Datasets:

GEOSCIENCES-AI
/

large-synthetic-drp

Modalities:

Tags:

digital-rock-physics

porespy

porous-media

Synthetic

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The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 19 new columns ({'kind', 'p_blobiness', 'corr_aniso', 'perc_y', 'corr_len_x', 'perc_x', 'chord_est', 'p_aniso', 'largest_cluster_frac', 'seed', 'percolates_all', 'surf_per_vox', 'tries', 'target_phi', 'corr_len_z', 'corr_len_y', 'corr_len_mean', 'perc_z', 'accepted'}) and 13 missing columns ({'n_throats', 'status', 'throat_d_median_vox', 't_s', 'Ky_vox2', 'voxel_size_used', 'peak_rss_gb', 'frac_throat_lt2vox', 'Kz_vox2', 'K_geomean_vox2', 'frac_throat_lt3vox', 'Kx_vox2', 'n_pores'}).

This happened while the csv dataset builder was generating data using

hf://datasets/GEOSCIENCES-AI/large-synthetic-drp/synthetic_blobs_256_rock/metadata.csv (at revision 7372919639718355d46b76692747eb5e30637dd2), ['hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00001.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00002.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00003.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00006.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00007.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00008.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00009.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00011.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00012.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00013.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/metadata.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00000.csv', 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'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00437.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00438.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00439.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00440.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00441.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00442.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00443.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00444.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00445.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00446.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00447.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00448.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00449.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00450.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00451.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00452.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00453.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00454.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00455.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00456.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00457.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00458.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00459.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00460.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00461.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00462.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00463.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00464.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00465.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00466.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00467.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00468.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00469.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00470.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00471.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00472.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00473.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00474.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00475.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00476.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00477.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00478.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00479.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_porosity/porosity.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1856, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 811, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 822, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              idx: int64
              shard: int64
              pos: int64
              kind: string
              target_phi: double
              seed: int64
              tries: int64
              accepted: bool
              porosity: double
              surf_per_vox: double
              chord_est: double
              perc_x: bool
              perc_y: bool
              perc_z: bool
              percolates_all: bool
              largest_cluster_frac: double
              corr_len_x: double
              corr_len_y: double
              corr_len_z: double
              corr_len_mean: double
              corr_aniso: double
              p_blobiness: double
              p_aniso: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2941
              to
              {'idx': Value('int64'), 'shard': Value('int64'), 'pos': Value('int64'), 'Kx_vox2': Value('float64'), 'Ky_vox2': Value('float64'), 'Kz_vox2': Value('float64'), 'K_geomean_vox2': Value('float64'), 'voxel_size_used': Value('float64'), 'n_pores': Value('int64'), 'n_throats': Value('int64'), 'throat_d_median_vox': Value('float64'), 'frac_throat_lt3vox': Value('float64'), 'frac_throat_lt2vox': Value('float64'), 'status': Value('string'), 't_s': Value('float64'), 'peak_rss_gb': Value('float64'), 'porosity': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1379, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 956, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 19 new columns ({'kind', 'p_blobiness', 'corr_aniso', 'perc_y', 'corr_len_x', 'perc_x', 'chord_est', 'p_aniso', 'largest_cluster_frac', 'seed', 'percolates_all', 'surf_per_vox', 'tries', 'target_phi', 'corr_len_z', 'corr_len_y', 'corr_len_mean', 'perc_z', 'accepted'}) and 13 missing columns ({'n_throats', 'status', 'throat_d_median_vox', 't_s', 'Ky_vox2', 'voxel_size_used', 'peak_rss_gb', 'frac_throat_lt2vox', 'Kz_vox2', 'K_geomean_vox2', 'frac_throat_lt3vox', 'Kx_vox2', 'n_pores'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/GEOSCIENCES-AI/large-synthetic-drp/synthetic_blobs_256_rock/metadata.csv (at revision 7372919639718355d46b76692747eb5e30637dd2), ['hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00001.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00002.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00003.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00006.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00007.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00008.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00009.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00011.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00012.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/perm_synthetic_blobs_256_rock/perm_shard_00013.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/metadata.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00000.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00001.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00002.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00003.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00004.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00005.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00006.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00007.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00008.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00009.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00010.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00011.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00012.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00013.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock/shard_00014.csv', 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'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00465.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00466.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00467.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00468.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00469.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00470.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00471.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00472.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00473.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00474.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00475.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00476.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00477.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00478.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_latents/shard_00479.csv', 'hf://datasets/GEOSCIENCES-AI/large-synthetic-drp@7372919639718355d46b76692747eb5e30637dd2/synthetic_blobs_256_rock_porosity/porosity.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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idx int64	shard int64	pos int64	Kx_vox2 float64	Ky_vox2 float64	Kz_vox2 float64	K_geomean_vox2 float64	voxel_size_used float64	n_pores int64	n_throats int64	throat_d_median_vox float64	frac_throat_lt3vox float64	status string	t_s float64	peak_rss_gb float64	porosity float64
25	1	0	0.33374	0.208543	0.160404	0.223498	1	863	1,122	18.920814	0.030303	ok	394.9	9.42	0.196197
26	1	1	0.559835	0.265965	0.297429	0.353799	1	726	955	20.784609	0.020942	ok	419.4	9.42	0.201737
27	1	2	0.047288	0.011479	0.159775	0.044264	1	478	593	22	0.016863	ok	410.1	9.43	0.182626
28	1	3	0.143038	0.241772	0.212596	0.194448	1	748	946	19.39072	0.030655	ok	417.2	9.42	0.192168
29	1	4	0.384339	0.567987	0.45652	0.463629	1	879	1,218	20.784609	0.017241	ok	415	9.42	0.216921
30	1	5	0.210233	0.269387	0.27624	0.250104	1	1,059	1,401	18	0.033547	ok	334.9	9.44	0.197802
31	1	6	0.247937	0.235134	0.246513	0.243127	1	1,050	1,385	17.663521	0.031769	ok	348.7	9.44	0.20097
32	1	7	0.091144	0.11573	0.168656	0.121169	1	1,007	1,253	18.761663	0.015164	ok	360.3	9.44	0.195651
33	1	8	0.394479	0.271954	0.467302	0.368727	1	942	1,241	20	0.022562	ok	360.8	9.43	0.206103
34	1	9	0.288266	0.331314	0.404364	0.338014	1	801	1,050	21.260292	0.01619	ok	365.8	9.44	0.21931
35	1	10	0.192919	0.333271	0.102887	0.18772	1	1,024	1,325	18.110771	0.02566	ok	326.4	9.46	0.194702
36	1	11	0.233641	0.253262	0.169124	0.215497	1	944	1,240	18.867962	0.022581	ok	325.3	9.47	0.190161
37	1	12	0.041436	0.109183	0.152886	0.088437	1	1,016	1,307	17.320509	0.029074	ok	353	9.52	0.189092
38	1	13	0.454882	0.343	0.292642	0.357418	1	709	923	19.697716	0.019502	ok	340.4	9.44	0.201691
39	1	14	0.199995	0.195601	0.138259	0.175534	1	817	1,018	17.888544	0.026523	ok	346.2	9.44	0.182367
40	1	15	0.401737	0.468967	0.258543	0.365207	1	767	1,005	20.976177	0.026866	ok	328.1	9.48	0.209104
41	1	16	0.350343	0.208156	0.16984	0.23137	1	1,029	1,309	18	0.02139	ok	368.3	9.49	0.20324
42	1	17	0.293923	0.367602	0.199124	0.278128	1	1,019	1,353	17.435596	0.031042	ok	355.9	9.45	0.201173
43	1	18	0.193446	0.330256	0.226905	0.243829	1	1,224	1,666	16.7332	0.030612	ok	354.1	9.52	0.212162
44	1	19	0.218225	0.177203	0.298964	0.226116	1	1,149	1,501	16.492422	0.027981	ok	354	9.44	0.206042
45	1	20	0.325305	0.433395	0.384313	0.378402	1	855	1,115	18.973665	0.030493	ok	311.9	9.48	0.198267
46	1	21	0.202045	0.254877	0.11191	0.179287	1	1,164	1,514	17.204651	0.035667	ok	334.6	9.51	0.202929
47	1	22	0.29491	0.188917	0.237928	0.236666	1	1,063	1,426	17.549929	0.030154	ok	331.7	9.46	0.206411
48	1	23	0.143915	0.211657	0.089408	0.139649	1	1,323	1,740	15.6205	0.041954	ok	336.1	9.52	0.199751
49	1	24	0.412336	0.299767	0.193064	0.287902	1	1,491	2,020	16.124516	0.034653	ok	331.6	9.49	0.217389
50	2	0	0.253998	0.513924	0.363472	0.362021	1	620	802	20.976177	0.032419	ok	385.3	9.42	0.189152
51	2	1	0.429771	0.579417	0.466914	0.488077	1	909	1,197	19.39072	0.025898	ok	419.1	9.42	0.213484
52	2	2	0.154829	0.270824	0.076719	0.147621	1	867	1,091	19.79899	0.019248	ok	416.8	9.43	0.201512
53	2	3	0.109458	0.088648	0.116112	0.104056	1	1,252	1,597	15.6205	0.040701	ok	389.8	9.49	0.189376
54	2	4	0.538625	0.553237	0.450601	0.512071	1	1,134	1,567	18.761663	0.023612	ok	423.2	9.42	0.23214
55	2	5	0.197389	0.226678	0.149724	0.188513	1	1,059	1,372	17.888544	0.024052	ok	335.4	9.43	0.201315
56	2	6	0.499131	0.399423	0.550822	0.478872	1	727	968	19.79899	0.02376	ok	353.8	9.53	0.212961
57	2	7	0.27063	0.395457	0.142073	0.247739	1	796	1,025	18.867962	0.023415	ok	358.4	9.44	0.195722
58	2	8	0.463361	0.42783	0.545107	0.476311	1	956	1,326	18.867962	0.028658	ok	357.9	9.46	0.218272
59	2	9	0.180801	0.259519	0.147685	0.19065	1	1,035	1,355	17.204651	0.031734	ok	351.7	9.49	0.195396
60	2	10	0.138362	0.187612	0.177213	0.166312	1	948	1,209	18	0.026468	ok	329.8	9.51	0.187945
61	2	11	0.117089	0.10914	0.018875	0.062249	1	725	876	20	0.035388	ok	335.7	9.54	0.173435
62	2	12	0.201837	0.177595	0.185176	0.187934	1	883	1,129	18.973665	0.022143	ok	335.9	9.49	0.194782
63	2	13	0.527848	0.443812	0.578361	0.513613	1	786	1,054	20.976177	0.020873	ok	349.8	9.44	0.213242
64	2	14	0.20405	0.188848	0.158402	0.182755	1	894	1,133	18.439089	0.023831	ok	346.4	9.5	0.194182
65	2	15	0.241423	0.306269	0.378063	0.303493	1	1,229	1,673	16.970562	0.03168	ok	320.8	9.52	0.213515
66	2	16	0.333673	0.208163	0.272489	0.266496	1	892	1,171	19.595919	0.024765	ok	337.7	9.54	0.207961
67	2	17	0.281259	0.251299	0.265283	0.265666	1	1,328	1,770	16.124516	0.025989	ok	332.8	9.5	0.200965
68	2	18	0.383085	0.427114	0.39334	0.400746	1	564	725	24.413111	0.017931	ok	346	9.5	0.203184
69	2	19	0.27753	0.173762	0.279898	0.238098	1	1,094	1,432	18	0.023045	ok	338.5	9.48	0.20873
70	2	20	0.299144	0.201462	0.239436	0.243456	1	777	1,066	18.439089	0.032833	ok	315	9.56	0.195762
71	2	21	0.300802	0.238364	0.336145	0.288857	1	852	1,124	19.949874	0.033808	ok	320.8	9.54	0.202407
72	2	22	0.266633	0.149163	0.209908	0.202862	1	824	1,044	18.920814	0.031609	ok	313.4	9.52	0.194
73	2	23	0.271084	0.257646	0.273393	0.267283	1	868	1,092	20.396078	0.028388	ok	337.1	9.56	0.203294
74	2	24	0.282802	0.389768	0.285216	0.315612	1	1,215	1,626	18	0.023985	ok	333.3	9.5	0.216871
75	3	0	0.403009	0.328515	0.365044	0.364255	1	1,095	1,476	18	0.028455	ok	423.6	9.43	0.212812
76	3	1	0.176487	0.310541	0.170157	0.210488	1	585	751	20.493902	0.01731	ok	406.1	9.43	0.195478
77	3	2	0.119391	0.296093	0.239007	0.203674	1	586	743	22.36068	0.024226	ok	398.7	9.42	0.190829
78	3	3	0.274279	0.444649	0.371388	0.356461	1	853	1,136	20.493902	0.017606	ok	376	9.52	0.209153
79	3	4	0.141095	0.162503	0.227012	0.173303	1	911	1,163	18.220867	0.042132	ok	401	9.42	0.193261
80	3	5	0.675019	0.372306	0.306855	0.425647	1	737	969	18.973665	0.016512	ok	326	9.52	0.204165
81	3	6	0.26956	0.519838	0.321989	0.356004	1	769	970	21.400884	0.025773	ok	357.5	9.44	0.207535
82	3	7	0.435385	0.18141	0.098761	0.198323	1	964	1,231	19.39072	0.021121	ok	357.7	9.46	0.208191
83	3	8	0.184697	0.072797	0.040436	0.081617	1	1,017	1,319	17.888544	0.027293	ok	351.4	9.45	0.195441
84	3	9	0.305189	0.328765	0.296206	0.309754	1	747	996	21.260292	0.024096	ok	351.7	9.46	0.20713
85	3	10	0.369882	0.463128	0.322674	0.380928	1	841	1,101	19.79899	0.029973	ok	317	9.53	0.213963
86	3	11	0.271287	0.266033	0.069334	0.171042	1	842	1,078	18.867962	0.022263	ok	346.7	9.44	0.185821
87	3	12	0.203636	0.297928	0.313804	0.267018	1	763	965	19.79899	0.019689	ok	339.9	9.52	0.194387
88	3	13	0.357115	0.206175	0.292471	0.278212	1	1,053	1,376	18.761663	0.021076	ok	365	9.46	0.205489
89	3	14	0.141195	0.204081	0.24114	0.190823	1	1,134	1,463	17.663521	0.021873	ok	341.5	9.46	0.202306
90	3	15	0.154802	0.147911	0.237308	0.175804	1	1,233	1,631	16.970562	0.031882	ok	313.4	9.59	0.207294
91	3	16	0.13479	0.132939	0.148286	0.138507	1	1,100	1,433	17.320509	0.038381	ok	331.6	9.52	0.188823
92	3	17	0.218408	0.347408	0.349614	0.29824	1	711	935	20.493902	0.028877	ok	337.3	9.44	0.198053
93	3	18	0.230506	0.26669	0.080412	0.170348	1	888	1,120	18	0.026786	ok	335.5	9.49	0.185269
94	3	19	0.123588	0.181429	0.260297	0.180046	1	829	1,054	19.899748	0.028463	ok	345	9.46	0.204819
95	3	20	0.139288	0.094736	0.095831	0.108138	1	730	913	18.330303	0.024096	ok	325.2	9.59	0.181385
96	3	21	0.156331	0.153385	0.190997	0.166068	1	1,242	1,614	17.435596	0.032218	ok	329.5	9.52	0.200912
97	3	22	0.276344	0.165528	0.357273	0.25377	1	1,026	1,381	17.088007	0.028965	ok	331.9	9.44	0.201945
98	3	23	0.153696	0.163662	0.153261	0.156801	1	1,234	1,585	16.248077	0.037224	ok	324	9.53	0.19538
99	3	24	0.124795	0.264254	0.126004	0.160769	1	916	1,138	18.547237	0.027241	ok	314.8	9.46	0.191312
150	6	0	0.523676	0.279018	0.274679	0.342378	1	794	1,050	19.697716	0.022857	ok	582.3	9.43	0.206834
151	6	1	0.232882	0.196172	0.097063	0.164289	1	909	1,166	19.899748	0.020583	ok	581.7	9.43	0.214958
152	6	2	0.133057	0.166986	0.217146	0.168976	1	939	1,197	18	0.027569	ok	566.5	9.5	0.192574
153	6	3	0.209892	0.253797	0.243807	0.235058	1	745	946	20.099751	0.020085	ok	583	9.43	0.188742
154	6	4	0.213459	0.307506	0.255561	0.255989	1	757	964	20.493902	0.028008	ok	585.8	9.43	0.211874
155	6	5	0.321614	0.227913	0.429743	0.315819	1	1,358	1,868	16.7332	0.02409	ok	429.8	9.5	0.221355
156	6	6	0.121709	0.222838	0.161304	0.163551	1	916	1,133	18.973665	0.031774	ok	461.3	9.44	0.190371
157	6	7	0.228	0.332022	0.203429	0.248793	1	1,104	1,411	18.439089	0.024096	ok	457.5	9.51	0.197376
158	6	8	0.198068	0.213555	0.226551	0.212404	1	1,698	2,295	14.696939	0.030501	ok	454.5	9.45	0.206189
159	6	9	0.56892	0.479066	0.419276	0.485269	1	815	1,074	20	0.018622	ok	460.2	9.44	0.205681
160	6	10	0.376841	0.32965	0.36919	0.357949	1	973	1,268	18.867962	0.029968	ok	313.6	9.51	0.211279
161	6	11	0.277073	0.216048	0.344272	0.274167	1	529	677	23.151674	0.022157	ok	360.5	9.48	0.196291
162	6	12	0.229501	0.33653	0.153659	0.228099	1	625	784	20.63971	0.024235	ok	356.9	9.51	0.189481
163	6	13	0.206899	0.164471	0.173784	0.180837	1	925	1,181	18.439089	0.021169	ok	356.1	9.45	0.205497
164	6	14	0.182893	0.148386	0.192071	0.173387	1	860	1,089	18	0.02663	ok	333.8	9.46	0.178019
165	6	15	0.141445	0.276488	0.253637	0.214862	1	658	842	21.400884	0.027316	ok	317.3	9.52	0.196938
166	6	16	0.265262	0.251162	0.25566	0.257295	1	1,002	1,314	17.204651	0.026636	ok	335.6	9.46	0.201679
167	6	17	0.388346	0.292748	0.340823	0.338387	1	936	1,244	18	0.028135	ok	337.7	9.51	0.204377
168	6	18	0.170303	0.188824	0.111593	0.153099	1	1,145	1,505	16.7332	0.021262	ok	355.5	9.5	0.205275
169	6	19	0.517597	0.267982	0.56681	0.428395	1	963	1,325	18.867962	0.022642	ok	356.1	9.45	0.216586
170	6	20	0.345089	0.537507	0.2263	0.347536	1	830	1,067	20.199009	0.026242	ok	319.7	9.52	0.208425
171	6	21	0.478256	0.269427	0.26616	0.324899	1	779	1,016	20.493902	0.020669	ok	344	9.47	0.213864
172	6	22	0.424805	0.289665	0.217367	0.299061	1	848	1,098	19.183043	0.017304	ok	330.1	9.51	0.209527
173	6	23	0.341158	0.324137	0.349989	0.338256	1	867	1,145	20.880613	0.020087	ok	336.4	9.55	0.203646
174	6	24	0.236405	0.400381	0.137526	0.235237	1	857	1,124	20	0.025801	ok	322.4	9.45	0.196546

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Large synthetic digital rock physics (DRP) dataset

Synthetic 3D binary porous-media volumes generated with PoreSpy.

synthetic_blobs_256_rock/ : bit-packed volumes (shard_XXXXX.npz) with a matching shard_XXXXX.csv of generation parameters (row i of the CSV describes volume i of the shard). Convention: pore = 1, grain = 0.
synthetic_blobs_256_rock_latents/ : autoencoder latents (shard_XXXXX_latent.npy) with latent_config.json describing the autoencoder checkpoint, tiling and dtype.

Generation

Volumes were generated with PoreSpy (porespy.generators.blobs).

Citation

If you use this dataset, please cite the PoreSpy toolkit used to generate it:

@article{gostick2019porespy,
  title   = {PoreSpy: A Python Toolkit for Quantitative Analysis of Porous Media Images},
  author  = {Gostick, Jeff T. and Khan, Zohaib A. and Tranter, Thomas G. and Kok, Matthew D. R. and
             Agnaou, Mehrez and Sadeghi, Mohammadamin and Jervis, Rhodri},
  journal = {Journal of Open Source Software},
  volume  = {4},
  number  = {37},
  pages   = {1296},
  year    = {2019},
  doi     = {10.21105/joss.01296}
}

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Large synthetic digital rock physics (DRP) dataset

Contents

Generation

Citation