LeMON: Learning to Learn Multi-Operator Networks
Paper
•
2408.16168
•
Published
Dataset Viewer
The dataset viewer is not available for this subset.
Cannot get the split names for the config 'default' of the dataset.
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/JingminSun/prose@94b2144e305df9031e2d8463f8f5047e5b461ae9/Klein_Gordon/Klein_Gordon_50_data.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 is data for :
- PROSE-PDE paper: Towards a Foundation Model for Partial Differential Equations: Multi-Operator Learning and Extrapolation.
- LeMON: Learning to Learn Multi-Operator Networks.
- PROSE-SymPy: Time-Series Forecasting, Knowledge Distillation, and Refinement within a Multimodal PDE Foundation Model.
Citation
If you find our paper and code useful, please consider citing:
@article{sun2024towards,
title = {Towards a foundation model for partial differential equations: Multioperator learning and extrapolation},
author = {Sun, Jingmin and Liu, Yuxuan and Zhang, Zecheng and Schaeffer, Hayden},
journal = {Phys. Rev. E},
volume = {111},
issue = {3},
pages = {035304},
numpages = {18},
year = {2025},
month = {Mar},
publisher = {American Physical Society},
doi = {10.1103/PhysRevE.111.035304},
url = {https://link.aps.org/doi/10.1103/PhysRevE.111.035304}
}
@article{sun2024lemon,
title={Lemon: Learning to learn multi-operator networks},
author={Sun, Jingmin and Zhang, Zecheng and Schaeffer, Hayden},
journal={arXiv preprint arXiv:2408.16168},
year={2024}
}
@article{jollie2025time,
author = {Derek Jollie and Jingmin Sun and Zecheng Zhang and Hayden Schaeffer},
title = {TIME-SERIES FORECASTING AND REFINEMENT WITHIN A MULTIMODAL PDE FOUNDATION MODEL},
journal = {Journal of Machine Learning for Modeling and Computing},
issn = {2689-3967},
year = {2025},
volume = {6},
number = {2},
pages = {77--89}
}
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