[Audio datasets] Adapting all audio datasets
CONTRIBUTOR
@lhoestq - are there other important speech datasets that I'm forgetting here? 

Think PR is good to go otherwise
2021-10-14T17:35:36Z
https://github.com/huggingface/datasets/pull/3081#issuecomment-943573617
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2021-10-14T17:35:57Z
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CONTRIBUTOR
@lhoestq @albertvillanova - how can we make an exception for the AMI README so that the test doesn't fail? The dataset card definitely should have a data preprocessing section
2021-10-14T20:33:22Z
https://github.com/huggingface/datasets/pull/3081#issuecomment-943709062
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2021-10-14T20:33:22Z
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COLLABORATOR
Hi @patrickvonplaten ,

the data preprocessing section is not defined as a valid section in the readme validation file. After this line:
https://github.com/huggingface/datasets/blob/568db594d51110da9e23d224abded2a976b3c8c7/src/datasets/utils/resources/readme_structure.yaml#L20
feel free to insert (correctly indented of course):
```python
- name: "Dataset Preprocessing"
  allow_empty: true
  allow_empty_text: true
  subsections: null
```
and then the tests should pass.
2021-10-14T22:56:58Z
https://github.com/huggingface/datasets/pull/3081#issuecomment-943817266
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2021-10-14T22:57:36Z
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CONTRIBUTOR
Thanks a lot @albertvillanova - I've added the feature to all audio datasets and corrected the task of `covost2`
2021-10-15T10:29:45Z
https://github.com/huggingface/datasets/pull/3081#issuecomment-944190692
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2021-10-15T10:30:01Z
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This PR adds the new `Audio(...)` features - see: https://github.com/huggingface/datasets/pull/2324 to the most important audio datasets:

- Librispeech
- Timit
- Common Voice
- AMI
- ... (others I'm forgetting now)

The PR is curently blocked because the following leads to a problem:

```python
from datasets import load_dataset

# load first time works
ds = load_dataset("patrickvonplaten/librispeech_asr_dummy", "clean") 

# load from cache breaks
ds = load_dataset("patrickvonplaten/librispeech_asr_dummy", "clean") 
```

As soon as it's unblocked, I'll adapt the other audio datasets as well. 