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Retrieval-based-Voice-Conve.../docs/en/README.en.md
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chore(sync): merge dev into main (#1380)
* Optimize latency (#1259)

* add attribute:   configs/config.py
	Optimize latency:   tools/rvc_for_realtime.py

* new file:   assets/Synthesizer_inputs.pth

* fix:   configs/config.py
	fix:   tools/rvc_for_realtime.py

* fix bug:   infer/lib/infer_pack/models.py

* new file:   assets/hubert_inputs.pth
	new file:   assets/rmvpe_inputs.pth
	modified:   configs/config.py
	new features:   infer/lib/rmvpe.py
	new features:   tools/jit_export/__init__.py
	new features:   tools/jit_export/get_hubert.py
	new features:   tools/jit_export/get_rmvpe.py
	new features:   tools/jit_export/get_synthesizer.py
	optimize:   tools/rvc_for_realtime.py

* optimize:   tools/jit_export/get_synthesizer.py
	fix bug:   tools/jit_export/__init__.py

* Fixed a bug caused by using half on the CPU:   infer/lib/rmvpe.py
	Fixed a bug caused by using half on the CPU:   tools/jit_export/__init__.py
	Fixed CIRCULAR IMPORT:   tools/jit_export/get_rmvpe.py
	Fixed CIRCULAR IMPORT:   tools/jit_export/get_synthesizer.py
	Fixed a bug caused by using half on the CPU:   tools/rvc_for_realtime.py

* Remove useless code:   infer/lib/rmvpe.py

* Delete gui_v1 copy.py

* Delete .vscode/launch.json

* Delete jit_export_test.py

* Delete tools/rvc_for_realtime copy.py

* Delete configs/config.json

* Delete .gitignore

* Fix exceptions caused by switching inference devices:   infer/lib/rmvpe.py
	Fix exceptions caused by switching inference devices:   tools/jit_export/__init__.py
	Fix exceptions caused by switching inference devices:   tools/rvc_for_realtime.py

* restore

* replace(you can undo this commit)

* remove debug_print

---------

Co-authored-by: Ftps <ftpsflandre@gmail.com>

* Fixed some bugs when exporting ONNX model (#1254)

* fix import (#1280)

* fix import

* lint

* 🎨 同步 locale (#1242)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* Fix jit load and import issue (#1282)

* fix jit model loading :   infer/lib/rmvpe.py

* modified:   assets/hubert/.gitignore
	move file:    assets/hubert_inputs.pth -> assets/hubert/hubert_inputs.pth
	modified:   assets/rmvpe/.gitignore
	move file:    assets/rmvpe_inputs.pth -> assets/rmvpe/rmvpe_inputs.pth
	fix import:   gui_v1.py

* feat(workflow): trigger on dev

* feat(workflow): add close-pr on non-dev branch

* Add input wav and delay time monitor for real-time gui (#1293)

* feat(workflow): trigger on dev

* feat(workflow): add close-pr on non-dev branch

* 🎨 同步 locale (#1289)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>

* feat: edit PR template

* add input wav and delay time monitor

---------

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Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
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* Optimize latency using scripted jit (#1291)

* feat(workflow): trigger on dev

* feat(workflow): add close-pr on non-dev branch

* 🎨 同步 locale (#1289)

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* feat: edit PR template

* Optimize-latency-using-scripted:   configs/config.py
	Optimize-latency-using-scripted:   infer/lib/infer_pack/attentions.py
	Optimize-latency-using-scripted:   infer/lib/infer_pack/commons.py
	Optimize-latency-using-scripted:   infer/lib/infer_pack/models.py
	Optimize-latency-using-scripted:   infer/lib/infer_pack/modules.py
	Optimize-latency-using-scripted:   infer/lib/jit/__init__.py
	Optimize-latency-using-scripted:   infer/lib/jit/get_hubert.py
	Optimize-latency-using-scripted:   infer/lib/jit/get_rmvpe.py
	Optimize-latency-using-scripted:   infer/lib/jit/get_synthesizer.py
	Optimize-latency-using-scripted:   infer/lib/rmvpe.py
	Optimize-latency-using-scripted:   tools/rvc_for_realtime.py

* modified:   infer/lib/infer_pack/models.py

* fix some bug:   configs/config.py
	fix some bug:   infer/lib/infer_pack/models.py
	fix some bug:   infer/lib/rmvpe.py

* Fixed abnormal reference of logger in multiprocessing:   infer/modules/train/train.py

---------

Co-authored-by: 源文雨 <41315874+fumiama@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
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* Format code (#1298)

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* 🎨 同步 locale (#1299)

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* feat: optimize actions

* feat(workflow): add sync dev

* feat: optimize actions

* feat: optimize actions

* feat: optimize actions

* feat: optimize actions

* feat: add jit options (#1303)

Delete useless code:   infer/lib/jit/get_synthesizer.py
	Optimized code:   tools/rvc_for_realtime.py

* Code refactor + re-design inference ui (#1304)

* Code refacor + re-design inference ui

* Fix tabname

* i18n jp

---------

Co-authored-by: Ftps <ftpsflandre@gmail.com>

* feat: optimize actions

* feat: optimize actions

* Update README & en_US locale file (#1309)

* critical: some bug fixes (#1322)

* JIT acceleration switch does not support hot update

* fix padding bug of rmvpe in torch-directml

* fix padding bug of rmvpe in torch-directml

* Fix STFT under torch_directml (#1330)

* chore(format): run black on dev (#1318)

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* chore(i18n): sync locale on dev (#1317)

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* feat: allow for tta to be passed to uvr (#1361)

* chore(format): run black on dev (#1373)

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* Added script for automatically download all needed models at install (#1366)

* Delete modules.py

* Add files via upload

* Add files via upload

* Add files via upload

* Add files via upload

* chore(i18n): sync locale on dev (#1377)

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* chore(format): run black on dev (#1376)

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* Update IPEX library (#1362)

* Update IPEX library

* Update ipex index

* chore(format): run black on dev (#1378)

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* Update Changelog_CN.md

* Update Changelog_CN.md

* Update Changelog_EN.md

* Update README.md

* Update README.en.md

* Update README.md

---------

Co-authored-by: Chengjia Jiang <46401978+ChasonJiang@users.noreply.github.com>
Co-authored-by: Ftps <ftpsflandre@gmail.com>
Co-authored-by: shizuku_nia <102004222+ShizukuNia@users.noreply.github.com>
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2023-10-06 19:11:58 +08:00

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Retrieval-based-Voice-Conversion-WebUI

An easy-to-use Voice Conversion framework based on VITS.

madewithlove


Open In Colab Licence Huggingface

Discord


Changelog | FAQ (Frequently Asked Questions)

English | 中文简体 | 日本語 | 한국어 (韓國語) | Türkçe

Check our Demo Video here!

Training/Inference WebUIgo-web.bat

image

Realtime Voice Conversion GUIgo-realtime-gui.bat

image

The dataset for the pre-training model uses nearly 50 hours of high quality VCTK open source dataset.

High quality licensed song datasets will be added to training-set one after another for your use, without worrying about copyright infringement.

Please look forward to the pretrained base model of RVCv3, which has larger parameters, more training data, better results, unchanged inference speed, and requires less training data for training.

Summary

This repository has the following features:

  • Reduce tone leakage by replacing the source feature to training-set feature using top1 retrieval;
  • Easy and fast training, even on relatively poor graphics cards;
  • Training with a small amount of data also obtains relatively good results (>=10min low noise speech recommended);
  • Supporting model fusion to change timbres (using ckpt processing tab->ckpt merge);
  • Easy-to-use Webui interface;
  • Use the UVR5 model to quickly separate vocals and instruments.
  • Use the most powerful High-pitch Voice Extraction Algorithm InterSpeech2023-RMVPE to prevent the muted sound problem. Provides the best results (significantly) and is faster, with even lower resource consumption than Crepe_full.
  • AMD/Intel graphics cards acceleration supported.
  • Intel ARC graphics cards acceleration with IPEX supported.

Preparing the environment

The following commands need to be executed in the environment of Python version 3.8 or higher.

(Windows/Linux) First install the main dependencies through pip:

# Install PyTorch-related core dependencies, skip if installed
# Reference: https://pytorch.org/get-started/locally/
pip install torch torchvision torchaudio

#For Windows + Nvidia Ampere Architecture(RTX30xx), you need to specify the cuda version corresponding to pytorch according to the experience of https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/issues/21
#pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu117

#For Linux + AMD Cards, you need to use the following pytorch versions:
#pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/rocm5.4.2

Then can use poetry to install the other dependencies:

# Install the Poetry dependency management tool, skip if installed
# Reference: https://python-poetry.org/docs/#installation
curl -sSL https://install.python-poetry.org | python3 -

# Install the project dependencies
poetry install

You can also use pip to install them:


for Nvidia graphics cards
  pip install -r requirements.txt

for AMD/Intel graphics cards on Windows (DirectML)
  pip install -r requirements-dml.txt

for Intel ARC graphics cards on Linux / WSL using Python 3.10: 
  pip install -r requirements-ipex.txt

for AMD graphics cards on Linux (ROCm):
  pip install -r requirements-amd.txt

Mac users can install dependencies via run.sh:

sh ./run.sh

Preparation of other Pre-models

RVC requires other pre-models to infer and train.

#Download all needed models from https://huggingface.co/lj1995/VoiceConversionWebUI/tree/main/
python tools/download_models.py

Or just download them by yourself from our Huggingface space.

Here's a list of Pre-models and other files that RVC needs:

./assets/hubert/hubert_base.pt

./assets/pretrained 

./assets/uvr5_weights

Additional downloads are required if you want to test the v2 version of the model.

./assets/pretrained_v2

If you want to test the v2 version model (the v2 version model has changed the input from the 256 dimensional feature of 9-layer Hubert+final_proj to the 768 dimensional feature of 12-layer Hubert, and has added 3 period discriminators), you will need to download additional features

./assets/pretrained_v2

#If you are using Windows, you may also need these two files, skip if FFmpeg and FFprobe are installed
ffmpeg.exe

https://huggingface.co/lj1995/VoiceConversionWebUI/blob/main/ffmpeg.exe

ffprobe.exe

https://huggingface.co/lj1995/VoiceConversionWebUI/blob/main/ffprobe.exe

If you want to use the latest SOTA RMVPE vocal pitch extraction algorithm, you need to download the RMVPE weights and place them in the RVC root directory

https://huggingface.co/lj1995/VoiceConversionWebUI/blob/main/rmvpe.pt

    For AMD/Intel graphics cards users you need download:

    https://huggingface.co/lj1995/VoiceConversionWebUI/blob/main/rmvpe.onnx

Intel ARC graphics cards users needs to run source /opt/intel/oneapi/setvars.sh command before starting Webui.

Then use this command to start Webui:

python infer-web.py

If you are using Windows or macOS, you can download and extract RVC-beta.7z to use RVC directly by using go-web.bat on windows or sh ./run.sh on macOS to start Webui.

ROCm Support for AMD graphic cards (Linux only)

To use ROCm on Linux install all required drivers as described here.

On Arch use pacman to install the driver:

pacman -S rocm-hip-sdk rocm-opencl-sdk

You might also need to set these environment variables (e.g. on a RX6700XT):

export ROCM_PATH=/opt/rocm
export HSA_OVERRIDE_GFX_VERSION=10.3.0

Also make sure your user is part of the render and video group:

sudo usermod -aG render $USERNAME
sudo usermod -aG video $USERNAME

After that you can run the WebUI:

python infer-web.py

Credits

Thanks to all contributors for their efforts