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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)

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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