Compare commits

...

3 Commits

8 changed files with 345 additions and 0 deletions
+78
View File
@@ -0,0 +1,78 @@
# 🤖 ONNX VC - Agent Guidelines & Architecture Map
This file serves as a guide for AI agents (Gemini, Claude, Cursor, etc.) working on the ONNX Voice Changer repository. It explains the project architecture, directory structure, core conventions, and how to maintain the codebase.
---
## 🛠️ Technology Stack
1. **Backend:** Python 3.10+, WebSocket (using `websockets`), ONNX Runtime, NumPy, PyTorch (only for RVC export).
2. **Frontend:** Next.js 15 (App Router), React 19, TypeScript, Tailwind CSS, Lucide React, Framer Motion.
3. **Voice Conversion:** Retrieval-based Voice Conversion (RVC) models accelerated via ONNX Runtime (CPU, CUDA, DirectML).
---
## 📁 Repository Structure
* [/server.py](file:///M:/Users/ahmad/project/onnx-voice-changer/server.py) — The main WebSocket API server.
* [/frontend/](file:///M:/Users/ahmad/project/onnx-voice-changer/frontend) — Next.js 15 client dashboard app.
* [/frontend-deprecated/](file:///M:/Users/ahmad/project/onnx-voice-changer/frontend-deprecated) — Legacy static single-page web files (HTML/CSS/JS). Do not modify.
* [/docs/](file:///M:/Users/ahmad/project/onnx-voice-changer/docs) — Holds localized README documentation files (Indonesian, Spanish, Japanese, Chinese).
* [/lib/](file:///M:/Users/ahmad/project/onnx-voice-changer/lib) — RVC models and export scripts (e.g. `export_onnx.py`).
* [/weights/](file:///M:/Users/ahmad/project/onnx-voice-changer/weights) — Character voice models (e.g., `weights/HuTao/HuTao.onnx`).
* [/pretrained/](file:///M:/Users/ahmad/project/onnx-voice-changer/pretrained) — Holds the pre-trained `vec-768-layer-12.onnx` ContentVec model.
---
## ⚙️ Core Architecture & Conventions
### 1. Pure API Backend (No Static Hosting)
* **Rule:** The Python backend (`server.py`) operates **strictly as a WebSocket API**.
* **Do NOT** configure Python to serve frontend static pages, build files, or index HTML.
* The Next.js frontend client runs independently (via `npm run dev` or a separate production server).
### 2. WebSocket Audio Pipeline
* Audio chunks are sent to and from the server as **binary WebSocket messages** containing raw `Float32` PCM audio data.
* Configuration changes, telemetry, and status controls are handled using **JSON WebSocket messages** sent in the same connection.
* Always check the message payload type (binary vs. string JSON text) in `server.py`.
### 3. Digital Signal Processing (DSP) Staging
* Audio preprocessing is handled on the server side:
1. **Low-Cut Filter:** Active Butterworth 1st order high-pass filter at 80Hz to eliminate AC hum.
2. **Noise Gate:** Threshold-based silence gate to bypass inference when the user is silent.
3. **Gain Controls:** Input and output gain staging before and after inference.
* Ensure all DSP math is optimized using `numpy` arrays to maintain low latency.
### 4. RVC ONNX Export
* PyTorch RVC models (`.pth`) must be converted to ONNX (`.onnx`) before inference.
* Always use [/lib/export_onnx.py](file:///M:/Users/ahmad/project/onnx-voice-changer/lib/export_onnx.py) for conversion:
```bash
python lib/export_onnx.py --model_name <CharacterFolder>
```
---
## 🎨 Frontend Design Guidelines
* **Responsive Layout:** Must support mobile and desktop views, utilizing a collapsible sidebar.
* **Themes & Accent Colors:** Supports dark/light mode toggling, with a custom accent color system (Purple, Blue, Emerald, Rose, Amber) stored in state.
* **i18n Translation:** Do not hardcode English/Indonesian strings. Ensure all labels, warnings, and messages are registered in [translations.ts](file:///M:/Users/ahmad/project/onnx-voice-changer/frontend/src/utils/translations.ts).
---
## 🏃 Useful Development Commands
### Running Backend
```bash
python server.py --host 127.0.0.1 --port 8765 --device cuda
```
### Running Frontend Dev Server
```bash
cd frontend
npm run dev
```
### Building Frontend Production Server
```bash
cd frontend
npm run build
npm run start
```
+201
View File
@@ -0,0 +1,201 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf
of the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if distributed along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the Work text from the License, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of the purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright 2026 Kanara Technology
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
+5
View File
@@ -169,3 +169,8 @@ To achieve low latency without output artifacts, the audio processing utilizes:
## 🤝 Credits & Acknowledgements
* **Made with ❤️ by [Kanara Technology](https://github.com/kanaratechnologyindonesia)** (Mirror: [git.kanara.tech](https://git.kanara.tech/kanara))
* Powered by [ONNX Runtime](https://onnxruntime.ai/) and [Retrieval-based Voice Conversion (RVC)](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI)
---
## 📄 License
This project is licensed under the Apache License 2.0. See the [LICENSE](file:///M:/Users/ahmad/project/onnx-voice-changer/LICENSE) file for details.
+5
View File
@@ -169,3 +169,8 @@ Para lograr una latencia baja sin artefactos de salida, el procesamiento de audi
## 🤝 Créditos y Agradecimientos
* **Hecho con ❤️ por [Kanara Technology](https://github.com/kanaratechnologyindonesia)** (Espejo: [git.kanara.tech](https://git.kanara.tech/kanara))
* Impulsado por [ONNX Runtime](https://onnxruntime.ai/) y [Retrieval-based Voice Conversion (RVC)](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI)
---
## 📄 Licencia
Este proyecto está licenciado bajo la Apache License 2.0. Consulte el archivo [LICENSE](file:///M:/Users/ahmad/project/onnx-voice-changer/LICENSE) para más detalles.
+5
View File
@@ -169,3 +169,8 @@ Untuk mencapai latensi rendah tanpa artifak output, pemrosesan audio menggunakan
## 🤝 Kredit & Penghargaan
* **Dibuat dengan ❤️ oleh [Kanara Technology](https://github.com/kanaratechnologyindonesia)** (Mirror: [git.kanara.tech](https://git.kanara.tech/kanara))
* Ditenagai oleh [ONNX Runtime](https://onnxruntime.ai/) dan [Retrieval-based Voice Conversion (RVC)](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI)
---
## 📄 Lisensi
Proyek ini dilisensikan di bawah Apache License 2.0. Lihat file [LICENSE](file:///M:/Users/ahmad/project/onnx-voice-changer/LICENSE) untuk informasi lebih lanjut.
+5
View File
@@ -169,3 +169,8 @@ python server.py --host 127.0.0.1 --port 8765 --device cuda
## 🤝 クレジットと謝辞
* **[Kanara Technology](https://github.com/kanaratechnologyindonesia)** (ミラー: [git.kanara.tech](https://git.kanara.tech/kanara)) **により ❤️ を込めて制作されました**
* [ONNX Runtime](https://onnxruntime.ai/) および [Retrieval-based Voice Conversion (RVC)](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI) を使用しています
---
## 📄 ライセンス
このプロジェクトは Apache License 2.0 の下でライセンスされています。詳細は [LICENSE](file:///M:/Users/ahmad/project/onnx-voice-changer/LICENSE) ファイルを参照してください。
+5
View File
@@ -169,3 +169,8 @@ python server.py --host 127.0.0.1 --port 8765 --device cuda
## 🤝 鸣谢与贡献
* **由 [Kanara Technology](https://github.com/kanaratechnologyindonesia)** (镜像: [git.kanara.tech](https://git.kanara.tech/kanara)) **用 ❤️ 制作**
* 基于 [ONNX Runtime](https://onnxruntime.ai/) 和 [Retrieval-based Voice Conversion (RVC)](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI)
---
## 📄 许可证
本项目采用 Apache 2.0 许可证进行授权。详情请参阅 [LICENSE](file:///M:/Users/ahmad/project/onnx-voice-changer/LICENSE) 文件。
+41
View File
@@ -0,0 +1,41 @@
# ⚠️ Deprecated Frontend
This directory contains the original, legacy single-page static HTML/CSS/JS frontend application for the ONNX Voice Changer.
---
## 🚫 Status: Deprecated
This frontend is **no longer maintained or active**.
### Why?
1. **Upgraded Dashboard:** The voice changer client has been completely refactored and rewritten as a premium **Next.js 15 (TypeScript & Tailwind CSS)** application, which is now located in the main [/frontend](file:///M:/Users/ahmad/project/onnx-voice-changer/frontend) workspace.
2. **Pure API Backend:** The Python backend (`server.py`) has been simplified to run as a pure WebSocket API backend and no longer hosts static files.
---
## 📂 Files Included
* `index.html` — The legacy single-page layout.
* `styles.css` — Legacy stylesheets.
* `app.js` — Legacy Audio DSP processing and WebSocket integration.
---
## 🏃 Running the Deprecated Client (Reference Only)
If you still want to run this legacy frontend for reference, you can serve this directory using any static file server:
### Option A: Using Python
```bash
python -m http.server 3000
```
### Option B: Using Node (npx)
```bash
npx serve . -p 3000
```
After serving, open **`http://localhost:3000`** in your browser. Ensure the Python WebSocket backend (`server.py`) is running on port `8765`.
---
## 🤝 Credits & Acknowledgements
* **Made with ❤️ by [Kanara Technology](https://github.com/kanaratechnologyindonesia)** (Mirror: [git.kanara.tech](https://git.kanara.tech/kanara))