base on so-vits-svc fork with realtime support, improved interface and more features. # SoftVC VITS Singing Voice Conversion Fork [简体中文](README_zh_CN.md) <p align="center"> <a href="https://github.com/voicepaw/so-vits-svc-fork/actions/workflows/ci.yml?query=branch%3Amain"> <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" > </a> <a href="https://so-vits-svc-fork.readthedocs.io"> <img src="https://img.shields.io/readthedocs/so-vits-svc-fork.svg?logo=read-the-docs&logoColor=fff&style=flat-square" alt="Documentation Status"> </a> <a href="https://codecov.io/gh/voicepaw/so-vits-svc-fork"> <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"> </a> </p> <p align="center"> <a href="https://python-poetry.org/"> <img src="https://img.shields.io/badge/packaging-poetry-299bd7?style=flat-square&logo=data:image/png;base64,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" alt="Poetry"> </a> <a href="https://github.com/ambv/black"> <img src="https://img.shields.io/badge/code%20style-black-000000.svg?style=flat-square" alt="black"> </a> <a href="https://github.com/pre-commit/pre-commit"> <img src="https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white&style=flat-square" alt="pre-commit"> </a> </p> <p align="center"> <a href="https://pypi.org/project/so-vits-svc-fork/"> <img src="https://img.shields.io/pypi/v/so-vits-svc-fork.svg?logo=python&logoColor=fff&style=flat-square" alt="PyPI Version"> </a> <img src="https://img.shields.io/pypi/pyversions/so-vits-svc-fork.svg?style=flat-square&logo=python&amp;logoColor=fff" alt="Supported Python versions"> <img src="https://img.shields.io/pypi/l/so-vits-svc-fork.svg?style=flat-square" alt="License"> </p> 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 ## No Longer Maintained ### Reasons - Within a year, the technology has evolved enormously and there are many better alternatives - Was hoping to create a more Modular,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 --> <!-- prettier-ignore-start --> <!-- markdownlint-disable --> <table> <tbody> <tr> <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 />_<b>34j</b></a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=34j" title="Code">💻</a> <a href="#ideas-34j" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=34j" title="Documentation">📖</a> <a href="#example-34j" title="Examples">💡</a> <a href="#infra-34j" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a> <a href="#maintenance-34j" title="Maintenance">🚧</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/pulls?q=is%3Apr+reviewed-by%3A34j" title="Reviewed Pull Requests">👀</a> <a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=34j" title="Tests">⚠️</a> <a href="#tutorial-34j" title="Tutorials">✅</a> <a href="#promotion-34j" title="Promotion">📣</a> 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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 />_{<b>Nerdy Rodent</b>}</a><br /><a href="#video-nerdyrodent" title="Videos">📹</a></td> <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="谢宇"/><br />_{<b>谢宇</b>}</a><br /><a href="https://github.com/voicepaw/so-vits-svc-fork/commits?author=xieyumc" title="Documentation">📖</a></td> </tr> <tr> <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 />_{<b>ColdCawfee</b>}</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 />_{<b>sbersier</b>}</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 />_{<b>Meldoner</b>}</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 />_{<b>mmodeusher</b>}</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 />_{<b>AlonDan</b>}</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 />_{<b>Likkkez</b>}</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 />_{<b>Duct Tape Games</b>}</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 />_{<b>Xianglong He</b>}</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 />_{<b>75aosu</b>}</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 />_{<b>tonyco82</b>}</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 />_{<b>yxlllc</b>}</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 />_{<b>outhipped</b>}</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 />_{<b>escoolioinglesias</b>}</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 />_{<b>Blacksingh</b>}</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 />_{<b>Mgs. M. Thoyib Antarnusa</b>}</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 />_{<b>Exosfeer</b>}</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 />_{<b>guranon</b>}</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 />_{<b>Alexander Koumis</b>}</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 />_{<b>acekagami</b>}</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 />_{<b>Highupech</b>}</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 />_{<b>Scorpi</b>}</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 />_{<b>Maximxls</b>}</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 />_{<b>Star3Lord</b>}</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 />_{<b>Forkoz</b>}</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 />_{<b>Zerui Chen</b>}</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 />_{<b>Roee Shenberg</b>}</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 />_{<b>Justas</b>}</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 />_{<b>Onako2</b>}</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 />_{<b>4ll0w3v1l</b>}</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 />_{<b>j5y0V6b</b>}</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 />_{<b>marcellocirelli</b>}</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 />_{<b>Priyanshu Patel</b>}</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 />_{<b>Anna Gorshunova</b>}</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! ", Assign "at most 3 tags" to the expected json: {"id":"1732","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"