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whisper_catala's Introduction

Catalan Whisper

Finetuning whisper with Catalan datasets to change the domain of the original model.

test

Initialization

  1. Creation and activation of the Python venv:
python3 -m venv /path/to/new/virtual/environment
source <venv>/bin/activate
  1. Install the requirements. To do so, just install the files in requirements.txt
pip install -r requirements.txt
  1. Create environmental variable with the hugging face token: `export HF_TOKEN=hf_yOurToKEn'. You can check that it was properly created by writing:
printenv
  1. Run the main.py either locally or in any cluster using SLURM (Or whatever you have there).

Warning!

The following libraries need to be installed manually from terminal:

pip install accelerate -U
pip install transformers[torch]

TODO: Solve this.

In theory now it is solved.

Datasets

For the moment, we encompass the following Datasets:

Common Voice

Common voice it's a dataset developed by Mozilla of people recording their voice through microphones.

Catalan is the most recorded voice, summing up to 3.500h.

whisper_catala's People

Contributors

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