Fix device issues

Gumbel fixes

Add support for Gumbel encoding

Modified it to create as "lite" version for cases where you only need speaker embeddings

Update README.md

Rename README (2).md to README.md

Update hyperparams.yaml

Delete README.md

Update README (2).md

Upload README (2).md

Delete custom_model.py

Update custom_interface.py

Update hyperparams.yaml

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initial commit