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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 1 new columns ({'Engine Condition'})
This happened while the csv dataset builder was generating data using
hf://datasets/deepacsr/predictive-maintenance/engine_data.csv (at revision 8883289e4eb9f242c090e8c009c4f264a81f3cb7), [/tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/Xtest.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/Xtest.csv), /tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/Xtrain.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/Xtrain.csv), /tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/engine_data.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/engine_data.csv), /tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/ytest.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/ytest.csv), /tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/ytrain.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/ytrain.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
Engine rpm: int64
Lub oil pressure: double
Fuel pressure: double
Coolant pressure: double
lub oil temp: double
Coolant temp: double
Engine Condition: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1152
to
{'Engine rpm': Value('float64'), 'Lub oil pressure': Value('float64'), 'Fuel pressure': Value('float64'), 'Coolant pressure': Value('float64'), 'lub oil temp': Value('float64'), 'Coolant temp': 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 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
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 1 new columns ({'Engine Condition'})
This happened while the csv dataset builder was generating data using
hf://datasets/deepacsr/predictive-maintenance/engine_data.csv (at revision 8883289e4eb9f242c090e8c009c4f264a81f3cb7), [/tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/Xtest.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/Xtest.csv), /tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/Xtrain.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/Xtrain.csv), /tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/engine_data.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/engine_data.csv), /tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/ytest.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/ytest.csv), /tmp/hf-datasets-cache/medium/datasets/43318311321013-config-parquet-and-info-deepacsr-predictive-maint-dda099c5/hub/datasets--deepacsr--predictive-maintenance/snapshots/8883289e4eb9f242c090e8c009c4f264a81f3cb7/ytrain.csv (origin=hf://datasets/deepacsr/predictive-maintenance@8883289e4eb9f242c090e8c009c4f264a81f3cb7/ytrain.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)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.
Engine rpm float64 | Lub oil pressure float64 | Fuel pressure float64 | Coolant pressure float64 | lub oil temp float64 | Coolant temp float64 |
|---|---|---|---|---|---|
467 | 2.467498 | 8.664304 | 1.819065 | 76.380675 | 73.695699 |
730 | 5.867369 | 15.45932 | 3.756909 | 74.162484 | 66.796151 |
470 | 3.018126 | 4.827767 | 2.895687 | 74.395148 | 90.020294 |
442 | 5.419298 | 9.539546 | 2.428402 | 76.894714 | 76.124385 |
906 | 2.243106 | 11.512972 | 1.685891 | 84.15403 | 84.032503 |
388 | 2.661658 | 5.714025 | 1.28689 | 76.327429 | 70.153623 |
1,244 | 5.117347 | 6.780864 | 2.06662 | 76.13897 | 68.301198 |
639 | 5.532607 | 7.710376 | 2.824269 | 75.289091 | 81.288451 |
672 | 3.787152 | 4.118807 | 1.596234 | 86.86821 | 81.083022 |
530 | 2.230184 | 5.428688 | 1.046759 | 76.743679 | 77.011852 |
1,043 | 2.582667 | 3.862825 | 2.80128 | 76.454825 | 75.080762 |
747 | 3.829155 | 5.924114 | 1.718856 | 82.83788 | 76.588143 |
451 | 2.3484 | 5.803017 | 1.157125 | 75.372889 | 82.143865 |
1,260 | 4.117485 | 5.193181 | 3.089205 | 76.091396 | 91.600134 |
532 | 4.974097 | 5.407805 | 1.775458 | 75.512052 | 72.897924 |
567 | 2.827437 | 7.506748 | 2.295197 | 75.079473 | 76.876578 |
582 | 3.469436 | 10.768868 | 3.093371 | 81.047837 | 83.662015 |
753 | 2.577166 | 6.761055 | 0.72527 | 77.755974 | 72.622178 |
479 | 2.200243 | 3.764892 | 2.079533 | 76.73 | 83.52815 |
954 | 3.885942 | 2.951933 | 2.170382 | 76.715434 | 76.390172 |
590 | 2.524034 | 5.790261 | 2.784885 | 74.776626 | 84.21484 |
977 | 4.102263 | 3.693199 | 1.224446 | 76.489488 | 89.704843 |
737 | 4.525011 | 5.341731 | 3.061291 | 81.033759 | 74.870468 |
568 | 3.858933 | 4.49679 | 0.708942 | 76.416329 | 79.158941 |
607 | 4.283517 | 5.400412 | 1.652831 | 75.311943 | 76.268159 |
817 | 3.705183 | 6.190979 | 1.39674 | 74.532334 | 68.817503 |
729 | 4.081155 | 8.849447 | 0.943608 | 77.632635 | 67.829785 |
761 | 2.564847 | 5.322708 | 2.875815 | 76.225379 | 86.547924 |
821 | 2.415755 | 8.474087 | 2.199621 | 76.029452 | 69.301206 |
580 | 3.200053 | 4.061579 | 1.508119 | 76.363397 | 78.843828 |
998 | 4.051023 | 9.726107 | 0.860696 | 75.877708 | 85.924215 |
807 | 2.618519 | 5.054998 | 2.938578 | 77.40618 | 74.550991 |
722 | 2.277807 | 11.141781 | 3.267835 | 76.819646 | 81.878205 |
601 | 2.434256 | 11.747053 | 1.974039 | 76.41049 | 71.912604 |
567 | 2.005401 | 5.126509 | 3.061753 | 85.15965 | 87.358876 |
1,048 | 4.001562 | 6.8656 | 2.295172 | 75.807216 | 75.054332 |
566 | 4.467208 | 5.380048 | 1.375749 | 75.48529 | 75.067184 |
641 | 4.226261 | 6.653992 | 2.896149 | 77.97174 | 81.546872 |
1,057 | 3.750867 | 9.800073 | 3.042494 | 73.078138 | 90.154817 |
1,451 | 2.174911 | 1.96082 | 1.960822 | 74.24047 | 72.03193 |
411 | 2.623177 | 7.659588 | 1.582101 | 77.03223 | 76.44919 |
997 | 1.979629 | 5.017558 | 2.483652 | 78.308079 | 70.842938 |
827 | 2.637099 | 4.890346 | 5.190935 | 78.134166 | 80.298735 |
722 | 2.368615 | 3.747567 | 1.356144 | 78.790958 | 83.204458 |
817 | 1.945835 | 5.314043 | 1.340625 | 75.411174 | 82.205092 |
399 | 2.909904 | 5.578827 | 2.731506 | 74.698542 | 83.995945 |
619 | 5.511406 | 5.865634 | 1.91456 | 77.099089 | 79.890662 |
1,010 | 2.462273 | 6.856494 | 1.947343 | 78.116048 | 79.364897 |
1,109 | 2.18837 | 6.056792 | 2.794778 | 78.902264 | 79.163127 |
917 | 2.808604 | 4.436085 | 4.267536 | 76.983225 | 76.253848 |
608 | 4.664167 | 9.953761 | 2.126575 | 76.928599 | 84.072106 |
588 | 4.056073 | 8.139677 | 2.203049 | 75.197093 | 74.416335 |
1,253 | 3.440129 | 7.762261 | 2.458026 | 75.682598 | 83.502552 |
631 | 3.765412 | 6.54531 | 3.228317 | 76.301111 | 83.490127 |
629 | 4.22621 | 7.429741 | 3.239842 | 83.725103 | 79.411395 |
672 | 1.83498 | 11.85286 | 3.081954 | 75.322397 | 83.412678 |
980 | 3.332947 | 6.946914 | 3.655491 | 73.749356 | 65.1977 |
504 | 2.055657 | 5.475028 | 3.149927 | 75.559388 | 84.256981 |
717 | 3.071855 | 6.452024 | 6.047938 | 84.996344 | 82.973666 |
746 | 2.35982 | 5.865513 | 6.832024 | 75.247725 | 77.351762 |
296 | 3.033584 | 6.628802 | 3.167462 | 74.32833 | 78.957063 |
712 | 2.287924 | 8.133875 | 1.388341 | 77.147808 | 78.975343 |
759 | 4.461656 | 6.280399 | 2.884602 | 77.356254 | 80.531645 |
707 | 4.840694 | 5.005076 | 1.094223 | 74.853883 | 67.488008 |
509 | 5.015579 | 7.995649 | 3.536989 | 74.636726 | 66.113985 |
929 | 2.177836 | 3.336819 | 1.660504 | 77.205444 | 79.513659 |
932 | 2.373687 | 4.454108 | 2.709613 | 85.859576 | 78.476875 |
559 | 4.070468 | 7.019139 | 1.710781 | 76.908171 | 74.855892 |
1,076 | 2.754814 | 5.42774 | 2.330982 | 75.169287 | 66.763314 |
588 | 3.030966 | 4.447775 | 2.844407 | 75.773308 | 92.317676 |
527 | 1.735249 | 5.274527 | 2.179354 | 77.606447 | 76.425157 |
996 | 3.495895 | 14.388958 | 2.17259 | 78.163784 | 80.070768 |
697 | 2.672635 | 6.820646 | 2.255545 | 79.802157 | 76.775314 |
949 | 2.692231 | 7.907796 | 1.260706 | 74.988041 | 72.91702 |
416 | 3.549662 | 4.728222 | 1.935778 | 77.346576 | 74.475541 |
1,110 | 3.198565 | 15.04345 | 2.474141 | 76.52732 | 80.061347 |
650 | 2.514157 | 6.753328 | 5.570914 | 80.476703 | 82.15558 |
1,017 | 3.711517 | 6.326953 | 2.880996 | 85.625512 | 74.332794 |
473 | 2.630688 | 15.833159 | 3.270429 | 75.184016 | 74.673576 |
749 | 2.417845 | 11.54094 | 2.525899 | 75.401611 | 80.870202 |
597 | 2.139896 | 4.53844 | 2.375392 | 72.851064 | 81.837688 |
372 | 2.84506 | 3.241748 | 1.363423 | 77.523594 | 73.487071 |
803 | 3.482161 | 7.624078 | 1.633899 | 75.962789 | 69.81884 |
559 | 2.134033 | 5.452769 | 3.231324 | 75.566804 | 69.534814 |
924 | 2.15392 | 3.823722 | 5.013283 | 74.297847 | 75.607528 |
676 | 1.844667 | 4.868904 | 1.227802 | 75.78443 | 81.535298 |
812 | 2.138276 | 7.758004 | 3.385866 | 76.520252 | 70.69652 |
674 | 4.92199 | 6.752583 | 3.406047 | 77.91222 | 75.468858 |
872 | 2.590706 | 4.77881 | 0.982044 | 77.148496 | 75.894304 |
1,051 | 3.929955 | 7.378554 | 2.728042 | 76.613556 | 71.04721 |
700 | 2.493592 | 11.790927 | 3.178981 | 84.144163 | 81.632187 |
731 | 2.844382 | 5.186788 | 1.389616 | 85.55961 | 85.470174 |
1,394 | 4.834441 | 12.538713 | 4.840821 | 76.647821 | 77.173208 |
858 | 4.887527 | 6.098887 | 1.519447 | 77.782733 | 77.629467 |
805 | 3.982875 | 12.727418 | 1.684474 | 81.112695 | 80.709429 |
947 | 5.975281 | 7.032365 | 1.712008 | 74.718837 | 71.681069 |
694 | 2.535742 | 3.34244 | 1.647654 | 73.277776 | 68.796543 |
611 | 5.165609 | 4.122999 | 2.815551 | 76.790164 | 73.19999 |
731 | 4.926004 | 8.3518 | 2.251393 | 77.653847 | 91.545453 |
690 | 3.002446 | 7.169993 | 2.021395 | 76.562273 | 78.725648 |
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