Datasets:

---

Sainath001

/

StomataBench

Like 0

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 15 new columns ({'FRCNN-R50-1x', 'Retina-R101-3x', 'FRCNN-R50-3x', 'YOLOv26', 'GDINO-SB', 'Retina-R50-3x', 'SAM3-OD', 'FRCNN-R101-1x', 'RT-DETRv4', 'YOLOv12', 'RT-DETRv2', 'Retina-R50-1x', 'YOLOv8', 'YOLOv11', 'FRCNN-X101'}) and 36 missing columns ({'sampling_unique', 'country_unique', 'gt_count_total', 'n_accessions', 'pred_count_total', 'pred_count_median', 'microscope_unique', 'threshold', 'country_modal', 'pred_density_mean', 'pred_density_median', 'imaging_environment_unique', 'location_modal', 'sampling_modal', 'datasets_unique', 'gt_count_mean', 'location_unique', 'pred_count_mean', 'gt_density_median', 'microscope_modal', 'mse', 'leaf_surface_unique', 'mape_percent', 'Accession_ID_unique', 'rmse', 'Accession_ID_modal', 'cultivar_modal', 'mae', 'resid_median', 'r2', 'n_locations', 'leaf_surface_modal', 'imaging_environment_modal', 'gt_count_median', 'cultivar_unique', 'model'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Sainath001/StomataBench/results/density_eval_final/per_species_r2_main_tau0p25.csv (at revision d1b836c7bb21689a7e6c67e254bdf59f6699870d), ['hf://datasets/Sainath001/StomataBench@d1b836c7bb21689a7e6c67e254bdf59f6699870d/results/density_eval_final/per_species_r2_long.csv', 'hf://datasets/Sainath001/StomataBench@d1b836c7bb21689a7e6c67e254bdf59f6699870d/results/density_eval_final/per_species_r2_main_tau0p25.csv', 'hf://datasets/Sainath001/StomataBench@d1b836c7bb21689a7e6c67e254bdf59f6699870d/results/density_eval_final/per_species_r2_supp_tau0p25.csv', 'hf://datasets/Sainath001/StomataBench@d1b836c7bb21689a7e6c67e254bdf59f6699870d/results/density_eval_final/stomata_density_master.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/python3.12/site-packages/datasets/builder.py", line 1800, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              dataset: string
              ood_level: int64
              ood_label: string
              clade: string
              order: string
              family: string
              genus: string
              scientific_name: string
              gt_density_mean: double
              n_images: int64
              FRCNN-R50-1x: double
              FRCNN-R50-3x: double
              FRCNN-R101-1x: double
              FRCNN-X101: double
              Retina-R50-1x: double
              Retina-R50-3x: double
              Retina-R101-3x: double
              YOLOv8: double
              YOLOv11: double
              YOLOv12: double
              YOLOv26: double
              RT-DETRv2: double
              RT-DETRv4: double
              GDINO-SB: double
              SAM3-OD: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3232
              to
              {'threshold': Value('float64'), 'model': Value('string'), 'dataset': Value('string'), 'ood_level': Value('int64'), 'ood_label': Value('string'), 'clade': Value('string'), 'order': Value('string'), 'family': Value('string'), 'genus': Value('string'), 'scientific_name': Value('string'), 'n_images': Value('int64'), 'n_accessions': Value('float64'), 'n_locations': Value('float64'), 'gt_count_total': Value('int64'), 'gt_count_mean': Value('float64'), 'gt_count_median': Value('float64'), 'gt_density_mean': Value('float64'), 'gt_density_median': Value('float64'), 'pred_count_total': Value('int64'), 'pred_count_mean': Value('float64'), 'pred_count_median': Value('float64'), 'pred_density_mean': Value('float64'), 'pred_density_median': Value('float64'), 'r2': Value('float64'), 'mse': Value('float64'), 'rmse': Value('float64'), 'mae': Value('float64'), 'mape_percent': Value('float64'), 'resid_median': Value('float64'), 'microscope_modal': Value('string'), 'microscope_unique': Value('string'), 'sampling_modal': Value('string'), 'sampling_unique': Value('string'), 'imaging_environment_modal': Value('string'), 'imaging_environment_unique': Value('string'), 'leaf_surface_modal': Value('string'), 'leaf_surface_unique': Value('string'), 'country_modal': Value('string'), 'country_unique': Value('string'), 'cultivar_modal': Value('string'), 'cultivar_unique': Value('string'), 'location_modal': Value('string'), 'location_unique': Value('string'), 'Accession_ID_modal': Value('string'), 'Accession_ID_unique': Value('string'), 'datasets_unique': Value('string')}
              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 1342, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1802, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              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 15 new columns ({'FRCNN-R50-1x', 'Retina-R101-3x', 'FRCNN-R50-3x', 'YOLOv26', 'GDINO-SB', 'Retina-R50-3x', 'SAM3-OD', 'FRCNN-R101-1x', 'RT-DETRv4', 'YOLOv12', 'RT-DETRv2', 'Retina-R50-1x', 'YOLOv8', 'YOLOv11', 'FRCNN-X101'}) and 36 missing columns ({'sampling_unique', 'country_unique', 'gt_count_total', 'n_accessions', 'pred_count_total', 'pred_count_median', 'microscope_unique', 'threshold', 'country_modal', 'pred_density_mean', 'pred_density_median', 'imaging_environment_unique', 'location_modal', 'sampling_modal', 'datasets_unique', 'gt_count_mean', 'location_unique', 'pred_count_mean', 'gt_density_median', 'microscope_modal', 'mse', 'leaf_surface_unique', 'mape_percent', 'Accession_ID_unique', 'rmse', 'Accession_ID_modal', 'cultivar_modal', 'mae', 'resid_median', 'r2', 'n_locations', 'leaf_surface_modal', 'imaging_environment_modal', 'gt_count_median', 'cultivar_unique', 'model'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Sainath001/StomataBench/results/density_eval_final/per_species_r2_main_tau0p25.csv (at revision d1b836c7bb21689a7e6c67e254bdf59f6699870d), ['hf://datasets/Sainath001/StomataBench@d1b836c7bb21689a7e6c67e254bdf59f6699870d/results/density_eval_final/per_species_r2_long.csv', 'hf://datasets/Sainath001/StomataBench@d1b836c7bb21689a7e6c67e254bdf59f6699870d/results/density_eval_final/per_species_r2_main_tau0p25.csv', 'hf://datasets/Sainath001/StomataBench@d1b836c7bb21689a7e6c67e254bdf59f6699870d/results/density_eval_final/per_species_r2_supp_tau0p25.csv', 'hf://datasets/Sainath001/StomataBench@d1b836c7bb21689a7e6c67e254bdf59f6699870d/results/density_eval_final/stomata_density_master.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)