|
--- |
|
license: cc0-1.0 |
|
task_categories: |
|
- automatic-speech-recognition |
|
language: |
|
- en |
|
-pretty_name: Common Voice 13 |
|
--- |
|
|
|
# Distil Whisper: Common Voice 13 |
|
|
|
This is a variant of the [Common Voice 13](https://huggingface.co/datasets/mozilla_foundation/common_voice_13) dataset, augmented to return the pseudo-labelled Whisper |
|
Transcriptions alongside the original dataset elements. The pseudo-labelled transcriptions were generated by |
|
labelling the input audio data with the Whisper [large-v2](https://huggingface.co/openai/whisper-large-v2) |
|
model with *greedy* sampling. For information on how the original dataset was curated, refer to the original |
|
[dataset card](https://huggingface.co/datasets/mozilla_foundation/common_voice_13). |
|
|
|
## Standalone Usage |
|
|
|
First, install the latest version of the 🤗 Datasets package: |
|
|
|
```bash |
|
pip install --upgrade pip |
|
pip install --upgrade datasets[audio] |
|
``` |
|
|
|
The dataset can be downloaded and pre-processed on disk using the [`load_dataset`](https://huggingface.co/docs/datasets/v2.14.5/en/package_reference/loading_methods#datasets.load_dataset) |
|
function: |
|
|
|
```python |
|
from datasets import load_dataset |
|
|
|
dataset = load_dataset("distil-whisper/common_voice_13_0", "en") |
|
# take the first sample of the validation set |
|
sample = dataset["validation"][0] |
|
``` |
|
|
|
It can also be streamed directly from the Hub using Datasets' [streaming mode](https://huggingface.co/blog/audio-datasets#streaming-mode-the-silver-bullet). |
|
Loading a dataset in streaming mode loads individual samples of the dataset at a time, rather than downloading the entire |
|
dataset to disk: |
|
|
|
```python |
|
from datasets import load_dataset |
|
|
|
dataset = load_dataset("distil-whisper/common_voice_13_0", "en", streaming=True) |
|
# take the first sample of the validation set |
|
sample = next(iter(dataset["validation"])) |
|
``` |
|
|
|
## Distil Whisper Usage |
|
|
|
To use this dataset to reproduce a Distil Whisper training run, refer to the instructions on the |
|
[Distil Whisper repository](https://github.com/huggingface/distil-whisper#training). |
|
|
|
## License |
|
|
|
This dataset is licensed under cc0-1.0. |
|
|
|
|
