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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/subhradasgupta/predictive_maintenance/engine_data.csv (at revision 5de84fa5c12df3e74cd6741a719c281f7e62456f), [/tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/Xtest.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/Xtest.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/Xtrain.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/Xtrain.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/engine_data.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/engine_data.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/input.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/input.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/ytest.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/ytest.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/ytrain.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/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 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 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'})
This happened while the csv dataset builder was generating data using
hf://datasets/subhradasgupta/predictive_maintenance/engine_data.csv (at revision 5de84fa5c12df3e74cd6741a719c281f7e62456f), [/tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/Xtest.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/Xtest.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/Xtrain.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/Xtrain.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/engine_data.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/engine_data.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/input.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/input.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/ytest.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/ytest.csv), /tmp/hf-datasets-cache/medium/datasets/45220388977858-config-parquet-and-info-subhradasgupta-predictive-3f78d877/hub/datasets--subhradasgupta--predictive_maintenance/snapshots/5de84fa5c12df3e74cd6741a719c281f7e62456f/ytrain.csv (origin=hf://datasets/subhradasgupta/predictive_maintenance@5de84fa5c12df3e74cd6741a719c281f7e62456f/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 |
|---|---|---|---|---|---|
-1.195622 | -1.334199 | -1.377908 | -0.001177 | -0.642015 | -0.544609 |
-0.885228 | 1.686487 | 0.164052 | 0.324513 | 2.094579 | 0.950843 |
-0.627189 | 0.035496 | -0.247846 | -0.671022 | -0.006827 | 0.523481 |
0.909822 | 1.843708 | -1.175555 | 0.29687 | -0.60815 | 1.729269 |
-0.129811 | -0.693428 | -0.591488 | -0.001154 | -0.383624 | -0.081509 |
0.352609 | -0.192912 | -0.57353 | -0.55137 | -0.10455 | 1.272544 |
-0.122331 | 0.745381 | -0.228713 | -0.599209 | 1.197178 | -1.007466 |
-1.352689 | 0.115994 | -0.352176 | -1.228834 | 1.523221 | -0.076887 |
2.843241 | -0.361036 | 0.312944 | -1.372566 | 2.713977 | -0.839797 |
-0.466383 | 0.436814 | -0.569155 | 1.035601 | -0.182588 | 1.674958 |
-0.937583 | 0.860159 | -0.815341 | 0.274389 | -0.189059 | 2.137199 |
0.158145 | 1.390474 | -0.151649 | 0.579948 | 0.889001 | 0.574299 |
-1.2218 | -1.186544 | 0.089072 | -0.678482 | -1.141503 | 0.264456 |
0.143186 | 0.946734 | -1.303956 | 0.308028 | -0.090133 | 1.094281 |
-0.084935 | -1.284886 | -0.319393 | 0.929727 | -1.333627 | 0.616047 |
-0.612231 | -0.249288 | -0.024485 | 0.543796 | -0.249586 | -1.308602 |
0.849987 | 1.389963 | 0.929335 | -0.303506 | -0.623034 | -0.020127 |
-1.266676 | -0.953521 | -0.699203 | 0.569039 | -0.712187 | 1.137063 |
-0.088674 | 2.055763 | -1.268941 | -1.058286 | -0.58793 | -0.994769 |
-0.851571 | 0.168858 | 1.189489 | -0.325105 | -1.416802 | -1.812495 |
0.143186 | -0.024186 | -0.749374 | 3.666815 | -1.12762 | -0.695856 |
0.995835 | -0.250586 | 0.179563 | -1.143838 | 1.041005 | 1.362077 |
1.698896 | 1.278327 | -0.809394 | -1.223233 | -0.319237 | -1.157481 |
0.10205 | 1.59458 | -1.763508 | -0.15884 | -0.050148 | -0.339044 |
0.849987 | -0.715496 | 0.19933 | 0.836503 | -0.611167 | -1.64501 |
-0.069976 | -1.268469 | -0.618346 | 3.573598 | -0.808368 | 0.679858 |
-1.33399 | -1.03922 | 0.472417 | 0.990529 | 0.238499 | -1.874069 |
-1.363908 | -1.085553 | 0.4048 | 0.753622 | -1.03457 | -1.241799 |
0.300253 | -0.879808 | -0.648418 | -0.787937 | -0.741647 | 0.807763 |
4.750482 | -1.03677 | -0.464707 | -0.156864 | -0.156546 | 0.905935 |
-0.010141 | -0.063284 | -0.174116 | 0.58739 | -0.593001 | 0.321838 |
0.206761 | 1.549711 | -0.385361 | -0.071901 | 1.229662 | 1.068001 |
-0.25696 | -1.383864 | -1.150779 | -1.150497 | -0.455374 | 0.318167 |
0.588209 | 0.04197 | 1.651316 | 1.317635 | -0.450709 | -0.94363 |
0.210501 | 0.775931 | 0.817021 | -0.347486 | -0.269975 | -0.968304 |
0.681701 | -0.581448 | -0.32536 | 0.291801 | -0.210738 | -0.213131 |
-0.283138 | -0.3431 | -0.220994 | 0.376044 | -0.120835 | -0.407408 |
-0.040058 | -1.061155 | -0.351863 | 1.430522 | -0.821267 | -1.179382 |
-0.38037 | 0.887469 | -1.554988 | 3.390149 | -0.600328 | -0.670179 |
-0.750599 | 0.43664 | 0.464211 | 1.795353 | -0.28236 | -1.204432 |
1.336147 | -0.87688 | -1.513743 | 0.365533 | -0.487416 | -0.973956 |
0.240418 | -3.154824 | -0.560206 | -0.813153 | -0.901356 | -0.655444 |
1.171601 | 1.260578 | -0.387243 | 0.53962 | 0.551488 | 0.212734 |
0.22172 | -0.479132 | -0.600621 | 0.644026 | -0.138389 | -0.286739 |
0.831289 | 0.697831 | -0.068746 | -0.558341 | 0.048629 | -0.809315 |
-0.787996 | -0.096311 | -0.93811 | -0.79791 | -0.418698 | 0.060677 |
1.429639 | -0.222832 | 2.123784 | 1.42489 | 3.205515 | 1.479891 |
-0.851571 | 1.463914 | 0.354153 | -0.625276 | -0.238092 | -1.117103 |
1.474515 | 0.640751 | -0.690011 | -0.76244 | 1.901891 | -1.713705 |
-0.511259 | 1.440918 | 0.145317 | -0.178977 | 0.406676 | -0.030572 |
-1.390086 | -0.744698 | 0.092838 | 0.100918 | -1.293508 | -0.588168 |
-1.012377 | -0.724984 | 0.690473 | 0.660305 | -0.070443 | 0.71307 |
1.399721 | 0.873424 | -0.811404 | 0.400307 | -0.340933 | 1.307106 |
1.455817 | -0.338762 | 1.401973 | 0.81464 | -0.186129 | -0.738271 |
0.606908 | -0.80088 | 0.273543 | -0.462508 | 0.631119 | 0.135815 |
0.797632 | -0.540393 | 3.593528 | 3.283589 | -0.976821 | 0.75372 |
-1.367647 | -0.566504 | -0.009092 | 0.822356 | 2.899686 | -0.515542 |
-0.073715 | -0.967246 | 0.576351 | 2.204028 | -0.22793 | -0.171483 |
0.33765 | 0.693301 | 3.072726 | 2.863187 | 3.252896 | 0.721058 |
0.565771 | -1.121164 | -1.631044 | 0.055262 | -1.182649 | -1.31281 |
3.617356 | -0.709131 | 4.009367 | -0.639186 | 1.133751 | 1.268524 |
-0.930104 | 1.571292 | -0.405498 | 1.260545 | -0.370066 | 0.600827 |
-0.61971 | -0.323225 | -0.580628 | -0.943429 | 0.009331 | 0.186046 |
-1.244238 | 0.356425 | 1.505397 | 0.595153 | 1.876771 | 0.117489 |
-0.2607 | -1.198417 | -1.673553 | -1.122258 | -0.292806 | 0.692102 |
-0.829132 | -1.088196 | -0.083043 | -0.836654 | -0.943861 | -0.777371 |
-0.488821 | 0.600795 | -0.809541 | -1.12689 | 2.519514 | -0.872886 |
1.631582 | -0.190545 | -1.105288 | 0.935548 | -0.635717 | -1.586648 |
0.262856 | -1.525713 | -0.848926 | -0.44626 | -0.191263 | -0.507842 |
1.960675 | 0.894233 | 0.017912 | 4.027022 | 0.310159 | 0.713344 |
-0.492561 | 0.277183 | -0.662262 | -0.154939 | -0.409257 | -0.824783 |
0.22172 | 0.554207 | -0.418289 | -0.008878 | -0.102682 | -0.438211 |
0.173104 | 1.339367 | -0.34763 | 2.857058 | -0.907137 | 1.990486 |
-0.896447 | -0.226085 | 0.448166 | 1.523275 | -0.576271 | -0.533428 |
-0.541176 | -1.039124 | 0.437664 | -0.16394 | -0.834362 | 0.839895 |
-0.634669 | 0.499573 | -0.189244 | -0.762667 | -0.539997 | 0.071875 |
0.69666 | 0.947698 | -1.337841 | -0.707396 | -0.054192 | 0.048772 |
-1.083431 | -0.297065 | -0.786944 | -0.673254 | -0.283661 | -2.330129 |
-0.687024 | 0.963273 | -0.452467 | -0.658289 | -0.755604 | -0.353353 |
-1.322771 | 0.269121 | 1.805824 | -0.715195 | -0.587234 | 0.894619 |
2.880638 | 1.290225 | 1.12172 | 3.086453 | -0.048258 | 0.999268 |
-1.550892 | -0.860585 | 0.139807 | -0.863283 | -0.525339 | -0.707942 |
-1.348949 | -0.868822 | -0.730698 | 0.669264 | -0.081066 | 1.540259 |
-1.09839 | -0.548617 | -0.970557 | -1.402723 | -0.144901 | 0.402407 |
-1.247977 | 0.404394 | -0.356642 | 4.331676 | -0.997876 | -1.906232 |
-1.322771 | 0.152321 | -0.320921 | -0.277488 | 0.974738 | -0.307164 |
-0.294357 | 0.256114 | -0.218213 | 0.189443 | -1.059287 | -0.796508 |
-0.14103 | -0.470221 | -0.918151 | -0.846113 | -0.727645 | -0.3259 |
0.038475 | 0.284984 | 0.438389 | 1.173971 | -1.092762 | 0.915191 |
-0.38411 | -0.633335 | -0.03366 | 0.397848 | -0.264145 | -1.202496 |
-0.14103 | -0.70547 | 0.041088 | -1.553214 | 0.027511 | -0.939431 |
-0.152249 | -0.48767 | 0.356655 | 0.55627 | -0.330727 | 0.150865 |
-0.814174 | -0.624889 | 0.255374 | 0.983636 | -0.962824 | 0.174098 |
0.303993 | -0.001807 | -0.410798 | -1.344493 | 0.107076 | -0.65955 |
0.087091 | 0.967003 | -0.617098 | -1.212672 | -0.645232 | -0.340624 |
1.29501 | 2.431747 | 2.819989 | 0.222408 | 0.071627 | -0.680841 |
0.636825 | -1.360734 | 2.823489 | -0.755487 | -0.382799 | -1.178192 |
-0.765558 | -0.847065 | 0.519686 | -0.247249 | 0.716772 | -0.646442 |
0.472279 | 0.315301 | -0.239712 | 0.315139 | -0.736516 | 0.063167 |
-0.937583 | 0.567263 | 0.191381 | -0.793617 | -0.983511 | -0.649436 |
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