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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 8 new columns ({'Earnings22', 'Gigaspeech', 'Tedlium', 'Voxpopuli', 'LS Clean', 'AMI', 'LS Other', 'SPGISpeech'}) and 8 missing columns ({'AMI WER', 'LS Other WER', 'Voxpopuli WER', 'SPGISpeech WER', 'Earnings22 WER', 'Gigaspeech WER', 'LS Clean WER', 'Tedlium WER'}). This happened while the csv dataset builder was generating data using hf://datasets/Steveeeeeeen/whisper-leaderboard-evals/19_feb_2025_latest.csv (at revision 76e5f326ae4d8003ba31098aaae704d35a7d2142) 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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1870, in _prepare_split_single writer.write_table(table) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 622, in write_table pa_table = table_cast(pa_table, self._schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2292, in table_cast return cast_table_to_schema(table, schema) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2240, in cast_table_to_schema raise CastError( datasets.table.CastError: Couldn't cast model: string Avg. WER: double RTFx: double Backend: string Hardware: string AMI: double Earnings22: double Gigaspeech: double LS Clean: double LS Other: double SPGISpeech: double Tedlium: double Voxpopuli: double -- schema metadata -- pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1764 to {'model': Value(dtype='string', id=None), 'Avg. WER': Value(dtype='float64', id=None), 'RTFx': Value(dtype='float64', id=None), 'Backend': Value(dtype='string', id=None), 'Hardware': Value(dtype='string', id=None), 'AMI WER': Value(dtype='float64', id=None), 'Earnings22 WER': Value(dtype='float64', id=None), 'Gigaspeech WER': Value(dtype='float64', id=None), 'LS Clean WER': Value(dtype='float64', id=None), 'LS Other WER': Value(dtype='float64', id=None), 'SPGISpeech WER': Value(dtype='float64', id=None), 'Tedlium WER': Value(dtype='float64', id=None), 'Voxpopuli WER': Value(dtype='float64', id=None)} 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 1420, 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 1052, in convert_to_parquet builder.download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 924, in download_and_prepare self._download_and_prepare( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1000, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1741, in _prepare_split for job_id, done, content in self._prepare_split_single( File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1872, 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 8 new columns ({'Earnings22', 'Gigaspeech', 'Tedlium', 'Voxpopuli', 'LS Clean', 'AMI', 'LS Other', 'SPGISpeech'}) and 8 missing columns ({'AMI WER', 'LS Other WER', 'Voxpopuli WER', 'SPGISpeech WER', 'Earnings22 WER', 'Gigaspeech WER', 'LS Clean WER', 'Tedlium WER'}). This happened while the csv dataset builder was generating data using hf://datasets/Steveeeeeeen/whisper-leaderboard-evals/19_feb_2025_latest.csv (at revision 76e5f326ae4d8003ba31098aaae704d35a7d2142) 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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model
string | Avg. WER
float64 | RTFx
float64 | Backend
string | Hardware
string | AMI WER
float64 | Earnings22 WER
float64 | Gigaspeech WER
float64 | LS Clean WER
float64 | LS Other WER
float64 | SPGISpeech WER
float64 | Tedlium WER
float64 | Voxpopuli WER
float64 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
faster-whisper/base.en | 10.12 | 38.92 | Faster-whisper | CUDA | 21.51 | 15.68 | 11.33 | 4.04 | 10.08 | 4.42 | 4.73 | 9.21 |
faster-whisper/distil-large-v2 | 8.1 | 42.56 | Faster-whisper | CUDA | 14.93 | 13.88 | 10.36 | 2.96 | 6.57 | 3.47 | 4.29 | 8.36 |
faster-whisper/distil-large-v3 | 7.41 | 43.62 | Faster-whisper | CUDA | 15.49 | 11.37 | 9.99 | 2.31 | 4.9 | 3.41 | 3.91 | 7.88 |
faster-whisper/distil-medium.en | 8.91 | 50.96 | Faster-whisper | CUDA | 16.28 | 13.1 | 11.18 | 4.33 | 8.08 | 4.06 | 5.15 | 9.1 |
faster-whisper/distil-small.en | 8.58 | 49.92 | Faster-whisper | CUDA | 15.61 | 13.19 | 10.81 | 3.69 | 7.83 | 3.96 | 4.81 | 8.75 |
faster-whisper/large-v1 | 7.69 | 18.54 | Faster-whisper | CUDA | 17.17 | 11.74 | 10.04 | 2.34 | 5.1 | 3.74 | 4.05 | 7.33 |
faster-whisper/large-v2 | 8.6 | 16.47 | Faster-whisper | CUDA | 17.6 | 17.55 | 10.5 | 2.39 | 4.7 | 3.95 | 4.6 | 7.49 |
faster-whisper/large-v3 | 7.19 | 19.13 | Faster-whisper | CUDA | 16.08 | 10.71 | 9.68 | 2.68 | 4.29 | 3.09 | 3.78 | 7.24 |
faster-whisper/large-v3-turbo | 7.12 | 39.54 | Faster-whisper | CUDA | 16.2 | 11 | 9.73 | 1.87 | 3.83 | 3.04 | 3.75 | 7.58 |
faster-whisper/medium.en | 7.81 | 24.48 | Faster-whisper | CUDA | 17.07 | 12.07 | 10.11 | 2.59 | 5.4 | 3.47 | 4.28 | 7.52 |
faster-whisper/small.en | 8.26 | 34.31 | Faster-whisper | CUDA | 17.35 | 12.48 | 10.38 | 2.92 | 6.57 | 4.12 | 4.32 | 7.96 |
faster-whisper/tiny.en | 11.65 | 49.44 | Faster-whisper | CUDA | 22.37 | 17.96 | 12.65 | 5.31 | 13.06 | 5.61 | 5.69 | 10.56 |
trt-llm/distil-large-v2 | 7.76 | 393.06 | TensorRT-LLM | CUDA | 14.6 | 12.06 | 10.29 | 3.02 | 6.51 | 3.27 | 4.4 | 7.92 |
trt-llm/distil-large-v3 | 7.38 | 395.12 | TensorRT-LLM | CUDA | 14.94 | 11.36 | 10.15 | 2.58 | 5.29 | 3.15 | 3.79 | 7.81 |
trt-llm/distil-medium.en | 8.52 | 619.41 | TensorRT-LLM | CUDA | 15.95 | 12.82 | 11.06 | 3.64 | 7.59 | 3.75 | 4.75 | 8.58 |
trt-llm/distil-small.en | 8.44 | 988.16 | TensorRT-LLM | CUDA | 15.56 | 13.08 | 10.78 | 3.47 | 7.75 | 3.8 | 4.61 | 8.44 |
trt-llm/whisper-base.en | 9.89 | 1,223.93 | TensorRT-LLM | CUDA | 19.48 | 14.9 | 11.92 | 4.03 | 10.06 | 4.21 | 5.09 | 9.42 |
trt-llm/whisper-large | 7.64 | 230.31 | TensorRT-LLM | CUDA | 16.32 | 11.91 | 10.47 | 2.63 | 5.35 | 3.11 | 4.02 | 7.3 |
trt-llm/whisper-large-v2 | 7.67 | 230.95 | TensorRT-LLM | CUDA | 16.59 | 11.89 | 10.58 | 2.44 | 4.94 | 3.81 | 4.03 | 7.12 |
trt-llm/whisper-large-v3 | 7.07 | 230.69 | TensorRT-LLM | CUDA | 15.28 | 10.87 | 10.03 | 2 | 3.87 | 2.7 | 4.06 | 7.76 |
trt-llm/whisper-large-v3-turbo | 7.47 | 422.49 | TensorRT-LLM | CUDA | 15.59 | 10.99 | 10.23 | 1.93 | 3.88 | 2.72 | 6.07 | 8.36 |
trt-llm/whisper-medium.en | 7.84 | 402.78 | TensorRT-LLM | CUDA | 16.12 | 12.46 | 10.79 | 2.78 | 5.64 | 3.32 | 3.97 | 7.62 |
trt-llm/whisper-small.en | 8.31 | 795.62 | TensorRT-LLM | CUDA | 17.11 | 12.92 | 10.84 | 3.12 | 6.91 | 3.53 | 3.97 | 8.05 |
trt-llm/whisper-tiny.en | 12.13 | 1,318.96 | TensorRT-LLM | CUDA | 22.31 | 18.42 | 13.42 | 5.64 | 13.65 | 5.87 | 6.69 | 11.04 |
distil-whisper/distil-large-v2 | 7.92 | 202.95 | transformers | CUDA | 14.67 | 12.19 | 10.32 | 2.94 | 6.84 | 3.3 | 4.87 | 8.24 |
distil-whisper/distil-large-v3 | 7.52 | 214.42 | transformers | CUDA | 16.32 | 11.79 | 10.08 | 2.54 | 5.19 | 3.27 | 3.86 | 8.25 |
distil-whisper/distil-medium.en | 8.77 | 279.73 | transformers | CUDA | 16.12 | 12.99 | 11.3 | 3.69 | 8.35 | 3.83 | 4.84 | 9 |
distil-whisper/distil-small.en | 8.57 | 331.89 | transformers | CUDA | 16.16 | 13.15 | 10.87 | 3.48 | 7.73 | 3.82 | 4.54 | 8.79 |
openai/whisper-base.en | 10.32 | 320.67 | transformers | CUDA | 21.13 | 15.09 | 12.83 | 4.25 | 10.35 | 4.26 | 4.87 | 9.76 |
openai/whisper-large | 7.94 | 143.76 | transformers | CUDA | 16.73 | 12.91 | 10.76 | 2.73 | 5.54 | 3.2 | 3.91 | 7.76 |
openai/whisper-large-v2 | 7.83 | 144.45 | transformers | CUDA | 16.74 | 12.05 | 10.67 | 2.83 | 5.14 | 3.87 | 3.9 | 7.48 |
openai/whisper-large-v3 | 7.44 | 145.51 | transformers | CUDA | 15.95 | 11.29 | 10.02 | 2.01 | 3.91 | 2.94 | 3.86 | 9.54 |
openai/whisper-large-v3-turbo | 7.83 | 200.19 | transformers | CUDA | 16.13 | 11.63 | 10.14 | 2.1 | 4.24 | 2.97 | 3.57 | 11.87 |
openai/whisper-medium.en | 8.09 | 182.13 | transformers | CUDA | 16.68 | 12.63 | 11.03 | 3.02 | 5.85 | 3.33 | 4.12 | 8.06 |
openai/whisper-small.en | 8.59 | 268.91 | transformers | CUDA | 17.93 | 12.97 | 11.35 | 3.05 | 7.25 | 3.6 | 4.07 | 8.5 |
openai/whisper-tiny.en | 12.81 | 348.12 | transformers | CUDA | 24.24 | 19.12 | 14.08 | 5.66 | 15.45 | 5.93 | 5.97 | 12 |
Whisper.cpp/distil-whisper-large-v3 | null | null | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
Whisper.cpp/whisper-base.en | 10.55 | null | Whisper.cpp | Metal | 23.9 | 15.62 | 12.19 | 4.19 | 9.99 | 4.19 | 4.95 | 9.39 |
Whisper.cpp/whisper-large-v3-turbo | 8.53 | null | Whisper.cpp | Metal | 21.34 | 12.26 | 10.56 | 2.08 | 4.11 | 2.88 | 3.76 | 11.27 |
Whisper.cpp/whisper-small.en | 9.05 | null | Whisper.cpp | Metal | 22.16 | 13.57 | 11.22 | 2.85 | 6.83 | 3.51 | 4.07 | 8.18 |
Whisper.cpp/whisper-tiny.en | 12.59 | null | Whisper.cpp | Metal | 26.38 | 18.77 | 13.67 | 5.63 | 13.52 | 5.71 | 5.99 | 11.04 |
WhisperKit/distil-whisper-large-v3 | 8.32 | null | WhisperKit | Metal | 20.84 | 12.44 | 10.56 | 2.36 | 5.07 | 3.4 | 3.95 | 7.95 |
WhisperKit/whisper-base.en | 10.76 | null | WhisperKit | Metal | 24.27 | 15.56 | 12.27 | 3.98 | 10.01 | 5.72 | 4.91 | 9.37 |
WhisperKit/whisper-large-v3-turbo | 9.02 | null | WhisperKit | Metal | 21.7 | 12.08 | 10.61 | 1.94 | 3.9 | 2.92 | 3.57 | 15.46 |
WhisperKit/whisper-small.en | 9.44 | null | WhisperKit | Metal | 22.48 | 13.64 | 11.37 | 2.88 | 6.82 | 5.99 | 4.12 | 8.2 |
WhisperKit/whisper-tiny.en | 12.68 | null | WhisperKit | Metal | 26.82 | 18.57 | 13.72 | 5.57 | 13.51 | 6.2 | 6.01 | 11.05 |
WhisperMLX/distil-whisper-large-v3 | 7.51 | null | WhisperMLX | Metal | 15.65 | 11.45 | 10.09 | 2.33 | 5.09 | 3.46 | 4.02 | 7.96 |
WhisperMLX/whisper-base.en | 16.7 | null | WhisperMLX | Metal | 56.69 | 23.99 | 13.16 | 7.82 | 11.09 | 4.89 | 5.86 | 10.13 |
WhisperMLX/whisper-large-v3-turbo | 9 | null | WhisperMLX | Metal | 22.74 | 12.12 | 10.27 | 1.91 | 3.99 | 3.16 | 3.89 | 13.96 |
WhisperMLX/whisper-small.en | 11.05 | null | WhisperMLX | Metal | 27.2 | 15.72 | 10.85 | 3.01 | 7.81 | null | 4.45 | 8.3 |
WhisperMLX/whisper-tiny.en | 20.59 | null | WhisperMLX | Metal | 56.97 | 29 | 16.53 | 6.73 | 16.81 | null | 6.09 | 12.02 |
faster-whisper/base.en | 10.12 | 38.92 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/distil-large-v2 | 8.1 | 42.56 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/distil-large-v3 | 7.41 | 43.62 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/distil-medium.en | 8.91 | 50.96 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/distil-small.en | 8.58 | 49.92 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/large-v1 | 7.69 | 18.54 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/large-v2 | 8.6 | 16.47 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/large-v3 | 7.19 | 19.13 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/large-v3-turbo | 7.12 | 39.54 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/medium.en | 7.81 | 24.48 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/small.en | 8.26 | 34.31 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
faster-whisper/tiny.en | 11.65 | 49.44 | Faster-whisper | CUDA | null | null | null | null | null | null | null | null |
trt-llm/distil-large-v2 | 7.76 | 393.06 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/distil-large-v3 | 7.38 | 395.12 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/distil-medium.en | 8.52 | 619.41 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/distil-small.en | 8.44 | 988.16 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/whisper-base.en | 9.89 | 1,223.93 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/whisper-large | 7.64 | 230.31 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/whisper-large-v2 | 7.67 | 230.95 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/whisper-large-v3 | 7.07 | 230.69 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/whisper-large-v3-turbo | 7.47 | 422.49 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/whisper-medium.en | 7.84 | 402.78 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/whisper-small.en | 8.31 | 795.62 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
trt-llm/whisper-tiny.en | 12.13 | 1,318.96 | TensorRT-LLM | CUDA | null | null | null | null | null | null | null | null |
distil-whisper/distil-large-v2 | 7.92 | 202.95 | transformers | CUDA | null | null | null | null | null | null | null | null |
distil-whisper/distil-large-v3 | 7.52 | 214.42 | transformers | CUDA | null | null | null | null | null | null | null | null |
distil-whisper/distil-medium.en | 8.77 | 279.73 | transformers | CUDA | null | null | null | null | null | null | null | null |
distil-whisper/distil-small.en | 8.57 | 331.89 | transformers | CUDA | null | null | null | null | null | null | null | null |
openai/whisper-base.en | 10.32 | 320.67 | transformers | CUDA | null | null | null | null | null | null | null | null |
openai/whisper-large | 7.94 | 143.76 | transformers | CUDA | null | null | null | null | null | null | null | null |
openai/whisper-large-v2 | 7.83 | 144.45 | transformers | CUDA | null | null | null | null | null | null | null | null |
openai/whisper-large-v3 | 7.44 | 145.51 | transformers | CUDA | null | null | null | null | null | null | null | null |
openai/whisper-large-v3-turbo | 7.83 | 200.19 | transformers | CUDA | null | null | null | null | null | null | null | null |
openai/whisper-medium.en | 8.09 | 182.13 | transformers | CUDA | null | null | null | null | null | null | null | null |
openai/whisper-small.en | 8.59 | 268.91 | transformers | CUDA | null | null | null | null | null | null | null | null |
openai/whisper-tiny.en | 12.81 | 348.12 | transformers | CUDA | null | null | null | null | null | null | null | null |
Whisper.cpp/whisper-base.en | 10.55 | 139 | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
Whisper.cpp/whisper-tiny.en | 12.59 | 229 | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
Whisper.cpp/whisper-small.en | 9.05 | 87.1 | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
Whisper.cpp/distil-whisper-large-v3 | 8.31 | 52 | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
Whisper.cpp/whisper-large-v1 | 8.41 | 27.8 | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
Whisper.cpp/whisper-large-v2 | 8.46 | 28.9 | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
Whisper.cpp/whisper-large-v3 | 8.26 | 17 | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
Whisper.cpp/whisper-large-v3-turbo | 8.53 | 66.9 | Whisper.cpp | Metal | null | null | null | null | null | null | null | null |
WhisperKit/whisper-tiny.en | 12.68 | 188 | WhisperKit | Metal | null | null | null | null | null | null | null | null |
WhisperKit/whisper-base.en | 10.76 | 136 | WhisperKit | Metal | null | null | null | null | null | null | null | null |
WhisperKit/whisper-small.en | 9.44 | 95 | WhisperKit | Metal | null | null | null | null | null | null | null | null |
WhisperKit/distil-whisper-large-v3 | 8.32 | 49.4 | WhisperKit | Metal | null | null | null | null | null | null | null | null |
WhisperKit/whisper-large-v2 | 9.52 | 7.56 | WhisperKit | Metal | null | null | null | null | null | null | null | null |
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