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wavenet-tf2's Introduction

WaveNet Tensorflow v2

WaveNet with TensorFlow 2.0

Train

Library

tensorflow
numpy
librosa
scipy

   ls wavs/*.wav | tail -n+10 > train_files.txt
   ls wavs/*.wav | head -n10 > test_files.txt
   python preprocess.py
   python train.py

Eval

   python synthesize.py [input_path] [output_path] [weight_path]

Result

The 1-day training model synsthesis result is below: 0001

pre trained model link is still a little way off.

Book

4a948f86-b96f-42ea-927f-14232d57589c_base_resized

https://techbookfest.org/product/5743005264773120
https://otakuassembly.booth.pm/items/1834753

References

WaveNet

論文。

r9y9/wavenet_vocoder
LESS IS MORE/WaveNet vocoder をやってみましたので、その記録です

いくつもの論文で使われている実装。PyTorch。

Rayhane-mamah/Tacotron-2

Tactron2 + WaveNetのDeepMindの人の実装。TensorFlow v1。

Monthly Hacker's Blog/VQ-VAEの追試で得たWaveNetのノウハウをまとめてみた。

WaveNetに関する知見が纏められている。

Synthesize Human Speech with WaveNet

Colabを用いた解説。Chainer。

The LJ Speech Dataset

英語の単一話者のデータセット。

JSUT

日本語の単一話者のデータセット。

wavenet-tf2's People

Contributors

kokeshing avatar

Stargazers

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Watchers

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Forkers

tmontaj georgetballa lisatwyw emc23 khoadinh44 devartech

wavenet-tf2's Issues

synthesize.py error

when i run synthesize.py, ValueError: Input 0 of layer conv1d is incompatible with the layer: : expected min_ndim=3, found ndim=2. Full shape received: (1, 256) is occured. I think this error occured in synthesis function in wavenet class.

What is input_path?

Hi @kokeshing. Thank you for the very cool implementation of wavenet using tf2.
I'm trying to understand how to run your synthesize.py code and I would like to ask what the argument input_path is meant to be?

So output_path is where we want to save our generated data.
weight_path is where we have saved our trained model weights.
What is input_path meant to be and what is its purpose?

Thanks

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