Kahsolt / to-be-done

Long long ago there was a beast and a bird, ...

RefineGAN-unofficial

Unofficial implemetation of the RefineGAN vocoder

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The RefineGAN vocoder sounds great, let's try to reproduce it!
ℹ it seems to be highly inspired by HiFiGAN, UnivNet & UNet 🎉

Model	param_cnt	train b/s
HiFiGAN-v1	13936130
RefineGAN	18962066

Quickstart

⚪ install

• conda create -n refinegan & conda activate refinegan
• install pytorch follow the official guide
• pip install requirements.txt

⚪ inference

• python infer.py pretrained/UNIVERSAL_V1/g_02500000
• python infer.py pretrained/LJ_V3/generator_v3

⚪ train (refine)

train HiFiGAN:

• download the HiFiGAN repo provided pretrained checkpoints
• python train.py -c configs/config_v1.refine.json --load pretrained/UNIVERSAL_V1 --log_path log/test

train RefineGAN:

• python train_refinegan.py -c configs/refinegan.json --log_path log/refinegan

reference

Thanks to the code base & pretrained ckpt from official HiFiGAN 🎉~

• thesis
  • MelGAN: https://arxiv.org/abs/1910.06711
  • HiFi-GAN: https://arxiv.org/abs/2010.05646
  • RefineGAN: https://arxiv.org/abs/2111.00962
• repo
  • HiFiGAN (official): https://github.com/jik876/hifi-gan
    • pretrained: https://drive.google.com/drive/folders/1-eEYTB5Av9jNql0WGBlRoi-WH2J7bp5Y?usp=sharing
  • UnivNet (unofficial): https://github.com/maum-ai/univnet
    • pretrained: univ_c16_0292 / univ_c32_0288.pt
  • MelGAN: https://github.com/jaywalnut310/MelGAN-Pytorch
  • RefineGAN (unofficial): https://github.com/nikhilpinnaparaju/RefineGAN
  • RetuneGAN: https://github.com/Kahsolt/TransTacoS-RetuneGAN

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by Armit 2023/11/26