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zyody
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TARQ_dataset

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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 145 new columns ({'57cec4137b614c87cb4e24a3d003a3e0.2', '3ad0f1297dbd366c4c24f4b125a06d58', '2450d5bfc87a1f5b96e2837f5c87a70c', '24f316862bfa5975d75419d05d8ae2dc', '08117971405c0b60a9574279e016ad61', '5cb60677712029e274ae32d7784de2bc.1', '6b8471f7dbcbac3afbd78874d5fdc326', '8560ae28e11ff69419899ff91feb6085', '6f310163969482789cdcb0b27ebe9fad', 'b09207f5c299c42708e1badb72c04025', '9c275b3ea9642ac52ec031be10eaa610', '637ef167699a734470d8b44fa1bfb017', 'cb5ae17636e975f9bf71ddf5bc542075', '3f9663c20ce010f8c0befc64e086e612', 'a15b5bb4d26fa4fffeb207d0eaddd673', '8e24c447173b1aa7a8b8815701933899', '705329d34de98d5e898fa393ca14c504', '5cb60677712029e274ae32d7784de2bc', '54eeaaecdf22d2d711bdfd81b47aa334', 'd86434e8e6cec877936c68723fdf1a3a', 'b06aeb00a54860ab3344cb9ffda0a636', 'd02c14fdeb8e48e7c57dbf52436b5e80', 'febbff4078286086c2b0b1114aa61170', '2450d5bfc87a1f5b96e2837f5c87a70c.1', '1509f617c7bc696dceac87e14d9fad61', '36b7def16573b14736e5227467fdf8fa', '5183ce99e01a3690d8c3eac330282947', '8d0b332753ccd81b876a34feb1cfe87b.1', 'c81e728d9d4c2f636f067f89cc14862c.3', 'e5f7641d778c55988a214b8d76651a23', 'f06d71fb6cc69769c1ac90500d6571c0', '41ebce29ba8c53a3608bc560ccd69d1c', 'f3ef643d4e9628031516fac81dfba156', 'b4933f7750a2f00cd7b9f71ca51ede77', 'e0766427bbd0047f12ca8ea73579c4d9', 'c51ce410c124a10e0db5e4b97fc2af39', 'd86434e8e6cec877936c68723fdf1a3a.1', '02ad845d2f8ac57a5c265ea083b2169b', '2bec5145a5fe106bab8e85642e6b0236', 'd67661f79176ed69e6f218c8e43e0704', '7c9d5fbcdc5ae18a05e0b792cfccafbf', 'e287a07fc5
...
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...
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This happened while the csv dataset builder was generating data using

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'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_5.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_50.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_51.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_52.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_53.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_54.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_55.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_56.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_57.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_58.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_59.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_6.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_60.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_61.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_62.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_63.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_64.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_65.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_66.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_67.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_68.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_69.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_7.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_70.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_71.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_72.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_73.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_74.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_75.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_76.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_77.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_78.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_79.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_8.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_80.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_81.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_82.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_83.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_84.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_85.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_86.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_87.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_88.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_89.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_9.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_90.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_91.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_92.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_93.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_94.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_95.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_96.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_97.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_98.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_99.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
              30565a8911a6bb487e3745c0ea3c8224: string
              8c8170a776fbb3c56018a9836f86e95b: string
              30565a8911a6bb487e3745c0ea3c8224.1: string
              800618943025315f869e4e1f09471012: string
              be83e8129fb9d98b699fc13ae51ae561: string
              8d9c307cb7f3c4a32822a51922d1ceaa: string
              8d9c307cb7f3c4a32822a51922d1ceaa.1: string
              5366cf14aa7e38e904f5c357755bdd6e: string
              d61f96d43a7ec134b14bbddd8b0e59ee: string
              30565a8911a6bb487e3745c0ea3c8224.2: string
              36b7def16573b14736e5227467fdf8fa: string
              b4933f7750a2f00cd7b9f71ca51ede77: string
              cfcd208495d565ef66e7dff9f98764da: string
              08117971405c0b60a9574279e016ad61: string
              cfcd208495d565ef66e7dff9f98764da.1: string
              e287a07fc5a4125bbc15e033901f4ea6: string
              3e4382b2e922996fcc96b1bb643e051f: string
              2bec5145a5fe106bab8e85642e6b0236: string
              30565a8911a6bb487e3745c0ea3c8224.3: string
              04df3d28695da1529c4903e13abc62ae: string
              30565a8911a6bb487e3745c0ea3c8224.4: string
              e0766427bbd0047f12ca8ea73579c4d9: string
              Unnamed: 22: string
              Unnamed: 23: string
              41ebce29ba8c53a3608bc560ccd69d1c: string
              aacba6bb669dd38f62d8e705542690b5: string
              cb5ae17636e975f9bf71ddf5bc542075: string
              d1e747344e1ce0eca5e72c8ccc036e09: string
              a067231292b92a41b04027a1b26d91d6: string
              7c9d5fbcdc5ae18a05e0b792cfccafbf: string
              9f41f9f1c434718ae6e50ffba61152d0: string
              07078a97d66756f213dbca3e379bf084: string
              cfcd208495d565ef66e7dff9f98764da.2: string
              c81e728d9d4c2f636f067f89cc14862c: string
              43a1437f7f656cd8be7c996c58719e0a: string
              b09207f5c299c42708e1badb72c04025: string
              3f9663c20ce010f8c0befc64e086e612: string
              02ad845d2f8
              ...
              ng
              30565a8911a6bb487e3745c0ea3c8224.64: string
              8011c1672b96b9446e250a64eb52393f: string
              30565a8911a6bb487e3745c0ea3c8224.65: string
              30565a8911a6bb487e3745c0ea3c8224.66: string
              c4ca4238a0b923820dcc509a6f75849b.6: string
              cfcd208495d565ef66e7dff9f98764da.13: string
              c4ca4238a0b923820dcc509a6f75849b.7: string
              c74d97b01eae257e44aa9d5bade97baf: string
              137d60699bacbcc0508f885a501bbb20: string
              cfcd208495d565ef66e7dff9f98764da.14: string
              30565a8911a6bb487e3745c0ea3c8224.67: string
              c4ca4238a0b923820dcc509a6f75849b.8: string
              43a1437f7f656cd8be7c996c58719e0a.3: string
              87b40865be66ad05793eedec6e4a5efc: string
              30565a8911a6bb487e3745c0ea3c8224.68: string
              30565a8911a6bb487e3745c0ea3c8224.69: string
              febbff4078286086c2b0b1114aa61170: string
              e4c2e8edac362acab7123654b9e73432.3: string
              8fa849068780205d1e50cff86563b53a: string
              b578f2a52a0229873fefc2a4b06377fa: string
              e4c2e8edac362acab7123654b9e73432.4: string
              2450d5bfc87a1f5b96e2837f5c87a70c.1: string
              fcc58531c186b0a28d8c2b67744725ce: string
              6f310163969482789cdcb0b27ebe9fad: string
              9265bef4e6120ca390b3943df5d7879a: string
              c74d97b01eae257e44aa9d5bade97baf.1: string
              bef37f50fbf78e56ff8d930da764328c: string
              08498574161e8597e46710e32b49cf21: string
              2bd79f4e2e5f009f278945c8b1878952: string
              933cbe5203c8e082cbf051856a7f26d4: string
              d02c14fdeb8e48e7c57dbf52436b5e80: string
              1ccc966a16d10c2ef5c7d7039e8394ef: string
              5f32f8fb096d1e0859490c215d2c09d9: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 46498
              to
              {'e205d919be837fbd642d7e018c6d47e6': Value('string'), '9797b5f6b4b05c53342dfec9306c3263': Value('string'), '30565a8911a6bb487e3745c0ea3c8224': Value('string'), '69691c7bdcc3ce6d5d8a1361f22d04ac': Value('string'), '817d0379c765494cb253146d0c3a236a': Value('string'), '8d9c307cb7f3c4a32822a51922d1ceaa': Value('string'), '57cec4137b614c87cb4e24a3d003a3e0': Value('string'), '30565a8911a6bb487e3745c0ea3c8224.1': Value('string'), 'e4c2e8edac362acab7123654b9e73432': Value('string'), '30565a8911a6bb487e3745c0ea3c8224.2': Value('string'), '300f19078bd5d1650dae53e4837f7b41': Value('string'), '6810d1fbffa0b165a53a5c7ee3bc7152': Value('string'), 'cfcd208495d565ef66e7dff9f98764da': Value('string'), '9c5f3813a83595c0df61f939f5d4fb53': Value('string'), 'cfcd208495d565ef66e7dff9f98764da.1': Value('string'), '890d1e5a391cfce66464e5b3c1617356': Value('string'), '1110ba0bda5a251c55247f122e923848': Value('string'), '914548e9e8ebc51e9ce3989594f01e20': Value('string'), '01deebfa87b938c89ecb3dcb4effcbe2': Value('string'), '04df3d28695da1529c4903e13abc62ae': Value('string'), 'd42140732a88a8717b7d4358ef1caeae': Value('string'), '73e3d6ca008fe85a67f560064f6de415': Value('string'), 'Unnamed: 22': Value('string'), 'Unnamed: 23': Value('string'), '61ddbef66a5b3879c407c4d8b9c62cb2': Value('string'), 'e8069a660d7abeaf631f08f7bb0d559f': Value('string'), '2a73350146ad3cf07f631120fbd2a4a3': Value('string'), 'fd521551a8263d1f4ee83c61b2f8c27c': Value('string'), 'a109f74aad18bd9db38c59026c71c641': Value('string')
              ...
              5ef66e7dff9f98764da.13': Value('string'), 'c4ca4238a0b923820dcc509a6f75849b.7': Value('string'), '75b3a75f571664e09c8619a2c5242b09': Value('string'), '1c8bf4c4109e66e14eb8ff4ce184692e': Value('string'), 'cfcd208495d565ef66e7dff9f98764da.14': Value('string'), '30565a8911a6bb487e3745c0ea3c8224.64': Value('string'), 'c4ca4238a0b923820dcc509a6f75849b.8': Value('string'), '07078a97d66756f213dbca3e379bf084': Value('string'), '0bbf43855488547a020100cdcc595b37': Value('string'), '30565a8911a6bb487e3745c0ea3c8224.65': Value('string'), '30565a8911a6bb487e3745c0ea3c8224.66': Value('string'), 'f7b07bb3ca1e5fc481fe6c8b27c01308': Value('string'), 'e4c2e8edac362acab7123654b9e73432.2': Value('string'), '8ea62e94eab70c91c5c8be2b83473af0': Value('string'), 'b578f2a52a0229873fefc2a4b06377fa': Value('string'), 'e4c2e8edac362acab7123654b9e73432.3': Value('string'), '12ba81fb3ad68ad5b21e4cec7be42666': Value('string'), 'ee9e6a4ab6728ca2ffe10b01c24d771d': Value('string'), 'b6cfc47497d2cb775e21d6b0d5d24d06': Value('string'), '9265bef4e6120ca390b3943df5d7879a': Value('string'), 'cb9656f6a3c02abe4c46ccc1fefa3149': Value('string'), 'dc0c2f6c72c3dacff25d66f85af3e544': Value('string'), '9374b535e5c543607a98e72985dc4038': Value('string'), 'cf5f238fca8b6e155078aa41c175743a': Value('string'), 'cb9656f6a3c02abe4c46ccc1fefa3149.1': Value('string'), 'dc0c2f6c72c3dacff25d66f85af3e544.1': Value('string'), '9374b535e5c543607a98e72985dc4038.1': Value('string'), '43a1437f7f656cd8be7c996c58719e0a.1': Value('string')}
              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 1342, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 907, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                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 145 new columns ({'57cec4137b614c87cb4e24a3d003a3e0.2', '3ad0f1297dbd366c4c24f4b125a06d58', '2450d5bfc87a1f5b96e2837f5c87a70c', '24f316862bfa5975d75419d05d8ae2dc', '08117971405c0b60a9574279e016ad61', '5cb60677712029e274ae32d7784de2bc.1', '6b8471f7dbcbac3afbd78874d5fdc326', '8560ae28e11ff69419899ff91feb6085', '6f310163969482789cdcb0b27ebe9fad', 'b09207f5c299c42708e1badb72c04025', '9c275b3ea9642ac52ec031be10eaa610', '637ef167699a734470d8b44fa1bfb017', 'cb5ae17636e975f9bf71ddf5bc542075', '3f9663c20ce010f8c0befc64e086e612', 'a15b5bb4d26fa4fffeb207d0eaddd673', '8e24c447173b1aa7a8b8815701933899', '705329d34de98d5e898fa393ca14c504', '5cb60677712029e274ae32d7784de2bc', '54eeaaecdf22d2d711bdfd81b47aa334', 'd86434e8e6cec877936c68723fdf1a3a', 'b06aeb00a54860ab3344cb9ffda0a636', 'd02c14fdeb8e48e7c57dbf52436b5e80', 'febbff4078286086c2b0b1114aa61170', '2450d5bfc87a1f5b96e2837f5c87a70c.1', '1509f617c7bc696dceac87e14d9fad61', '36b7def16573b14736e5227467fdf8fa', '5183ce99e01a3690d8c3eac330282947', '8d0b332753ccd81b876a34feb1cfe87b.1', 'c81e728d9d4c2f636f067f89cc14862c.3', 'e5f7641d778c55988a214b8d76651a23', 'f06d71fb6cc69769c1ac90500d6571c0', '41ebce29ba8c53a3608bc560ccd69d1c', 'f3ef643d4e9628031516fac81dfba156', 'b4933f7750a2f00cd7b9f71ca51ede77', 'e0766427bbd0047f12ca8ea73579c4d9', 'c51ce410c124a10e0db5e4b97fc2af39', 'd86434e8e6cec877936c68723fdf1a3a.1', '02ad845d2f8ac57a5c265ea083b2169b', '2bec5145a5fe106bab8e85642e6b0236', 'd67661f79176ed69e6f218c8e43e0704', '7c9d5fbcdc5ae18a05e0b792cfccafbf', 'e287a07fc5
              ...
              8a2b0c53f2c117064b26e8', '5366cf14aa7e38e904f5c357755bdd6e', '2bd79f4e2e5f009f278945c8b1878952', 'Unnamed: 214', '8e46e172e8122fff05a4997d9c3afba9', '695b1e4ea14a79745f55805749ce85e4', 'd36fb10a05f1366795333cd0f515c272', '4031a0b8b2813eea95de1a50bc185948', '3892e3aaa3da609861125cd7bb408ed5.1', '2a672a21b3dde7df8dfc18d65ca62a00.1', '034ce1147b6f5df91dab692688c48c04', 'c81e728d9d4c2f636f067f89cc14862c.2', '31698740518a48338f4946f95397d921', '800618943025315f869e4e1f09471012', 'e7b50c93305943aa94d8e31b1f406277', 'e287a07fc5a4125bbc15e033901f4ea6.1', 'c74d97b01eae257e44aa9d5bade97baf.1', '800618943025315f869e4e1f09471012.1', 'be83e8129fb9d98b699fc13ae51ae561.1', '8fa849068780205d1e50cff86563b53a', 'd36fb10a05f1366795333cd0f515c272.1', '9bf8cb4da834725334597657a3884bc6', '43a1437f7f656cd8be7c996c58719e0a.2', 'e237633a8b413a04dd5028207f03c1c2', '09e1dd4b21def9cd538a26d90e652eea', '4f3708aa347b7178b0e26f21792b4a60', '81e5188dbb6d8ef21d26367a21b58a72', 'a0e8647a6bd31a09bfbafee921b86282', '4146da2bc53082415a19f8e594a4d67b', 'aacba6bb669dd38f62d8e705542690b5', '25a824b1be19cc5e38e89d2a9578f30b', '8d0b332753ccd81b876a34feb1cfe87b', '828935a4eb6302f128fb7859f466060d', '1ccc966a16d10c2ef5c7d7039e8394ef', '999ac1ffe34bee0d0e79b0c9f68d9a75', '3892e3aaa3da609861125cd7bb408ed5', 'ee257d921aece9028e100fb520502db8', '3b01fa6d218455c3e18ad496c02a9db8', '011f95cab910db755de72118a2f3388a', '9635a12c253d919e2cb46bff5f040599', 'fcc58531c186b0a28d8c2b67744725ce', '43a1437f7f656cd8be7c996c58719e0a.3'}) and 145 missing columns ({'cecd944649e03d8ffc5b3a6a193b1a33', '08ed35343417321c4e56cceead76c67a', '914548e9e8ebc51e9ce3989594f01e20', '61ddbef66a5b3879c407c4d8b9c62cb2', '9bfd0a8df0d02679f02a45b507f64385', '96a64b03f04a3b74898ec8ed78322795.1', '46d40b6f9f1951cf3d27e1df88a99a13', '9374b535e5c543607a98e72985dc4038', '1679091c5a880faf6fb5e6087eb1b2dc.1', '80f0a231a1c8b333e7864d04c4a61ebd', '2cd1d786368081662626121061b6c487', '261cd480725f673d860d74e37f91d5b8', '5e627bb4b40bbb232185398a3ab4811e', '9797b5f6b4b05c53342dfec9306c3263', 'e205d919be837fbd642d7e018c6d47e6.1', 'e17eb9341759da75bc90d077e7ea304b', 'efd6ba3204e8295a96551c85fc247f39', 'b4b8f49579f52a53c6963b8f8f685a29', 'Unnamed: 45', 'f553930a7a03650f3f9eb1ca3949307c.1', '4872cfaefe77f7c0280a787c9919de65.1', 'aab3238922bcc25a6f606eb525ffdc56', '4ab75d136005faf60cf14f78c24c17e1', 'dbaf969ef260aac14bcc9ee12fbfbe69', '6810d1fbffa0b165a53a5c7ee3bc7152', '69691c7bdcc3ce6d5d8a1361f22d04ac', '0123a680b3c48454c3538a3c544cf38a', 'f7dd5d429a9ccb122c86908e234eb8eb', 'cb3b88409b992ad809a378b1e4d65cc2', 'b37bc62756d9db88a52dc34a9ab798ff', 'fd521551a8263d1f4ee83c61b2f8c27c', '96a64b03f04a3b74898ec8ed78322795', '2a73350146ad3cf07f631120fbd2a4a3', '1e8b524ec9aa0f1a0f4cfcfd1bcb5f35', 'Unnamed: 104', 'Unnamed: 186', 'b3ee4875aadbc696342f00e78dd51c01', 'b467f36fc60cf39e8154742c12573111', 'b656850fba63da22ac69503b13cc4fe6', '75b3a75f571664e09c8619a2c5242b09', '6f34e74684cb3a27eeb9fc6c62c1d07c', 'cb9656f6a3c02abe4c46ccc1fefa3149', '890d1e5a391cfce66464e5b3c1617356', '0
              ...
              fd4d14af77', 'cb9656f6a3c02abe4c46ccc1fefa3149.1', '125dcaf4533b218d3c5dfe19e4aa8a35', '803420965327c717ff385436306fe20d', '87c50831bab841b776143f9c9f592287', '079e95b5c7e716f9b3c350ad6730b8e3', 'a039d0983b4193159c05c3b9c9e502bf', '25c9f2ef7c97d5827397cd3aa5b635de', 'f2a0467ab7e818965f1f89d0475a1e7d.1', 'b6cfc47497d2cb775e21d6b0d5d24d06', 'dc0c2f6c72c3dacff25d66f85af3e544', '191ad39b1915b70b91be0a8c1d8550f8', '1b980ea0b74e3ecd6677209d6d6e4ac6', '300f19078bd5d1650dae53e4837f7b41', '89fc7224035aab68551197ff30aa2439', '77f0d5f7ed687078e1335d39da6077d6', 'fbd7939d674997cdb4692d34de8633c4', 'afe6feff51a8544b620bae834da406a3', '9c5f3813a83595c0df61f939f5d4fb53', '4a646b1b2110f8fa7a3f4a6cedb151b0', 'bc44295006a63e4a42a95f3318a208ef', '7c342b54eacf09076f34b107e49b9e8a', 'dd941c45b9cdbbdbd1165b16e513bc13', 'bd7ad5149fe8f596c3ba19221a4ea07d', '3d5438d7f0454c05d57bee645e64a95d', '87a823d227b4fe9c2a18b6ca081b9363', 'cff355716aea5773aa3394c261969df4', '514b22421c6a6c967e9a2e7a5e118cfc', 'd1bd83a33f1a841ab7fda32449746cc4.1', '1c8bf4c4109e66e14eb8ff4ce184692e', 'f6d20e92f2da101d262a898aca2aaaa5', '01deebfa87b938c89ecb3dcb4effcbe2.2', '890d1e5a391cfce66464e5b3c1617356.1', 'cf3e481a44141cabd4e9d46cfbb1f899', '0dc686c1e8c306d7ee04b75e03f19323', 'ee9e6a4ab6728ca2ffe10b01c24d771d', '0bbf43855488547a020100cdcc595b37', 'c5f6c533b7fdbd862358fa34eb0ae95b', 'd42140732a88a8717b7d4358ef1caeae', 'b630a0323b337a12cf4c2e011c080fce', '8d9c307cb7f3c4a32822a51922d1ceaa.4', 'eb5f8c5f0f61ba6fe6eaa7ae84abe017'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/zyody/TARQ_dataset/tarq_pv_train_md5_mini_00_1.csv (at revision 51e3cc98c5aad21a1042b6fbed8e4b21be4b2713), ['hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_0.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_1.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_10.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_11.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_12.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_13.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_14.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_15.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_16.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_17.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_18.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_19.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_2.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_20.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_21.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_22.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_23.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_24.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_25.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_26.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_27.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_28.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_29.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_3.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_30.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_31.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_32.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_33.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_34.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_35.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_36.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_37.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_38.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_39.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_4.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_40.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_41.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_42.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_43.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_44.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_45.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_46.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_00_47.csv', 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'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_98.csv', 'hf://datasets/zyody/TARQ_dataset@51e3cc98c5aad21a1042b6fbed8e4b21be4b2713/tarq_pv_train_md5_mini_09_99.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.

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TARQ Dataset

This dataset is associated with the paper Equip Pre-ranking with Target Attention by Residual Quantization.

TARQ is a novel pre-ranking framework designed for industrial recommendation systems. It bridges the gap between efficiency and effectiveness by bringing the modeling power of Target Attention (TA) into the latency-critical pre-ranking stage through Residual Quantization.

Resources

Paper: Equip Pre-ranking with Target Attention by Residual Quantization
Code: https://github.com/zyody/tarq_sigir2026

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Paper for zyody/TARQ_dataset

Equip Pre-ranking with Target Attention by Residual Quantization

Paper • 2509.16931 • Published 4 days ago