Datasets:
The dataset viewer is not available for this subset.
Exception: SplitsNotFoundError
Message: The split names could not be parsed from the dataset config.
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 289, in get_dataset_config_info
for split_generator in builder._split_generators(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/hdf5/hdf5.py", line 64, in _split_generators
with h5py.File(first_file, "r") as h5:
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/h5py/_hl/files.py", line 564, in __init__
fid = make_fid(name, mode, userblock_size, fapl, fcpl, swmr=swmr)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/h5py/_hl/files.py", line 238, in make_fid
fid = h5f.open(name, flags, fapl=fapl)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "h5py/_objects.pyx", line 56, in h5py._objects.with_phil.wrapper
File "h5py/_objects.pyx", line 57, in h5py._objects.with_phil.wrapper
File "h5py/h5f.pyx", line 102, in h5py.h5f.open
FileNotFoundError: [Errno 2] Unable to synchronously open file (unable to open file: name = 'hf://datasets/ml-jku/gyroswin_cbc_id_ood@37c80b95cbd0e5171bdf247e30092e3af08a6985/preprocessed/iteration_115.h5', errno = 2, error message = 'No such file or directory', flags = 0, o_flags = 0)
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 65, in compute_split_names_from_streaming_response
for split in get_dataset_split_names(
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 343, in get_dataset_split_names
info = get_dataset_config_info(
^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 294, in get_dataset_config_info
raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
This repository contains data used in the paper GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations.
We provide snapshots for the in-distribution and out-of-distribution test cases presented in the paper and to be used with the pre-trained GyroSwin model series.
The data was generated using GKW considering the cyclone base case (CBC) mainly focusing on ion temperature gradient based turbulence. The provided simulations can be found at
📁 preprocessed
├── iteration_8.h5
├── iteration_115.h5
├── iteration_131.h5
├── iteration_148.h5
├── iteration_235.h5
├── iteration_262.h5
├── ood_iteration_0.h5
├── ood_iteration_1.h5
├── ood_iteration_2.h5
├── ood_iteration_3.h5
└── ood_iteration_4.h5
where files starting with ood_ are out-of-distribution with respect to the dataset the GyroSwin models were trained on and the remaining ones are considered in-distribution.
The data contains a single snapshot that was used for autoregressive prediction in the paper. Due to the prohibitive storage demands, we only provide the first snapshot, i.e. they can only be used for autoregressive prediction, but cannot be compared to ground-truth.
Furthermore, normalization statistics are provided at normalization_stats.pkl as they are needed for denormalizing the predictions to the original space before transforming back to fourier space.
Pre-trained model checkpoints
The pre-trained model checkpoints can be found at these links:
Example Usage
A script to run inference using any of our pre-trained models can be found in our Github repository at gyroswin/eval/inference_from_hf.py.
Furthermore, we provide different ways of visualizing 5D Gyrokinetics data in our github repository to visualize the predictions of our GyroSwin models.
Citation
If you found our work useful, please consider citing it:
@inproceedings{paischergyroswin,
title={GyroSwin: 5D Surrogates for Gyrokinetic Plasma Turbulence Simulations},
author={Paischer, Fabian and Galletti, Gianluca and Hornsby, William and Setinek, Paul and Zanisi, Lorenzo and Carey, Naomi and Pamela, Stanislas and Brandstetter, Johannes},
booktitle={The Thirty-ninth Annual Conference on Neural Information Processing Systems}
}
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