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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'}) and 6 missing columns ({'Coolant pressure', 'Engine rpm', 'Coolant temp', 'lub oil temp', 'Fuel pressure', 'Lub oil pressure'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Shramik121/predictive-maintenance-dataset/processed/ytest.csv (at revision 03bcc498c22473db6e009dc7f2a8e15b38f3e16c), [/tmp/hf-datasets-cache/medium/datasets/79030855440505-config-parquet-and-info-Shramik121-predictive-mai-a10e283b/hub/datasets--Shramik121--predictive-maintenance-dataset/snapshots/03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/Xtest.csv (origin=hf://datasets/Shramik121/predictive-maintenance-dataset@03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/Xtest.csv), /tmp/hf-datasets-cache/medium/datasets/79030855440505-config-parquet-and-info-Shramik121-predictive-mai-a10e283b/hub/datasets--Shramik121--predictive-maintenance-dataset/snapshots/03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/Xtrain.csv (origin=hf://datasets/Shramik121/predictive-maintenance-dataset@03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/Xtrain.csv), /tmp/hf-datasets-cache/medium/datasets/79030855440505-config-parquet-and-info-Shramik121-predictive-mai-a10e283b/hub/datasets--Shramik121--predictive-maintenance-dataset/snapshots/03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/ytest.csv (origin=hf://datasets/Shramik121/predictive-maintenance-dataset@03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/ytest.csv), /tmp/hf-datasets-cache/medium/datasets/79030855440505-config-parquet-and-info-Shramik121-predictive-mai-a10e283b/hub/datasets--Shramik121--predictive-maintenance-dataset/snapshots/03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/ytrain.csv (origin=hf://datasets/Shramik121/predictive-maintenance-dataset@03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/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 1890, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
Engine Condition: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 391
to
{'Engine rpm': Value('int64'), '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 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, 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 1892, 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'}) and 6 missing columns ({'Coolant pressure', 'Engine rpm', 'Coolant temp', 'lub oil temp', 'Fuel pressure', 'Lub oil pressure'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Shramik121/predictive-maintenance-dataset/processed/ytest.csv (at revision 03bcc498c22473db6e009dc7f2a8e15b38f3e16c), [/tmp/hf-datasets-cache/medium/datasets/79030855440505-config-parquet-and-info-Shramik121-predictive-mai-a10e283b/hub/datasets--Shramik121--predictive-maintenance-dataset/snapshots/03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/Xtest.csv (origin=hf://datasets/Shramik121/predictive-maintenance-dataset@03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/Xtest.csv), /tmp/hf-datasets-cache/medium/datasets/79030855440505-config-parquet-and-info-Shramik121-predictive-mai-a10e283b/hub/datasets--Shramik121--predictive-maintenance-dataset/snapshots/03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/Xtrain.csv (origin=hf://datasets/Shramik121/predictive-maintenance-dataset@03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/Xtrain.csv), /tmp/hf-datasets-cache/medium/datasets/79030855440505-config-parquet-and-info-Shramik121-predictive-mai-a10e283b/hub/datasets--Shramik121--predictive-maintenance-dataset/snapshots/03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/ytest.csv (origin=hf://datasets/Shramik121/predictive-maintenance-dataset@03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/ytest.csv), /tmp/hf-datasets-cache/medium/datasets/79030855440505-config-parquet-and-info-Shramik121-predictive-mai-a10e283b/hub/datasets--Shramik121--predictive-maintenance-dataset/snapshots/03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/ytrain.csv (origin=hf://datasets/Shramik121/predictive-maintenance-dataset@03bcc498c22473db6e009dc7f2a8e15b38f3e16c/processed/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 int64 | Lub oil pressure float64 | Fuel pressure float64 | Coolant pressure float64 | lub oil temp float64 | Coolant temp float64 |
|---|---|---|---|---|---|
682 | 2.391656 | 4.617196 | 2.848982 | 76.272417 | 69.884609 |
605 | 5.466877 | 6.424361 | 5.72752 | 73.222679 | 74.907314 |
658 | 3.434232 | 3.680896 | 1.678708 | 88.089916 | 78.704806 |
749 | 2.094656 | 7.120927 | 1.63967 | 77.661625 | 82.3867 |
676 | 3.538228 | 5.956472 | 3.225336 | 75.226352 | 67.15322 |
589 | 2.933888 | 6.358464 | 2.461478 | 77.534616 | 75.403745 |
885 | 2.034509 | 15.49968 | 1.52279 | 78.959645 | 80.817985 |
576 | 5.495972 | 13.114658 | 1.251058 | 78.09139 | 71.934674 |
535 | 3.15944 | 8.676361 | 1.265139 | 82.408722 | 80.752747 |
806 | 3.946885 | 21.138326 | 1.572569 | 74.923316 | 72.112692 |
1,157 | 4.515705 | 4.627773 | 2.788219 | 75.297469 | 82.764025 |
731 | 3.383523 | 6.90539 | 2.799604 | 75.237708 | 78.444128 |
550 | 5.336469 | 9.645622 | 1.935837 | 75.266365 | 74.793934 |
978 | 4.366676 | 6.638085 | 2.829643 | 88.038301 | 78.488782 |
768 | 1.741205 | 6.508534 | 1.37171 | 82.978832 | 83.580243 |
712 | 3.270437 | 6.759981 | 3.382764 | 76.799896 | 76.502848 |
1,023 | 2.008806 | 6.63691 | 3.409817 | 86.485544 | 77.354678 |
1,312 | 5.963439 | 7.563578 | 5.931953 | 77.738876 | 88.661972 |
881 | 2.611563 | 5.870779 | 1.347794 | 77.170897 | 79.376553 |
1,189 | 3.776089 | 6.065286 | 0.995445 | 75.938384 | 71.174258 |
437 | 2.693598 | 11.037605 | 1.326968 | 76.752581 | 77.066773 |
420 | 2.240302 | 4.474089 | 1.415427 | 75.973623 | 71.960686 |
995 | 2.518348 | 4.6591 | 1.951887 | 74.183853 | 71.860524 |
1,411 | 3.518329 | 4.158887 | 2.044416 | 78.023885 | 86.243027 |
583 | 2.331887 | 5.947067 | 2.178496 | 83.780901 | 78.048924 |
957 | 2.922171 | 4.281125 | 0.263216 | 74.33229 | 77.98141 |
634 | 3.505142 | 7.167421 | 2.440673 | 78.11833 | 80.720463 |
906 | 3.123475 | 4.8361 | 1.96256 | 86.667679 | 71.67302 |
644 | 4.39858 | 3.913022 | 3.354028 | 77.77836 | 83.630441 |
482 | 2.70487 | 7.348635 | 3.410127 | 76.430289 | 85.991305 |
1,129 | 2.309523 | 5.902515 | 1.373239 | 77.76946 | 67.055317 |
478 | 2.610548 | 7.001139 | 2.235325 | 75.195087 | 84.214834 |
581 | 4.611078 | 5.814586 | 1.397271 | 79.280764 | 74.727543 |
604 | 4.500836 | 9.2712 | 1.819653 | 75.872297 | 79.835688 |
974 | 2.406435 | 8.351377 | 2.115063 | 75.807589 | 82.398398 |
1,374 | 2.543575 | 8.64102 | 1.541131 | 82.268575 | 66.810303 |
877 | 2.98616 | 6.472393 | 2.954737 | 77.820133 | 73.064765 |
691 | 3.114958 | 8.880786 | 2.529944 | 76.420127 | 84.945772 |
1,189 | 2.217924 | 6.032801 | 2.921191 | 77.074033 | 69.409121 |
1,026 | 4.222344 | 7.791029 | 5.78875 | 76.053238 | 82.986918 |
957 | 2.60634 | 5.244943 | 1.764043 | 76.818301 | 77.979951 |
630 | 2.47975 | 8.718685 | 2.482158 | 76.590026 | 67.474946 |
606 | 1.802313 | 6.326789 | 1.235789 | 73.904536 | 75.979805 |
1,095 | 1.780946 | 6.519417 | 1.560544 | 74.020249 | 91.095461 |
764 | 1.901425 | 7.515205 | 3.073447 | 74.761299 | 91.078753 |
616 | 4.576592 | 8.535923 | 0.917569 | 83.023504 | 70.079149 |
1,121 | 3.03146 | 7.363304 | 2.499724 | 81.478454 | 76.26667 |
1,103 | 2.508735 | 5.632619 | 2.256141 | 74.683705 | 76.897316 |
924 | 2.768432 | 7.054434 | 1.371187 | 76.16275 | 77.877423 |
814 | 4.27853 | 7.47502 | 3.010202 | 76.18134 | 78.06702 |
1,143 | 2.251101 | 5.311892 | 1.649677 | 84.249583 | 81.237604 |
580 | 3.200053 | 4.061579 | 1.508119 | 76.363397 | 78.843828 |
625 | 5.618394 | 6.188778 | 1.133348 | 74.161536 | 76.832068 |
634 | 2.870266 | 5.199727 | 1.207352 | 80.342923 | 78.146704 |
380 | 2.394813 | 7.577546 | 1.213488 | 78.512528 | 78.786311 |
1,122 | 3.110329 | 4.88914 | 4.594904 | 74.22113 | 77.931001 |
489 | 2.667227 | 7.132622 | 3.112086 | 75.044276 | 71.640769 |
639 | 3.633029 | 6.89067 | 2.161282 | 82.793689 | 79.927736 |
517 | 2.840869 | 6.451359 | 1.974187 | 77.238311 | 80.302434 |
1,239 | 3.969398 | 5.327651 | 2.499354 | 77.358004 | 80.28498 |
698 | 2.411822 | 3.999256 | 2.318413 | 75.378014 | 78.85399 |
792 | 3.865397 | 7.120032 | 2.598757 | 76.240845 | 78.07582 |
764 | 5.130342 | 5.196309 | 3.623317 | 76.542193 | 66.756797 |
708 | 3.132303 | 1.853394 | 1.805396 | 75.693551 | 75.143381 |
686 | 2.185154 | 5.748859 | 1.903213 | 76.538842 | 87.432886 |
1,235 | 2.367841 | 7.623086 | 1.258014 | 77.291954 | 78.161184 |
987 | 2.665617 | 4.018006 | 1.843348 | 78.636722 | 78.474567 |
758 | 2.750955 | 1.226343 | 1.015934 | 81.76118 | 81.688022 |
828 | 3.244163 | 2.019875 | 2.733952 | 75.57958 | 69.663483 |
823 | 2.305869 | 5.791692 | 1.310674 | 84.160091 | 76.792174 |
1,191 | 5.482785 | 4.512002 | 2.948047 | 76.638268 | 71.373045 |
888 | 2.526086 | 7.37214 | 2.652059 | 76.345778 | 71.472895 |
1,198 | 3.806825 | 13.73986 | 3.985981 | 76.859682 | 83.61579 |
1,438 | 3.128226 | 3.346491 | 2.327817 | 84.176073 | 75.921392 |
818 | 5.397645 | 6.131988 | 3.316957 | 77.214344 | 69.532226 |
1,000 | 3.930661 | 7.364337 | 2.284601 | 75.826978 | 69.544216 |
1,399 | 4.381382 | 8.970809 | 1.466342 | 76.262662 | 66.499672 |
886 | 3.631694 | 1.99935 | 2.976567 | 76.440193 | 75.463753 |
749 | 3.095541 | 6.136059 | 1.843784 | 75.713973 | 75.408863 |
694 | 4.295271 | 8.738219 | 3.650847 | 77.705623 | 80.322012 |
785 | 3.14666 | 3.498956 | 1.725812 | 83.161039 | 86.87487 |
1,315 | 2.849191 | 10.79315 | 1.5244 | 78.068787 | 72.004893 |
1,184 | 2.372619 | 6.617619 | 1.496244 | 77.282101 | 79.15375 |
505 | 3.576976 | 9.374167 | 2.048024 | 76.71482 | 78.784206 |
767 | 3.675062 | 6.603299 | 2.240416 | 77.226557 | 71.871107 |
446 | 3.307253 | 5.314083 | 1.852103 | 82.32471 | 66.734088 |
647 | 2.603949 | 4.936318 | 3.187993 | 74.9343 | 72.345244 |
1,029 | 2.528493 | 8.954362 | 2.716114 | 75.952884 | 76.623336 |
534 | 2.087386 | 6.621158 | 2.390513 | 81.464264 | 80.3203 |
987 | 4.490324 | 4.157264 | 1.134337 | 76.633682 | 82.251079 |
874 | 3.407218 | 13.944291 | 1.466438 | 77.807724 | 82.570965 |
523 | 1.511866 | 6.046909 | 1.235807 | 77.241074 | 77.838064 |
562 | 4.150302 | 4.801896 | 2.140263 | 76.168602 | 72.330274 |
1,041 | 4.211048 | 5.424243 | 1.414678 | 77.093633 | 80.054223 |
782 | 4.040201 | 8.2209 | 2.007361 | 77.775313 | 80.840067 |
445 | 2.68724 | 5.760546 | 1.600305 | 78.336973 | 79.023435 |
936 | 3.364814 | 6.182248 | 4.417288 | 75.491516 | 82.580053 |
650 | 2.997577 | 5.764933 | 2.490282 | 75.143217 | 72.345957 |
617 | 2.99071 | 6.549015 | 6.197552 | 76.404974 | 84.033187 |
1,347 | 2.414643 | 4.876242 | 1.457513 | 75.263159 | 81.567636 |
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