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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/KaushikBs/Predictive-Maintenance/engine_data.csv (at revision f98df49aaae633b5dd074fbf6d80cae1292fbf65), [/tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/Xtest.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/Xtest.csv), /tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/Xtrain.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/Xtrain.csv), /tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/engine_data.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/engine_data.csv), /tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/ytest.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/ytest.csv), /tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/ytrain.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/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 1893, 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 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 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 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 1895, 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/KaushikBs/Predictive-Maintenance/engine_data.csv (at revision f98df49aaae633b5dd074fbf6d80cae1292fbf65), [/tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/Xtest.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/Xtest.csv), /tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/Xtrain.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/Xtrain.csv), /tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/engine_data.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/engine_data.csv), /tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/ytest.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/ytest.csv), /tmp/hf-datasets-cache/medium/datasets/49662862598633-config-parquet-and-info-KaushikBs-Predictive-Main-044f83f0/hub/datasets--KaushikBs--Predictive-Maintenance/snapshots/f98df49aaae633b5dd074fbf6d80cae1292fbf65/ytrain.csv (origin=hf://datasets/KaushikBs/Predictive-Maintenance@f98df49aaae633b5dd074fbf6d80cae1292fbf65/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 |
|---|---|---|---|---|---|
-0.408247 | -0.889612 | -0.737179 | 0.488202 | -0.444613 | -1.375072 |
-0.695506 | 2.115139 | -0.080818 | 3.256567 | -1.421639 | -0.568779 |
-0.497782 | 0.129073 | -1.077242 | -0.63728 | 3.341287 | 0.040831 |
-0.158294 | -1.179806 | 0.172174 | -0.674824 | 0.000439 | 0.631885 |
-0.430631 | 0.230686 | -0.250754 | 0.850152 | -0.779735 | -1.813541 |
-0.755196 | -0.359805 | -0.104752 | 0.115529 | -0.04025 | -0.489087 |
0.349073 | -1.238575 | 3.21533 | -0.787231 | 0.416278 | 0.380059 |
-0.803695 | 2.143568 | 2.349092 | -1.048563 | 0.13812 | -1.045976 |
-0.956651 | -0.139423 | 0.737107 | -1.03502 | 1.521238 | 0.369587 |
0.054352 | 0.629979 | 5.263281 | -0.739357 | -0.876816 | -1.017399 |
1.363807 | 1.185763 | -0.733337 | 0.429765 | -0.756951 | 0.692456 |
-0.225446 | 0.079526 | 0.093892 | 0.440714 | -0.776096 | -0.001015 |
-0.900691 | 1.987719 | 1.089141 | -0.389993 | -0.766916 | -0.58698 |
0.696022 | 1.04015 | -0.003193 | 0.469603 | 3.324752 | 0.006153 |
-0.087412 | -1.525158 | -0.050246 | -0.932528 | 1.70388 | 0.823484 |
-0.296328 | -0.030969 | 0.041079 | 1.001554 | -0.275628 | -0.312648 |
0.863901 | -1.263689 | -0.00362 | 1.027572 | 2.827304 | -0.175904 |
1.942056 | 2.600322 | 0.332945 | 3.453175 | 0.025187 | 1.639252 |
0.33415 | -0.674744 | -0.281878 | -0.955529 | -0.156772 | 0.148667 |
1.483187 | 0.463096 | -0.211233 | -1.294392 | -0.551625 | -1.168045 |
-1.322254 | -0.594589 | 1.594708 | -0.975558 | -0.290786 | -0.222122 |
-1.385675 | -1.037497 | -0.789155 | -0.890484 | -0.540336 | -1.0418 |
0.759443 | -0.765823 | -0.721959 | -0.374557 | -1.113714 | -1.057879 |
2.311389 | 0.211243 | -0.903636 | -0.28557 | 0.116494 | 1.25094 |
-0.77758 | -0.948011 | -0.254171 | -0.156622 | 1.960834 | -0.064457 |
0.617679 | -0.371254 | -0.859239 | -1.998595 | -1.06616 | -0.075295 |
-0.587318 | 0.198358 | 0.189061 | 0.095521 | 0.146751 | 0.364404 |
0.427416 | -0.174563 | -0.657673 | -0.364293 | 2.885654 | -1.087979 |
-0.550011 | 1.071323 | -0.992934 | 0.973918 | 0.037837 | 0.831542 |
-1.154375 | -0.583575 | 0.254878 | 1.02787 | -0.394037 | 1.210531 |
1.259349 | -0.969863 | -0.270352 | -0.931058 | 0.034985 | -1.829258 |
-1.169297 | -0.675737 | 0.128668 | -0.101968 | -0.789751 | 0.925354 |
-0.785042 | 1.278951 | -0.302287 | -0.907945 | 0.519153 | -0.597638 |
-0.699237 | 1.171235 | 0.953151 | -0.50173 | -0.572797 | 0.222371 |
0.6811 | -0.875172 | 0.619073 | -0.217626 | -0.593527 | 0.633762 |
2.173356 | -0.741174 | 0.724271 | -0.769592 | 1.47634 | -1.86859 |
0.319228 | -0.308731 | -0.063373 | 0.58991 | 0.051219 | -0.864563 |
-0.374671 | -0.182885 | 0.811354 | 0.181375 | -0.397292 | 1.042692 |
1.483187 | -1.059363 | -0.223032 | 0.557648 | -0.187804 | -1.451402 |
0.875093 | 0.899125 | 0.415555 | 3.315453 | -0.51483 | 0.728237 |
0.617679 | -0.679847 | -0.509181 | -0.555211 | -0.269731 | -0.075529 |
-0.60224 | -0.803537 | 0.752479 | 0.135418 | -0.342863 | -1.761895 |
-0.691776 | -1.46545 | -0.116256 | -1.063248 | -1.203197 | -0.396612 |
1.132507 | -1.486328 | -0.046294 | -0.750922 | -1.166127 | 2.029899 |
-0.102335 | -1.368609 | 0.315376 | 0.704076 | -0.928721 | 2.027217 |
-0.654469 | 1.245256 | 0.6861 | -1.369288 | 1.718192 | -1.343843 |
1.229504 | -0.26447 | 0.260205 | 0.152312 | 1.223213 | -0.350562 |
1.162352 | -0.775216 | -0.368378 | -0.081948 | -0.953579 | -0.249325 |
0.494568 | -0.52147 | 0.148024 | -0.933032 | -0.479746 | -0.091988 |
0.084197 | 0.954024 | 0.300781 | 0.643252 | -0.473791 | -0.061552 |
1.311578 | -1.026946 | -0.484865 | -0.665201 | 2.110983 | 0.447421 |
-0.788772 | -0.09974 | -0.938978 | -0.801341 | -0.415466 | 0.063148 |
-0.620893 | 2.263184 | -0.166381 | -1.161767 | -1.120863 | -0.259799 |
-0.587318 | -0.42197 | -0.525604 | -1.090595 | 0.85943 | -0.048761 |
-1.5349 | -0.886527 | 0.338018 | -1.084695 | 0.273038 | 0.053915 |
1.233234 | -0.187408 | -0.638408 | 2.1673 | -1.101772 | -0.083387 |
-1.12826 | -0.620356 | 0.176422 | 0.741237 | -0.838065 | -1.093157 |
-0.568664 | 0.323314 | 0.088545 | -0.173176 | 1.644567 | 0.237148 |
-1.023803 | -0.450693 | -0.071012 | -0.35311 | -0.135176 | 0.297298 |
1.669719 | 0.651976 | -0.479142 | 0.151956 | -0.09683 | 0.294496 |
-0.348557 | -0.869908 | -0.961614 | -0.02206 | -0.731148 | 0.06478 |
0.002123 | 0.550357 | 0.171849 | 0.247555 | -0.454728 | -0.06014 |
-0.102335 | 1.786316 | -0.526845 | 1.2329 | -0.358187 | -1.877179 |
-0.31125 | -0.165937 | -1.740989 | -0.515441 | -0.630061 | -0.530883 |
-0.393324 | -1.091382 | -0.32616 | -0.421368 | -0.35926 | 1.441947 |
1.654797 | -0.912882 | 0.354558 | -1.041872 | -0.11799 | -0.046436 |
0.729598 | -0.621929 | -0.954804 | -0.478942 | 0.312825 | 0.003871 |
-0.124718 | -0.538547 | -1.968733 | -1.274688 | 1.313789 | 0.519726 |
0.136426 | -0.05664 | -1.680523 | 0.377575 | -0.666573 | -1.41057 |
0.117773 | -0.973433 | -0.310602 | -0.991229 | 2.082313 | -0.266203 |
1.490649 | 2.130682 | -0.775385 | 0.583476 | -0.327408 | -1.136134 |
0.360265 | -0.758263 | 0.263415 | 0.298816 | -0.421111 | -1.120105 |
1.516763 | 0.493128 | 2.576165 | 1.581684 | -0.256474 | 0.82919 |
2.412117 | -0.169921 | -1.198697 | -0.013015 | 2.087433 | -0.405989 |
0.09912 | 2.047493 | -0.187007 | 0.938266 | -0.142854 | -1.43164 |
0.778096 | 0.614126 | 0.26058 | -0.054577 | -0.587316 | -1.429716 |
2.266622 | 1.054519 | 0.84405 | -0.841518 | -0.447738 | -1.918455 |
0.352803 | 0.32201 | -1.687978 | 0.610904 | -0.390864 | -0.479454 |
-0.158294 | -0.201857 | -0.185529 | -0.478523 | -0.623518 | -0.488265 |
-0.363479 | 0.970381 | 0.759573 | 1.259377 | 0.014534 | 0.300441 |
-0.023991 | -0.151909 | -1.143322 | -0.591979 | 1.762253 | 1.352369 |
1.953248 | -0.442562 | 1.505922 | -0.785682 | 0.130879 | -1.034704 |
1.464534 | -0.908213 | -0.010627 | -0.812761 | -0.121147 | 0.1129 |
-1.06857 | 0.268546 | 0.990549 | -0.2821 | -0.302883 | 0.053577 |
-0.091143 | 0.364384 | -0.015828 | -0.097072 | -0.138941 | -1.05618 |
-1.288678 | 0.005004 | -0.48407 | -0.470522 | 1.494323 | -1.880825 |
-0.538819 | -0.682184 | -0.621273 | 0.814238 | -0.873298 | -0.980067 |
0.886285 | -0.755911 | 0.838076 | 0.36042 | -0.54698 | -0.293306 |
-0.960382 | -1.18691 | -0.009341 | 0.047281 | 1.218667 | 0.300166 |
0.729598 | 1.160964 | -0.904225 | -1.160816 | -0.328877 | 0.610113 |
0.308036 | 0.102678 | 2.650414 | -0.841426 | 0.047244 | 0.661465 |
-1.001419 | -1.749242 | -0.217908 | -1.063229 | -0.13429 | -0.098307 |
-0.855924 | 0.828734 | -0.670096 | -0.193391 | -0.477872 | -0.98247 |
0.931053 | 0.888088 | -0.44406 | -0.891205 | -0.181525 | 0.257453 |
-0.035183 | 0.721156 | 0.571684 | -0.321207 | 0.036861 | 0.383604 |
-1.292409 | -0.600802 | -0.321915 | -0.712682 | 0.216796 | 0.091981 |
0.539335 | 0.061246 | -0.168753 | 1.996483 | -0.694786 | 0.662923 |
-0.527627 | -0.297576 | -0.320321 | 0.143232 | -0.806368 | -0.979953 |
-0.650739 | -0.304286 | -0.035543 | 3.708609 | -0.402147 | 0.896195 |
2.072628 | -0.867152 | -0.643093 | -0.850009 | -0.767943 | 0.500401 |
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