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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 10 missing columns ({'Coolant pressure', 'Fuel_Coolant_Interaction', 'Fuel pressure', 'lub oil temp', 'Fuel_Pressure_Squared', 'RPM_Fuel_Interaction', 'Coolant temp', 'Engine rpm', 'Engine_RPM_Squared', 'Lub oil pressure'}).
This happened while the csv dataset builder was generating data using
hf://datasets/sammysri12/PredictiveMaintenanceDataset/data/y_train.csv (at revision dd57d405d64f8aef4360dafdf3710a622b3c84b6)
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 1831, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, 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, "' + 392
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'), 'Fuel_Coolant_Interaction': Value('float64'), 'RPM_Fuel_Interaction': Value('float64'), 'Fuel_Pressure_Squared': Value('float64'), 'Engine_RPM_Squared': 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 1455, 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 1054, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, 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 1833, 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 10 missing columns ({'Coolant pressure', 'Fuel_Coolant_Interaction', 'Fuel pressure', 'lub oil temp', 'Fuel_Pressure_Squared', 'RPM_Fuel_Interaction', 'Coolant temp', 'Engine rpm', 'Engine_RPM_Squared', 'Lub oil pressure'}).
This happened while the csv dataset builder was generating data using
hf://datasets/sammysri12/PredictiveMaintenanceDataset/data/y_train.csv (at revision dd57d405d64f8aef4360dafdf3710a622b3c84b6)
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 | Fuel_Coolant_Interaction float64 | RPM_Fuel_Interaction float64 | Fuel_Pressure_Squared float64 | Engine_RPM_Squared float64 |
|---|---|---|---|---|---|---|---|---|---|
496 | 4.70624 | 5.249898 | 3.803385 | 75.033607 | 70.542095 | 370.338822 | 2,603.94955 | 27.561432 | 246,016 |
836 | 3.960027 | 4.928546 | 3.705357 | 74.395016 | 84.098307 | 414.482396 | 4,120.26466 | 24.290568 | 698,896 |
623 | 3.055244 | 9.494612 | 2.084725 | 76.865701 | 72.927688 | 692.420077 | 5,915.143049 | 90.14765 | 388,129 |
675 | 2.785797 | 5.463947 | 1.649817 | 75.397279 | 82.907453 | 453.001895 | 3,688.163961 | 29.854713 | 455,625 |
1,412 | 2.816022 | 4.00141 | 1.921522 | 81.590241 | 71.176927 | 284.808061 | 5,649.990806 | 16.011281 | 1,993,744 |
414 | 3.928896 | 4.468993 | 1.740373 | 74.461489 | 80.171776 | 358.287073 | 1,850.162934 | 19.971895 | 171,396 |
1,041 | 2.618464 | 6.031472 | 3.444127 | 75.87409 | 74.213489 | 447.61657 | 6,278.762199 | 36.378653 | 1,083,681 |
975 | 5.964635 | 4.00145 | 2.460979 | 80.727668 | 80.231235 | 321.041293 | 3,901.413973 | 16.011604 | 950,625 |
1,158 | 2.653552 | 4.956097 | 1.126615 | 76.703935 | 82.821523 | 410.471542 | 5,739.16087 | 24.562902 | 1,340,964 |
1,357 | 4.045931 | 7.2471 | 1.827783 | 78.382214 | 87.120363 | 631.369973 | 9,834.314572 | 52.520457 | 1,841,449 |
767 | 3.675062 | 6.603299 | 2.240416 | 77.226557 | 71.871107 | 474.586387 | 5,064.730137 | 43.603554 | 588,289 |
1,179 | 3.308127 | 6.162965 | 0.736781 | 75.678397 | 71.430854 | 440.225875 | 7,266.136055 | 37.982141 | 1,390,041 |
956 | 3.720926 | 5.050159 | 4.541596 | 78.294517 | 75.350544 | 380.532193 | 4,827.951536 | 25.504101 | 913,936 |
1,057 | 2.23783 | 5.631612 | 2.505175 | 74.529496 | 76.760059 | 432.282832 | 5,952.613376 | 31.715048 | 1,117,249 |
854 | 5.325312 | 3.992183 | 4.7214 | 81.590241 | 82.209094 | 328.19379 | 3,409.324701 | 15.937529 | 729,316 |
855 | 3.087465 | 5.170975 | 2.49316 | 81.590241 | 81.372706 | 420.776264 | 4,421.184005 | 26.738987 | 731,025 |
1,096 | 2.480399 | 5.149975 | 0.635378 | 81.590241 | 78.015959 | 401.780269 | 5,644.373036 | 26.522247 | 1,201,216 |
434 | 4.442973 | 7.090542 | 1.524269 | 75.620907 | 83.188313 | 589.850247 | 3,077.295339 | 50.275789 | 188,356 |
822 | 3.310684 | 5.627634 | 2.058694 | 77.853008 | 78.117307 | 439.615649 | 4,625.915539 | 31.67027 | 675,684 |
569 | 3.736063 | 5.729134 | 1.870194 | 76.742341 | 79.451863 | 455.190402 | 3,259.877474 | 32.822981 | 323,761 |
952 | 2.40655 | 7.418635 | 1.44315 | 75.180661 | 78.452812 | 582.012768 | 7,062.540407 | 55.036143 | 906,304 |
973 | 2.349488 | 5.715477 | 3.340146 | 78.821659 | 77.506734 | 442.987968 | 5,561.159247 | 32.666679 | 946,729 |
554 | 3.396276 | 10.290297 | 1.999733 | 76.546559 | 83.106267 | 855.188142 | 5,700.824361 | 105.890206 | 306,916 |
811 | 4.851543 | 3.622094 | 0.758107 | 76.042221 | 82.374601 | 298.368524 | 2,937.517987 | 13.119563 | 657,721 |
540 | 3.081387 | 4.375281 | 0.982797 | 76.415207 | 79.320499 | 347.049481 | 2,362.651818 | 19.143085 | 291,600 |
778 | 3.538907 | 5.208443 | 1.734624 | 73.849828 | 73.385308 | 382.223226 | 4,052.168999 | 27.127883 | 605,284 |
563 | 2.217112 | 6.034855 | 2.623956 | 78.603892 | 77.731044 | 469.095541 | 3,397.623096 | 36.419469 | 316,969 |
1,033 | 2.036132 | 4.932128 | 2.235217 | 75.931896 | 69.710272 | 343.819973 | 5,094.888086 | 24.325885 | 1,067,089 |
804 | 4.57266 | 5.992453 | 1.535159 | 77.051917 | 79.80514 | 478.228575 | 4,817.93247 | 35.909497 | 646,416 |
369 | 2.746007 | 6.989355 | 1.830474 | 77.18143 | 75.697478 | 529.076564 | 2,579.072094 | 48.851087 | 136,161 |
798 | 5.789154 | 6.727879 | 1.819378 | 77.601968 | 79.906577 | 537.601796 | 5,368.847591 | 45.264358 | 636,804 |
437 | 3.900054 | 6.734776 | 2.790181 | 78.008376 | 78.002771 | 525.331201 | 2,943.097162 | 45.357209 | 190,969 |
1,221 | 4.42086 | 5.888119 | 4.7214 | 76.787069 | 90.006726 | 529.970304 | 7,189.39319 | 34.669944 | 1,490,841 |
946 | 2.33791 | 5.878699 | 4.7214 | 78.055623 | 81.372531 | 478.364636 | 5,561.249494 | 34.559105 | 894,916 |
654 | 2.126811 | 6.048617 | 2.932469 | 75.452488 | 85.561782 | 517.530429 | 3,955.79537 | 36.585765 | 427,716 |
800 | 3.40304 | 5.070474 | 2.423549 | 75.857648 | 75.29601 | 381.786493 | 4,056.379521 | 25.709711 | 640,000 |
1,388 | 2.991451 | 4.277201 | 1.463619 | 77.886941 | 82.120037 | 351.243943 | 5,936.755624 | 18.294452 | 1,926,544 |
576 | 4.796219 | 8.31517 | 3.235007 | 81.590241 | 90.11711 | 749.339086 | 4,789.537908 | 69.142052 | 331,776 |
1,307 | 3.771457 | 2.955204 | 1.844966 | 77.864105 | 81.623514 | 241.214102 | 3,862.45111 | 8.733228 | 1,708,249 |
663 | 4.798853 | 7.292509 | 2.363309 | 75.429563 | 70.386828 | 513.296556 | 4,834.933252 | 53.180683 | 439,569 |
582 | 1.305755 | 5.211494 | 2.633097 | 75.93492 | 75.580952 | 393.88968 | 3,033.089516 | 27.15967 | 338,724 |
1,145 | 4.436745 | 5.686701 | 2.965899 | 74.062249 | 71.002669 | 403.770976 | 6,511.27307 | 32.338572 | 1,311,025 |
673 | 1.826226 | 8.79934 | 1.239882 | 76.365291 | 83.423228 | 734.069351 | 5,921.955883 | 77.428386 | 452,929 |
469 | 2.244983 | 7.020501 | 0.246693 | 76.915875 | 86.219173 | 605.301777 | 3,292.614906 | 49.287432 | 219,961 |
739 | 2.464748 | 8.192446 | 2.752652 | 74.697141 | 87.950844 | 720.532533 | 6,054.217505 | 67.116169 | 546,121 |
1,240 | 4.557669 | 4.769486 | 1.481279 | 77.441172 | 75.294501 | 359.116034 | 5,914.162103 | 22.747993 | 1,537,600 |
529 | 2.591552 | 7.383817 | 2.334104 | 76.628042 | 76.083761 | 561.788565 | 3,906.039171 | 54.520753 | 279,841 |
835 | 3.516408 | 3.704002 | 1.359745 | 81.590241 | 73.337822 | 271.643468 | 3,092.84198 | 13.719634 | 697,225 |
848 | 2.474463 | 5.649183 | 3.259924 | 76.354736 | 77.660874 | 438.72047 | 4,790.506948 | 31.913265 | 719,104 |
754 | 2.931881 | 5.210595 | 1.070077 | 78.219563 | 81.21399 | 423.1732 | 3,928.788537 | 27.150299 | 568,516 |
510 | 4.64128 | 3.945978 | 1.855171 | 78.017094 | 74.074583 | 292.296697 | 2,012.448934 | 15.570745 | 260,100 |
450 | 0.699888 | 4.111952 | 0.949993 | 74.86905 | 72.889809 | 299.719365 | 1,850.378202 | 16.908146 | 202,500 |
658 | 3.201742 | 6.108218 | 1.567632 | 75.665033 | 69.755396 | 426.081189 | 4,019.207677 | 37.310331 | 432,964 |
529 | 3.215984 | 5.469481 | 2.196793 | 78.294028 | 75.39119 | 412.350688 | 2,893.355482 | 29.915223 | 279,841 |
1,445.5 | 2.776676 | 7.228798 | 1.834901 | 81.590241 | 78.951378 | 570.723531 | 10,449.226877 | 52.255514 | 2,089,470.25 |
84 | 3.830491 | 4.907142 | 1.061624 | 75.626682 | 77.407978 | 379.851942 | 412.199931 | 24.080043 | 7,056 |
798 | 1.988798 | 2.982692 | 1.362544 | 77.303689 | 76.034316 | 226.786939 | 2,380.188139 | 8.896451 | 636,804 |
1,083 | 4.86708 | 4.984865 | 2.4964 | 81.590241 | 81.064302 | 404.094632 | 5,398.609186 | 24.848883 | 1,172,889 |
633 | 2.211679 | 7.715703 | 2.24428 | 76.325323 | 81.733805 | 630.633779 | 4,884.040088 | 59.532075 | 400,689 |
918 | 2.981941 | 11.245539 | 2.724376 | 76.193842 | 92.014862 | 1,034.756703 | 10,323.404591 | 126.462142 | 842,724 |
668 | 2.54182 | 5.14548 | 3.114428 | 75.49389 | 70.381397 | 362.14605 | 3,437.180452 | 26.475962 | 446,224 |
488 | 0.325005 | 8.190476 | 1.503244 | 76.150753 | 77.308195 | 633.190882 | 3,996.952075 | 67.08389 | 238,144 |
813 | 4.485257 | 8.605066 | 1.668094 | 76.21798 | 77.237554 | 664.63428 | 6,995.918991 | 74.047168 | 660,969 |
413 | 3.492244 | 6.194312 | 1.769396 | 81.590241 | 78.464299 | 486.032362 | 2,558.250915 | 38.369503 | 170,569 |
1,185 | 3.76483 | 10.673992 | 2.249566 | 78.487524 | 75.174314 | 802.41 | 12,648.680188 | 113.934099 | 1,404,225 |
1,057 | 2.054571 | 6.884652 | 1.598794 | 76.617464 | 87.627446 | 603.284436 | 7,277.076716 | 47.398427 | 1,117,249 |
643 | 2.625858 | 8.451585 | 2.90954 | 81.590241 | 68.859504 | 581.971949 | 5,434.369123 | 71.429288 | 413,449 |
659 | 4.495829 | 5.978984 | 4.7214 | 76.959741 | 83.497599 | 499.230787 | 3,940.150266 | 35.748246 | 434,281 |
429 | 3.378734 | 3.557734 | 2.692528 | 77.956845 | 93.980689 | 334.358298 | 1,526.267904 | 12.657472 | 184,041 |
1,087 | 4.294721 | 3.272855 | 2.08666 | 81.590241 | 75.427291 | 246.862625 | 3,557.593917 | 10.711583 | 1,181,569 |
671 | 4.183711 | 7.136869 | 2.776894 | 77.187541 | 79.178336 | 565.085443 | 4,788.839354 | 50.934905 | 450,241 |
743 | 2.983045 | 11.830769 | 1.705551 | 76.268239 | 85.180514 | 1,007.750956 | 8,790.261107 | 139.967087 | 552,049 |
744 | 2.740729 | 4.944986 | 1.294337 | 77.417051 | 90.163324 | 445.856335 | 3,679.069272 | 24.452882 | 553,536 |
809 | 4.050245 | 7.785442 | 2.343225 | 77.791209 | 75.283887 | 586.118349 | 6,298.422716 | 60.61311 | 654,481 |
902 | 4.200947 | 11.987104 | 2.169704 | 76.169902 | 78.116536 | 936.391056 | 10,812.367978 | 143.690667 | 813,604 |
555 | 2.756869 | 2.941945 | 2.084822 | 78.193826 | 83.436028 | 245.464177 | 1,632.779296 | 8.655038 | 308,025 |
706 | 3.322614 | 6.614217 | 2.1754 | 75.46537 | 69.857252 | 462.051041 | 4,669.637391 | 43.74787 | 498,436 |
634 | 4.144614 | 8.87925 | 1.95402 | 74.04727 | 80.937101 | 718.660731 | 5,629.44435 | 78.841076 | 401,956 |
665 | 3.020798 | 7.931052 | 2.793915 | 76.949302 | 76.395635 | 605.897777 | 5,274.149789 | 62.901591 | 442,225 |
913 | 2.577537 | 5.168561 | 2.085453 | 81.590241 | 86.055655 | 444.783899 | 4,718.896133 | 26.714022 | 833,569 |
1,212 | 1.723152 | 5.266437 | 4.289763 | 80.382307 | 82.462033 | 434.281119 | 6,382.921879 | 27.735361 | 1,468,944 |
1,300 | 2.21935 | 8.433284 | 1.580678 | 80.84323 | 74.473407 | 628.055421 | 10,963.269677 | 71.120285 | 1,690,000 |
621 | 3.251042 | 5.331136 | 2.615028 | 78.185455 | 71.337673 | 380.310831 | 3,310.635406 | 28.42101 | 385,641 |
808 | 3.077382 | 3.582213 | 4.7214 | 81.590241 | 74.732234 | 267.706807 | 2,894.428388 | 12.832252 | 652,864 |
1,258 | 3.265263 | 11.247399 | 1.487561 | 76.842186 | 71.705021 | 806.494987 | 14,149.228131 | 126.503988 | 1,582,564 |
1,267 | 4.119743 | 8.259543 | 2.09562 | 74.636635 | 76.781918 | 634.183584 | 10,464.8415 | 68.220057 | 1,605,289 |
868 | 2.525346 | 4.285353 | 1.596997 | 76.14099 | 82.910354 | 355.300169 | 3,719.686772 | 18.364254 | 753,424 |
1,024 | 2.194611 | 4.866378 | 0.512182 | 77.774181 | 83.93496 | 408.459249 | 4,983.171169 | 23.681636 | 1,048,576 |
1,036 | 2.161426 | 6.125224 | 2.157851 | 75.996252 | 77.318644 | 473.594046 | 6,345.732494 | 37.518374 | 1,073,296 |
656 | 4.151634 | 6.293229 | 3.177781 | 75.572258 | 68.317647 | 429.938583 | 4,128.358092 | 39.604729 | 430,336 |
823 | 2.377631 | 2.604273 | 1.97795 | 73.113172 | 76.898773 | 200.265416 | 2,143.316872 | 6.782239 | 677,329 |
524 | 1.441212 | 6.81795 | 1.786358 | 77.267706 | 73.978998 | 504.385083 | 3,572.605592 | 46.484437 | 274,576 |
699 | 2.106315 | 2.486776 | 1.0972 | 81.590241 | 90.570099 | 225.227593 | 1,738.256771 | 6.184057 | 488,601 |
981 | 3.235836 | 7.454698 | 4.277397 | 73.299392 | 80.962784 | 603.553101 | 7,313.058728 | 55.572522 | 962,361 |
833 | 3.758835 | 6.281994 | 1.660214 | 76.560451 | 70.938112 | 445.632807 | 5,232.901165 | 39.463451 | 693,889 |
919 | 2.726379 | 11.987104 | 2.298589 | 75.610175 | 87.730004 | 1,051.6287 | 11,016.148749 | 143.690667 | 844,561 |
801 | 3.707931 | 8.233514 | 2.483217 | 75.775911 | 81.361103 | 669.887751 | 6,595.044414 | 67.790747 | 641,601 |
696 | 4.103563 | 6.618358 | 1.740116 | 77.589843 | 67.575875 | 447.241339 | 4,606.377208 | 43.802663 | 484,416 |
1,266 | 5.377554 | 5.537528 | 1.029143 | 77.857636 | 85.885943 | 475.595784 | 7,010.509994 | 30.664212 | 1,602,756 |
1,409 | 2.781202 | 7.002047 | 2.945533 | 81.590241 | 81.159766 | 568.284518 | 9,865.884613 | 49.028666 | 1,985,281 |
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