Datasets:

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log-rwth-aachen

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Graphbench_SAT

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LoG Group at RWTH Aachen University 4

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 114 new columns ({'saps_BestAvgImprovement_CoeffVariance', 'vars-reduced-depth-1', 'lpIntRatio', 'SP-bias-mean', 'saps_FirstLocalMinStep_Q.90', 'gsat_BestAvgImprovement_CoeffVariance', 'reducedClauses', 'gsat_FirstLocalMinRatio_Mean', 'HORNY-VAR-coeff-variation', 'Basic-featuretime', 'cluster-coeff-mean', 'POSNEG-RATIO-VAR-entropy', 'SP-unconstraint-coeff-variation', 'UNARY', 'LPSLack-max', 'CG-max', 'LPSLack-min', 'saps_FirstLocalMinStep_Q.10', 'lobjois-log-num-nodes-over-vars', 'VCG-CLAUSE-entropy', 'SP-unconstraint-q50', 'VG-max', 'KLB-featuretime', 'VCG-CLAUSE-min', 'POSNEG-RATIO-CLAUSE-min', 'unit-featuretime', 'SP-bias-q10', 'POSNEG-RATIO-CLAUSE-coeff-variation', 'CG-coeff-variation', 'POSNEG-RATIO-VAR-stdev', 'VCG-VAR-mean', 'TRINARY+', 'HORNY-VAR-entropy', 'cluster-coeff-entropy', 'sp-featuretime', 'SP-unconstraint-q10', 'POSNEG-RATIO-CLAUSE-entropy', 'HORNY-VAR-max', 'gsat_BestSolution_Mean', 'HORNY-VAR-mean', 'reducedVars', 'SP-unconstraint-min', 'BINARY+', 'CG-featuretime', 'gsat_FirstLocalMinStep_Mean', 'gsat_FirstLocalMinStep_Q.10', 'nvars', 'SP-bias-coeff-variation', 'gsat_FirstLocalMinStep_Q.90', 'VCG-CLAUSE-max', 'LPSLack-coeff-variation', 'VCG-VAR-entropy', 'SP-unconstraint-max', 'SP-unconstraint-q75', 'vars-reduced-depth-16', 'saps_FirstLocalMinRatio_Mean', 'gsat_FirstLocalMinStep_Median', 'nvarsOrig', 'VCG-CLAUSE-mean', 'LP_OBJ', 'POSNEG-RATIO-VAR-min', 'SP-bias-q90', 'CG-mean', 'cluster-coeff-min', 'SP-bias-max', 'filename', 'vars-reduced-depth-4', 'saps_BestSolution_Mean', 'VCG-VAR-min', 'SP-bias-min', 'CG-entropy', 'saps_FirstLocalMinStep_Median', 'POSNEG-RATIO-VAR-mean', 'cluster-coeff-max', 'vars-reduced-depth-64', 'ls-saps-featuretime', 'saps_FirstLocalMinRatio_CoeffVariance', 'SP-bias-q75', 'saps_FirstLocalMinStep_CoeffVariance', 'VG-min', 'HORNY-VAR-min', 'VCG-VAR-max', 'CG-min', 'gsat_BestSolution_CoeffVariance', 'gsat_BestAvgImprovement_Mean', 'SP-bias-q50', 'SP-unconstraint-mean', 'saps_FirstLocalMinStep_Mean', 'VG-coeff-variation', 'SP-unconstraint-q90', 'nclausesOrig', 'cluster-coeff-coeff-variation', 'lpTIME', 'LPSLack-mean', 'SP-bias-q25', 'VG-mean', 'VCG-CLAUSE-coeff-variation', 'SP-unconstraint-q25', 'nclauses', 'POSNEG-RATIO-CLAUSE-max', 'vars-clauses-ratio', 'vars-reduced-depth-256', 'saps_BestSolution_CoeffVariance', 'gsat_FirstLocalMinRatio_CoeffVariance', 'ls-gsat-featuretime', 'POSNEG-RATIO-VAR-max', 'horn-clauses-fraction', 'POSNEG-RATIO-CLAUSE-mean', 'Pre-featuretime', 'gsat_FirstLocalMinStep_CoeffVariance', 'lobjois-mean-depth-over-vars', 'lobjois-featuretime', 'VCG-VAR-coeff-variation', 'saps_BestAvgImprovement_Mean'}) and 7 missing columns ({'Unnamed: 0.1', 'file', 'instance_set', 'hash', 'n_clauses', 'Unnamed: 0', 'n_vars'}).

This happened while the csv dataset builder was generating data using

zip://features.csv::hf://datasets/log-rwth-aachen/Graphbench_SAT@a230040486af73d4e308e86a1b123983acb39912/sat_csv.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 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
              filename: string
              LP_OBJ: double
              LPSLack-mean: double
              LPSLack-coeff-variation: double
              LPSLack-min: double
              LPSLack-max: double
              lpIntRatio: double
              lpTIME: double
              SP-bias-mean: double
              SP-bias-coeff-variation: double
              SP-bias-min: double
              SP-bias-max: double
              SP-bias-q90: double
              SP-bias-q10: double
              SP-bias-q75: double
              SP-bias-q25: double
              SP-bias-q50: double
              SP-unconstraint-mean: double
              SP-unconstraint-coeff-variation: double
              SP-unconstraint-min: double
              SP-unconstraint-max: double
              SP-unconstraint-q90: double
              SP-unconstraint-q10: double
              SP-unconstraint-q75: double
              SP-unconstraint-q25: double
              SP-unconstraint-q50: double
              sp-featuretime: double
              vars-reduced-depth-1: double
              vars-reduced-depth-4: double
              vars-reduced-depth-16: double
              vars-reduced-depth-64: double
              vars-reduced-depth-256: double
              unit-featuretime: double
              saps_BestSolution_Mean: double
              saps_BestSolution_CoeffVariance: double
              saps_FirstLocalMinStep_Mean: double
              saps_FirstLocalMinStep_CoeffVariance: double
              saps_FirstLocalMinStep_Median: double
              saps_FirstLocalMinStep_Q.10: double
              saps_FirstLocalMinStep_Q.90: double
              saps_BestAvgImprovement_Mean: double
              saps_BestAvgImprovement_CoeffVariance: double
              saps_FirstLocalMinRatio_Mean: double
              saps_FirstLocalMinRatio_CoeffVariance: double
              ls-saps-featuretime: double
              gsat_BestSolution_Mean: double
              gsat_BestSolution_CoeffVariance: double
              gsat_FirstLocalMinStep_Mean: double
              gsat_FirstLocalMinStep_CoeffVariance: double
              gsat_FirstLocalMinStep_Median: double
              gsat_FirstLocalMinStep_Q.10: double
              gsat
              ...
              jois-log-num-nodes-over-vars: double
              lobjois-featuretime: double
              nvarsOrig: double
              nclausesOrig: double
              nvars: double
              nclauses: double
              reducedVars: double
              reducedClauses: double
              Pre-featuretime: double
              vars-clauses-ratio: double
              POSNEG-RATIO-CLAUSE-mean: double
              POSNEG-RATIO-CLAUSE-coeff-variation: double
              POSNEG-RATIO-CLAUSE-min: double
              POSNEG-RATIO-CLAUSE-max: double
              POSNEG-RATIO-CLAUSE-entropy: double
              VCG-CLAUSE-mean: double
              VCG-CLAUSE-coeff-variation: double
              VCG-CLAUSE-min: double
              VCG-CLAUSE-max: double
              VCG-CLAUSE-entropy: double
              UNARY: double
              BINARY+: double
              TRINARY+: double
              Basic-featuretime: double
              VCG-VAR-mean: double
              VCG-VAR-coeff-variation: double
              VCG-VAR-min: double
              VCG-VAR-max: double
              VCG-VAR-entropy: double
              POSNEG-RATIO-VAR-mean: double
              POSNEG-RATIO-VAR-stdev: double
              POSNEG-RATIO-VAR-min: double
              POSNEG-RATIO-VAR-max: double
              POSNEG-RATIO-VAR-entropy: double
              HORNY-VAR-mean: double
              HORNY-VAR-coeff-variation: double
              HORNY-VAR-min: double
              HORNY-VAR-max: double
              HORNY-VAR-entropy: double
              horn-clauses-fraction: double
              VG-mean: double
              VG-coeff-variation: double
              VG-min: double
              VG-max: double
              KLB-featuretime: double
              CG-mean: double
              CG-coeff-variation: double
              CG-min: double
              CG-max: double
              CG-entropy: double
              cluster-coeff-mean: double
              cluster-coeff-coeff-variation: double
              cluster-coeff-min: double
              cluster-coeff-max: double
              cluster-coeff-entropy: double
              CG-featuretime: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 16048
              to
              {'Unnamed: 0.1': Value('int64'), 'Unnamed: 0': Value('int64'), 'file': Value('string'), 'hash': Value('string'), 'n_vars': Value('int64'), 'n_clauses': Value('int64'), 'instance_set': 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 1334, 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 911, in stream_convert_to_parquet
                  builder._prepare_split(
                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 114 new columns ({'saps_BestAvgImprovement_CoeffVariance', 'vars-reduced-depth-1', 'lpIntRatio', 'SP-bias-mean', 'saps_FirstLocalMinStep_Q.90', 'gsat_BestAvgImprovement_CoeffVariance', 'reducedClauses', 'gsat_FirstLocalMinRatio_Mean', 'HORNY-VAR-coeff-variation', 'Basic-featuretime', 'cluster-coeff-mean', 'POSNEG-RATIO-VAR-entropy', 'SP-unconstraint-coeff-variation', 'UNARY', 'LPSLack-max', 'CG-max', 'LPSLack-min', 'saps_FirstLocalMinStep_Q.10', 'lobjois-log-num-nodes-over-vars', 'VCG-CLAUSE-entropy', 'SP-unconstraint-q50', 'VG-max', 'KLB-featuretime', 'VCG-CLAUSE-min', 'POSNEG-RATIO-CLAUSE-min', 'unit-featuretime', 'SP-bias-q10', 'POSNEG-RATIO-CLAUSE-coeff-variation', 'CG-coeff-variation', 'POSNEG-RATIO-VAR-stdev', 'VCG-VAR-mean', 'TRINARY+', 'HORNY-VAR-entropy', 'cluster-coeff-entropy', 'sp-featuretime', 'SP-unconstraint-q10', 'POSNEG-RATIO-CLAUSE-entropy', 'HORNY-VAR-max', 'gsat_BestSolution_Mean', 'HORNY-VAR-mean', 'reducedVars', 'SP-unconstraint-min', 'BINARY+', 'CG-featuretime', 'gsat_FirstLocalMinStep_Mean', 'gsat_FirstLocalMinStep_Q.10', 'nvars', 'SP-bias-coeff-variation', 'gsat_FirstLocalMinStep_Q.90', 'VCG-CLAUSE-max', 'LPSLack-coeff-variation', 'VCG-VAR-entropy', 'SP-unconstraint-max', 'SP-unconstraint-q75', 'vars-reduced-depth-16', 'saps_FirstLocalMinRatio_Mean', 'gsat_FirstLocalMinStep_Median', 'nvarsOrig', 'VCG-CLAUSE-mean', 'LP_OBJ', 'POSNEG-RATIO-VAR-min', 'SP-bias-q90', 'CG-mean', 'cluster-coeff-min', 'SP-bias-max', 'filename', 'vars-reduced-depth-4', 'saps_BestSolution_Mean', 'VCG-VAR-min', 'SP-bias-min', 'CG-entropy', 'saps_FirstLocalMinStep_Median', 'POSNEG-RATIO-VAR-mean', 'cluster-coeff-max', 'vars-reduced-depth-64', 'ls-saps-featuretime', 'saps_FirstLocalMinRatio_CoeffVariance', 'SP-bias-q75', 'saps_FirstLocalMinStep_CoeffVariance', 'VG-min', 'HORNY-VAR-min', 'VCG-VAR-max', 'CG-min', 'gsat_BestSolution_CoeffVariance', 'gsat_BestAvgImprovement_Mean', 'SP-bias-q50', 'SP-unconstraint-mean', 'saps_FirstLocalMinStep_Mean', 'VG-coeff-variation', 'SP-unconstraint-q90', 'nclausesOrig', 'cluster-coeff-coeff-variation', 'lpTIME', 'LPSLack-mean', 'SP-bias-q25', 'VG-mean', 'VCG-CLAUSE-coeff-variation', 'SP-unconstraint-q25', 'nclauses', 'POSNEG-RATIO-CLAUSE-max', 'vars-clauses-ratio', 'vars-reduced-depth-256', 'saps_BestSolution_CoeffVariance', 'gsat_FirstLocalMinRatio_CoeffVariance', 'ls-gsat-featuretime', 'POSNEG-RATIO-VAR-max', 'horn-clauses-fraction', 'POSNEG-RATIO-CLAUSE-mean', 'Pre-featuretime', 'gsat_FirstLocalMinStep_CoeffVariance', 'lobjois-mean-depth-over-vars', 'lobjois-featuretime', 'VCG-VAR-coeff-variation', 'saps_BestAvgImprovement_Mean'}) and 7 missing columns ({'Unnamed: 0.1', 'file', 'instance_set', 'hash', 'n_clauses', 'Unnamed: 0', 'n_vars'}).
              
              This happened while the csv dataset builder was generating data using
              
              zip://features.csv::hf://datasets/log-rwth-aachen/Graphbench_SAT@a230040486af73d4e308e86a1b123983acb39912/sat_csv.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)