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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 28 new columns ({'mean_seed_aer', 'market_regime', 'n_calls', 'beat_seed_rate_global', 'valid_rate_seed_mean', 'mean_seed_winrate', 'valid_rate_global', 'mean_seed_ic', 'n_seeds', 'mean_best_ir', 'mean_seed_mdd', 'pass_at_5', 'mean_best_performance_return', 'pass_at_3', 'year', 'vr_seed_mean', 'mean_best_sharpe', 'mean_seed_sharpe', 'beat_seed_rate_seed_mean', 'mean_best_winrate', 'mean_best_aer', 'mean_best_mdd', 'mean_best_ic', 'n_valid', 'n_wins', 'mean_seed_ir', 'mean_seed_performance_return', 'vr_global'}) and 2 missing columns ({'__index_level_0__', '{'}).

This happened while the csv dataset builder was generating data using

zip://dropmax2_qlib_original_rebacktest_spec_shares_cash/aggregate_yearly.csv::/tmp/hf-datasets-cache/medium/datasets/36958628613294-config-parquet-and-info-PuLam-seed_benchmark_2022-22809b35/hub/datasets--PuLam--seed_benchmark_2022_2026_qlib/snapshots/5728f02493c8356fa30fefab16e80cfea1a1fafb/dropmax2_qlib_original_rebacktest_spec_shares_cash.zip, [/tmp/hf-datasets-cache/medium/datasets/36958628613294-config-parquet-and-info-PuLam-seed_benchmark_2022-22809b35/hub/datasets--PuLam--seed_benchmark_2022_2026_qlib/snapshots/5728f02493c8356fa30fefab16e80cfea1a1fafb/dropmax2_qlib_original_rebacktest_spec_shares_cash.zip (origin=hf://datasets/PuLam/seed_benchmark_2022_2026_qlib@5728f02493c8356fa30fefab16e80cfea1a1fafb/dropmax2_qlib_original_rebacktest_spec_shares_cash.zip), /tmp/hf-datasets-cache/medium/datasets/36958628613294-config-parquet-and-info-PuLam-seed_benchmark_2022-22809b35/hub/datasets--PuLam--seed_benchmark_2022_2026_qlib/snapshots/5728f02493c8356fa30fefab16e80cfea1a1fafb/seed_benchmark_2022_2026_qlib_original.zip (origin=hf://datasets/PuLam/seed_benchmark_2022_2026_qlib@5728f02493c8356fa30fefab16e80cfea1a1fafb/seed_benchmark_2022_2026_qlib_original.zip), /tmp/hf-datasets-cache/medium/datasets/36958628613294-config-parquet-and-info-PuLam-seed_benchmark_2022-22809b35/hub/datasets--PuLam--seed_benchmark_2022_2026_qlib/snapshots/5728f02493c8356fa30fefab16e80cfea1a1fafb/seed_benchmark_2022_2026_qlib_original_top20.zip (origin=hf://datasets/PuLam/seed_benchmark_2022_2026_qlib@5728f02493c8356fa30fefab16e80cfea1a1fafb/seed_benchmark_2022_2026_qlib_original_top20.zip)]

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 2281, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2227, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              year: int64
              market_regime: string
              n_seeds: int64
              n_calls: int64
              n_valid: int64
              n_wins: int64
              vr_seed_mean: double
              vr_global: double
              valid_rate_seed_mean: double
              valid_rate_global: double
              beat_seed_rate_seed_mean: double
              beat_seed_rate_global: double
              pass_at_3: double
              pass_at_5: double
              mean_seed_performance_return: double
              mean_seed_ir: double
              mean_seed_ic: double
              mean_seed_aer: double
              mean_seed_sharpe: double
              mean_seed_winrate: double
              mean_seed_mdd: double
              mean_best_performance_return: double
              mean_best_ir: double
              mean_best_ic: double
              mean_best_aer: double
              mean_best_sharpe: double
              mean_best_winrate: double
              mean_best_mdd: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3840
              to
              {'{': Value('float64'), '__index_level_0__': 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 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 882, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                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 28 new columns ({'mean_seed_aer', 'market_regime', 'n_calls', 'beat_seed_rate_global', 'valid_rate_seed_mean', 'mean_seed_winrate', 'valid_rate_global', 'mean_seed_ic', 'n_seeds', 'mean_best_ir', 'mean_seed_mdd', 'pass_at_5', 'mean_best_performance_return', 'pass_at_3', 'year', 'vr_seed_mean', 'mean_best_sharpe', 'mean_seed_sharpe', 'beat_seed_rate_seed_mean', 'mean_best_winrate', 'mean_best_aer', 'mean_best_mdd', 'mean_best_ic', 'n_valid', 'n_wins', 'mean_seed_ir', 'mean_seed_performance_return', 'vr_global'}) and 2 missing columns ({'__index_level_0__', '{'}).
              
              This happened while the csv dataset builder was generating data using
              
              zip://dropmax2_qlib_original_rebacktest_spec_shares_cash/aggregate_yearly.csv::/tmp/hf-datasets-cache/medium/datasets/36958628613294-config-parquet-and-info-PuLam-seed_benchmark_2022-22809b35/hub/datasets--PuLam--seed_benchmark_2022_2026_qlib/snapshots/5728f02493c8356fa30fefab16e80cfea1a1fafb/dropmax2_qlib_original_rebacktest_spec_shares_cash.zip, [/tmp/hf-datasets-cache/medium/datasets/36958628613294-config-parquet-and-info-PuLam-seed_benchmark_2022-22809b35/hub/datasets--PuLam--seed_benchmark_2022_2026_qlib/snapshots/5728f02493c8356fa30fefab16e80cfea1a1fafb/dropmax2_qlib_original_rebacktest_spec_shares_cash.zip (origin=hf://datasets/PuLam/seed_benchmark_2022_2026_qlib@5728f02493c8356fa30fefab16e80cfea1a1fafb/dropmax2_qlib_original_rebacktest_spec_shares_cash.zip), /tmp/hf-datasets-cache/medium/datasets/36958628613294-config-parquet-and-info-PuLam-seed_benchmark_2022-22809b35/hub/datasets--PuLam--seed_benchmark_2022_2026_qlib/snapshots/5728f02493c8356fa30fefab16e80cfea1a1fafb/seed_benchmark_2022_2026_qlib_original.zip (origin=hf://datasets/PuLam/seed_benchmark_2022_2026_qlib@5728f02493c8356fa30fefab16e80cfea1a1fafb/seed_benchmark_2022_2026_qlib_original.zip), /tmp/hf-datasets-cache/medium/datasets/36958628613294-config-parquet-and-info-PuLam-seed_benchmark_2022-22809b35/hub/datasets--PuLam--seed_benchmark_2022_2026_qlib/snapshots/5728f02493c8356fa30fefab16e80cfea1a1fafb/seed_benchmark_2022_2026_qlib_original_top20.zip (origin=hf://datasets/PuLam/seed_benchmark_2022_2026_qlib@5728f02493c8356fa30fefab16e80cfea1a1fafb/seed_benchmark_2022_2026_qlib_original_top20.zip)]
              
              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)

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{
null
__index_level_0__
string
null
"n_seeds": 100
null
"n_valid_seed_runs": 98
null
"beat_rate_ir": 0.27
null
"vr_global": 0.9650924024640657
null
"vr_seed_mean": 0.9405714285714286
null
"valid_rate_global": 0.9650924024640657
null
"valid_rate_seed_mean": 0.9405714285714286
null
"beat_seed_rate_global": 0.47638603696098564
null
"beat_seed_rate_seed_mean": 0.4638214285714286
null
"pass_at_3": 0.67
null
"pass_at_5": 0.74
null
"mean_seed_performance_return": -0.14055491
null
"mean_seed_ir": -0.4928023
null
"mean_seed_ic": -0.00520533
null
"mean_seed_aer": -0.08027052000000001
null
"mean_seed_sharpe": -0.11475885000000002
null
"mean_seed_winrate": 0.46062993999999996
null
"mean_seed_mdd": -0.6091045500000001
null
"mean_seed_transaction_cost": 37751335.91670091
null
"mean_seed_gross_turnover": 29039489166.693005
null
"mean_seed_turnover_ratio": 145.19744580999998
null
"mean_best_performance_return": 0.03729925773195877
null
"mean_best_ir": -0.13561248453608252
null
"mean_best_ic": 0.016807731958762888
null
"mean_best_aer": 0.05605696907216495
null
"mean_best_sharpe": 0.14595645360824744
null
"mean_best_winrate": 0.48362404123711333
null
"mean_best_mdd": -0.4635927731958762
null
"mean_best_transaction_cost": 44264575.13939551
null
"mean_best_gross_turnover": 34049673184.15038
null
"mean_best_turnover_ratio": 170.24836592783507
null
"mean_ir_improvement": -0.18724397938144335
null
"mean_ic_improvement": 0.02193001030927835
null
"mean_aer_improvement": 0.13591980412371138
null
"mean_sharpe_improvement": 0.25921478350515464
null
"mean_winrate_improvement": 0.022897340206185567
null
"mean_mdd_improvement": 0.1474728556701031
null
"mean_calls": 4.87
null
"mean_valid_calls": 4.7
null
"mean_trade_guard_ir_delta_seed": -0.24514919
null
"mean_trade_guard_ir_delta_best": -0.07177425773195877
null
"backtest_start_date": "2022-01-01"
null
"backtest_end_date": "2026-12-31"
null
"period": "test"
null
"backtest_engine": "spec_shares_cash"
null
"backtest_workers": 8
null
"rebalance_mode": "dropout"
null
"trade_guard_config": null
null
"data_path": "/kaggle/input/datasets/gplebih/aae-new/backtest/data/daily_pv.h5"
null
"jsonl": "/kaggle/input/datasets/giaphlm/dropmax2-qlib-original-bundle/dropmax2_qlib_original"
null
"elapsed_sec": 1278.0
null
}
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