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@@ -44,8 +44,9 @@ dataset = load_dataset("audioshake/jam-alt")["test"]
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  A subset is defined for each language (`en`, `fr`, `de`, `es`);
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  for example, use `load_dataset("audioshake/jam-alt", "es")` to load only the Spanish songs.
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- Other arguments can be specified to control audio loading:
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- - `with_audio=False` to skip loading audio.
 
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  - `sampling_rate` and `mono=True` to control the sampling rate and number of channels.
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  - `decode_audio=False` to skip decoding the audio and just get the MP3 file paths.
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@@ -61,7 +62,6 @@ dataset = load_dataset("audioshake/jam-alt", revision="v1.0.0")["test"]
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  compute_metrics(dataset["text"], transcriptions, languages=dataset["language"])
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  ```
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- By default, the dataset includes the audio, allowing you to run transcription directly.
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  For example, the following code can be used to evaluate Whisper:
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  ```python
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  dataset = load_dataset("audioshake/jam-alt", revision="v1.0.0")["test"]
 
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  A subset is defined for each language (`en`, `fr`, `de`, `es`);
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  for example, use `load_dataset("audioshake/jam-alt", "es")` to load only the Spanish songs.
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+ By default, the dataset comes with audio. To skip loading the audio, use `with_audio=False`.
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+ To control how the audio is decoded, cast the `audio` column using `dataset.cast_column("audio", datasets.Audio(...))`.
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+ Useful arguments to `datasets.Audio()` are:
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  - `sampling_rate` and `mono=True` to control the sampling rate and number of channels.
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  - `decode_audio=False` to skip decoding the audio and just get the MP3 file paths.
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  compute_metrics(dataset["text"], transcriptions, languages=dataset["language"])
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  ```
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  For example, the following code can be used to evaluate Whisper:
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  ```python
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  dataset = load_dataset("audioshake/jam-alt", revision="v1.0.0")["test"]