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Datasets:
jirvin16
/
ClimateSuite

Languages:
English
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Tags:
climate
climate-emulation
earth-system-models
zarr
spatiotemporal
License:
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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 286, in get_dataset_config_info
                  for split_generator in builder._split_generators(
                                         ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 81, in _split_generators
                  first_examples = list(islice(pipeline, self.NUM_EXAMPLES_FOR_FEATURES_INFERENCE))
                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 34, in _get_pipeline_from_tar
                  for filename, f in tar_iterator:
                                     ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/utils/track.py", line 49, in __iter__
                  for x in self.generator(*self.args):
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/utils/file_utils.py", line 1387, in _iter_from_urlpath
                  yield from cls._iter_tar(f)
                File "/usr/local/lib/python3.12/site-packages/datasets/utils/file_utils.py", line 1338, in _iter_tar
                  stream = tarfile.open(fileobj=f, mode="r|*")
                           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/tarfile.py", line 1886, in open
                  t = cls(name, filemode, stream, **kwargs)
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/tarfile.py", line 1762, in __init__
                  self.firstmember = self.next()
                                     ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/tarfile.py", line 2750, in next
                  raise ReadError(str(e)) from None
              tarfile.ReadError: invalid header
              
              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 66, 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 340, in get_dataset_split_names
                  info = get_dataset_config_info(
                         ^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 291, 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.

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If you use ClimateSuite, please ❤️ like this dataset and ⭐ star the SPF GitHub repository for updates.

ClimateSuite

ClimateSuite is a large collection of Earth system model simulations for climate emulation. It was curated for Spatiotemporal Pyramid Flow Matching for Climate Emulation, which introduces Spatiotemporal Pyramid Flows (SPF) for efficient probabilistic climate emulation across temporal and spatial scales.

This repository stores ClimateSuite as archive-sharded Zarr data in the following format:

grid.nc
inputs/<timescale>/*.zarr
outputs/<climate_model>/<timescale>/*.zarr

The current release includes decadal, yearly, and monthly data for ten climate models: BCC-CSM2-MR, CESM2, CESM2-WACCM, CMCC-CM2-SR5, CMCC-ESM2, GFDL-ESM4, IPSL-CM6A-LR, MRI-ESM2-0, NorESM2-LM, and UKESM1-0-LL.

Downloading the data

The recommended path for SPF users is the repository helper, which downloads matching archive shards and extracts them automatically:

from emulator.src.data.huggingface import download_climate_dataset

cache_dir = "/path/to/fast/cache"

# Download and extract the full dataset.
data_dir = download_climate_dataset(
    "jirvin16/ClimateSuite",
    cache_dir=cache_dir,
)

# Download and extract a specific model/timescale subset.
data_dir = download_climate_dataset(
    "jirvin16/ClimateSuite",
    cache_dir=cache_dir,
    climate_models=["NorESM2-LM"],
    timescales=["yearly"],
)

You can also download raw archive shards directly with huggingface_hub:

from huggingface_hub import snapshot_download

cache_dir = "/path/to/fast/cache"

# Full archive download.
snapshot_download(
    repo_id="jirvin16/ClimateSuite",
    repo_type="dataset",
    cache_dir=cache_dir,
)

# Specific subset: shared yearly inputs and yearly NorESM2-LM outputs.
snapshot_download(
    repo_id="jirvin16/ClimateSuite",
    repo_type="dataset",
    cache_dir=cache_dir,
    allow_patterns=[
        "README.md",
        "manifest.json",
        "grid.nc",
        "inputs/yearly/*.zarr.tar.zst",
        "outputs/NorESM2-LM/yearly/*.zarr.tar.zst",
    ],
)

Relevant Links

Citation 

@inproceedings{irvin2026spatiotemporal,
  title={Spatiotemporal Pyramid Flow Matching for Climate Emulation},
  author={Irvin, Jeremy Andrew and Han, Jiaqi and Wang, Zikui and Alharbi, Abdulaziz and Zhao, Yufei and Bayarsaikhan, Nomin-Erdene and Visioni, Daniele and Ng, Andrew Y. and Watson-Parris, Duncan},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year={2026}
}

Contact

jirvin16@cs.stanford.edu
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