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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 ({'LS Other', 'Gigaspeech', 'Tedlium', 'LS Clean', 'SPGISpeech', 'Earnings22', 'Voxpopuli', 'AMI'}) and 8 missing columns ({'Earnings22 WER', 'Gigaspeech WER', 'AMI WER', 'SPGISpeech WER', 'Tedlium WER', 'Voxpopuli WER', 'LS Clean WER', 'LS Other 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 0ea44c09cef403606d9a14177a29ed9d215c4d9a)
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
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('string'), 'Avg. WER': Value('float64'), 'RTFx': Value('float64'), 'Backend': Value('string'), 'Hardware': Value('string'), 'AMI WER': Value('float64'), 'Earnings22 WER': Value('float64'), 'Gigaspeech WER': Value('float64'), 'LS Clean WER': Value('float64'), 'LS Other WER': Value('float64'), 'SPGISpeech WER': Value('float64'), 'Tedlium WER': Value('float64'), 'Voxpopuli WER': Value('float64')}
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 1455, 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 1054, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
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 8 new columns ({'LS Other', 'Gigaspeech', 'Tedlium', 'LS Clean', 'SPGISpeech', 'Earnings22', 'Voxpopuli', 'AMI'}) and 8 missing columns ({'Earnings22 WER', 'Gigaspeech WER', 'AMI WER', 'SPGISpeech WER', 'Tedlium WER', 'Voxpopuli WER', 'LS Clean WER', 'LS Other 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 0ea44c09cef403606d9a14177a29ed9d215c4d9a)
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.
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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