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pick up the blue cup and put it into the brown cup.
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pick up the blue cup and put it into the brown cup.
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pick up the blue cup and put it into the brown cup.
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pick up the blue cup and put it into the brown cup.
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pick up the blue cup and put it into the brown cup.
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0.8
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0
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0
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pick up the blue cup and put it into the brown cup.
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1
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0
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pick up the blue cup and put it into the brown cup.
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1.2
6
0
6
0
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0
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pick up the blue cup and put it into the brown cup.
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1.4
7
0
7
0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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1.6
8
0
8
0
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0
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0
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0
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[ 0, 0, 0 ]
0
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0
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[ 0, 0, 0 ]
0
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0
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0
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pick up the blue cup and put it into the brown cup.
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1.8
9
0
9
0
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0
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0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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2
10
0
10
0
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0
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0
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0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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2.2
11
0
11
0
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0
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0
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0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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2.4
12
0
12
0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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2.6
13
0
13
0
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pick up the blue cup and put it into the brown cup.
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2.8
14
0
14
0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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3
15
0
15
0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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3.2
16
0
16
0
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0
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0
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0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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3.4
17
0
17
0
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0
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[ 0, 0, 0 ]
0
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0
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0
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0
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[ 0, 0, 0 ]
0
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0
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0
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pick up the blue cup and put it into the brown cup.
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3.6
18
0
18
0
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0
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[ 0, 0, 0 ]
0
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0
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0
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0
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[ 0, 0, 0 ]
0
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[ 0, 0, 0.15000000596046448 ]
0
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0
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pick up the blue cup and put it into the brown cup.
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3.8
19
0
19
0
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0
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[ 0, 0, 0 ]
0
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[ 0, 0, 0 ]
0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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4
20
0
20
0
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0
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[ 0.3221944272518158, 0.03061717562377453, 0.07649430632591248, 0.006439811550080776, 0.08444299548864365, 0.996378481388092, 0.0076032523065805435 ]
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0
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0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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4.2
21
0
21
0
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0
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0
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0
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0
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0
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[ 0, 0, 0 ]
0
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0
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0
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pick up the blue cup and put it into the brown cup.
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4.4
22
0
22
0
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0
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0
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0
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[ 0, 0, 0 ]
0
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0
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[ 0, 0, 0 ]
0
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0
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0
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pick up the blue cup and put it into the brown cup.
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4.6
23
0
23
0
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0
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[ 0, 0, 0 ]
0
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0
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0
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0
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[ 0, 0, 0 ]
0
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0
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0
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pick up the blue cup and put it into the brown cup.
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4.8
24
0
24
0
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0
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[ 0, 0, 0 ]
0
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[ 0, 0, 0 ]
0
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0
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0
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[ 0, 0, 0 ]
0
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[ 0, 0, 0.15000000596046448 ]
0
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[ -0.20000000298023224, 0, 0 ]
0
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pick up the blue cup and put it into the brown cup.
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5
25
0
25
0
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0
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[ 0, 0, 0 ]
0
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[ 0, 0, 0 ]
0
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0
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0
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[ 0, 0, 0 ]
0
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[ 0.32886093854904175, -0.01558313611894846, 0.21609680354595184, 0.00853020790964365, 0.06854860484600067, 0.9974773526191711, 0.016348127275705338 ]
[ 0, 0, 0.15000000596046448 ]
0
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[ -0.20000000298023224, 0, 0 ]
0
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pick up the blue cup and put it into the brown cup.
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5.2
26
0
26
0
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[ -0.10000000149011612, 0.15000000596046448, -0.05000000074505806 ]
0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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5.4
27
0
27
0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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5.6
28
0
28
0
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0
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0
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0
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0
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0
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0
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0
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0
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pick up the blue cup and put it into the brown cup.
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5.8
29
0
29
0
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0
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0
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[ 0, 0, 0 ]
0
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0
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0
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[ 0.29631325602531433, 2.3486032485961914, 5.414459228515625, -0.14533789455890656, -0.0893816128373146, 0.3858286440372467, 0 ]
[ 0.32955679297447205, -0.03140546754002571, 0.05003807693719864, 0.0013159191003069282, 0.05004778504371643, 0.998725950717926, 0.0063203005120158195 ]
[ 0, 0, 0 ]
0
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[ 0.3303316831588745, -0.029591692611575127, 0.20008978247642517, 0.0088413180783391, 0.0502060204744339, 0.9985712170600891, 0.016023600473999977 ]
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0
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[ 0.13032416999340057, -0.02959451638162136, 0.05009585618972778, 0.008911685086786747, 0.050118833780288696, 0.9985731244087219, 0.016137002035975456 ]
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0
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pick up the blue cup and put it into the brown cup.
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[ -3.6779873371124268, -1.7564281225204468, 2.5413224697113037, -2.3563730716705322, -1.533875823020935, 2.7054977416992188, 0 ]
[ 0.330323725938797, -0.02959717996418476, 0.05009351670742035, 0.05011403188109398, 0.998572826385498, 0.016160249710083008, 0.008927755989134312 ]
6
30
0
30
0
[ 1.1491553783416748, 1.230392336845398, -0.762400209903717, -2.094399929046631, 1.1246215105056763, 0.9317440390586853, 2.7659478187561035, 0 ]
[ 0.24732518196105957, 0.1285184919834137, -0.011784245260059834, -0.1954241394996643, 0.04621556028723717, 0.9749083518981934, -0.09605856239795685 ]
[ -0.10000000149011612, 0.15000000596046448, -0.05000000074505806 ]
0
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[ -0.04307738319039345, -0.08608975261449814, -0.05792129412293434, 0.38746392726898193, 0.0638083666563034, 0.45817556977272034, -0.05806474760174751, 0 ]
[ 0.33084025979042053, -0.029661988839507103, 0.046169474720954895, 0.008852594532072544, 0.04985882341861725, 0.9985862374305725, 0.016162680462002754 ]
[ 0, 0, 0 ]
0
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[ -0.6940175890922546, -1.056688904762268, 0.14542002975940704, 2.5324292182922363, -0.33422499895095825, 0.10599888116121292, 0.03963204473257065, 0 ]
[ 0.33084386587142944, -0.02966063842177391, 0.04616454616189003, 0.00879259966313839, 0.04985406622290611, 0.9985888004302979, 0.016052953898906708 ]
[ 0, 0, 0 ]
0
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[ -0.22422084212303162, 0.174530491232872, 0.14936529099941254, -2.9071133136749268, 0.14711850881576538, 3.0960090160369873, -2.48063325881958, 0 ]
[ 0.3308401107788086, -0.029661213979125023, 0.046171464025974274, 0.00882077869027853, 0.04986178129911423, 0.9985886216163635, 0.016025543212890625 ]
[ 0, 0, 0 ]
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[ -1.0887105464935303, 0.8601418733596802, 1.2313066720962524, 2.4022746086120605, -1.272529125213623, 0.8792909383773804, -2.1547787189483643, 0 ]
[ 0.28084471821784973, 0.07032675296068192, 0.04616034775972366, 0.00880072545260191, 0.04974522814154625, 0.9985886216163635, 0.01639294996857643 ]
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0
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0
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pick up the blue cup and put it into the brown cup.
[ -3.677304983139038, -1.7430390119552612, 2.5459094047546387, -2.374345064163208, -1.53386390209198, 2.705665111541748, 0.31350234150886536, -0.04780981317162514, -0.02628387324512005, 0.740619421005249, 0.6716927289962769, 0.016966380178928375, -0.004889529198408127, 0, 0 ]
[ -3.677304983139038, -1.7430390119552612, 2.5459094047546387, -2.374345064163208, -1.53386390209198, 2.705665111541748, 0 ]
[ 0.33083873987197876, -0.029662029817700386, 0.0461658239364624, 0.04985693469643593, 0.99858558177948, 0.016170257702469826, 0.008921880275011063 ]
6.2
31
0
31
0
End of preview. Expand in Data Studio

berkeley_autolab_ur5_train_200_300

Overview

  • Codebase version: v2.1
  • Robots: google_robot, images, jaco, kinova3, kuka_iiwa, panda, sawyer, widowX, xarm7
  • FPS: 5.0
  • Episodes: 100
  • Frames: 9,730
  • Videos: 900
  • Chunks: 1
  • Splits:
    • train: 0:100

Data Layout

data_path : data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet
video_path: videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4

Features

Feature dtype shape description
observation.images.google_robot video 480×640×3 Augmented image for google_robot robot
observation.images.image video 480×640×3 Source robot's image from original dataset
observation.images.jaco video 480×640×3 Augmented image for jaco robot
observation.images.kinova3 video 480×640×3 Augmented image for kinova3 robot
observation.images.kuka_iiwa video 480×640×3 Augmented image for kuka_iiwa robot
observation.images.panda video 480×640×3 Augmented image for panda robot
observation.images.sawyer video 480×640×3 Augmented image for sawyer robot
observation.images.widowX video 480×640×3 Augmented image for widowX robot
observation.images.xarm7 video 480×640×3 Augmented image for xarm7 robot
episode_index int64 1 -
frame_index int64 1 -
index int64 1 -
natural_language_instruction string 1 -
observation.ee_pose float32 7 Source robot's eef position
observation.google_robot.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.google_robot.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.google_robot.ee_error float32 7 The eef difference between the augmented google_robot robot and the original robot
observation.google_robot.ee_pose float32 7 The eef position of google_robot robot
observation.google_robot.joints float32 8 The joint position of google_robot robot
observation.jaco.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.jaco.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.jaco.ee_error float32 7 The eef difference between the augmented jaco robot and the original robot
observation.jaco.ee_pose float32 7 The eef position of jaco robot
observation.jaco.joints float32 7 The joint position of jaco robot
observation.joints float32 7 Joint angle of source robot
observation.kinova3.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.kinova3.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.kinova3.ee_error float32 7 The eef difference between the augmented kinova3 robot and the original robot
observation.kinova3.ee_pose float32 7 The eef position of kinova3 robot
observation.kinova3.joints float32 8 The joint position of kinova3 robot
observation.kuka_iiwa.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.kuka_iiwa.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.kuka_iiwa.ee_error float32 7 The eef difference between the augmented kuka_iiwa robot and the original robot
observation.kuka_iiwa.ee_pose float32 7 The eef position of kuka_iiwa robot
observation.kuka_iiwa.joints float32 8 The joint position of kuka_iiwa robot
observation.panda.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.panda.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.panda.ee_error float32 7 The eef difference between the augmented panda robot and the original robot
observation.panda.ee_pose float32 7 The eef position of panda robot
observation.panda.joints float32 8 The joint position of panda robot
observation.sawyer.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.sawyer.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.sawyer.ee_error float32 7 The eef difference between the augmented sawyer robot and the original robot
observation.sawyer.ee_pose float32 7 The eef position of sawyer robot
observation.sawyer.joints float32 8 The joint position of sawyer robot
observation.state float32 15 Copy of the state field in source robot's RLDS dataset
observation.widowX.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.widowX.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.widowX.ee_error float32 7 The eef difference between the augmented widowX robot and the original robot
observation.widowX.ee_pose float32 7 The eef position of widowX robot
observation.widowX.joints float32 7 The joint position of widowX robot
observation.xarm7.base_orientation float32 1 Rotation along z-axis CCW to make the robot not blocking the camera (mostly 0)
observation.xarm7.base_position float32 3 Base translation applied so the trajectory remains achievable
observation.xarm7.ee_error float32 7 The eef difference between the augmented xarm7 robot and the original robot
observation.xarm7.ee_pose float32 7 The eef position of xarm7 robot
observation.xarm7.joints float32 8 The joint position of xarm7 robot
task_index int64 1 -
timestamp float32 1 -

Website

Paper

Citation Policy

If you use OXE-Aug datasets, please cite both our dataset and the upstream datasets.

Upstream Dataset Citation (original dataset)

@misc{BerkeleyUR5Website,
    title = {Berkeley {UR5} Demonstration Dataset},
    author = {Lawrence Yunliang Chen and Simeon Adebola and Ken Goldberg},
    howpublished = {https://sites.google.com/view/berkeley-ur5/home},
}

OXE-Aug Dataset Citation (ours)

@misc{
  ji2025oxeaug,
  title  = {OXE-Aug: A Large-Scale Robot Augmentation of OXE for Scaling Cross-Embodiment Policy Learning},
  author = {Ji, Guanhua and Polavaram, Harsha and Chen, Lawrence Yunliang and Bajamahal, Sandeep and Ma, Zehan and Adebola, Simeon and Xu, Chenfeng and Goldberg, Ken},
  year   = {2025},
  note   = {Manuscript}
}
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