,
0.02841157279908657,
0.054748423397541046,
0.03973829746246338,
0.0016772551462054253,
0.004954160191118717,
0.015449415892362595,
0.020226750522851944,
0.004191663581877947,
0.07397416979074478,
-0.005048831924796104,
-0.016991103067994118,
-0.04020330682396889,
-0.048349857330322266,
0.005818944424390793,
-0.0038486358243972063,
0.03936739265918732,
0.06962345540523529,
0.06928543001413345,
-0.017491469159722328,
-0.006592057179659605,
-0.0500008761882782,
0.015842687338590622,
-0.005029453430324793,
0.003953299485146999,
-0.0322510302066803,
0.02237924188375473,
-0.02464754320681095,
0.03948751091957092,
-0.07535802572965622,
0.04506917670369148,
-0.043068382889032364,
-0.005454490892589092,
0.015210139565169811,
-0.03222759813070297,
-0.016537295654416084,
0.03758525103330612,
0.08005515486001968,
-0.036274783313274384
] |
[
-0.06312906742095947,
0.10688387602567673,
0.12488614022731781,
0.06625968962907791,
0.08827963471412659,
0.029696481302380562,
0.019860578700900078,
-0.2596164643764496,
0.053074005991220474,
-0.3042416274547577,
0.12436787039041519,
0.363884836435318,
-0.3205256462097168,
-0.03605130314826965,
-0.17191477119922638,
0.1797567456960678,
-0.0007018594187684357,
0.3828330338001251,
0.013132994063198566,
-0.48331066966056824,
-0.2812640368938446,
0.2062402069568634,
-0.025549985468387604,
-0.11879859119653702,
-0.10405971854925156,
0.2104101926088333,
0.33046552538871765,
0.1312221884727478,
-0.20792683959007263,
0.1435665637254715,
0.19324003159999847,
0.5083807706832886,
-0.43566760420799255,
-0.3801504075527191,
-0.22257636487483978,
-0.3501259982585907,
0.15177102386951447,
-0.0049424064345657825,
-0.357444167137146,
-0.9031438231468201,
-0.019601382315158844,
-0.11492591351270676,
0.2710726261138916,
0.3873078525066376,
-0.3017674684524536,
-0.20339207351207733,
-1.4840872287750244,
-0.10022460669279099,
-0.8613901734352112,
-0.060096051543951035,
-0.07341428846120834,
0.7527474164962769,
-0.023486997932195663,
0.6053985953330994,
-0.19439025223255157,
0.6347793936729431,
0.005639615468680859,
0.38403692841529846,
-0.14082753658294678,
-0.10847526043653488,
0.23419331014156342,
-0.06805778294801712,
0.3575097322463989,
0.21679143607616425,
0.2205778956413269,
0.050330594182014465,
-0.1066398099064827,
0.06281561404466629,
0.3336384892463684,
0.012123854830861092,
-0.3585816025733948,
-0.3966521620750427,
-0.2469402402639389,
-0.06521588563919067,
-0.20424377918243408,
-0.20744352042675018,
-0.02155907452106476,
0.20811967551708221,
0.44948697090148926,
-0.17343910038471222,
-0.05866292491555214,
-0.1766357421875,
0.03396706283092499,
-0.25294581055641174,
0.3202628493309021,
0.10053890943527222,
0.13754284381866455,
-0.08295965194702148,
-0.4593580961227417,
0.48200899362564087,
0.25625869631767273,
-0.2921113073825836,
0.2855431139469147,
-0.06237788125872612,
-0.1917571723461151,
-0.0933649092912674,
0.13149020075798035,
-0.04865233227610588,
0.08605298399925232,
-0.1792110800743103,
-0.06053813546895981,
-0.10875499993562698,
-0.04940325394272804,
-0.153726264834404,
-0.18634963035583496,
-0.2910073697566986,
-0.15387676656246185,
-0.6282991766929626,
0.21724678575992584,
0.2613893151283264,
-0.7992385029792786,
0.1955580711364746,
0.5804209113121033,
-0.13910695910453796,
-0.5846393704414368,
-0.6505598425865173,
-0.009533993899822235,
0.09923428297042847,
-0.3256160020828247,
0.2523973882198334,
0.05630224943161011,
0.6470755934715271,
0.40608975291252136,
-0.09352995455265045,
0.09831959009170532,
0.3665348291397095,
0.5662915110588074,
0.4116763770580292,
-0.13098910450935364,
0.18202444911003113,
-0.2515575885772705,
0.4964519441127777,
-0.5382874011993408,
0.1907612681388855,
-0.20061449706554413,
-0.3778354525566101,
-0.29860854148864746,
-0.16939222812652588,
0.11944499611854553,
0.5371202230453491,
-0.30414292216300964,
-0.01397019624710083,
0.04384978488087654,
0.3202497363090515,
0.060496293008327484,
-0.4106069505214691,
0.039345111697912216,
-0.4298001825809479,
0.19931374490261078,
0.31351569294929504,
0.17106163501739502,
0.21689003705978394,
-0.12086474150419235,
0.10394056141376495,
0.014682442881166935,
0.6479662656784058,
0.06562939286231995,
-0.6145196557044983,
-0.18607880175113678,
0.11647674441337585,
0.4115685522556305,
0.16409742832183838,
-0.045977089554071426,
-0.08757353574037552,
-0.2183009684085846,
-0.35468435287475586,
0.324973464012146,
0.5760101675987244,
-0.014268768951296806,
-0.130141943693161,
-0.11282595247030258,
0.3016430735588074,
0.36710864305496216,
-0.15305745601654053,
0.11951287090778351,
0.16494089365005493,
0.2999555766582489,
0.43611621856689453,
0.7582145929336548,
-0.22215066850185394,
-0.5769286751747131,
-0.06345098465681076,
0.1134457141160965,
-0.13627544045448303,
0.4332926273345947,
-0.17533764243125916,
0.20988142490386963,
-0.0441301167011261,
0.19692520797252655,
-0.18039073050022125,
-0.28398799896240234,
-0.40357673168182373,
0.16607823967933655,
-0.6895768046379089,
0.6798669695854187,
-0.4752841591835022,
-0.08739493042230606,
0.4033535420894623,
0.1278129369020462,
-0.44758257269859314,
0.23598100244998932,
0.24152255058288574,
0.009097076952457428,
0.10760220885276794,
0.007185856346040964,
0.08399948477745056,
0.14631585776805878,
0.027113070711493492,
-0.2811208665370941,
0.03744310513138771,
0.05844926834106445,
-0.28047800064086914,
-0.15008187294006348,
-0.511001467704773,
-0.1848360300064087,
0.19326336681842804,
-0.28797265887260437,
0.8121862411499023,
0.22465066611766815,
0.01808275654911995,
0.7467549443244934,
0.33610600233078003,
0.08255288004875183,
0.423582524061203,
0.2172032594680786,
0.15659816563129425,
0.04824085161089897,
0.19362954795360565,
0.42307034134864807,
-1.3677564859390259,
0.1179889515042305,
0.19807414710521698,
0.2584276795387268,
-0.35010480880737305,
0.1710367351770401,
-0.7487946152687073,
-0.07089627534151077,
-0.2378012090921402,
0.12863348424434662,
0.05954383686184883,
0.011739864014089108,
0.2801612913608551,
-0.22446796298027039,
0.42323142290115356,
-0.12343013286590576,
-0.03454668074846268,
-0.5647985935211182,
-0.05019752308726311,
-0.4697398841381073,
-0.3316851258277893,
0.02924494259059429,
0.05337071046233177,
0.054402366280555725,
0.3348882496356964,
0.1117376983165741,
0.21768145263195038,
-0.2823074460029602,
-0.32209324836730957,
0.13790199160575867,
0.0891573578119278,
-0.15153640508651733,
-0.20567578077316284,
-0.1994626373052597,
0.14098308980464935,
0.04170060157775879,
-0.9238262176513672,
-0.831641435623169,
-0.6602413058280945,
0.06872294098138809,
0.4669947326183319,
0.816108226776123,
0.14836716651916504,
-0.48442134261131287,
0.19748784601688385,
0.017145514488220215,
-0.5503783822059631,
0.37218424677848816,
0.4409600496292114,
-0.6562361717224121,
-0.11051326990127563,
-0.12105962634086609,
0.4289402663707733,
0.5293227434158325,
-0.1917494386434555,
0.08175405114889145,
-0.7230536937713623,
0.2764911353588104,
-0.16384783387184143,
0.2899012863636017,
0.024199487641453743,
-0.23998230695724487,
0.6739391684532166,
-0.10769384354352951,
-0.5051898956298828,
0.4396158754825592,
0.31169772148132324,
-0.01796836592257023,
0.18092302978038788,
0.07467475533485413,
-0.39536991715431213,
0.03475963696837425,
0.1614747792482376,
0.342693567276001,
-0.48214641213417053,
0.29581478238105774,
0.046826500445604324,
-0.563808798789978,
0.3597213327884674,
-6.467680931091309,
0.0836920514702797,
-0.24503813683986664,
-0.3757966160774231,
0.3345230221748352,
0.09425989538431168,
0.8832283020019531,
-0.06524395197629929,
-0.3034958243370056,
0.039881836622953415,
0.0943879559636116,
0.09665536880493164,
-0.12166165560483932,
0.38086432218551636,
0.5216753482818604,
0.1845630407333374,
0.2554222047328949,
0.24582518637180328,
0.38597676157951355,
0.5393640398979187,
0.14628009498119354,
-0.0664248988032341,
-0.031808577477931976,
0.42611920833587646,
0.019477825611829758,
0.6432861089706421,
-0.20890407264232635,
-0.047495096921920776,
0.028037231415510178,
0.3192843496799469,
0.1431269496679306,
-0.2194591611623764,
-0.24487362802028656,
-0.05575494468212128,
0.023711634799838066,
-0.24102839827537537,
0.12706972658634186,
0.07070961594581604,
0.06075482442975044,
-0.28689536452293396,
-0.2106316238641739,
0.7538250088691711,
-0.12066177278757095,
0.13947850465774536,
0.30415865778923035,
-0.120131716132164,
0.07277470827102661,
0.47182637453079224,
-0.48857516050338745,
0.3172054588794708,
0.13277722895145416,
0.24160124361515045,
-0.0503949411213398,
0.010524822399020195,
-0.3779163062572479,
-0.49188223481178284,
0.26428496837615967,
-0.31085851788520813,
-0.050317127257585526,
0.44637802243232727,
0.04012273997068405,
-0.23221470415592194,
0.026932338252663612,
-0.09705887734889984,
-0.10981877148151398,
-0.39566949009895325,
-0.17747138440608978,
-0.44306477904319763,
0.10137566179037094,
0.07188675552606583,
-0.4929802715778351,
-0.49707701802253723,
0.22538737952709198,
-0.6036169528961182,
0.01509534940123558,
0.09926515817642212,
0.14605310559272766,
0.2652813792228699,
0.6434585452079773,
0.128693088889122,
-0.3213803172111511,
-0.36160147190093994,
-0.1195831447839737,
-0.08608255535364151,
0.19560880959033966,
-0.028810514137148857,
-0.22629372775554657,
0.26656025648117065,
-0.056838907301425934,
-0.38404229283332825,
0.6819862723350525,
-0.7834217548370361,
0.6216445565223694,
0.2629997432231903,
0.4488590359687805,
0.7111979126930237,
-0.00761896139010787,
-0.2694195508956909,
0.4655628800392151,
-0.13928121328353882,
0.06796153634786606,
0.10543885827064514,
0.19286058843135834,
-0.5966267585754395,
-0.08522122353315353,
-0.08484850078821182,
-0.24048270285129547,
0.3401625454425812,
0.2265111654996872,
-0.4277687966823578,
0.11125119775533676,
-0.39368772506713867,
-0.23223696649074554,
-0.17315217852592468,
0.2846377193927765,
-0.09981153160333633,
0.138793483376503,
0.08610191941261292,
0.16531860828399658,
0.09244891256093979,
0.17176546156406403,
-0.16047309339046478,
-0.4572051465511322,
-0.5100013613700867,
-0.5882139801979065,
-0.09447413682937622,
-0.16574516892433167,
-0.17273886501789093,
0.0957784652709961,
-0.003549596993252635,
0.25814059376716614,
0.14161913096904755,
0.2070200890302658,
0.268592894077301,
0.15296216309070587,
0.041029516607522964,
-0.3058329224586487,
-0.28617042303085327,
-0.07412538677453995,
-0.41900840401649475,
0.32187721133232117,
0.07250309735536575,
-0.178604394197464,
0.09906557202339172,
-0.00744525296613574,
-0.5352832078933716,
-0.1045285165309906,
0.0130314277485013,
0.1410388946533203,
-0.01263077650219202,
-0.02712874487042427,
0.06676078587770462,
0.4460463523864746,
-0.33854782581329346,
-0.5439985990524292,
0.31614336371421814,
0.30708691477775574,
0.03711728751659393,
-0.053075097501277924,
-0.5862247943878174,
0.30919763445854187,
-0.2707136273384094,
-1.155935525894165,
-0.1579182893037796,
0.32578057050704956,
0.3402486741542816,
-0.18975387513637543,
-0.17356325685977936,
0.07620638608932495,
0.3777051568031311,
-0.05648762732744217,
-0.3415040969848633,
-0.2635181248188019,
-0.2685086131095886,
-0.22921375930309296,
0.0022737644612789154,
-0.39862895011901855,
0.26938194036483765,
-0.05594848468899727,
-0.21493005752563477,
-0.3181537389755249,
-0.19903936982154846,
-0.3451497554779053,
0.33515554666519165,
0.0031286992598325014,
0.09209748357534409,
-0.11732866615056992,
0.17823249101638794,
0.07265264540910721,
-0.2345150262117386,
-0.0868329405784607,
0.46649977564811707,
0.45777323842048645,
-0.33454325795173645,
-0.17265096306800842,
0.02955261617898941,
-0.07649590075016022,
0.34599316120147705,
-0.32532089948654175,
-0.3951166868209839,
0.1610129326581955,
-0.2805161476135254,
-0.42941030859947205,
-0.3174537122249603,
0.38806524872779846,
-0.2479165643453598,
0.16319715976715088,
0.08635696768760681,
0.13523590564727783,
-0.05549723282456398,
-0.38683924078941345,
-0.5596113204956055,
-0.4986274242401123,
0.23441343009471893,
-0.22187919914722443,
0.05048280209302902,
0.036098040640354156,
-0.31584474444389343,
-0.14150860905647278,
0.11299300938844681,
0.43275532126426697,
-0.16817963123321533,
-0.28502944111824036,
-0.10441769659519196,
-0.029133154079318047,
-0.4535874128341675,
0.6581677794456482,
-0.6165439486503601,
-0.14188800752162933,
0.20326803624629974,
-0.05940910428762436,
0.31520697474479675,
0.13080152869224548,
0.31073272228240967,
-0.03190276771783829,
0.0717758759856224,
-0.32000187039375305,
0.16954733431339264,
-0.06975342333316803,
-0.11283479630947113,
-0.5552456974983215,
0.3638594448566437,
0.3591647148132324,
-0.19536079466342926,
-0.16402627527713776,
0.06153362989425659,
0.44655343890190125,
-0.2939779460430145,
-0.34387877583503723,
0.03775350749492645,
0.34388065338134766,
0.15290695428848267,
-0.39077845215797424,
0.2816639244556427,
0.10701759904623032,
-0.08958573639392853,
0.23650871217250824,
-0.08400114625692368,
0.2681348919868469,
0.3354881703853607,
-0.10406120866537094,
0.04019152373075485,
-0.3240154981613159,
0.025898192077875137,
0.4203076958656311,
-0.0018768674926832318,
-0.09621057659387589,
-0.42807042598724365,
-0.07859178632497787,
-0.4946058392524719,
-0.026431651785969734,
-0.12980769574642181,
0.41559362411499023,
0.4818820655345917,
0.2475314438343048,
0.025387102738022804,
0.07704758644104004,
0.4795306324958801,
0.02505868300795555,
0.4512768089771271,
-0.1052035540342331,
0.1376548558473587,
-0.18863821029663086,
-0.10832656174898148,
-0.1010376363992691,
-0.31775978207588196,
0.11347135156393051,
0.2347777783870697,
0.1739398092031479,
-0.35299918055534363,
-0.18644750118255615,
0.023381181061267853,
-0.5678529143333435,
-0.07746241241693497,
-0.2170671969652176,
-0.07584850490093231,
0.43254971504211426,
0.15406231582164764,
0.4913164973258972,
-0.2390923798084259,
-0.171303391456604,
0.8047364950180054,
0.2313542366027832,
-0.22251121699810028,
0.1049271672964096,
0.3104947805404663,
0.08441737294197083,
-0.2246086150407791,
-0.2875523567199707,
-0.014727243222296238,
0.0919819250702858,
0.20479519665241241,
-0.09817584604024887,
0.593478798866272,
-0.5579740405082703,
-0.08731262385845184,
0.12198897451162338,
-0.23521651327610016,
0.3192063570022583,
0.5096521377563477,
0.36112624406814575,
-0.1187153086066246,
0.8654446601867676,
-0.28941652178764343,
-0.4787672460079193,
0.08337307721376419,
0.08094407618045807,
-0.03304775431752205,
0.09729026257991791,
0.36983537673950195,
0.749992847442627,
0.5836513042449951,
-0.39536619186401367,
0.09733923524618149,
-0.2622257471084595,
-0.308951199054718,
-0.005686321295797825,
-0.3082282245159149,
-0.16954192519187927,
-0.043391406536102295,
0.24844218790531158,
-0.4943375587463379,
-0.012106257490813732,
0.08166088908910751,
-0.22807620465755463,
0.03576596826314926,
0.15064172446727753,
0.12828056514263153,
-0.9069519639015198,
0.296657919883728,
-0.13693885505199432,
0.24653394520282745,
0.10158461332321167,
-0.09766309708356857,
0.37338992953300476,
-0.19291952252388,
0.48576265573501587,
0.01532199140638113,
-0.1970561295747757,
-0.026708334684371948,
0.29908376932144165,
0.2649192214012146,
-0.11054504662752151,
-0.054674580693244934,
-0.10371953994035721,
0.20135992765426636,
0.7476435303688049,
0.11728221923112869,
-0.18346871435642242,
0.4097706079483032,
-0.3049115538597107,
-0.09547032415866852,
-0.4860994517803192,
0.5920873284339905,
-0.4159252643585205,
0.05472342669963837,
-0.05605792626738548,
0.0540560819208622,
0.1587371677160263,
0.4810640811920166,
-0.053606972098350525,
0.04161600396037102,
-0.4500710070133209,
-0.09920428693294525,
-0.30858877301216125,
-0.49692320823669434,
-0.360763818025589,
0.2983250319957733,
0.08553001284599304,
0.1635444015264511,
0.008449875749647617,
-0.19448795914649963,
-0.33851727843284607,
0.21872518956661224,
0.08543365448713303,
-0.15066954493522644,
-0.17482952773571014,
0.8234261274337769,
0.4309921860694885,
0.08888456225395203,
-0.2609197795391083,
-0.11930543929338455,
0.06572335213422775,
0.21569238603115082,
-0.04013313353061676,
0.10136065632104874,
-0.15053120255470276,
0.14584137499332428,
-0.4624652564525604,
-0.23710453510284424,
0.3415006101131439,
-0.2829616963863373,
0.010873435996472836,
-0.02363654598593712,
0.023533625528216362,
-0.060423653572797775,
0.2618967294692993,
-0.1420728862285614,
0.32099929451942444,
-0.23258672654628754,
0.20016205310821533,
-0.03262675181031227,
0.08193068951368332,
0.29641246795654297,
-0.2159029245376587,
0.17410871386528015,
0.1767297089099884,
-0.2603164315223694,
-0.7310582995414734,
0.4379706084728241,
-0.1036074161529541,
-0.6331372261047363,
-0.3816434144973755,
0.2878335416316986,
-0.8794316649436951,
0.07178041338920593,
0.4551524817943573,
0.13511443138122559,
0.19383437931537628,
-0.38962092995643616,
-0.051483675837516785,
0.15493063628673553,
0.3914013206958771,
0.45443010330200195,
0.1130421906709671,
0.22545772790908813,
-0.1703907698392868,
0.13061176240444183,
-0.20170101523399353,
0.7649398446083069,
0.28299379348754883,
0.41184982657432556,
0.025926003232598305,
-0.1577477604150772,
0.06644635647535324,
-0.025565126910805702,
-0.4107441306114197,
-0.59178626537323,
0.1456851363182068,
0.4466049373149872
] |
This chapter examines the state of modern intrusion detection, with a particular emphasis on the emerging approach of data mining. The discussion paralleIs two important aspects of intrusion detection: general detection strategy (misuse detection versus anomaly detection) and data source (individual hosts versus network trafik). Misuse detection attempts to match known patterns of intrusion , while anomaly detection searches for deviations from normal behavior . Between the two approaches, only anomaly detection has the ability to detect unknown attacks. A particularly promising approach to anomaly detection combines association mining with other forms of machine learning such as classification. Moreover, the data source that an intrusion detection system employs significantly impacts the types of attacks it can detect. There is a tradeoff in the level of detailed information available verD. Barbará et al. (ed .), Applications of Data Mining in Computer Security © Kluwer Academic Publishers 2002 s
|
[
-0.012932087294757366,
0.01568501628935337,
-0.014519363641738892,
0.0023289616219699383,
-0.008460208773612976,
-0.022432444617152214,
0.01211746409535408,
-0.024648945778608322,
-0.01271544024348259,
0.00037653278559446335,
-0.005053448490798473,
0.008501827716827393,
-0.004221295937895775,
0.022655243054032326,
-0.022027019411325455,
0.013831695541739464,
-0.005693444516509771,
0.02153952047228813,
0.005321072414517403,
-0.02623657137155533,
0.005725947208702564,
0.00871485099196434,
0.011193912476301193,
-0.004882989451289177,
-0.0021438277326524258,
0.01520185824483633,
-0.045419059693813324,
-0.011177651584148407,
-0.006741326302289963,
-0.03152179718017578,
0.011220688931643963,
-0.008506020531058311,
0.03862085938453674,
0.004208849277347326,
0.006872786208987236,
-0.007836658507585526,
-0.0001368207740597427,
0.025590065866708755,
-0.005572009831666946,
-0.005430625751614571,
0.0059646544978022575,
-0.005208572372794151,
0.0059869661927223206,
-0.011287098750472069,
-0.010778614319860935,
0.01037160586565733,
-0.0003486125497147441,
0.01330548245459795,
-0.02029332146048546,
0.012732081115245819,
-0.004826736636459827,
0.004049887415021658,
-0.005843077786266804,
0.033971380442380905,
-0.007719113957136869,
0.02047862485051155,
0.023561939597129822,
0.020438238978385925,
-0.0028857244178652763,
-0.002449044259265065,
-0.019299939274787903,
0.00015753228217363358,
-0.003807125147432089,
-0.023748673498630524,
-0.027000365778803825,
-0.06632567197084427,
0.021880030632019043,
0.007749132812023163,
0.007461478468030691,
-0.01527478452771902,
0.0050373803824186325,
0.01627257838845253,
-0.06850191950798035,
-0.008129970170557499,
0.010818883776664734,
0.002109639812260866,
-0.007291195914149284,
0.010935286059975624,
-0.02263304963707924,
0.037288472056388855,
-0.022588830441236496,
-0.016156453639268875,
-0.010877450928092003,
0.02032698318362236,
-0.016968712210655212,
0.0016240871045738459,
-0.025091152638196945,
0.020637644454836845,
-0.009421506896615028,
-0.0017422337550669909,
-0.028571095317602158,
-0.028342626988887787,
-0.024900954216718674,
-0.005536903161555529,
-0.031586237251758575,
-0.0076219975017011166,
-0.0029406757093966007,
0.02039685845375061,
0.005039231386035681,
0.0002746027894318104,
-0.025415513664484024,
0.0105308061465621,
0.025316134095191956,
0.014926424250006676,
-0.014556623995304108,
0.009466174989938736,
-0.0301662664860487,
-0.0018390580080449581,
0.017506729811429977,
0.008887887001037598,
0.0022235317155718803,
0.020985634997487068,
-0.008771794848144054,
0.010860852897167206,
-0.006244055461138487,
0.035981304943561554,
-0.026998473331332207,
-0.0074567305855453014,
0.004049221053719521,
-0.0003489134833216667,
0.010401962324976921,
-0.027977552264928818,
0.01397949829697609,
0.02410193160176277,
0.001495088916271925,
0.005938480608165264,
-0.028807226568460464,
-0.0038454344030469656,
0.038692981004714966,
0.012603608891367912,
-0.01564301736652851,
-0.009677540510892868,
-0.00036657025339081883,
-0.018217457458376884,
-0.009184122085571289,
0.012475265190005302,
-0.010518016293644905,
-0.0018256292678415775,
-0.001252848538570106,
-0.002495268126949668,
0.017463820055127144,
0.015894291922450066,
-0.002609926275908947,
0.023663289844989777,
0.034497618675231934,
0.01603907160460949,
0.019553152844309807,
0.009509309194982052,
0.007089676335453987,
0.0206809900701046,
0.024766918271780014,
0.017350468784570694,
-0.02005390077829361,
-0.02233906462788582,
-0.021501673385500908,
-0.0157819502055645,
-0.0051659392192959785,
0.015700360760092735,
-0.02456107921898365,
0.0031642455141991377,
0.008179785683751106,
-0.029276877641677856,
0.012214543297886848,
0.00839884765446186,
-0.008483942598104477,
0.031421929597854614,
-0.0402899831533432,
-0.006363322492688894,
-0.027238238602876663,
0.00568526703864336,
-0.014068997465074062,
0.011700295843183994,
-0.011549069546163082,
0.011482867412269115,
-0.0004516369663178921,
-0.00609933165833354,
0.017118874937295914,
0.0092946020886302,
-0.012410992756485939,
0.06683489680290222,
0.02089446410536766,
-0.013185960240662098,
0.003502612467855215,
-0.007904421538114548,
0.01665358617901802,
-0.006634893827140331,
-0.003863837104290724,
-0.00668336683884263,
-0.02258715219795704,
0.011961087584495544,
-0.034291088581085205,
-0.006239038892090321,
0.019460462033748627,
-0.01197951752692461,
-0.03604262322187424,
0.004508339799940586,
-0.002394657116383314,
0.011301159858703613,
0.0035316464491188526,
-0.0012038270942866802,
-0.025149434804916382,
0.00554864015430212,
0.046484097838401794,
0.017010390758514404,
-0.013206392526626587,
0.018214445561170578,
0.013140133582055569,
-0.012195944786071777,
-0.015527872368693352,
0.004406210966408253,
0.020587988197803497,
0.0040283892303705215,
0.008625826798379421,
-0.009702222421765327,
0.0017528679454699159,
-0.004421169403940439,
0.03308170288801193,
-0.015582054853439331,
0.002205096185207367,
-0.015967905521392822,
-0.004559715278446674,
-0.019673101603984833,
0.0235702246427536,
-0.006580078974366188,
0.040564410388469696,
-0.003823403036221862,
-0.00843905285000801,
0.013552145101130009,
0.008033454418182373,
-0.007193450815975666,
-0.007613475434482098,
-0.01076054573059082,
-0.012602461501955986,
0.002601807937026024,
0.015739062801003456,
0.025637639686465263,
0.01098230667412281,
-0.030608471482992172,
0.01838640868663788,
-0.008665231987833977,
-0.003384132869541645,
-0.016526972874999046,
0.01196565292775631,
0.013947135768830776,
0.031756192445755005,
0.03121018037199974,
-0.0028626269195228815,
-0.0019551999866962433,
0.011534969322383404,
-0.0008974967058748007,
0.006880925036966801,
-0.03367515653371811,
0.024735506623983383,
-0.041461281478405,
0.01475943811237812,
-0.040806908160448074,
0.005968389566987753,
0.015354159288108349,
0.026991788297891617,
-0.0111586544662714,
-0.004150552675127983,
0.00913727656006813,
-0.012407463043928146,
0.006372301839292049,
0.036679718643426895,
-0.0136323943734169,
0.016020305454730988,
0.018588971346616745,
0.00041859352495521307,
-0.019846539944410324,
0.0016523106023669243,
-0.01475544087588787,
-0.012679073959589005,
-0.08072559535503387,
-0.018605465069413185,
0.030274011194705963,
-0.01209948305040598,
0.014026982709765434,
0.006604073569178581,
-0.006803761702030897,
-0.0034443021286278963,
-0.017203588038682938,
0.01383906602859497,
0.02397545985877514,
0.02883678302168846,
-0.011975626461207867,
0.018370414152741432,
0.02932003326714039,
-0.012513257563114166,
0.010922226123511791,
0.004068812355399132,
0.02748224511742592,
-0.000634344294667244,
-0.008202890865504742,
0.01703973487019539,
-0.029977884143590927,
0.020765230059623718,
0.006126907654106617,
0.005581534933298826,
0.012885660864412785,
-0.0015401835553348064,
-0.017700256779789925,
0.006053516175597906,
0.010537929832935333,
-0.025998113676905632,
0.0064837392419576645,
0.015130599960684776,
0.014475728385150433,
0.0139720868319273,
0.0006348160095512867,
-0.01666094735264778,
-0.0009376555681228638,
0.0016361502930521965,
0.03446952998638153,
0.014616339467465878,
0.010942528024315834,
0.011258959770202637,
0.00535119604319334,
0.018607337027788162,
-0.016518887132406235,
-0.009164506569504738,
0.018040046095848083,
-0.008345553651452065,
0.05343521758913994,
-0.012800276279449463,
-0.042664989829063416,
0.012376111932098866,
-0.008165564388036728,
-0.01093604788184166,
-0.021541904658079147,
0.004671769682317972,
-0.008212704211473465,
0.0004645220469683409,
0.0013743559829890728,
-0.015139760449528694,
0.0032180275302380323,
0.01489797979593277,
-0.02351103536784649,
-0.006390477996319532,
0.027627859264612198,
0.013048538006842136,
0.007309034001082182,
0.003933797590434551,
-0.014049781486392021,
-0.0008331525605171919,
0.017131231725215912,
0.005510267801582813,
0.014273667708039284,
-0.014817142859101295,
-0.0192716047167778,
-0.00389661337248981,
-0.022121135145425797,
-0.004693664610385895,
-0.010891174897551537,
0.014749628491699696,
0.008447423577308655,
-0.00029798061586916447,
-0.012595882639288902,
0.023192167282104492,
0.005098586902022362,
-0.00747972447425127,
0.01678386703133583,
-0.020933516323566437,
-0.0007623732089996338,
0.001035685301758349,
-0.019810857251286507,
0.012716872617602348,
0.02015569433569908,
-0.0006015680264681578,
-0.011131830513477325,
-0.0007651201449334621,
0.0030757179483771324,
0.01332983747124672,
-0.007269009947776794,
0.0031022459734231234,
-0.0020418730564415455,
-0.01044058334082365,
-0.024689046666026115,
0.011301692575216293,
-0.006163204088807106,
0.02098514325916767,
0.0029544439166784286,
-0.009787853807210922,
-0.017953326925635338,
-0.02062193490564823,
-0.004363587126135826,
0.011438180692493916,
0.011762050911784172,
-0.002812575548887253,
-0.0038814309518784285,
-0.02755041979253292,
0.0713367611169815,
-0.0012090555392205715,
0.02789747714996338,
-0.006877145264297724,
0.008926020003855228,
-0.008119301870465279,
-0.007062133401632309,
0.014317573979496956,
0.007260187529027462,
-0.01978358067572117,
0.01468307338654995,
-0.005342130549252033,
-0.0335271880030632,
-0.010008744895458221,
0.005794329568743706,
-0.001751977950334549,
0.027192136272788048,
-0.003753105876967311,
0.0048315017484128475,
0.0374869778752327,
-0.028582537546753883,
0.023701844736933708,
0.006780638825148344,
0.001128156203776598,
-0.025210648775100708,
0.02995534986257553,
-0.02016100473701954,
-0.0167306549847126,
-0.004403787665069103,
0.004473844077438116,
-0.03742902725934982,
0.013582281768321991,
-0.0038700257427990437,
-0.014583731070160866,
-0.006379944272339344,
0.02150871604681015,
-0.013826869428157806,
-0.009622477926313877,
-0.01143583282828331,
0.0078054508194327354,
0.03023773804306984,
-0.01783875562250614,
0.026403192430734634,
0.018460046499967575,
-0.006392458453774452,
0.026090802624821663,
-0.03609691187739372,
-0.006333473138511181,
0.006427123676985502,
0.011605100706219673,
-0.010954744182527065,
0.010637999512255192,
0.0029323981143534184,
0.01853805035352707,
0.025950834155082703,
-0.012259326875209808,
-0.009652985259890556,
0.0038825308438390493,
-0.03536851704120636,
-0.04494624584913254,
-0.022620974108576775,
-0.0244150273501873,
0.010624743066728115,
-0.002457802649587393,
-0.0063283368945121765,
-0.022149622440338135,
0.0010372779797762632,
-0.02662503533065319,
-0.0009730071760714054,
-0.013419969007372856,
0.01243758387863636,
0.02230893075466156,
-0.00815119594335556,
0.0019424082711338997,
0.008748160675168037,
-0.02129136025905609,
-0.02101782336831093,
-0.001869911327958107,
-0.00674236798658967,
0.02168552577495575,
0.0014976770617067814,
-0.027456583455204964,
-0.008082478307187557,
0.019399777054786682,
-0.04673490673303604,
0.034870170056819916,
-0.026346392929553986,
-0.07407635450363159,
0.017788881435990334,
-0.024149060249328613,
-0.005624531302601099,
0.012897955253720284,
-0.004305864218622446,
-0.015931865200400352,
-0.0017835198668763041,
-0.000014462042599916458,
-0.013772869482636452,
0.04392313212156296,
-0.006497845984995365,
0.02561502903699875,
0.0106373131275177,
0.014613557606935501,
0.01183266006410122,
0.0008011359022930264,
-0.005233969539403915,
-0.006842068396508694,
0.02126210369169712,
-0.006647671572864056,
-0.0158684104681015,
-0.025463737547397614,
0.0073178960010409355,
-0.012333220802247524,
-0.08020952343940735,
-0.01016258168965578,
0.01249698642641306,
-0.013417107984423637,
-0.012027442455291748,
0.029838547110557556,
0.01753436028957367,
-0.00424378365278244,
-0.0034614522010087967,
-0.01626162976026535,
-0.008433731272816658,
-0.014949310570955276,
0.006873508915305138,
0.02559642121195793,
-0.01353171281516552,
-0.007497376762330532,
0.003611854976043105,
0.00048461975529789925,
0.012475579977035522,
-0.026285719126462936,
0.0044867899268865585,
-0.023944836109876633,
-0.013933936133980751,
-0.003180459374561906,
-0.013752324506640434,
0.00024228403344750404,
-0.00175213604234159,
0.01397252269089222,
0.02649664133787155,
-0.017341215163469315,
0.04066036269068718,
0.005565792787820101,
0.002650114707648754,
-0.025608133524656296,
-0.05374978110194206,
-0.015893815085291862,
-0.0013538389466702938,
0.035969968885183334,
0.01177087053656578,
-0.012503813952207565,
-0.004759784787893295,
0.001260634744539857,
-0.004020623862743378,
0.016266852617263794,
-0.007548795081675053,
0.03236711770296097,
0.008908011019229889,
-0.015415182337164879,
0.010263639502227306,
0.03348839282989502,
0.0060882121324539185,
-0.01041073352098465,
0.03148858994245529,
0.004420267418026924,
0.005149017088115215,
-0.0016359267756342888,
-0.0017938063247129321,
0.020586907863616943,
-0.01723974011838436,
0.022341135889291763,
0.002585403388366103,
0.019294997677206993,
-0.007776195183396339,
0.07166960090398788,
-0.00401680264621973,
0.009427896700799465,
-0.01969786360859871,
-0.013059175573289394,
-0.00006111577386036515,
-0.007390277460217476,
0.0002837260253727436,
0.0223042294383049,
-0.030620016157627106,
-0.005012539215385914,
-0.020583976060152054,
0.013949325308203697,
0.010203281417489052,
0.0129158990457654,
-0.03165633603930473,
-0.0065931943245232105,
0.005464593879878521,
0.0110466992482543,
-0.0031264694407582283,
0.013714971952140331,
0.027274401858448982,
-0.0049099973402917385,
-0.026445692405104637,
-0.01625920459628105,
0.003105278592556715,
0.011283059604465961,
-0.018806757405400276,
-0.009082072414457798,
-0.016837507486343384,
-0.016433749347925186,
0.011009600013494492,
0.0025885989889502525,
0.007052922621369362,
0.005721122492104769,
-0.016532832756638527,
0.031159622594714165,
0.0029267810750752687,
0.00559595413506031,
0.011342056095600128,
-0.0035747243091464043,
0.0001222924329340458,
0.001743526547215879,
-0.002731106011196971,
0.031124401837587357,
0.021505609154701233,
0.0039683799259364605,
-0.009616432711482048,
0.016607437282800674,
0.016060631722211838,
-0.04509473592042923,
-0.004453479312360287,
0.009139037691056728,
-0.00714255403727293,
0.004064210690557957,
-0.00558968773111701,
-0.0029204022139310837,
0.02476000413298607,
0.009706974029541016,
0.014061321504414082,
-0.010492531582713127,
-0.007839971221983433,
-0.022129055112600327,
-0.00454518711194396,
0.034411028027534485,
-0.00810191035270691,
0.0161592997610569,
-0.031013406813144684,
0.014672107063233852,
0.018142100423574448,
-0.01173267513513565,
-0.013564764522016048,
0.010204900987446308,
-0.008983377367258072,
0.006481159012764692,
0.011570541188120842,
-0.0036499821580946445,
-0.0068555232137441635,
0.014229942113161087,
0.0003410894423723221,
-0.005907663609832525,
-0.04977404698729515,
0.006981400772929192,
-0.01078900694847107,
0.016123201698064804,
0.017263364046812057,
-0.022717328742146492,
0.012314577586948872,
-0.011411122977733612,
0.01665990985929966,
0.023950977250933647,
0.0005559612764045596,
-0.00033717742189764977,
-0.0056775957345962524,
0.005625086836516857,
0.03606986999511719,
-0.025046557188034058,
0.008683493360877037,
-0.002171526663005352,
0.005602837540209293,
-0.011824678629636765,
-0.0028979964554309845,
-0.007926765829324722,
0.005354877095669508,
-0.025484103709459305,
0.009833150543272495,
0.01616082713007927,
0.013216890394687653,
-0.013576555997133255,
0.0038740793243050575,
-0.03709286078810692,
-0.00562897976487875,
-0.013877369463443756,
0.001726570539176464,
-0.02386646531522274,
0.03474986553192139,
-0.008470430970191956,
0.0005417618667706847,
0.006131825037300587,
-0.008439876139163971,
-0.005403362214565277,
-0.004337656311690807,
-0.04388989880681038,
-0.002994728274643421,
0.023199327290058136,
-0.015409954823553562,
-0.010580567643046379,
0.005166832357645035,
-0.02877579629421234,
-0.0143772903829813,
-0.002031479962170124,
-0.021453268826007843,
0.02073562517762184,
-0.023121584206819534,
0.004518368747085333,
-0.015108956955373287,
0.014687149785459042,
-0.0044787246733903885,
0.029405754059553146,
-0.009524734690785408,
-0.012585120275616646,
-0.02419290319085121,
0.0044199014082551,
-0.0040484205819666386,
0.009274689480662346,
0.014540189877152443,
0.025268565863370895,
0.019954588264226913,
0.009952211752533913,
0.007772769778966904,
0.002883374225348234,
0.011315807700157166,
0.031349413096904755,
-0.0026456471532583237,
-0.0187575351446867,
0.022288262844085693,
0.00035168591421097517,
0.025285683572292328,
0.0037688978482037783,
0.013292292132973671,
0.003366901772096753,
0.00559575017541647,
0.005333427339792252,
0.004682790022343397,
-0.002657144097611308,
0.01640242710709572,
0.014458348974585533,
0.03510347008705139,
-0.01982366293668747,
-0.009992094710469246,
0.024792777374386787,
-0.023601006716489792,
-0.03308270499110222,
0.003889929037541151,
-0.01782912388443947,
-0.01050966139882803,
-0.0081584881991148,
0.0007578218355774879,
-0.019200528040528297,
0.005347866099327803,
0.010253945365548134,
0.0013611004687845707,
0.015184427611529827,
-0.010717315599322319,
-0.006059871055185795,
-0.0020147680770605803,
-0.010663671419024467,
0.0008758874610066414,
0.029670342803001404,
0.00019715563394129276,
0.007273567840456963,
-0.008097437210381031,
0.01138762291520834,
0.010423771105706692,
-0.005220213904976845,
-0.0069033498875796795,
-0.017922814935445786,
-0.013546948321163654,
-0.005068275146186352,
0.011163259856402874,
0.023478887975215912,
0.0019642459228634834
] |
[
0.07333400845527649,
0.09368608891963959,
-0.10967634618282318,
0.15767556428909302,
-0.05935118347406387,
-0.04999133199453354,
0.31289857625961304,
-0.09430625289678574,
-0.008836179971694946,
-0.6238564848899841,
-0.08908463269472122,
0.7219026684761047,
-0.012353828176856041,
0.32416439056396484,
-0.20895452797412872,
0.5549265146255493,
0.6033622622489929,
-0.08939953148365021,
-0.19180910289287567,
-0.2936549484729767,
-0.3099481165409088,
0.23625609278678894,
0.15822233259677887,
-0.19915463030338287,
0.2904069125652313,
-0.05392451211810112,
0.47461313009262085,
0.38176944851875305,
-0.1795528531074524,
-0.32795947790145874,
-0.12123812735080719,
0.13272327184677124,
-0.4427509009838104,
-0.35809630155563354,
-0.0840546190738678,
0.03163039684295654,
-0.0887417122721672,
0.01043226569890976,
-0.01730172336101532,
-0.45803147554397583,
0.2753523886203766,
0.1897905170917511,
-0.41262000799179077,
0.29526033997535706,
-0.3430938720703125,
-0.6583787798881531,
-1.322757363319397,
0.08474961668252945,
-0.6537748575210571,
-0.04585001990199089,
0.0316922590136528,
0.24132728576660156,
0.10321663320064545,
0.10722317546606064,
-0.04656490311026573,
0.028330251574516296,
-0.3071955442428589,
-0.7099416851997375,
0.20132480561733246,
-0.06362645328044891,
0.2743750214576721,
-0.17416070401668549,
-0.12914617359638214,
0.055802121758461,
0.19079095125198364,
0.8762908577919006,
0.14270024001598358,
-0.01925288327038288,
-0.40057143568992615,
-0.1769615113735199,
0.14747215807437897,
-0.17774128913879395,
-0.007514961529523134,
0.6186572313308716,
-0.11851657181978226,
0.07193736732006073,
0.2091558426618576,
-0.08043116331100464,
-0.09630248695611954,
-0.025352733209729195,
-0.33787330985069275,
-0.03258979693055153,
0.42465656995773315,
-0.43820345401763916,
0.7713110446929932,
0.11718258261680603,
0.1498725712299347,
0.8934240937232971,
-0.6767250895500183,
0.46477705240249634,
0.21199674904346466,
-0.44496962428092957,
0.2851971387863159,
0.4492081105709076,
0.443435400724411,
0.3804457187652588,
0.28136637806892395,
0.19030971825122833,
0.15070641040802002,
0.2994723618030548,
-0.18071123957633972,
0.5464338660240173,
-0.15359582006931305,
-0.05967371165752411,
-0.22990204393863678,
-0.2174237221479416,
-0.15935713052749634,
-0.8258779644966125,
-0.659188985824585,
0.09367712587118149,
-0.7460102438926697,
0.4219834804534912,
0.13113470375537872,
0.012587429024279118,
-0.3828708827495575,
0.4610738754272461,
-0.07640846073627472,
-0.2721262276172638,
-0.18805208802223206,
0.5475804805755615,
-0.1920110434293747,
1.0410606861114502,
-0.13520613312721252,
0.06647428125143051,
0.3244209289550781,
0.0511736124753952,
0.5765171051025391,
0.6772170066833496,
0.007441055029630661,
0.37298718094825745,
0.12321306020021439,
0.802812397480011,
-0.40784743428230286,
0.40528592467308044,
-0.16306865215301514,
-0.32932358980178833,
0.04898308962583542,
0.4178844392299652,
-0.018654096871614456,
-0.011453484185039997,
-0.15962772071361542,
-0.9098280668258667,
-0.28298333287239075,
-0.044656187295913696,
-0.056509293615818024,
-0.5187285542488098,
-0.11219630390405655,
-0.1422640085220337,
-0.13026918470859528,
0.030179068446159363,
-0.340188592672348,
0.3252313733100891,
-0.9214709997177124,
0.17437513172626495,
-0.017275754362344742,
0.8177119493484497,
0.2407553344964981,
0.0784253180027008,
-0.08488837629556656,
0.2584553062915802,
0.16480404138565063,
-0.04046153277158737,
-0.7100754976272583,
0.0095196682959795,
0.32492855191230774,
-0.6247308850288391,
0.30933335423469543,
0.4828213155269623,
0.3856591582298279,
-0.03854699432849884,
-0.43980008363723755,
-0.08984590321779251,
-0.2873894274234772,
-0.3881761431694031,
0.15048766136169434,
0.41822755336761475,
0.3008311688899994,
0.2543758451938629,
0.31932857632637024,
0.2642686665058136,
-0.8228558301925659,
-0.3485349714756012,
-0.18125493824481964,
-0.6703705191612244,
0.24098993837833405,
0.22064657509326935,
0.16491688787937164,
-0.29412153363227844,
-0.23338697850704193,
-0.18018528819084167,
-0.14043831825256348,
-0.18187282979488373,
0.5319286584854126,
-0.787350058555603,
1.3718852996826172,
0.007925186306238174,
-0.3251885175704956,
1.5226823091506958,
-0.24554657936096191,
0.12530025839805603,
0.1385132074356079,
-0.14499309659004211,
0.05713632330298424,
0.3943674564361572,
-0.44067972898483276,
0.31641480326652527,
-0.033407531678676605,
-0.132975235581398,
-0.5448492169380188,
0.13830894231796265,
0.6328226327896118,
0.09531760215759277,
-0.1638648360967636,
-0.5113995671272278,
0.14256885647773743,
0.06773705035448074,
0.06303948909044266,
0.49583718180656433,
0.013108712621033192,
-0.1660664677619934,
0.8573815822601318,
-0.6177550554275513,
0.6777902841567993,
1.0900934934616089,
0.12767286598682404,
0.3998202085494995,
0.5861318111419678,
0.4500880241394043,
0.80112224817276,
-0.9253057241439819,
0.08290372788906097,
-0.21450486779212952,
0.5984122157096863,
-0.6724076867103577,
-0.40176936984062195,
0.25278517603874207,
0.05448034778237343,
0.13115186989307404,
-0.09629924595355988,
-0.12351436913013458,
0.19296808540821075,
0.3223266303539276,
-0.6041662693023682,
0.6770492792129517,
0.3333601653575897,
-0.42569854855537415,
-0.7964369058609009,
0.06160818785429001,
-0.6476394534111023,
0.011576988734304905,
0.046654459089040756,
0.5465437173843384,
0.3305359184741974,
-0.7209165692329407,
0.20774959027767181,
-0.17391164600849152,
-0.4587607979774475,
-0.03944683447480202,
0.08660934865474701,
0.18944832682609558,
-0.13224145770072937,
0.24479633569717407,
-0.2723248600959778,
0.23145049810409546,
-0.13491159677505493,
-0.13849441707134247,
-0.46621593832969666,
-0.4956299662590027,
0.15656211972236633,
0.5231104493141174,
0.35274285078048706,
-0.15637746453285217,
-0.56685870885849,
0.016660518944263458,
-0.185995951294899,
-0.8560259938240051,
0.01945965550839901,
0.6829904317855835,
-0.49083244800567627,
-0.6271259784698486,
-0.15416909754276276,
0.7747142910957336,
0.6994979977607727,
-0.15422984957695007,
-0.5238018035888672,
-0.5236901640892029,
0.15265987813472748,
-0.5825667381286621,
-0.563596248626709,
0.061898376792669296,
-0.24222862720489502,
0.577957272529602,
-0.3893459439277649,
-0.3812366724014282,
0.19983677566051483,
0.7107688784599304,
-0.24156181514263153,
0.16045930981636047,
0.36505579948425293,
-0.3578331172466278,
-0.325589120388031,
0.46645593643188477,
-0.24365001916885376,
0.08976821601390839,
0.06657113134860992,
-0.6798125505447388,
-0.5682485699653625,
0.5319154262542725,
-5.956391334533691,
-0.28083035349845886,
-0.2804970443248749,
-0.23776502907276154,
-0.32847803831100464,
0.24301858246326447,
0.9301125407218933,
-0.2395932674407959,
0.21576577425003052,
-0.03732876107096672,
0.2676200866699219,
0.25354281067848206,
0.24980171024799347,
0.43469759821891785,
0.10508564114570618,
0.01152880396693945,
0.35024192929267883,
0.1985061764717102,
0.22903847694396973,
0.21597342193126678,
0.13900485634803772,
0.029877642169594765,
0.1092609241604805,
0.4341895282268524,
0.22179211676120758,
-0.08565519005060196,
-1.046958565711975,
0.6628040075302124,
-0.11699385941028595,
-0.02068709023296833,
0.23865032196044922,
-0.273249089717865,
-0.38106781244277954,
-0.07197041064500809,
0.03489541634917259,
0.2720239758491516,
0.2463594377040863,
-0.046934690326452255,
0.08854641020298004,
-0.2076345980167389,
0.28611549735069275,
0.4886942505836487,
-0.0351153127849102,
-0.16967140138149261,
0.4830813407897949,
-0.208407461643219,
-0.09486803412437439,
-0.1103319302201271,
-0.2650573253631592,
0.776441752910614,
-0.3904191851615906,
-0.15701192617416382,
0.36550888419151306,
0.2588930130004883,
-0.005163596943020821,
-0.40238428115844727,
0.107839435338974,
-0.0488983578979969,
-0.2921842336654663,
0.1880222111940384,
-0.10089757293462753,
-0.5510969161987305,
0.4098471403121948,
-0.7595607042312622,
-0.21303071081638336,
0.11493732035160065,
-0.6700361371040344,
-0.526224672794342,
0.27847573161125183,
-0.12231138348579407,
-0.4951122999191284,
0.4564651846885681,
0.0740048885345459,
-0.7667204737663269,
0.3001386225223541,
-0.37607622146606445,
-0.10113278776407242,
-0.13570907711982727,
-0.07718437165021896,
-0.3762516379356384,
-0.22815954685211182,
-0.4194331169128418,
-0.5493812561035156,
0.38487502932548523,
0.15139049291610718,
-0.3752390444278717,
0.20200508832931519,
-0.02292768843472004,
-0.4505075514316559,
0.17884531617164612,
0.8033843636512756,
-0.13300588726997375,
0.2761507034301758,
0.014591766521334648,
0.5467087626457214,
0.8687536716461182,
0.3922494947910309,
0.045660439878702164,
0.371522456407547,
-0.3159641623497009,
0.6589948534965515,
-0.42258220911026,
-0.19823217391967773,
-0.7778533101081848,
0.05472279340028763,
0.3015140891075134,
-0.018097739666700363,
0.07572997361421585,
0.9085677266120911,
-0.8009839057922363,
0.1678246110677719,
0.0686255469918251,
-0.564996063709259,
-0.16854342818260193,
0.399116188287735,
-0.3162640631198883,
-0.3834988474845886,
-0.1661548763513565,
0.5253294110298157,
-0.039511650800704956,
-0.06219588592648506,
0.17981918156147003,
0.03764216601848602,
0.4702792167663574,
-0.13563469052314758,
-0.7339192628860474,
0.12590229511260986,
0.48138418793678284,
-0.2068706452846527,
0.076356902718544,
0.34288206696510315,
0.6496086716651917,
-0.5975547432899475,
-0.3995811939239502,
0.44247254729270935,
-0.602914035320282,
0.21719013154506683,
0.08363413065671921,
0.11430624127388,
-0.24615049362182617,
0.47804972529411316,
-0.16588273644447327,
-0.12021798640489578,
0.17781659960746765,
-0.24988628923892975,
-0.004801987204700708,
-0.005759409628808498,
-0.06620260328054428,
-0.23755022883415222,
0.16430866718292236,
-0.26449647545814514,
-0.27952998876571655,
0.3707241117954254,
-0.3314526379108429,
-0.09385953098535538,
0.418637752532959,
0.567493736743927,
0.3615773320198059,
-0.18495525419712067,
-0.3461703062057495,
0.30905774235725403,
0.13281475007534027,
-0.6909530758857727,
0.2516706585884094,
0.02866392582654953,
0.12605126202106476,
-1.0022107362747192,
-0.38052982091903687,
-0.1470828354358673,
0.45554855465888977,
-0.11074301600456238,
-0.3201959431171417,
-0.17083334922790527,
-0.38056042790412903,
0.3056848347187042,
-0.06578494608402252,
-0.1297537386417389,
0.41970789432525635,
-0.31398284435272217,
-0.27079954743385315,
0.23839569091796875,
-0.6186749935150146,
-0.3141707479953766,
0.7267292737960815,
0.9198732972145081,
-0.14922665059566498,
0.33974969387054443,
-0.0371183380484581,
-0.598709762096405,
-0.21180503070354462,
0.10255274921655655,
0.3291167616844177,
0.5206175446510315,
-0.03756387531757355,
0.04505177214741707,
-0.47516125440597534,
0.09630974382162094,
0.3210289478302002,
-0.18675999343395233,
-0.6479257941246033,
0.45349594950675964,
0.4628404378890991,
-0.32985663414001465,
0.5075110793113708,
0.04439903050661087,
-0.26586422324180603,
0.2607438564300537,
-0.33791112899780273,
-0.13572701811790466,
0.1583637148141861,
-0.6010904908180237,
-0.49166634678840637,
0.11867471784353256,
0.13628584146499634,
-0.5560613870620728,
-0.1985619068145752,
0.026017505675554276,
-0.10004822909832001,
-0.47647857666015625,
0.5098316073417664,
0.21879154443740845,
-0.24907483160495758,
-0.28692349791526794,
0.059387121349573135,
-0.4051327407360077,
0.061941761523485184,
0.4934232831001282,
-0.5988821983337402,
-0.0547940656542778,
-0.08813763409852982,
-0.0863579586148262,
-0.05815166234970093,
0.2387630045413971,
-0.03373332694172859,
-0.3504522144794464,
-0.48924827575683594,
0.03193945810198784,
0.410661906003952,
0.07273828238248825,
-0.011984395794570446,
0.06433608382940292,
0.4380209147930145,
-0.28652262687683105,
-0.3575418293476105,
-0.05104837939143181,
-0.05473877862095833,
0.4791390299797058,
-0.22079427540302277,
-1.2028545141220093,
0.15899096429347992,
0.10209975391626358,
0.2149055004119873,
-0.15297317504882812,
-0.061035558581352234,
0.6187421679496765,
-0.10675022006034851,
-0.23471637070178986,
-0.38340067863464355,
-0.12156930565834045,
-0.03264667093753815,
-0.14330682158470154,
-0.8401756882667542,
-0.5544988512992859,
-0.5974281430244446,
0.2136598825454712,
-0.11348351836204529,
-0.2895969748497009,
-0.5088799595832825,
-0.06209714710712433,
-0.37999027967453003,
-0.4132624864578247,
-0.3208044171333313,
0.5247484445571899,
0.40369629859924316,
0.25445085763931274,
0.08394388109445572,
0.034633319824934006,
0.006730309221893549,
-0.5364052653312683,
0.46574828028678894,
0.06060458719730377,
-0.5712091326713562,
-0.00404922291636467,
-0.33285757899284363,
0.2536523640155792,
-0.23054201900959015,
0.3992370069026947,
0.22654446959495544,
0.11159050464630127,
-0.5427177548408508,
-0.2535528838634491,
0.13692720234394073,
-0.5970016121864319,
0.0959797129034996,
-0.07575871795415878,
0.21984167397022247,
0.1989721804857254,
0.17709194123744965,
0.09347239881753922,
-0.01937599666416645,
-0.027385907247662544,
0.516136109828949,
0.18960362672805786,
-0.6898639798164368,
0.6379438042640686,
0.08783841133117676,
0.1651715189218521,
0.3427729904651642,
0.0028774940874427557,
0.24807874858379364,
0.44565632939338684,
0.5648995637893677,
0.43835100531578064,
0.5038747787475586,
-0.21556536853313446,
-0.1197720393538475,
0.14984604716300964,
-0.3919769823551178,
0.5456964373588562,
0.087339386343956,
-0.12313099205493927,
0.30214425921440125,
0.8026644587516785,
-0.17318086326122284,
-0.393510103225708,
0.7691369652748108,
-0.49867334961891174,
0.01514406967908144,
0.13737554848194122,
0.17827866971492767,
0.5152599811553955,
0.5553892254829407,
-0.11105088144540787,
0.28880152106285095,
0.15462814271450043,
0.3253578543663025,
0.29443466663360596,
-0.4919576942920685,
-0.056325774639844894,
0.43765291571617126,
0.6194480061531067,
0.2753021717071533,
-0.3880344331264496,
-0.015277283266186714,
-0.48185235261917114,
0.3935531675815582,
0.2773740291595459,
0.06863882392644882,
-0.2584165632724762,
0.48899808526039124,
0.3548385500907898,
0.021832942962646484,
0.03038031980395317,
-0.19998256862163544,
-0.17586404085159302,
-0.1827801614999771,
-0.0009135832660831511,
-0.17813056707382202,
-0.5509674549102783,
0.23604139685630798,
0.4507349133491516,
0.27797141671180725,
-0.4849493205547333,
0.14466126263141632,
-0.10697999596595764,
0.2552374005317688,
0.41083964705467224,
0.2594991624355316,
0.230798602104187,
-0.1988457292318344,
-0.24008972942829132,
0.07721171528100967,
-0.3330363631248474,
0.09182935953140259,
-0.10037519782781601,
-0.5005581378936768,
0.3865465223789215,
0.3278919756412506,
-0.5145938396453857,
-0.30962061882019043,
-0.09081920981407166,
0.5132718086242676,
0.02981976419687271,
-0.6595456600189209,
0.11282457411289215,
0.08183678239583969,
-0.07797525078058243,
0.4199777841567993,
-0.00696265883743763,
-0.21395930647850037,
-0.044151678681373596,
-0.611405074596405,
-0.10436123609542847,
0.27235275506973267,
-0.21411320567131042,
0.02729470655322075,
-0.06308579444885254,
0.6987256407737732,
0.4893842935562134,
0.02146964520215988,
-0.184078648686409,
0.2563035488128662,
-0.10208859294652939,
0.5451173186302185,
-0.7555949091911316,
0.3786616623401642,
-0.8560602068901062,
-0.11308568716049194,
-0.8861026763916016,
-0.30013179779052734,
0.707774817943573,
0.3278965950012207,
-0.07986138015985489,
-0.08941265195608139,
-0.05863995850086212,
0.08823996037244797,
0.09896190464496613,
-0.4156759977340698,
0.016337096691131592,
-0.29009193181991577,
-0.34724462032318115,
-0.4056304693222046,
0.7636232376098633,
-0.058800388127565384,
-0.03194670379161835,
-0.3900085389614105,
0.1778229922056198,
0.35871240496635437,
-0.07005961984395981,
0.4890368580818176,
0.21517276763916016,
-0.315315306186676,
-0.6303554773330688,
0.3607698976993561,
-0.1599750518798828,
-0.10976510494947433,
0.0664251297712326,
0.23636069893836975,
0.4857693314552307,
-0.15507355332374573,
-0.14546172320842743,
-0.37018871307373047,
0.0025359520222991705,
0.5345845818519592,
-0.5142822265625,
0.4474668800830841,
-0.19135844707489014,
-0.15646596252918243,
-0.2577175498008728,
0.5464924573898315,
-0.16474850475788116,
0.02359764091670513,
-0.2702779173851013,
-0.21403299272060394,
-0.5272376537322998,
0.2718302011489868,
0.2791142761707306,
-0.5069883465766907,
-0.18818897008895874,
-0.21033737063407898
] |
We consider the problem of data augmentation, i.e., generating artificial samples to extend a given corpus of training data. Specifically, we propose attributed-guided augmentation (AGA) which learns a mapping that allows to synthesize data such that an attribute of a synthesized sample is at a desired value or strength. This is particularly interesting in situations where little data with no attribute annotation is available for learning, but we have access to a large external corpus of heavily annotated samples. While prior works primarily augment in the space of images, we propose to perform augmentation in feature space instead. We implement our approach as a deep encoder-decoder architecture that learns the synthesis function in an end-to-end manner. We demonstrate the utility of our approach on the problems of (1) one-shot object recognition in a transfer-learning setting where we have no prior knowledge of the new classes, as well as (2) object-based one-shot scene recognition. As external data, we leverage 3D depth and pose information from the SUN RGB-D dataset. Our experiments show that attribute-guided augmentation of high-level CNN features considerably improves one-shot recognition performance on both problems.
|
[
-0.010723777115345001,
0.00436820276081562,
-0.00099203921854496,
0.011908882297575474,
0.004197510425001383,
-0.024479849264025688,
0.006022975780069828,
-0.02073902264237404,
-0.008788112550973892,
0.02644616737961769,
-0.00975528173148632,
0.006610047072172165,
-0.00035841972567141056,
0.01700787991285324,
-0.013913222588598728,
0.007642573211342096,
-0.002618969650939107,
0.00877440720796585,
0.006676829420030117,
-0.017524736002087593,
-0.005925110075622797,
-0.01811031624674797,
0.007847454398870468,
-0.006838642060756683,
0.005708430428057909,
0.009910368360579014,
0.004169236868619919,
0.0012584314681589603,
-0.0063392529264092445,
-0.00802918802946806,
-0.012405918911099434,
0.002571346703916788,
-0.017616041004657745,
-0.007517566438764334,
0.005910983309149742,
-0.000379419419914484,
-0.005371084436774254,
0.018670912832021713,
0.027237987145781517,
-0.005220801569521427,
0.01012126449495554,
-0.005855657160282135,
0.001295663183555007,
0.0016759778372943401,
-0.006886392366141081,
0.009315114468336105,
-0.002724570455029607,
0.0049359844997525215,
-0.01882323995232582,
0.006480095908045769,
-0.006365994922816753,
-0.038472145795822144,
0.002767984289675951,
0.03503938019275665,
-0.003982286434620619,
-0.007463556714355946,
0.011915938928723335,
0.014098426327109337,
-0.01095626875758171,
-0.005306510254740715,
-0.006184682250022888,
-0.00504109263420105,
0.015667395666241646,
-0.0013152859173715115,
-0.037868864834308624,
-0.06782977283000946,
0.013715972192585468,
0.017131362110376358,
0.005476335994899273,
0.010702144354581833,
-0.006182302720844746,
0.002011720323935151,
0.008976025506854057,
0.009573636576533318,
0.009271401911973953,
0.012056875973939896,
0.0006366384914144874,
-0.014361106790602207,
-0.006939576007425785,
0.009002494625747204,
-0.025367405265569687,
-0.002123618498444557,
0.007918057963252068,
0.011210253462195396,
-0.001424386166036129,
0.013241283595561981,
-0.0005841777892783284,
-0.0031626916024833918,
0.010428088717162609,
-0.0019284826703369617,
0.01795094646513462,
-0.015933839604258537,
-0.0013494053855538368,
-0.0026737567968666553,
0.0011657667346298695,
0.030708670616149902,
-0.00008579855784773827,
-0.010197926312685013,
-0.0029417884070426226,
0.007910041138529778,
-0.014775266870856285,
0.02445753663778305,
0.014802110381424427,
-0.0267579797655344,
0.002329631708562374,
0.010936187580227852,
0.006166758947074413,
-0.01585574634373188,
0.017866265028715134,
0.004312361590564251,
0.013264315202832222,
0.011135800741612911,
0.0007927645929157734,
0.02751796692609787,
0.0024248564150184393,
0.010810134932398796,
0.0003078170120716095,
-0.011041432619094849,
0.015136661939322948,
-0.029034804552793503,
0.0016065383097156882,
-0.01431230641901493,
-0.0015116177964955568,
0.002313959877938032,
0.0066300369799137115,
0.004392541944980621,
0.0024266373366117477,
-0.0165390707552433,
-0.007973974570631981,
0.013093627989292145,
-0.010655730962753296,
0.004600848536938429,
0.00027470383793115616,
0.006497384048998356,
0.00918666459619999,
0.002464868826791644,
-0.015491971746087074,
-0.0005720325279980898,
0.0009312720503658056,
0.014295669272542,
0.004076766781508923,
0.005218763370066881,
0.008614180609583855,
0.005739898420870304,
0.032187458127737045,
0.0012453764211386442,
0.02334945648908615,
0.003029597457498312,
-0.019177187234163284,
-0.010243171826004982,
0.014742057770490646,
0.007620383519679308,
-0.013674621470272541,
-0.005773019045591354,
-0.009211174212396145,
-0.0007908251136541367,
-0.0033596118446439505,
-0.010490496642887592,
-0.014052137732505798,
0.019676676020026207,
-0.004567742347717285,
-0.030120328068733215,
0.007505736779421568,
0.005290813744068146,
-0.0076677086763083935,
-0.002414750400930643,
-0.0024210140109062195,
-0.000105240847915411,
-0.016991393640637398,
0.004287272226065397,
-0.010292134247720242,
0.014969189651310444,
-0.009505625814199448,
0.004947439767420292,
-0.008784511126577854,
-0.0061349282041192055,
0.006764966528862715,
0.00650259293615818,
-0.014151008799672127,
0.06750496476888657,
0.013719580136239529,
-0.011783989146351814,
-0.003941206727176905,
0.011421477422118187,
0.0100695276632905,
0.00956503301858902,
0.013278492726385593,
-0.012715728022158146,
0.012136558070778847,
0.012925962917506695,
-0.019062627106904984,
0.0036075471434742212,
0.005801615305244923,
-0.0053092543967068195,
-0.022999335080385208,
0.002104102401062846,
0.01118995901197195,
-0.005482046864926815,
-0.010380043648183346,
-0.014496852643787861,
0.007329169660806656,
-0.0030299106147140265,
0.023193467408418655,
0.011074171401560307,
-0.017024539411067963,
0.0035999775864183903,
0.02010185644030571,
-0.01103241741657257,
-0.0020160358399152756,
-0.004497947636991739,
0.018932854756712914,
0.01806926354765892,
-0.0011072272900491953,
-0.01952945813536644,
0.019949795678257942,
0.003784037195146084,
0.003341361414641142,
0.008564624935388565,
-0.011341763660311699,
-0.00805368460714817,
0.003986537456512451,
-0.021557370200753212,
-0.01401603128761053,
0.01360505260527134,
0.01636578142642975,
0.011212022975087166,
-0.007306975312530994,
0.010375650599598885,
-0.006182780489325523,
-0.0032349955290555954,
0.0004918067716062069,
-0.003787667490541935,
-0.008657035417854786,
0.014354683458805084,
-0.0017197495326399803,
0.03410567343235016,
0.007473239209502935,
-0.02449434995651245,
0.020123492926359177,
-0.0031445855274796486,
-0.0004313214449211955,
-0.011515909805893898,
-0.006013154052197933,
-0.004604823421686888,
0.0030002654530107975,
0.0021095755510032177,
0.0011330465786159039,
-0.02554083615541458,
0.008480857126414776,
-0.02293863706290722,
0.002550979144871235,
-0.00794506911188364,
-0.012567395344376564,
-0.005076468922197819,
0.013756748288869858,
-0.006894074380397797,
0.0143481669947505,
-0.01617474853992462,
0.017683889716863632,
0.004392453469336033,
-0.0026391923893243074,
0.004450545180588961,
0.015474455431103706,
-0.0013635929208248854,
-0.025724396109580994,
0.01456022635102272,
0.018963759765028954,
-0.0006256526685319841,
-0.026560669764876366,
0.010160237550735474,
0.006387948524206877,
-0.004254183731973171,
-0.0042539555579423904,
-0.08128092437982559,
-0.01134964358061552,
0.012193309143185616,
0.01770319603383541,
0.004000394139438868,
0.012756654992699623,
-0.0001738211140036583,
-0.003590162843465805,
-0.017747249454259872,
0.009192775934934616,
0.008181915618479252,
-0.003873134031891823,
-0.013704117387533188,
0.003345407545566559,
-0.005884100683033466,
-0.009312848560512066,
0.002601049141958356,
-0.02557370252907276,
-0.013660330325365067,
-0.003725819755345583,
0.006029958836734295,
0.01739225536584854,
0.0017573463264852762,
-0.014578672125935555,
0.017505362629890442,
-0.004839910659939051,
-0.0027395072393119335,
-0.012851937673985958,
0.012021468952298164,
0.00011525675654411316,
-0.019777173176407814,
-0.018766380846500397,
-0.009920904412865639,
0.0039618611335754395,
0.03375021740794182,
0.00779061671346426,
-0.008880538865923882,
-0.0001752197276800871,
-0.0101554524153471,
-0.02074749581515789,
-0.009034287184476852,
0.005355619825422764,
0.0018678039778023958,
-0.00043635512702167034,
0.0014438943471759558,
0.00766491424292326,
-0.011052444577217102,
-0.009837370365858078,
0.012099779210984707,
0.0056055146269500256,
0.021003276109695435,
0.0024289903230965137,
0.01340438611805439,
0.014649351127445698,
-0.0048592425882816315,
0.0034291537012904882,
-0.01929633691906929,
0.015441594645380974,
-0.01034185104072094,
0.000542791560292244,
-0.011254080571234226,
0.01546395942568779,
-0.02461027167737484,
0.006133987568318844,
0.028818685561418533,
-0.016650741919875145,
0.00817028433084488,
-0.005773711949586868,
0.00496600940823555,
-0.015194525942206383,
-0.0012688706628978252,
0.032518334686756134,
-0.021178394556045532,
-0.003343354444950819,
-0.005365640856325626,
-0.01672893576323986,
-0.01098609622567892,
-0.0024849013425409794,
-0.014619829133152962,
0.012472055852413177,
-0.016226688399910927,
0.010277457535266876,
-0.004884694237262011,
-0.006764906458556652,
-0.01424618810415268,
-0.003891489002853632,
0.007059594616293907,
0.001937009277753532,
0.010581579059362411,
-0.010340944863855839,
0.024365875869989395,
0.02160823717713356,
0.021073898300528526,
0.008470026776194572,
-0.008646195754408836,
-0.012781914323568344,
-0.02185145393013954,
0.001121270703151822,
-0.0057111699134111404,
0.006516016088426113,
-0.03024466708302498,
-0.009716179221868515,
0.027782447636127472,
-0.009294087998569012,
0.006008017808198929,
0.013674508780241013,
0.00839512050151825,
-0.0003111627884209156,
0.0335601344704628,
-0.003953094594180584,
0.022013746201992035,
-0.0037336479872465134,
-0.008350785821676254,
0.019832849502563477,
0.006189179606735706,
-0.011246975511312485,
-0.01718144491314888,
0.019773341715335846,
0.07395052909851074,
-0.002220798283815384,
0.006772427819669247,
-0.014126952737569809,
0.018726591020822525,
-0.009797168895602226,
-0.002665173262357712,
0.0049652340821921825,
-0.018944960087537766,
0.005308919586241245,
0.00629571545869112,
-0.021506570279598236,
-0.023449834436178207,
-0.011732624843716621,
-0.030961239710450172,
-0.0007063951343297958,
0.0015199126210063696,
-0.021935956552624702,
0.0055025313049554825,
-0.005914223380386829,
-0.01831378974020481,
-0.02673661895096302,
-0.007151550147682428,
0.018281646072864532,
-0.0007022134959697723,
-0.005679835565388203,
0.003657763823866844,
-0.013701369985938072,
0.011476927436888218,
0.012047135271131992,
-0.025625266134738922,
0.02600078284740448,
-0.004273917526006699,
0.01789449155330658,
0.015435690991580486,
0.0023818262852728367,
0.012638146057724953,
-0.01341739296913147,
0.011689831502735615,
0.006348860915750265,
0.01104334183037281,
-0.013125037774443626,
0.004247554112225771,
0.014331397600471973,
-0.0018017285037785769,
-0.018225479871034622,
0.0017433317843824625,
-0.007683174684643745,
0.008895985782146454,
0.005134363658726215,
-0.0020441189408302307,
0.0015028015477582812,
0.009386150166392326,
0.007460668217390776,
0.029215030372142792,
0.018121635541319847,
0.004425970837473869,
-0.007357839494943619,
0.002877318998798728,
-0.006605544127523899,
-0.02313397079706192,
0.02056151255965233,
0.012908211909234524,
0.0009336518123745918,
0.0050561982207000256,
-0.014327706769108772,
0.021502051502466202,
-0.0076835425570607185,
0.013591048307716846,
0.006085793022066355,
-0.009010515175759792,
0.016134971752762794,
-0.029847098514437675,
-0.0003458873834460974,
-0.020234867930412292,
-0.03628920763731003,
-0.014011239632964134,
-0.0070483991876244545,
-0.00783663708716631,
0.0012812139466404915,
-0.011080272495746613,
0.005439060740172863,
-0.005614744033664465,
0.012553740292787552,
-0.005331078544259071,
0.014959175139665604,
-0.001854926347732544,
-0.07531401515007019,
0.0021965785417705774,
-0.0009213807061314583,
-0.0043137408792972565,
-0.013259457424283028,
0.0029830443672835827,
-0.016686074435710907,
-0.02808552421629429,
-0.01399591937661171,
-0.005234542768448591,
-0.006188553757965565,
-0.018749382346868515,
0.006617936305701733,
-0.004389210604131222,
0.0093613900244236,
0.011925997212529182,
-0.019332828000187874,
-0.00899241678416729,
-0.014400182291865349,
0.005591886583715677,
-0.0010705525055527687,
-0.02269332855939865,
0.0060903821140527725,
0.0014738970203325152,
-0.008061520755290985,
-0.08259810507297516,
0.0022028484381735325,
0.007390606217086315,
0.004047964699566364,
-0.007607586216181517,
-0.011323465034365654,
0.003909921273589134,
-0.0013113839086145163,
0.020607318729162216,
-0.012421023100614548,
-0.003878470044583082,
0.0032984092831611633,
0.017092717811465263,
-0.0005401165690273046,
-0.025550169870257378,
-0.00619895476847887,
0.02110869809985161,
-0.022449051961302757,
0.0029673317912966013,
-0.02013172022998333,
0.018632948398590088,
0.019791629165410995,
-0.00645682867616415,
0.011735331267118454,
-0.00769199850037694,
-0.013732802122831345,
-0.006647385656833649,
0.012757880613207817,
0.0212857685983181,
-0.020390987396240234,
-0.0036071387585252523,
0.021541139110922813,
-0.012946149334311485,
-0.01992548629641533,
-0.02250838279724121,
-0.009907122701406479,
-0.012656384147703648,
-0.0004695094539783895,
-0.00630535650998354,
-0.025856532156467438,
-0.003022853983566165,
-0.011730682104825974,
-0.010786553844809532,
-0.012167878448963165,
-0.02687469869852066,
0.017055846750736237,
0.0027598144952207804,
-0.009650325402617455,
-0.012655308470129967,
-0.019998477771878242,
0.008550800383090973,
0.031981535255908966,
0.0018622451461851597,
-0.0037139051128178835,
-0.010865293443202972,
0.01017578225582838,
0.00046772731002420187,
0.007694967091083527,
-0.0013777613639831543,
0.0015577753074467182,
-0.008391840383410454,
0.018807005137205124,
0.010085146874189377,
0.07282263785600662,
0.01802094280719757,
0.010393093340098858,
0.01414676383137703,
-0.009966500103473663,
-0.0027835024520754814,
0.007624843157827854,
-0.009087184444069862,
0.012429309077560902,
-0.002821811707690358,
-0.003880159929394722,
-0.010898175649344921,
0.010593298822641373,
0.009241212159395218,
0.008034337311983109,
0.01797729916870594,
-0.011038792319595814,
-0.01607542298734188,
-0.009844910353422165,
-0.021317150443792343,
-0.013305246829986572,
0.018141217529773712,
-0.017842868342995644,
0.0010195223148912191,
0.015059206634759903,
-0.009053274057805538,
-0.010092843323946,
-0.011550878174602985,
-0.024533910676836967,
-0.027208875864744186,
-0.005295403301715851,
-0.011508796364068985,
0.00006553810089826584,
0.004623474553227425,
0.018229827284812927,
0.005359987262636423,
0.015137873589992523,
0.0035775506403297186,
-0.006391085684299469,
-0.025738846510648727,
-0.0207479540258646,
0.0005868758307769895,
-0.0000881922896951437,
0.011647186242043972,
0.024174973368644714,
-0.011594345793128014,
0.01039331965148449,
0.010769189335405827,
0.0016391738317906857,
0.014935119077563286,
-0.004071722738444805,
-0.00462464801967144,
-0.0023081263061612844,
-0.01065092720091343,
0.016579603776335716,
-0.0031802160665392876,
-0.011522339656949043,
0.004917583428323269,
-0.0052385032176971436,
-0.00453226687386632,
0.0011149259516969323,
-0.007837662473320961,
-0.010372068732976913,
-0.002361628459766507,
-0.008187913335859776,
-0.020311592146754265,
0.007850483991205692,
-0.015064112842082977,
0.0016607791185379028,
0.01437329314649105,
0.03244207054376602,
0.00969499722123146,
0.0034899357706308365,
0.009390994906425476,
0.0020203206222504377,
-0.0075363945215940475,
-0.014104367233812809,
0.022627022117376328,
0.01605243608355522,
-0.014052956365048885,
-0.0037414601538330317,
0.00702516408637166,
-0.005719865206629038,
0.02157680131494999,
0.01715732552111149,
-0.01064949482679367,
0.0013803774490952492,
-0.0014038700610399246,
0.0037070270627737045,
0.003011540975421667,
0.018093587830662727,
0.002963887294754386,
0.001179794780910015,
0.01298546977341175,
0.0051832981407642365,
0.03046439215540886,
-0.01756235398352146,
0.00026056860224343836,
-0.01845492608845234,
0.012865038588643074,
0.013200107961893082,
0.023102371022105217,
-0.0026395283639431,
0.018802601844072342,
0.005345643498003483,
-0.00044261408038437366,
0.010705799795687199,
0.001376492902636528,
-0.0011525076115503907,
-0.03019465133547783,
0.04012399911880493,
0.00424243463203311,
0.006126252003014088,
-0.023319687694311142,
0.009496757760643959,
0.033175211399793625,
-0.01311267539858818,
-0.0097080422565341,
-0.005831975489854813,
-0.005111803766340017,
-0.03644873946905136,
-0.0009967538062483072,
0.008649210445582867,
0.018429018557071686,
0.009364360012114048,
-0.02142004296183586,
-0.011869831942021847,
0.002201290335506201,
0.025776779279112816,
-0.01843644306063652,
0.02224009297788143,
-0.008660729974508286,
0.0020490086171776056,
0.01699969917535782,
-0.0007513631135225296,
-0.022017084062099457,
0.015956129878759384,
-0.00414662528783083,
-0.001327465521171689,
0.014630276709794998,
0.02589147724211216,
-0.009961871430277824,
0.006627334747463465,
-0.009819095022976398,
0.00496462918817997,
-0.0016741100698709488,
0.011203841306269169,
0.016331007704138756,
0.0076209185644984245,
0.003674553008750081,
-0.007271364331245422,
-0.0012630338314920664,
0.014921056106686592,
-0.007418803870677948,
0.015678439289331436,
0.023476846516132355,
-0.008766654878854752,
0.007187135051935911,
-0.0017207077471539378,
0.01195454876869917,
-0.013096535578370094,
0.005840963218361139,
-0.008595909923315048,
-0.00003531621769070625,
0.015464019030332565,
0.018779929727315903,
-0.010356174781918526,
0.017422720789909363,
-0.028543386608362198,
-0.0017008548602461815,
0.0188584066927433,
0.00019235676154494286,
-0.020818809047341347,
-0.008923706598579884,
-0.02618493139743805,
-0.0075500281527638435,
-0.002674560761079192,
0.014854773879051208,
-0.01539029274135828,
-0.015092656947672367,
-0.00020491145551204681,
-0.0305365901440382,
0.004333403892815113,
-0.007013002876192331,
-0.027518723160028458,
0.0006273416802287102,
-0.006536428816616535,
0.012569858692586422,
0.0030578915029764175,
0.017268456518650055,
-0.02072962373495102,
-0.01214089710265398,
-0.003412249032407999,
-0.007036255672574043,
-0.005972125567495823,
0.0024750535376369953,
-0.008159879595041275,
0.041116274893283844,
-0.0016081675421446562,
0.013589485548436642,
-0.0034244805574417114,
-0.008065620437264442
] |
[
0.21508897840976715,
0.0527443028986454,
-0.659077525138855,
0.20806486904621124,
-0.029803983867168427,
0.3138202130794525,
0.17470455169677734,
-0.45194801688194275,
0.1310591846704483,
-0.4746217131614685,
-0.38689205050468445,
0.7075965404510498,
-0.17230632901191711,
-0.07170097529888153,
-0.20092809200286865,
0.49408841133117676,
0.7384485602378845,
-0.0734454020857811,
-0.24234198033809662,
-0.35080695152282715,
-0.17671900987625122,
0.05119357630610466,
-0.12193260341882706,
0.026614448055624962,
0.3356795012950897,
0.253838449716568,
0.9697408080101013,
0.5621733069419861,
-0.7607474327087402,
-0.4870161712169647,
-0.2458268702030182,
0.23202402889728546,
-0.3163815140724182,
-0.6112560629844666,
-0.3135860562324524,
0.2665424346923828,
-0.022423068061470985,
-0.042166005820035934,
0.0006040781736373901,
-0.6093540191650391,
0.18012364208698273,
0.544610321521759,
-0.3497851490974426,
0.4885627031326294,
-0.772172749042511,
-0.3400070071220398,
-1.7976897954940796,
-0.18901631236076355,
-0.5243907570838928,
-0.3563910126686096,
-0.23372608423233032,
0.28502941131591797,
0.4268954396247864,
0.04559703543782234,
-0.21977706253528595,
0.39610424637794495,
-0.12497469782829285,
-0.5870412588119507,
0.3381935954093933,
-0.6859912276268005,
0.24341434240341187,
0.35317492485046387,
-0.09469164162874222,
-0.015587080270051956,
-0.1647554337978363,
0.7682566046714783,
-0.17682740092277527,
-0.33069291710853577,
-0.6680997610092163,
-0.5481560230255127,
0.16431951522827148,
-0.2630917727947235,
-0.6502708196640015,
0.522045373916626,
-0.743198573589325,
0.08932354301214218,
0.06288600713014603,
-0.19907741248607635,
-0.0925881564617157,
-0.25078922510147095,
-0.029475132003426552,
0.1350899487733841,
0.46151018142700195,
-0.5841447710990906,
0.4819207191467285,
0.4242992401123047,
0.01338981743901968,
0.48220330476760864,
-0.6548181176185608,
0.37244078516960144,
-0.35504382848739624,
-0.6246453523635864,
0.37157365679740906,
0.5329121351242065,
0.9117072224617004,
0.18647024035453796,
0.05269429087638855,
-0.07280953973531723,
0.07286649942398071,
0.5301604866981506,
-0.17578370869159698,
-0.07701393961906433,
0.017316514626145363,
0.020785273984074593,
-0.18219079077243805,
-0.5838875770568848,
-0.505096435546875,
-0.7012200355529785,
-0.6639330387115479,
0.27413612604141235,
-0.7241259813308716,
0.6950633525848389,
-0.11484109610319138,
-0.22878438234329224,
0.06108008325099945,
-0.2433500587940216,
0.23275406658649445,
0.4784213602542877,
-0.8133115768432617,
0.5865160226821899,
-0.050291236490011215,
1.4100099802017212,
0.031230391934514046,
0.09430350363254547,
-0.0998108834028244,
0.0947856530547142,
0.42441868782043457,
0.788330078125,
-0.44297289848327637,
0.3635989725589752,
0.30025264620780945,
0.4193319082260132,
0.0292669590562582,
0.4306929409503937,
-0.3374783992767334,
-0.6635888814926147,
0.36541783809661865,
-0.10385434329509735,
-0.23635482788085938,
0.10408002138137817,
-0.503235399723053,
-0.2793239653110504,
-0.08321980386972427,
-0.4062964916229248,
0.12829183042049408,
-0.5566614270210266,
0.18984512984752655,
0.02220320515334606,
-0.06836585700511932,
0.46370428800582886,
0.05644197016954422,
0.3592164218425751,
-0.8776846528053284,
-0.04369372874498367,
-0.12101531773805618,
0.6784298419952393,
-0.1987406313419342,
-0.17019519209861755,
-0.1873445063829422,
0.3698926866054535,
0.21479155123233795,
0.34895992279052734,
-0.5967403054237366,
-0.243937686085701,
0.2566754221916199,
-0.5022609233856201,
0.16829913854599,
-0.013068125583231449,
0.40294820070266724,
0.1554727703332901,
-0.20751452445983887,
-0.32161396741867065,
-0.010021477937698364,
-0.4621560871601105,
-0.25265905261039734,
0.26876336336135864,
0.29517000913619995,
0.21626681089401245,
0.2548397183418274,
0.15274164080619812,
-0.8549109101295471,
-0.001508968649432063,
-0.11749488115310669,
-0.45500901341438293,
0.2022879719734192,
-0.1542651504278183,
0.4388401210308075,
-0.4139370024204254,
-0.10280771553516388,
0.16547542810440063,
-0.10372837632894516,
0.04997876286506653,
0.425233393907547,
-1.1087249517440796,
1.4286364316940308,
0.1433885246515274,
-0.6886380910873413,
1.2769749164581299,
-0.44078123569488525,
0.4384087920188904,
0.08794544637203217,
-0.2951725721359253,
0.09710372984409332,
-0.00048735918244346976,
-0.12888780236244202,
-0.21042150259017944,
-0.12364845722913742,
0.1997528225183487,
-0.3202066123485565,
0.3270401060581207,
0.49372610449790955,
0.03570083901286125,
-0.18491697311401367,
-0.22648577392101288,
0.21764126420021057,
0.3279048204421997,
-0.2746756672859192,
0.28099527955055237,
-0.08884236961603165,
-0.3967929482460022,
0.5324186086654663,
-0.2753871977329254,
-0.006871755234897137,
0.40083247423171997,
0.07508604228496552,
0.5142564177513123,
0.7394697666168213,
0.4176247715950012,
0.9114110469818115,
-0.9013286232948303,
0.4096604287624359,
0.3094106912612915,
0.3838096857070923,
-0.7567539811134338,
-0.03761139139533043,
0.14820432662963867,
0.11258849501609802,
-0.5022600293159485,
0.18053701519966125,
0.014382117427885532,
-0.2600088119506836,
0.25387704372406006,
-0.2932290732860565,
0.15137508511543274,
0.45179635286331177,
-0.5398820638656616,
-0.262789249420166,
0.7498497366905212,
-0.839568018913269,
-0.34896546602249146,
-0.27790430188179016,
0.30101069808006287,
0.217263862490654,
-0.2835499942302704,
0.026323506608605385,
-0.03733307123184204,
-0.7827730774879456,
-0.39518803358078003,
0.17981268465518951,
0.10875491797924042,
0.10529746860265732,
0.21399939060211182,
-0.12186897546052933,
0.07944714277982712,
0.2383171170949936,
-0.21316421031951904,
-0.3640406131744385,
-0.4753675162792206,
0.4386918246746063,
0.6024614572525024,
0.13856233656406403,
-0.14066892862319946,
-0.3494115173816681,
0.13258454203605652,
-0.24036383628845215,
-0.30228903889656067,
0.41014742851257324,
0.0871812030673027,
-0.570809006690979,
-0.6925176382064819,
-0.1448468416929245,
0.683135986328125,
0.34658029675483704,
0.26826852560043335,
-0.7558767795562744,
-0.48669448494911194,
0.037197716534137726,
-0.29336655139923096,
-0.47969701886177063,
0.21985608339309692,
0.0809440091252327,
0.7021850943565369,
-0.37672173976898193,
-0.5008959770202637,
0.4723873734474182,
0.559436559677124,
-0.12120751291513443,
-0.11818121373653412,
0.12439391762018204,
-0.3088269531726837,
-0.535269558429718,
0.02259535901248455,
0.004048829432576895,
0.011109527200460434,
0.26415514945983887,
-0.3316912353038788,
-0.6175209879875183,
0.4241490066051483,
-5.806212902069092,
-0.1688470095396042,
-0.40070095658302307,
0.5740990042686462,
-0.5584879517555237,
0.0345999039709568,
0.5388966798782349,
-0.2752149701118469,
-0.08635633438825607,
-0.3540858328342438,
-0.16213980317115784,
0.16877581179141998,
0.008778145536780357,
1.1340782642364502,
0.20389969646930695,
0.2577328383922577,
0.24029287695884705,
0.41873791813850403,
0.08991789072751999,
0.45973068475723267,
0.041505761444568634,
-0.3596067726612091,
-0.3281325697898865,
0.5826932191848755,
0.2166174203157425,
-0.3073218762874603,
-0.9534041881561279,
0.6347419023513794,
0.2169708013534546,
-0.20556996762752533,
0.5371922254562378,
-0.43127700686454773,
-0.17232781648635864,
-0.18336604535579681,
0.19488373398780823,
0.7745102643966675,
0.32638609409332275,
0.047408927232027054,
0.14365676045417786,
-0.6424539089202881,
0.2706054151058197,
0.4183734655380249,
0.0934053584933281,
-0.011408613994717598,
0.005284204613417387,
-0.3167952299118042,
-0.22651590406894684,
0.14665773510932922,
-0.14460217952728271,
0.5065714716911316,
-0.3031710982322693,
0.031042851507663727,
0.11885245889425278,
0.15452155470848083,
-0.4431857466697693,
-0.3218747079372406,
0.4652569890022278,
0.029402585700154305,
-0.28033196926116943,
0.28031179308891296,
0.339309960603714,
-0.5637000203132629,
0.00901871919631958,
-0.9240556359291077,
-0.43309253454208374,
0.24090170860290527,
-0.7563292384147644,
-0.703797459602356,
-0.04640141874551773,
0.5030165910720825,
-0.3747763931751251,
0.29179468750953674,
-0.2664910852909088,
-0.6483222246170044,
0.44157591462135315,
-0.36198630928993225,
0.09577390551567078,
-0.13721297681331635,
0.1796606332063675,
0.39220431447029114,
-0.03344644606113434,
-0.7599092125892639,
0.14296630024909973,
0.25986629724502563,
-0.04886423796415329,
-0.37331318855285645,
-0.09605726599693298,
0.32303252816200256,
-0.447308212518692,
0.22198985517024994,
0.5443112850189209,
0.19813920557498932,
0.3220566213130951,
0.2595043182373047,
0.16677138209342957,
0.38607057929039,
0.45896729826927185,
-0.22411379218101501,
0.5209609866142273,
-0.32120969891548157,
0.13337427377700806,
-0.014249488711357117,
-0.09570067375898361,
-0.16791778802871704,
0.6535803079605103,
-0.10440143197774887,
-0.5329744219779968,
0.034547269344329834,
1.0040329694747925,
-0.37370821833610535,
-0.05165199562907219,
0.27876725792884827,
-0.30143773555755615,
-0.1399410516023636,
0.23591813445091248,
0.4350776672363281,
-0.02800065465271473,
-0.34817248582839966,
0.7229170203208923,
-0.22098879516124725,
-0.2248098999261856,
0.18523184955120087,
-0.196869358420372,
0.1498270034790039,
0.3530774712562561,
-0.636711597442627,
0.47890380024909973,
0.8997781872749329,
-0.14782865345478058,
-0.10292626172304153,
0.38826820254325867,
0.09837058931589127,
-0.7436439394950867,
0.21711792051792145,
0.4576379954814911,
-0.7406277060508728,
0.12679792940616608,
0.17579421401023865,
0.43349626660346985,
-0.5606290102005005,
0.7207444310188293,
-0.32247278094291687,
0.3076164722442627,
-0.10818058997392654,
0.6059941053390503,
0.11058386415243149,
0.23373080790042877,
0.10221487283706665,
-0.4847477376461029,
-0.36863571405410767,
0.03133399039506912,
-0.40687334537506104,
-0.1597779244184494,
-0.16561424732208252,
0.11971579492092133,
-0.08383240550756454,
0.00834931805729866,
0.031330615282058716,
0.28562310338020325,
-0.3945762813091278,
0.6968473196029663,
0.03930989280343056,
-0.8325340151786804,
-0.02257378399372101,
0.16460548341274261,
0.4115077257156372,
-0.7779759168624878,
-0.49313944578170776,
0.12684965133666992,
0.15857303142547607,
0.08035523444414139,
-0.8024533987045288,
-0.08509138226509094,
-0.8020047545433044,
0.050506483763456345,
-0.16455581784248352,
0.24452559649944305,
0.1246967688202858,
-0.20341822504997253,
-0.23590053617954254,
0.08681122213602066,
-0.7688717246055603,
0.011913986876606941,
0.03717947006225586,
0.9491905570030212,
0.3030543923377991,
-0.28944462537765503,
0.4538918435573578,
-0.9237961173057556,
-0.7180519104003906,
0.0346352681517601,
0.4382309019565582,
0.7204161882400513,
0.11081678420305252,
-0.14598782360553741,
-0.2511328458786011,
0.2549823820590973,
0.0724930614233017,
0.12185215204954147,
-0.33427342772483826,
0.017303457483649254,
0.4012116491794586,
-0.37276655435562134,
0.7317638993263245,
0.19442014396190643,
-0.3460215926170349,
0.1093839481472969,
0.00575242331251502,
-0.2725422978401184,
-0.0974784567952156,
-0.1419685035943985,
-0.6008746027946472,
0.040666405111551285,
-0.0030863932333886623,
-0.2719384729862213,
0.11317314207553864,
0.32243677973747253,
0.2137737274169922,
-0.4110034108161926,
0.5417796969413757,
0.3073582351207733,
-0.4438069462776184,
-0.21370214223861694,
0.2554929256439209,
-0.2110562026500702,
-0.14313261210918427,
0.3248634338378906,
-0.6081859469413757,
-0.2392926961183548,
0.30522480607032776,
-0.030908828601241112,
0.3537712097167969,
-0.23566317558288574,
0.12807856500148773,
-0.2833697199821472,
-0.37315818667411804,
-0.1796751767396927,
0.5860009789466858,
-0.11260752379894257,
-0.4640088677406311,
0.3456023633480072,
0.6133683323860168,
0.0005344989476725459,
0.11280815303325653,
0.13026143610477448,
0.517211377620697,
-0.39810046553611755,
-0.19991756975650787,
-0.9487215280532837,
0.22191891074180603,
0.2072758823633194,
0.17008544504642487,
0.11053164303302765,
0.004692279268056154,
0.4928792715072632,
0.25331273674964905,
-0.5313538908958435,
-0.3175378739833832,
-0.2348347306251526,
0.7357368469238281,
0.42622143030166626,
-0.25048819184303284,
-0.4080733060836792,
-0.2985193431377411,
-0.04371650516986847,
0.06769391149282455,
-0.17952483892440796,
-0.38346317410469055,
0.4593838155269623,
-0.5712895393371582,
0.015092871151864529,
-0.016401607543230057,
0.21874338388442993,
0.9326319694519043,
0.277845174074173,
-0.5326498746871948,
0.08596176654100418,
-0.07237503677606583,
-0.027048971503973007,
-0.09849666059017181,
0.02919965423643589,
0.09360712766647339,
0.07733622193336487,
-0.42748481035232544,
0.23353232443332672,
-0.1479468196630478,
0.4893779754638672,
-0.14338034391403198,
0.11460264027118683,
-0.11910265684127808,
-0.33934012055397034,
0.15483765304088593,
-0.2262539118528366,
-0.20932476222515106,
-0.5065467357635498,
0.3952493965625763,
0.3957541584968567,
-0.11914108693599701,
0.22048859298229218,
-0.3035997152328491,
0.037242013961076736,
0.8353959321975708,
0.2133941799402237,
-0.3968648612499237,
0.24026165902614594,
0.3474957048892975,
0.5164042711257935,
0.22203493118286133,
-0.23427899181842804,
-0.004957923665642738,
0.15306386351585388,
-0.013355575501918793,
0.27277201414108276,
0.6555047035217285,
-0.06405395269393921,
0.20741073787212372,
0.3071301579475403,
-0.2051112949848175,
0.7441971302032471,
0.500422477722168,
-0.20965857803821564,
0.15594808757305145,
0.4773227274417877,
-0.38301894068717957,
-0.2240777313709259,
0.24787092208862305,
-0.15939293801784515,
0.16251948475837708,
-0.11805170774459839,
0.29368916153907776,
0.2597799599170685,
0.521670401096344,
-0.10033520311117172,
0.5469300150871277,
0.0925174131989479,
0.12705779075622559,
0.6432377099990845,
-0.24348999559879303,
0.016865940764546394,
0.1829286366701126,
0.40327075123786926,
0.48359906673431396,
-0.1633327305316925,
0.016903692856431007,
-0.24147094786167145,
-0.17487733066082,
0.28035759925842285,
0.6056485176086426,
-0.5014546513557434,
0.6790482997894287,
0.045857932418584824,
-0.07249732315540314,
-0.03661128506064415,
-0.13131093978881836,
-0.2799777686595917,
-0.1008034497499466,
0.7321484684944153,
-0.053789082914590836,
-0.3614630103111267,
0.48588675260543823,
-0.05192039906978607,
0.7541236281394958,
-0.19764527678489685,
-0.4295576810836792,
-0.3326861262321472,
0.0881953090429306,
0.5051518082618713,
0.17304624617099762,
0.4325364828109741,
0.27063390612602234,
-0.39721229672431946,
0.17004533112049103,
-0.03907925635576248,
0.20532923936843872,
0.308062881231308,
-0.5822727680206299,
0.312089741230011,
0.08773718774318695,
-0.04726233705878258,
0.023498110473155975,
0.3258984386920929,
0.1598864495754242,
-0.20301514863967896,
-0.6555427312850952,
0.39193791151046753,
-0.09959494322538376,
0.037567175924777985,
0.4659704864025116,
0.01972035877406597,
0.19382117688655853,
-0.3659309446811676,
-0.9202840924263,
0.20935431122779846,
0.25225144624710083,
0.06550446897745132,
0.021961292251944542,
-0.555061936378479,
0.7893756628036499,
0.3755522072315216,
-0.33678311109542847,
-0.3803311586380005,
0.2662104070186615,
-0.05190649628639221,
0.19901737570762634,
-0.28758305311203003,
0.10280253738164902,
-0.7449231743812561,
-0.06989778578281403,
-0.31305837631225586,
-0.2792690098285675,
0.6209583282470703,
-0.23840825259685516,
-0.5142346024513245,
-0.17757609486579895,
0.5298444628715515,
0.15872322022914886,
-0.40852636098861694,
-0.09082302451133728,
-0.06083144247531891,
-0.19019410014152527,
-0.030175141990184784,
-0.32043564319610596,
0.4495849311351776,
0.12415668368339539,
0.14252522587776184,
-0.14807140827178955,
0.17633289098739624,
0.07135346531867981,
-0.5235058069229126,
0.1291835904121399,
0.3681800961494446,
-0.29524892568588257,
-0.5907706022262573,
0.7710673213005066,
-0.3827800452709198,
-0.4742712378501892,
-0.03812067210674286,
0.22764597833156586,
0.3513326644897461,
-0.23991970717906952,
-0.6427678465843201,
-0.18091480433940887,
0.5070589780807495,
0.1992233395576477,
-0.1141396313905716,
0.452087938785553,
-0.35088980197906494,
-0.25746041536331177,
-0.7134502530097961,
0.39626479148864746,
0.00848571676760912,
-0.07492484152317047,
-0.5567035675048828,
0.05187520384788513,
-0.7070449590682983,
0.1512158215045929,
-0.1566716432571411,
-0.6506465077400208,
-0.45273521542549133,
-0.277592271566391
] |
Problem: The demand of beverages in PET bottles is constantly increasing. In this context, environmental, technological and regulatory aspects set a stronger focus on recycling. Generally, the reuse of recycled material from post-consumer PET bottles in bottle-to-bottle applications is seen as least environmentally harmful. However, closedloop systems are not widely implemented in Europe. Previous research mainly focuses on open-loop recycling systems and generally lacks discussion about the current German and Swedish systems and their challenges. Furthermore, previous studies lack theoretical and practical enhancements for bottle-to-bottle recycling from a managerial perspective. Purpose: The purpose of this study is to compare the PET bottle recycling systems in Germany and Sweden, analyse the main barriers and develop enhancements for closedloop systems. Method: This qualitative study employs a case study strategy about the two cases of Germany and Sweden. In total, 14 semi-structured interviews are conducted with respondents from different industry sectors within the PET bottle recycling systems. The empirical data is categorised and then analysed by pattern matching with the developed theoretical framework. Conclusion: Due to the theoretical and practical commitment to closed-loop recycling, the Swedish PET bottle recycling system outperforms the Germany system. In Germany, bottle-to-bottle recycling is currently performed on a smaller scale without a unified system. The main barriers for bottle-to-bottle recycling are distinguished into (1) quality and material factors, (2) regulatory and legal factors, (3) economic and market factors and (4) factors influenced by consumers. The enhancements for the systems are (1) quality and material factors, (2) regulatory and legal factors, (3) recollection factors and (4) expanding factors. Lastly, the authors provide further recommendations, which are (1) a recycling content symbol on bottle labels, (2) a council for bottle quality in Germany, (3) a quality seal for the holistic systems, (4) a reduction of transportation in Sweden and (5) an increase of consumer awareness on PET bottle consumption.
|
[
0.017218727618455887,
0.013405343517661095,
-0.005468942224979401,
0.020205674692988396,
0.01147538609802723,
-0.023464297875761986,
0.009923605248332024,
0.01968003809452057,
-0.01414300873875618,
-0.016634302213788033,
-0.009161580353975296,
0.020582472905516624,
0.0009680750081315637,
0.0011102382559329271,
-0.006133430637419224,
0.0031328373588621616,
-0.002960072597488761,
0.013452336192131042,
0.008165487088263035,
0.0027526929043233395,
0.0005871809553354979,
0.013736488297581673,
0.00995051208883524,
-0.021409165114164352,
-0.011346442624926567,
0.014337855391204357,
0.007268143817782402,
-0.008174184709787369,
-0.00010289030615240335,
0.002297954633831978,
-0.007747790310531855,
0.01614827662706375,
0.007628994062542915,
0.011660698801279068,
0.002010513097047806,
0.03240044414997101,
-0.002438716124743223,
0.028190582990646362,
0.04710950702428818,
-0.003972119186073542,
-0.00008381996303796768,
-0.007046820130199194,
0.0005753000732511282,
-0.003997116815298796,
-0.005121766589581966,
0.005850621499121189,
-0.003202274674549699,
-0.0076997727155685425,
-0.010306572541594505,
0.003267581108957529,
-0.0064581031911075115,
0.0017773990985006094,
-0.011197897605597973,
0.0424298495054245,
-0.006932794116437435,
-0.016937101259827614,
0.017913833260536194,
0.010571924969553947,
0.02369259111583233,
-0.02294490486383438,
0.008971653878688812,
0.014223644509911537,
-0.017130421474575996,
0.026166696101427078,
0.03308520093560219,
-0.06725826859474182,
-0.007203876040875912,
0.01212176214903593,
0.012124046683311462,
0.006383982487022877,
-0.01976129226386547,
0.008284793235361576,
-0.009011238813400269,
0.000979535048827529,
0.01626591570675373,
0.029361259192228317,
0.017176486551761627,
-0.02188877761363983,
0.0010825549252331257,
-0.029642317444086075,
-0.015801891684532166,
0.0021030246280133724,
-0.014346042647957802,
0.013254267163574696,
0.00009178463369607925,
0.009317687712609768,
-0.0023592375218868256,
-0.007964078336954117,
-0.006987107917666435,
0.0007344924379140139,
0.000699162483215332,
-0.009429981000721455,
0.02352682501077652,
-0.001817287178710103,
0.0011162282899022102,
-0.019012365490198135,
-0.0044897086918354034,
0.004414810799062252,
-0.028169753029942513,
-0.027642222121357918,
0.00374950491823256,
0.00738771166652441,
0.019428208470344543,
0.00547710619866848,
0.015341800637543201,
0.0161427091807127,
0.00002442905679345131,
0.024097725749015808,
-0.004072296433150768,
0.006477487273514271,
0.02834268845617771,
0.008140381425619125,
-0.016708433628082275,
-0.0024976790882647038,
0.0038787575904279947,
-0.018348809331655502,
0.0021649275440722704,
-0.024338025599718094,
0.0014204307226464152,
-0.03866194188594818,
0.0030134855769574642,
0.010480196215212345,
-0.002823934191837907,
0.024260152131319046,
0.012227321043610573,
0.03396672010421753,
-0.0009460643632337451,
0.019061598926782608,
-0.001138349762186408,
-0.011599772609770298,
-0.012615332379937172,
-0.010082772001624107,
0.014316422864794731,
0.007585006766021252,
0.02229246497154236,
0.00419760774821043,
0.0017919446108862758,
-0.025854304432868958,
0.017686154693365097,
0.003665467957034707,
0.002733794040977955,
0.009973985143005848,
0.0036227074451744556,
0.00818815641105175,
0.015287122689187527,
-0.007157823070883751,
-0.0038035456091165543,
0.0046406337060034275,
-0.008377904072403908,
-0.005181821063160896,
0.024041032418608665,
0.022456321865320206,
-0.03767266869544983,
-0.004241094924509525,
0.02672557905316353,
-0.02883053757250309,
-0.005707733798772097,
0.022052042186260223,
-0.009260604158043861,
0.015107986517250538,
-0.004080535378307104,
0.015871355310082436,
0.009109803475439548,
0.008938255719840527,
-0.0038170116022229195,
0.021127060055732727,
0.015676720067858696,
0.005011249333620071,
0.007031443528831005,
-0.0014724605716764927,
-0.011198545806109905,
0.0012785675935447216,
-0.004167759791016579,
0.006519658491015434,
0.009165671654045582,
0.003145704511553049,
0.017998933792114258,
0.008051500655710697,
-0.005231667309999466,
0.06698095798492432,
-0.005843963474035263,
0.0020061724353581667,
-0.008391210809350014,
-0.0017688418738543987,
0.025286002084612846,
0.0010500629432499409,
0.021109992638230324,
-0.003695156890898943,
-0.023638391867280006,
-0.011936710216104984,
0.006944631692022085,
-0.010110265575349331,
0.014597424305975437,
-0.01856759376823902,
0.02891511842608452,
0.0044153835624456406,
0.014998636208474636,
-0.002769457409158349,
-0.00552460877224803,
-0.0075960904359817505,
0.02356264740228653,
0.004007111303508282,
-0.003589687403291464,
-0.02776682749390602,
0.0023114646319299936,
0.0036871677730232477,
-0.02088882401585579,
-0.014293828047811985,
0.02604062855243683,
0.009744737297296524,
0.01120784878730774,
-0.010110659524798393,
-0.013736255466938019,
-0.0046046702191233635,
-0.003928137943148613,
-0.0064916349947452545,
0.014566509984433651,
-0.014895278960466385,
0.011520960368216038,
-0.020055372267961502,
0.0019213247578591108,
-0.002763092052191496,
-0.008671361953020096,
-0.008801555261015892,
0.010023009032011032,
0.024756208062171936,
-0.007308065891265869,
0.0079537034034729,
-0.009996481239795685,
0.002381977392360568,
-0.0009372804779559374,
-0.0058516282588243484,
-0.009690122678875923,
0.019749097526073456,
-0.002021418185904622,
-0.01789500191807747,
0.011130277067422867,
0.010019027628004551,
0.00907503254711628,
-0.016085762530565262,
0.013875368982553482,
-0.0007350340019911528,
-0.01927608624100685,
-0.011594599112868309,
-0.009477032348513603,
-0.022873874753713608,
0.02712998539209366,
-0.004689168184995651,
-0.0065791187807917595,
0.022862516343593597,
0.0020090751349925995,
0.008964489214122295,
0.024189073592424393,
0.0018522620666772127,
-0.01278539840131998,
0.009744646959006786,
-0.016371706500649452,
0.013571607880294323,
0.023767301812767982,
0.024475859478116035,
0.014474786818027496,
0.006609819363802671,
-0.025355057790875435,
0.025503268465399742,
0.015408472158014774,
-0.002222589682787657,
0.011461511254310608,
0.0013349619694054127,
0.012571643106639385,
0.02777397260069847,
0.0013291246723383665,
-0.016635440289974213,
-0.011203298345208168,
-0.08196325600147247,
-0.009583805687725544,
0.021626368165016174,
0.000708642415702343,
0.018114658072590828,
-0.01758628897368908,
0.010996094904839993,
-0.0029646295588463545,
-0.022701464593410492,
0.00012372387573122978,
-0.024140696972608566,
0.01830647699534893,
-0.00023801781935617328,
0.0067267511039972305,
0.01761971414089203,
-0.01787189021706581,
0.00964304804801941,
0.004111995454877615,
-0.008543613366782665,
-0.041775576770305634,
-0.000922021921724081,
-0.012371907941997051,
0.002742132404819131,
-0.022168032824993134,
0.014228809624910355,
0.018775837495923042,
0.03176811337471008,
0.0007711409707553685,
0.012447262182831764,
0.009826768189668655,
0.0213811956346035,
-0.03540834039449692,
-0.01000027172267437,
-0.005572470370680094,
0.010169902816414833,
-0.027271417900919914,
-0.02313980646431446,
0.006871419493108988,
-0.024740364402532578,
0.0328676737844944,
0.006359078921377659,
0.003910045605152845,
-0.023405175656080246,
0.010015216656029224,
0.004515940323472023,
0.011857368052005768,
0.021170353516936302,
0.022152211517095566,
0.0015316621866077185,
-0.007649808190762997,
0.015294063836336136,
-0.0038707403000444174,
-0.020671561360359192,
0.017206382006406784,
-0.005770380608737469,
-0.020447049289941788,
-0.029591068625450134,
-0.007963491603732109,
-0.016393061727285385,
-0.022383078932762146,
0.0030393193010240793,
-0.04472535103559494,
-0.01914956048130989,
0.041959505528211594,
0.021808970719575882,
-0.03583583980798721,
0.017972886562347412,
0.02082601748406887,
0.019203361123800278,
0.007205859757959843,
0.007575312163680792,
-0.01751890778541565,
0.012615938670933247,
0.002248690463602543,
-0.0018229205161333084,
-0.014573720283806324,
-0.014655828475952148,
0.003606576006859541,
0.007191934622824192,
0.024300696328282356,
0.004691421054303646,
0.008978973142802715,
-0.010936609469354153,
-0.007492614910006523,
-0.004605128429830074,
-0.0045455386862158775,
0.011724928393959999,
0.023531682789325714,
0.004045530688017607,
-0.010370454750955105,
0.021194476634263992,
-0.01777239516377449,
-0.023361504077911377,
-0.001309623708948493,
-0.013505926355719566,
-0.008143514394760132,
-0.00975724309682846,
0.01600291207432747,
0.011895284056663513,
0.009748928248882294,
-0.002498381305485964,
-0.007064490113407373,
0.004064653534442186,
-0.010183284059166908,
0.0060403309762477875,
0.006154726259410381,
-0.00497189536690712,
-0.016074467450380325,
-0.004445969592779875,
-0.011772782541811466,
0.01349236723035574,
0.00771369831636548,
-0.013530159369111061,
0.04324899613857269,
0.011831903830170631,
-0.027894234284758568,
0.005750846117734909,
0.0018603499047458172,
0.07213421165943146,
0.01636296883225441,
0.01496084500104189,
-0.002602251945063472,
0.009396158158779144,
-0.03205232322216034,
-0.01923394948244095,
-0.008862916380167007,
0.03435981646180153,
-0.013170834630727768,
0.012198238633573055,
0.005153782665729523,
-0.0028735604137182236,
-0.027091804891824722,
-0.0015092252288013697,
0.0199168361723423,
0.0036458815447986126,
0.010535025969147682,
0.006389041896909475,
-0.004735121037811041,
0.0495496466755867,
-0.020575638860464096,
0.01650933548808098,
0.0004256768152117729,
0.007590997964143753,
-0.0171206034719944,
-0.01660427451133728,
-0.016842707991600037,
-0.013754761777818203,
-0.007220088969916105,
0.015443958342075348,
0.006042281165719032,
-0.00033297971822321415,
-0.004513682797551155,
0.04416627436876297,
0.010764023289084435,
0.013080933131277561,
-0.0035665708128362894,
0.0014302844647318125,
0.006153583526611328,
0.00241579907014966,
-0.014850063249468803,
0.014172324910759926,
0.003962650895118713,
-0.011548172682523727,
-0.013069771230220795,
-0.011136472225189209,
-0.0036851949989795685,
0.020699428394436836,
0.018550846725702286,
0.0029467756394296885,
0.004971122369170189,
0.010134982876479626,
-0.04163254052400589,
-0.0063858358189463615,
0.00892905704677105,
0.003953814040869474,
-0.005634945817291737,
-0.023981845006346703,
-0.007937799207866192,
-0.01569725014269352,
0.0053677791729569435,
0.008239500224590302,
-0.017145242542028427,
-0.016811959445476532,
-0.010704880580306053,
0.012872539460659027,
-0.02719600312411785,
0.029228782281279564,
0.019009500741958618,
-0.01892324909567833,
0.010570419952273369,
0.019309310242533684,
-0.00456943828612566,
-0.0048142047598958015,
0.016899431124329567,
0.024153592064976692,
0.01689765974879265,
0.03300495818257332,
-0.017631491646170616,
-0.015918098390102386,
-0.0005779759958386421,
0.02428504452109337,
-0.005678940564393997,
0.003735251259058714,
-0.0032739380840212107,
0.00510629266500473,
-0.07426722347736359,
-0.018393004313111305,
0.007513715419918299,
-0.007216143421828747,
-0.019550681114196777,
0.02234782464802265,
-0.014334119856357574,
-0.0020871933083981276,
0.006572874262928963,
0.010915543884038925,
-0.02803001180291176,
0.028094857931137085,
-0.016994552686810493,
0.019995136186480522,
0.013403749093413353,
0.0009585125371813774,
0.005941796116530895,
-0.0028368213679641485,
0.007966546341776848,
-0.003857593284919858,
-0.011007356457412243,
0.009817628189921379,
-0.028892647475004196,
0.010014666244387627,
0.007008242420852184,
-0.08117052912712097,
-0.0280599445104599,
-0.0189460888504982,
-0.0038984245620667934,
-0.0011556801619008183,
0.02656266838312149,
0.011820727959275246,
-0.018319878727197647,
-0.020437661558389664,
-0.01405967678874731,
-0.002795511158183217,
0.010156654752790928,
-0.03836705535650253,
0.02432035654783249,
-0.01981504261493683,
-0.006339032668620348,
-0.008459786884486675,
-0.006305398885160685,
-0.020436780527234077,
0.030088435858488083,
-0.007379286922514439,
0.015813389793038368,
-0.004125391133129597,
0.005024336278438568,
-0.006243053358048201,
-0.0025784929748624563,
-0.01361287571489811,
0.011026675812900066,
0.017339790239930153,
0.0011276111472398043,
0.020252324640750885,
0.019553430378437042,
0.00015657907351851463,
-0.021699802950024605,
0.017453137785196304,
-0.01395923551172018,
-0.002105691470205784,
0.009634941816329956,
-0.017341431230306625,
-0.02965303137898445,
0.004815735854208469,
0.009106138721108437,
0.0008948040194809437,
0.004477677866816521,
0.011819528415799141,
-0.032038114964962006,
0.005719455890357494,
-0.010795391164720058,
0.027794385328888893,
-0.008791914209723473,
0.005935761611908674,
-0.006202916614711285,
-0.004247846081852913,
-0.021331753581762314,
-0.02789604291319847,
-0.010311470367014408,
-0.008249407634139061,
-0.003410376375541091,
0.0034392192028462887,
0.014317067340016365,
0.0019399136072024703,
0.009239026345312595,
-0.026310134679079056,
0.07212518155574799,
-0.011743556708097458,
-0.003929179161787033,
-0.003106788732111454,
-0.02065337263047695,
0.0018955154810100794,
0.003914510831236839,
-0.006403395440429449,
0.014648787677288055,
-0.01739005371928215,
0.011557886376976967,
-0.0040048714727163315,
-0.036644745618104935,
0.005917516071349382,
0.00796273723244667,
0.028457311913371086,
-0.01016758382320404,
-0.014258445240557194,
0.013762694783508778,
0.02094823308289051,
0.008326232433319092,
0.0036842036060988903,
-0.004816130734980106,
-0.008362631313502789,
0.008119489997625351,
0.020232845097780228,
0.0027357377111911774,
-0.0012370385229587555,
-0.004843351896852255,
-0.008976589888334274,
-0.016748890280723572,
0.0016163242980837822,
0.009092515334486961,
0.006281994748860598,
0.00950160063803196,
-0.013729277998209,
-0.023883704096078873,
-0.0025176741182804108,
-0.0034685316495597363,
0.03047623299062252,
-0.03647312521934509,
-0.0035206458996981382,
-0.004078956320881844,
-0.022555295377969742,
0.012860015034675598,
0.006303048692643642,
0.03386379033327103,
0.002981203841045499,
-0.005917805712670088,
0.010660775005817413,
-0.0033905990421772003,
-0.004750876687467098,
0.004056788049638271,
-0.009697753936052322,
-0.007703528273850679,
-0.005120903253555298,
-0.004037008620798588,
0.017627201974391937,
0.0021024513989686966,
-0.04279939457774162,
0.0238211527466774,
-0.007310596760362387,
-0.015593104995787144,
0.0043670060113072395,
0.010418685153126717,
-0.008277085609734058,
-0.0043965899385511875,
-0.011393539607524872,
-0.0031901998445391655,
0.013784997165203094,
0.0014012923929840326,
-0.0010648099705576897,
-0.0000966567313298583,
0.006830626167356968,
-0.009023300372064114,
0.01307615078985691,
-0.008689931593835354,
-0.02787124365568161,
0.011127900332212448,
-0.005547587759792805,
-0.010539325885474682,
0.012971938587725163,
0.04356277734041214,
-0.0010054614394903183,
-0.012246562168002129,
0.0016504169907420874,
-0.008548681624233723,
0.006308791693300009,
-0.010059881024062634,
0.009949952363967896,
-0.012117838487029076,
-0.008211133070290089,
-0.004263035953044891,
0.0031024019699543715,
0.008966401219367981,
0.034483686089515686,
-0.00985022448003292,
0.012514329515397549,
-0.012754837051033974,
0.013741008006036282,
0.016954205930233,
0.0028146477416157722,
-0.02276580035686493,
-0.0006251172162592411,
0.00016234209761023521,
-0.004760522861033678,
0.014880889095366001,
0.0015586488880217075,
0.03130719065666199,
-0.0031359861604869366,
-0.020307250320911407,
0.01606091856956482,
0.00471551064401865,
-0.007282582111656666,
-0.010483503341674805,
0.012889282777905464,
-0.002878849394619465,
0.0007971245795488358,
-0.007644979748874903,
-0.006551484577357769,
-0.009876621887087822,
-0.0009415742242708802,
0.008489015512168407,
0.023856623098254204,
-0.0007325074402615428,
-0.0006770319305360317,
-0.009515482001006603,
-0.011730561964213848,
-0.01737130992114544,
0.030699174851179123,
0.01888979971408844,
-0.019584396854043007,
-0.020250191912055016,
-0.010760242119431496,
-0.0037178185302764177,
-0.009353897534310818,
-0.007275798358023167,
0.0046960292384028435,
-0.015203077346086502,
-0.0015788907185196877,
0.009469423443078995,
0.00034625036641955376,
-0.004880241118371487,
-0.029326731339097023,
0.009544664062559605,
-0.008632250130176544,
-0.009055848233401775,
0.0017238734290003777,
0.009606518782675266,
0.013506615534424782,
-0.008252372033894062,
0.012201588600873947,
0.026713384315371513,
-0.0009412987856194377,
0.014924629591405392,
0.017628619447350502,
0.009480871260166168,
-0.005626976024359465,
0.004223954863846302,
0.005946735385805368,
0.0023828991688787937,
-0.016990914940834045,
-0.008506221696734428,
0.016735587269067764,
-0.007963888347148895,
0.029552001506090164,
-0.007962673902511597,
-0.0031159380450844765,
0.01890309900045395,
0.020808354020118713,
-0.004923358093947172,
-0.016710124909877777,
0.011479890905320644,
0.0014816037146374583,
-0.015411512926220894,
0.00122941960580647,
-0.008746353909373283,
0.004192106891423464,
0.023174768313765526,
0.011937535367906094,
0.02070232667028904,
-0.017770767211914062,
0.016659773886203766,
-0.008940610103309155,
0.0058980355970561504,
-0.003968970850110054,
-0.0007603827398270369,
-0.01676064543426037,
-0.010645594447851181,
-0.012234969064593315,
0.009657341055572033,
-0.002394536044448614,
-0.023900410160422325,
-0.008170259185135365,
-0.03701586276292801,
-0.021940741688013077,
0.006084190681576729,
-0.02005738578736782,
0.0066138142719864845,
-0.001470198854804039,
0.0005013050977140665,
-0.01465846598148346
] |
[
0.022246843203902245,
0.2494102418422699,
0.4745909571647644,
0.06188804656267166,
0.1927953064441681,
0.10526912659406662,
-0.11350049823522568,
0.027531974017620087,
-0.7971472144126892,
-0.44802290201187134,
-0.2978299558162689,
0.5171440839767456,
-0.41543981432914734,
0.46067896485328674,
0.010568628087639809,
0.7241814732551575,
1.1770743131637573,
0.4889736771583557,
-0.056966427713632584,
-0.29863259196281433,
-0.7235831618309021,
-0.15300044417381287,
0.6799050569534302,
-0.04046645388007164,
-0.03710024058818817,
-0.34470033645629883,
0.21391715109348297,
0.47377103567123413,
-0.35622212290763855,
0.0979934111237526,
-0.04872962459921837,
0.7119842171669006,
0.1132168397307396,
0.025327114388346672,
0.16332091391086578,
0.14864790439605713,
-0.08499766886234283,
-0.3056544363498688,
-0.031074032187461853,
-0.19421376287937164,
0.09696013480424881,
0.4312852621078491,
-0.5877148509025574,
0.5970838665962219,
-0.07209329307079315,
-0.4062406122684479,
-1.7097724676132202,
0.13256487250328064,
-0.1510322093963623,
-0.07405007630586624,
-0.228591188788414,
0.5425114631652832,
-0.17788907885551453,
0.1027899757027626,
0.04341678321361542,
0.3837839663028717,
-0.4089997708797455,
0.22555531561374664,
-0.15078014135360718,
-0.4530653655529022,
-0.15356013178825378,
-0.19091607630252838,
-0.6392821669578552,
-0.2839263081550598,
-0.3293747305870056,
-0.04979923367500305,
-0.007707457523792982,
0.15769237279891968,
-0.522675633430481,
-0.21672594547271729,
-0.08674585819244385,
-0.6879019141197205,
-0.5179903507232666,
-0.06427536904811859,
-0.5546695590019226,
0.16662994027137756,
0.3579120337963104,
0.1859428584575653,
0.11759574711322784,
-0.33677637577056885,
0.33886057138442993,
0.0026717602740973234,
0.4975152611732483,
-0.33334043622016907,
0.5311324000358582,
0.19180306792259216,
-0.028014415875077248,
0.4547485113143921,
-0.24468161165714264,
0.24310703575611115,
-0.08244211971759796,
-0.36966291069984436,
0.36391299962997437,
0.4794641137123108,
0.24865208566188812,
-0.15195994079113007,
0.5555919408798218,
-0.07016922533512115,
0.4466654062271118,
0.26440468430519104,
-0.0434015691280365,
-0.22063884139060974,
0.5754365921020508,
0.4291011393070221,
-0.11811357736587524,
-0.6979299783706665,
-0.2741861045360565,
-0.5035190582275391,
-0.2578089237213135,
0.4952201545238495,
-0.5280974507331848,
0.507233738899231,
0.14517386257648468,
0.05919242650270462,
0.25470170378685,
0.5418251156806946,
-0.5643435716629028,
-0.3297792077064514,
-0.22205954790115356,
0.5158267617225647,
0.2714892029762268,
0.5802854299545288,
-0.1591675877571106,
0.41781875491142273,
0.06543854624032974,
0.08944953233003616,
0.5142755508422852,
0.4380932152271271,
-0.5472856760025024,
0.07698451727628708,
0.5212565660476685,
0.8301320672035217,
-0.31721970438957214,
-0.21235384047031403,
-0.25616946816444397,
0.05363386869430542,
0.5728399753570557,
0.17680370807647705,
0.37141990661621094,
-0.28137296438217163,
-0.32649239897727966,
-0.5034425854682922,
-0.15112030506134033,
-0.05065595358610153,
-0.005858248099684715,
-0.056674811989068985,
-0.10148242115974426,
-0.2409798949956894,
-0.4918033480644226,
-0.38062363862991333,
0.4900265336036682,
0.34026357531547546,
-0.5734177231788635,
0.003504101186990738,
-0.07783804833889008,
0.8492400646209717,
-0.3972770571708679,
-0.3888677954673767,
-0.3245185613632202,
-0.12307754904031754,
0.04738015681505203,
-0.19512338936328888,
-0.460512638092041,
-0.09591769427061081,
0.22814038395881653,
-0.35272109508514404,
-0.0806146115064621,
0.7077445387840271,
0.08433527499437332,
0.13352930545806885,
-0.1510535627603531,
-0.05786314606666565,
-0.1579006016254425,
-0.9517563581466675,
0.6670991778373718,
0.2060055136680603,
0.23763972520828247,
0.32406240701675415,
0.274699866771698,
0.5943734049797058,
-0.8393924236297607,
0.348190575838089,
0.12000149488449097,
-0.4695139229297638,
-0.29935577511787415,
0.036589354276657104,
0.766315758228302,
-0.15599964559078217,
0.08644429594278336,
-0.2045949101448059,
-0.40195539593696594,
-0.2791677415370941,
0.4632265269756317,
-0.5549599528312683,
1.1428093910217285,
-0.06229907646775246,
-0.3126981258392334,
0.8798586130142212,
-0.13134033977985382,
-0.032343219965696335,
-0.36448100209236145,
0.6722162365913391,
0.19460980594158173,
-0.389096200466156,
-1.1436444520950317,
-0.268139511346817,
-0.05278661102056503,
-0.29885610938072205,
-0.10457465797662735,
0.23952609300613403,
0.5571821331977844,
-0.7093639969825745,
-0.06084348261356354,
-0.4146045446395874,
0.3335740268230438,
0.2897912263870239,
-0.20021215081214905,
-0.049841806292533875,
-0.1821010708808899,
0.40260449051856995,
0.37778764963150024,
-0.3350457549095154,
0.47039613127708435,
0.6778116822242737,
0.033540502190589905,
0.3333258628845215,
0.5555152297019958,
0.21250386536121368,
1.1367895603179932,
-0.6060465574264526,
0.3559762239456177,
0.18625086545944214,
0.23721317946910858,
-0.4965870678424835,
-0.5901790261268616,
0.23399926722049713,
-0.012392309494316578,
0.07949413359165192,
-0.3589511513710022,
-0.11522696167230606,
-0.3987455368041992,
0.10560786724090576,
-0.5965648293495178,
0.6523385047912598,
0.02056759223341942,
-0.5486014485359192,
-0.7622300982475281,
0.210211843252182,
-0.6983768343925476,
-0.5149881839752197,
0.5788266062736511,
1.006795048713684,
-0.16836796700954437,
-0.5433877110481262,
-0.18449561297893524,
-0.271526962518692,
-0.25215524435043335,
-0.05476413294672966,
0.34888339042663574,
-0.3074266016483307,
-0.502747654914856,
0.2052411288022995,
0.019873347133398056,
-0.06415076553821564,
0.01702493242919445,
-0.011302176862955093,
-0.7957652807235718,
-0.6036744117736816,
0.11375726014375687,
0.27568086981773376,
0.11147548258304596,
-0.17648091912269592,
-0.6526439189910889,
0.37051600217819214,
-0.1345689445734024,
-0.22206945717334747,
-0.07410352677106857,
0.5399946570396423,
-0.6350580453872681,
-0.9389898777008057,
-0.19269651174545288,
0.7982931137084961,
0.4438730776309967,
-0.5920740365982056,
-0.3877272605895996,
-0.19596149027347565,
0.07429158687591553,
-0.12901578843593597,
-0.3279930055141449,
-0.2907148599624634,
-0.28277719020843506,
-0.26212406158447266,
-0.10280349850654602,
-0.3419938385486603,
0.5607015490531921,
0.5067344307899475,
-0.5147252678871155,
0.5220015048980713,
0.7396647334098816,
0.07551661133766174,
0.42872580885887146,
0.09844712167978287,
-0.2600230276584625,
0.043281905353069305,
-0.19330336153507233,
-0.511645495891571,
-0.4532465934753418,
0.17843782901763916,
-5.745345115661621,
-0.3051922023296356,
-0.3397379517555237,
0.3466731011867523,
-0.42860305309295654,
-0.15769977867603302,
0.95215904712677,
-0.3021669387817383,
0.3515254259109497,
0.16307297348976135,
0.13069367408752441,
0.5110083222389221,
0.032529570162296295,
0.4046974182128906,
0.1894606053829193,
0.39497312903404236,
1.2000746726989746,
-0.29043397307395935,
0.3400789797306061,
0.3410128057003021,
0.3479968309402466,
-0.5091903209686279,
0.08949052542448044,
0.20448318123817444,
0.07978522032499313,
-0.14959649741649628,
-0.6648231744766235,
0.722825288772583,
-0.5524216890335083,
-0.29638585448265076,
-0.05287272483110428,
-0.2192888855934143,
-0.31109175086021423,
-0.6282421350479126,
0.5318138599395752,
0.29301393032073975,
-0.07086732983589172,
-0.057189811021089554,
-0.24638883769512177,
-0.00382793415337801,
0.4988645315170288,
0.318450927734375,
0.14826738834381104,
0.35034674406051636,
0.24842476844787598,
0.06953828036785126,
-0.3938492238521576,
-0.43991759419441223,
-0.5143512487411499,
0.9972929358482361,
0.3023402690887451,
-0.20390945672988892,
0.8083201050758362,
0.24123170971870422,
0.4664621949195862,
-0.0720829889178276,
0.21106714010238647,
0.01706865429878235,
-0.15632975101470947,
0.1094551831483841,
0.21592417359352112,
-0.49119314551353455,
-0.1264604926109314,
-0.4773953855037689,
-0.24092626571655273,
0.4592629373073578,
-0.9871103167533875,
-0.7796077728271484,
0.3282527029514313,
-0.154218390583992,
-0.8267073631286621,
0.3035425841808319,
0.11034252494573593,
-0.45149779319763184,
-0.12334973365068436,
-0.4316510558128357,
0.13263337314128876,
0.060521677136421204,
0.15600013732910156,
0.058520495891571045,
-0.12333915382623672,
-0.007459497544914484,
0.019397174939513206,
-0.10852234065532684,
0.36475324630737305,
-0.7583467364311218,
-0.10881225764751434,
0.05639306828379631,
-0.4000510275363922,
0.3393239378929138,
0.5447781682014465,
-0.38218650221824646,
-0.019625764340162277,
0.530107319355011,
0.35248157382011414,
0.8496456742286682,
0.36231133341789246,
0.07422596216201782,
-0.1029488667845726,
-0.12945674359798431,
0.5724144577980042,
-0.23752431571483612,
-0.5070174336433411,
-0.47423675656318665,
0.16742463409900665,
0.150661900639534,
-0.438938170671463,
0.30271661281585693,
0.3388228714466095,
-0.6553892493247986,
0.09772330522537231,
0.36297762393951416,
-0.4309946596622467,
-0.31288567185401917,
0.32325923442840576,
0.13665252923965454,
-0.16176451742649078,
0.38860660791397095,
0.33039045333862305,
-0.38243964314460754,
0.45939701795578003,
0.5006847381591797,
0.0656738355755806,
0.2100783884525299,
0.05630476027727127,
-0.5459610223770142,
0.11916135996580124,
0.5397313833236694,
-0.283704936504364,
0.4683302044868469,
0.3887891471385956,
0.128614604473114,
-0.18948689103126526,
-0.27339988946914673,
0.5497130751609802,
-0.26340359449386597,
0.10539929568767548,
0.06848302483558655,
-0.03487421199679375,
-0.35633447766304016,
0.27265694737434387,
-0.47600093483924866,
-0.08747396618127823,
-0.2927091419696808,
0.4226117730140686,
0.51119065284729,
-0.37631741166114807,
0.1738133281469345,
0.14032655954360962,
0.30189409852027893,
-0.3991645872592926,
-0.2603272795677185,
-0.16460087895393372,
0.11730502545833588,
0.12621814012527466,
-0.573232114315033,
-0.05797231197357178,
0.18465696275234222,
0.48891985416412354,
-0.6542912721633911,
0.8188077211380005,
-0.4295450747013092,
-1.0171349048614502,
-0.08415453881025314,
0.006347509101033211,
0.5511965155601501,
0.24910767376422882,
-0.44050559401512146,
-0.09333433955907822,
0.7911103963851929,
-0.23917743563652039,
-0.1767534762620926,
-0.8369036912918091,
-0.10033392906188965,
0.2538253366947174,
-0.6186202168464661,
0.15392641723155975,
0.19374363124370575,
-0.19799889624118805,
-0.28971466422080994,
0.10299795866012573,
-0.0447872020304203,
-0.2584245800971985,
0.5259770154953003,
0.8539476990699768,
-0.04519416391849518,
-0.08940018713474274,
-0.13851818442344666,
-0.06575459986925125,
-0.6966208219528198,
0.2541775107383728,
0.15637469291687012,
0.9199073910713196,
0.11751002818346024,
-0.19237177073955536,
-0.7745113372802734,
0.011752097867429256,
0.13510744273662567,
-0.4571525752544403,
-0.008740886114537716,
0.29567891359329224,
0.5643212795257568,
-0.14207586646080017,
0.19839705526828766,
0.38824188709259033,
-0.37114009261131287,
0.17068561911582947,
-0.08447741717100143,
-0.3566623628139496,
0.14497166872024536,
-0.2657895088195801,
-0.5082786679267883,
-0.5055689215660095,
0.4435279369354248,
-0.7261545658111572,
-0.15721184015274048,
0.18021634221076965,
0.22258232533931732,
-0.4172159433364868,
0.3457378149032593,
0.07048194110393524,
-0.28754016757011414,
-0.9999603629112244,
-0.42342618107795715,
-0.08789123594760895,
0.02083440311253071,
0.6439968943595886,
-0.6255414485931396,
-0.049909140914678574,
0.2346210777759552,
-0.7043584585189819,
-0.27591222524642944,
0.41987156867980957,
-0.035382144153118134,
-0.18889965116977692,
0.2138461321592331,
0.3051055371761322,
0.6593916416168213,
-0.3368318974971771,
0.43349114060401917,
-0.33620935678482056,
0.45304837822914124,
-0.08189547806978226,
-1.099090576171875,
-0.4093479812145233,
0.2448563277721405,
0.32147738337516785,
-0.20567549765110016,
-0.8113036155700684,
-0.09805422276258469,
0.47250455617904663,
0.0009410333004780114,
0.1785380095243454,
-0.07949189096689224,
0.8090781569480896,
-0.017261607572436333,
-0.23378673195838928,
-0.43039682507514954,
0.22668564319610596,
0.6355727910995483,
-0.06848600506782532,
-0.6957939267158508,
-0.3537163734436035,
-0.3044297695159912,
0.782588541507721,
0.020536648109555244,
-0.2961336672306061,
-0.8251053690910339,
0.06728615611791611,
-0.3091866374015808,
0.5102313160896301,
0.08704879134893417,
0.40215417742729187,
0.3535000681877136,
0.5924981832504272,
-0.15331636369228363,
-0.47043371200561523,
-0.6165943741798401,
-0.01928720809519291,
0.02563490904867649,
-0.28910765051841736,
-0.3220941424369812,
0.02222713641822338,
0.0654262974858284,
0.6167027354240417,
-0.238541379570961,
0.059141967445611954,
0.1472986936569214,
0.07081815600395203,
-0.28391122817993164,
-0.40163105726242065,
0.3347953259944916,
-0.7039767503738403,
0.16830606758594513,
-0.025955677032470703,
-0.024669455364346504,
0.4213251769542694,
-0.22128018736839294,
-0.20845873653888702,
-0.33436158299446106,
-0.14056496322155,
0.3115106523036957,
0.30661365389823914,
-0.34910261631011963,
0.8080933094024658,
0.37992605566978455,
-0.09276649355888367,
-0.17605726420879364,
0.031117545440793037,
-0.07388413697481155,
0.6597634553909302,
-0.08858445286750793,
-0.023213783279061317,
0.6846372485160828,
-0.09158679842948914,
0.13980038464069366,
0.17513129115104675,
-0.07819665223360062,
0.665683388710022,
0.4086768925189972,
0.13071216642856598,
0.0658196434378624,
0.4084923267364502,
0.0024466521572321653,
-0.20691564679145813,
0.6235359907150269,
0.03781748563051224,
0.29609763622283936,
0.509787380695343,
0.23606842756271362,
0.14018508791923523,
0.9296770691871643,
-0.033010806888341904,
0.1765952855348587,
0.04074633866548538,
0.6038344502449036,
0.26404041051864624,
-0.7894392609596252,
-0.6863937973976135,
-0.2852872908115387,
0.8153531551361084,
0.11505518108606339,
-0.16341890394687653,
0.05562101677060127,
0.010004201903939247,
0.5917295217514038,
0.08081784844398499,
-0.63687664270401,
-0.43478038907051086,
0.4651724100112915,
0.16840650141239166,
-0.0660925954580307,
-0.3845856189727783,
0.02007736824452877,
-0.5126166939735413,
0.09853918850421906,
0.3321245014667511,
-0.5603365898132324,
-0.4428423345088959,
0.3347790241241455,
0.24341166019439697,
0.4892101287841797,
-0.5897977352142334,
-0.33435899019241333,
-0.19732968509197235,
0.05096419155597687,
0.19938015937805176,
0.009679598733782768,
0.4187256395816803,
-0.04247446358203888,
-0.42326316237449646,
0.038902267813682556,
-0.2600363790988922,
0.3058437407016754,
0.3830469846725464,
-0.30658504366874695,
0.529202938079834,
0.07973766326904297,
-0.11706109344959259,
0.6415414810180664,
0.06344984471797943,
0.4973737597465515,
0.04221111908555031,
-0.0652426928281784,
-0.1517142802476883,
0.09581675380468369,
-0.28316769003868103,
0.21068832278251648,
0.17745529115200043,
-0.3240850269794464,
-0.37087029218673706,
-0.4646194279193878,
-0.6146045923233032,
0.35587283968925476,
0.005024523474276066,
-0.27793386578559875,
0.10246588289737701,
0.78907310962677,
-0.024888500571250916,
-0.25657927989959717,
-0.004479892551898956,
-0.5639143586158752,
-0.22898875176906586,
0.7268176674842834,
-0.27781739830970764,
0.3094441592693329,
-1.0417742729187012,
-0.02899072878062725,
-0.35453638434410095,
0.48022976517677307,
0.7054184079170227,
0.3866582214832306,
-0.30786603689193726,
-0.0925629734992981,
0.1579790860414505,
0.16163723170757294,
0.3163398206233978,
-0.18692046403884888,
0.019589589908719063,
-0.6222929954528809,
-0.3185352087020874,
-0.8177845478057861,
0.5768172144889832,
-0.09371567517518997,
0.15333686769008636,
-0.6657789945602417,
0.04113754630088806,
0.5672142505645752,
-0.42197558283805847,
-0.11294519901275635,
-0.05144324526190758,
-0.21362212300300598,
-0.4756326377391815,
0.6844900250434875,
-0.3263457417488098,
0.3217773139476776,
0.24578413367271423,
-0.0777573212981224,
0.1843019276857376,
-0.26292386651039124,
-0.10080190002918243,
-0.37691640853881836,
0.6823527812957764,
0.08862413465976715,
0.20423907041549683,
0.3467148244380951,
0.35279184579849243,
0.005689128302037716,
-0.3823692798614502,
0.5153687000274658,
-0.371111661195755,
-0.3401730954647064,
0.012528322637081146,
-0.05719176307320595,
-0.12810128927230835,
-0.16054318845272064,
-0.19418299198150635,
-0.3703727722167969,
-0.24776987731456757,
-0.45931631326675415
] |
[
0.030699975788593292,
0.10140369832515717,
-0.04192632809281349,
0.06293141841888428,
-0.03267847001552582,
-0.12038351595401764,
0.035765983164310455,
-0.05915536358952522,
-0.008488839492201805,
-0.05911063775420189,
-0.05657084658741951,
-0.005575065966695547,
-0.05070307105779648,
0.06654473394155502,
-0.05232572928071022,
-0.10524960607290268,
-0.11025319993495941,
0.10980250686407089,
0.11460278183221817,
-0.11366231739521027,
-0.0736834928393364,
-0.014200853183865547,
0.03315950185060501,
-0.042415086179971695,
-0.18886972963809967,
0.04834016412496567,
-0.010257190093398094,
-0.013155662454664707,
-0.11621294915676117,
0.22128282487392426,
0.026432644575834274,
-0.0035340951289981604,
0.09944672882556915,
0.0506606251001358,
0.07618589699268341,
-0.1337132453918457,
-0.07806193083524704,
0.018981769680976868,
-0.056862808763980865,
-0.14643901586532593,
-0.16388945281505585,
-0.057634275406599045,
0.07937344908714294,
-0.0544847771525383,
-0.024052107706665993,
-0.07310523092746735,
-0.07155387103557587,
-0.10090649873018265,
-0.028452187776565552,
0.14460046589374542,
-0.05908972769975662,
-0.0028850892558693886,
-0.030829090625047684,
-0.06325825303792953,
-0.02312028780579567,
-0.15990810096263885,
-0.09092682600021362,
-0.016466086730360985,
0.06645786762237549,
0.04531364515423775,
-0.11512433737516403,
0.10278821736574173,
-0.23874814808368683,
-0.08993463963270187,
0.04214683547616005,
-0.06208702549338341,
0.19159553945064545,
0.06058281660079956,
0.04147198423743248,
0.04145164415240288,
0.08241380751132965,
0.07910601049661636,
-0.21460114419460297,
-0.04764945060014725,
-0.06004532054066658,
-0.05771621689200401,
0.04311008378863335,
0.029352186247706413,
-0.007787349633872509,
0.0667465552687645,
0.11730451881885529,
-0.036040034145116806,
0.0379948653280735,
0.08618149906396866,
0.09119251370429993,
-0.12663358449935913,
-0.027850864455103874,
-0.026794370263814926,
0.10444615036249161,
-0.19966867566108704,
-0.06711355596780777,
0.020024478435516357,
0.02054487355053425,
-0.07212473452091217,
-0.12159039080142975,
-0.23648804426193237,
-0.04011392965912819,
0.10453135520219803,
-0.08162038028240204,
-0.047898195683956146,
-0.14109919965267181,
-0.09871640801429749,
0.006453124340623617,
0.08454540371894836,
-0.20008768141269684,
0.031001994386315346,
0.3166082501411438,
-0.08357764780521393,
-0.06154737249016762,
0.05468873679637909,
-0.10438451170921326,
-0.043026577681303024,
0.039880186319351196,
-0.002967559266835451,
0.04125188663601875,
0.10730873048305511,
-0.031131744384765625,
0.07599066942930222,
0.11015765368938446,
0.2026078850030899,
0.0340835340321064,
-0.11498764902353287,
0.00341621832922101,
0.1823115050792694,
0.08721653372049332,
0.08886470645666122,
0.038886621594429016,
-0.14626866579055786,
-0.10826382040977478,
-0.10755138099193573,
-0.043079130351543427,
0.06791600584983826,
-0.08626728504896164,
-0.13008858263492584,
-0.06684456765651703,
-0.0757908821105957,
-0.12930254638195038,
0.10704216361045837,
-0.16803321242332458,
0.12600107491016388,
-0.04051733389496803,
0.056915540248155594,
0.09876076132059097,
0.05756385996937752,
0.12005363404750824,
-0.09532523900270462,
-0.0735682025551796,
0.04351639747619629,
0.12305520474910736,
-0.12239664793014526,
-0.03981996327638626,
-0.02161284163594246,
-0.10828825831413269,
-0.0646689310669899,
-0.03846750035881996,
0.19904725253582,
-0.03407208248972893,
-0.10436071455478668,
0.018596051260828972,
0.10414863377809525,
0.09536723792552948,
-0.014020226895809174,
0.04361536353826523,
0.028888408094644547,
-0.06593406200408936,
0.008343683555722237,
0.04160940647125244,
-0.011753213591873646,
-0.11578797549009323,
0.05167029798030853,
-0.06676144897937775,
0.1441592276096344,
-0.22843779623508453,
0.12496988475322723,
0.028016896918416023,
-0.05906530097126961,
0.17457708716392517,
0.05070481076836586,
-0.11385047435760498,
0.060045935213565826,
-0.09621882438659668,
0.05438654124736786,
0.03432608023285866,
0.15427951514720917,
0.11706224828958511,
-0.002386678010225296,
0.00803310889750719,
-0.07359828799962997,
0.15835100412368774,
0.017626335844397545,
-0.007624693680554628,
-0.04966338351368904,
-0.04089459404349327,
0.07255762070417404,
0.21151596307754517,
0.06603258103132248,
0.09396278113126755,
-0.018833069130778313,
0.02596215531229973,
0.07787297666072845,
0.0033172147814184427,
-0.03406890109181404,
-0.0378173291683197,
0.0016285512829199433,
0.17468418180942535,
0.14436595141887665,
0.07670074701309204,
-0.018170222640037537,
-0.12715241312980652,
0.011177051812410355,
0.04855913668870926,
0.05172306299209595,
-0.04483100771903992,
-0.031188545748591423,
0.21232262253761292,
-0.12014889717102051,
0.04454215243458748,
-0.006694146431982517,
-0.008590037934482098,
0.010534912347793579,
-0.005982778966426849,
-0.049038566648960114,
-0.03788432478904724,
-0.148992121219635,
-0.15680280327796936,
0.11952607333660126,
-0.03443474322557449,
-0.009466748684644699,
-0.17385894060134888,
0.06695250421762466,
-0.08063670247793198,
0.1111515536904335,
-0.05964672192931175,
-0.08919277042150497,
0.07400178909301758,
-0.08179539442062378,
0.010917145758867264,
-0.10002771019935608,
0.030084840953350067,
-0.05879339575767517,
0.15256229043006897,
-0.0588756687939167,
0.058464743196964264,
-0.06250129640102386,
-0.1272299885749817,
0.14816193282604218,
0.11261296272277832,
-0.20878300070762634,
0.07267408818006516,
-0.19025585055351257,
0.04558248072862625,
-0.06399069726467133,
0.09287825971841812,
-0.14967121183872223,
0.0832153856754303,
0.0884755551815033,
-0.07130222767591476,
-0.08636317402124405,
-0.062446922063827515,
-0.0917036235332489,
0.04213356599211693,
0.02685438096523285,
-0.07510712742805481,
0.14564858376979828,
-0.1311965137720108,
0.06008942797780037,
0.10980391502380371,
0.23106127977371216,
0.06301818042993546,
-0.11306808888912201,
0.4958252012729645,
-0.08599810302257538,
-0.10827255249023438,
-0.07431084662675858,
0.00557404151186347,
-0.010929758660495281,
0.19725823402404785,
0.07282532006502151,
0.12956568598747253,
0.12012496590614319,
-0.32143303751945496,
-0.003951505292207003,
0.031411223113536835,
0.2858768403530121,
0.007240592502057552,
-0.04573579132556915,
-0.15110504627227783,
-0.06919705122709274,
-0.05780123919248581,
0.045537661761045456,
0.08062059432268143,
0.05595998466014862,
-0.19111478328704834,
0.20023339986801147,
0.030304836109280586,
0.16707292199134827,
-0.019236214458942413,
0.14964352548122406,
-0.0109718581661582,
0.08966008573770523,
-0.1306983232498169,
-0.10273553431034088,
0.05057602375745773,
-0.10228367894887924,
-0.014037727378308773,
0.01175781711935997,
-0.19365377724170685,
0.07810384780168533,
-0.09055490046739578,
-0.024642886593937874,
-0.007601541467010975,
0.024362703785300255,
0.1254616379737854,
-0.048288214951753616,
0.038688793778419495,
-0.023422805592417717,
-0.039048850536346436,
0.09871713072061539,
-0.12935157120227814,
-0.08097562938928604,
-0.08026036620140076,
0.09477176517248154,
-0.016387617215514183,
0.016990656033158302,
-0.08228129148483276,
-0.013419480063021183,
0.09099746495485306,
-0.12665517628192902,
-0.11556627601385117,
-0.06357208639383316,
0.13796506822109222,
-0.03748014569282532,
-0.06792362779378891,
-0.11707259714603424,
-0.03880562260746956,
0.021529851481318474,
0.1335168182849884,
-0.20159269869327545,
-0.020768262445926666,
0.03235907480120659,
0.17776764929294586,
-0.13711069524288177,
0.054383035749197006,
0.1364498734474182,
-0.0664997398853302,
-0.13668900728225708,
-0.05714643374085426,
0.06318619847297668,
-0.04915833845734596,
-0.037615757435560226,
-0.030773334205150604,
0.16446112096309662,
-0.04886315017938614,
-0.18910305202007294,
0.07617077976465225,
-0.016795340925455093,
0.09917127341032028,
-0.018028702586889267,
0.17936013638973236,
0.1950056403875351,
-0.07366102188825607,
0.06003068387508392,
-0.06908491253852844,
0.010838094167411327,
-0.01070399209856987,
-0.02660319395363331,
0.013416670262813568,
-0.06685419380664825,
-0.02624829299747944,
-0.03683823347091675,
-0.09697310626506805,
-0.18608561158180237,
0.0381377749145031,
0.14146940410137177,
-0.1311713010072708,
0.07777606695890427,
-0.01577705889940262,
-0.17565688490867615,
0.03242841362953186,
0.033038247376680374,
-0.10881786793470383,
-0.11456996947526932,
-0.020494369789958,
0.029386846348643303,
0.09281162917613983,
0.1401824951171875,
0.15178707242012024,
0.040599074214696884,
0.09011775255203247,
-0.24185405671596527,
-0.048800211399793625,
0.0538560152053833,
0.024362187832593918,
0.08835064619779587,
-0.12078657001256943,
-0.029829923063516617,
-0.050800859928131104,
-0.027568737044930458,
0.11569537967443466,
-0.08833982795476913,
-0.07752125710248947,
0.04416066035628319,
0.10488185286521912,
-0.03403449431061745,
-0.036388035863637924,
-0.028469476848840714,
0.00013972366286907345,
-0.02620040997862816,
0.019505295902490616,
0.03172631934285164,
-0.009704504162073135,
-0.008721652440726757,
0.02358195185661316,
-0.02107628993690014,
0.10953398793935776,
-0.12684720754623413,
-0.011352095752954483,
0.20320820808410645,
0.11569026112556458,
0.06384299695491791,
0.07973365485668182,
0.07756686955690384,
-0.014700566418468952,
-0.07601739466190338,
-0.15688274800777435,
0.043123140931129456,
-0.07327551394701004,
0.11937576532363892,
-0.16742980480194092,
-0.06767740845680237,
-0.032997481524944305,
0.03229013830423355,
-0.07201521098613739,
0.020497772842645645,
0.1007266715168953,
0.10656307637691498,
-0.006670929957181215,
0.045204728841781616,
-0.11228744685649872,
0.03726661205291748,
-0.09642747044563293,
-0.021383125334978104,
0.09304244816303253,
0.16754911839962006,
0.046043168753385544,
-0.06674063950777054,
0.05671413242816925,
-0.1691814512014389,
-0.09079419821500778,
0.02362711913883686,
-0.03823481500148773,
0.032727308571338654,
0.027651354670524597,
-0.06272287666797638,
0.25346511602401733,
-0.0711563304066658,
-0.09735190868377686,
0.09871630370616913,
-0.09277880936861038,
0.17078223824501038,
-0.04301628842949867,
-0.12943820655345917,
0.09328215569257736,
-0.03212863951921463,
0.07257618755102158,
-0.0919959545135498,
-0.09690722078084946,
-0.014983730390667915,
-0.02383156679570675,
0.1599690020084381,
0.2708745300769806,
0.004232767503708601,
0.06919010728597641,
-0.18598918616771698,
-0.18889376521110535,
0.12317569553852081,
0.20423759520053864,
-0.018112223595380783,
0.05860372632741928,
0.04035134240984917,
0.23361057043075562,
-0.036147184669971466,
0.09624502807855606,
0.15925373136997223,
-0.05318930000066757,
0.0999671220779419,
-0.1810319870710373,
-0.05631474032998085,
0.24686497449874878,
-0.29344862699508667,
-0.08175241202116013,
-0.1502540409564972,
0.03189156949520111,
-0.21783162653446198,
-0.0316685251891613,
0.0770697370171547,
0.011430091224610806,
-0.20418010652065277,
0.12323997914791107,
-0.05420595780014992,
-0.06644335389137268,
0.017708318307995796,
-0.031245650723576546,
-0.069255530834198,
0.029646968469023705,
-0.010673110373318195,
-0.043574053794145584,
0.04528564214706421,
-0.010181069374084473,
0.17210781574249268,
-0.11144612729549408,
-0.03275112062692642,
-0.01416890136897564,
-0.11918938905000687,
0.16780740022659302,
-0.04347151517868042,
-0.07990653067827225,
-0.1383093297481537,
-0.07701651751995087,
0.13612787425518036,
0.06718118488788605,
-0.03026001900434494,
-0.10584010183811188,
0.1504666954278946,
0.04537953436374664,
-0.04277321323752403,
-0.07999415695667267,
-0.05302651226520538,
0.06232829764485359,
-0.06967832148075104,
0.006939463783055544,
0.03764990344643593,
-0.16889509558677673,
-0.0128104779869318,
-0.12893931567668915,
0.004090023227035999,
-0.10927903652191162,
0.02363210916519165,
-0.0021094942931085825,
0.09061166644096375,
-0.15584534406661987,
0.10387682914733887,
-0.05615909397602081,
-0.08126594126224518,
-0.12864066660404205,
-0.10040390491485596,
0.049997348338365555,
-0.06948837637901306,
-0.2262738049030304,
0.07372745871543884,
-0.0751219317317009,
-0.023589715361595154,
0.0006566792726516724,
0.015917714685201645,
0.015185697935521603,
0.1439286172389984,
-0.048737782984972,
0.04775804653763771,
-0.03251831233501434,
-0.08096536993980408,
0.11022157967090607,
0.08137879520654678,
0.06090184673666954,
-0.00013641569239553064,
-0.08019585907459259,
0.029292188584804535,
0.0633009821176529,
-0.12884356081485748,
0.08761142194271088,
0.026820791885256767,
-0.08458266407251358,
0.07295160740613937,
0.15415427088737488,
-0.0795522928237915,
0.11442394554615021,
0.02001115493476391,
0.09106463938951492,
-0.016615290194749832,
-0.21292705833911896,
0.10298934578895569,
0.05502275377511978,
0.0073677487671375275,
-0.2833021283149719,
0.02874218113720417,
-0.11885728687047958,
0.14102113246917725,
0.07653405517339706,
0.09427811205387115,
-0.18969523906707764,
0.029876410961151123,
0.09227520227432251,
-0.013809707947075367,
-0.19043710827827454,
0.2721906006336212,
-0.09463087469339371,
0.16874489188194275,
-0.0929885283112526,
-0.20977464318275452,
0.11410222947597504,
-0.24532605707645416,
0.1033991351723671,
-0.10767566412687302,
0.1346479207277298,
0.04692460969090462,
-0.06546223908662796,
-0.06456930190324783,
-0.016968602314591408,
-0.17973142862319946,
0.006486006546765566,
0.12100864946842194,
0.16770276427268982,
0.09269894659519196,
-0.02782367542386055,
0.08303628861904144,
-0.01005392987281084,
0.12554210424423218,
-0.0039508226327598095,
0.06577645242214203,
-0.16509583592414856,
0.04058369994163513,
-0.1464710533618927,
0.06944134086370468,
0.004074519500136375,
0.030400428920984268,
-0.23784418404102325,
-0.16445674002170563,
0.17691773176193237,
-0.04592552036046982,
-0.12712617218494415,
-0.0823761522769928,
0.09494348615407944,
0.1738746613264084,
0.09308170527219772,
-0.06952536106109619,
-0.018745578825473785,
0.057547252625226974,
0.07872483134269714,
0.09157146513462067,
0.04403744265437126,
0.016956856474280357,
-0.09269630163908005,
-0.029361916705965996,
-0.06743098795413971,
-0.28720706701278687,
0.07613074034452438,
0.005947081837803125,
-0.04800977557897568,
0.05805841088294983,
-0.22678130865097046,
0.00736323744058609,
-0.036018453538417816,
-0.09721697121858597,
0.21445755660533905,
0.14375033974647522,
-0.037552669644355774,
0.07481253147125244,
0.047465730458498,
0.12795665860176086,
0.0499894879758358,
0.3371717631816864,
0.1206621453166008,
0.04664211347699165,
0.07534867525100708,
0.11638755351305008,
-0.1137082502245903,
-0.01809467002749443,
0.027630813419818878,
-0.07026474177837372,
0.10068340599536896,
-0.033441174775362015,
-0.02745586819946766,
-0.09059090167284012,
-0.016674429178237915,
-0.09251946210861206,
-0.1066908910870552,
-0.14217059314250946,
-0.0029501612298190594,
-0.10616209357976913,
-0.12213589251041412,
0.23970355093479156,
-0.06059916317462921,
0.09325772523880005,
-0.027130169793963432,
0.08298519998788834,
-0.11706145107746124,
-0.025369465351104736,
0.02586756832897663,
-0.10644304752349854,
0.07422038167715073,
0.011267676949501038,
0.040812499821186066,
0.11823710054159164,
-0.12311052531003952,
0.036918528378009796,
-0.09282504767179489,
-0.07867162674665451,
0.09925122559070587,
0.00831183698028326,
0.07572954893112183,
0.18012267351150513,
-0.11015387624502182,
0.25394564867019653,
0.0647750273346901,
-0.010540131479501724,
-0.14140892028808594,
0.09216330945491791,
0.14021435379981995,
-0.07399103045463562,
0.030010830610990524,
-0.0632258877158165,
0.026569640263915062,
-0.31273141503334045,
0.09507186710834503,
0.048706747591495514,
0.03564697876572609,
0.0877167135477066,
0.044927213340997696,
0.0967792421579361,
-0.12211425602436066,
-0.1670200675725937,
0.09019871801137924,
0.036771178245544434,
-0.01080002449452877,
0.07695483416318893,
0.17063258588314056,
0.04803616926074028,
-0.10535462200641632,
0.06133848801255226,
0.10331029444932938,
-0.0652971938252449,
0.12990865111351013,
0.06802456825971603,
0.031069843098521233,
-0.06295310705900192,
-0.0010956355836242437,
-0.042811691761016846,
0.05890437588095665,
-0.03734767809510231,
-0.0005172397359274328,
0.023220261558890343,
-0.13965068757534027,
-0.07897917926311493,
-0.0788731500506401,
0.023132644593715668,
0.04229813814163208,
0.0890314057469368,
-0.07917604595422745,
-0.03219835087656975,
0.1405557245016098,
-0.03651417791843414,
-0.04889789968729019,
0.03253275156021118,
-0.08247864246368408,
-0.03458242863416672,
-0.04264979436993599,
-0.04301273822784424,
-0.09590031951665878,
0.13572357594966888,
0.0012255808105692267,
0.16827429831027985,
0.0843420997262001,
-0.09352738410234451,
0.03125839680433273,
-0.28809845447540283,
0.08971253037452698,
-0.049394357949495316,
0.11219234764575958,
-0.16251173615455627
] |
[
-0.6405137181282043,
-0.40237531065940857,
-0.4379032552242279,
0.4858168959617615,
0.026843443512916565,
0.8250871896743774,
0.591051459312439,
0.49869590997695923,
-0.05352409556508064,
-0.5380819439888,
-0.030063176527619362,
0.1934276521205902,
-0.17665459215641022,
-0.2884982228279114,
0.21587994694709778,
0.6314683556556702,
0.07805005460977554,
0.01826055534183979,
0.7228599190711975,
-0.17166107892990112,
0.09680569171905518,
-0.02651747688651085,
0.3800112009048462,
0.005414656829088926,
-0.27775484323501587,
-0.3200223743915558,
-0.5080534815788269,
-0.2075829803943634,
-0.3583580255508423,
0.2830114960670471,
-0.5827750563621521,
0.12257585674524307,
0.436928391456604,
0.3532000184059143,
0.564717710018158,
0.048827674239873886,
-0.07594364136457443,
-0.12622830271720886,
0.053892455995082855,
0.07402795553207397,
-0.5602610111236572,
0.11546620726585388,
0.21992602944374084,
0.2670930027961731,
0.18983040750026703,
-0.04674329236149788,
-1.2200636863708496,
0.3175443112850189,
-0.17276346683502197,
-0.8183501362800598,
-0.5250676274299622,
-0.19748036563396454,
0.3238544166088104,
0.5963900089263916,
0.11509183794260025,
-0.107943594455719,
0.35183751583099365,
0.2924298644065857,
-0.15422554314136505,
0.19241882860660553,
0.8530176877975464,
0.5063220262527466,
0.34927883744239807,
0.2658578157424927,
-0.23652294278144836,
0.05941621586680412,
0.42366692423820496,
0.050829172134399414,
-0.19484123587608337,
-0.711532711982727,
0.17822271585464478,
0.7535077333450317,
0.14014923572540283,
0.10093405097723007,
-0.3228948712348938,
0.20055116713047028,
-0.19007807970046997,
0.28901323676109314,
0.10063039511442184,
-0.03848069906234741,
-0.1955675482749939,
-0.8078544735908508,
0.04586132615804672,
-0.11808034032583237,
-0.24477964639663696,
-0.40330132842063904,
0.8196008801460266,
-0.13639597594738007,
-0.9123497605323792,
0.4288228750228882,
-0.7800590991973877,
0.031614482402801514,
0.29552367329597473,
0.5088914632797241,
0.5439472794532776,
-0.18054720759391785,
-0.21971161663532257,
-0.05083504319190979,
0.6170822978019714,
-0.712860107421875,
-0.5503864288330078,
-0.9498862028121948,
-0.5838750004768372,
-0.03559653460979462,
-0.6456656455993652,
0.021811138838529587,
-1.0994744300842285,
0.11977823823690414,
-0.3225787580013275,
0.3308296799659729,
-0.7427442669868469,
-0.19227683544158936,
0.3549487292766571,
0.19111023843288422,
-0.39548635482788086,
-0.023019053041934967,
-0.0343155562877655,
-0.17994794249534607,
-0.1811835765838623,
-0.1845594048500061,
-0.005594165064394474,
0.1260816603899002,
-0.17074158787727356,
0.2197311520576477,
-0.20783691108226776,
0.035901594907045364,
-0.366798460483551,
0.30805057287216187,
-0.12659867107868195,
0.17417366802692413,
-0.03723131865262985,
-0.23911958932876587,
-0.2008027583360672,
0.026582183316349983,
-0.21551357209682465,
-0.5486097931861877,
-0.21325384080410004,
0.052347972989082336,
-0.03783343732357025,
0.07125475257635117,
-0.13377344608306885,
0.008458757773041725,
0.27349352836608887,
-0.34788942337036133,
0.39084601402282715,
-0.6821686029434204,
-0.6143672466278076,
0.24633195996284485,
-0.7538977265357971,
0.05913751944899559,
0.25489965081214905,
0.35555312037467957,
-0.1638355553150177,
0.3167976140975952,
0.3675808012485504,
0.3050578832626343,
0.007362578995525837,
-0.15388232469558716,
-0.3047502338886261,
-0.0821155235171318,
0.35859501361846924,
0.6810493469238281,
0.2259669452905655,
-0.08428235352039337,
0.7316536903381348,
-0.22368060052394867,
-0.6080368161201477,
0.48941099643707275,
-0.19647999107837677,
0.2771236002445221,
-0.5139791965484619,
-0.662840723991394,
0.27492234110832214,
-0.1847514808177948,
-0.250088095664978,
0.48996007442474365,
0.2121702879667282,
0.3231496810913086,
0.4580309987068176,
-0.3447554409503937,
-0.23925529420375824,
0.034911416471004486,
-0.20812639594078064,
0.06909839808940887,
0.10304594039916992,
-0.3709271252155304,
0.7266157865524292,
-0.01675555296242237,
0.24747776985168457,
-0.05028047785162926,
-0.44722867012023926,
0.11035291850566864,
0.42860254645347595,
0.007925187237560749,
0.03177899494767189,
-0.14207139611244202,
0.025058120489120483,
-0.006179651711136103,
-0.5869449973106384,
-0.5620450377464294,
-0.08105451613664627,
-0.01896088942885399,
0.08508529514074326,
-0.06164143607020378,
-0.6453149318695068,
0.2898566424846649,
-0.19194786250591278,
-0.8347829580307007,
-0.17305921018123627,
0.16413678228855133,
-0.01736634038388729,
0.29173094034194946,
-0.31920695304870605,
0.2484014332294464,
0.03193426504731178,
-0.05750153586268425,
-0.5523152947425842,
-0.37817129492759705,
-0.031182529404759407,
0.010498217307031155,
0.6141337156295776,
0.005562508013099432,
0.5754885673522949,
0.09742695093154907,
0.24905730783939362,
0.595888614654541,
0.3569446802139282,
-0.04178495332598686,
0.2616642415523529,
-0.33417198061943054,
-0.44338324666023254,
-0.18796509504318237,
-0.07724089920520782,
0.09030621498823166,
-0.18053226172924042,
-0.038269173353910446,
0.2791324555873871,
-0.3814674913883209,
0.440965473651886,
-0.4539218246936798,
-0.437311589717865,
0.27674201130867004,
-0.39244967699050903,
0.32035577297210693,
-0.34466156363487244,
0.2573222815990448,
0.030993448570370674,
0.2983739972114563,
-0.009839211590588093,
-0.38673514127731323,
0.11693607270717621,
-0.066309355199337,
-0.4121782183647156,
-0.1592489331960678,
0.7279937863349915,
-0.3668922781944275,
-0.6626343131065369,
-0.6304081082344055,
0.43349120020866394,
0.1777256727218628,
-0.11462395638227463,
0.4747953712940216,
0.04924236983060837,
-0.6568655371665955,
0.10712870955467224,
-0.2694474160671234,
-1.0508304834365845,
-1.1156034469604492,
0.39187684655189514,
-0.21080021560192108,
0.3013175129890442,
-0.02215932123363018,
-0.2811366319656372,
-0.37139707803726196,
-0.48152124881744385,
0.3146005868911743,
-0.023905877023935318,
0.2040567845106125,
-0.2825774848461151,
-0.6946139335632324,
0.10420634597539902,
0.7348901629447937,
-0.4308755397796631,
-0.3500937521457672,
-0.7078908085823059,
0.032581526786088943,
-0.06528077274560928,
-0.14389154314994812,
0.4443519115447998,
-0.3639358878135681,
-0.5161067247390747,
0.380062073469162,
0.3595781922340393,
0.2841747999191284,
-0.1788645088672638,
-0.1404784470796585,
-0.35559791326522827,
0.7628968358039856,
0.7743830680847168,
-0.26581716537475586,
0.2301884889602661,
0.248964324593544,
0.04240370914340019,
0.33601459860801697,
0.686220645904541,
-0.11663446575403214,
0.05191066861152649,
0.05023445561528206,
-5.926717758178711,
0.15985824167728424,
0.41227540373802185,
0.03696600720286369,
-0.06717564165592194,
-0.685660183429718,
-0.4523402154445648,
-0.00650072330608964,
0.6943573951721191,
-0.029640253633260727,
-0.2096613347530365,
-0.25302255153656006,
-0.2442178875207901,
0.3812408447265625,
0.215958833694458,
0.19777575135231018,
0.4026188850402832,
-0.5023983120918274,
0.30367109179496765,
0.43691158294677734,
0.02853456512093544,
0.1861387938261032,
-0.08519032597541809,
0.40896081924438477,
-0.1732265204191208,
0.446936696767807,
-0.3138706386089325,
0.4826297461986542,
-0.7074016332626343,
-0.14766176044940948,
-0.5846761465072632,
-0.09030564874410629,
-0.591183602809906,
-0.501499593257904,
-0.005868382286280394,
0.3856718838214874,
-0.028344735503196716,
-0.19734036922454834,
0.5262187719345093,
0.26671701669692993,
-0.3591674566268921,
0.4326573610305786,
-0.2670843005180359,
0.5088358521461487,
0.3468944728374481,
0.278751939535141,
0.9903849363327026,
0.050294771790504456,
-0.24699676036834717,
0.21231505274772644,
0.2671973407268524,
0.200454980134964,
0.8399147987365723,
-0.1555546373128891,
0.14770430326461792,
0.22617369890213013,
-0.34804847836494446,
-0.7687944769859314,
0.28784874081611633,
-0.1287899911403656,
-0.20163242518901825,
-0.1705934703350067,
0.31160253286361694,
0.3891797363758087,
-0.6762845516204834,
-0.03927423804998398,
-0.24367013573646545,
0.7660377025604248,
0.6083751916885376,
-0.11142442375421524,
0.4186219871044159,
0.13385175168514252,
-0.10049636662006378,
-0.7557066679000854,
-0.07680846005678177,
-0.09487045556306839,
-0.030416471883654594,
-0.056824762374162674,
-0.49155884981155396,
-0.19291633367538452,
-0.1154153123497963,
-0.0441974475979805,
0.0636155754327774,
0.12494843453168869,
0.5879583358764648,
-0.5662126541137695,
0.04872671514749527,
0.01690656691789627,
-0.14738738536834717,
0.15299998223781586,
-0.4060676395893097,
-1.2508771419525146,
0.4381316006183624,
-0.48191437125205994,
0.8022720813751221,
0.5865172743797302,
-0.029726622626185417,
0.0035025940742343664,
0.30741146206855774,
-0.19067350029945374,
0.10247617214918137,
0.15762104094028473,
-0.29479309916496277,
0.2469588965177536,
-0.14295031130313873,
0.6153372526168823,
-0.2612922787666321,
0.410405695438385,
0.3434380888938904,
-0.9637153744697571,
0.37005409598350525,
0.8671360015869141,
-0.07724590599536896,
0.5419739484786987,
-0.22870415449142456,
-0.195687398314476,
-0.13765989243984222,
-0.11901091784238815,
-0.3170420229434967,
-0.813113808631897,
-0.09001196175813675,
0.2522040605545044,
-0.1321377009153366,
-0.44381189346313477,
-0.1272321492433548,
0.337159663438797,
-0.034877993166446686,
-0.18754339218139648,
0.10602138191461563,
0.9518159627914429,
0.4172194004058838,
0.08056331425905228,
0.23670290410518646,
-0.26023632287979126,
0.598850429058075,
0.0900973454117775,
0.13066397607326508,
-0.677077054977417,
-0.3661991357803345,
0.04574254900217056,
0.3012562394142151,
0.02984621934592724,
-0.04079459235072136,
-0.1463468372821808,
0.3255300521850586,
-0.3803701400756836,
0.16178934276103973,
-0.2730391025543213,
-0.1169378012418747,
-0.32213449478149414,
-0.026793222874403,
-0.11395637691020966,
0.5738397836685181,
-0.14538982510566711,
-0.12061220407485962,
-0.4149736762046814,
-0.04234865680336952,
-0.3475729525089264,
-0.343759149312973,
-0.43574774265289307,
0.4395364224910736,
-0.5820834040641785,
-0.03472289443016052,
0.03676805645227432,
0.13348166644573212,
-0.3336793780326843,
-0.10264715552330017,
0.0874810665845871,
0.27708879113197327,
-0.2545282542705536,
-0.018138179555535316,
-0.6050015687942505,
0.09920167922973633,
0.16164147853851318,
0.14675846695899963,
0.012121990323066711,
-0.3198172152042389,
0.01902514323592186,
-0.26108139753341675,
0.07013783603906631,
-0.22209352254867554,
-0.2217928171157837,
-0.3744063675403595,
0.4201135039329529,
-0.04484299197793007,
0.3405519723892212,
-0.7450613975524902,
0.024716639891266823,
0.45330923795700073,
0.6937953233718872,
0.0752611756324768,
-0.832017183303833,
-0.045036546885967255,
0.5537779331207275,
-0.18164633214473724,
-0.35486695170402527,
0.25607869029045105,
-0.2295973151922226,
-0.02589963562786579,
-0.12025386095046997,
0.1403854638338089,
-0.2387540489435196,
-0.2451774626970291,
0.13782870769500732,
-0.5679054260253906,
-0.41225868463516235,
0.4581570625305176,
-0.20775218307971954,
-0.23662292957305908,
0.04961321875452995,
-0.18901465833187103,
-0.6870233416557312,
-0.5773178935050964,
0.18307825922966003,
-0.2945728302001953,
-0.38617920875549316,
-0.22496278584003448,
0.015849879011511803,
-0.268669992685318,
-0.2749374806880951,
0.03696984052658081,
-0.8148856163024902,
-0.38810479640960693,
-0.025172395631670952,
-0.1502196341753006,
0.04896705970168114,
0.22394172847270966,
-0.05397177115082741,
0.2469419240951538,
-0.03264225274324417,
-0.42337819933891296,
1.041951298713684,
-0.23077920079231262,
0.5565585494041443,
-0.31003889441490173,
0.608592689037323,
-0.7702485918998718,
0.08621510863304138,
-0.6096031665802002,
-0.02853826992213726,
0.29969823360443115,
0.2085707187652588,
-0.4000083804130554,
0.6077346205711365,
-0.518153965473175,
0.34654539823532104,
0.28409817814826965,
-0.6033403873443604,
-0.05450035631656647,
0.4529287815093994,
-0.6848151683807373,
0.0723842903971672,
0.20467908680438995,
-0.10367891937494278,
0.44089752435684204,
-0.36706554889678955,
0.18545079231262207,
-0.10165735334157944,
0.12503987550735474,
-0.046692509204149246,
-0.07009854167699814,
0.18909285962581635,
0.35962802171707153,
0.08282849192619324,
0.04460080713033676,
0.0568276047706604,
0.6421523094177246,
0.2641369700431824,
0.06410586833953857,
0.27596914768218994,
0.29972729086875916,
-0.7036498188972473,
-0.16414666175842285,
0.033663712441921234,
0.07351209223270416,
0.20434892177581787,
-0.46359142661094666,
-0.5439566373825073,
-0.9238333106040955,
0.7518335580825806,
-0.23520536720752716,
0.1129995658993721,
-0.23092907667160034,
0.11087613552808762,
-0.09935221821069717,
-0.9354085326194763,
0.16645683348178864,
0.17975454032421112,
-0.5378636717796326,
-0.5492104291915894,
0.41337937116622925,
0.5800880789756775,
0.10638631135225296,
-0.33817175030708313,
0.5746670961380005,
-0.022355975583195686,
-0.2026936411857605,
0.31927573680877686,
0.40780094265937805,
-0.05101113021373749,
-0.13658465445041656,
-0.8546320796012878,
-0.2016657441854477,
0.03351324796676636,
-0.1771748811006546,
-0.37395960092544556,
-0.03345078229904175,
-0.6526021361351013,
0.12836319208145142,
0.1983776092529297,
0.6344493627548218,
-0.4830472469329834,
0.00027233120636083186,
0.5377674102783203,
0.24042531847953796,
-0.018643002957105637,
0.20486709475517273,
-0.12828630208969116,
0.4258779287338257,
0.036379870027303696,
-0.12309711426496506,
0.968438446521759,
0.34873682260513306,
-0.10962457954883575,
-0.2355499267578125,
0.5139114856719971,
0.04202704504132271,
0.39189770817756653,
-0.1655423492193222,
0.05406373739242554,
0.7246348261833191,
0.09051239490509033,
0.22606003284454346,
0.4750409722328186,
-0.2502919137477875,
-0.41616392135620117,
0.3024485409259796,
-0.09973996132612228,
0.31970423460006714,
0.7033059597015381,
-0.14586137235164642,
-0.6549742221832275,
0.41837021708488464,
0.5309693217277527,
-0.09886568039655685,
0.3642052412033081,
0.17431573569774628,
0.18348105251789093,
-0.7551875710487366,
0.7793015241622925,
0.3865963816642761,
0.42172300815582275,
0.010295970365405083,
0.6963356733322144,
-0.21687792241573334,
-0.13037286698818207,
0.6820765137672424,
-0.027327176183462143,
-0.17987865209579468,
-0.07623502612113953,
0.5820028185844421,
0.35144758224487305,
0.09853458404541016,
-0.41020703315734863,
-1.1194757223129272,
0.6177181005477905,
0.2997124493122101,
-0.031544096767902374,
-0.06057187542319298,
-0.3863482177257538,
-0.5932437181472778,
-0.016541818156838417,
-0.17606118321418762,
0.8261231780052185,
0.457338809967041,
0.6508395075798035,
-0.0012006243923678994,
0.5394740104675293,
0.15253518521785736,
0.1912892609834671,
-0.43653446435928345,
0.17960892617702484,
-0.6596009135246277,
-0.2381877303123474,
0.01935752108693123,
-0.3261159658432007,
-0.1887521892786026,
0.29278498888015747,
0.3507181704044342,
0.19733290374279022,
-0.1805429607629776,
0.6191128492355347,
0.22348980605602264,
0.17281083762645721,
-0.2651877999305725,
-0.0181918703019619,
0.0824960470199585,
0.4466002881526947,
-0.030238976702094078,
0.28071486949920654,
0.23278141021728516,
0.2960681915283203,
0.18854571878910065,
0.32386285066604614,
-0.22935795783996582,
0.16373533010482788,
-0.31030547618865967,
0.3944079577922821,
-0.10205652564764023,
-0.27200567722320557,
0.2351718693971634,
0.1578563153743744,
-0.4197356700897217,
0.30079665780067444,
0.5369536876678467,
-0.018321508541703224,
-0.19461378455162048,
-0.057749275118112564,
0.5191723704338074,
-0.5366772413253784,
-0.2823029160499573,
-0.30010727047920227,
0.48116350173950195,
0.5730797052383423,
0.4100930392742157,
0.7864708304405212,
-0.25818997621536255,
0.06303063780069351,
-0.14138896763324738,
0.10440759360790253,
-0.022119775414466858,
-0.05415227636694908,
-0.4690716862678528,
-0.0709342360496521,
-0.22036102414131165,
-0.42220842838287354,
0.48474106192588806,
-0.46471768617630005,
0.4343828856945038,
-0.17350706458091736,
-0.04658008739352226,
0.04700089618563652,
0.530000627040863,
-0.028570136055350304,
0.434516042470932,
-0.6207054853439331,
0.6326807737350464,
0.35986989736557007,
-0.19263778626918793,
0.8151133060455322,
-0.0821625366806984,
-0.09531925618648529,
0.04366768151521683,
-0.11371362954378128,
0.5795555710792542,
-0.13917334377765656,
-0.04046087712049484,
-0.2095411717891693,
0.17678895592689514,
0.14281535148620605
] |
|
We construct multi-modal concept representations by concatenating a skip-gram linguistic representation vector with a visual concept representation vector computed using the feature extraction layers of a deep convolutional neural network (CNN) trained on a large labeled object recognition dataset. This transfer learning approach brings a clear performance gain over features based on the traditional bag-of-visual-word approach. Experimental results are reported on the WordSim353 and MEN semantic relatedness evaluation tasks. We use visual features computed using either ImageNet or ESP Game images.
|
[
-0.00279646972194314,
0.009807678870856762,
-0.0013390997191891074,
0.005420748610049486,
-0.03177611157298088,
-0.032040372490882874,
0.009681145660579205,
-0.010409857146441936,
-0.007285802625119686,
0.03159644827246666,
-0.01058848388493061,
0.010739174671471119,
0.023326873779296875,
0.008349956013262272,
0.0158599354326725,
0.008341584354639053,
0.0034966752864420414,
0.007707040291279554,
0.005998364184051752,
0.01814328134059906,
-0.0007414317806251347,
-0.011638407595455647,
0.009058922529220581,
0.01648726500570774,
0.00429327180609107,
0.025179265066981316,
0.005898607429116964,
-0.006275583524256945,
-0.004632458556443453,
-0.041330885142087936,
-0.0030240172054618597,
-0.006865286733955145,
0.012287264689803123,
0.0005049820756539702,
-0.012250475585460663,
0.006198572460561991,
-0.010679925791919231,
0.013935243710875511,
0.02236844226717949,
-0.005221319850534201,
-0.006811600644141436,
-0.008111142553389072,
0.00456347456201911,
0.008298126049339771,
-0.010848182253539562,
-0.012577089481055737,
-0.006527294870465994,
-0.009626016952097416,
-0.011529493145644665,
0.0038152229972183704,
-0.007872821763157845,
-0.01521504670381546,
-0.006029936484992504,
0.020676912739872932,
-0.005998775828629732,
-0.004427880048751831,
0.017941812053322792,
0.010297081433236599,
-0.013787119649350643,
0.01566079817712307,
-0.0310073159635067,
0.03445722535252571,
-0.007167275063693523,
-0.0031759142875671387,
-0.02153853140771389,
-0.06704162806272507,
0.01048108097165823,
0.01101571787148714,
-0.0020151149947196245,
0.006325793918222189,
0.013806789182126522,
0.010875372216105461,
-0.025511836633086205,
0.021113550290465355,
0.015767570585012436,
0.016967955976724625,
-0.00047244803863577545,
0.0015002248110249639,
-0.012478861026465893,
-0.005757373291999102,
-0.016913486644625664,
0.004510026890784502,
-0.004164871759712696,
-0.0048184506595134735,
0.009690563194453716,
-0.0022615506313741207,
-0.008398693986237049,
0.01955706812441349,
0.0023216537665575743,
0.011985324323177338,
0.012107182294130325,
-0.003244444727897644,
-0.03377353027462959,
0.026619721204042435,
-0.026032574474811554,
0.024162277579307556,
0.03462085872888565,
-0.0051263365894556046,
-0.019153635948896408,
0.01137555856257677,
-0.007618723437190056,
0.009575600735843182,
0.020179064944386482,
-0.008260306902229786,
-0.023033995181322098,
0.008921357803046703,
-0.004148265812546015,
0.02349189668893814,
-0.005612252280116081,
0.006032329518347979,
0.01995224505662918,
0.0009898889111354947,
-0.020791230723261833,
0.025483373552560806,
0.004580879583954811,
-0.02603890374302864,
0.01085445936769247,
0.0011504737194627523,
0.0039265211671590805,
-0.018039057031273842,
0.0037348326295614243,
-0.05092012137174606,
0.005279925651848316,
0.011145253665745258,
0.015230664983391762,
0.026088668033480644,
0.005040409509092569,
0.014752199873328209,
0.007155006751418114,
-0.0033201153855770826,
-0.01076572947204113,
0.010803570970892906,
0.010637073777616024,
0.003491319017484784,
-0.027908625081181526,
0.00148885662201792,
0.008972294628620148,
-0.030111806467175484,
0.0023550917394459248,
0.01171327754855156,
0.0018545533530414104,
0.009858776815235615,
0.0008747718529775739,
0.017290594056248665,
0.010243642143905163,
-0.008392115123569965,
-0.005994017235934734,
0.006619974039494991,
-0.013141797855496407,
-0.00251483591273427,
0.009525238536298275,
-0.006968695204705,
0.0022204562555998564,
-0.008753756061196327,
-0.005194537807255983,
0.026782164350152016,
-0.018521390855312347,
0.013450147584080696,
-0.005765061359852552,
0.0005659275921061635,
0.00535714253783226,
0.00443602167069912,
0.017628492787480354,
0.008882768452167511,
0.001502533326856792,
0.00517968600615859,
0.00374165759421885,
0.012420675717294216,
-0.0068964967504143715,
0.0018434686353430152,
-0.007941384799778461,
0.022040899842977524,
-0.008033179678022861,
0.004687126260250807,
-0.001049758750014007,
-0.005960114765912294,
0.03637776896357536,
0.003555586561560631,
-0.014611312188208103,
0.06679875403642654,
0.006901165004819632,
-0.012103893794119358,
0.013519092462956905,
-0.004759141709655523,
0.007567746564745903,
-0.025668010115623474,
0.0011709567625075579,
0.005095486529171467,
0.00041488101123832166,
0.0004418713506311178,
-0.0060172309167683125,
-0.025525670498609543,
0.02734222449362278,
-0.006883074063807726,
0.00043509036186151206,
0.003741862252354622,
-0.017924539744853973,
0.00043024917249567807,
0.0018400870030745864,
0.006313050165772438,
0.007636819034814835,
-0.0027839045505970716,
0.004410231485962868,
0.013251293450593948,
-0.03695731610059738,
0.008490627631545067,
0.018462974578142166,
0.007220880128443241,
0.0005546241300180554,
0.005877676419913769,
0.020642919465899467,
-0.011127895675599575,
-0.009036613628268242,
-0.01528274454176426,
-0.007450510747730732,
0.00417000986635685,
-0.019543254747986794,
0.009758791886270046,
0.014605234377086163,
-0.008417756296694279,
-0.005458899307996035,
-0.0077232252806425095,
0.018941575661301613,
-0.025817174464464188,
0.031090259552001953,
-0.005469496827572584,
-0.006167699117213488,
0.006065425928682089,
0.009032797068357468,
-0.006001145578920841,
0.0027166951913386583,
-0.009453493170440197,
-0.011251876130700111,
-0.004607896786183119,
0.027026105672121048,
-0.005176904145628214,
0.01110940519720316,
-0.01451057568192482,
0.007526940666139126,
-0.013488102704286575,
-0.013593059033155441,
-0.024269642308354378,
0.00007047264080028981,
-0.035344310104846954,
-0.005127721466124058,
-0.0007698609260842204,
0.013992100022733212,
-0.0006357146776281297,
0.0007454578299075365,
-0.020043108612298965,
0.002963100327178836,
0.009799904190003872,
0.00950620323419571,
-0.012938408181071281,
0.004689218010753393,
-0.0051533994264900684,
0.006653205957263708,
0.010983282700181007,
0.02526664361357689,
0.009390303865075111,
-0.006225502584129572,
0.0038189960177987814,
-0.01721583493053913,
-0.004475969355553389,
-0.0006921363528817892,
0.028211690485477448,
0.008973648771643639,
0.005285176914185286,
-0.013701225630939007,
0.013801812194287777,
0.00784971471875906,
-0.013869787566363811,
-0.0022096268367022276,
-0.08113101124763489,
-0.0087050199508667,
0.005970711819827557,
0.006313393358141184,
0.010388716123998165,
-0.012529679574072361,
0.0003539596509654075,
0.010130236856639385,
-0.01691809855401516,
0.011398473754525185,
-0.0034901020117104053,
0.028760507702827454,
-0.018173836171627045,
0.02759873867034912,
0.027670640498399734,
-0.01389226596802473,
0.022943777963519096,
0.015050745569169521,
0.0030586353968828917,
-0.008649658411741257,
-0.01603570766746998,
-0.000681901175994426,
0.0008260790491476655,
-0.006416624411940575,
-0.015428634360432625,
0.024989580735564232,
0.0006516237044706941,
-0.0039602923206985,
-0.0013014217838644981,
-0.0008481873665004969,
0.014949223957955837,
-0.022992316633462906,
0.012517151422798634,
-0.013619697652757168,
0.005057371687144041,
-0.015071449801325798,
-0.005730742588639259,
-0.005673747044056654,
-0.0031692213378846645,
0.01669270731508732,
0.005715790670365095,
0.0024893726222217083,
0.014171550050377846,
0.009608089923858643,
0.011143584735691547,
0.030794968828558922,
-0.017367340624332428,
0.015867361798882484,
0.017814770340919495,
-0.0033061543945223093,
0.019044388085603714,
-0.0005242149927653372,
-0.007387572433799505,
0.013714727945625782,
-0.0036102773156017065,
-0.015318509191274643,
-0.006313774269074202,
-0.018725628033280373,
-0.006170806474983692,
-0.00015745576820336282,
0.015603670850396156,
-0.017239678651094437,
0.010944864712655544,
0.009673608466982841,
-0.006134066730737686,
-0.02645527571439743,
0.020001349970698357,
0.005999118089675903,
0.01440609060227871,
-0.006692167371511459,
0.01876993104815483,
-0.01698436588048935,
-0.031027529388666153,
-0.004397697281092405,
0.005492344498634338,
-0.018292371183633804,
-0.014664301648736,
-0.01388485822826624,
0.010732854716479778,
-0.0018609983380883932,
-0.02673681080341339,
0.012889104895293713,
0.00783445406705141,
-0.014819123782217503,
-0.008451479487121105,
-0.010399699211120605,
0.0032500752713531256,
-0.00302081904374063,
0.011392385698854923,
-0.01098666526377201,
0.0017820278881117702,
0.013894843868911266,
0.006994018796831369,
0.007092778570950031,
-0.008407896384596825,
-0.006645876448601484,
0.00418851338326931,
0.004828143399208784,
0.00921888928860426,
0.009730925783514977,
0.023755015805363655,
-0.003420694265514612,
0.004830493126064539,
-0.012517367489635944,
0.0032333999406546354,
0.007623456884175539,
0.0035540980752557516,
-0.020619258284568787,
0.01212734542787075,
-0.0018732415046542883,
-0.03416205197572708,
-0.012054524384438992,
-0.012439810670912266,
0.009341997094452381,
0.005327632185071707,
0.018478378653526306,
-0.014841858297586441,
-0.03634975850582123,
0.0724869892001152,
0.000979156233370304,
0.0007428125245496631,
-0.01537487842142582,
-0.01695953868329525,
-0.012957640923559666,
-0.01342488918453455,
0.006372588220983744,
-0.021863237023353577,
-0.0061167385429143906,
0.012439608573913574,
0.0027237660251557827,
-0.008798012509942055,
0.028329188004136086,
0.0037000977899879217,
0.0030905245803296566,
-0.007148733828216791,
0.004800234921276569,
0.004979253280907869,
0.009017379023134708,
-0.007321441546082497,
0.008424852974712849,
0.003928693011403084,
0.011623553931713104,
0.002592958277091384,
-0.03271232545375824,
0.022075803950428963,
-0.016442732885479927,
0.01466327253729105,
0.008991193026304245,
-0.002873207675293088,
0.0047316416166722775,
-0.007981094531714916,
0.010802811942994595,
0.0021711415611207485,
0.024426067247986794,
-0.01760830543935299,
0.008496790193021297,
-0.002869450720027089,
0.006947310175746679,
0.019366929307579994,
-0.013868629932403564,
0.002613790798932314,
0.017633941024541855,
-0.013851804658770561,
-0.01736251637339592,
0.017711324617266655,
-0.0013085176469758153,
-0.010109375230967999,
0.003764532506465912,
-0.009731915779411793,
0.01889657974243164,
0.012999855913221836,
0.029797689989209175,
0.010138630867004395,
-0.011370587162673473,
0.013887972570955753,
0.004759624134749174,
0.007649515755474567,
-0.010710949078202248,
-0.011918839067220688,
-0.04814622178673744,
-0.008826782926917076,
-0.008536840789020061,
-0.0025883358903229237,
-0.029137160629034042,
0.009590464644134045,
-0.006751843262463808,
0.00903054978698492,
-0.0030426925513893366,
-0.007352819666266441,
0.005795023869723082,
-0.01156613789498806,
-0.009614857845008373,
-0.00984600093215704,
-0.008480328135192394,
0.008205320686101913,
-0.013034695759415627,
0.012269679456949234,
0.0043232375755906105,
0.024260055273771286,
-0.0145944245159626,
-0.008784538134932518,
-0.026829497888684273,
-0.0019525297684594989,
-0.019368840381503105,
-0.007267792243510485,
-0.075352743268013,
0.007890740409493446,
0.0011733268620446324,
-0.004025351721793413,
0.004609597381204367,
0.030792785808444023,
0.0014128244947642088,
-0.0035577651578933,
0.012973754666745663,
-0.0012881546281278133,
0.031464580446481705,
-0.008452881127595901,
-0.004801539704203606,
-0.006939310114830732,
0.00649776216596365,
0.005330590531229973,
-0.02405242808163166,
0.0018575383583083749,
0.012203333899378777,
0.013470714911818504,
-0.006942139472812414,
-0.0014566532336175442,
-0.00501912459731102,
-0.005364051554352045,
-0.010608299635350704,
-0.08141692727804184,
-0.003347061574459076,
0.0009993283310905099,
-0.014213190414011478,
-0.0077502974309027195,
-0.0063969227485358715,
0.022950831800699234,
-0.003129444783553481,
-0.0065132263116538525,
-0.009135866537690163,
-0.015026988461613655,
-0.007953692227602005,
0.006049543619155884,
0.0028622110839933157,
-0.009435988962650299,
-0.0012828924227505922,
0.004845759365707636,
-0.024609213694930077,
-0.0065165068954229355,
0.026107123121619225,
-0.0094365319237113,
-0.01499298494309187,
-0.010634251870214939,
0.01059249509125948,
-0.008723900653421879,
-0.025276601314544678,
-0.012649250216782093,
0.01027688104659319,
-0.0060836621560156345,
-0.025045113638043404,
0.01969664730131626,
-0.0010747590567916632,
-0.016212012618780136,
-0.003110286081209779,
-0.020179089158773422,
-0.01291815098375082,
-0.0165376216173172,
-0.0018837309908121824,
0.0028567020781338215,
-0.019332893192768097,
-0.0030284239910542965,
-0.0015564769273623824,
-0.002821525325998664,
0.010404615662992,
-0.01248122937977314,
-0.011255593039095402,
0.0022325750906020403,
-0.006504803895950317,
0.01842164248228073,
0.0034864917397499084,
0.007732097990810871,
0.01746249943971634,
0.011556490324437618,
-0.019444990903139114,
0.010675301775336266,
0.026272185146808624,
-0.0021900383289903402,
0.011863264255225658,
0.021762067452073097,
0.0026675371918827295,
-0.0029558618552982807,
0.03445327654480934,
-0.020051943138241768,
0.07185342162847519,
-0.01868041791021824,
0.014085675589740276,
0.011532223783433437,
-0.007379411719739437,
-0.0003482284664642066,
-0.017532849684357643,
-0.007396181579679251,
0.0029435292817652225,
-0.006143038161098957,
0.008898121304810047,
0.011485164053738117,
0.0026231890078634024,
0.007193803321570158,
0.011845652014017105,
-0.013627071864902973,
0.002692196751013398,
-0.010664540342986584,
0.008688288740813732,
-0.01662483625113964,
-0.012968589551746845,
0.0044371699914336205,
-0.011994175612926483,
0.007290612440556288,
0.0286562442779541,
0.0016381196910515428,
-0.027532346546649933,
0.0015939801232889295,
-0.02443647012114525,
-0.02294360101222992,
-0.009834064170718193,
0.006562086753547192,
-0.00047866650857031345,
-0.0003568597312550992,
0.04683169350028038,
-0.0035215141251683235,
0.025792695581912994,
0.003195717465132475,
-0.012779219076037407,
-0.01589188538491726,
-0.01874733529984951,
0.005268888548016548,
0.0015748306177556515,
-0.010861960239708424,
0.016534719616174698,
0.017392102628946304,
0.03792845085263252,
-0.017259540036320686,
0.006106148008257151,
0.002642682520672679,
0.009678981266915798,
-0.0022362545132637024,
-0.000020276875147828832,
0.007434682454913855,
0.01998450607061386,
-0.006152332294732332,
0.0010718078119680285,
0.010366286151111126,
-0.02027062140405178,
0.005059715826064348,
0.006094387266784906,
-0.0041357786394655704,
0.02275506965816021,
-0.000811950652860105,
0.00831576157361269,
-0.023335151374340057,
-0.010010681115090847,
-0.014137355610728264,
-0.02536114491522312,
0.013209004886448383,
-0.011282532475888729,
-0.020344512537121773,
0.005484620574861765,
-0.008015874773263931,
0.028828734531998634,
-0.002574982587248087,
-0.017664171755313873,
0.00017670440138317645,
0.0014837781200185418,
0.018280567601323128,
-0.00493435375392437,
-0.00859860796481371,
-0.005922016687691212,
0.015382555313408375,
0.017199579626321793,
-0.010016222484409809,
-0.034382451325654984,
0.026637079194188118,
0.009037296287715435,
0.01122965756803751,
0.012937583960592747,
0.013396147638559341,
0.0016987280687317252,
-0.01637706533074379,
0.004035522695630789,
0.03415226936340332,
0.009679102338850498,
0.004404285456985235,
-0.02653595618903637,
0.01526347640901804,
0.035199590027332306,
-0.008540777489542961,
-0.001571213360875845,
0.003515525721013546,
-0.0038564715068787336,
0.0007679666159674525,
0.001831111847423017,
0.015484611503779888,
0.002161255804821849,
-0.010502382181584835,
0.006882010493427515,
-0.03167468309402466,
0.015234376303851604,
0.009106255136430264,
-0.013347554951906204,
-0.007536826189607382,
-0.0029706538189202547,
0.00602734973654151,
-0.010299883782863617,
-0.008804266341030598,
-0.011705717071890831,
0.000946465996094048,
0.01979042962193489,
0.01927000842988491,
0.0002187206846429035,
-0.027551917359232903,
-0.012650621123611927,
0.0140950046479702,
0.005806945730000734,
0.008788632228970528,
0.02363683469593525,
-0.012078966945409775,
0.005327615886926651,
0.03273530676960945,
0.021678032353520393,
-0.007780015468597412,
0.009535069577395916,
-0.01671219989657402,
0.011582775972783566,
-0.0020655994303524494,
0.03080642782151699,
-0.009703322313725948,
0.00419621542096138,
0.008973607793450356,
0.005565012339502573,
-0.034478433430194855,
0.005202706437557936,
-0.011554662138223648,
0.011075565591454506,
0.017014630138874054,
-0.00023905548732727766,
0.022537000477313995,
0.016449235379695892,
-0.00690403301268816,
0.008534528315067291,
0.003292235778644681,
-0.0031041449401527643,
-0.0020222847815603018,
0.007254434283822775,
0.017443595454096794,
0.0009113396517932415,
0.006998831406235695,
-0.0012487374478951097,
0.002894687233492732,
0.01245398074388504,
0.022500628605484962,
-0.014016570523381233,
0.006523307412862778,
-0.012205286882817745,
-0.0008601928711868823,
-0.004010104574263096,
-0.011484934017062187,
-0.03239944577217102,
0.010018088854849339,
-0.013611383736133575,
-0.012421466410160065,
0.0010100158397108316,
0.012659440748393536,
-0.012293748557567596,
0.016262898221611977,
0.02358354441821575,
-0.025399478152394295,
0.005464446265250444,
-0.008941108360886574,
-0.015492253005504608,
0.011432955041527748,
0.00006291606405284256,
-0.0036881151609122753,
-0.002958840224891901,
0.035150185227394104,
0.01251436211168766,
-0.027550963684916496,
-0.020911527797579765,
-0.010933627374470234,
-0.007515907287597656,
0.004778829403221607,
-0.023288743570446968,
-0.028143540024757385,
0.007964312098920345,
0.002746870508417487,
0.009673940017819405,
-0.014702972956001759
] |
[
-0.05354727804660797,
-0.09864763915538788,
-0.007848408073186874,
0.42361339926719666,
-0.049712762236595154,
0.37908944487571716,
0.13263389468193054,
-0.3772503733634949,
-0.06686888635158539,
-0.9836033582687378,
-0.16162997484207153,
0.7298585772514343,
-0.06545670330524445,
0.10482294857501984,
0.4693141281604767,
0.5097275376319885,
0.348998099565506,
0.11046306043863297,
-0.2649083137512207,
-0.40044453740119934,
-0.32171350717544556,
-0.045827317982912064,
0.3196088969707489,
-0.16650138795375824,
0.1492767333984375,
0.1452953815460205,
0.6672356724739075,
0.3247039318084717,
0.029798509553074837,
-0.11612356454133987,
0.1697806864976883,
0.47985216975212097,
-0.467293918132782,
-0.387191504240036,
-0.07336370646953583,
-0.03382854163646698,
-0.04179811105132103,
0.20193621516227722,
0.09049849212169647,
-0.5999727249145508,
0.0158698633313179,
0.328060120344162,
-0.3675377070903778,
0.28359994292259216,
-0.3413309156894684,
-0.7889039516448975,
-1.6147879362106323,
-0.1528991013765335,
-0.48055028915405273,
-0.15029087662696838,
-0.5497472882270813,
0.3407765030860901,
0.3868353068828583,
0.08372651040554047,
-0.36063864827156067,
0.48294684290885925,
-0.22995533049106598,
-0.4178970456123352,
0.5707931518554688,
-0.38070136308670044,
0.15655307471752167,
-0.021279847249388695,
-0.23317201435565948,
-0.1426902860403061,
-0.24465279281139374,
0.22659800946712494,
0.11913206428289413,
-0.4560093581676483,
-0.631446897983551,
-0.19675381481647491,
0.6838098168373108,
0.015608570538461208,
-0.3451427221298218,
0.23190058767795563,
-0.004639958962798119,
0.14759954810142517,
0.03782425448298454,
-0.1689920723438263,
0.07778388261795044,
-0.194142147898674,
-0.5886190533638,
0.2001766413450241,
0.5453304052352905,
-0.4074658155441284,
0.5214023590087891,
0.6056098341941833,
-0.10512792319059372,
0.7115023136138916,
-0.9144511222839355,
0.15010571479797363,
-0.35731106996536255,
-0.4776670038700104,
0.24639195203781128,
0.6438258290290833,
0.8111350536346436,
0.543136477470398,
0.0819481760263443,
-0.01835835538804531,
0.3191761076450348,
0.4562672972679138,
-0.11791346222162247,
-0.2574947476387024,
0.10806974023580551,
-0.2196875363588333,
-0.4045306146144867,
-0.45056119561195374,
-0.866825520992279,
-0.7621057629585266,
-0.562340497970581,
0.11754968762397766,
-0.348935067653656,
0.24602216482162476,
0.23893046379089355,
0.03686099126935005,
0.10926882922649384,
-0.295602947473526,
0.3535700738430023,
0.35905128717422485,
-0.4779161214828491,
0.6216358542442322,
-0.12168917059898376,
1.3221889734268188,
0.3211296796798706,
0.3344038724899292,
0.15231652557849884,
-0.02727566845715046,
0.3991975486278534,
0.4602428376674652,
-0.18286791443824768,
0.0661817342042923,
0.3938943147659302,
0.8356931209564209,
0.16830457746982574,
0.15866950154304504,
-0.47060877084732056,
-0.15436288714408875,
0.2947676479816437,
-0.035577770322561264,
-0.26276931166648865,
0.09463102370500565,
-0.5165539979934692,
-0.5572957992553711,
-0.09765660017728806,
0.13514594733715057,
0.5243232846260071,
-0.22523252665996552,
-0.16025041043758392,
-0.17519845068454742,
-0.20288103818893433,
0.2822185456752777,
-0.43817830085754395,
0.18885192275047302,
-0.7553180456161499,
0.0067868721671402454,
-0.1413012593984604,
0.8348445892333984,
-0.4313738942146301,
-0.12979494035243988,
-0.05278688669204712,
0.2969921827316284,
0.3879709243774414,
0.13287730515003204,
-0.6993570327758789,
-0.4636567234992981,
-0.028303517028689384,
-0.5014755129814148,
0.15642006695270538,
0.3807470202445984,
-0.014904778450727463,
-0.0484737865626812,
0.40608692169189453,
-0.3295315206050873,
-0.09197504818439484,
-0.4323376417160034,
-0.38195982575416565,
0.16419753432273865,
0.2870889902114868,
0.14243075251579285,
0.5008310675621033,
0.13950327038764954,
-0.7726060748100281,
-0.3430095314979553,
0.034895677119493484,
-0.5234572291374207,
0.09679733216762543,
0.16318020224571228,
0.36991408467292786,
-0.189067542552948,
-0.32924380898475647,
-0.05341007933020592,
-0.25895270705223083,
-0.31224241852760315,
0.6016244292259216,
-0.8983619809150696,
1.605370044708252,
0.23984627425670624,
-0.5339939594268799,
1.0392076969146729,
-0.05663459375500679,
0.10640912503004074,
0.024452775716781616,
-0.1032809242606163,
0.10434815287590027,
-0.3220718204975128,
-0.4709198474884033,
0.20841911435127258,
-0.27601686120033264,
-0.05488959699869156,
-0.892892062664032,
0.14420990645885468,
0.18014127016067505,
-0.22609233856201172,
-0.0745130330324173,
-0.37364503741264343,
0.28912702202796936,
0.210285946726799,
0.03627898171544075,
0.2549905478954315,
-0.21756714582443237,
-0.1267310231924057,
1.1255451440811157,
-0.6044359803199768,
0.3728376626968384,
0.3456684648990631,
-0.22697456181049347,
0.4967084527015686,
0.31915315985679626,
0.6319465041160583,
0.9508916139602661,
-0.986201822757721,
-0.22521041333675385,
-0.3793777823448181,
0.3562774956226349,
-0.6633875370025635,
-0.39242294430732727,
-0.18419000506401062,
0.5220072269439697,
-0.10606790333986282,
0.16868634521961212,
0.07260357588529587,
-0.21526417136192322,
0.4439989924430847,
-0.4421164095401764,
0.05033222585916519,
0.19125092029571533,
-0.4536668062210083,
-0.1744031012058258,
0.10562160611152649,
-0.24749377369880676,
-0.3901650607585907,
0.20941033959388733,
0.41111356019973755,
0.10889298468828201,
-0.5031102895736694,
0.04115520045161247,
-0.03495607525110245,
-0.23666737973690033,
-0.5356968641281128,
0.15732340514659882,
0.17492759227752686,
0.07102278620004654,
-0.042011868208646774,
-0.1273161619901657,
0.03831839561462402,
-0.06042850390076637,
-0.49887946248054504,
-0.849206805229187,
-0.35849443078041077,
0.5441232323646545,
0.6378099322319031,
0.30132079124450684,
-0.3921625018119812,
-0.05208292603492737,
-0.20392580330371857,
0.4554339051246643,
-0.5436074137687683,
0.2824959456920624,
-0.045663021504879,
-0.8964547514915466,
-0.9113214612007141,
-0.20838050544261932,
0.5389342308044434,
0.5803368091583252,
0.05526227504014969,
-0.36606356501579285,
-0.18402418494224548,
-0.07582852989435196,
-0.2918042242527008,
-0.2853364646434784,
-0.351026713848114,
0.1577051877975464,
0.5481823086738586,
-0.3593499958515167,
-0.29771697521209717,
0.42892390489578247,
0.6539856791496277,
-0.10295240581035614,
0.25205597281455994,
0.33783280849456787,
-0.030126843601465225,
-0.27841493487358093,
0.36196571588516235,
0.004847411531955004,
-0.17904320359230042,
0.14273248612880707,
-0.1886732131242752,
-0.537936806678772,
0.6051589846611023,
-5.916470527648926,
-0.3850562870502472,
-0.675278902053833,
0.16941696405410767,
-0.40335190296173096,
-0.15446661412715912,
0.5526087880134583,
-0.1274072527885437,
0.5207176804542542,
-0.07721960544586182,
0.02173442207276821,
0.4650734066963196,
-0.4429129660129547,
0.06281481683254242,
0.462016761302948,
0.08106041699647903,
0.17740635573863983,
-0.03316261246800423,
0.27553901076316833,
0.3449498116970062,
0.07093801349401474,
-0.05439181998372078,
-0.22309653460979462,
0.67594313621521,
0.13382908701896667,
-0.13659720122814178,
-0.9236676096916199,
-0.0759906992316246,
0.1932845562696457,
-0.11229074001312256,
0.010122940875589848,
-0.2535139322280884,
-0.13513943552970886,
-0.2061971127986908,
0.17120876908302307,
0.20362836122512817,
0.6482328772544861,
0.14232511818408966,
0.2714103162288666,
-0.6020350456237793,
0.4463452696800232,
0.7912652492523193,
-0.0889144092798233,
-0.31829437613487244,
0.3063800036907196,
-0.26456570625305176,
-0.3498469293117523,
0.06848666816949844,
0.1165102869272232,
0.5655299425125122,
-0.38284555077552795,
-0.2086988389492035,
0.20847946405410767,
0.2833423316478729,
0.05431543290615082,
-0.3643464148044586,
0.2890496850013733,
0.25469455122947693,
-0.2962799668312073,
0.023763032630085945,
0.44039997458457947,
-0.5983608365058899,
-0.13163520395755768,
-0.8675414323806763,
-0.11299686133861542,
0.061736803501844406,
-0.8199517726898193,
-0.17594170570373535,
-0.24380970001220703,
0.19019640982151031,
-0.4574001133441925,
0.1133916899561882,
-0.02485249936580658,
-0.3547368049621582,
0.46862131357192993,
-0.34064972400665283,
0.30186620354652405,
-0.10108396410942078,
0.07543040066957474,
0.2720288336277008,
-0.03555859997868538,
-0.8332309722900391,
-0.06067691743373871,
0.006912748329341412,
0.02005373127758503,
-0.620039165019989,
-0.09197890013456345,
-0.3526848256587982,
-0.21132662892341614,
0.09897084534168243,
0.5896615982055664,
-0.09101298451423645,
0.08692018687725067,
0.7314676642417908,
0.48854851722717285,
0.1876257210969925,
0.6151143908500671,
0.222408264875412,
0.044557034969329834,
-0.21028898656368256,
0.7021958231925964,
-0.29449042677879333,
-0.390435129404068,
-0.7708119750022888,
0.14772836863994598,
0.656325101852417,
-0.433797687292099,
0.008110394701361656,
0.9417503476142883,
-0.4070664644241333,
-0.26613619923591614,
0.06187645345926285,
-0.4396723210811615,
0.18184638023376465,
0.37852028012275696,
0.23251812160015106,
-0.0270558949559927,
-0.08160502463579178,
0.4617151916027069,
-0.1657637655735016,
0.10940160602331161,
0.06690143048763275,
-0.006402707193046808,
0.35502925515174866,
0.09128354489803314,
-0.46583354473114014,
0.38046032190322876,
0.6879273653030396,
-0.4689123332500458,
-0.4869394600391388,
0.3356189429759979,
-0.08608663827180862,
-0.319149374961853,
0.09434238076210022,
0.39400914311408997,
-0.6706480383872986,
-0.09902814030647278,
0.0335516482591629,
0.04778841510415077,
-0.6739053726196289,
0.5501427054405212,
-0.3699948489665985,
0.01076118741184473,
0.10257415473461151,
-0.198848158121109,
0.027446607127785683,
-0.17936140298843384,
0.09519955515861511,
-0.6213077306747437,
0.3085464537143707,
-0.42600277066230774,
-0.4569753110408783,
-0.03234518691897392,
-0.1942179650068283,
0.023901792243123055,
-0.0246895719319582,
0.33392587304115295,
-0.02250976674258709,
0.7422004342079163,
-0.4738551676273346,
0.3555176258087158,
0.30864226818084717,
-0.9217508435249329,
0.15814486145973206,
0.07955244183540344,
0.13295181095600128,
-0.455345094203949,
-0.007414882071316242,
0.04563256725668907,
0.6786493062973022,
0.16748301684856415,
-0.6780754923820496,
-0.3451581299304962,
-0.540664792060852,
-0.07375390082597733,
-0.1679377406835556,
0.1385539174079895,
-0.01108778640627861,
0.039118457585573196,
0.3093637526035309,
0.20306269824504852,
-0.392862468957901,
0.06530654430389404,
0.5127143859863281,
0.8607116341590881,
0.2300843596458435,
0.05634384602308273,
0.046169981360435486,
-0.5860882997512817,
-0.18470890820026398,
-0.028859993442893028,
0.5464484095573425,
0.5186907649040222,
0.14980219304561615,
-0.3387276232242584,
-0.13427455723285675,
0.03845509886741638,
0.3133013844490051,
0.02435019053518772,
-0.5682603716850281,
0.04652601480484009,
0.5015553832054138,
-0.39331430196762085,
0.5732058882713318,
0.423061728477478,
-0.3636779487133026,
-0.11107692867517471,
0.09023592621088028,
0.011994142085313797,
-0.38738828897476196,
-0.5165362358093262,
-0.21354755759239197,
-0.07752741128206253,
-0.24423788487911224,
-0.19325579702854156,
-0.24525485932826996,
0.45229294896125793,
-0.14454343914985657,
-0.26615026593208313,
0.7051311135292053,
0.18414951860904694,
-0.5726564526557922,
-0.4760478138923645,
0.07476744055747986,
-0.32931452989578247,
0.16377411782741547,
0.24545498192310333,
-0.5677534341812134,
-0.2955397069454193,
0.313057541847229,
0.18876366317272186,
-0.23872718214988708,
0.1682918220758438,
0.37737956643104553,
-0.1819784939289093,
-0.13815781474113464,
-0.3472267985343933,
0.2615589499473572,
0.15613794326782227,
-0.29019561409950256,
0.29147639870643616,
0.6867900490760803,
-0.24600750207901,
-0.06974214315414429,
-0.10260993987321854,
0.2493840456008911,
0.13056957721710205,
-0.3991265594959259,
-0.7435629963874817,
-0.14302662014961243,
-0.0186642874032259,
-0.2749342620372772,
-0.0227588452398777,
-0.03638642653822899,
0.9730153679847717,
0.31337401270866394,
-0.420591801404953,
-0.2812366187572479,
-0.21742689609527588,
0.7290961742401123,
0.04502192139625549,
0.020014258101582527,
-0.4857858717441559,
-0.38961300253868103,
0.14784185588359833,
0.1599627584218979,
-0.07053899765014648,
-0.32249921560287476,
0.43541043996810913,
-0.0981503427028656,
-0.17069967091083527,
-0.08393089473247528,
-0.13206747174263,
0.3006790280342102,
-0.16135701537132263,
-0.44218018651008606,
-0.31119632720947266,
0.37902799248695374,
-0.16447536647319794,
0.26017650961875916,
-0.0357995368540287,
-0.2614462375640869,
0.036282092332839966,
-0.21508373320102692,
0.496025413274765,
-0.1768370121717453,
0.337658554315567,
-0.39314404129981995,
0.420398473739624,
-0.08285980671644211,
-0.24979136884212494,
0.30920684337615967,
-0.5554964542388916,
0.14617981016635895,
-0.06362170726060867,
-0.0029081718530505896,
0.6228677034378052,
-0.052623290568590164,
0.029356535524129868,
-0.10974793136119843,
0.08230049163103104,
0.7502145171165466,
0.4012294411659241,
-0.9960631132125854,
0.4047192633152008,
0.20008328557014465,
0.2685067057609558,
0.3284206986427307,
0.07186292111873627,
0.026753408834338188,
0.22624525427818298,
0.22694937884807587,
0.3507837653160095,
0.18896035850048065,
-0.13733915984630585,
0.22251491248607635,
0.23823842406272888,
-0.14626537263393402,
0.7990915179252625,
0.020736876875162125,
0.19226868450641632,
0.4216367304325104,
0.7404733300209045,
0.026486149057745934,
-0.6515741944313049,
0.7169551849365234,
-0.07024912536144257,
-0.12376940250396729,
0.05311087891459465,
0.4460892379283905,
0.393311083316803,
0.8494378328323364,
-0.5537911057472229,
0.20503030717372894,
0.3061152696609497,
0.04895668104290962,
0.216856449842453,
0.11339870095252991,
-0.15892694890499115,
0.21848265826702118,
0.4469166696071625,
0.15510697662830353,
-0.38410159945487976,
0.0595325268805027,
-0.27020928263664246,
0.12347480654716492,
0.2911206781864166,
0.45566487312316895,
-0.43088003993034363,
0.2888651490211487,
0.47311487793922424,
-0.06667333096265793,
-0.09081371873617172,
0.2536463737487793,
-0.12943391501903534,
-0.5043741464614868,
0.5683098435401917,
-0.2980421781539917,
-0.4897153675556183,
0.4683007597923279,
0.2825947701931,
0.7852826714515686,
0.25993669033050537,
0.008901722729206085,
-0.2593696713447571,
0.05522157624363899,
0.6522496938705444,
0.5181641578674316,
0.33381521701812744,
-0.13227875530719757,
-0.07956398278474808,
0.3442367613315582,
-0.3203907907009125,
0.3121006488800049,
-0.16566932201385498,
-0.34693342447280884,
-0.3292531371116638,
-0.24393898248672485,
-0.15668480098247528,
0.30815762281417847,
0.02844395861029625,
0.2701629102230072,
-0.2691071927547455,
-0.29014915227890015,
0.1282075047492981,
-0.14592859148979187,
0.19202369451522827,
0.3122318685054779,
0.3715129494667053,
0.1331413984298706,
0.10667229443788528,
-0.9314876198768616,
-0.3428286910057068,
0.09084151685237885,
-0.09657545387744904,
0.12358289957046509,
-0.8047459125518799,
1.1416387557983398,
0.0738336518406868,
0.31868216395378113,
0.31206247210502625,
-0.08495309948921204,
0.11992392688989639,
0.5147777795791626,
-0.5856117606163025,
0.13361690938472748,
-0.7912694811820984,
-0.16474013030529022,
-0.6520850658416748,
-0.1186787337064743,
0.6548285484313965,
-0.07432647049427032,
-0.37060680985450745,
-0.43614399433135986,
-0.0786546915769577,
0.4559822976589203,
-0.030482260510325432,
-0.3188157379627228,
0.1015186533331871,
-0.2830434739589691,
-0.15735094249248505,
-0.26780110597610474,
0.7507742047309875,
-0.044415537267923355,
0.3063289225101471,
-0.07415393739938736,
0.18585413694381714,
0.3727976679801941,
-0.22629155218601227,
0.14533305168151855,
0.09947609156370163,
0.19961470365524292,
-0.39282330870628357,
0.5135512948036194,
-0.32499605417251587,
-0.33373120427131653,
-0.3034399449825287,
0.27351710200309753,
0.36826974153518677,
-0.5349106788635254,
-0.1726607382297516,
-0.3622463643550873,
-0.028925584629178047,
0.5327612161636353,
-0.638425350189209,
0.22329480946063995,
-0.0724359005689621,
-0.29166004061698914,
-0.8686891198158264,
0.08509554713964462,
0.04254399985074997,
-0.24757492542266846,
-0.4155038297176361,
0.0692739486694336,
-0.22456413507461548,
0.6075758337974548,
-0.023623133078217506,
-0.8074906468391418,
-0.12143291532993317,
-0.24586695432662964
] |
Aphelenchoides fuchsi sp. n. is described and illustrated from bark and wood samples of a weakened Mondell pine in Kermanshah Province, western Iran. The new species has body length of 332 to 400 µm (females) and 365 to 395 µm (males). Lip region set off from body contour. The cuticle is weakly annulated, and there are four lines in the lateral field. The stylet is 8 to 10 μm long and has small basal swellings. The excretory pore is located ca one body diam. posterior to metacorpus valve or 51 to 62 μm from the head. The postuterine sac well developed (60-90 µm). Spicules are relatively short (15-16 μm in dorsal limb) with apex and rostrum rounded, well developed, and the end of the dorsal limb clearly curved ventrad like a hook. The male tail has usual three pairs of caudal papillae (2+2+2) and a well-developed mucro. The female tail is conical, terminating in a complicated step-like projection, usually with many tiny nodular protuberances. The new species belongs to the Group 2 sensu Shahina, category of Aphelenchoides species. Phylogenetic analysis based on small subunit (SSU) and partial large subunit (LSU) sequences of rRNA supported the morphological results.
|
[
-0.00794251263141632,
0.012677378952503204,
0.00006479310104623437,
0.014702115207910538,
0.006421487778425217,
-0.019587069749832153,
0.007407310418784618,
0.0038366345688700676,
-0.006446865387260914,
-0.00005908147431910038,
-0.0018141809850931168,
0.0053021046333014965,
-0.013666179031133652,
0.002121600089594722,
0.026664184406399727,
0.008298475295305252,
-0.02047218568623066,
-0.004312337841838598,
0.011298801749944687,
-0.0017805977258831263,
-0.013381103053689003,
0.000308232381939888,
0.008098389022052288,
0.021234169602394104,
0.011617617681622505,
0.005662550218403339,
0.01930805668234825,
-0.029878979548811913,
0.001960841938853264,
-0.006719895638525486,
0.005274288356304169,
0.0071594263426959515,
0.009257517755031586,
-0.02386348694562912,
0.02005923166871071,
0.0020960187539458275,
-0.010567027144134045,
0.020549403503537178,
-0.001680482178926468,
-0.0034003029577434063,
-0.007110130041837692,
-0.0015662126243114471,
0.0022943418007344007,
0.016739802435040474,
-0.00810910388827324,
-0.010754960589110851,
-0.004439816810190678,
-0.0024279847275465727,
-0.01445732731372118,
-0.0009942298056557775,
-0.006224937736988068,
-0.004652529954910278,
-0.010124735534191132,
0.0073764086700975895,
-0.005323776975274086,
0.0001547082792967558,
0.013224544003605843,
0.014082871377468109,
-0.005179866682738066,
0.008974643424153328,
-0.01199369877576828,
-0.011549817398190498,
0.0178022850304842,
0.0022285166196525097,
-0.008319813758134842,
-0.0673908218741417,
0.0016585523262619972,
-0.019579121842980385,
-0.011321568861603737,
-0.007814189419150352,
-0.016017433255910873,
0.0037935327272862196,
0.024987712502479553,
-0.0004238593392074108,
0.01047397032380104,
-0.006239754613488913,
-0.004420861601829529,
0.021653492003679276,
0.009651489555835724,
0.015980929136276245,
0.013448420912027359,
-0.007429883815348148,
0.023461289703845978,
0.014261830598115921,
-0.017454292625188828,
0.010623491369187832,
-0.018983451649546623,
0.011479741893708706,
0.00842532142996788,
0.026207681745290756,
-0.00599605543538928,
0.002928611356765032,
0.019077342003583908,
-0.02408689633011818,
0.000028339563868939877,
-0.006107401102781296,
-0.02353370189666748,
0.01632516458630562,
0.01403443980962038,
-0.011160466820001602,
-0.010147995315492153,
0.003567371517419815,
0.007759228814393282,
0.024913277477025986,
-0.006057595834136009,
0.009169274009764194,
0.004056667909026146,
0.009698353707790375,
0.018437359482049942,
0.007186877075582743,
-0.006812072359025478,
-0.017259472981095314,
-0.019480470567941666,
0.017453879117965698,
0.00902232900261879,
-0.01224135234951973,
-0.019013306125998497,
0.012566564604640007,
-0.00639095064252615,
-0.002358713187277317,
-0.0018045308534055948,
0.023489609360694885,
-0.002796460874378681,
0.01014058105647564,
0.0074582891538739204,
-0.010460162535309792,
0.0018367497250437737,
-0.014912786893546581,
0.013403686694800854,
-0.015115542337298393,
-0.003964591305702925,
-0.0008978901896625757,
-0.006724224425852299,
0.003391690319404006,
0.01670374721288681,
0.0003776904195547104,
-0.0044336989521980286,
-0.009168657474219799,
-0.013076281175017357,
-0.011864923872053623,
0.001390992198139429,
0.009899289347231388,
0.01188686303794384,
0.003133332123979926,
0.025525687262415886,
0.008718326687812805,
0.015712503343820572,
0.001497727818787098,
-0.02739793248474598,
0.00752073060721159,
0.015315024182200432,
-0.00037383113522082567,
-0.00531987939029932,
-0.0007829002570360899,
0.03700854256749153,
0.010379294864833355,
-0.014467297121882439,
-0.012862143106758595,
0.012318459339439869,
0.005129823926836252,
0.005117797292768955,
0.012137539684772491,
-0.003946118522435427,
0.009574724361300468,
0.0019309129565954208,
-0.013013212010264397,
-0.023008758202195168,
-0.013413850218057632,
-0.008398654870688915,
0.006522479932755232,
-0.005060670431703329,
0.006347393151372671,
-0.00021685846149921417,
0.013674845919013023,
0.010983063839375973,
-0.007006856147199869,
-0.0020326096564531326,
0.006324612069875002,
-0.01197362132370472,
0.06669211387634277,
-0.005253596697002649,
-0.032765377312898636,
0.028891248628497124,
-0.024784833192825317,
0.0012056627310812473,
-0.008444737643003464,
-0.0036392163019627333,
-0.006977135315537453,
0.014465764164924622,
-0.0036401664838194847,
0.01126534678041935,
0.01909574121236801,
0.007732175290584564,
-0.00668375426903367,
0.033369485288858414,
0.0016054388834163547,
0.0041659921407699585,
0.014859392307698727,
-0.014757312834262848,
-0.01027294248342514,
0.0037352265790104866,
0.002674918621778488,
0.003988327458500862,
-0.0025519237387925386,
0.03594229370355606,
0.019294023513793945,
0.025326179340481758,
-0.012307473458349705,
0.0014198697172105312,
0.0061156973242759705,
-0.014791123569011688,
-0.002251137513667345,
0.004784859251230955,
-0.0031271653715521097,
0.017268015071749687,
0.010841267183423042,
-0.0056444802321493626,
0.005170186050236225,
-0.018880803138017654,
-0.006127889268100262,
-0.008354212157428265,
-0.008635574951767921,
-0.006054369732737541,
0.024155810475349426,
-0.008765891194343567,
-0.014561021700501442,
0.02241615392267704,
0.008049655705690384,
-0.010065551847219467,
-0.0034151768777519464,
0.007563791703432798,
-0.019455663859844208,
-0.011444691568613052,
0.020362865179777145,
-0.006119543220847845,
-0.006257657893002033,
0.011330855078995228,
0.007654530927538872,
0.002194714266806841,
-0.005155694670975208,
0.006086580455303192,
-0.03210001066327095,
-0.008690282702445984,
-0.01602737233042717,
0.043609026819467545,
0.013306373730301857,
0.004546304699033499,
0.004183742217719555,
0.014109167270362377,
-0.024705948308110237,
0.006408956833183765,
-0.007624375633895397,
-0.008705697022378445,
-0.009214455261826515,
0.013002594001591206,
-0.028764190152287483,
-0.0013978835195302963,
0.0033170401584357023,
0.021916363388299942,
-0.006326342932879925,
0.009333891794085503,
0.004207422956824303,
-0.020167812705039978,
0.005268384702503681,
0.010008523240685463,
-0.0065763602033257484,
-0.0012263045646250248,
0.014981559477746487,
-0.010308923199772835,
0.012218422256410122,
0.006030728109180927,
-0.012023507617413998,
-0.007525421679019928,
-0.08137606084346771,
-0.004183962009847164,
-0.012054169550538063,
-0.002460671355947852,
-0.0034046866931021214,
0.02026640996336937,
0.004015359561890364,
-0.013830358162522316,
0.007328121457248926,
0.001665712334215641,
0.0114853261038661,
-0.0010850074468180537,
-0.0021236564498394728,
0.006337963044643402,
0.0195048488676548,
0.0025222713593393564,
0.016263097524642944,
0.011319310404360294,
-0.005950018297880888,
-0.044858187437057495,
-0.006910904310643673,
-0.021490713581442833,
0.008465521968901157,
-0.00514837633818388,
0.010144071653485298,
-0.044646408408880234,
0.008951200172305107,
0.008576794527471066,
-0.0021175341680645943,
-0.0029540774412453175,
-0.01502017118036747,
0.007767142727971077,
-0.0019308105111122131,
0.006535939872264862,
0.012954264879226685,
-0.006326897069811821,
-0.01152707077562809,
0.0014437965583056211,
-0.003941930830478668,
0.0027237150352448225,
-0.012479993514716625,
0.004534315783530474,
0.020623765885829926,
-0.008667889051139355,
-0.00045577698620036244,
0.014498792588710785,
-0.01150386780500412,
-0.014365466311573982,
0.018723811954259872,
0.0003367229364812374,
-0.008904623799026012,
-0.0022140168584883213,
-0.017681453377008438,
0.01904659904539585,
-0.006751772947609425,
0.010203937068581581,
0.012928607873618603,
0.015115928836166859,
-0.0086906086653471,
-0.005922399461269379,
-0.0020977214444428682,
0.0069348374381661415,
0.027213986963033676,
0.003377595916390419,
0.0027457689866423607,
0.009585234336555004,
0.000215700245462358,
-0.017199689522385597,
-0.0012860666029155254,
-0.00136319431476295,
0.004351415205746889,
0.005725285038352013,
-0.008136343210935593,
-0.0073599377647042274,
0.00680142268538475,
-0.005136776249855757,
-0.008639639243483543,
-0.008040707558393478,
-0.007720255758613348,
0.002274587284773588,
-0.009534457698464394,
0.01496446318924427,
0.014324638992547989,
0.005718539468944073,
-0.009068506769835949,
0.015961673110723495,
0.003960446920245886,
-0.010352319106459618,
0.0011555615346878767,
-0.005764318630099297,
0.00784393586218357,
0.008571475744247437,
0.0009754146449267864,
0.00764048844575882,
-0.0028981491923332214,
0.016607265919446945,
0.003902910277247429,
-0.007402765564620495,
-0.015768874436616898,
0.0052001941949129105,
0.017830248922109604,
-0.007423127070069313,
-0.005703761242330074,
-0.007877103984355927,
-0.023482006043195724,
0.013217657804489136,
0.009828431531786919,
0.02485911175608635,
-0.01743180677294731,
-0.00242910860106349,
0.017287051305174828,
0.007525306195020676,
-0.009292565286159515,
0.0067375535145401955,
0.012934459373354912,
-0.015959346666932106,
-0.007153892889618874,
-0.0022688398603349924,
0.07330501079559326,
0.020313721150159836,
0.0017278381856158376,
-0.0057440511882305145,
0.00546864653006196,
0.000962474150583148,
0.017958015203475952,
0.0002587756607681513,
-0.006473160348832607,
-0.010264658369123936,
0.009713074192404747,
-0.00899538118392229,
0.0037072724662721157,
0.010166523978114128,
0.005465409718453884,
-0.023006148636341095,
0.006980550475418568,
-0.003037405665963888,
-0.01378645934164524,
0.004280781839042902,
-0.018105611205101013,
-0.0083699282258749,
0.0011812839657068253,
-0.004969337955117226,
0.005982229486107826,
0.005104323383420706,
-0.014236153103411198,
-0.013357036747038364,
-0.0018293014727532864,
0.010837153531610966,
-0.02120133675634861,
-0.0003066945355385542,
-0.01102954801172018,
-0.020558694377541542,
0.02179574780166149,
0.01424352079629898,
0.022620052099227905,
0.01908142864704132,
-0.0002869006129913032,
-0.01106305792927742,
-0.0013859095051884651,
-0.0050637624226510525,
-0.0015558535233139992,
-0.009285482577979565,
0.003780420869588852,
0.002060627331957221,
-0.004602378699928522,
-0.005510455928742886,
-0.0050667389295995235,
0.024274034425616264,
0.005523189436644316,
0.0014019834343343973,
0.009076189249753952,
0.0036928493063896894,
0.015421747229993343,
0.0023113705683499575,
-0.013272061944007874,
-0.017116762697696686,
0.006711591500788927,
0.028819289058446884,
-0.023753881454467773,
-0.013267593458294868,
0.004685837775468826,
-0.021075185388326645,
-0.0016825032653287053,
-0.008381312713027,
-0.016849584877490997,
0.006223355885595083,
0.0069152358919382095,
0.01577567867934704,
0.023160317912697792,
0.014237189665436745,
-0.012763766571879387,
-0.012475446797907352,
-0.0017185101751238108,
0.02758341282606125,
-0.002212132327258587,
-0.014187689870595932,
-0.0195804201066494,
0.010971872135996819,
-0.0066216918639838696,
-0.0007072729058563709,
-0.020063288509845734,
0.002408661413937807,
0.010925471782684326,
-0.024522727355360985,
-0.0021336423233151436,
-0.0753670260310173,
-0.006095783319324255,
-0.025498973205685616,
-0.0012293565087020397,
0.004123065620660782,
0.036894530057907104,
-0.020623255521059036,
-0.007048779632896185,
0.006543590687215328,
-0.004132542293518782,
0.003516037715598941,
-0.001894280663691461,
-0.006648081820458174,
-0.01059199869632721,
0.009768233634531498,
-0.01786118932068348,
-0.0017443438991904259,
0.011624077335000038,
-0.003839939832687378,
0.0012463477905839682,
0.03445709869265556,
-0.020326755940914154,
-0.018222879618406296,
-0.0051817987114191055,
-0.0062989708967506886,
-0.08224780112504959,
-0.022122308611869812,
0.005049891769886017,
0.004125112667679787,
-0.004354541655629873,
-0.015340859070420265,
0.004527658224105835,
0.0013451394625008106,
0.008490601554512978,
-0.010645734146237373,
0.0006596698658540845,
0.0009199600899592042,
0.0075516668148338795,
-0.01332063041627407,
-0.005022152792662382,
-0.01072278618812561,
0.017535721883177757,
0.017051801085472107,
0.006974108051508665,
-0.013809817843139172,
-0.004265637136995792,
-0.0012428343761712313,
-0.00875339936465025,
-0.023693300783634186,
0.0014503337442874908,
0.0011269995011389256,
-0.0232701376080513,
0.010014335624873638,
0.00009820517152547836,
-0.0076829674653708935,
0.011007387191057205,
-0.010809130035340786,
-0.015343399718403816,
-0.007094539701938629,
0.0032011927105486393,
-0.02612963132560253,
0.0027628084644675255,
-0.021035954356193542,
-0.0037901715841144323,
-0.0013258825056254864,
-0.004482942167669535,
0.04264986887574196,
-0.0022783102467656136,
0.01734813116490841,
-0.020393140614032745,
-0.0034211301244795322,
0.0051827579736709595,
-0.014234455302357674,
0.0019374678377062082,
0.014474895782768726,
0.008370373398065567,
0.008101622574031353,
0.0029678705614060163,
0.016830749809741974,
0.03376341983675957,
-0.012216983363032341,
0.00724433409050107,
0.01817087084054947,
-0.00017227837815880775,
0.0050701419822871685,
0.019544517621397972,
-0.01785314455628395,
0.013459067791700363,
0.07205131649971008,
-0.012196140363812447,
-0.00043333997018635273,
-0.007146707735955715,
0.012362361885607243,
0.011366631835699081,
-0.01172785833477974,
-0.011111130937933922,
-0.012670766562223434,
-0.0008570712525397539,
-0.0041708811186254025,
-0.005191493313759565,
0.013407771475613117,
0.012676015496253967,
0.006628231145441532,
-0.014910840429365635,
0.00325471768155694,
0.025448918342590332,
0.006176114082336426,
-0.010867172852158546,
0.005363885313272476,
0.015011381357908249,
0.002915003802627325,
-0.006729154847562313,
0.008915768936276436,
-0.007766626309603453,
0.0010354728437960148,
-0.004589633084833622,
-0.010394681245088577,
0.00719304196536541,
0.0004591942997649312,
-0.003143359674140811,
0.00825389102101326,
-0.012720176950097084,
0.012082296423614025,
0.024908168241381645,
0.008156019262969494,
0.014172032475471497,
0.008545268326997757,
0.0030678119510412216,
-0.005527868866920471,
0.007330791559070349,
0.006201387383043766,
0.012908194214105606,
0.010418366640806198,
0.0012083416804671288,
0.025160087272524834,
-0.005016460549086332,
-0.01645616814494133,
0.009408146142959595,
-0.029106397181749344,
0.00714564323425293,
-0.005715541075915098,
-0.019977377727627754,
0.0047641657292842865,
-0.01368455495685339,
-0.008402851410210133,
0.010463304817676544,
-0.0020466139540076256,
0.0037707877345383167,
0.0036755099426954985,
0.006138088647276163,
-0.001501366845332086,
-0.008607154712080956,
-0.00043825001921504736,
0.011784099973738194,
0.015795737504959106,
-0.00826159119606018,
-0.006551780737936497,
0.010276933200657368,
-0.02404593676328659,
-0.006126965396106243,
0.006411445327103138,
0.007623232435435057,
-0.012494353577494621,
-0.010557426139712334,
0.00453718937933445,
-0.010745847597718239,
0.006955367513000965,
0.010134728625416756,
-0.007561804726719856,
-0.0048801167868077755,
-0.015191237442195415,
-0.010942080989480019,
-0.0100388303399086,
0.0013449782272800803,
0.005529576912522316,
-0.0028149872086942196,
0.0009541546460241079,
0.001952432096004486,
-0.01698037050664425,
0.00040401658043265343,
0.008136090822517872,
-0.010195659473538399,
0.0017680113669484854,
0.03228512033820152,
0.025766298174858093,
0.01025515329092741,
-0.0053853848949074745,
0.001414986327290535,
0.013529321178793907,
-0.017886999994516373,
-0.001626032404601574,
0.0037768781185150146,
-0.0033332407474517822,
-0.0024726358242332935,
-0.012009285390377045,
0.014537823386490345,
0.0021927410271018744,
0.010815490037202835,
-0.031969331204891205,
0.00039693061262369156,
-0.0047860946506261826,
-0.008191447705030441,
-0.005266143940389156,
-0.011868380941450596,
-0.01757975108921528,
-0.004878007806837559,
-0.005916955880820751,
-0.014925397001206875,
0.0006422093138098717,
-0.009247248992323875,
-0.016964124515652657,
-0.004873459693044424,
0.002976949792355299,
-0.0026141684502363205,
-0.00498964823782444,
0.023087479174137115,
-0.0022765607573091984,
-0.0036320090293884277,
0.02319817990064621,
0.012127935886383057,
0.003220292739570141,
-0.00012366916052997112,
-0.014331478625535965,
-0.009790478274226189,
-0.002424885518848896,
-0.019525393843650818,
0.02321995422244072,
-0.010086249560117722,
-0.0065293582156300545,
-0.007947398349642754,
0.010814438574016094,
-0.008793812245130539,
0.007219970226287842,
-0.010320179164409637,
0.015745369717478752,
-0.008724989369511604,
0.01535781566053629,
-0.011197974905371666,
-0.0035324073396623135,
0.009331094101071358,
-0.0036728240083903074,
-0.005981895606964827,
-0.025942515581846237,
-0.007423761300742626,
0.009282417595386505,
-0.012612441554665565,
0.015168355777859688,
0.006510242819786072,
0.005880188196897507,
0.024654805660247803,
0.04570090398192406,
-0.012502681463956833,
0.018334710970520973,
-0.0015074106631800532,
-0.002014690078794956,
0.002728943945840001,
-0.02127179689705372,
0.010755053721368313,
0.006859167478978634,
0.011116353794932365,
-0.007487422786653042,
0.005592465400695801,
0.007324333302676678,
-0.006736558862030506,
-0.0007822911720722914,
-0.0005919951945543289,
0.0030564498156309128,
0.0015116333961486816,
0.015115054324269295,
-0.008219274692237377,
0.018553823232650757,
-0.007401002570986748,
0.010084345005452633,
-0.026964958757162094,
-0.015821753069758415,
-0.014355272054672241,
0.007291991263628006,
0.010559589602053165,
0.00046729063615202904,
0.014020311646163464,
0.0005535174277611077,
-0.004696791060268879,
0.010875304229557514,
-0.0025272623170167208,
-0.016863172873854637,
-0.01191909983754158,
0.003534274874255061,
0.0026842295192182064,
0.025779947638511658,
-0.0010173944756388664
] |
[
0.00886653084307909,
0.3066714107990265,
0.18917125463485718,
-0.12218091636896133,
-0.3071232736110687,
0.7088426351547241,
0.37993669509887695,
-0.5277546644210815,
-0.11159812659025192,
-0.5660674571990967,
0.1745990812778473,
-0.4465988278388977,
-0.7929486632347107,
0.07537711411714554,
-0.022256456315517426,
0.8982473611831665,
0.152710422873497,
0.548839271068573,
-0.5184656977653503,
-0.7129427790641785,
-0.05742507055401802,
-0.7407611608505249,
0.7949259877204895,
-0.20906826853752136,
0.39650803804397583,
0.1476607620716095,
0.3746459186077118,
0.054670222103595734,
0.22270584106445312,
0.1458769142627716,
-0.5689631104469299,
-0.04353736713528633,
0.1679181158542633,
-0.3575623631477356,
-0.0008038342348299921,
0.18285919725894928,
0.30013713240623474,
-0.04173871874809265,
0.33587244153022766,
-0.578784167766571,
-0.047617990523576736,
-0.28399404883384705,
0.17466481029987335,
0.12248125672340393,
-0.457163006067276,
-0.32053789496421814,
-1.3402777910232544,
0.730928361415863,
-0.6783046722412109,
0.03376343473792076,
0.37178856134414673,
-0.33612510561943054,
0.6944983005523682,
0.4643622040748596,
-0.10470552742481232,
-0.06018165871500969,
-1.0498079061508179,
0.12911243736743927,
0.3947688341140747,
-0.4453776478767395,
0.11044219881296158,
0.47241389751434326,
0.3431386351585388,
0.3408227264881134,
0.34794676303863525,
0.8879985213279724,
-0.058317605406045914,
-0.1631457507610321,
-0.057739414274692535,
0.331840842962265,
0.5836789608001709,
-0.6258113384246826,
-0.40240105986595154,
0.10255973041057587,
-0.26603177189826965,
0.08819032460451126,
-0.9017375707626343,
-0.24754202365875244,
0.4137647747993469,
0.18393830955028534,
0.20611527562141418,
0.2225961685180664,
0.7219856977462769,
-0.1595887392759323,
0.44375354051589966,
0.299029678106308,
-0.47440406680107117,
0.45062559843063354,
-0.45911088585853577,
-0.20165273547172546,
-0.5393820405006409,
-0.3159000277519226,
0.641416609287262,
1.0076371431350708,
0.1855761706829071,
-0.14493559300899506,
-0.7810815572738647,
0.23370441794395447,
0.32820403575897217,
0.30644527077674866,
0.16578178107738495,
0.1286751925945282,
-0.2288709133863449,
-0.3247416019439697,
-0.14111217856407166,
-0.0521739162504673,
-0.030814485624432564,
-0.7574538588523865,
-0.4259657561779022,
0.024336237460374832,
-0.6943210959434509,
0.3127547800540924,
-0.31716543436050415,
-0.10805309563875198,
-0.16374622285366058,
0.3827093839645386,
-0.04830107465386391,
-0.4450157582759857,
0.3597719073295593,
0.03895023092627525,
-0.19627510011196136,
0.31046321988105774,
0.16272622346878052,
0.658534824848175,
0.4321907162666321,
0.022736812010407448,
-0.10398441553115845,
0.7774018049240112,
-0.5908559560775757,
0.8479037284851074,
0.47029605507850647,
0.7581641674041748,
-0.08736050128936768,
0.6219874024391174,
0.04092928394675255,
-0.719059407711029,
-0.1848793923854828,
0.09303510189056396,
0.27276283502578735,
0.31980013847351074,
-0.6286794543266296,
0.28389090299606323,
-0.7408326268196106,
-0.27389654517173767,
-0.3842907249927521,
-0.5704315304756165,
-0.35494464635849,
-0.03499617055058479,
-0.21279247105121613,
-0.11826882511377335,
0.6943994164466858,
-0.5682218670845032,
-0.4232105612754822,
-0.13758563995361328,
-0.1910369098186493,
-0.18602606654167175,
-0.19608044624328613,
-0.054633740335702896,
-0.08749740570783615,
-0.45124948024749756,
0.07020335644483566,
0.113527312874794,
-0.6498669385910034,
0.6482114791870117,
0.33317312598228455,
0.15879318118095398,
0.3787163496017456,
0.03622003272175789,
-0.0037313546054065228,
0.5474575161933899,
-0.09916955232620239,
-0.22933244705200195,
0.3779863715171814,
0.19219708442687988,
-0.1650795340538025,
-0.09703388065099716,
0.2016216367483139,
0.10416832566261292,
0.3785991966724396,
-0.2939528524875641,
-0.49612244963645935,
0.4236755073070526,
0.1421147584915161,
-0.28226470947265625,
-0.2028125524520874,
-0.012879235669970512,
0.1520633101463318,
0.3855057954788208,
0.002152221743017435,
0.4690864384174347,
0.3255166709423065,
-0.27134910225868225,
0.18657110631465912,
-0.5911474227905273,
1.2946057319641113,
-0.1792297512292862,
-0.8257169127464294,
0.4684574007987976,
-0.1255762130022049,
0.07319236546754837,
-0.2058691382408142,
0.16878360509872437,
0.9609067440032959,
-0.7143041491508484,
-0.5253544449806213,
0.21574242413043976,
-0.008812416344881058,
0.06826534122228622,
0.10990548878908157,
0.06804864853620529,
0.40594419836997986,
-0.4685487449169159,
-0.1899191439151764,
-0.1595177799463272,
0.1800272911787033,
-0.3700718283653259,
0.3788698613643646,
0.09104294329881668,
0.303956001996994,
0.10316147655248642,
0.9854735732078552,
-0.38694101572036743,
0.2985786497592926,
0.5803079009056091,
-0.379300057888031,
0.13989613950252533,
1.0825626850128174,
0.19701173901557922,
0.3022773563861847,
-0.374460905790329,
0.49162808060646057,
0.023866405710577965,
0.8588491082191467,
-0.07394689321517944,
0.21667276322841644,
-0.2474423050880432,
-0.015300876460969448,
-0.5026113390922546,
0.6439620852470398,
-0.3365483582019806,
0.3948582112789154,
0.5644757747650146,
-0.16014403104782104,
0.1145537719130516,
0.7018393874168396,
-0.18119259178638458,
-0.051875729113817215,
0.7244176268577576,
-0.3797318637371063,
0.4940218925476074,
-0.08274077624082565,
0.6227572560310364,
-0.0304974764585495,
-0.8968970775604248,
-0.028428129851818085,
0.2561344802379608,
0.06802647560834885,
0.11642022430896759,
-0.010984647087752819,
0.17249928414821625,
-0.5423249006271362,
-0.23326687514781952,
-0.409575879573822,
0.30675268173217773,
0.0917462706565857,
-0.08811413496732712,
-0.2951047420501709,
-0.18039777874946594,
0.9126964807510376,
0.31082651019096375,
0.5885636806488037,
0.6950055360794067,
-0.5260584354400635,
0.30000293254852295,
-0.14530885219573975,
-0.41344860196113586,
-0.3819063901901245,
-0.19275647401809692,
-0.6197711825370789,
-0.4369628131389618,
-0.09689895063638687,
0.7458605170249939,
0.5681500434875488,
0.12669219076633453,
-0.07325239479541779,
-0.30999428033828735,
0.3333911895751953,
-0.4798438847064972,
-0.5218918323516846,
-1.060334324836731,
0.13892123103141785,
0.3249688744544983,
-0.07293079048395157,
-0.04687328264117241,
0.2205495834350586,
0.3872329890727997,
-0.19673150777816772,
0.6821114420890808,
0.4654909372329712,
-0.1973341703414917,
-0.4585239887237549,
-0.029084475710988045,
-0.5595961213111877,
0.20730525255203247,
0.2881177067756653,
-0.41491925716400146,
0.11662918329238892,
0.2366446852684021,
-5.711869239807129,
-0.05038557946681976,
-0.4454132914543152,
-0.057427454739809036,
-0.16226136684417725,
0.034547362476587296,
0.27601492404937744,
-0.34900036454200745,
0.05451854690909386,
0.1091054230928421,
0.36646926403045654,
0.5957188606262207,
0.37217238545417786,
0.5667877197265625,
0.13917221128940582,
0.2804340124130249,
-0.6185305118560791,
-0.11834462732076645,
0.20637328922748566,
-0.6545854210853577,
-0.1458244025707245,
-0.3514031767845154,
0.4864142835140228,
0.6440771222114563,
0.2730073630809784,
-0.4647257626056671,
-0.6977293491363525,
0.3794442415237427,
-0.5216246247291565,
-0.3770187199115753,
-0.21276737749576569,
-1.2134039402008057,
-0.21181105077266693,
-0.09551937133073807,
-0.09675130248069763,
0.19455084204673767,
0.42801162600517273,
-0.3115229606628418,
-0.027362054213881493,
-0.617877721786499,
-0.5113285183906555,
0.06441167742013931,
0.0970839336514473,
-0.3518128991127014,
0.10909432917833328,
-0.17917893826961517,
-0.10591735690832138,
-0.34972327947616577,
-0.16737540066242218,
0.5603687763214111,
0.4525831937789917,
-0.10303901880979538,
0.1742960512638092,
0.5413603186607361,
0.4994790256023407,
0.5299723744392395,
-0.05362832173705101,
0.16126760840415955,
-0.4553918242454529,
0.22797401249408722,
0.08930190652608871,
-0.02142823114991188,
-0.5401967763900757,
-0.5689284801483154,
0.013084173202514648,
0.3685625195503235,
-0.7757721543312073,
0.46931788325309753,
0.6996929049491882,
-0.18411561846733093,
-0.6024456024169922,
-0.004286795388907194,
-0.011483632028102875,
-0.8830680251121521,
0.5450427532196045,
-0.7504201531410217,
0.3707468509674072,
0.39560216665267944,
-0.43177422881126404,
0.22148653864860535,
0.1473226547241211,
-0.11739154905080795,
0.255633145570755,
0.4165591597557068,
-0.16182659566402435,
0.12837718427181244,
0.11751390248537064,
-0.2794778048992157,
-0.16783645749092102,
0.5061312913894653,
0.3771835267543793,
-0.33868804574012756,
-0.19922834634780884,
-0.01705760695040226,
-0.3605096936225891,
0.4029957354068756,
0.09064465761184692,
-0.043529726564884186,
0.6722554564476013,
-0.6439130306243896,
0.7617190480232239,
-0.4217633903026581,
-0.035557087510824203,
-0.25490695238113403,
0.4392547309398651,
-0.6078066229820251,
-0.41993430256843567,
-0.1056678295135498,
0.6069079041481018,
-0.23865652084350586,
0.1927766650915146,
-0.18199926614761353,
-0.3169357180595398,
0.13861870765686035,
1.0487152338027954,
0.06295538693666458,
-0.1718054711818695,
-0.010300485417246819,
0.41150882840156555,
-0.22333163022994995,
-0.002695949748158455,
0.2538917362689972,
-0.35997769236564636,
-0.2568798065185547,
-0.4915023744106293,
-0.4374935030937195,
0.2975199520587921,
0.28460100293159485,
-0.6515346169471741,
0.1379348784685135,
-0.33877116441726685,
-0.17558157444000244,
-0.4223175644874573,
-0.262541264295578,
0.16886606812477112,
0.014288082718849182,
-0.2954899072647095,
-0.10297524183988571,
0.3797958195209503,
0.025114893913269043,
-0.15578405559062958,
-0.1683611124753952,
-0.021919600665569305,
0.17356370389461517,
0.48046866059303284,
0.53445965051651,
0.05281251668930054,
0.37332800030708313,
-0.26201391220092773,
0.6094903349876404,
0.18219856917858124,
-0.4277883768081665,
0.47193220257759094,
-0.5103543400764465,
-0.0763116255402565,
0.2749665379524231,
0.07943497598171234,
0.5816762447357178,
-0.09833541512489319,
-0.4580621123313904,
0.31190523505210876,
-0.08096460998058319,
-0.49103090167045593,
0.3347712755203247,
0.18146032094955444,
-0.26838964223861694,
-0.10447917133569717,
-0.27846023440361023,
-0.49789586663246155,
0.30330005288124084,
0.19434376060962677,
0.23299743235111237,
0.3964574635028839,
-0.5348942875862122,
-0.16841517388820648,
0.06310710310935974,
-0.41487374901771545,
0.16024814546108246,
-0.1524854302406311,
-0.15832670032978058,
-0.25189244747161865,
-0.22222992777824402,
0.11304142326116562,
0.21684668958187103,
0.6230015754699707,
0.13082949817180634,
-0.6322461366653442,
-0.8929739594459534,
-0.5112557411193848,
-0.579293429851532,
0.043122436851263046,
0.20460161566734314,
0.3261728286743164,
0.16737687587738037,
0.11206395924091339,
-0.2065088003873825,
0.28866153955459595,
0.5692542195320129,
-0.6635589599609375,
-0.6587512493133545,
-0.08227125555276871,
0.16235804557800293,
0.2828066349029541,
0.6835535168647766,
-0.15064695477485657,
-0.23093172907829285,
0.2959359586238861,
-0.4515700936317444,
-0.10931402444839478,
-0.0036304029636085033,
0.49023717641830444,
-0.35099804401397705,
-0.13226674497127533,
0.25128430128097534,
-0.5103663206100464,
0.4350072741508484,
0.07126887887716293,
0.04412117972970009,
-0.5868257880210876,
0.09415231645107269,
0.4332771301269531,
-0.1431121826171875,
0.2481408417224884,
-0.3365549147129059,
-0.3030514419078827,
0.361858993768692,
0.35718756914138794,
-0.3241592347621918,
0.1958353966474533,
0.11898168176412582,
0.7151232361793518,
0.24300172924995422,
0.2671174705028534,
0.31239327788352966,
-0.03636608645319939,
-0.32265013456344604,
-0.6637221574783325,
-0.0233332309871912,
-0.685215950012207,
-0.015019589103758335,
0.005049327854067087,
0.07855785638093948,
0.27515867352485657,
-0.106912761926651,
0.08235809206962585,
-0.02712802030146122,
0.24298401176929474,
0.05806194618344307,
-0.5397126078605652,
0.21680770814418793,
0.7051404118537903,
0.24668274819850922,
-0.08104269951581955,
0.097693532705307,
1.0696932077407837,
-0.2189650684595108,
-0.016959114000201225,
0.02859817072749138,
-0.2311999350786209,
0.4667554795742035,
-0.2715241014957428,
0.09693855792284012,
-0.5078152418136597,
-0.04690563678741455,
0.0004292889789212495,
-0.29535266757011414,
-0.4685664176940918,
-0.5466927289962769,
-0.0134574668481946,
-0.5858063101768494,
-0.20525570213794708,
0.7748479843139648,
0.14850474894046783,
0.37662550806999207,
-0.1353786587715149,
0.9169785380363464,
-0.38314124941825867,
-0.5099351406097412,
0.06396763771772385,
0.560814380645752,
-0.3994286060333252,
-0.07210890203714371,
0.3030012249946594,
0.24360977113246918,
-0.32060348987579346,
-0.18586890399456024,
-0.011399094015359879,
0.253528892993927,
0.07960017770528793,
-0.4309881329536438,
-0.02985313907265663,
-0.3483508825302124,
-0.7986267805099487,
-0.7333062291145325,
0.2494513839483261,
0.7568944096565247,
0.1373710334300995,
0.15278607606887817,
0.09911435097455978,
-0.05383541062474251,
-0.8435174226760864,
0.6102336049079895,
0.4248043894767761,
-0.7578856945037842,
-0.718045175075531,
0.4670538306236267,
0.21164022386074066,
0.06822502613067627,
-0.2164519727230072,
-0.08168739080429077,
0.19949871301651,
0.16069811582565308,
-0.02327287569642067,
0.1881244033575058,
-0.4988225996494293,
-0.019142061471939087,
0.27981629967689514,
-0.37839335203170776,
0.12658730149269104,
0.276175856590271,
0.4083051085472107,
0.8905322551727295,
0.40497544407844543,
-0.2872214615345001,
-0.4215020537376404,
-0.16552633047103882,
-0.4429105222225189,
0.47012460231781006,
-0.4297598898410797,
0.09090621024370193,
0.982395589351654,
0.26609715819358826,
-0.24056486785411835,
0.28236451745033264,
0.5400482416152954,
0.30133143067359924,
-0.6038461327552795,
-0.0541711263358593,
0.14199890196323395,
0.6358142495155334,
0.5236289501190186,
1.0634946823120117,
0.14596721529960632,
-0.32439765334129333,
0.020838763564825058,
0.3569028377532959,
-0.4035000205039978,
-0.450489342212677,
0.1383824497461319,
0.6346938610076904,
0.09205299615859985,
-0.39974167943000793,
-0.5713876485824585,
-0.9141537547111511,
-0.3988859951496124,
0.04402501881122589,
0.07996544241905212,
0.2414877563714981,
-0.6275120377540588,
0.12568014860153198,
0.14566172659397125,
0.2088920772075653,
-0.5773019194602966,
0.459820419549942,
-0.9682084918022156,
0.4161449372768402,
-0.31882238388061523,
-0.09351061284542084,
-0.7343692183494568,
-0.2611824572086334,
-0.14087828993797302,
-0.5389251112937927,
0.016636688262224197,
-0.045423153787851334,
-0.03675093501806259,
-0.016975076869130135,
-0.14363056421279907,
0.2997205853462219,
0.07666993886232376,
0.5528296828269958,
-0.3196699917316437,
-0.009745229966938496,
-0.21352075040340424,
-0.5938087105751038,
0.02329678274691105,
-0.351039320230484,
0.08295506238937378,
-0.29795724153518677,
-0.09837086498737335,
-0.3713093400001526,
0.07160044461488724,
-0.41755691170692444,
-0.0010518549242988229,
0.3103024959564209,
0.18086236715316772,
-0.5936582684516907,
0.009992781095206738,
0.4707024395465851,
0.4042302072048187,
0.029670022428035736,
-0.13797463476657867,
0.2821255326271057,
-0.23175272345542908,
0.15859277546405792,
0.30525997281074524,
0.41755664348602295,
-0.4048512279987335,
0.3225262761116028,
-0.21008369326591492,
-0.4207821190357208,
0.6416869759559631,
0.5691145062446594,
-0.369870126247406,
-0.01209851261228323,
0.3783280551433563,
-0.31350937485694885,
0.24508517980575562,
-0.05166232958436012,
0.022088512778282166,
-0.5163283348083496,
0.0306551456451416,
-0.6461572051048279,
0.026506120339035988,
0.7636703252792358,
-0.003725549438968301,
-0.2678098976612091,
-0.05821821093559265,
-0.31169429421424866,
-0.23396889865398407,
0.15770715475082397,
0.3746029734611511,
-0.11153078079223633,
-0.32556450366973877,
0.25319358706474304,
-0.4086456000804901,
0.19894817471504211,
0.21474936604499817,
0.7285974025726318,
-0.151001438498497,
0.012708497233688831,
-0.3283002972602844,
-0.4564453959465027,
0.1886652708053589,
-0.5136916041374207,
-0.23998568952083588,
0.6408838629722595,
-0.3590162992477417,
-0.462925523519516,
-0.6034765839576721,
0.32888755202293396,
0.021813001483678818,
-0.14175714552402496,
0.4236762523651123,
0.2730518579483032,
-0.5071001052856445,
-0.39709562063217163,
-0.3095846176147461,
-0.5410589575767517,
-0.1909579634666443,
-0.16301889717578888
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.