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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    UnicodeDecodeError
Message:      'utf-8' codec can't decode byte 0x80 in position 2: invalid start byte
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/text/text.py", line 98, in _generate_tables
                  batch = f.read(self.config.chunksize)
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/file_utils.py", line 844, in read_with_retries
                  out = read(*args, **kwargs)
                File "<frozen codecs>", line 325, in decode
              UnicodeDecodeError: 'utf-8' codec can't decode byte 0x80 in position 2: invalid start byte
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1880, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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text
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==BEGIN DUMP_ARRAYS==
begin dump: D
843.14 919.31 872.80 867.32 887.74 917.48 894.10 885.87 899.76 915.74 901.51 898.31 899.61 913.94 906.46 901.71 908.62 912.38 908.51 907.50
910.15 910.62 902.09 907.69 911.32 919.17 911.89 898.52 912.08 907.33 912.27 911.16 912.82 915.76 912.85 912.52 914.06 904.04 914.63 911.73
915.33 919.08 909.59 913.42 916.37 900.82 911.70 895.07 916.97 919.11 915.22 912.94 915.41 917.31 916.61 915.01 917.06 896.34 917.23 914.52
917.12 907.41 914.54 913.69 917.57 919.07 915.86 912.39 917.21 910.70 916.57 916.03 889.31 919.15 917.97 914.35 917.15 887.97 916.73 917.31
916.97 915.79 915.67 916.86 917.57 917.31 914.61 905.36 918.22 919.15 916.55 917.65 917.08 881.87 916.92 914.28 916.94 880.98 918.08 916.72
918.48 917.29 912.28 916.71 919.75 915.74 924.39 914.52 917.27 913.84 917.50 918.25 917.14 919.15 918.72 919.87 919.29 872.47 920.04 920.30
920.31 919.06 909.64 918.48 917.33 907.40 918.66 914.02 918.00 915.69 920.40 919.24 913.30 917.34 919.81 915.88 919.44 912.57 922.15 917.64
918.30 901.00 917.76 918.25 917.24 919.16 917.66 860.77 918.60 917.46 918.29 919.15 917.04 915.79 920.03 918.53 919.29 856.60 918.03 916.28
919.28 919.14 913.68 917.66 919.62 910.82 921.64 914.93 922.33 919.22 916.87 916.76 910.20 914.02 918.69 917.27 919.13 896.74 918.98 918.96
919.45 917.42 914.34 915.79 921.52 919.20 917.75 915.41 919.38 882.11 918.93 918.55 914.02 919.20 918.99 916.67 918.38 841.83 918.78 919.21
919.42 915.94 918.02 918.73 918.64 914.00 917.49 907.74 918.31 919.19 918.50 920.21 918.70 910.86 920.68 932.57 917.30 912.73 918.01 916.67
919.52 907.50 890.94 919.23 921.52 916.00 917.96 915.81 919.53 917.50 920.37 918.19 919.39 919.26 919.98 919.71 922.49 825.67 917.07 920.51
919.40 919.14 916.78 918.92 919.50 917.36 918.42 900.51 919.40 915.91 916.87 918.71 914.51 907.65 918.64 918.24 919.32 912.80 918.02 919.92
922.64 910.86 919.55 923.90 911.36 919.26 918.08 907.44 916.61 914.13 918.67 919.28 911.21 916.00 912.70 918.96 920.67 904.63 919.67 920.25
918.36 919.26 913.92 919.67 919.57 882.41 919.88 916.43 917.34 919.24 918.82 916.91 918.68 917.48 918.50 918.98 919.48 803.84 919.41 919.11
919.71 914.25 918.60 917.98 918.10 919.16 918.82 915.64 920.83 911.02 928.75 920.34 914.86 919.21 915.79 918.62 919.76 857.31 918.90 919.37
920.10 915.87 910.67 918.90 921.88 917.54 919.49 908.64 927.37 919.18 918.67 920.05 918.73 901.36 919.81 922.26 920.07 912.72 920.98 924.97
888.13 917.71 912.33 917.15 917.06 916.00 919.09 900.25 919.75 907.86 914.54 918.24 919.24 919.27 918.91 919.73 919.88 873.43 919.85 920.34
920.13 919.23 918.96 918.77 920.72 914.36 924.84 914.02 919.12 915.97 918.62 921.12 892.00 917.69 919.54 918.08 908.94 912.90 917.85 919.92
918.95 882.70 918.90 920.42 922.15 919.25 920.07 908.45 920.94 917.66 919.51 921.31 920.18 915.93 921.15 918.88 928.20 764.59 911.65 918.50
916.98 919.26 912.75 919.97 918.69 911.35 918.52 916.21 919.24 919.25 918.89 916.97 918.76 908.05 919.84 919.33 920.27 897.26 920.14 919.04
920.86 917.69 910.38 918.22 918.86 919.25 919.07 916.95 919.93 901.72 918.61 920.38 916.21 919.26 915.86 917.01 920.91 905.05 918.66 919.47
920.37 916.16 917.96 920.91 919.92 908.15 919.89 862.81 921.30 919.33 918.88 924.14 919.84 911.48 922.87 920.29 920.05 913.01 920.18 919.10
919.91 914.54 914.44 921.35 920.07 916.23 918.87 917.94 920.90 917.83 919.62 920.42 913.00 919.36 922.09 925.98 929.60 733.19 911.00 914.23
917.07 919.20 917.09 916.93 917.62 917.49 917.70 915.20 919.10 915.94 919.11 918.90 914.95 914.10 918.54 918.26 921.37 882.01 918.95 919.93
919.91 911.06 920.78 918.32 919.89 919.20 921.25 908.75 920.01 907.67 919.75 919.44 917.31 916.03 917.94 919.01 918.03 905.01 919.78 916.37
920.17 919.22 891.69 922.08 919.95 901.30 919.72 917.44 920.50 919.23 926.77 913.06 917.64 917.66 918.77 919.46 919.27 897.43 919.21 914.93
919.99 907.83 919.89 918.39 918.97 919.29 919.21 901.73 920.12 911.25 920.74 908.14 914.01 919.35 919.08 919.09 920.10 889.13 919.80 919.40
919.26 916.13 916.01 919.05 919.63 917.69 919.86 909.37 921.22 919.34 919.07 920.07 912.25 882.42 919.88 920.45 920.43 913.20 919.21 917.02
919.93 917.72 914.75 919.41 919.51 916.15 919.21 917.14 920.00 914.26 918.71 918.44 919.49 919.31 918.94 920.08 920.42 688.19 920.20 920.46
919.06 919.25 918.93 918.74 919.99 908.14 918.71 917.21 919.49 915.89 919.02 916.79 914.54 917.54 920.52 918.39 920.27 912.81 919.01 921.93
919.17 901.71 911.12 926.59 919.06 919.25 919.00 909.31 920.09 917.64 918.59 917.37 919.23 915.94 920.03 918.85 920.38 858.27 918.85 918.36
919.40 919.21 914.85 919.91 919.01 911.06 919.76 901.75 919.07 919.24 921.07 922.93 914.87 914.61 918.56 919.49 919.69 897.08 919.95 925.06
919.00 917.64 919.62 918.42 916.52 919.32 919.08 916.78 919.36 882.81 919.86 920.46 891.24 919.29 917.92 918.82 920.15 905.05 920.72 921.59
921.34 915.99 925.10 898.46 915.84 914.70 918.77 908.15 918.61 919.36 918.77 917.86 918.03 911.23 918.69 920.52 919.42 882.05 919.28 918.90
920.20 908.22 915.53 911.36 918.19 916.12 920.12 916.95 922.08 917.77 920.71 918.54 918.23 919.36 920.11 920.03 922.64 827.34 916.76 920.33
918.28 919.28 910.66 918.82 919.96 917.66 919.82 918.46 919.37 916.00 920.05 920.91 914.92 908.36 921.83 922.63 917.41 913.14 918.98 919.84
919.22 911.20 917.62 920.59 918.78 919.34 919.26 863.36 920.14 914.80 918.57 921.48 919.49 916.11 920.06 912.80 919.07 905.34 915.69 918.33
921.58 919.40 914.73 918.08 922.39 883.10 919.84 917.36 919.29 919.36 920.00 920.91 911.67 917.76 919.70 921.75 920.57 897.45 920.93 922.83
920.19 914.72 920.73 920.57 920.47 919.36 922.05 920.03 922.11 911.18 923.85 924.67 919.45 919.35 928.14 935.50 945.59 611.27 894.17 902.83
911.17 916.48 913.91 914.75 915.81 917.69 915.82 906.24 917.15 919.37 916.96 917.85 918.25 902.38 922.72 918.50 918.59 913.07 922.02 916.81
918.08 917.66 891.05 919.50 919.29 916.46 920.09 915.85 917.06 908.10 918.68 918.49 916.38 919.42 919.00 920.17 919.31 874.35 919.83 920.34
919.16 919.34 918.97 918.88 932.38 914.62 918.74 901.18 919.57 916.41 920.02 918.70 914.86 917.69 930.05 918.58 918.49 913.20 918.96 920.03
919.37 883.65 918.73 918.44 919.17 919.37 916.94 909.93 919.94 917.66 912.65 917.51 910.22 916.46 918.96 923.08 919.35 889.68 921.88 918.59
920.45 919.40 914.00 920.02 915.96 911.69 916.78 916.55 919.53 919.48 924.12 919.10 918.29 908.14 918.89 919.67 919.81 805.33 920.20 920.77
918.91 917.83 918.45 918.79 918.99 919.36 920.20 917.92 919.16 902.59 919.51 922.47 914.13 919.40 920.22 918.91 920.12 905.36 919.52 921.60
936.86 916.38 910.86 919.05 919.13 908.38 926.69 909.26 919.55 919.37 922.24 919.78 918.96 911.91 918.51 920.70 922.43 913.19 920.27 919.02
920.10 914.87 915.41 919.62 920.47 916.46 920.31 902.45 919.02 917.95 920.60 920.87 920.55 919.44 922.30 926.67 929.04 735.00 910.44 913.94
916.25 919.27 917.17 916.82 917.82 917.62 918.42 916.57 918.34 916.18 914.14 918.81 891.40 914.43 918.67 916.45 919.51 913.08 920.28 919.87
919.16 911.47 918.51 920.79 919.34 919.27 919.10 909.01 920.23 907.89 921.66 919.34 919.48 916.23 919.15 921.01 919.09 843.66 920.69 918.63
917.41 919.31 915.13 920.21 919.22 902.17 919.54 918.50 918.64 919.33 919.30 918.67 920.19 917.68 918.54 921.74 919.61 897.85 920.33 921.08
919.37 907.96 912.39 920.60 922.53 919.29 908.95 912.96 917.12 911.69 918.58 918.46 914.42 919.40 920.27 917.12 920.39 889.90 918.65 919.45
919.63 916.40 919.26 921.04 919.19 917.76 920.36 863.79 919.72 919.43 920.23 920.18 919.30 883.32 919.64 920.40 918.50 913.33 920.31 919.05
920.29 917.74 916.77 926.53 910.72 916.47 919.10 915.96 919.06 914.69 919.65 918.50 911.56 919.50 919.38 919.98 919.29 874.93 919.70 920.42
919.43 919.41 919.21 919.14 920.20 908.21 920.54 919.60 900.20 916.43 919.31 918.77 915.08 917.87 920.81 918.85 919.54 882.77 920.23 920.16
920.05 902.54 919.68 920.60 921.72 919.49 919.28 908.94 921.26 917.98 920.71 919.59 919.67 916.48 920.37 921.37 921.49 858.61 919.58 918.43
919.53 919.47 892.80 920.08 920.21 911.85 921.71 915.87 920.58 919.53 920.30 918.93 920.19 914.76 916.74 919.59 917.61 898.36 918.33 920.85
917.08 917.94 919.74 918.97 920.60 919.52 920.28 902.32 922.53 883.61 920.56 920.34 916.73 919.47 921.32 919.18 921.26 905.86 921.79 919.70
921.50 916.52 921.38 919.22 921.25 914.86 922.79 909.89 921.83 919.48 922.74 919.61 914.25 911.92 922.79 920.59 921.75 913.59 922.28 919.30
924.39 908.19 919.92 919.67 925.79 916.57 925.42 917.29 927.59 917.89 930.02 918.99 934.09 919.43 945.14 920.57 996.55 458.49 842.57 919.25
893.64 919.38 903.66 917.75 908.76 917.90 911.19 916.36 914.39 916.07 914.02 920.16 909.59 909.09 915.42 917.43 916.51 912.88 917.02 919.24
915.99 911.51 908.05 920.22 916.04 919.34 916.96 908.32 917.02 914.76 917.53 920.61 916.36 916.12 918.31 920.13 916.99 905.22 918.56 917.56
918.48 919.34 912.78 919.49 919.26 884.37 916.31 900.45 918.50 919.29 918.17 917.76 918.01 917.85 921.69 918.97 921.48 897.22 922.23 920.24
922.04 914.86 917.56 917.81 919.52 919.29 918.20 917.78 917.08 911.59 918.58 919.75 890.49 919.34 919.25 918.31 920.25 859.85 917.29 918.46
918.43 916.16 918.08 920.24 918.07 917.81 918.54 909.27 919.55 919.33 917.06 919.22 918.07 902.37 919.76 919.66 918.55 881.94 919.30 917.88
917.97 917.91 914.43 921.06 919.48 916.21 939.63 914.05 918.24 909.07 919.61 917.60 918.54 919.41 919.35 919.40 919.28 874.38 919.55 919.84
919.40 919.32 910.74 918.24 920.16 914.93 919.71 917.69 920.71 916.17 928.06 913.29 912.74 918.05 918.49 917.68 918.48 913.13 920.28 919.43
920.17 884.67 918.44 919.64 918.55 919.38 919.14 861.97 919.45 918.03 919.59 918.79 918.49 916.24 919.15 920.37 920.12 890.28 919.43 919.61
918.52 919.41 915.08 921.36 920.21 911.75 921.67 920.69 929.83 919.53 917.28 916.14 909.91 909.33 919.41 918.74 919.48 897.73 920.29 918.09
920.23 918.11 917.56 918.06 919.48 919.48 920.14 915.15 919.25 902.75 920.62 919.61 914.38 919.51 922.40 918.10 919.23 843.89 919.69 918.82
920.67 916.40 918.26 920.48 917.12 909.39 919.58 909.20 919.69 919.55 919.44 919.04 919.24 911.96 919.65 919.96 918.50 913.39 920.30 920.29
921.14 915.19 891.90 921.01 925.67 916.46 921.47 917.08 920.36 918.16 920.97 919.91 920.57 919.54 922.53 925.89 928.41 737.06 909.94 913.16
916.48 919.37 917.20 915.87 918.17 917.83 919.75 900.32 919.52 916.17 919.34 920.21 914.09 914.75 919.71 917.72 918.52 913.27 916.35 919.12
920.28 911.52 918.79 920.05 916.54 919.44 919.27 908.95 913.12 908.90 919.64 920.78 911.43 916.26 902.96 918.23 919.26 905.72 918.68 917.83
919.58 919.42 915.38 917.35 919.28 902.32 919.64 915.73 918.57 919.46 919.78 917.95 919.30 917.96 919.87 919.05 919.60 805.33 920.16 920.15
919.89 909.14 919.46 917.63 915.69 919.34 919.24 917.10 922.03 911.75 922.85 919.81 915.51 919.41 918.33 918.15 917.95 890.50 919.42 916.75
919.81 916.18 912.08 922.32 926.13 918.13 918.85 908.28 921.85 919.44 919.60 921.38 919.02 884.34 919.44 919.79 919.82 913.26 921.32 918.16
908.74 918.09 914.65 921.13 918.75 916.23 920.26 901.59 920.04 914.99 907.43 917.86 918.78 919.47 919.61 919.49 919.01 874.95 919.53 919.65
919.77 919.40 921.37 918.24 920.10 909.18 921.72 917.80 919.72 916.18 920.52 920.33 892.24 918.12 921.72 919.92 916.77 913.40 920.18 921.32
917.10 902.53 919.50 921.97 921.82 919.45 922.67 911.97 924.04 918.10 922.97 925.07 923.84 916.16 927.61 936.99 944.61 614.28 893.31 901.23
911.67 919.47 910.06 915.16 915.96 912.25 916.71 913.62 916.72 919.46 918.31 916.17 917.02 914.90 918.59 916.99 918.87 898.13 919.27 918.08
919.08 918.03 910.63 915.82 918.78 919.45 919.49 916.29 918.94 884.89 917.41 921.75 914.77 919.42 918.22 918.41 924.12 905.75 919.71 927.03
918.71 916.53 918.26 918.35 920.21 914.82 918.72 862.40 919.77 919.48 919.99 919.24 920.13 912.24 920.59 919.98 919.80 913.33 922.40 914.10
917.98 908.92 914.59 918.91 919.76 916.64 920.44 915.19 918.95 918.13 918.82 917.91 911.64 919.54 920.50 919.49 922.22 829.35 916.20 919.80
918.66 919.45 919.52 918.19 919.10 918.02 916.70 916.70 919.68 916.52 920.60 928.46 913.98 909.07 918.58 917.84 919.55 882.66 919.36 919.31
920.13 912.20 919.72 921.97 920.01 919.45 921.21 910.06 921.05 914.92 922.93 941.37 912.65 916.65 918.46 918.23 918.05 906.03 918.64 917.92
920.86 919.53 892.05 919.36 918.96 885.18 919.43 916.87 919.70 919.50 923.29 918.32 918.13 918.15 919.77 914.76 919.85 898.50 920.21 920.34
920.22 915.01 922.88 913.80 918.74 919.57 919.70 901.02 920.05 912.38 919.77 919.92 914.66 919.60 919.39 918.38 920.97 860.19 918.40 920.97
919.78 916.70 918.52 922.46 920.19 918.15 918.74 908.90 919.80 919.57 919.72 913.24 911.18 903.20 919.62 917.89 919.77 913.66 919.54 918.35
918.26 918.24 914.97 923.03 919.76 916.75 920.32 916.44 920.07 909.14 919.82 918.00 918.81 919.57 919.72 919.36 919.95 691.29 919.39 919.74
919.84 919.51 918.26 918.29 920.08 915.36 918.78 916.51 919.59 916.49 920.32 920.42 914.75 918.07 919.87 919.72 919.59 913.27 918.35 919.37
919.97 885.56 910.05 919.76 919.71 919.47 918.63 908.84 919.96 918.09 919.15 920.78 921.74 916.51 919.54 920.42 918.98 891.05 918.70 917.64
920.73 919.46 915.50 931.68 919.07 912.18 918.69 901.04 919.57 919.53 919.82 918.35 917.86 909.45 918.79 924.89 919.60 898.15 919.54 920.37
920.00 918.13 920.11 923.67 912.01 919.59 918.28 916.21 920.13 903.61 919.85 917.74 891.61 919.60 919.64 920.36 920.02 906.08 920.75 920.82
920.85 916.61 920.44 920.39 919.03 909.61 918.79 909.46 917.54 919.61 918.89 921.51 916.97 912.38 919.91 919.90 919.83 882.70 918.44 918.47
921.27 915.52 914.56 920.93 920.70 916.69 919.68 918.45 921.08 918.30 921.16 919.80 920.66 919.62 921.71 925.59 928.87 738.88 910.21 913.84
916.69 919.45 909.30 916.32 920.19 917.96 917.88 915.71 919.91 916.41 918.73 918.47 915.06 915.08 918.87 917.63 918.61 913.46 918.73 919.53
915.92 911.96 917.91 915.69 919.89 919.48 918.59 862.95 920.18 909.13 918.86 918.91 919.78 916.48 919.44 920.35 920.12 906.03 917.89 919.73
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HPC-Bench Input Data

Input datasets for HPC-Bench: A Comprehensive Benchmark for High Performance Computing Codes (NeurIPS 2026 Evaluations and Datasets Track).

Code, benchmarks, and evaluation pipeline: https://github.com/Deep-Learning-Profiling-Tools/HPC-Bench

Contents

One zip archive per (setting, benchmark), each containing the benchmark's input_data/ directory with all five standardized input scales (mini, small, medium, large, extra-large).

Path Setting Archives
input_data/EX1/<benchmark>.zip Serial CPU optimization 92
input_data/EX2/<benchmark>.zip OpenMP CPU parallelization 92
input_data/EX3/<benchmark>.zip CUDA GPU optimization 23

manifest.csv lists every archive with its size and SHA-256 checksum. The EX3 nn benchmark generates its input at run time and has no archive.

Download

Do not download these files by hand. From a clone of the GitHub repository, one command downloads the archives, verifies their checksums, and extracts each one into EX*/<benchmark>/input_data/:

python tools/fetch_input_data.py                      # everything (~38 GB zipped)
python tools/fetch_input_data.py --ex EX1             # one setting
python tools/fetch_input_data.py --benchmarks 2mm,bfs # selected benchmarks

License

The input data are derived from the upstream benchmark suites (PolyBench, Rodinia, Parboil, MachSuite, MiBench, PARSEC, and Codee) and remain subject to their respective licenses.

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