# SoftVC VITS Singing Voice Conversion Fork
[简体中文](README_zh_CN.md)
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A fork of [`so-vits-svc`](https://github.com/svc-develop-team/so-vits-svc) with **realtime support** and **greatly improved interface**. Based on branch `4.0` (v1) (or `4.1`) and the models are compatible. `4.1` models are not supported. Other models are also not supported.
## No Longer Maintained
### Reasons
- Within a year, the technology has evolved enormously and there are many better alternatives
- Was hoping to create a more Modular, easy-to-install repository, but didn't have the skills, time, money to do so
- PySimpleGUI is no longer LGPL
- Using Typer is getting more popular than directly using Click
### Alternatives
Always beware of the very few influencers who are **quite overly surprised** about any new project/technology. You need to take every social networking post with semi-doubt.
The voice changer boom that occurred in 2023 has come to an end, and many developers, not just those in this repository, have been not very active for a while.
There are too many alternatives to list here but:
- RVC family: [IAHispano/Applio](https://github.com/IAHispano/Applio) (MIT), [fumiama's RVC](https://github.com/fumiama/Retrieval-based-Voice-Conversion-WebUI) (AGPL) and [original RVC](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI) (MIT)
- [VCClient](https://github.com/w-okada/voice-changer) (MIT etc.) is quite actively maintained and offers web-based GUI for real-time conversion.
- [fish-diffusion](https://github.com/fishaudio/fish-diffusion/commits/main/) tried to be quite modular but not quite actively maintained.
- [yxlllc/DDSP\-SVC](https://github.com/yxlllc/DDSP-SVC) - new releases are issued occasionally. [yxlllc/ReFlow\-VAE\-SVC](https://github.com/yxlllc/ReFlow-VAE-SVC)
- [coqui\-ai/TTS](https://github.com/coqui-ai/TTS) was for TTS but was partially modular. However, it is not maintained anymore, unfortunately.
Elsewhere, several start-ups have improved and marketed voice changers (probably for profit).
> Updates to this repository have been limited to maintenance since Spring 2023.
> ~~It is difficult to narrow the list of alternatives here, but please consider trying other projects if you are looking for a voice changer with even better performance (especially in terms of latency other than quality).~~ > ~~However, this project may be ideal for those who want to try out voice conversion for the moment (because it is easy to install).~~
## Features not available in the original repo
- **Realtime voice conversion** (enhanced in v1.1.0)
- Partially integrates [`QuickVC`](https://github.com/quickvc/QuickVC-VoiceConversion)
- Fixed misuse of [`ContentVec`](https://github.com/auspicious3000/contentvec) in the original repository.[^c]
- More accurate pitch estimation using [`CREPE`](https://github.com/marl/crepe/).
- GUI and unified CLI available
- ~2x faster training
- Ready to use just by installing with `pip`.
- Automatically download pretrained models. No need to install `fairseq`.
- Code completely formatted with black, isort, autoflake etc.
[^c]: [#206](https://github.com/voicepaw/so-vits-svc-fork/issues/206)
## Installation
### Option 1. One click easy installation
<a href="https://github.com/voicepaw/so-vits-svc-fork/releases/download/v1.3.2/install.bat" download>
<img src="https://img.shields.io/badge/.bat-download-blue?style=flat-square&logo=windows" alt="Download .bat">
</a>
This BAT file will automatically perform the steps described below.
### Option 2. Manual installation (using pipx, experimental)
#### 1. Installing pipx
Windows (development version required due to [pypa/pipx#940](https://github.com/pypa/pipx/issues/940)):
```shell
py -3 -m pip install --user git+https://github.com/pypa/pipx.git
py -3 -m pipx ensurepath
```
Linux/MacOS:
```shell
python -m pip install --user pipx
python -m pipx ensurepath
```
#### 2. Installing so-vits-svc-fork
```shell
pipx install so-vits-svc-fork --python=3.11
pipx inject so-vits-svc-fork torch torchaudio --pip-args="--upgrade" --index-url=https://download.pytorch.org/whl/cu121 # https://download.pytorch.org/whl/nightly/cu121
```
### Option 3. Manual installation
<details>
<summary>Creating a virtual environment</summary>
Windows:
```shell
py -3.11 -m venv venv
venv\Scripts\activate
```
Linux/MacOS:
```shell
python3.11 -m venv venv
source venv/bin/activate
```
Anaconda:
```shell
conda create -n so-vits-svc-fork python=3.11 pip
conda activate so-vits-svc-fork
```
Installing without creating a virtual environment may cause a `PermissionError` if Python is installed in Program Files, etc.
</details>
Install this via pip (or your favourite package manager that uses pip):
```shell
python -m pip install -U pip setuptools wheel
pip install -U torch torchaudio --index-url https://download.pytorch.org/whl/cu121 # https://download.pytorch.org/whl/nightly/cu121
pip install -U so-vits-svc-fork
```
<details>
<summary>Notes</summary>
- If no GPU is available or using MacOS, simply remove `pip install -U torch torchaudio --index-url https://download.pytorch.org/whl/cu121`. MPS is probably supported.
- If you are using an AMD GPU on Linux, replace `--index-url https://download.pytorch.org/whl/cu121` with `--index-url https://download.pytorch.org/whl/nightly/rocm5.7`. AMD GPUs are not supported on Windows ([#120](https://github.com/voicepaw/so-vits-svc-fork/issues/120)).
</details>
### Update
Please update this package regularly to get the latest features and bug fixes.
```shell
pip install -U so-vits-svc-fork
# pipx upgrade so-vits-svc-fork
```
## Usage
### Inference
#### GUI
GUI launches with the following command:
```shell
svcg
```
#### CLI
- Realtime (from microphone)
```shell
svc vc
```
- File
```shell
svc infer source.wav
```
Pretrained models are available on [Hugging Face](https://huggingface.co/models?search=so-vits-svc) or [CIVITAI](https://civitai.com/?query=so-vits-svc).
#### Notes
- If using WSL, please note that WSL requires additional setup to handle audio and the GUI will not work without finding an audio device.
- In real-time inference, if there is noise on the inputs, the HuBERT model will react to those as well. Consider using realtime noise reduction applications such as [RTX Voice](https://www.nvidia.com/en-us/geforce/guides/nvidia-rtx-voice-setup-guide/) in this case.
- Models other than for 4.0v1 or this repository are not supported.
- GPU inference requires at least 4 GB of VRAM. If it does not work, try CPU inference as it is fast enough. [^r-inference]
[^r-inference]: [#469](https://github.com/voicepaw/so-vits-svc-fork/issues/469)
### Training
#### Before training
- If your dataset has BGM, please remove the BGM using software such as [Ultimate Vocal Remover](https://ultimatevocalremover.com/). `3_HP-Vocal-UVR.pth` or `UVR-MDX-NET Main` is recommended. [^1]
- If your dataset is a long audio file with a single speaker, use `svc pre-split` to split the dataset into multiple files (using `librosa`).
- If your dataset is a long audio file with multiple speakers, use `svc pre-sd` to split the dataset into multiple files (using `pyannote.audio`). Further manual classification may be necessary due to accuracy issues. If speakers speak with a variety of speech styles, set --min-speakers larger than the actual number of speakers. Due to unresolved dependencies, please install `pyannote.audio` manually: `pip install pyannote-audio`.
- To manually classify audio files, `svc pre-classify` is available. Up and down arrow keys can be used to change the playback speed.
[^1]: https://ytpmv.info/how-to-use-uvr/
#### Cloud
[](https://colab.research.google.com/github/voicepaw/so-vits-svc-fork/blob/main/notebooks/so-vits-svc-fork-4.0.ipynb)
[](https://console.paperspace.com/github/voicepaw/so-vits-svc-fork-paperspace/blob/main/so-vits-svc-fork-4.0-paperspace.ipynb)
[-9VJN74I-blue?style=flat-square&logo=paperspace>)](https://www.paperspace.com/?r=9VJN74I)[^p]
If you do not have access to a GPU with more than 10 GB of VRAM, the free plan of Google Colab is recommended for light users and the Pro/Growth plan of Paperspace is recommended for heavy users. Conversely, if you have access to a high-end GPU, the use of cloud services is not recommended.
[^p]: If you register a referral code and then add a payment method, you may save about $5 on your first month's monthly billing. Note that both referral rewards are Paperspace credits and not cash. It was a tough decision but inserted because debugging and training the initial model requires a large amount of computing power and the developer is a student.
#### Local
Place your dataset like `dataset_raw/{speaker_id}/**/{wav_file}.{any_format}` (subfolders and non-ASCII filenames are acceptable) and run:
```shell
svc pre-resample
svc pre-config
svc pre-hubert
svc train -t
```
#### Notes
- Dataset audio duration per file should be <~ 10s.
- Need at least 4GB of VRAM. [^r-training]
- It is recommended to increase the `batch_size` as much as possible in `config.json` before the `train` command to match the VRAM capacity. Setting `batch_size` to `auto-{init_batch_size}-{max_n_trials}` (or simply `auto`) will automatically increase `batch_size` until OOM error occurs, but may not be useful in some cases.
- To use `CREPE`, replace `svc pre-hubert` with `svc pre-hubert -fm crepe`.
- To use `ContentVec` correctly, replace `svc pre-config` with `-t so-vits-svc-4.0v1`. Training may take slightly longer because some weights are reset due to reusing legacy initial generator weights.
- To use `MS-iSTFT Decoder`, replace `svc pre-config` with `svc pre-config -t quickvc`.
- Silence removal and volume normalization are automatically performed (as in the upstream repo) and are not required.
- If you have trained on a large, copyright-free dataset, consider releasing it as an initial model.
- For further details (e.g. parameters, etc.), you can see the [Wiki](https://github.com/voicepaw/so-vits-svc-fork/wiki) or [Discussions](https://github.com/voicepaw/so-vits-svc-fork/discussions).
[^r-training]: [#456](https://github.com/voicepaw/so-vits-svc-fork/issues/456)
### Further help
For more details, run `svc -h` or `svc <subcommand> -h`.
```shell
> svc -h
Usage: svc [OPTIONS] COMMAND [ARGS]...
so-vits-svc allows any folder structure for training data.
However, the following folder structure is recommended.
When training: dataset_raw/{speaker_name}/**/{wav_name}.{any_format}
When inference: configs/44k/config.json, logs/44k/G_XXXX.pth
If the folder structure is followed, you DO NOT NEED TO SPECIFY model path, config path, etc.
(The latest model will be automatically loaded.)
To train a model, run pre-resample, pre-config, pre-hubert, train.
To infer a model, run infer.
Options:
-h, --help Show this message and exit.
Commands:
clean Clean up files, only useful if you are using the default file structure
infer Inference
onnx Export model to onnx (currently not working)
pre-classify Classify multiple audio files into multiple files
pre-config Preprocessing part 2: config
pre-hubert Preprocessing part 3: hubert If the HuBERT model is not found, it will be...
pre-resample Preprocessing part 1: resample
pre-sd Speech diarization using pyannote.audio
pre-split Split audio files into multiple files
train Train model If D_0.pth or G_0.pth not found, automatically download from hub.
train-cluster Train k-means clustering
vc Realtime inference from microphone
```
#### External Links
[Video Tutorial](https://www.youtube.com/watch?v=tZn0lcGO5OQ)
## Contributors ✨
Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
<!-- prettier-ignore-start -->
<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
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<td align="center" valign="top" width="14.28%"><a href="https://github.com/ColdCawfee"><img src="https://avatars.githubusercontent.com/u/79474598?v=4?s=80" width="80px;" alt="ColdCawfee"/><br /><sub><b>ColdCawfee</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AColdCawfee" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/sbersier"><img src="https://avatars.githubusercontent.com/u/34165937?v=4?s=80" width="80px;" alt="sbersier"/><br /><sub><b>sbersier</b></sub></a><br /><a href="#ideas-sbersier" title="Ideas, Planning, & Feedback">🤔</a> <a href="#userTesting-sbersier" title="User Testing">📓</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Asbersier" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Meldoner"><img src="https://avatars.githubusercontent.com/u/43951115?v=4?s=80" width="80px;" alt="Meldoner"/><br /><sub><b>Meldoner</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AMeldoner" title="Bug reports">🐛</a> <a href="#ideas-Meldoner" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=Meldoner" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/mmodeusher"><img src="https://avatars.githubusercontent.com/u/46575920?v=4?s=80" width="80px;" alt="mmodeusher"/><br /><sub><b>mmodeusher</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Ammodeusher" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/AlonDan"><img src="https://avatars.githubusercontent.com/u/21152334?v=4?s=80" width="80px;" alt="AlonDan"/><br /><sub><b>AlonDan</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AAlonDan" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Likkkez"><img src="https://avatars.githubusercontent.com/u/44336181?v=4?s=80" width="80px;" alt="Likkkez"/><br /><sub><b>Likkkez</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ALikkkez" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/DuctTapeGames"><img src="https://avatars.githubusercontent.com/u/84365142?v=4?s=80" width="80px;" alt="Duct Tape Games"/><br /><sub><b>Duct Tape Games</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ADuctTapeGames" title="Bug reports">🐛</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="https://tec.hxlxz.com/"><img src="https://avatars.githubusercontent.com/u/6624983?v=4?s=80" width="80px;" alt="Xianglong He"/><br /><sub><b>Xianglong He</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Ahxl9654" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/75aosu"><img src="https://avatars.githubusercontent.com/u/79185331?v=4?s=80" width="80px;" alt="75aosu"/><br /><sub><b>75aosu</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3A75aosu" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/tonyco82"><img src="https://avatars.githubusercontent.com/u/56610534?v=4?s=80" width="80px;" alt="tonyco82"/><br /><sub><b>tonyco82</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Atonyco82" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/yxlllc"><img src="https://avatars.githubusercontent.com/u/33565655?v=4?s=80" width="80px;" alt="yxlllc"/><br /><sub><b>yxlllc</b></sub></a><br /><a href="#ideas-yxlllc" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=yxlllc" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/outhipped"><img src="https://avatars.githubusercontent.com/u/116147475?v=4?s=80" width="80px;" alt="outhipped"/><br /><sub><b>outhipped</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Aouthipped" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/escoolioinglesias"><img src="https://avatars.githubusercontent.com/u/73505402?v=4?s=80" width="80px;" alt="escoolioinglesias"/><br /><sub><b>escoolioinglesias</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Aescoolioinglesias" title="Bug reports">🐛</a> <a href="#userTesting-escoolioinglesias" title="User Testing">📓</a> <a href="#video-escoolioinglesias" title="Videos">📹</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Blacksingh"><img src="https://avatars.githubusercontent.com/u/130872856?v=4?s=80" width="80px;" alt="Blacksingh"/><br /><sub><b>Blacksingh</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ABlacksingh" title="Bug reports">🐛</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="http://tybantarnusa.com"><img src="https://avatars.githubusercontent.com/u/9532857?v=4?s=80" width="80px;" alt="Mgs. M. Thoyib Antarnusa"/><br /><sub><b>Mgs. M. Thoyib Antarnusa</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Atybantarnusa" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/ZeroHackz"><img src="https://avatars.githubusercontent.com/u/15729496?v=4?s=80" width="80px;" alt="Exosfeer"/><br /><sub><b>Exosfeer</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AZeroHackz" title="Bug reports">🐛</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=ZeroHackz" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/guranon"><img src="https://avatars.githubusercontent.com/u/130421189?v=4?s=80" width="80px;" alt="guranon"/><br /><sub><b>guranon</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Aguranon" title="Bug reports">🐛</a> <a href="#ideas-guranon" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=guranon" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/alexanderkoumis"><img src="https://avatars.githubusercontent.com/u/5108856?v=4?s=80" width="80px;" alt="Alexander Koumis"/><br /><sub><b>Alexander Koumis</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=alexanderkoumis" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/acekagami"><img src="https://avatars.githubusercontent.com/u/127201056?v=4?s=80" width="80px;" alt="acekagami"/><br /><sub><b>acekagami</b></sub></a><br /><a href="#translation-acekagami" title="Translation">🌍</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Highupech"><img src="https://avatars.githubusercontent.com/u/114140670?v=4?s=80" width="80px;" alt="Highupech"/><br /><sub><b>Highupech</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AHighupech" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Scorpi"><img src="https://avatars.githubusercontent.com/u/969654?v=4?s=80" width="80px;" alt="Scorpi"/><br /><sub><b>Scorpi</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=Scorpi" title="Code">💻</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="http://maximxlss.github.io"><img src="https://avatars.githubusercontent.com/u/29152154?v=4?s=80" width="80px;" alt="Maximxls"/><br /><sub><b>Maximxls</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=maximxlss" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Star3Lord"><img src="https://avatars.githubusercontent.com/u/57606931?v=4?s=80" width="80px;" alt="Star3Lord"/><br /><sub><b>Star3Lord</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AStar3Lord" title="Bug reports">🐛</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=Star3Lord" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Ph0rk0z"><img src="https://avatars.githubusercontent.com/u/59298527?v=4?s=80" width="80px;" alt="Forkoz"/><br /><sub><b>Forkoz</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3APh0rk0z" title="Bug reports">🐛</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=Ph0rk0z" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Zerui18"><img src="https://avatars.githubusercontent.com/u/34794550?v=4?s=80" width="80px;" alt="Zerui Chen"/><br /><sub><b>Zerui Chen</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=Zerui18" title="Code">💻</a> <a href="#ideas-Zerui18" title="Ideas, Planning, & Feedback">🤔</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.meimadix.com"><img src="https://avatars.githubusercontent.com/u/653972?v=4?s=80" width="80px;" alt="Roee Shenberg"/><br /><sub><b>Roee Shenberg</b></sub></a><br /><a href="#userTesting-shenberg" title="User Testing">📓</a> <a href="#ideas-shenberg" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=shenberg" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/ShinyJustyZ"><img src="https://avatars.githubusercontent.com/u/65282440?v=4?s=80" width="80px;" alt="Justas"/><br /><sub><b>Justas</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AShinyJustyZ" title="Bug reports">🐛</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=ShinyJustyZ" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://onako2.github.io/"><img src="https://avatars.githubusercontent.com/u/79749977?v=4?s=80" width="80px;" alt="Onako2"/><br /><sub><b>Onako2</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=Onako2" title="Documentation">📖</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/4ll0w3v1l"><img src="https://avatars.githubusercontent.com/u/53517147?v=4?s=80" width="80px;" alt="4ll0w3v1l"/><br /><sub><b>4ll0w3v1l</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=4ll0w3v1l" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/SamuelSwartzberg"><img src="https://avatars.githubusercontent.com/u/16353439?v=4?s=80" width="80px;" alt="j5y0V6b"/><br /><sub><b>j5y0V6b</b></sub></a><br /><a href="#security-SamuelSwartzberg" title="Security">🛡️</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/marcellocirelli"><img src="https://avatars.githubusercontent.com/u/51972090?v=4?s=80" width="80px;" alt="marcellocirelli"/><br /><sub><b>marcellocirelli</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Amarcellocirelli" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/Priyanshu-hawk"><img src="https://avatars.githubusercontent.com/u/76026651?v=4?s=80" width="80px;" alt="Priyanshu Patel"/><br /><sub><b>Priyanshu Patel</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=Priyanshu-hawk" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/annagorshunova"><img src="https://avatars.githubusercontent.com/u/5199204?v=4?s=80" width="80px;" alt="Anna Gorshunova"/><br /><sub><b>Anna Gorshunova</b></sub></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Aannagorshunova" title="Bug reports">🐛</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=annagorshunova" title="Code">💻</a></td>
</tr>
</tbody>
</table>
<!-- markdownlint-restore -->
<!-- prettier-ignore-end -->
<!-- ALL-CONTRIBUTORS-LIST:END -->
<!-- prettier-ignore-end -->
This project follows the [all-contributors](https://github.com/all-contributors/all-contributors) specification. Contributions of any kind welcome!
Raw data
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"platform": null,
"description": "# SoftVC VITS Singing Voice Conversion Fork\n\n[\u7b80\u4f53\u4e2d\u6587](README_zh_CN.md)\n\n<p align=\"center\">\n <a href=\"https://github.com/voicepaw/so-vits-svc-fork/actions/workflows/ci.yml?query=branch%3Amain\">\n <img src=\"https://img.shields.io/github/actions/workflow/status/voicepaw/so-vits-svc-fork/ci.yml?branch=main&label=CI&logo=github&style=flat-square\" alt=\"CI Status\" >\n </a>\n <a href=\"https://so-vits-svc-fork.readthedocs.io\">\n <img src=\"https://img.shields.io/readthedocs/so-vits-svc-fork.svg?logo=read-the-docs&logoColor=fff&style=flat-square\" alt=\"Documentation Status\">\n </a>\n <a href=\"https://codecov.io/gh/voicepaw/so-vits-svc-fork\">\n <img src=\"https://img.shields.io/codecov/c/github/voicepaw/so-vits-svc-fork.svg?logo=codecov&logoColor=fff&style=flat-square\" alt=\"Test coverage percentage\">\n </a>\n</p>\n<p align=\"center\">\n <a href=\"https://python-poetry.org/\">\n <img src=\"https://img.shields.io/badge/packaging-poetry-299bd7?style=flat-square&logo=data:image/png;base64,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\" alt=\"Poetry\">\n </a>\n <a href=\"https://github.com/ambv/black\">\n <img src=\"https://img.shields.io/badge/code%20style-black-000000.svg?style=flat-square\" alt=\"black\">\n </a>\n <a href=\"https://github.com/pre-commit/pre-commit\">\n <img src=\"https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white&style=flat-square\" alt=\"pre-commit\">\n </a>\n</p>\n<p align=\"center\">\n <a href=\"https://pypi.org/project/so-vits-svc-fork/\">\n <img src=\"https://img.shields.io/pypi/v/so-vits-svc-fork.svg?logo=python&logoColor=fff&style=flat-square\" alt=\"PyPI Version\">\n </a>\n <img src=\"https://img.shields.io/pypi/pyversions/so-vits-svc-fork.svg?style=flat-square&logo=python&logoColor=fff\" alt=\"Supported Python versions\">\n <img src=\"https://img.shields.io/pypi/l/so-vits-svc-fork.svg?style=flat-square\" alt=\"License\">\n</p>\n\nA fork of [`so-vits-svc`](https://github.com/svc-develop-team/so-vits-svc) with **realtime support** and **greatly improved interface**. Based on branch `4.0` (v1) (or `4.1`) and the models are compatible. `4.1` models are not supported. Other models are also not supported.\n\n## No Longer Maintained\n\n### Reasons\n\n- Within a year, the technology has evolved enormously and there are many better alternatives\n- Was hoping to create a more Modular, easy-to-install repository, but didn't have the skills, time, money to do so\n- PySimpleGUI is no longer LGPL\n- Using Typer is getting more popular than directly using Click\n\n### Alternatives\n\nAlways beware of the very few influencers who are **quite overly surprised** about any new project/technology. You need to take every social networking post with semi-doubt.\n\nThe voice changer boom that occurred in 2023 has come to an end, and many developers, not just those in this repository, have been not very active for a while.\n\nThere are too many alternatives to list here but:\n\n- RVC family: [IAHispano/Applio](https://github.com/IAHispano/Applio) (MIT), [fumiama's RVC](https://github.com/fumiama/Retrieval-based-Voice-Conversion-WebUI) (AGPL) and [original RVC](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI) (MIT)\n- [VCClient](https://github.com/w-okada/voice-changer) (MIT etc.) is quite actively maintained and offers web-based GUI for real-time conversion.\n- [fish-diffusion](https://github.com/fishaudio/fish-diffusion/commits/main/) tried to be quite modular but not quite actively maintained.\n- [yxlllc/DDSP\\-SVC](https://github.com/yxlllc/DDSP-SVC) - new releases are issued occasionally. [yxlllc/ReFlow\\-VAE\\-SVC](https://github.com/yxlllc/ReFlow-VAE-SVC)\n- [coqui\\-ai/TTS](https://github.com/coqui-ai/TTS) was for TTS but was partially modular. However, it is not maintained anymore, unfortunately.\n\nElsewhere, several start-ups have improved and marketed voice changers (probably for profit).\n\n> Updates to this repository have been limited to maintenance since Spring 2023.\n> ~~It is difficult to narrow the list of alternatives here, but please consider trying other projects if you are looking for a voice changer with even better performance (especially in terms of latency other than quality).~~ > ~~However, this project may be ideal for those who want to try out voice conversion for the moment (because it is easy to install).~~\n\n## Features not available in the original repo\n\n- **Realtime voice conversion** (enhanced in v1.1.0)\n- Partially integrates [`QuickVC`](https://github.com/quickvc/QuickVC-VoiceConversion)\n- Fixed misuse of [`ContentVec`](https://github.com/auspicious3000/contentvec) in the original repository.[^c]\n- More accurate pitch estimation using [`CREPE`](https://github.com/marl/crepe/).\n- GUI and unified CLI available\n- ~2x faster training\n- Ready to use just by installing with `pip`.\n- Automatically download pretrained models. No need to install `fairseq`.\n- Code completely formatted with black, isort, autoflake etc.\n\n[^c]: [#206](https://github.com/voicepaw/so-vits-svc-fork/issues/206)\n\n## Installation\n\n### Option 1. One click easy installation\n\n<a href=\"https://github.com/voicepaw/so-vits-svc-fork/releases/download/v1.3.2/install.bat\" download>\n <img src=\"https://img.shields.io/badge/.bat-download-blue?style=flat-square&logo=windows\" alt=\"Download .bat\">\n</a>\n\nThis BAT file will automatically perform the steps described below.\n\n### Option 2. Manual installation (using pipx, experimental)\n\n#### 1. Installing pipx\n\nWindows (development version required due to [pypa/pipx#940](https://github.com/pypa/pipx/issues/940)):\n\n```shell\npy -3 -m pip install --user git+https://github.com/pypa/pipx.git\npy -3 -m pipx ensurepath\n```\n\nLinux/MacOS:\n\n```shell\npython -m pip install --user pipx\npython -m pipx ensurepath\n```\n\n#### 2. Installing so-vits-svc-fork\n\n```shell\npipx install so-vits-svc-fork --python=3.11\npipx inject so-vits-svc-fork torch torchaudio --pip-args=\"--upgrade\" --index-url=https://download.pytorch.org/whl/cu121 # https://download.pytorch.org/whl/nightly/cu121\n```\n\n### Option 3. Manual installation\n\n<details>\n <summary>Creating a virtual environment</summary>\n\nWindows:\n\n```shell\npy -3.11 -m venv venv\nvenv\\Scripts\\activate\n```\n\nLinux/MacOS:\n\n```shell\npython3.11 -m venv venv\nsource venv/bin/activate\n```\n\nAnaconda:\n\n```shell\nconda create -n so-vits-svc-fork python=3.11 pip\nconda activate so-vits-svc-fork\n```\n\nInstalling without creating a virtual environment may cause a `PermissionError` if Python is installed in Program Files, etc.\n\n</details>\n\nInstall this via pip (or your favourite package manager that uses pip):\n\n```shell\npython -m pip install -U pip setuptools wheel\npip install -U torch torchaudio --index-url https://download.pytorch.org/whl/cu121 # https://download.pytorch.org/whl/nightly/cu121\npip install -U so-vits-svc-fork\n```\n\n<details>\n <summary>Notes</summary>\n\n- If no GPU is available or using MacOS, simply remove `pip install -U torch torchaudio --index-url https://download.pytorch.org/whl/cu121`. MPS is probably supported.\n- If you are using an AMD GPU on Linux, replace `--index-url https://download.pytorch.org/whl/cu121` with `--index-url https://download.pytorch.org/whl/nightly/rocm5.7`. AMD GPUs are not supported on Windows ([#120](https://github.com/voicepaw/so-vits-svc-fork/issues/120)).\n </details>\n\n### Update\n\nPlease update this package regularly to get the latest features and bug fixes.\n\n```shell\npip install -U so-vits-svc-fork\n# pipx upgrade so-vits-svc-fork\n```\n\n## Usage\n\n### Inference\n\n#### GUI\n\n\n\nGUI launches with the following command:\n\n```shell\nsvcg\n```\n\n#### CLI\n\n- Realtime (from microphone)\n\n```shell\nsvc vc\n```\n\n- File\n\n```shell\nsvc infer source.wav\n```\n\nPretrained models are available on [Hugging Face](https://huggingface.co/models?search=so-vits-svc) or [CIVITAI](https://civitai.com/?query=so-vits-svc).\n\n#### Notes\n\n- If using WSL, please note that WSL requires additional setup to handle audio and the GUI will not work without finding an audio device.\n- In real-time inference, if there is noise on the inputs, the HuBERT model will react to those as well. Consider using realtime noise reduction applications such as [RTX Voice](https://www.nvidia.com/en-us/geforce/guides/nvidia-rtx-voice-setup-guide/) in this case.\n- Models other than for 4.0v1 or this repository are not supported.\n- GPU inference requires at least 4 GB of VRAM. If it does not work, try CPU inference as it is fast enough. [^r-inference]\n\n[^r-inference]: [#469](https://github.com/voicepaw/so-vits-svc-fork/issues/469)\n\n### Training\n\n#### Before training\n\n- If your dataset has BGM, please remove the BGM using software such as [Ultimate Vocal Remover](https://ultimatevocalremover.com/). `3_HP-Vocal-UVR.pth` or `UVR-MDX-NET Main` is recommended. [^1]\n- If your dataset is a long audio file with a single speaker, use `svc pre-split` to split the dataset into multiple files (using `librosa`).\n- If your dataset is a long audio file with multiple speakers, use `svc pre-sd` to split the dataset into multiple files (using `pyannote.audio`). Further manual classification may be necessary due to accuracy issues. If speakers speak with a variety of speech styles, set --min-speakers larger than the actual number of speakers. Due to unresolved dependencies, please install `pyannote.audio` manually: `pip install pyannote-audio`.\n- To manually classify audio files, `svc pre-classify` is available. Up and down arrow keys can be used to change the playback speed.\n\n[^1]: https://ytpmv.info/how-to-use-uvr/\n\n#### Cloud\n\n[](https://colab.research.google.com/github/voicepaw/so-vits-svc-fork/blob/main/notebooks/so-vits-svc-fork-4.0.ipynb)\n[](https://console.paperspace.com/github/voicepaw/so-vits-svc-fork-paperspace/blob/main/so-vits-svc-fork-4.0-paperspace.ipynb)\n[-9VJN74I-blue?style=flat-square&logo=paperspace>)](https://www.paperspace.com/?r=9VJN74I)[^p]\n\nIf you do not have access to a GPU with more than 10 GB of VRAM, the free plan of Google Colab is recommended for light users and the Pro/Growth plan of Paperspace is recommended for heavy users. Conversely, if you have access to a high-end GPU, the use of cloud services is not recommended.\n\n[^p]: If you register a referral code and then add a payment method, you may save about $5 on your first month's monthly billing. Note that both referral rewards are Paperspace credits and not cash. It was a tough decision but inserted because debugging and training the initial model requires a large amount of computing power and the developer is a student.\n\n#### Local\n\nPlace your dataset like `dataset_raw/{speaker_id}/**/{wav_file}.{any_format}` (subfolders and non-ASCII filenames are acceptable) and run:\n\n```shell\nsvc pre-resample\nsvc pre-config\nsvc pre-hubert\nsvc train -t\n```\n\n#### Notes\n\n- Dataset audio duration per file should be <~ 10s.\n- Need at least 4GB of VRAM. [^r-training]\n- It is recommended to increase the `batch_size` as much as possible in `config.json` before the `train` command to match the VRAM capacity. Setting `batch_size` to `auto-{init_batch_size}-{max_n_trials}` (or simply `auto`) will automatically increase `batch_size` until OOM error occurs, but may not be useful in some cases.\n- To use `CREPE`, replace `svc pre-hubert` with `svc pre-hubert -fm crepe`.\n- To use `ContentVec` correctly, replace `svc pre-config` with `-t so-vits-svc-4.0v1`. Training may take slightly longer because some weights are reset due to reusing legacy initial generator weights.\n- To use `MS-iSTFT Decoder`, replace `svc pre-config` with `svc pre-config -t quickvc`.\n- Silence removal and volume normalization are automatically performed (as in the upstream repo) and are not required.\n- If you have trained on a large, copyright-free dataset, consider releasing it as an initial model.\n- For further details (e.g. parameters, etc.), you can see the [Wiki](https://github.com/voicepaw/so-vits-svc-fork/wiki) or [Discussions](https://github.com/voicepaw/so-vits-svc-fork/discussions).\n\n[^r-training]: [#456](https://github.com/voicepaw/so-vits-svc-fork/issues/456)\n\n### Further help\n\nFor more details, run `svc -h` or `svc <subcommand> -h`.\n\n```shell\n> svc -h\nUsage: svc [OPTIONS] COMMAND [ARGS]...\n\n so-vits-svc allows any folder structure for training data.\n However, the following folder structure is recommended.\n When training: dataset_raw/{speaker_name}/**/{wav_name}.{any_format}\n When inference: configs/44k/config.json, logs/44k/G_XXXX.pth\n If the folder structure is followed, you DO NOT NEED TO SPECIFY model path, config path, etc.\n (The latest model will be automatically loaded.)\n To train a model, run pre-resample, pre-config, pre-hubert, train.\n To infer a model, run infer.\n\nOptions:\n -h, --help Show this message and exit.\n\nCommands:\n clean Clean up files, only useful if you are using the default file structure\n infer Inference\n onnx Export model to onnx (currently not working)\n pre-classify Classify multiple audio files into multiple files\n pre-config Preprocessing part 2: config\n pre-hubert Preprocessing part 3: hubert If the HuBERT model is not found, it will be...\n pre-resample Preprocessing part 1: resample\n pre-sd Speech diarization using pyannote.audio\n pre-split Split audio files into multiple files\n train Train model If D_0.pth or G_0.pth not found, automatically download from hub.\n train-cluster Train k-means clustering\n vc Realtime inference from microphone\n```\n\n#### External Links\n\n[Video Tutorial](https://www.youtube.com/watch?v=tZn0lcGO5OQ)\n\n## Contributors \u2728\n\nThanks goes to these wonderful people ([emoji key](https://allcontributors.org/docs/en/emoji-key)):\n\n<!-- prettier-ignore-start -->\n<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->\n<!-- prettier-ignore-start -->\n<!-- markdownlint-disable -->\n<table>\n <tbody>\n <tr>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/34j\"><img src=\"https://avatars.githubusercontent.com/u/55338215?v=4?s=80\" width=\"80px;\" alt=\"34j\"/><br /><sub><b>34j</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=34j\" title=\"Code\">\ud83d\udcbb</a> <a href=\"#ideas-34j\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=34j\" title=\"Documentation\">\ud83d\udcd6</a> <a href=\"#example-34j\" title=\"Examples\">\ud83d\udca1</a> <a href=\"#infra-34j\" title=\"Infrastructure (Hosting, Build-Tools, etc)\">\ud83d\ude87</a> <a href=\"#maintenance-34j\" title=\"Maintenance\">\ud83d\udea7</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/pulls?q=is%3Apr+reviewed-by%3A34j\" title=\"Reviewed Pull Requests\">\ud83d\udc40</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=34j\" title=\"Tests\">\u26a0\ufe0f</a> <a href=\"#tutorial-34j\" title=\"Tutorials\">\u2705</a> <a href=\"#promotion-34j\" title=\"Promotion\">\ud83d\udce3</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3A34j\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/GarrettConway\"><img src=\"https://avatars.githubusercontent.com/u/22782004?v=4?s=80\" width=\"80px;\" alt=\"GarrettConway\"/><br /><sub><b>GarrettConway</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=GarrettConway\" title=\"Code\">\ud83d\udcbb</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AGarrettConway\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=GarrettConway\" title=\"Documentation\">\ud83d\udcd6</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/pulls?q=is%3Apr+reviewed-by%3AGarrettConway\" title=\"Reviewed Pull Requests\">\ud83d\udc40</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/BlueAmulet\"><img src=\"https://avatars.githubusercontent.com/u/43395286?v=4?s=80\" width=\"80px;\" alt=\"BlueAmulet\"/><br /><sub><b>BlueAmulet</b></sub></a><br /><a href=\"#ideas-BlueAmulet\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a> <a href=\"#question-BlueAmulet\" title=\"Answering Questions\">\ud83d\udcac</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=BlueAmulet\" title=\"Code\">\ud83d\udcbb</a> <a href=\"#maintenance-BlueAmulet\" title=\"Maintenance\">\ud83d\udea7</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/ThrowawayAccount01\"><img src=\"https://avatars.githubusercontent.com/u/125531852?v=4?s=80\" width=\"80px;\" alt=\"ThrowawayAccount01\"/><br /><sub><b>ThrowawayAccount01</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AThrowawayAccount01\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/MashiroSA\"><img src=\"https://avatars.githubusercontent.com/u/40637516?v=4?s=80\" width=\"80px;\" alt=\"\u7dcb\"/><br /><sub><b>\u7dcb</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=MashiroSA\" title=\"Documentation\">\ud83d\udcd6</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AMashiroSA\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Lordmau5\"><img src=\"https://avatars.githubusercontent.com/u/1345036?v=4?s=80\" width=\"80px;\" alt=\"Lordmau5\"/><br /><sub><b>Lordmau5</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ALordmau5\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=Lordmau5\" title=\"Code\">\ud83d\udcbb</a> <a href=\"#ideas-Lordmau5\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a> <a href=\"#maintenance-Lordmau5\" title=\"Maintenance\">\ud83d\udea7</a> <a href=\"#question-Lordmau5\" title=\"Answering Questions\">\ud83d\udcac</a> <a href=\"#userTesting-Lordmau5\" title=\"User Testing\">\ud83d\udcd3</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/DL909\"><img src=\"https://avatars.githubusercontent.com/u/71912115?v=4?s=80\" width=\"80px;\" alt=\"DL909\"/><br /><sub><b>DL909</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ADL909\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n </tr>\n <tr>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Satisfy256\"><img src=\"https://avatars.githubusercontent.com/u/101394399?v=4?s=80\" width=\"80px;\" alt=\"Satisfy256\"/><br /><sub><b>Satisfy256</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ASatisfy256\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/pierluigizagaria\"><img src=\"https://avatars.githubusercontent.com/u/57801386?v=4?s=80\" width=\"80px;\" alt=\"Pierluigi Zagaria\"/><br /><sub><b>Pierluigi Zagaria</b></sub></a><br /><a href=\"#userTesting-pierluigizagaria\" title=\"User Testing\">\ud83d\udcd3</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/ruckusmattster\"><img src=\"https://avatars.githubusercontent.com/u/77196088?v=4?s=80\" width=\"80px;\" alt=\"ruckusmattster\"/><br /><sub><b>ruckusmattster</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Aruckusmattster\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Desuka-art\"><img src=\"https://avatars.githubusercontent.com/u/111822082?v=4?s=80\" width=\"80px;\" alt=\"Desuka-art\"/><br /><sub><b>Desuka-art</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ADesuka-art\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/heyfixit\"><img src=\"https://avatars.githubusercontent.com/u/41658450?v=4?s=80\" width=\"80px;\" alt=\"heyfixit\"/><br /><sub><b>heyfixit</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=heyfixit\" title=\"Documentation\">\ud83d\udcd6</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://www.youtube.com/c/NerdyRodent\"><img src=\"https://avatars.githubusercontent.com/u/74688049?v=4?s=80\" width=\"80px;\" alt=\"Nerdy Rodent\"/><br /><sub><b>Nerdy Rodent</b></sub></a><br /><a href=\"#video-nerdyrodent\" title=\"Videos\">\ud83d\udcf9</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/xieyumc\"><img src=\"https://avatars.githubusercontent.com/u/47858007?v=4?s=80\" width=\"80px;\" alt=\"\u8c22\u5b87\"/><br /><sub><b>\u8c22\u5b87</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=xieyumc\" title=\"Documentation\">\ud83d\udcd6</a></td>\n </tr>\n <tr>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/ColdCawfee\"><img src=\"https://avatars.githubusercontent.com/u/79474598?v=4?s=80\" width=\"80px;\" alt=\"ColdCawfee\"/><br /><sub><b>ColdCawfee</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AColdCawfee\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/sbersier\"><img src=\"https://avatars.githubusercontent.com/u/34165937?v=4?s=80\" width=\"80px;\" alt=\"sbersier\"/><br /><sub><b>sbersier</b></sub></a><br /><a href=\"#ideas-sbersier\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a> <a href=\"#userTesting-sbersier\" title=\"User Testing\">\ud83d\udcd3</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Asbersier\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Meldoner\"><img src=\"https://avatars.githubusercontent.com/u/43951115?v=4?s=80\" width=\"80px;\" alt=\"Meldoner\"/><br /><sub><b>Meldoner</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AMeldoner\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"#ideas-Meldoner\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=Meldoner\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/mmodeusher\"><img src=\"https://avatars.githubusercontent.com/u/46575920?v=4?s=80\" width=\"80px;\" alt=\"mmodeusher\"/><br /><sub><b>mmodeusher</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Ammodeusher\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/AlonDan\"><img src=\"https://avatars.githubusercontent.com/u/21152334?v=4?s=80\" width=\"80px;\" alt=\"AlonDan\"/><br /><sub><b>AlonDan</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AAlonDan\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Likkkez\"><img src=\"https://avatars.githubusercontent.com/u/44336181?v=4?s=80\" width=\"80px;\" alt=\"Likkkez\"/><br /><sub><b>Likkkez</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ALikkkez\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/DuctTapeGames\"><img src=\"https://avatars.githubusercontent.com/u/84365142?v=4?s=80\" width=\"80px;\" alt=\"Duct Tape Games\"/><br /><sub><b>Duct Tape Games</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ADuctTapeGames\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n </tr>\n <tr>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://tec.hxlxz.com/\"><img src=\"https://avatars.githubusercontent.com/u/6624983?v=4?s=80\" width=\"80px;\" alt=\"Xianglong He\"/><br /><sub><b>Xianglong He</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Ahxl9654\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/75aosu\"><img src=\"https://avatars.githubusercontent.com/u/79185331?v=4?s=80\" width=\"80px;\" alt=\"75aosu\"/><br /><sub><b>75aosu</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3A75aosu\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/tonyco82\"><img src=\"https://avatars.githubusercontent.com/u/56610534?v=4?s=80\" width=\"80px;\" alt=\"tonyco82\"/><br /><sub><b>tonyco82</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Atonyco82\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/yxlllc\"><img src=\"https://avatars.githubusercontent.com/u/33565655?v=4?s=80\" width=\"80px;\" alt=\"yxlllc\"/><br /><sub><b>yxlllc</b></sub></a><br /><a href=\"#ideas-yxlllc\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=yxlllc\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/outhipped\"><img src=\"https://avatars.githubusercontent.com/u/116147475?v=4?s=80\" width=\"80px;\" alt=\"outhipped\"/><br /><sub><b>outhipped</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Aouthipped\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/escoolioinglesias\"><img src=\"https://avatars.githubusercontent.com/u/73505402?v=4?s=80\" width=\"80px;\" alt=\"escoolioinglesias\"/><br /><sub><b>escoolioinglesias</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Aescoolioinglesias\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"#userTesting-escoolioinglesias\" title=\"User Testing\">\ud83d\udcd3</a> <a href=\"#video-escoolioinglesias\" title=\"Videos\">\ud83d\udcf9</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Blacksingh\"><img src=\"https://avatars.githubusercontent.com/u/130872856?v=4?s=80\" width=\"80px;\" alt=\"Blacksingh\"/><br /><sub><b>Blacksingh</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3ABlacksingh\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n </tr>\n <tr>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"http://tybantarnusa.com\"><img src=\"https://avatars.githubusercontent.com/u/9532857?v=4?s=80\" width=\"80px;\" alt=\"Mgs. 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Thoyib Antarnusa</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Atybantarnusa\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/ZeroHackz\"><img src=\"https://avatars.githubusercontent.com/u/15729496?v=4?s=80\" width=\"80px;\" alt=\"Exosfeer\"/><br /><sub><b>Exosfeer</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AZeroHackz\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=ZeroHackz\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/guranon\"><img src=\"https://avatars.githubusercontent.com/u/130421189?v=4?s=80\" width=\"80px;\" alt=\"guranon\"/><br /><sub><b>guranon</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3Aguranon\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"#ideas-guranon\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=guranon\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/alexanderkoumis\"><img src=\"https://avatars.githubusercontent.com/u/5108856?v=4?s=80\" width=\"80px;\" alt=\"Alexander Koumis\"/><br /><sub><b>Alexander Koumis</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=alexanderkoumis\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/acekagami\"><img src=\"https://avatars.githubusercontent.com/u/127201056?v=4?s=80\" width=\"80px;\" alt=\"acekagami\"/><br /><sub><b>acekagami</b></sub></a><br /><a href=\"#translation-acekagami\" title=\"Translation\">\ud83c\udf0d</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Highupech\"><img src=\"https://avatars.githubusercontent.com/u/114140670?v=4?s=80\" width=\"80px;\" alt=\"Highupech\"/><br /><sub><b>Highupech</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AHighupech\" title=\"Bug reports\">\ud83d\udc1b</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Scorpi\"><img src=\"https://avatars.githubusercontent.com/u/969654?v=4?s=80\" width=\"80px;\" alt=\"Scorpi\"/><br /><sub><b>Scorpi</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=Scorpi\" title=\"Code\">\ud83d\udcbb</a></td>\n </tr>\n <tr>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"http://maximxlss.github.io\"><img src=\"https://avatars.githubusercontent.com/u/29152154?v=4?s=80\" width=\"80px;\" alt=\"Maximxls\"/><br /><sub><b>Maximxls</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=maximxlss\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Star3Lord\"><img src=\"https://avatars.githubusercontent.com/u/57606931?v=4?s=80\" width=\"80px;\" alt=\"Star3Lord\"/><br /><sub><b>Star3Lord</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AStar3Lord\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=Star3Lord\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Ph0rk0z\"><img src=\"https://avatars.githubusercontent.com/u/59298527?v=4?s=80\" width=\"80px;\" alt=\"Forkoz\"/><br /><sub><b>Forkoz</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3APh0rk0z\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=Ph0rk0z\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/Zerui18\"><img src=\"https://avatars.githubusercontent.com/u/34794550?v=4?s=80\" width=\"80px;\" alt=\"Zerui Chen\"/><br /><sub><b>Zerui Chen</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=Zerui18\" title=\"Code\">\ud83d\udcbb</a> <a href=\"#ideas-Zerui18\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://www.meimadix.com\"><img src=\"https://avatars.githubusercontent.com/u/653972?v=4?s=80\" width=\"80px;\" alt=\"Roee Shenberg\"/><br /><sub><b>Roee Shenberg</b></sub></a><br /><a href=\"#userTesting-shenberg\" title=\"User Testing\">\ud83d\udcd3</a> <a href=\"#ideas-shenberg\" title=\"Ideas, Planning, & Feedback\">\ud83e\udd14</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=shenberg\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/ShinyJustyZ\"><img src=\"https://avatars.githubusercontent.com/u/65282440?v=4?s=80\" width=\"80px;\" alt=\"Justas\"/><br /><sub><b>Justas</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/issues?q=author%3AShinyJustyZ\" title=\"Bug reports\">\ud83d\udc1b</a> <a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=ShinyJustyZ\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://onako2.github.io/\"><img src=\"https://avatars.githubusercontent.com/u/79749977?v=4?s=80\" width=\"80px;\" alt=\"Onako2\"/><br /><sub><b>Onako2</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=Onako2\" title=\"Documentation\">\ud83d\udcd6</a></td>\n </tr>\n <tr>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/4ll0w3v1l\"><img src=\"https://avatars.githubusercontent.com/u/53517147?v=4?s=80\" width=\"80px;\" alt=\"4ll0w3v1l\"/><br /><sub><b>4ll0w3v1l</b></sub></a><br /><a href=\"https://github.com/voicepaw/so-vits-svc-fork/commits?author=4ll0w3v1l\" title=\"Code\">\ud83d\udcbb</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/SamuelSwartzberg\"><img src=\"https://avatars.githubusercontent.com/u/16353439?v=4?s=80\" width=\"80px;\" alt=\"j5y0V6b\"/><br /><sub><b>j5y0V6b</b></sub></a><br /><a href=\"#security-SamuelSwartzberg\" title=\"Security\">\ud83d\udee1\ufe0f</a></td>\n <td align=\"center\" valign=\"top\" width=\"14.28%\"><a href=\"https://github.com/marcellocirelli\"><img src=\"https://avatars.githubusercontent.com/u/51972090?v=4?s=80\" width=\"80px;\" alt=\"marcellocirelli\"/><br /><sub><b>marcellocirelli</b></sub></a><br /><a 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