liumaolin
commited on
Commit
·
86f7d71
1
Parent(s):
8f68d0a
docs: add comprehensive usage manual for MoYoYo.tts
Browse files- Create `USAGE.md` covering installation, configuration, usage, API reference, and troubleshooting.
- Include detailed guides for Quick and Advanced Modes, setup instructions, and pipeline visualization.
- Document backend and frontend configurations, running processes, and language-specific setups.
- Add examples for training, inference, and voice library management via both API and UI.
- USAGE.md +1718 -0
- USAGE_CN.md +1776 -0
- development.md +0 -0
USAGE.md
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|
| 1 |
+
# MoYoYo.tts Usage Manual
|
| 2 |
+
|
| 3 |
+
## Table of Contents
|
| 4 |
+
|
| 5 |
+
- [Introduction](#introduction)
|
| 6 |
+
- [System Requirements](#system-requirements)
|
| 7 |
+
- [Installation Guide](#installation-guide)
|
| 8 |
+
- [Install uv Package Manager](#31-install-uv-package-manager)
|
| 9 |
+
- [Python Environment Setup](#32-python-environment-setup)
|
| 10 |
+
- [Download Required Data Files](#33-download-required-data-files)
|
| 11 |
+
- [Frontend Setup](#34-frontend-setup)
|
| 12 |
+
- [Configuration](#configuration)
|
| 13 |
+
- [Backend API Configuration](#41-backend-api-configuration)
|
| 14 |
+
- [Frontend Configuration](#42-frontend-configuration)
|
| 15 |
+
- [Running the Application](#running-the-application)
|
| 16 |
+
- [Start Backend API Server](#51-start-backend-api-server)
|
| 17 |
+
- [Start Frontend Electron App](#52-start-frontend-electron-app)
|
| 18 |
+
- [Usage Guide](#usage-guide)
|
| 19 |
+
- [First-Time Setup](#61-first-time-setup)
|
| 20 |
+
- [Quick Mode - Voice Cloning for Beginners](#62-quick-mode---voice-cloning-for-beginners)
|
| 21 |
+
- [Advanced Mode - Expert Voice Cloning](#63-advanced-mode---expert-voice-cloning)
|
| 22 |
+
- [Text-to-Speech Generation](#64-text-to-speech-generation)
|
| 23 |
+
- [Voice Library Management](#65-voice-library-management)
|
| 24 |
+
- [API Reference](#api-reference)
|
| 25 |
+
- [Troubleshooting](#troubleshooting)
|
| 26 |
+
- [Development](#development)
|
| 27 |
+
|
| 28 |
+
---
|
| 29 |
+
|
| 30 |
+
## Introduction
|
| 31 |
+
|
| 32 |
+
MoYoYo.tts is a comprehensive voice cloning and text-to-speech system that combines:
|
| 33 |
+
|
| 34 |
+
- **Backend API**: FastAPI-based REST API for voice training and inference
|
| 35 |
+
- **Frontend Application**: Electron + Vue desktop app with intuitive UI
|
| 36 |
+
|
| 37 |
+
The system is built on GPT-SoVITS technology, enabling high-quality voice cloning with minimal training data (as little as 5 seconds of audio).
|
| 38 |
+
|
| 39 |
+
**Target Audience**:
|
| 40 |
+
- End users who want to create custom voices for text-to-speech
|
| 41 |
+
- Developers integrating voice synthesis into applications
|
| 42 |
+
- Researchers experimenting with voice cloning technology
|
| 43 |
+
|
| 44 |
+
**Key Features**:
|
| 45 |
+
- Quick Mode: One-click voice cloning for beginners
|
| 46 |
+
- Advanced Mode: Fine-grained control over training pipeline
|
| 47 |
+
- Real-time progress tracking via Server-Sent Events (SSE)
|
| 48 |
+
- Multi-language support (Chinese, English, Japanese)
|
| 49 |
+
- GPU acceleration with CUDA support
|
| 50 |
+
|
| 51 |
+
---
|
| 52 |
+
|
| 53 |
+
## System Requirements
|
| 54 |
+
|
| 55 |
+
### Software Requirements
|
| 56 |
+
|
| 57 |
+
| Component | Version | Notes |
|
| 58 |
+
|-----------|---------|-------|
|
| 59 |
+
| **Python** | 3.10 - 3.12 | Python 3.11 recommended |
|
| 60 |
+
| **Node.js** | >= 18.x | For frontend development |
|
| 61 |
+
| **uv** | Latest | Python package manager |
|
| 62 |
+
| **CUDA** | 12.6 or 12.8 | Optional, for GPU acceleration |
|
| 63 |
+
|
| 64 |
+
### Hardware Requirements
|
| 65 |
+
|
| 66 |
+
| Component | Minimum | Recommended |
|
| 67 |
+
|-----------|---------|-------------|
|
| 68 |
+
| **CPU** | Dual-core | Quad-core or better |
|
| 69 |
+
| **RAM** | 16 GB | 32 GB (for training) |
|
| 70 |
+
| **GPU** | None (CPU mode) | NVIDIA GPU with 6GB+ VRAM |
|
| 71 |
+
| **Storage** | 20 GB free | 50 GB+ for multiple voices |
|
| 72 |
+
|
| 73 |
+
**GPU Notes**:
|
| 74 |
+
- GPU is optional but significantly speeds up training (5-10x faster)
|
| 75 |
+
- NVIDIA GPUs with CUDA 12.6 or 12.8 support recommended
|
| 76 |
+
- AMD GPUs and Apple Silicon currently not supported for training
|
| 77 |
+
|
| 78 |
+
---
|
| 79 |
+
|
| 80 |
+
## Installation Guide
|
| 81 |
+
|
| 82 |
+
### 3.1 Install uv Package Manager
|
| 83 |
+
|
| 84 |
+
uv is a fast Python package installer and resolver that replaces pip.
|
| 85 |
+
|
| 86 |
+
**macOS / Linux**:
|
| 87 |
+
```bash
|
| 88 |
+
curl -LsSf https://astral.sh/uv/install.sh | sh
|
| 89 |
+
```
|
| 90 |
+
|
| 91 |
+
**Windows** (PowerShell):
|
| 92 |
+
```powershell
|
| 93 |
+
powershell -c "irm https://astral.sh/uv/install.ps1 | iex"
|
| 94 |
+
```
|
| 95 |
+
|
| 96 |
+
Verify installation:
|
| 97 |
+
```bash
|
| 98 |
+
uv --version
|
| 99 |
+
```
|
| 100 |
+
|
| 101 |
+
### 3.2 Python Environment Setup
|
| 102 |
+
|
| 103 |
+
The project uses `uv` for dependency management with a `pyproject.toml` configuration. The setup process is streamlined into a single command.
|
| 104 |
+
|
| 105 |
+
**Step 1: Navigate to Project Directory**
|
| 106 |
+
```bash
|
| 107 |
+
cd GPT-SoVITS
|
| 108 |
+
```
|
| 109 |
+
|
| 110 |
+
**Step 2: Sync All Dependencies**
|
| 111 |
+
```bash
|
| 112 |
+
# This single command will:
|
| 113 |
+
# - Create a virtual environment (.venv)
|
| 114 |
+
# - Install Python 3.11 (or your specified version)
|
| 115 |
+
# - Install all dependencies from pyproject.toml
|
| 116 |
+
# - Install the correct PyTorch version for your platform
|
| 117 |
+
uv sync
|
| 118 |
+
```
|
| 119 |
+
|
| 120 |
+
**Step 3: Activate Environment**
|
| 121 |
+
|
| 122 |
+
macOS / Linux:
|
| 123 |
+
```bash
|
| 124 |
+
source .venv/bin/activate
|
| 125 |
+
```
|
| 126 |
+
|
| 127 |
+
Windows:
|
| 128 |
+
```cmd
|
| 129 |
+
.venv\Scripts\activate
|
| 130 |
+
```
|
| 131 |
+
|
| 132 |
+
You should see `(.venv)` prefix in your terminal prompt.
|
| 133 |
+
|
| 134 |
+
**How Platform-Specific PyTorch Installation Works**:
|
| 135 |
+
|
| 136 |
+
The `pyproject.toml` automatically selects the appropriate PyTorch version:
|
| 137 |
+
- **macOS**: Installs CPU-only PyTorch (Apple Silicon uses CPU mode)
|
| 138 |
+
- **Linux**: Installs CUDA 12.6 PyTorch by default
|
| 139 |
+
- **Windows**: Manually select CUDA version (see below)
|
| 140 |
+
|
| 141 |
+
**Windows Users - Choose CUDA Version**:
|
| 142 |
+
|
| 143 |
+
For Windows, you need to specify the PyTorch index explicitly:
|
| 144 |
+
|
| 145 |
+
**CUDA 12.6** (default):
|
| 146 |
+
```bash
|
| 147 |
+
uv sync
|
| 148 |
+
```
|
| 149 |
+
|
| 150 |
+
**CUDA 12.8**:
|
| 151 |
+
```bash
|
| 152 |
+
uv sync --index pytorch-cu128
|
| 153 |
+
```
|
| 154 |
+
|
| 155 |
+
**CPU Only** (no GPU):
|
| 156 |
+
```bash
|
| 157 |
+
uv sync --index pytorch-cpu
|
| 158 |
+
```
|
| 159 |
+
|
| 160 |
+
**Verify Installation**:
|
| 161 |
+
```bash
|
| 162 |
+
# Check Python version
|
| 163 |
+
python --version # Should show Python 3.11.x
|
| 164 |
+
|
| 165 |
+
# Check PyTorch installation
|
| 166 |
+
python -c "import torch; print(f'PyTorch: {torch.__version__}')"
|
| 167 |
+
|
| 168 |
+
# Check CUDA availability (if you have GPU)
|
| 169 |
+
python -c "import torch; print(f'CUDA Available: {torch.cuda.is_available()}')"
|
| 170 |
+
```
|
| 171 |
+
|
| 172 |
+
### 3.3 Download Required Data Files
|
| 173 |
+
|
| 174 |
+
The following data files are required for text processing and voice training.
|
| 175 |
+
|
| 176 |
+
#### NLTK Data (Required for Text Processing)
|
| 177 |
+
|
| 178 |
+
NLTK (Natural Language Toolkit) data is used for text tokenization and processing.
|
| 179 |
+
|
| 180 |
+
```bash
|
| 181 |
+
# Download from ModelScope
|
| 182 |
+
wget https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained/resolve/master/nltk_data.zip
|
| 183 |
+
|
| 184 |
+
# Extract to Python environment
|
| 185 |
+
unzip -q -o nltk_data.zip -d .venv/
|
| 186 |
+
|
| 187 |
+
# Clean up
|
| 188 |
+
rm nltk_data.zip
|
| 189 |
+
```
|
| 190 |
+
|
| 191 |
+
**Size**: ~10 MB
|
| 192 |
+
**Time**: < 1 minute
|
| 193 |
+
|
| 194 |
+
#### Open JTalk Dictionary (Required for Japanese)
|
| 195 |
+
|
| 196 |
+
Open JTalk is required for Japanese text-to-speech processing.
|
| 197 |
+
|
| 198 |
+
```bash
|
| 199 |
+
# Get pyopenjtalk installation path
|
| 200 |
+
PYOPENJTALK_PATH=$(python -c "import os, pyopenjtalk; print(os.path.dirname(pyopenjtalk.__file__))")
|
| 201 |
+
|
| 202 |
+
# Download from ModelScope
|
| 203 |
+
wget https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained/resolve/master/open_jtalk_dic_utf_8-1.11.tar.gz
|
| 204 |
+
|
| 205 |
+
# Extract to pyopenjtalk directory
|
| 206 |
+
tar -xzf open_jtalk_dic_utf_8-1.11.tar.gz -C "$PYOPENJTALK_PATH"
|
| 207 |
+
|
| 208 |
+
# Clean up
|
| 209 |
+
rm open_jtalk_dic_utf_8-1.11.tar.gz
|
| 210 |
+
```
|
| 211 |
+
|
| 212 |
+
**Size**: ~50 MB
|
| 213 |
+
**Time**: < 2 minutes
|
| 214 |
+
|
| 215 |
+
|
| 216 |
+
### 3.4 Frontend Setup
|
| 217 |
+
|
| 218 |
+
The frontend is an Electron application built with Vue.js.
|
| 219 |
+
|
| 220 |
+
```bash
|
| 221 |
+
# Navigate to frontend directory
|
| 222 |
+
cd tts-voice-app
|
| 223 |
+
|
| 224 |
+
# Install Node.js dependencies
|
| 225 |
+
npm install
|
| 226 |
+
```
|
| 227 |
+
|
| 228 |
+
**Time**: 2-5 minutes
|
| 229 |
+
**Note**: This installs all required Node.js packages including Electron, Vue, and UI components.
|
| 230 |
+
|
| 231 |
+
---
|
| 232 |
+
|
| 233 |
+
## Configuration
|
| 234 |
+
|
| 235 |
+
### 4.1 Backend API Configuration
|
| 236 |
+
|
| 237 |
+
The backend uses environment variables for configuration. Create a `.env` file in the project root for custom settings.
|
| 238 |
+
|
| 239 |
+
**Create `.env` file** (optional, defaults work for local development):
|
| 240 |
+
|
| 241 |
+
```bash
|
| 242 |
+
# Deployment Mode
|
| 243 |
+
# Options: local, server
|
| 244 |
+
DEPLOYMENT_MODE=local
|
| 245 |
+
|
| 246 |
+
# API Server Settings
|
| 247 |
+
API_HOST=0.0.0.0
|
| 248 |
+
API_PORT=8000
|
| 249 |
+
|
| 250 |
+
# Data Storage Paths
|
| 251 |
+
DATA_DIR=~/.moyoyo-tts/data
|
| 252 |
+
SQLITE_PATH=~/.moyoyo-tts/data/tasks.db
|
| 253 |
+
|
| 254 |
+
# Training Settings
|
| 255 |
+
LOCAL_MAX_WORKERS=1 # Number of concurrent training tasks
|
| 256 |
+
```
|
| 257 |
+
|
| 258 |
+
**Configuration Options**:
|
| 259 |
+
|
| 260 |
+
| Variable | Default | Description |
|
| 261 |
+
|----------|---------|-------------|
|
| 262 |
+
| `DEPLOYMENT_MODE` | `local` | Deployment environment (local/server) |
|
| 263 |
+
| `API_HOST` | `0.0.0.0` | API server bind address |
|
| 264 |
+
| `API_PORT` | `8000` | API server port |
|
| 265 |
+
| `DATA_DIR` | `~/.moyoyo-tts/data` | Directory for data storage |
|
| 266 |
+
| `SQLITE_PATH` | `~/.moyoyo-tts/data/tasks.db` | SQLite database path |
|
| 267 |
+
| `LOCAL_MAX_WORKERS` | `1` | Max concurrent training tasks |
|
| 268 |
+
|
| 269 |
+
**Notes**:
|
| 270 |
+
- `API_HOST=0.0.0.0` allows connections from any network interface
|
| 271 |
+
- `LOCAL_MAX_WORKERS=1` prevents memory issues on systems with limited RAM
|
| 272 |
+
- Increase `LOCAL_MAX_WORKERS` on high-end systems to train multiple voices simultaneously
|
| 273 |
+
|
| 274 |
+
### 4.2 Frontend Configuration
|
| 275 |
+
|
| 276 |
+
The frontend requires minimal configuration for local development.
|
| 277 |
+
|
| 278 |
+
**Default Settings**:
|
| 279 |
+
- **API Endpoint**: `http://localhost:8000`
|
| 280 |
+
- **Voice Storage**: `~/.moyoyo-tts/voices/`
|
| 281 |
+
- **Model Storage**: `GPT_SoVITS/pretrained_models/`
|
| 282 |
+
|
| 283 |
+
**Auto-Configuration**:
|
| 284 |
+
The Electron app will:
|
| 285 |
+
1. Automatically detect and connect to the local API server
|
| 286 |
+
2. Create required directories on first launch
|
| 287 |
+
3. Download missing models via the Model Setup page
|
| 288 |
+
|
| 289 |
+
No manual configuration needed for standard usage.
|
| 290 |
+
|
| 291 |
+
---
|
| 292 |
+
|
| 293 |
+
## Running the Application
|
| 294 |
+
|
| 295 |
+
### 5.1 Start Backend API Server
|
| 296 |
+
|
| 297 |
+
**Step 1: Activate Python Environment**
|
| 298 |
+
|
| 299 |
+
```bash
|
| 300 |
+
# Navigate to project directory
|
| 301 |
+
cd GPT-SoVITS
|
| 302 |
+
|
| 303 |
+
# Activate virtual environment
|
| 304 |
+
source .venv/bin/activate # macOS/Linux
|
| 305 |
+
.venv\Scripts\activate # Windows
|
| 306 |
+
```
|
| 307 |
+
|
| 308 |
+
**Step 2: Start the API Server**
|
| 309 |
+
|
| 310 |
+
Method 1 - Using the main script:
|
| 311 |
+
```bash
|
| 312 |
+
cd api_server
|
| 313 |
+
python app/main.py
|
| 314 |
+
```
|
| 315 |
+
|
| 316 |
+
Method 2 - Using uvicorn directly:
|
| 317 |
+
```bash
|
| 318 |
+
uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload
|
| 319 |
+
```
|
| 320 |
+
|
| 321 |
+
**Expected Output**:
|
| 322 |
+
```
|
| 323 |
+
INFO: Started server process [12345]
|
| 324 |
+
INFO: Waiting for application startup.
|
| 325 |
+
INFO: Application startup complete.
|
| 326 |
+
INFO: Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
|
| 327 |
+
```
|
| 328 |
+
|
| 329 |
+
**API Documentation**:
|
| 330 |
+
Once the server is running, access interactive API documentation:
|
| 331 |
+
|
| 332 |
+
- **Swagger UI**: http://localhost:8000/docs
|
| 333 |
+
- **ReDoc**: http://localhost:8000/redoc
|
| 334 |
+
- **OpenAPI JSON**: http://localhost:8000/openapi.json
|
| 335 |
+
|
| 336 |
+
**Health Check**:
|
| 337 |
+
```bash
|
| 338 |
+
curl http://localhost:8000/health
|
| 339 |
+
# Expected: {"status": "healthy"}
|
| 340 |
+
```
|
| 341 |
+
|
| 342 |
+
### 5.2 Start Frontend Electron App
|
| 343 |
+
|
| 344 |
+
**Step 1: Open New Terminal**
|
| 345 |
+
|
| 346 |
+
Keep the backend server running and open a new terminal window.
|
| 347 |
+
|
| 348 |
+
**Step 2: Navigate to Frontend Directory**
|
| 349 |
+
|
| 350 |
+
```bash
|
| 351 |
+
cd tts-voice-app
|
| 352 |
+
```
|
| 353 |
+
|
| 354 |
+
**Step 3: Start Development Mode**
|
| 355 |
+
|
| 356 |
+
```bash
|
| 357 |
+
npm run dev
|
| 358 |
+
```
|
| 359 |
+
|
| 360 |
+
**Expected Output**:
|
| 361 |
+
```
|
| 362 |
+
> tts-voice-app@1.0.0 dev
|
| 363 |
+
> electron-vite dev
|
| 364 |
+
|
| 365 |
+
VITE v4.x.x ready in xxx ms
|
| 366 |
+
➜ Local: http://localhost:5173/
|
| 367 |
+
➜ Network: use --host to expose
|
| 368 |
+
|
| 369 |
+
Electron app starting...
|
| 370 |
+
```
|
| 371 |
+
|
| 372 |
+
The Electron application will launch automatically with hot-reload enabled for development.
|
| 373 |
+
|
| 374 |
+
**Features in Development Mode**:
|
| 375 |
+
- Hot module replacement (HMR) for instant UI updates
|
| 376 |
+
- Vue DevTools integration
|
| 377 |
+
- Console logging for debugging
|
| 378 |
+
- Automatic restart on main process changes
|
| 379 |
+
|
| 380 |
+
---
|
| 381 |
+
|
| 382 |
+
## Usage Guide
|
| 383 |
+
|
| 384 |
+
### 6.1 First-Time Setup
|
| 385 |
+
|
| 386 |
+
When you first launch the Electron app, you'll need to download required models.
|
| 387 |
+
|
| 388 |
+
**Setup Process**:
|
| 389 |
+
|
| 390 |
+
1. **Launch the Electron App**
|
| 391 |
+
```bash
|
| 392 |
+
cd tts-voice-app
|
| 393 |
+
npm run dev
|
| 394 |
+
```
|
| 395 |
+
|
| 396 |
+
2. **Model Setup Page**
|
| 397 |
+
- The app automatically detects missing models
|
| 398 |
+
- You'll be redirected to the Model Setup page
|
| 399 |
+
|
| 400 |
+
3. **Download Models**
|
| 401 |
+
- Click "Download All Models" button
|
| 402 |
+
- Models to be downloaded:
|
| 403 |
+
- **Pretrained Models**: 4.56 GB
|
| 404 |
+
- **G2PW Model**: 588.86 MB
|
| 405 |
+
- **FunASR**: 1.09 GB
|
| 406 |
+
- **Faster Whisper**: 2.85 GB
|
| 407 |
+
- Total download size: ~9 GB
|
| 408 |
+
|
| 409 |
+
4. **Monitor Progress**
|
| 410 |
+
- Real-time progress bars show download status
|
| 411 |
+
- Estimated time: 10-30 minutes (depends on connection)
|
| 412 |
+
- Downloads can be paused and resumed
|
| 413 |
+
|
| 414 |
+
5. **Setup Complete**
|
| 415 |
+
- Once all models are downloaded, click "Continue"
|
| 416 |
+
- You'll be redirected to the main TTS page
|
| 417 |
+
- The app is now ready to use
|
| 418 |
+
|
| 419 |
+
**Troubleshooting**:
|
| 420 |
+
- If downloads fail, check your internet connection
|
| 421 |
+
- Verify you have ~10 GB free disk space
|
| 422 |
+
- For manual installation, see section 3.3
|
| 423 |
+
|
| 424 |
+
### 6.2 Quick Mode - Voice Cloning for Beginners
|
| 425 |
+
|
| 426 |
+
Quick Mode provides a simplified workflow for users who want to create a voice clone quickly without technical knowledge.
|
| 427 |
+
|
| 428 |
+
#### Using the API
|
| 429 |
+
|
| 430 |
+
**Step 1: Upload Audio File**
|
| 431 |
+
|
| 432 |
+
```bash
|
| 433 |
+
curl -X POST http://localhost:8000/api/v1/files \
|
| 434 |
+
-F "file=@path/to/voice_sample.wav" \
|
| 435 |
+
-F "purpose=training"
|
| 436 |
+
```
|
| 437 |
+
|
| 438 |
+
**Response**:
|
| 439 |
+
```json
|
| 440 |
+
{
|
| 441 |
+
"file_id": "550e8400-e29b-41d4-a716-446655440000",
|
| 442 |
+
"filename": "voice_sample.wav",
|
| 443 |
+
"size": 1234567,
|
| 444 |
+
"purpose": "training"
|
| 445 |
+
}
|
| 446 |
+
```
|
| 447 |
+
|
| 448 |
+
**Step 2: Create Training Task**
|
| 449 |
+
|
| 450 |
+
```bash
|
| 451 |
+
curl -X POST http://localhost:8000/api/v1/tasks \
|
| 452 |
+
-H "Content-Type: application/json" \
|
| 453 |
+
-d '{
|
| 454 |
+
"exp_name": "my_voice",
|
| 455 |
+
"audio_file_id": "550e8400-e29b-41d4-a716-446655440000",
|
| 456 |
+
"options": {
|
| 457 |
+
"version": "v2",
|
| 458 |
+
"language": "zh",
|
| 459 |
+
"quality": "standard"
|
| 460 |
+
}
|
| 461 |
+
}'
|
| 462 |
+
```
|
| 463 |
+
|
| 464 |
+
**Response**:
|
| 465 |
+
```json
|
| 466 |
+
{
|
| 467 |
+
"id": "task-uuid-here",
|
| 468 |
+
"status": "queued",
|
| 469 |
+
"exp_name": "my_voice",
|
| 470 |
+
"created_at": "2026-01-23T10:30:00Z"
|
| 471 |
+
}
|
| 472 |
+
```
|
| 473 |
+
|
| 474 |
+
**Step 3: Monitor Progress**
|
| 475 |
+
|
| 476 |
+
Using Server-Sent Events (SSE):
|
| 477 |
+
```bash
|
| 478 |
+
curl -N http://localhost:8000/api/v1/tasks/task-uuid-here/progress
|
| 479 |
+
```
|
| 480 |
+
|
| 481 |
+
**Progress Events**:
|
| 482 |
+
```
|
| 483 |
+
event: progress
|
| 484 |
+
data: {"stage": "audio_slice", "progress": 25, "message": "Slicing audio..."}
|
| 485 |
+
|
| 486 |
+
event: progress
|
| 487 |
+
data: {"stage": "sovits_train", "progress": 50, "message": "Training SoVITS model..."}
|
| 488 |
+
|
| 489 |
+
event: complete
|
| 490 |
+
data: {"status": "completed", "voice_id": "voice-uuid-here"}
|
| 491 |
+
```
|
| 492 |
+
|
| 493 |
+
#### Quality Presets
|
| 494 |
+
|
| 495 |
+
| Preset | SoVITS Epochs | GPT Epochs | Est. Time | Quality |
|
| 496 |
+
|--------|---------------|------------|-----------|---------|
|
| 497 |
+
| **fast** | 4 | 8 | ~10 min | Good for testing |
|
| 498 |
+
| **standard** | 8 | 15 | ~20 min | Balanced quality/speed |
|
| 499 |
+
| **high** | 16 | 30 | ~40 min | Best quality |
|
| 500 |
+
|
| 501 |
+
**Recommendations**:
|
| 502 |
+
- Use `fast` for quick tests and previews
|
| 503 |
+
- Use `standard` for most production use cases
|
| 504 |
+
- Use `high` for professional applications requiring maximum quality
|
| 505 |
+
|
| 506 |
+
#### Using the UI
|
| 507 |
+
|
| 508 |
+
**Step 1: Navigate to Voice Clone Page**
|
| 509 |
+
- Click "Voice Clone" in the sidebar
|
| 510 |
+
- Or use keyboard shortcut: `Ctrl/Cmd + N`
|
| 511 |
+
|
| 512 |
+
**Step 2: Upload Audio Sample**
|
| 513 |
+
- Click "Upload Audio" button
|
| 514 |
+
- Select a WAV or MP3 file
|
| 515 |
+
- **Requirements**:
|
| 516 |
+
- Duration: 5-30 seconds recommended
|
| 517 |
+
- Quality: Clear voice, minimal background noise
|
| 518 |
+
- Content: Natural speech, not singing or shouting
|
| 519 |
+
|
| 520 |
+
**Step 3: Configure Training**
|
| 521 |
+
- **Voice Name**: Enter a unique name (e.g., "John's Voice")
|
| 522 |
+
- **Language**: Select primary language (Chinese, English, Japanese)
|
| 523 |
+
- **Quality Preset**: Choose from fast/standard/high
|
| 524 |
+
|
| 525 |
+
**Step 4: Start Training**
|
| 526 |
+
- Click "Start Training" button
|
| 527 |
+
- The task will be queued and processing will begin
|
| 528 |
+
|
| 529 |
+
**Step 5: Monitor Progress**
|
| 530 |
+
- Progress bar shows overall completion
|
| 531 |
+
- Current stage displayed (e.g., "Training SoVITS model...")
|
| 532 |
+
- Estimated time remaining shown
|
| 533 |
+
- You can navigate away and check back later
|
| 534 |
+
|
| 535 |
+
**Step 6: Training Complete**
|
| 536 |
+
- You'll receive a notification when complete
|
| 537 |
+
- The voice automatically appears in Voice Library
|
| 538 |
+
- You can immediately use it for TTS generation
|
| 539 |
+
|
| 540 |
+
**Tips for Best Results**:
|
| 541 |
+
- Use high-quality audio (preferably 48kHz WAV)
|
| 542 |
+
- Ensure consistent tone and speaking style
|
| 543 |
+
- Avoid audio with music or sound effects
|
| 544 |
+
- 10-15 seconds is the sweet spot for sample length
|
| 545 |
+
- Multiple short samples can be combined
|
| 546 |
+
|
| 547 |
+
### 6.3 Advanced Mode - Expert Voice Cloning
|
| 548 |
+
|
| 549 |
+
Advanced Mode provides granular control over each stage of the voice training pipeline. This is recommended for users who want to fine-tune training parameters.
|
| 550 |
+
|
| 551 |
+
#### Training Pipeline Stages
|
| 552 |
+
|
| 553 |
+
The complete training pipeline consists of 7 stages:
|
| 554 |
+
|
| 555 |
+
1. **Audio Slice**: Split audio into segments
|
| 556 |
+
2. **ASR** (Automatic Speech Recognition): Transcribe audio to text
|
| 557 |
+
3. **Text Feature**: Extract text embeddings
|
| 558 |
+
4. **Hubert Feature**: Extract audio features
|
| 559 |
+
5. **Semantic Token**: Generate semantic tokens
|
| 560 |
+
6. **SoVITS Train**: Train voice synthesis model
|
| 561 |
+
7. **GPT Train**: Train text-to-semantic model
|
| 562 |
+
|
| 563 |
+
#### Stage Dependencies
|
| 564 |
+
|
| 565 |
+
```
|
| 566 |
+
audio_slice → asr → text_feature → sovits_train
|
| 567 |
+
↘ ↗
|
| 568 |
+
hubert_feature → semantic_token → gpt_train
|
| 569 |
+
```
|
| 570 |
+
|
| 571 |
+
**Important**: Each stage must wait for its dependencies to complete.
|
| 572 |
+
|
| 573 |
+
#### Using the API
|
| 574 |
+
|
| 575 |
+
**Step 1: Create Experiment**
|
| 576 |
+
|
| 577 |
+
```bash
|
| 578 |
+
curl -X POST http://localhost:8000/api/v1/experiments \
|
| 579 |
+
-H "Content-Type: application/json" \
|
| 580 |
+
-d '{
|
| 581 |
+
"exp_name": "my_custom_voice",
|
| 582 |
+
"version": "v2",
|
| 583 |
+
"audio_file_id": "file-uuid-here"
|
| 584 |
+
}'
|
| 585 |
+
```
|
| 586 |
+
|
| 587 |
+
**Response**:
|
| 588 |
+
```json
|
| 589 |
+
{
|
| 590 |
+
"id": "exp-uuid-here",
|
| 591 |
+
"exp_name": "my_custom_voice",
|
| 592 |
+
"version": "v2",
|
| 593 |
+
"stages": {
|
| 594 |
+
"audio_slice": {"status": "pending"},
|
| 595 |
+
"asr": {"status": "pending"},
|
| 596 |
+
"text_feature": {"status": "pending"},
|
| 597 |
+
"hubert_feature": {"status": "pending"},
|
| 598 |
+
"semantic_token": {"status": "pending"},
|
| 599 |
+
"sovits_train": {"status": "pending"},
|
| 600 |
+
"gpt_train": {"status": "pending"}
|
| 601 |
+
}
|
| 602 |
+
}
|
| 603 |
+
```
|
| 604 |
+
|
| 605 |
+
**Step 2: Execute Stages Individually**
|
| 606 |
+
|
| 607 |
+
**Stage 1 - Audio Slice**:
|
| 608 |
+
```bash
|
| 609 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/audio_slice \
|
| 610 |
+
-H "Content-Type: application/json" \
|
| 611 |
+
-d '{
|
| 612 |
+
"threshold": -34,
|
| 613 |
+
"min_length": 4000,
|
| 614 |
+
"min_interval": 300,
|
| 615 |
+
"hop_size": 10,
|
| 616 |
+
"max_silence_kept": 500
|
| 617 |
+
}'
|
| 618 |
+
```
|
| 619 |
+
|
| 620 |
+
**Parameters**:
|
| 621 |
+
- `threshold`: dB threshold for silence detection (-60 to 0, default: -34)
|
| 622 |
+
- `min_length`: Minimum segment length in ms (1000-10000, default: 4000)
|
| 623 |
+
- `min_interval`: Minimum silence interval in ms (0-3000, default: 300)
|
| 624 |
+
- `hop_size`: Analysis window hop size in ms (default: 10)
|
| 625 |
+
- `max_silence_kept`: Maximum silence to keep in ms (default: 500)
|
| 626 |
+
|
| 627 |
+
**Stage 2 - ASR**:
|
| 628 |
+
```bash
|
| 629 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/asr \
|
| 630 |
+
-H "Content-Type: application/json" \
|
| 631 |
+
-d '{
|
| 632 |
+
"model": "达摩 ASR (中文)",
|
| 633 |
+
"language": "zh"
|
| 634 |
+
}'
|
| 635 |
+
```
|
| 636 |
+
|
| 637 |
+
**ASR Models**:
|
| 638 |
+
- `达摩 ASR (中文)`: DamoASR for Chinese (best for Chinese)
|
| 639 |
+
- `Faster Whisper (多语言)`: Faster Whisper for multilingual
|
| 640 |
+
|
| 641 |
+
**Stage 3 - Text Feature**:
|
| 642 |
+
```bash
|
| 643 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/text_feature \
|
| 644 |
+
-H "Content-Type: application/json" \
|
| 645 |
+
-d '{
|
| 646 |
+
"language": "zh"
|
| 647 |
+
}'
|
| 648 |
+
```
|
| 649 |
+
|
| 650 |
+
**Stage 4 - Hubert Feature**:
|
| 651 |
+
```bash
|
| 652 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/hubert_feature \
|
| 653 |
+
-H "Content-Type: application/json" \
|
| 654 |
+
-d '{}'
|
| 655 |
+
```
|
| 656 |
+
|
| 657 |
+
**Stage 5 - Semantic Token**:
|
| 658 |
+
```bash
|
| 659 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/semantic_token \
|
| 660 |
+
-H "Content-Type: application/json" \
|
| 661 |
+
-d '{}'
|
| 662 |
+
```
|
| 663 |
+
|
| 664 |
+
**Stage 6 - SoVITS Train**:
|
| 665 |
+
```bash
|
| 666 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/sovits_train \
|
| 667 |
+
-H "Content-Type: application/json" \
|
| 668 |
+
-d '{
|
| 669 |
+
"total_epoch": 8,
|
| 670 |
+
"batch_size": 4,
|
| 671 |
+
"save_every_epoch": 4,
|
| 672 |
+
"text_low_lr_rate": 0.4,
|
| 673 |
+
"if_save_latest": true,
|
| 674 |
+
"if_save_every_weights": true,
|
| 675 |
+
"version": "v2"
|
| 676 |
+
}'
|
| 677 |
+
```
|
| 678 |
+
|
| 679 |
+
**Parameters**:
|
| 680 |
+
- `total_epoch`: Total training epochs (4-32, default: 8)
|
| 681 |
+
- `batch_size`: Batch size (1-40, default: 4)
|
| 682 |
+
- `save_every_epoch`: Save checkpoint every N epochs (1-50, default: 4)
|
| 683 |
+
- `text_low_lr_rate`: Text encoder learning rate multiplier (0.2-1.0, default: 0.4)
|
| 684 |
+
|
| 685 |
+
**Stage 7 - GPT Train**:
|
| 686 |
+
```bash
|
| 687 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/gpt_train \
|
| 688 |
+
-H "Content-Type: application/json" \
|
| 689 |
+
-d '{
|
| 690 |
+
"total_epoch": 15,
|
| 691 |
+
"batch_size": 4,
|
| 692 |
+
"save_every_epoch": 5,
|
| 693 |
+
"if_save_latest": true,
|
| 694 |
+
"if_save_every_weights": true,
|
| 695 |
+
"version": "v2"
|
| 696 |
+
}'
|
| 697 |
+
```
|
| 698 |
+
|
| 699 |
+
**Step 3: Monitor Stage Progress**
|
| 700 |
+
|
| 701 |
+
Each stage provides real-time progress via SSE:
|
| 702 |
+
|
| 703 |
+
```bash
|
| 704 |
+
curl -N http://localhost:8000/api/v1/experiments/exp-uuid/stages/sovits_train/progress
|
| 705 |
+
```
|
| 706 |
+
|
| 707 |
+
**Progress Events**:
|
| 708 |
+
```
|
| 709 |
+
event: progress
|
| 710 |
+
data: {"epoch": 2, "total_epochs": 8, "progress": 25, "loss": 0.234}
|
| 711 |
+
|
| 712 |
+
event: progress
|
| 713 |
+
data: {"epoch": 4, "total_epochs": 8, "progress": 50, "loss": 0.189}
|
| 714 |
+
|
| 715 |
+
event: complete
|
| 716 |
+
data: {"status": "completed", "final_loss": 0.142}
|
| 717 |
+
```
|
| 718 |
+
|
| 719 |
+
#### Using the UI
|
| 720 |
+
|
| 721 |
+
**Step 1: Create New Experiment**
|
| 722 |
+
- Navigate to "Advanced Mode" page
|
| 723 |
+
- Click "New Experiment"
|
| 724 |
+
- Enter experiment name and upload audio
|
| 725 |
+
|
| 726 |
+
**Step 2: Configure Each Stage**
|
| 727 |
+
- Click on a stage card to expand settings
|
| 728 |
+
- Adjust parameters (or use preset defaults)
|
| 729 |
+
- Click "Run Stage" to execute
|
| 730 |
+
|
| 731 |
+
**Step 3: Monitor Pipeline**
|
| 732 |
+
- Visual pipeline diagram shows stage status
|
| 733 |
+
- Green: Completed, Blue: Running, Gray: Pending
|
| 734 |
+
- Click any stage to view detailed logs
|
| 735 |
+
|
| 736 |
+
**Step 4: Iterate and Refine**
|
| 737 |
+
- Review results after each stage
|
| 738 |
+
- Adjust parameters and re-run if needed
|
| 739 |
+
- Export final model when satisfied
|
| 740 |
+
|
| 741 |
+
**Advanced Tips**:
|
| 742 |
+
- Use lower `batch_size` (2-4) on GPUs with limited memory
|
| 743 |
+
- Increase `total_epoch` for better quality with sufficient data
|
| 744 |
+
- Save checkpoints frequently (`save_every_epoch`) to recover from interruptions
|
| 745 |
+
- Monitor loss values - should decrease over epochs
|
| 746 |
+
|
| 747 |
+
### 6.4 Text-to-Speech Generation
|
| 748 |
+
|
| 749 |
+
Once you have trained a voice, you can use it to generate speech from text.
|
| 750 |
+
|
| 751 |
+
#### Using the API
|
| 752 |
+
|
| 753 |
+
**Basic TTS Request**:
|
| 754 |
+
```bash
|
| 755 |
+
curl -X POST http://localhost:8000/api/v1/inference/tts \
|
| 756 |
+
-H "Content-Type: application/json" \
|
| 757 |
+
-d '{
|
| 758 |
+
"text": "Hello, this is a test of text-to-speech synthesis.",
|
| 759 |
+
"voice_id": "voice-uuid-here",
|
| 760 |
+
"speed": 1.0,
|
| 761 |
+
"emotion": "auto"
|
| 762 |
+
}'
|
| 763 |
+
```
|
| 764 |
+
|
| 765 |
+
**Response**:
|
| 766 |
+
```json
|
| 767 |
+
{
|
| 768 |
+
"audio_url": "http://localhost:8000/api/v1/files/audio-uuid-here",
|
| 769 |
+
"duration": 3.2,
|
| 770 |
+
"format": "wav"
|
| 771 |
+
}
|
| 772 |
+
```
|
| 773 |
+
|
| 774 |
+
**Parameters**:
|
| 775 |
+
- `text` (required): Text to synthesize (max 5000 characters)
|
| 776 |
+
- `voice_id` (required): UUID of trained voice
|
| 777 |
+
- `speed` (optional): Speaking speed multiplier (0.5 - 2.0, default: 1.0)
|
| 778 |
+
- `emotion` (optional): Emotion style (auto, neutral, happy, sad)
|
| 779 |
+
- `seed` (optional): Random seed for reproducibility
|
| 780 |
+
|
| 781 |
+
**Download Generated Audio**:
|
| 782 |
+
```bash
|
| 783 |
+
curl -o output.wav http://localhost:8000/api/v1/files/audio-uuid-here
|
| 784 |
+
```
|
| 785 |
+
|
| 786 |
+
#### Using the UI
|
| 787 |
+
|
| 788 |
+
**Step 1: Navigate to TTS Page**
|
| 789 |
+
- Click "Text to Speech" in sidebar
|
| 790 |
+
- Or use keyboard shortcut: `Ctrl/Cmd + T`
|
| 791 |
+
|
| 792 |
+
**Step 2: Select Voice**
|
| 793 |
+
- Open voice dropdown
|
| 794 |
+
- Select a trained voice from the list
|
| 795 |
+
- Preview button lets you hear a sample
|
| 796 |
+
|
| 797 |
+
**Step 3: Enter Text**
|
| 798 |
+
- Type or paste text into the text area
|
| 799 |
+
- Character count shown (max 5000)
|
| 800 |
+
- Supports multi-line text
|
| 801 |
+
|
| 802 |
+
**Step 4: Adjust Settings**
|
| 803 |
+
- **Speed**: Drag slider or enter value (0.5x - 2.0x)
|
| 804 |
+
- 0.5x: Very slow, clear enunciation
|
| 805 |
+
- 1.0x: Natural speaking pace
|
| 806 |
+
- 1.5x: Fast, still intelligible
|
| 807 |
+
- 2.0x: Very fast
|
| 808 |
+
- **Emotion**: Select from dropdown (if supported by model)
|
| 809 |
+
- Auto: Infer from text
|
| 810 |
+
- Neutral: Flat, factual delivery
|
| 811 |
+
- Happy: Upbeat, positive tone
|
| 812 |
+
- Sad: Somber, melancholic tone
|
| 813 |
+
|
| 814 |
+
**Step 5: Generate**
|
| 815 |
+
- Click "Generate" button
|
| 816 |
+
- Processing takes 2-5 seconds
|
| 817 |
+
- Progress indicator shown
|
| 818 |
+
|
| 819 |
+
**Step 6: Listen and Download**
|
| 820 |
+
- Audio player appears automatically
|
| 821 |
+
- Click play button to listen
|
| 822 |
+
- Click download button to save WAV file
|
| 823 |
+
- Share button to copy shareable link
|
| 824 |
+
|
| 825 |
+
**Text Guidelines**:
|
| 826 |
+
- Use proper punctuation for natural pauses
|
| 827 |
+
- Break long text into sentences
|
| 828 |
+
- Use quotation marks for dialogue
|
| 829 |
+
- All-caps for emphasis (use sparingly)
|
| 830 |
+
|
| 831 |
+
**Tips for Natural Speech**:
|
| 832 |
+
- Add commas for breath pauses
|
| 833 |
+
- Use ellipsis (...) for trailing off
|
| 834 |
+
- Question marks affect intonation
|
| 835 |
+
- Exclamation points add emphasis
|
| 836 |
+
|
| 837 |
+
### 6.5 Voice Library Management
|
| 838 |
+
|
| 839 |
+
The Voice Library is where all your trained voices are stored and managed.
|
| 840 |
+
|
| 841 |
+
#### Using the API
|
| 842 |
+
|
| 843 |
+
**List All Voices**:
|
| 844 |
+
```bash
|
| 845 |
+
curl http://localhost:8000/api/v1/files?purpose=training
|
| 846 |
+
```
|
| 847 |
+
|
| 848 |
+
**Response**:
|
| 849 |
+
```json
|
| 850 |
+
{
|
| 851 |
+
"files": [
|
| 852 |
+
{
|
| 853 |
+
"id": "voice-uuid-1",
|
| 854 |
+
"filename": "john_voice",
|
| 855 |
+
"created_at": "2026-01-20T10:30:00Z",
|
| 856 |
+
"size": 1234567,
|
| 857 |
+
"metadata": {
|
| 858 |
+
"language": "zh",
|
| 859 |
+
"quality": "standard",
|
| 860 |
+
"duration": 12.5
|
| 861 |
+
}
|
| 862 |
+
},
|
| 863 |
+
{
|
| 864 |
+
"id": "voice-uuid-2",
|
| 865 |
+
"filename": "mary_voice",
|
| 866 |
+
"created_at": "2026-01-21T14:20:00Z",
|
| 867 |
+
"size": 2345678,
|
| 868 |
+
"metadata": {
|
| 869 |
+
"language": "en",
|
| 870 |
+
"quality": "high",
|
| 871 |
+
"duration": 18.3
|
| 872 |
+
}
|
| 873 |
+
}
|
| 874 |
+
]
|
| 875 |
+
}
|
| 876 |
+
```
|
| 877 |
+
|
| 878 |
+
**Get Voice Details**:
|
| 879 |
+
```bash
|
| 880 |
+
curl http://localhost:8000/api/v1/files/voice-uuid-1
|
| 881 |
+
```
|
| 882 |
+
|
| 883 |
+
**Delete Voice**:
|
| 884 |
+
```bash
|
| 885 |
+
curl -X DELETE http://localhost:8000/api/v1/files/voice-uuid-1
|
| 886 |
+
```
|
| 887 |
+
|
| 888 |
+
**Export Voice Model**:
|
| 889 |
+
```bash
|
| 890 |
+
curl -o voice_model.zip http://localhost:8000/api/v1/voices/voice-uuid-1/export
|
| 891 |
+
```
|
| 892 |
+
|
| 893 |
+
#### Using the UI
|
| 894 |
+
|
| 895 |
+
**Browse Voice Library**:
|
| 896 |
+
- Navigate to "Voice Library" page
|
| 897 |
+
- Voices displayed as cards with:
|
| 898 |
+
- Voice name
|
| 899 |
+
- Language and quality badges
|
| 900 |
+
- Creation date
|
| 901 |
+
- Sample duration
|
| 902 |
+
- Preview waveform
|
| 903 |
+
|
| 904 |
+
**Voice Card Actions**:
|
| 905 |
+
- **Play**: Listen to voice sample
|
| 906 |
+
- **Edit**: Rename or update metadata
|
| 907 |
+
- **Export**: Download voice model files
|
| 908 |
+
- **Delete**: Remove voice (with confirmation)
|
| 909 |
+
|
| 910 |
+
**Search and Filter**:
|
| 911 |
+
- Search bar: Filter by voice name
|
| 912 |
+
- Language filter: Show only specific languages
|
| 913 |
+
- Quality filter: Show only specific quality presets
|
| 914 |
+
- Sort options:
|
| 915 |
+
- Name (A-Z)
|
| 916 |
+
- Date created (newest first)
|
| 917 |
+
- Date created (oldest first)
|
| 918 |
+
- File size
|
| 919 |
+
|
| 920 |
+
**Bulk Operations**:
|
| 921 |
+
- Select multiple voices (Shift+Click)
|
| 922 |
+
- Export selected voices as ZIP
|
| 923 |
+
- Delete selected voices
|
| 924 |
+
- Tag selected voices
|
| 925 |
+
|
| 926 |
+
**Voice Details Panel**:
|
| 927 |
+
Click on any voice card to view:
|
| 928 |
+
- Full training parameters
|
| 929 |
+
- Training history and logs
|
| 930 |
+
- Model file sizes
|
| 931 |
+
- Sample audio clips
|
| 932 |
+
- Export and sharing options
|
| 933 |
+
|
| 934 |
+
**Organization Tips**:
|
| 935 |
+
- Use descriptive names (e.g., "John_Professional", "Mary_Casual")
|
| 936 |
+
- Tag voices by project or use case
|
| 937 |
+
- Export important voices as backups
|
| 938 |
+
- Delete test voices to save space
|
| 939 |
+
|
| 940 |
+
---
|
| 941 |
+
|
| 942 |
+
## API Reference
|
| 943 |
+
|
| 944 |
+
### Quick Mode Endpoints
|
| 945 |
+
|
| 946 |
+
#### Tasks
|
| 947 |
+
|
| 948 |
+
**Create Task** - Start a one-click voice training task
|
| 949 |
+
```http
|
| 950 |
+
POST /api/v1/tasks
|
| 951 |
+
Content-Type: application/json
|
| 952 |
+
|
| 953 |
+
{
|
| 954 |
+
"exp_name": "string",
|
| 955 |
+
"audio_file_id": "uuid",
|
| 956 |
+
"options": {
|
| 957 |
+
"version": "v2",
|
| 958 |
+
"language": "zh|en|ja",
|
| 959 |
+
"quality": "fast|standard|high"
|
| 960 |
+
}
|
| 961 |
+
}
|
| 962 |
+
```
|
| 963 |
+
|
| 964 |
+
**List Tasks** - Get all tasks
|
| 965 |
+
```http
|
| 966 |
+
GET /api/v1/tasks?status=queued|running|completed|failed
|
| 967 |
+
```
|
| 968 |
+
|
| 969 |
+
**Get Task** - Get specific task details
|
| 970 |
+
```http
|
| 971 |
+
GET /api/v1/tasks/{task_id}
|
| 972 |
+
```
|
| 973 |
+
|
| 974 |
+
**Cancel Task** - Cancel a running task
|
| 975 |
+
```http
|
| 976 |
+
DELETE /api/v1/tasks/{task_id}
|
| 977 |
+
```
|
| 978 |
+
|
| 979 |
+
**Task Progress** - Real-time progress via SSE
|
| 980 |
+
```http
|
| 981 |
+
GET /api/v1/tasks/{task_id}/progress
|
| 982 |
+
Accept: text/event-stream
|
| 983 |
+
```
|
| 984 |
+
|
| 985 |
+
### Advanced Mode Endpoints
|
| 986 |
+
|
| 987 |
+
#### Experiments
|
| 988 |
+
|
| 989 |
+
**Create Experiment** - Initialize a new training experiment
|
| 990 |
+
```http
|
| 991 |
+
POST /api/v1/experiments
|
| 992 |
+
Content-Type: application/json
|
| 993 |
+
|
| 994 |
+
{
|
| 995 |
+
"exp_name": "string",
|
| 996 |
+
"version": "v2",
|
| 997 |
+
"audio_file_id": "uuid"
|
| 998 |
+
}
|
| 999 |
+
```
|
| 1000 |
+
|
| 1001 |
+
**Get Experiment** - Get experiment details
|
| 1002 |
+
```http
|
| 1003 |
+
GET /api/v1/experiments/{exp_id}
|
| 1004 |
+
```
|
| 1005 |
+
|
| 1006 |
+
**List Experiments** - Get all experiments
|
| 1007 |
+
```http
|
| 1008 |
+
GET /api/v1/experiments?status=pending|running|completed
|
| 1009 |
+
```
|
| 1010 |
+
|
| 1011 |
+
**Delete Experiment** - Delete experiment and all data
|
| 1012 |
+
```http
|
| 1013 |
+
DELETE /api/v1/experiments/{exp_id}
|
| 1014 |
+
```
|
| 1015 |
+
|
| 1016 |
+
#### Stages
|
| 1017 |
+
|
| 1018 |
+
**Execute Stage** - Run a specific pipeline stage
|
| 1019 |
+
```http
|
| 1020 |
+
POST /api/v1/experiments/{exp_id}/stages/{stage_type}
|
| 1021 |
+
Content-Type: application/json
|
| 1022 |
+
|
| 1023 |
+
{
|
| 1024 |
+
// Stage-specific parameters
|
| 1025 |
+
}
|
| 1026 |
+
```
|
| 1027 |
+
|
| 1028 |
+
**Stage Types**:
|
| 1029 |
+
- `audio_slice`
|
| 1030 |
+
- `asr`
|
| 1031 |
+
- `text_feature`
|
| 1032 |
+
- `hubert_feature`
|
| 1033 |
+
- `semantic_token`
|
| 1034 |
+
- `sovits_train`
|
| 1035 |
+
- `gpt_train`
|
| 1036 |
+
|
| 1037 |
+
**Get Stage Status** - Get status of a specific stage
|
| 1038 |
+
```http
|
| 1039 |
+
GET /api/v1/experiments/{exp_id}/stages/{stage_type}
|
| 1040 |
+
```
|
| 1041 |
+
|
| 1042 |
+
**Get All Stage Statuses** - Get status of all stages
|
| 1043 |
+
```http
|
| 1044 |
+
GET /api/v1/experiments/{exp_id}/stages
|
| 1045 |
+
```
|
| 1046 |
+
|
| 1047 |
+
**Stage Progress** - Real-time stage progress via SSE
|
| 1048 |
+
```http
|
| 1049 |
+
GET /api/v1/experiments/{exp_id}/stages/{stage_type}/progress
|
| 1050 |
+
Accept: text/event-stream
|
| 1051 |
+
```
|
| 1052 |
+
|
| 1053 |
+
**Get Stage Schema** - Get parameters schema for a stage
|
| 1054 |
+
```http
|
| 1055 |
+
GET /api/v1/stages/{stage_type}/schema
|
| 1056 |
+
```
|
| 1057 |
+
|
| 1058 |
+
### Common Endpoints
|
| 1059 |
+
|
| 1060 |
+
#### Files
|
| 1061 |
+
|
| 1062 |
+
**Upload File** - Upload audio or data file
|
| 1063 |
+
```http
|
| 1064 |
+
POST /api/v1/files
|
| 1065 |
+
Content-Type: multipart/form-data
|
| 1066 |
+
|
| 1067 |
+
file: binary
|
| 1068 |
+
purpose: training|inference
|
| 1069 |
+
```
|
| 1070 |
+
|
| 1071 |
+
**List Files** - Get all uploaded files
|
| 1072 |
+
```http
|
| 1073 |
+
GET /api/v1/files?purpose=training|inference
|
| 1074 |
+
```
|
| 1075 |
+
|
| 1076 |
+
**Get File** - Download a specific file
|
| 1077 |
+
```http
|
| 1078 |
+
GET /api/v1/files/{file_id}
|
| 1079 |
+
```
|
| 1080 |
+
|
| 1081 |
+
**Delete File** - Delete a file
|
| 1082 |
+
```http
|
| 1083 |
+
DELETE /api/v1/files/{file_id}
|
| 1084 |
+
```
|
| 1085 |
+
|
| 1086 |
+
#### Inference
|
| 1087 |
+
|
| 1088 |
+
**Text-to-Speech** - Generate speech from text
|
| 1089 |
+
```http
|
| 1090 |
+
POST /api/v1/inference/tts
|
| 1091 |
+
Content-Type: application/json
|
| 1092 |
+
|
| 1093 |
+
{
|
| 1094 |
+
"text": "string",
|
| 1095 |
+
"voice_id": "uuid",
|
| 1096 |
+
"speed": 1.0,
|
| 1097 |
+
"emotion": "auto|neutral|happy|sad",
|
| 1098 |
+
"seed": 42
|
| 1099 |
+
}
|
| 1100 |
+
```
|
| 1101 |
+
|
| 1102 |
+
**Get Voice Info** - Get voice model information
|
| 1103 |
+
```http
|
| 1104 |
+
GET /api/v1/voices/{voice_id}
|
| 1105 |
+
```
|
| 1106 |
+
|
| 1107 |
+
#### Configuration
|
| 1108 |
+
|
| 1109 |
+
**Get Stage Presets** - Get preset configurations for stages
|
| 1110 |
+
```http
|
| 1111 |
+
GET /api/v1/stages/presets
|
| 1112 |
+
```
|
| 1113 |
+
|
| 1114 |
+
**Health Check** - Check API server health
|
| 1115 |
+
```http
|
| 1116 |
+
GET /health
|
| 1117 |
+
```
|
| 1118 |
+
|
| 1119 |
+
**Full OpenAPI specification available at**: http://localhost:8000/openapi.json
|
| 1120 |
+
|
| 1121 |
+
---
|
| 1122 |
+
|
| 1123 |
+
## Troubleshooting
|
| 1124 |
+
|
| 1125 |
+
### Backend Issues
|
| 1126 |
+
|
| 1127 |
+
#### Port Already in Use
|
| 1128 |
+
|
| 1129 |
+
**Symptom**: Error message `Address already in use` when starting server.
|
| 1130 |
+
|
| 1131 |
+
**Solution 1** - Change port in `.env`:
|
| 1132 |
+
```bash
|
| 1133 |
+
echo "API_PORT=8001" >> .env
|
| 1134 |
+
python app/main.py
|
| 1135 |
+
```
|
| 1136 |
+
|
| 1137 |
+
**Solution 2** - Find and kill process using port:
|
| 1138 |
+
```bash
|
| 1139 |
+
# macOS/Linux
|
| 1140 |
+
lsof -ti:8000 | xargs kill -9
|
| 1141 |
+
|
| 1142 |
+
# Windows
|
| 1143 |
+
netstat -ano | findstr :8000
|
| 1144 |
+
taskkill /PID <pid> /F
|
| 1145 |
+
```
|
| 1146 |
+
|
| 1147 |
+
#### Database Errors
|
| 1148 |
+
|
| 1149 |
+
**Symptom**: `sqlite3.OperationalError` or database corruption messages.
|
| 1150 |
+
|
| 1151 |
+
**Solution** - Reset database:
|
| 1152 |
+
```bash
|
| 1153 |
+
# Backup existing database (optional)
|
| 1154 |
+
cp ~/.moyoyo-tts/data/tasks.db ~/.moyoyo-tts/data/tasks.db.backup
|
| 1155 |
+
|
| 1156 |
+
# Remove corrupted database
|
| 1157 |
+
rm ~/.moyoyo-tts/data/tasks.db
|
| 1158 |
+
|
| 1159 |
+
# Restart API server (database will be recreated)
|
| 1160 |
+
python app/main.py
|
| 1161 |
+
```
|
| 1162 |
+
|
| 1163 |
+
#### Training Fails Immediately
|
| 1164 |
+
|
| 1165 |
+
**Symptom**: Training starts but fails within seconds.
|
| 1166 |
+
|
| 1167 |
+
**Diagnosis**:
|
| 1168 |
+
```bash
|
| 1169 |
+
# Check GPU availability
|
| 1170 |
+
python -c "import torch; print(torch.cuda.is_available())"
|
| 1171 |
+
|
| 1172 |
+
# Check CUDA version
|
| 1173 |
+
python -c "import torch; print(torch.version.cuda)"
|
| 1174 |
+
|
| 1175 |
+
# Check disk space
|
| 1176 |
+
df -h
|
| 1177 |
+
```
|
| 1178 |
+
|
| 1179 |
+
**Solutions**:
|
| 1180 |
+
1. **No GPU**: System will use CPU (slower but works)
|
| 1181 |
+
2. **CUDA mismatch**: Reinstall PyTorch with correct CUDA version
|
| 1182 |
+
3. **Out of disk space**: Free up at least 10GB
|
| 1183 |
+
4. **Out of memory**: Reduce `batch_size` in training parameters
|
| 1184 |
+
|
| 1185 |
+
#### Python Environment Issues
|
| 1186 |
+
|
| 1187 |
+
**Symptom**: `ModuleNotFoundError` or import errors.
|
| 1188 |
+
|
| 1189 |
+
**Solution**:
|
| 1190 |
+
```bash
|
| 1191 |
+
# Verify environment is activated
|
| 1192 |
+
which python # Should show path in .venv
|
| 1193 |
+
|
| 1194 |
+
# Reinstall all dependencies
|
| 1195 |
+
uv sync --reinstall
|
| 1196 |
+
|
| 1197 |
+
# Or force reinstall from scratch
|
| 1198 |
+
rm -rf .venv
|
| 1199 |
+
uv sync
|
| 1200 |
+
|
| 1201 |
+
# Check for missing packages
|
| 1202 |
+
uv pip list
|
| 1203 |
+
```
|
| 1204 |
+
|
| 1205 |
+
### Frontend Issues
|
| 1206 |
+
|
| 1207 |
+
#### Cannot Connect to API
|
| 1208 |
+
|
| 1209 |
+
**Symptom**: Frontend shows "Cannot connect to server" error.
|
| 1210 |
+
|
| 1211 |
+
**Diagnosis**:
|
| 1212 |
+
```bash
|
| 1213 |
+
# Check if backend is running
|
| 1214 |
+
curl http://localhost:8000/health
|
| 1215 |
+
|
| 1216 |
+
# Check network connectivity
|
| 1217 |
+
ping localhost
|
| 1218 |
+
```
|
| 1219 |
+
|
| 1220 |
+
**Solutions**:
|
| 1221 |
+
1. **Backend not running**: Start backend server (see section 5.1)
|
| 1222 |
+
2. **Wrong port**: Check backend is on port 8000
|
| 1223 |
+
3. **Firewall**: Allow connections to localhost:8000
|
| 1224 |
+
4. **CORS error**: Check CORS settings in backend `.env`
|
| 1225 |
+
|
| 1226 |
+
#### Models Not Downloading
|
| 1227 |
+
|
| 1228 |
+
**Symptom**: Model download fails or hangs indefinitely.
|
| 1229 |
+
|
| 1230 |
+
**Solutions**:
|
| 1231 |
+
1. **Check internet connection**:
|
| 1232 |
+
```bash
|
| 1233 |
+
curl -I https://www.modelscope.cn
|
| 1234 |
+
```
|
| 1235 |
+
|
| 1236 |
+
2. **Check disk space**:
|
| 1237 |
+
```bash
|
| 1238 |
+
df -h # Need ~10GB free
|
| 1239 |
+
```
|
| 1240 |
+
|
| 1241 |
+
3. **Manual download**: See section 3.3 for manual installation
|
| 1242 |
+
|
| 1243 |
+
4. **Proxy issues**: Configure proxy settings:
|
| 1244 |
+
```bash
|
| 1245 |
+
export http_proxy=http://proxy.example.com:8080
|
| 1246 |
+
export https_proxy=http://proxy.example.com:8080
|
| 1247 |
+
```
|
| 1248 |
+
|
| 1249 |
+
#### Electron App Won't Start
|
| 1250 |
+
|
| 1251 |
+
**Symptom**: App crashes on launch or shows blank screen.
|
| 1252 |
+
|
| 1253 |
+
**Solution 1** - Clear cache and rebuild:
|
| 1254 |
+
```bash
|
| 1255 |
+
# Navigate to frontend directory
|
| 1256 |
+
cd tts-voice-app
|
| 1257 |
+
|
| 1258 |
+
# Clear cache
|
| 1259 |
+
rm -rf node_modules package-lock.json dist .vite
|
| 1260 |
+
|
| 1261 |
+
# Reinstall dependencies
|
| 1262 |
+
npm install
|
| 1263 |
+
|
| 1264 |
+
# Rebuild
|
| 1265 |
+
npm run dev
|
| 1266 |
+
```
|
| 1267 |
+
|
| 1268 |
+
**Solution 2** - Check Node.js version:
|
| 1269 |
+
```bash
|
| 1270 |
+
node --version # Should be >= 18.x
|
| 1271 |
+
|
| 1272 |
+
# Update Node.js if needed
|
| 1273 |
+
nvm install 18
|
| 1274 |
+
nvm use 18
|
| 1275 |
+
```
|
| 1276 |
+
|
| 1277 |
+
**Solution 3** - Check Electron logs:
|
| 1278 |
+
```bash
|
| 1279 |
+
# macOS
|
| 1280 |
+
~/Library/Logs/tts-voice-app/
|
| 1281 |
+
|
| 1282 |
+
# Linux
|
| 1283 |
+
~/.config/tts-voice-app/logs/
|
| 1284 |
+
|
| 1285 |
+
# Windows
|
| 1286 |
+
%APPDATA%\tts-voice-app\logs\
|
| 1287 |
+
```
|
| 1288 |
+
|
| 1289 |
+
### Common Errors
|
| 1290 |
+
|
| 1291 |
+
#### "PYTHONPATH not set" Error
|
| 1292 |
+
|
| 1293 |
+
**Symptom**: Import errors related to `GPT_SoVITS` module.
|
| 1294 |
+
|
| 1295 |
+
**Cause**: The API server needs to find the main project directory.
|
| 1296 |
+
|
| 1297 |
+
**Solution**: The API automatically sets `PYTHONPATH`, but verify:
|
| 1298 |
+
```bash
|
| 1299 |
+
# Check project structure
|
| 1300 |
+
ls GPT-SoVITS/ # Should contain *.py files
|
| 1301 |
+
|
| 1302 |
+
# Set manually if needed
|
| 1303 |
+
export PYTHONPATH=/Users/coldish/workspace/GPT-SoVITS:$PYTHONPATH
|
| 1304 |
+
```
|
| 1305 |
+
|
| 1306 |
+
#### "Model not found" Error
|
| 1307 |
+
|
| 1308 |
+
**Symptom**: Training fails with "Cannot find pretrained model" message.
|
| 1309 |
+
|
| 1310 |
+
**Diagnosis**:
|
| 1311 |
+
```bash
|
| 1312 |
+
# Check if models exist
|
| 1313 |
+
ls GPT_SoVITS/pretrained_models/
|
| 1314 |
+
# Should show: s1bert25hz-2kh-longer-epoch=68e-step=50232.ckpt, s2G488k.pth, s2D488k.pth
|
| 1315 |
+
```
|
| 1316 |
+
|
| 1317 |
+
**Solution**: Download pretrained models (see section 3.3):
|
| 1318 |
+
```bash
|
| 1319 |
+
wget https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained/resolve/master/pretrained_models.zip
|
| 1320 |
+
unzip -q -o pretrained_models.zip -d GPT_SoVITS
|
| 1321 |
+
```
|
| 1322 |
+
|
| 1323 |
+
#### "Out of memory" Error
|
| 1324 |
+
|
| 1325 |
+
**Symptom**: Training crashes with `CUDA out of memory` or `MemoryError`.
|
| 1326 |
+
|
| 1327 |
+
**Solutions**:
|
| 1328 |
+
1. **Reduce batch size**:
|
| 1329 |
+
```json
|
| 1330 |
+
{
|
| 1331 |
+
"batch_size": 2 // Reduce from 4 to 2
|
| 1332 |
+
}
|
| 1333 |
+
```
|
| 1334 |
+
|
| 1335 |
+
2. **Close other applications**: Free up GPU/RAM
|
| 1336 |
+
|
| 1337 |
+
3. **Use CPU mode**: Slower but uses system RAM instead of GPU:
|
| 1338 |
+
```bash
|
| 1339 |
+
# Set environment variable
|
| 1340 |
+
export CUDA_VISIBLE_DEVICES=""
|
| 1341 |
+
python app/main.py
|
| 1342 |
+
```
|
| 1343 |
+
|
| 1344 |
+
4. **Increase system swap** (Linux):
|
| 1345 |
+
```bash
|
| 1346 |
+
sudo dd if=/dev/zero of=/swapfile bs=1G count=8
|
| 1347 |
+
sudo mkswap /swapfile
|
| 1348 |
+
sudo swapon /swapfile
|
| 1349 |
+
```
|
| 1350 |
+
|
| 1351 |
+
#### "NLTK Data Not Found" Error
|
| 1352 |
+
|
| 1353 |
+
**Symptom**: Text processing fails with NLTK data errors.
|
| 1354 |
+
|
| 1355 |
+
**Solution**: Download NLTK data (see section 3.3):
|
| 1356 |
+
```bash
|
| 1357 |
+
wget https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained/resolve/master/nltk_data.zip
|
| 1358 |
+
unzip -q -o nltk_data.zip -d .venv/
|
| 1359 |
+
```
|
| 1360 |
+
|
| 1361 |
+
#### Audio Quality Issues
|
| 1362 |
+
|
| 1363 |
+
**Symptom**: Generated audio sounds robotic, distorted, or unclear.
|
| 1364 |
+
|
| 1365 |
+
**Solutions**:
|
| 1366 |
+
1. **Use better training data**:
|
| 1367 |
+
- High-quality audio (48kHz WAV preferred)
|
| 1368 |
+
- Clear voice, minimal background noise
|
| 1369 |
+
- 10-15 seconds of audio
|
| 1370 |
+
- Natural, conversational speech
|
| 1371 |
+
|
| 1372 |
+
2. **Increase training quality**:
|
| 1373 |
+
```json
|
| 1374 |
+
{
|
| 1375 |
+
"quality": "high" // Use high instead of standard
|
| 1376 |
+
}
|
| 1377 |
+
```
|
| 1378 |
+
|
| 1379 |
+
3. **Train longer**:
|
| 1380 |
+
```json
|
| 1381 |
+
{
|
| 1382 |
+
"total_epoch": 16 // Increase from 8 to 16
|
| 1383 |
+
}
|
| 1384 |
+
```
|
| 1385 |
+
|
| 1386 |
+
4. **Check reference audio**: Ensure uploaded audio is not corrupted
|
| 1387 |
+
|
| 1388 |
+
---
|
| 1389 |
+
|
| 1390 |
+
## Development
|
| 1391 |
+
|
| 1392 |
+
### Backend Development
|
| 1393 |
+
|
| 1394 |
+
#### Running with Hot-Reload
|
| 1395 |
+
|
| 1396 |
+
Hot-reload automatically restarts the server when code changes are detected:
|
| 1397 |
+
|
| 1398 |
+
```bash
|
| 1399 |
+
# Using uvicorn
|
| 1400 |
+
uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
|
| 1401 |
+
|
| 1402 |
+
# With custom reload directories
|
| 1403 |
+
uvicorn app.main:app --reload --reload-dir api_server/app
|
| 1404 |
+
```
|
| 1405 |
+
|
| 1406 |
+
#### Running Tests
|
| 1407 |
+
|
| 1408 |
+
```bash
|
| 1409 |
+
# Navigate to project root
|
| 1410 |
+
cd GPT-SoVITS
|
| 1411 |
+
|
| 1412 |
+
# Run all tests
|
| 1413 |
+
pytest api_server/tests/
|
| 1414 |
+
|
| 1415 |
+
# Run specific test file
|
| 1416 |
+
pytest api_server/tests/test_tasks.py
|
| 1417 |
+
|
| 1418 |
+
# Run with coverage report
|
| 1419 |
+
pytest --cov=api_server/app --cov-report=html
|
| 1420 |
+
|
| 1421 |
+
# View coverage report
|
| 1422 |
+
open htmlcov/index.html
|
| 1423 |
+
```
|
| 1424 |
+
|
| 1425 |
+
#### Code Formatting
|
| 1426 |
+
|
| 1427 |
+
```bash
|
| 1428 |
+
# Format Python code with Black
|
| 1429 |
+
black api_server/
|
| 1430 |
+
|
| 1431 |
+
# Sort imports with isort
|
| 1432 |
+
isort api_server/
|
| 1433 |
+
|
| 1434 |
+
# Lint with flake8
|
| 1435 |
+
flake8 api_server/
|
| 1436 |
+
|
| 1437 |
+
# Type checking with mypy
|
| 1438 |
+
mypy api_server/
|
| 1439 |
+
```
|
| 1440 |
+
|
| 1441 |
+
#### Database Migrations
|
| 1442 |
+
|
| 1443 |
+
```bash
|
| 1444 |
+
# Generate migration
|
| 1445 |
+
alembic revision --autogenerate -m "Add new column"
|
| 1446 |
+
|
| 1447 |
+
# Apply migrations
|
| 1448 |
+
alembic upgrade head
|
| 1449 |
+
|
| 1450 |
+
# Rollback migration
|
| 1451 |
+
alembic downgrade -1
|
| 1452 |
+
```
|
| 1453 |
+
|
| 1454 |
+
#### Adding New Endpoints
|
| 1455 |
+
|
| 1456 |
+
1. Create route in `api_server/app/routes/`
|
| 1457 |
+
2. Add business logic in `api_server/app/services/`
|
| 1458 |
+
3. Update models in `api_server/app/models/`
|
| 1459 |
+
4. Add tests in `api_server/tests/`
|
| 1460 |
+
5. Update OpenAPI documentation
|
| 1461 |
+
|
| 1462 |
+
### Frontend Development
|
| 1463 |
+
|
| 1464 |
+
#### Development Mode
|
| 1465 |
+
|
| 1466 |
+
Development mode enables hot module replacement (HMR) for instant feedback:
|
| 1467 |
+
|
| 1468 |
+
```bash
|
| 1469 |
+
# Start development server
|
| 1470 |
+
npm run dev
|
| 1471 |
+
|
| 1472 |
+
# Start with custom port
|
| 1473 |
+
npm run dev -- --port 5174
|
| 1474 |
+
|
| 1475 |
+
# Start with debug logging
|
| 1476 |
+
DEBUG=electron* npm run dev
|
| 1477 |
+
```
|
| 1478 |
+
|
| 1479 |
+
#### Type Checking
|
| 1480 |
+
|
| 1481 |
+
```bash
|
| 1482 |
+
# Run Vue type checking
|
| 1483 |
+
npm run type-check
|
| 1484 |
+
|
| 1485 |
+
# Run TypeScript compiler check
|
| 1486 |
+
npx tsc --noEmit
|
| 1487 |
+
|
| 1488 |
+
# Watch mode for continuous checking
|
| 1489 |
+
npm run type-check -- --watch
|
| 1490 |
+
```
|
| 1491 |
+
|
| 1492 |
+
#### Building for Production
|
| 1493 |
+
|
| 1494 |
+
**Development Build** (with source maps):
|
| 1495 |
+
```bash
|
| 1496 |
+
npm run build
|
| 1497 |
+
```
|
| 1498 |
+
|
| 1499 |
+
**Production Build** (optimized):
|
| 1500 |
+
```bash
|
| 1501 |
+
npm run build:prod
|
| 1502 |
+
```
|
| 1503 |
+
|
| 1504 |
+
**Preview Production Build**:
|
| 1505 |
+
```bash
|
| 1506 |
+
npm run preview
|
| 1507 |
+
```
|
| 1508 |
+
|
| 1509 |
+
#### Building Distribution Packages
|
| 1510 |
+
|
| 1511 |
+
Build platform-specific installers:
|
| 1512 |
+
|
| 1513 |
+
**macOS**:
|
| 1514 |
+
```bash
|
| 1515 |
+
npm run build:mac
|
| 1516 |
+
# Output: tts-voice-app/release/MoYoYo-TTS-1.0.0.dmg
|
| 1517 |
+
```
|
| 1518 |
+
|
| 1519 |
+
**Windows**:
|
| 1520 |
+
```bash
|
| 1521 |
+
npm run build:win
|
| 1522 |
+
# Output: tts-voice-app/release/MoYoYo-TTS-Setup-1.0.0.exe
|
| 1523 |
+
```
|
| 1524 |
+
|
| 1525 |
+
**Linux**:
|
| 1526 |
+
```bash
|
| 1527 |
+
npm run build:linux
|
| 1528 |
+
# Output: tts-voice-app/release/moyoyo-tts-1.0.0.AppImage
|
| 1529 |
+
```
|
| 1530 |
+
|
| 1531 |
+
**Build All Platforms** (requires platform-specific dependencies):
|
| 1532 |
+
```bash
|
| 1533 |
+
npm run build:all
|
| 1534 |
+
```
|
| 1535 |
+
|
| 1536 |
+
**Build Configuration**:
|
| 1537 |
+
Edit `tts-voice-app/electron-builder.yml` to customize:
|
| 1538 |
+
- App name and ID
|
| 1539 |
+
- Icon files
|
| 1540 |
+
- File associations
|
| 1541 |
+
- Auto-update settings
|
| 1542 |
+
- Code signing
|
| 1543 |
+
|
| 1544 |
+
#### Component Development
|
| 1545 |
+
|
| 1546 |
+
**Create New Component**:
|
| 1547 |
+
```bash
|
| 1548 |
+
# Navigate to components directory
|
| 1549 |
+
cd tts-voice-app/src/components
|
| 1550 |
+
|
| 1551 |
+
# Create component file
|
| 1552 |
+
touch MyComponent.vue
|
| 1553 |
+
```
|
| 1554 |
+
|
| 1555 |
+
**Component Template**:
|
| 1556 |
+
```vue
|
| 1557 |
+
<template>
|
| 1558 |
+
<div class="my-component">
|
| 1559 |
+
<!-- Template here -->
|
| 1560 |
+
</div>
|
| 1561 |
+
</template>
|
| 1562 |
+
|
| 1563 |
+
<script setup lang="ts">
|
| 1564 |
+
import { ref } from 'vue'
|
| 1565 |
+
|
| 1566 |
+
// Component logic here
|
| 1567 |
+
const myValue = ref('')
|
| 1568 |
+
</script>
|
| 1569 |
+
|
| 1570 |
+
<style scoped>
|
| 1571 |
+
.my-component {
|
| 1572 |
+
/* Styles here */
|
| 1573 |
+
}
|
| 1574 |
+
</style>
|
| 1575 |
+
```
|
| 1576 |
+
|
| 1577 |
+
#### State Management
|
| 1578 |
+
|
| 1579 |
+
The app uses Vue Composition API with Pinia stores:
|
| 1580 |
+
|
| 1581 |
+
```typescript
|
| 1582 |
+
// Create new store in src/stores/myStore.ts
|
| 1583 |
+
import { defineStore } from 'pinia'
|
| 1584 |
+
|
| 1585 |
+
export const useMyStore = defineStore('myStore', {
|
| 1586 |
+
state: () => ({
|
| 1587 |
+
items: []
|
| 1588 |
+
}),
|
| 1589 |
+
getters: {
|
| 1590 |
+
itemCount: (state) => state.items.length
|
| 1591 |
+
},
|
| 1592 |
+
actions: {
|
| 1593 |
+
addItem(item) {
|
| 1594 |
+
this.items.push(item)
|
| 1595 |
+
}
|
| 1596 |
+
}
|
| 1597 |
+
})
|
| 1598 |
+
```
|
| 1599 |
+
|
| 1600 |
+
#### Debugging
|
| 1601 |
+
|
| 1602 |
+
**Vue DevTools**:
|
| 1603 |
+
- Automatically enabled in development mode
|
| 1604 |
+
- Access via browser DevTools panel
|
| 1605 |
+
|
| 1606 |
+
**Electron DevTools**:
|
| 1607 |
+
```bash
|
| 1608 |
+
# Open DevTools on startup
|
| 1609 |
+
DEBUG_ELECTRON=true npm run dev
|
| 1610 |
+
```
|
| 1611 |
+
|
| 1612 |
+
**Console Logging**:
|
| 1613 |
+
```typescript
|
| 1614 |
+
// Main process logs
|
| 1615 |
+
console.log('Main:', data)
|
| 1616 |
+
|
| 1617 |
+
// Renderer process logs
|
| 1618 |
+
console.log('Renderer:', data)
|
| 1619 |
+
|
| 1620 |
+
// Check logs in terminal and DevTools console
|
| 1621 |
+
```
|
| 1622 |
+
|
| 1623 |
+
#### Testing
|
| 1624 |
+
|
| 1625 |
+
```bash
|
| 1626 |
+
# Run unit tests
|
| 1627 |
+
npm run test
|
| 1628 |
+
|
| 1629 |
+
# Run with coverage
|
| 1630 |
+
npm run test:coverage
|
| 1631 |
+
|
| 1632 |
+
# Run E2E tests
|
| 1633 |
+
npm run test:e2e
|
| 1634 |
+
|
| 1635 |
+
# Watch mode
|
| 1636 |
+
npm run test:watch
|
| 1637 |
+
```
|
| 1638 |
+
|
| 1639 |
+
### Project Structure
|
| 1640 |
+
|
| 1641 |
+
```
|
| 1642 |
+
GPT-SoVITS/
|
| 1643 |
+
├── api_server/ # Backend API
|
| 1644 |
+
│ ├── app/
|
| 1645 |
+
│ │ ├── main.py # FastAPI application
|
| 1646 |
+
│ │ ├── routes/ # API endpoints
|
| 1647 |
+
│ │ ├── services/ # Business logic
|
| 1648 |
+
│ │ ├── models/ # Data models
|
| 1649 |
+
│ │ └── utils/ # Utilities
|
| 1650 |
+
│ └── tests/ # Backend tests
|
| 1651 |
+
├── tts-voice-app/ # Frontend Electron app
|
| 1652 |
+
│ ├── src/
|
| 1653 |
+
│ │ ├── main/ # Electron main process
|
| 1654 |
+
│ │ ├── renderer/ # Vue UI
|
| 1655 |
+
│ │ ├── components/ # Vue components
|
| 1656 |
+
│ │ └── stores/ # State management
|
| 1657 |
+
│ └── dist/ # Build output
|
| 1658 |
+
├── GPT_SoVITS/ # Core ML models
|
| 1659 |
+
│ ├── pretrained_models/ # Base models
|
| 1660 |
+
│ └── text/ # Text processing
|
| 1661 |
+
└── .env # Configuration
|
| 1662 |
+
```
|
| 1663 |
+
|
| 1664 |
+
### Contribution Guidelines
|
| 1665 |
+
|
| 1666 |
+
1. **Fork and clone the repository**
|
| 1667 |
+
2. **Create feature branch**: `git checkout -b feature/my-feature`
|
| 1668 |
+
3. **Make changes** and add tests
|
| 1669 |
+
4. **Run tests and linting**: `pytest && black . && isort .`
|
| 1670 |
+
5. **Commit changes**: `git commit -m "feat: add my feature"`
|
| 1671 |
+
6. **Push to branch**: `git push origin feature/my-feature`
|
| 1672 |
+
7. **Create Pull Request** with description
|
| 1673 |
+
|
| 1674 |
+
**Commit Message Format**:
|
| 1675 |
+
- `feat:` New feature
|
| 1676 |
+
- `fix:` Bug fix
|
| 1677 |
+
- `docs:` Documentation changes
|
| 1678 |
+
- `style:` Code style changes
|
| 1679 |
+
- `refactor:` Code refactoring
|
| 1680 |
+
- `test:` Test changes
|
| 1681 |
+
- `chore:` Build/tooling changes
|
| 1682 |
+
|
| 1683 |
+
---
|
| 1684 |
+
|
| 1685 |
+
## Additional Resources
|
| 1686 |
+
|
| 1687 |
+
### Documentation
|
| 1688 |
+
|
| 1689 |
+
- **API Documentation**: http://localhost:8000/docs
|
| 1690 |
+
- **Design Document**: `frontend_design.md`
|
| 1691 |
+
- **Development Guide**: `development.md`
|
| 1692 |
+
- **OpenAPI Specification**: `openapi.json`
|
| 1693 |
+
|
| 1694 |
+
### External Links
|
| 1695 |
+
|
| 1696 |
+
- **GPT-SoVITS Repository**: https://github.com/RVC-Boss/GPT-SoVITS
|
| 1697 |
+
- **ModelScope Models**: https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained
|
| 1698 |
+
- **FastAPI Documentation**: https://fastapi.tiangolo.com
|
| 1699 |
+
- **Vue 3 Documentation**: https://vuejs.org
|
| 1700 |
+
- **Electron Documentation**: https://www.electronjs.org
|
| 1701 |
+
|
| 1702 |
+
### Support
|
| 1703 |
+
|
| 1704 |
+
For issues, questions, or feature requests:
|
| 1705 |
+
1. Check this documentation first
|
| 1706 |
+
2. Search existing GitHub issues
|
| 1707 |
+
3. Create a new issue with detailed description
|
| 1708 |
+
4. Include error messages, logs, and system info
|
| 1709 |
+
|
| 1710 |
+
### License
|
| 1711 |
+
|
| 1712 |
+
This project is licensed under the MIT License. See `LICENSE` file for details.
|
| 1713 |
+
|
| 1714 |
+
---
|
| 1715 |
+
|
| 1716 |
+
**Last Updated**: 2026-01-23
|
| 1717 |
+
**Version**: 1.0.0
|
| 1718 |
+
**Maintainers**: MoYoYo.tts Development Team
|
USAGE_CN.md
ADDED
|
@@ -0,0 +1,1776 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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| 1 |
+
# MoYoYo.tts 使用手册
|
| 2 |
+
|
| 3 |
+
## 目录
|
| 4 |
+
|
| 5 |
+
- [简介](#简介)
|
| 6 |
+
- [快速开始](#快速开始)
|
| 7 |
+
- [系统要求](#系统要求)
|
| 8 |
+
- [安装指南](#安装指南)
|
| 9 |
+
- [安装 uv 包管理器](#31-安装-uv-包管理器)
|
| 10 |
+
- [Python 环境设置](#32-python-环境设置)
|
| 11 |
+
- [下载必需的数据文件](#33-下载必需的数据文件)
|
| 12 |
+
- [前端设置](#34-前端设置)
|
| 13 |
+
- [配置](#配置)
|
| 14 |
+
- [后端 API 配置](#41-后端-api-配置)
|
| 15 |
+
- [前端配置](#42-前端配置)
|
| 16 |
+
- [运行应用](#运行应用)
|
| 17 |
+
- [启动后端 API 服务器](#51-启动后端-api-服务器)
|
| 18 |
+
- [启动前端 Electron 应用](#52-启动前端-electron-应用)
|
| 19 |
+
- [使用指南](#使用指南)
|
| 20 |
+
- [首次设置](#61-首次设置)
|
| 21 |
+
- [快速模式 - 初学者声音克隆](#62-快速模式---初学者声音克隆)
|
| 22 |
+
- [高级模式 - 专家声音克隆](#63-高级模式---专家声音克隆)
|
| 23 |
+
- [文本转语音生成](#64-文本转语音生成)
|
| 24 |
+
- [声音库管理](#65-声音库管理)
|
| 25 |
+
- [API 参考](#api-参考)
|
| 26 |
+
- [故障排除](#故障排除)
|
| 27 |
+
- [开发](#开发)
|
| 28 |
+
|
| 29 |
+
---
|
| 30 |
+
|
| 31 |
+
## 简介
|
| 32 |
+
|
| 33 |
+
MoYoYo.tts 是一个综合性的声音克隆和文本转语音系统,结合了:
|
| 34 |
+
|
| 35 |
+
- **后端 API**:基于 FastAPI 的 REST API,用于声音训练和推理
|
| 36 |
+
- **前端应用**:Electron + Vue 桌面应用,具有直观的用户界面
|
| 37 |
+
|
| 38 |
+
该系统基于 GPT-SoVITS 技术构建,能够使用最少的训练数据(最短 5 秒音频)实现高质量的声音克隆。
|
| 39 |
+
|
| 40 |
+
**目标用户**:
|
| 41 |
+
- 想要创建自定义文本转语音声音的最终用户
|
| 42 |
+
- 将语音合成集成到应用程序中的开发人员
|
| 43 |
+
- 从事声音克隆技术研究的研究人员
|
| 44 |
+
|
| 45 |
+
**主要功能**:
|
| 46 |
+
- 快速模式:为初学者提供一键式声音克隆
|
| 47 |
+
- 高级模式:对训练管道进行精细控制
|
| 48 |
+
- 通过服务器发送事件(SSE)进行实时进度跟踪
|
| 49 |
+
- 多语言支持(中文、英文、日文)
|
| 50 |
+
- 支持 GPU 加速的 CUDA
|
| 51 |
+
|
| 52 |
+
---
|
| 53 |
+
|
| 54 |
+
## 快速开始
|
| 55 |
+
|
| 56 |
+
通过以下基本步骤,在 5 分钟内启动并运行:
|
| 57 |
+
|
| 58 |
+
**1. 安装 uv**(Python 包管理器):
|
| 59 |
+
```bash
|
| 60 |
+
# macOS/Linux
|
| 61 |
+
curl -LsSf https://astral.sh/uv/install.sh | sh
|
| 62 |
+
|
| 63 |
+
# Windows
|
| 64 |
+
powershell -c "irm https://astral.sh/uv/install.ps1 | iex"
|
| 65 |
+
```
|
| 66 |
+
|
| 67 |
+
**2. 设置 Python 环境**:
|
| 68 |
+
```bash
|
| 69 |
+
cd GPT-SoVITS
|
| 70 |
+
uv sync # 创建 .venv 并安装所有依赖项
|
| 71 |
+
source .venv/bin/activate # macOS/Linux
|
| 72 |
+
# 或: .venv\Scripts\activate # Windows
|
| 73 |
+
```
|
| 74 |
+
|
| 75 |
+
**3. 下载必需的模型**(详见 3.3 节):
|
| 76 |
+
```bash
|
| 77 |
+
# 下载并解压 NLTK 数据、预训练模型等
|
| 78 |
+
# 或使用前端应用自动下载
|
| 79 |
+
```
|
| 80 |
+
|
| 81 |
+
**4. 启动后端 API**:
|
| 82 |
+
```bash
|
| 83 |
+
cd api_server
|
| 84 |
+
python app/main.py
|
| 85 |
+
# API 运行在 http://localhost:8000
|
| 86 |
+
```
|
| 87 |
+
|
| 88 |
+
**5. 启动前端应用**(在新终端中):
|
| 89 |
+
```bash
|
| 90 |
+
cd tts-voice-app
|
| 91 |
+
npm install
|
| 92 |
+
npm run dev
|
| 93 |
+
```
|
| 94 |
+
|
| 95 |
+
大功告成!Electron 应用将引导您完成模型设置和声音克隆。
|
| 96 |
+
|
| 97 |
+
有关详细的安装说明、平台特定注意事项和配置选项,请继续阅读以下内容。
|
| 98 |
+
|
| 99 |
+
---
|
| 100 |
+
|
| 101 |
+
## 系统要求
|
| 102 |
+
|
| 103 |
+
### 软件要求
|
| 104 |
+
|
| 105 |
+
| 组件 | 版本 | 说明 |
|
| 106 |
+
|-----------|---------|-------|
|
| 107 |
+
| **Python** | 3.10 - 3.12 | 推荐 Python 3.11 |
|
| 108 |
+
| **Node.js** | >= 18.x | 用于前端开发 |
|
| 109 |
+
| **uv** | 最新版 | Python 包管理器 |
|
| 110 |
+
| **CUDA** | 12.6 或 12.8 | 可选,用于 GPU 加速 |
|
| 111 |
+
|
| 112 |
+
### 硬件要求
|
| 113 |
+
|
| 114 |
+
| 组件 | 最低配置 | 推荐配置 |
|
| 115 |
+
|-----------|---------|-------------|
|
| 116 |
+
| **CPU** | 双核 | 四核或更好 |
|
| 117 |
+
| **RAM** | 16 GB | 32 GB(用于训练) |
|
| 118 |
+
| **GPU** | 无(CPU 模式) | 配备 6GB+ 显存的 NVIDIA GPU |
|
| 119 |
+
| **存储** | 20 GB 可用空间 | 50 GB+(用于多个声音) |
|
| 120 |
+
|
| 121 |
+
**GPU 说明**:
|
| 122 |
+
- GPU 是可选的,但可显著加快训练速度(5-10 倍)
|
| 123 |
+
- 推荐使用支持 CUDA 12.6 或 12.8 的 NVIDIA GPU
|
| 124 |
+
- 目前不支持 AMD GPU 和 Apple Silicon 进行训练
|
| 125 |
+
|
| 126 |
+
---
|
| 127 |
+
|
| 128 |
+
## 安装指南
|
| 129 |
+
|
| 130 |
+
### 3.1 安装 uv 包管理器
|
| 131 |
+
|
| 132 |
+
uv 是一个快速的 Python 包安装器和解析器,可以替代 pip。
|
| 133 |
+
|
| 134 |
+
**macOS / Linux**:
|
| 135 |
+
```bash
|
| 136 |
+
curl -LsSf https://astral.sh/uv/install.sh | sh
|
| 137 |
+
```
|
| 138 |
+
|
| 139 |
+
**Windows**(PowerShell):
|
| 140 |
+
```powershell
|
| 141 |
+
powershell -c "irm https://astral.sh/uv/install.ps1 | iex"
|
| 142 |
+
```
|
| 143 |
+
|
| 144 |
+
验证安装:
|
| 145 |
+
```bash
|
| 146 |
+
uv --version
|
| 147 |
+
```
|
| 148 |
+
|
| 149 |
+
### 3.2 Python 环境设置
|
| 150 |
+
|
| 151 |
+
该项目使用 `uv` 进行依赖管理,配置文件为 `pyproject.toml`。设置过程简化为一个命令。
|
| 152 |
+
|
| 153 |
+
**步骤 1:进入项目目录**
|
| 154 |
+
```bash
|
| 155 |
+
cd GPT-SoVITS
|
| 156 |
+
```
|
| 157 |
+
|
| 158 |
+
**步骤 2:同步所有依赖项**
|
| 159 |
+
```bash
|
| 160 |
+
# 这个命令将:
|
| 161 |
+
# - 创建虚拟环境(.venv)
|
| 162 |
+
# - 安装 Python 3.11(或您指定的版本)
|
| 163 |
+
# - 从 pyproject.toml 安装所有依赖项
|
| 164 |
+
# - 为您的平台安装正确的 PyTorch 版本
|
| 165 |
+
uv sync
|
| 166 |
+
```
|
| 167 |
+
|
| 168 |
+
**步骤 3:激活环境**
|
| 169 |
+
|
| 170 |
+
macOS / Linux:
|
| 171 |
+
```bash
|
| 172 |
+
source .venv/bin/activate
|
| 173 |
+
```
|
| 174 |
+
|
| 175 |
+
Windows:
|
| 176 |
+
```cmd
|
| 177 |
+
.venv\Scripts\activate
|
| 178 |
+
```
|
| 179 |
+
|
| 180 |
+
您应该在终端提示符中看到 `(.venv)` 前缀。
|
| 181 |
+
|
| 182 |
+
**平台特定的 PyTorch 安装工作原理**:
|
| 183 |
+
|
| 184 |
+
`pyproject.toml` 会自动选择适当的 PyTorch 版本:
|
| 185 |
+
- **macOS**:安装仅 CPU 的 PyTorch(Apple Silicon 使�� CPU 模式)
|
| 186 |
+
- **Linux**:默认安装 CUDA 12.6 PyTorch
|
| 187 |
+
- **Windows**:需要手动选择 CUDA 版本(见下文)
|
| 188 |
+
|
| 189 |
+
**Windows 用户 - 选择 CUDA 版本**:
|
| 190 |
+
|
| 191 |
+
对于 Windows,您需要明确指定 PyTorch 索引:
|
| 192 |
+
|
| 193 |
+
**CUDA 12.6**(默认):
|
| 194 |
+
```bash
|
| 195 |
+
uv sync
|
| 196 |
+
```
|
| 197 |
+
|
| 198 |
+
**CUDA 12.8**:
|
| 199 |
+
```bash
|
| 200 |
+
uv sync --index pytorch-cu128
|
| 201 |
+
```
|
| 202 |
+
|
| 203 |
+
**仅 CPU**(无 GPU):
|
| 204 |
+
```bash
|
| 205 |
+
uv sync --index pytorch-cpu
|
| 206 |
+
```
|
| 207 |
+
|
| 208 |
+
**验证安装**:
|
| 209 |
+
```bash
|
| 210 |
+
# 检查 Python 版本
|
| 211 |
+
python --version # 应显示 Python 3.11.x
|
| 212 |
+
|
| 213 |
+
# 检查 PyTorch 安装
|
| 214 |
+
python -c "import torch; print(f'PyTorch: {torch.__version__}')"
|
| 215 |
+
|
| 216 |
+
# 检查 CUDA 可用性(如果您有 GPU)
|
| 217 |
+
python -c "import torch; print(f'CUDA 可用: {torch.cuda.is_available()}')"
|
| 218 |
+
```
|
| 219 |
+
|
| 220 |
+
### 3.3 下载必需的数据文件
|
| 221 |
+
|
| 222 |
+
以下数据文件是文本处理和声音训练所必需的。
|
| 223 |
+
|
| 224 |
+
#### NLTK 数据(文本处理必需)
|
| 225 |
+
|
| 226 |
+
NLTK(自然语言工具包)数据用于文本分词和处理。
|
| 227 |
+
|
| 228 |
+
```bash
|
| 229 |
+
# 从 ModelScope 下载
|
| 230 |
+
wget https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained/resolve/master/nltk_data.zip
|
| 231 |
+
|
| 232 |
+
# 解压到 Python 环境
|
| 233 |
+
unzip -q -o nltk_data.zip -d .venv/
|
| 234 |
+
|
| 235 |
+
# 清理
|
| 236 |
+
rm nltk_data.zip
|
| 237 |
+
```
|
| 238 |
+
|
| 239 |
+
**大小**:约 10 MB
|
| 240 |
+
**时间**:< 1 分钟
|
| 241 |
+
|
| 242 |
+
#### Open JTalk 词典(日语必需)
|
| 243 |
+
|
| 244 |
+
Open JTalk 是日语文本转语音处理所必需的。
|
| 245 |
+
|
| 246 |
+
```bash
|
| 247 |
+
# 获取 pyopenjtalk 安装路径
|
| 248 |
+
PYOPENJTALK_PATH=$(python -c "import os, pyopenjtalk; print(os.path.dirname(pyopenjtalk.__file__))")
|
| 249 |
+
|
| 250 |
+
# 从 ModelScope 下载
|
| 251 |
+
wget https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained/resolve/master/open_jtalk_dic_utf_8-1.11.tar.gz
|
| 252 |
+
|
| 253 |
+
# 解压到 pyopenjtalk 目录
|
| 254 |
+
tar -xzf open_jtalk_dic_utf_8-1.11.tar.gz -C "$PYOPENJTALK_PATH"
|
| 255 |
+
|
| 256 |
+
# 清理
|
| 257 |
+
rm open_jtalk_dic_utf_8-1.11.tar.gz
|
| 258 |
+
```
|
| 259 |
+
|
| 260 |
+
**大小**:约 50 MB
|
| 261 |
+
**时间**:< 2 分钟
|
| 262 |
+
|
| 263 |
+
|
| 264 |
+
### 3.4 前端设置
|
| 265 |
+
|
| 266 |
+
前端是使用 Vue.js 构建的 Electron 应用程序。
|
| 267 |
+
|
| 268 |
+
```bash
|
| 269 |
+
# 进入前端目录
|
| 270 |
+
cd tts-voice-app
|
| 271 |
+
|
| 272 |
+
# 安装 Node.js 依赖项
|
| 273 |
+
npm install
|
| 274 |
+
```
|
| 275 |
+
|
| 276 |
+
**时间**:2-5 分钟
|
| 277 |
+
**说明**:这会安装所有必需的 Node.js 包,包括 Electron、Vue 和 UI 组件。
|
| 278 |
+
|
| 279 |
+
---
|
| 280 |
+
|
| 281 |
+
## 配置
|
| 282 |
+
|
| 283 |
+
### 4.1 后端 API 配置
|
| 284 |
+
|
| 285 |
+
后端使用环境变量进行配置。在项目根目录创建 `.env` 文件以进行自定义设置。
|
| 286 |
+
|
| 287 |
+
**创建 `.env` 文件**(可选,默认值适用于本地开发):
|
| 288 |
+
|
| 289 |
+
```bash
|
| 290 |
+
# 部署模式
|
| 291 |
+
# 选项:local, server
|
| 292 |
+
DEPLOYMENT_MODE=local
|
| 293 |
+
|
| 294 |
+
# API 服务器设置
|
| 295 |
+
API_HOST=0.0.0.0
|
| 296 |
+
API_PORT=8000
|
| 297 |
+
|
| 298 |
+
# 数据存储路径
|
| 299 |
+
DATA_DIR=~/.moyoyo-tts/data
|
| 300 |
+
SQLITE_PATH=~/.moyoyo-tts/data/tasks.db
|
| 301 |
+
|
| 302 |
+
# 训练设置
|
| 303 |
+
LOCAL_MAX_WORKERS=1 # 并发训练任务数
|
| 304 |
+
```
|
| 305 |
+
|
| 306 |
+
**配置选项**:
|
| 307 |
+
|
| 308 |
+
| 变量 | 默认值 | 说明 |
|
| 309 |
+
|----------|---------|-------------|
|
| 310 |
+
| `DEPLOYMENT_MODE` | `local` | 部署环境(local/server) |
|
| 311 |
+
| `API_HOST` | `0.0.0.0` | API 服务器绑定地址 |
|
| 312 |
+
| `API_PORT` | `8000` | API 服务器端口 |
|
| 313 |
+
| `DATA_DIR` | `~/.moyoyo-tts/data` | 数据存储目录 |
|
| 314 |
+
| `SQLITE_PATH` | `~/.moyoyo-tts/data/tasks.db` | SQLite 数据库路径 |
|
| 315 |
+
| `LOCAL_MAX_WORKERS` | `1` | 最大并发训练任务数 |
|
| 316 |
+
|
| 317 |
+
**说明**:
|
| 318 |
+
- `API_HOST=0.0.0.0` 允许来自任何网络接口的连接
|
| 319 |
+
- `LOCAL_MAX_WORKERS=1` 防止内存有限的系统出现内存问题
|
| 320 |
+
- 在高端系统上增加 `LOCAL_MAX_WORKERS` 以同时训练多个声音
|
| 321 |
+
|
| 322 |
+
### 4.2 前端配置
|
| 323 |
+
|
| 324 |
+
前端在本地开发时只需要最少的配置。
|
| 325 |
+
|
| 326 |
+
**默认设置**:
|
| 327 |
+
- **API 端点**:`http://localhost:8000`
|
| 328 |
+
- **声音存储**:`~/.moyoyo-tts/voices/`
|
| 329 |
+
- **模型存储**:`GPT_SoVITS/pretrained_models/`
|
| 330 |
+
|
| 331 |
+
**自动配置**:
|
| 332 |
+
Electron 应用将:
|
| 333 |
+
1. 自动检测并连接到本地 API 服务器
|
| 334 |
+
2. 首次启动时创建所需的目录
|
| 335 |
+
3. 通过模型设置页面下载缺失的模型
|
| 336 |
+
|
| 337 |
+
标准使用无需手动配置。
|
| 338 |
+
|
| 339 |
+
---
|
| 340 |
+
|
| 341 |
+
## 运行应用
|
| 342 |
+
|
| 343 |
+
### 5.1 启动后端 API 服务器
|
| 344 |
+
|
| 345 |
+
**步骤 1:激活 Python 环境**
|
| 346 |
+
|
| 347 |
+
```bash
|
| 348 |
+
# 进入项目目录
|
| 349 |
+
cd GPT-SoVITS
|
| 350 |
+
|
| 351 |
+
# 激活虚拟环境
|
| 352 |
+
source .venv/bin/activate # macOS/Linux
|
| 353 |
+
.venv\Scripts\activate # Windows
|
| 354 |
+
```
|
| 355 |
+
|
| 356 |
+
**步骤 2:启动 API 服务器**
|
| 357 |
+
|
| 358 |
+
方法 1 - 使用主脚本:
|
| 359 |
+
```bash
|
| 360 |
+
cd api_server
|
| 361 |
+
python app/main.py
|
| 362 |
+
```
|
| 363 |
+
|
| 364 |
+
方法 2 - 直接使用 uvicorn:
|
| 365 |
+
```bash
|
| 366 |
+
uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload
|
| 367 |
+
```
|
| 368 |
+
|
| 369 |
+
**预期输出**:
|
| 370 |
+
```
|
| 371 |
+
INFO: Started server process [12345]
|
| 372 |
+
INFO: Waiting for application startup.
|
| 373 |
+
INFO: Application startup complete.
|
| 374 |
+
INFO: Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
|
| 375 |
+
```
|
| 376 |
+
|
| 377 |
+
**API 文档**:
|
| 378 |
+
服务器运行后,访问交互式 API 文档:
|
| 379 |
+
|
| 380 |
+
- **Swagger UI**:http://localhost:8000/docs
|
| 381 |
+
- **ReDoc**:http://localhost:8000/redoc
|
| 382 |
+
- **OpenAPI JSON**:http://localhost:8000/openapi.json
|
| 383 |
+
|
| 384 |
+
**健康检查**:
|
| 385 |
+
```bash
|
| 386 |
+
curl http://localhost:8000/health
|
| 387 |
+
# 预期输出:{"status": "healthy"}
|
| 388 |
+
```
|
| 389 |
+
|
| 390 |
+
### 5.2 启动前端 Electron 应用
|
| 391 |
+
|
| 392 |
+
**步骤 1:打开新终端**
|
| 393 |
+
|
| 394 |
+
保持后端服务器运行,打开一个新的终端窗口。
|
| 395 |
+
|
| 396 |
+
**步骤 2:进入前端目录**
|
| 397 |
+
|
| 398 |
+
```bash
|
| 399 |
+
cd tts-voice-app
|
| 400 |
+
```
|
| 401 |
+
|
| 402 |
+
**步骤 3:启动开发模式**
|
| 403 |
+
|
| 404 |
+
```bash
|
| 405 |
+
npm run dev
|
| 406 |
+
```
|
| 407 |
+
|
| 408 |
+
**预期输出**:
|
| 409 |
+
```
|
| 410 |
+
> tts-voice-app@1.0.0 dev
|
| 411 |
+
> electron-vite dev
|
| 412 |
+
|
| 413 |
+
VITE v4.x.x ready in xxx ms
|
| 414 |
+
➜ Local: http://localhost:5173/
|
| 415 |
+
➜ Network: use --host to expose
|
| 416 |
+
|
| 417 |
+
Electron app starting...
|
| 418 |
+
```
|
| 419 |
+
|
| 420 |
+
Electron 应用将自动启动,开发模式下启用热重载。
|
| 421 |
+
|
| 422 |
+
**开发模式功能**:
|
| 423 |
+
- 热模块替换(HMR)实现即时 UI 更新
|
| 424 |
+
- Vue DevTools 集成
|
| 425 |
+
- 用于调试的控制台日志记录
|
| 426 |
+
- 主进程更改时自动重启
|
| 427 |
+
|
| 428 |
+
---
|
| 429 |
+
|
| 430 |
+
## 使用指南
|
| 431 |
+
|
| 432 |
+
### 6.1 首次设置
|
| 433 |
+
|
| 434 |
+
首次启动 Electron 应用时,您需要下载必需的模型。
|
| 435 |
+
|
| 436 |
+
**设置流程**:
|
| 437 |
+
|
| 438 |
+
1. **启动 Electron 应用**
|
| 439 |
+
```bash
|
| 440 |
+
cd tts-voice-app
|
| 441 |
+
npm run dev
|
| 442 |
+
```
|
| 443 |
+
|
| 444 |
+
2. **模型设置页面**
|
| 445 |
+
- 应用自动检测缺失的模型
|
| 446 |
+
- 您将被重定向到模型设置页面
|
| 447 |
+
|
| 448 |
+
3. **下载模型**
|
| 449 |
+
- 点击"下载所有模型"按钮
|
| 450 |
+
- 要下载的模型:
|
| 451 |
+
- **预训练模型**:4.56 GB
|
| 452 |
+
- **G2PW 模型**:588.86 MB
|
| 453 |
+
- **FunASR**:1.09 GB
|
| 454 |
+
- **Faster Whisper**:2.85 GB
|
| 455 |
+
- 总下载大小:约 9 GB
|
| 456 |
+
|
| 457 |
+
4. **监控进度**
|
| 458 |
+
- 实时进度条显示下载状态
|
| 459 |
+
- 预计时间:10-30 分钟(取决于连接速度)
|
| 460 |
+
- 下载可以暂停和恢复
|
| 461 |
+
|
| 462 |
+
5. **设置完成**
|
| 463 |
+
- 所有模型下载完成后,点击"继续"
|
| 464 |
+
- 您将被重定向到主 TTS 页面
|
| 465 |
+
- 应用现在可以使用了
|
| 466 |
+
|
| 467 |
+
**故障排除**:
|
| 468 |
+
- 如果下载失败,请检查您的互联网连接
|
| 469 |
+
- 确认您有约 10 GB 的可用磁盘空间
|
| 470 |
+
- 如需手动安装,请参见 3.3 节
|
| 471 |
+
|
| 472 |
+
### 6.2 快速模式 - 初学者声音克隆
|
| 473 |
+
|
| 474 |
+
快速模式为想要快速创建声音克隆的用户提供了简化的工作流程,无需技术知识。
|
| 475 |
+
|
| 476 |
+
#### 使用 API
|
| 477 |
+
|
| 478 |
+
**步骤 1:上传音频文件**
|
| 479 |
+
|
| 480 |
+
```bash
|
| 481 |
+
curl -X POST http://localhost:8000/api/v1/files \
|
| 482 |
+
-F "file=@path/to/voice_sample.wav" \
|
| 483 |
+
-F "purpose=training"
|
| 484 |
+
```
|
| 485 |
+
|
| 486 |
+
**响应**:
|
| 487 |
+
```json
|
| 488 |
+
{
|
| 489 |
+
"file_id": "550e8400-e29b-41d4-a716-446655440000",
|
| 490 |
+
"filename": "voice_sample.wav",
|
| 491 |
+
"size": 1234567,
|
| 492 |
+
"purpose": "training"
|
| 493 |
+
}
|
| 494 |
+
```
|
| 495 |
+
|
| 496 |
+
**步骤 2:创建训练任务**
|
| 497 |
+
|
| 498 |
+
```bash
|
| 499 |
+
curl -X POST http://localhost:8000/api/v1/tasks \
|
| 500 |
+
-H "Content-Type: application/json" \
|
| 501 |
+
-d '{
|
| 502 |
+
"exp_name": "my_voice",
|
| 503 |
+
"audio_file_id": "550e8400-e29b-41d4-a716-446655440000",
|
| 504 |
+
"options": {
|
| 505 |
+
"version": "v2",
|
| 506 |
+
"language": "zh",
|
| 507 |
+
"quality": "standard"
|
| 508 |
+
}
|
| 509 |
+
}'
|
| 510 |
+
```
|
| 511 |
+
|
| 512 |
+
**响应**:
|
| 513 |
+
```json
|
| 514 |
+
{
|
| 515 |
+
"id": "task-uuid-here",
|
| 516 |
+
"status": "queued",
|
| 517 |
+
"exp_name": "my_voice",
|
| 518 |
+
"created_at": "2026-01-23T10:30:00Z"
|
| 519 |
+
}
|
| 520 |
+
```
|
| 521 |
+
|
| 522 |
+
**步骤 3:监控进度**
|
| 523 |
+
|
| 524 |
+
使用服务器发送事件(SSE):
|
| 525 |
+
```bash
|
| 526 |
+
curl -N http://localhost:8000/api/v1/tasks/task-uuid-here/progress
|
| 527 |
+
```
|
| 528 |
+
|
| 529 |
+
**进度事件**:
|
| 530 |
+
```
|
| 531 |
+
event: progress
|
| 532 |
+
data: {"stage": "audio_slice", "progress": 25, "message": "切片音频中..."}
|
| 533 |
+
|
| 534 |
+
event: progress
|
| 535 |
+
data: {"stage": "sovits_train", "progress": 50, "message": "训练 SoVITS 模型中..."}
|
| 536 |
+
|
| 537 |
+
event: complete
|
| 538 |
+
data: {"status": "completed", "voice_id": "voice-uuid-here"}
|
| 539 |
+
```
|
| 540 |
+
|
| 541 |
+
#### 质量预设
|
| 542 |
+
|
| 543 |
+
| 预设 | SoVITS 轮数 | GPT 轮数 | 预计时间 | 质量 |
|
| 544 |
+
|--------|---------------|------------|-----------|---------|
|
| 545 |
+
| **fast** | 4 | 8 | 约 10 分钟 | 适合测试 |
|
| 546 |
+
| **standard** | 8 | 15 | 约 20 分钟 | 平衡质量/速度 |
|
| 547 |
+
| **high** | 16 | 30 | 约 40 分钟 | 最佳质量 |
|
| 548 |
+
|
| 549 |
+
**建议**:
|
| 550 |
+
- 使用 `fast` 进行快速测试和预览
|
| 551 |
+
- 使用 `standard` 用于大多数生产用例
|
| 552 |
+
- 使用 `high` 用于需要最高质量的专业应用
|
| 553 |
+
|
| 554 |
+
#### 使用 UI
|
| 555 |
+
|
| 556 |
+
**步骤 1:进入声音克隆页面**
|
| 557 |
+
- 点击侧边栏中的"声音克隆"
|
| 558 |
+
- 或使用键盘快捷键:`Ctrl/Cmd + N`
|
| 559 |
+
|
| 560 |
+
**步骤 2:上传音频样本**
|
| 561 |
+
- 点击"上传音频"按钮
|
| 562 |
+
- 选择 WAV 或 MP3 文件
|
| 563 |
+
- **要求**:
|
| 564 |
+
- 时长:推荐 5-30 秒
|
| 565 |
+
- 质量:清晰的声音,最少的背景噪音
|
| 566 |
+
- 内容:自然的讲话,不是唱歌或喊叫
|
| 567 |
+
|
| 568 |
+
**步骤 3:配置训练**
|
| 569 |
+
- **声音名称**:输入唯一名称(例如,"张三的声音")
|
| 570 |
+
- **语言**:选择主要语言(中文、英文、日文)
|
| 571 |
+
- **质量预设**:从 fast/standard/high 中选择
|
| 572 |
+
|
| 573 |
+
**步骤 4:开始训练**
|
| 574 |
+
- 点击"开始训练"按钮
|
| 575 |
+
- 任务将被排队,处理将开始
|
| 576 |
+
|
| 577 |
+
**步骤 5:监控进度**
|
| 578 |
+
- 进度条显示整体完成情况
|
| 579 |
+
- 显示当前阶段(例如,"训练 SoVITS 模型中...")
|
| 580 |
+
- 显示预计剩余时间
|
| 581 |
+
- 您可以导航离开并稍后查看
|
| 582 |
+
|
| 583 |
+
**步骤 6:训练完成**
|
| 584 |
+
- 完成后您将收到通知
|
| 585 |
+
- 声音自动出现在声音库中
|
| 586 |
+
- 您可以立即使用它进行 TTS 生成
|
| 587 |
+
|
| 588 |
+
**获得最佳效果的提示**:
|
| 589 |
+
- 使用高质量音频(最好是 48kHz WAV)
|
| 590 |
+
- 确保音调和说话风格一致
|
| 591 |
+
- 避免带有音乐或声音效果的音频
|
| 592 |
+
- 10-15 秒是样本长度的最佳选择
|
| 593 |
+
- 可以组合多个短样本
|
| 594 |
+
|
| 595 |
+
### 6.3 高级模式 - 专家声音克隆
|
| 596 |
+
|
| 597 |
+
高级模式提供对声音训练管道每个阶段的精细控制。建议想要微调训练参数的用户使用。
|
| 598 |
+
|
| 599 |
+
#### 训练管道阶���
|
| 600 |
+
|
| 601 |
+
完整的训练管道包含 7 个阶段:
|
| 602 |
+
|
| 603 |
+
1. **Audio Slice**(音频切片):将音频分割成片段
|
| 604 |
+
2. **ASR**(自动语音识别):将音频转录为文本
|
| 605 |
+
3. **Text Feature**(文本特征):提取文本嵌入
|
| 606 |
+
4. **Hubert Feature**(Hubert 特征):提取音频特征
|
| 607 |
+
5. **Semantic Token**(语义标记):生成语义标记
|
| 608 |
+
6. **SoVITS Train**(SoVITS 训练):训练声音合成模型
|
| 609 |
+
7. **GPT Train**(GPT 训练):训练文本到语义模型
|
| 610 |
+
|
| 611 |
+
#### 阶段依赖关系
|
| 612 |
+
|
| 613 |
+
```
|
| 614 |
+
audio_slice → asr → text_feature → sovits_train
|
| 615 |
+
↘ ↗
|
| 616 |
+
hubert_feature → semantic_token → gpt_train
|
| 617 |
+
```
|
| 618 |
+
|
| 619 |
+
**重要**:每个阶段必须等待其依赖项完成。
|
| 620 |
+
|
| 621 |
+
#### 使用 API
|
| 622 |
+
|
| 623 |
+
**步骤 1:创建实验**
|
| 624 |
+
|
| 625 |
+
```bash
|
| 626 |
+
curl -X POST http://localhost:8000/api/v1/experiments \
|
| 627 |
+
-H "Content-Type: application/json" \
|
| 628 |
+
-d '{
|
| 629 |
+
"exp_name": "my_custom_voice",
|
| 630 |
+
"version": "v2",
|
| 631 |
+
"audio_file_id": "file-uuid-here"
|
| 632 |
+
}'
|
| 633 |
+
```
|
| 634 |
+
|
| 635 |
+
**响应**:
|
| 636 |
+
```json
|
| 637 |
+
{
|
| 638 |
+
"id": "exp-uuid-here",
|
| 639 |
+
"exp_name": "my_custom_voice",
|
| 640 |
+
"version": "v2",
|
| 641 |
+
"stages": {
|
| 642 |
+
"audio_slice": {"status": "pending"},
|
| 643 |
+
"asr": {"status": "pending"},
|
| 644 |
+
"text_feature": {"status": "pending"},
|
| 645 |
+
"hubert_feature": {"status": "pending"},
|
| 646 |
+
"semantic_token": {"status": "pending"},
|
| 647 |
+
"sovits_train": {"status": "pending"},
|
| 648 |
+
"gpt_train": {"status": "pending"}
|
| 649 |
+
}
|
| 650 |
+
}
|
| 651 |
+
```
|
| 652 |
+
|
| 653 |
+
**步骤 2:单独执行阶段**
|
| 654 |
+
|
| 655 |
+
**阶段 1 - 音频切片**:
|
| 656 |
+
```bash
|
| 657 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/audio_slice \
|
| 658 |
+
-H "Content-Type: application/json" \
|
| 659 |
+
-d '{
|
| 660 |
+
"threshold": -34,
|
| 661 |
+
"min_length": 4000,
|
| 662 |
+
"min_interval": 300,
|
| 663 |
+
"hop_size": 10,
|
| 664 |
+
"max_silence_kept": 500
|
| 665 |
+
}'
|
| 666 |
+
```
|
| 667 |
+
|
| 668 |
+
**参数**:
|
| 669 |
+
- `threshold`:静音检测的 dB 阈值(-60 到 0,默认:-34)
|
| 670 |
+
- `min_length`:最小片段长度(毫秒)(1000-10000,默认:4000)
|
| 671 |
+
- `min_interval`:最小静音间隔(毫秒)(0-3000,默认:300)
|
| 672 |
+
- `hop_size`:分析窗口跳跃大小(毫秒)(默认:10)
|
| 673 |
+
- `max_silence_kept`:要保留的最大静音(毫秒)(默认:500)
|
| 674 |
+
|
| 675 |
+
**阶段 2 - ASR**:
|
| 676 |
+
```bash
|
| 677 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/asr \
|
| 678 |
+
-H "Content-Type: application/json" \
|
| 679 |
+
-d '{
|
| 680 |
+
"model": "达摩 ASR (中文)",
|
| 681 |
+
"language": "zh"
|
| 682 |
+
}'
|
| 683 |
+
```
|
| 684 |
+
|
| 685 |
+
**ASR 模型**:
|
| 686 |
+
- `达摩 ASR (中文)`:用于中文的 DamoASR(最适合中文)
|
| 687 |
+
- `Faster Whisper (多语言)`:用于多语言的 Faster Whisper
|
| 688 |
+
|
| 689 |
+
**阶段 3 - 文本特征**:
|
| 690 |
+
```bash
|
| 691 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/text_feature \
|
| 692 |
+
-H "Content-Type: application/json" \
|
| 693 |
+
-d '{
|
| 694 |
+
"language": "zh"
|
| 695 |
+
}'
|
| 696 |
+
```
|
| 697 |
+
|
| 698 |
+
**阶段 4 - Hubert 特征**:
|
| 699 |
+
```bash
|
| 700 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/hubert_feature \
|
| 701 |
+
-H "Content-Type: application/json" \
|
| 702 |
+
-d '{}'
|
| 703 |
+
```
|
| 704 |
+
|
| 705 |
+
**阶段 5 - 语义标记**:
|
| 706 |
+
```bash
|
| 707 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/semantic_token \
|
| 708 |
+
-H "Content-Type: application/json" \
|
| 709 |
+
-d '{}'
|
| 710 |
+
```
|
| 711 |
+
|
| 712 |
+
**阶段 6 - SoVITS 训练**:
|
| 713 |
+
```bash
|
| 714 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/sovits_train \
|
| 715 |
+
-H "Content-Type: application/json" \
|
| 716 |
+
-d '{
|
| 717 |
+
"total_epoch": 8,
|
| 718 |
+
"batch_size": 4,
|
| 719 |
+
"save_every_epoch": 4,
|
| 720 |
+
"text_low_lr_rate": 0.4,
|
| 721 |
+
"if_save_latest": true,
|
| 722 |
+
"if_save_every_weights": true,
|
| 723 |
+
"version": "v2"
|
| 724 |
+
}'
|
| 725 |
+
```
|
| 726 |
+
|
| 727 |
+
**参数**:
|
| 728 |
+
- `total_epoch`:总训练轮数(4-32,默认:8)
|
| 729 |
+
- `batch_size`:批次大小(1-40,默认:4)
|
| 730 |
+
- `save_every_epoch`:每 N 轮保存检查点(1-50,默认:4)
|
| 731 |
+
- `text_low_lr_rate`:文本编码器学习率乘数(0.2-1.0,默认:0.4)
|
| 732 |
+
|
| 733 |
+
**阶段 7 - GPT 训练**:
|
| 734 |
+
```bash
|
| 735 |
+
curl -X POST http://localhost:8000/api/v1/experiments/exp-uuid/stages/gpt_train \
|
| 736 |
+
-H "Content-Type: application/json" \
|
| 737 |
+
-d '{
|
| 738 |
+
"total_epoch": 15,
|
| 739 |
+
"batch_size": 4,
|
| 740 |
+
"save_every_epoch": 5,
|
| 741 |
+
"if_save_latest": true,
|
| 742 |
+
"if_save_every_weights": true,
|
| 743 |
+
"version": "v2"
|
| 744 |
+
}'
|
| 745 |
+
```
|
| 746 |
+
|
| 747 |
+
**步骤 3:监控阶段进度**
|
| 748 |
+
|
| 749 |
+
每个阶段通过 SSE 提供实时进度:
|
| 750 |
+
|
| 751 |
+
```bash
|
| 752 |
+
curl -N http://localhost:8000/api/v1/experiments/exp-uuid/stages/sovits_train/progress
|
| 753 |
+
```
|
| 754 |
+
|
| 755 |
+
**进度事件**:
|
| 756 |
+
```
|
| 757 |
+
event: progress
|
| 758 |
+
data: {"epoch": 2, "total_epochs": 8, "progress": 25, "loss": 0.234}
|
| 759 |
+
|
| 760 |
+
event: progress
|
| 761 |
+
data: {"epoch": 4, "total_epochs": 8, "progress": 50, "loss": 0.189}
|
| 762 |
+
|
| 763 |
+
event: complete
|
| 764 |
+
data: {"status": "completed", "final_loss": 0.142}
|
| 765 |
+
```
|
| 766 |
+
|
| 767 |
+
#### 使用 UI
|
| 768 |
+
|
| 769 |
+
**步骤 1:创建新实验**
|
| 770 |
+
- 进入"高级模式"页面
|
| 771 |
+
- 点击"新建实验"
|
| 772 |
+
- 输入实验名称并上传音频
|
| 773 |
+
|
| 774 |
+
**步骤 2:配置每个阶段**
|
| 775 |
+
- 点击阶段卡以展开设置
|
| 776 |
+
- 调整参数(或使用预设默认值)
|
| 777 |
+
- 点击"运行阶段"执行
|
| 778 |
+
|
| 779 |
+
**步骤 3:监控管道**
|
| 780 |
+
- 可视化管道图显示阶段状态
|
| 781 |
+
- 绿色:已完成,蓝色:运行中,灰色:待处理
|
| 782 |
+
- 点击任何阶段��看详细日志
|
| 783 |
+
|
| 784 |
+
**步骤 4:迭代和优化**
|
| 785 |
+
- 每个阶段后检查结果
|
| 786 |
+
- 如需要可调整参数并重新运行
|
| 787 |
+
- 满意时导出最终模型
|
| 788 |
+
|
| 789 |
+
**高级提示**:
|
| 790 |
+
- 在内存有限的 GPU 上使用较低的 `batch_size`(2-4)
|
| 791 |
+
- 对于有足够数据的更好质量,增加 `total_epoch`
|
| 792 |
+
- 频繁保存检查点(`save_every_epoch`)以从中断中恢复
|
| 793 |
+
- 监控损失值 - 应该随着轮数递减
|
| 794 |
+
|
| 795 |
+
### 6.4 文本转语音生成
|
| 796 |
+
|
| 797 |
+
训练好声音后,您可以使用它从文本生成语音。
|
| 798 |
+
|
| 799 |
+
#### 使用 API
|
| 800 |
+
|
| 801 |
+
**基本 TTS 请求**:
|
| 802 |
+
```bash
|
| 803 |
+
curl -X POST http://localhost:8000/api/v1/inference/tts \
|
| 804 |
+
-H "Content-Type: application/json" \
|
| 805 |
+
-d '{
|
| 806 |
+
"text": "你好,这是文本转语音合成的测试。",
|
| 807 |
+
"voice_id": "voice-uuid-here",
|
| 808 |
+
"speed": 1.0,
|
| 809 |
+
"emotion": "auto"
|
| 810 |
+
}'
|
| 811 |
+
```
|
| 812 |
+
|
| 813 |
+
**响应**:
|
| 814 |
+
```json
|
| 815 |
+
{
|
| 816 |
+
"audio_url": "http://localhost:8000/api/v1/files/audio-uuid-here",
|
| 817 |
+
"duration": 3.2,
|
| 818 |
+
"format": "wav"
|
| 819 |
+
}
|
| 820 |
+
```
|
| 821 |
+
|
| 822 |
+
**参数**:
|
| 823 |
+
- `text`(必需):要合成的文本(最多 5000 个字符)
|
| 824 |
+
- `voice_id`(必需):训练好的声音的 UUID
|
| 825 |
+
- `speed`(可选):说话速度乘数(0.5 - 2.0,默认:1.0)
|
| 826 |
+
- `emotion`(可选):情感风格(auto、neutral、happy、sad)
|
| 827 |
+
- `seed`(可选):用于可重复性的随机种子
|
| 828 |
+
|
| 829 |
+
**下载生成的音频**:
|
| 830 |
+
```bash
|
| 831 |
+
curl -o output.wav http://localhost:8000/api/v1/files/audio-uuid-here
|
| 832 |
+
```
|
| 833 |
+
|
| 834 |
+
#### 使用 UI
|
| 835 |
+
|
| 836 |
+
**步骤 1:进入 TTS 页面**
|
| 837 |
+
- 点击侧边栏中的"文本转语音"
|
| 838 |
+
- 或使用键盘快捷键:`Ctrl/Cmd + T`
|
| 839 |
+
|
| 840 |
+
**步骤 2:选择声音**
|
| 841 |
+
- 打开声音下拉菜单
|
| 842 |
+
- 从列表中选择训练好的声音
|
| 843 |
+
- 预览按钮可让您听到样本
|
| 844 |
+
|
| 845 |
+
**步骤 3:输入文本**
|
| 846 |
+
- 在文本区域中输入或粘贴文本
|
| 847 |
+
- 显示字符计数(最多 5000)
|
| 848 |
+
- 支持多行文本
|
| 849 |
+
|
| 850 |
+
**步骤 4:调整设置**
|
| 851 |
+
- **速度**:拖动滑块或输入值(0.5x - 2.0x)
|
| 852 |
+
- 0.5x:非常慢,清晰的发音
|
| 853 |
+
- 1.0x:自然的说话节奏
|
| 854 |
+
- 1.5x:快速,仍然清晰
|
| 855 |
+
- 2.0x:非常快
|
| 856 |
+
- **情感**:从下拉菜单中选择(如果模型支持)
|
| 857 |
+
- Auto:从文本推断
|
| 858 |
+
- Neutral:平坦、事实性的表达
|
| 859 |
+
- Happy:积极向上的语气
|
| 860 |
+
- Sad:忧郁、哀伤的语气
|
| 861 |
+
|
| 862 |
+
**步骤 5:生成**
|
| 863 |
+
- 点击"生成"按钮
|
| 864 |
+
- 处理需要 2-5 秒
|
| 865 |
+
- 显示进度指示器
|
| 866 |
+
|
| 867 |
+
**步骤 6:收听和下载**
|
| 868 |
+
- 音频播放器自动出现
|
| 869 |
+
- 点击播放按钮收听
|
| 870 |
+
- 点击下载按钮保存 WAV 文件
|
| 871 |
+
- 分享按钮复制可分享链接
|
| 872 |
+
|
| 873 |
+
**文本指南**:
|
| 874 |
+
- 使用适当的标点符号进行自然停顿
|
| 875 |
+
- 将长文本分成句子
|
| 876 |
+
- 对话使用引号
|
| 877 |
+
- 全大写用于强调(谨慎使用)
|
| 878 |
+
|
| 879 |
+
**自然语音提示**:
|
| 880 |
+
- 添加逗号进行呼吸停顿
|
| 881 |
+
- 使用省略号(...)进行尾音
|
| 882 |
+
- 问号影响语调
|
| 883 |
+
- 感叹号增加强调
|
| 884 |
+
|
| 885 |
+
### 6.5 声音库管理
|
| 886 |
+
|
| 887 |
+
声音库是存储和管理所有训练声音的地方。
|
| 888 |
+
|
| 889 |
+
#### 使用 API
|
| 890 |
+
|
| 891 |
+
**列出所有声音**:
|
| 892 |
+
```bash
|
| 893 |
+
curl http://localhost:8000/api/v1/files?purpose=training
|
| 894 |
+
```
|
| 895 |
+
|
| 896 |
+
**响应**:
|
| 897 |
+
```json
|
| 898 |
+
{
|
| 899 |
+
"files": [
|
| 900 |
+
{
|
| 901 |
+
"id": "voice-uuid-1",
|
| 902 |
+
"filename": "john_voice",
|
| 903 |
+
"created_at": "2026-01-20T10:30:00Z",
|
| 904 |
+
"size": 1234567,
|
| 905 |
+
"metadata": {
|
| 906 |
+
"language": "zh",
|
| 907 |
+
"quality": "standard",
|
| 908 |
+
"duration": 12.5
|
| 909 |
+
}
|
| 910 |
+
},
|
| 911 |
+
{
|
| 912 |
+
"id": "voice-uuid-2",
|
| 913 |
+
"filename": "mary_voice",
|
| 914 |
+
"created_at": "2026-01-21T14:20:00Z",
|
| 915 |
+
"size": 2345678,
|
| 916 |
+
"metadata": {
|
| 917 |
+
"language": "en",
|
| 918 |
+
"quality": "high",
|
| 919 |
+
"duration": 18.3
|
| 920 |
+
}
|
| 921 |
+
}
|
| 922 |
+
]
|
| 923 |
+
}
|
| 924 |
+
```
|
| 925 |
+
|
| 926 |
+
**获取声音详情**:
|
| 927 |
+
```bash
|
| 928 |
+
curl http://localhost:8000/api/v1/files/voice-uuid-1
|
| 929 |
+
```
|
| 930 |
+
|
| 931 |
+
**删除声音**:
|
| 932 |
+
```bash
|
| 933 |
+
curl -X DELETE http://localhost:8000/api/v1/files/voice-uuid-1
|
| 934 |
+
```
|
| 935 |
+
|
| 936 |
+
**导出声音模型**:
|
| 937 |
+
```bash
|
| 938 |
+
curl -o voice_model.zip http://localhost:8000/api/v1/voices/voice-uuid-1/export
|
| 939 |
+
```
|
| 940 |
+
|
| 941 |
+
#### 使用 UI
|
| 942 |
+
|
| 943 |
+
**浏览声音库**:
|
| 944 |
+
- 进入"声音库"页面
|
| 945 |
+
- 声音显示为带有以下内容的卡片:
|
| 946 |
+
- 声音名称
|
| 947 |
+
- 语言和质量徽章
|
| 948 |
+
- 创建日期
|
| 949 |
+
- 样本持续时间
|
| 950 |
+
- 预览波形
|
| 951 |
+
|
| 952 |
+
**声音卡操作**:
|
| 953 |
+
- **播放**:收听声音样本
|
| 954 |
+
- **编辑**:重命名或更新元数据
|
| 955 |
+
- **导出**:下载声音模型文件
|
| 956 |
+
- **删除**:删除声音(带确认)
|
| 957 |
+
|
| 958 |
+
**搜索和筛选**:
|
| 959 |
+
- 搜索栏:按声音名称筛选
|
| 960 |
+
- 语言筛选:仅显示特定语言
|
| 961 |
+
- 质量筛选:仅显示特定质量预设
|
| 962 |
+
- 排序选项:
|
| 963 |
+
- 名称(A-Z)
|
| 964 |
+
- 创建日期(最新在前)
|
| 965 |
+
- 创建日期(最旧在前)
|
| 966 |
+
- 文件大小
|
| 967 |
+
|
| 968 |
+
**批量操作**:
|
| 969 |
+
- 选择多个声音(Shift+点击)
|
| 970 |
+
- 将选定的声音导出为 ZIP
|
| 971 |
+
- 删除选定的声音
|
| 972 |
+
- 标记选定的声音
|
| 973 |
+
|
| 974 |
+
**声音详情面板**:
|
| 975 |
+
点击任何声音卡查看:
|
| 976 |
+
- 完整的训练参数
|
| 977 |
+
- 训练历史和日志
|
| 978 |
+
- 模型文件大小
|
| 979 |
+
- 样本音频片段
|
| 980 |
+
- 导出和分享选项
|
| 981 |
+
|
| 982 |
+
**组织提示**:
|
| 983 |
+
- 使用描述性名称(例如,"张三_专业"、"李四_休闲")
|
| 984 |
+
- 按项目或用例标记声音
|
| 985 |
+
- 导出重要的声音作为备份
|
| 986 |
+
- 删除测试声音以节省空间
|
| 987 |
+
|
| 988 |
+
---
|
| 989 |
+
|
| 990 |
+
## API 参考
|
| 991 |
+
|
| 992 |
+
### 快速模式端点
|
| 993 |
+
|
| 994 |
+
#### 任务
|
| 995 |
+
|
| 996 |
+
**创建任务** - 启动一键式声音训练任务
|
| 997 |
+
```http
|
| 998 |
+
POST /api/v1/tasks
|
| 999 |
+
Content-Type: application/json
|
| 1000 |
+
|
| 1001 |
+
{
|
| 1002 |
+
"exp_name": "string",
|
| 1003 |
+
"audio_file_id": "uuid",
|
| 1004 |
+
"options": {
|
| 1005 |
+
"version": "v2",
|
| 1006 |
+
"language": "zh|en|ja",
|
| 1007 |
+
"quality": "fast|standard|high"
|
| 1008 |
+
}
|
| 1009 |
+
}
|
| 1010 |
+
```
|
| 1011 |
+
|
| 1012 |
+
**列出任务** - 获取所有任务
|
| 1013 |
+
```http
|
| 1014 |
+
GET /api/v1/tasks?status=queued|running|completed|failed
|
| 1015 |
+
```
|
| 1016 |
+
|
| 1017 |
+
**获取任务** - 获取特定任务详情
|
| 1018 |
+
```http
|
| 1019 |
+
GET /api/v1/tasks/{task_id}
|
| 1020 |
+
```
|
| 1021 |
+
|
| 1022 |
+
**取消任务** - 取消正在运行的任务
|
| 1023 |
+
```http
|
| 1024 |
+
DELETE /api/v1/tasks/{task_id}
|
| 1025 |
+
```
|
| 1026 |
+
|
| 1027 |
+
**任务进度** - 通过 SSE 实时进度
|
| 1028 |
+
```http
|
| 1029 |
+
GET /api/v1/tasks/{task_id}/progress
|
| 1030 |
+
Accept: text/event-stream
|
| 1031 |
+
```
|
| 1032 |
+
|
| 1033 |
+
### 高级模式端点
|
| 1034 |
+
|
| 1035 |
+
#### 实验
|
| 1036 |
+
|
| 1037 |
+
**创建实验** - 初始化新的训练实验
|
| 1038 |
+
```http
|
| 1039 |
+
POST /api/v1/experiments
|
| 1040 |
+
Content-Type: application/json
|
| 1041 |
+
|
| 1042 |
+
{
|
| 1043 |
+
"exp_name": "string",
|
| 1044 |
+
"version": "v2",
|
| 1045 |
+
"audio_file_id": "uuid"
|
| 1046 |
+
}
|
| 1047 |
+
```
|
| 1048 |
+
|
| 1049 |
+
**获取实验** - 获取实验详情
|
| 1050 |
+
```http
|
| 1051 |
+
GET /api/v1/experiments/{exp_id}
|
| 1052 |
+
```
|
| 1053 |
+
|
| 1054 |
+
**列出实验** - 获取所有实验
|
| 1055 |
+
```http
|
| 1056 |
+
GET /api/v1/experiments?status=pending|running|completed
|
| 1057 |
+
```
|
| 1058 |
+
|
| 1059 |
+
**删除实验** - 删除实验和所有数据
|
| 1060 |
+
```http
|
| 1061 |
+
DELETE /api/v1/experiments/{exp_id}
|
| 1062 |
+
```
|
| 1063 |
+
|
| 1064 |
+
#### 阶段
|
| 1065 |
+
|
| 1066 |
+
**执行阶段** - 运行特定的管道阶段
|
| 1067 |
+
```http
|
| 1068 |
+
POST /api/v1/experiments/{exp_id}/stages/{stage_type}
|
| 1069 |
+
Content-Type: application/json
|
| 1070 |
+
|
| 1071 |
+
{
|
| 1072 |
+
// 阶段特定参数
|
| 1073 |
+
}
|
| 1074 |
+
```
|
| 1075 |
+
|
| 1076 |
+
**阶段类型**:
|
| 1077 |
+
- `audio_slice`
|
| 1078 |
+
- `asr`
|
| 1079 |
+
- `text_feature`
|
| 1080 |
+
- `hubert_feature`
|
| 1081 |
+
- `semantic_token`
|
| 1082 |
+
- `sovits_train`
|
| 1083 |
+
- `gpt_train`
|
| 1084 |
+
|
| 1085 |
+
**获取阶段状态** - 获取特定阶段的状态
|
| 1086 |
+
```http
|
| 1087 |
+
GET /api/v1/experiments/{exp_id}/stages/{stage_type}
|
| 1088 |
+
```
|
| 1089 |
+
|
| 1090 |
+
**获取所有阶段状态** - 获取所有阶段的状态
|
| 1091 |
+
```http
|
| 1092 |
+
GET /api/v1/experiments/{exp_id}/stages
|
| 1093 |
+
```
|
| 1094 |
+
|
| 1095 |
+
**阶段进度** - 通过 SSE 实时阶段进度
|
| 1096 |
+
```http
|
| 1097 |
+
GET /api/v1/experiments/{exp_id}/stages/{stage_type}/progress
|
| 1098 |
+
Accept: text/event-stream
|
| 1099 |
+
```
|
| 1100 |
+
|
| 1101 |
+
**获取阶段架构** - 获取阶段的参数架构
|
| 1102 |
+
```http
|
| 1103 |
+
GET /api/v1/stages/{stage_type}/schema
|
| 1104 |
+
```
|
| 1105 |
+
|
| 1106 |
+
### 通用端点
|
| 1107 |
+
|
| 1108 |
+
#### 文件
|
| 1109 |
+
|
| 1110 |
+
**上传文件** - 上传音频或数据文件
|
| 1111 |
+
```http
|
| 1112 |
+
POST /api/v1/files
|
| 1113 |
+
Content-Type: multipart/form-data
|
| 1114 |
+
|
| 1115 |
+
file: binary
|
| 1116 |
+
purpose: training|inference
|
| 1117 |
+
```
|
| 1118 |
+
|
| 1119 |
+
**列出文件** - 获取所有上传的文件
|
| 1120 |
+
```http
|
| 1121 |
+
GET /api/v1/files?purpose=training|inference
|
| 1122 |
+
```
|
| 1123 |
+
|
| 1124 |
+
**获取文件** - 下载特定文件
|
| 1125 |
+
```http
|
| 1126 |
+
GET /api/v1/files/{file_id}
|
| 1127 |
+
```
|
| 1128 |
+
|
| 1129 |
+
**删除文件** - 删除文件
|
| 1130 |
+
```http
|
| 1131 |
+
DELETE /api/v1/files/{file_id}
|
| 1132 |
+
```
|
| 1133 |
+
|
| 1134 |
+
#### 推理
|
| 1135 |
+
|
| 1136 |
+
**文本转语音** - 从文本生成语音
|
| 1137 |
+
```http
|
| 1138 |
+
POST /api/v1/inference/tts
|
| 1139 |
+
Content-Type: application/json
|
| 1140 |
+
|
| 1141 |
+
{
|
| 1142 |
+
"text": "string",
|
| 1143 |
+
"voice_id": "uuid",
|
| 1144 |
+
"speed": 1.0,
|
| 1145 |
+
"emotion": "auto|neutral|happy|sad",
|
| 1146 |
+
"seed": 42
|
| 1147 |
+
}
|
| 1148 |
+
```
|
| 1149 |
+
|
| 1150 |
+
**获取声音信息** - 获取声音模型信息
|
| 1151 |
+
```http
|
| 1152 |
+
GET /api/v1/voices/{voice_id}
|
| 1153 |
+
```
|
| 1154 |
+
|
| 1155 |
+
#### 配置
|
| 1156 |
+
|
| 1157 |
+
**获取阶段预设** - 获取阶段的预设配置
|
| 1158 |
+
```http
|
| 1159 |
+
GET /api/v1/stages/presets
|
| 1160 |
+
```
|
| 1161 |
+
|
| 1162 |
+
**健康检查** - 检查 API 服务器健康状况
|
| 1163 |
+
```http
|
| 1164 |
+
GET /health
|
| 1165 |
+
```
|
| 1166 |
+
|
| 1167 |
+
**完整的 OpenAPI 规范可在以下位置获得**:http://localhost:8000/openapi.json
|
| 1168 |
+
|
| 1169 |
+
---
|
| 1170 |
+
|
| 1171 |
+
## 故障排除
|
| 1172 |
+
|
| 1173 |
+
### 后端问题
|
| 1174 |
+
|
| 1175 |
+
#### 端口已被占用
|
| 1176 |
+
|
| 1177 |
+
**症状**:启动服务器时出现 `Address already in use` 错误消息。
|
| 1178 |
+
|
| 1179 |
+
**解决方案 1** - 在 `.env` 中更改端口:
|
| 1180 |
+
```bash
|
| 1181 |
+
echo "API_PORT=8001" >> .env
|
| 1182 |
+
python app/main.py
|
| 1183 |
+
```
|
| 1184 |
+
|
| 1185 |
+
**解决方案 2** - 查找并终止使用端口的进程:
|
| 1186 |
+
```bash
|
| 1187 |
+
# macOS/Linux
|
| 1188 |
+
lsof -ti:8000 | xargs kill -9
|
| 1189 |
+
|
| 1190 |
+
# Windows
|
| 1191 |
+
netstat -ano | findstr :8000
|
| 1192 |
+
taskkill /PID <pid> /F
|
| 1193 |
+
```
|
| 1194 |
+
|
| 1195 |
+
#### 数据库错误
|
| 1196 |
+
|
| 1197 |
+
**症状**:`sqlite3.OperationalError` 或数据库损坏消息。
|
| 1198 |
+
|
| 1199 |
+
**解决方案** - 重置数据库:
|
| 1200 |
+
```bash
|
| 1201 |
+
# 备份现有数据库(可选)
|
| 1202 |
+
cp ~/.moyoyo-tts/data/tasks.db ~/.moyoyo-tts/data/tasks.db.backup
|
| 1203 |
+
|
| 1204 |
+
# 删除损坏的数据库
|
| 1205 |
+
rm ~/.moyoyo-tts/data/tasks.db
|
| 1206 |
+
|
| 1207 |
+
# 重启 API 服务器(数据库将被重新创建)
|
| 1208 |
+
python app/main.py
|
| 1209 |
+
```
|
| 1210 |
+
|
| 1211 |
+
#### 训练立即失败
|
| 1212 |
+
|
| 1213 |
+
**症状**:训练开始但在几秒钟内失败。
|
| 1214 |
+
|
| 1215 |
+
**诊断**:
|
| 1216 |
+
```bash
|
| 1217 |
+
# 检查 GPU 可用性
|
| 1218 |
+
python -c "import torch; print(torch.cuda.is_available())"
|
| 1219 |
+
|
| 1220 |
+
# 检查 CUDA 版本
|
| 1221 |
+
python -c "import torch; print(torch.version.cuda)"
|
| 1222 |
+
|
| 1223 |
+
# 检查磁盘空间
|
| 1224 |
+
df -h
|
| 1225 |
+
```
|
| 1226 |
+
|
| 1227 |
+
**解决方案**:
|
| 1228 |
+
1. **无 GPU**:系统将使用 CPU(较慢但有效)
|
| 1229 |
+
2. **CUDA 不匹配**:使用正确的 CUDA 版本重新安装 PyTorch:
|
| 1230 |
+
```bash
|
| 1231 |
+
# 对于 CUDA 12.6
|
| 1232 |
+
uv sync --reinstall-package torch --reinstall-package torchaudio
|
| 1233 |
+
|
| 1234 |
+
# 对于 CUDA 12.8(Windows)
|
| 1235 |
+
uv sync --reinstall-package torch --reinstall-package torchaudio --index pytorch-cu128
|
| 1236 |
+
|
| 1237 |
+
# 仅 CPU
|
| 1238 |
+
uv sync --reinstall-package torch --reinstall-package torchaudio --index pytorch-cpu
|
| 1239 |
+
```
|
| 1240 |
+
3. **磁盘空间不足**:至少释放 10GB
|
| 1241 |
+
4. **内存不足**:在��练参数中减少 `batch_size`
|
| 1242 |
+
|
| 1243 |
+
#### Python 环境问题
|
| 1244 |
+
|
| 1245 |
+
**症状**:`ModuleNotFoundError` 或导入错误。
|
| 1246 |
+
|
| 1247 |
+
**解决方案**:
|
| 1248 |
+
```bash
|
| 1249 |
+
# 验证环境已激活
|
| 1250 |
+
which python # 应显示 .venv 中的路径
|
| 1251 |
+
|
| 1252 |
+
# 重新安装所有依赖项
|
| 1253 |
+
uv sync --reinstall
|
| 1254 |
+
|
| 1255 |
+
# 或从头强制重新安装
|
| 1256 |
+
rm -rf .venv
|
| 1257 |
+
uv sync
|
| 1258 |
+
|
| 1259 |
+
# 检查缺失的包
|
| 1260 |
+
uv pip list
|
| 1261 |
+
```
|
| 1262 |
+
|
| 1263 |
+
### 前端问题
|
| 1264 |
+
|
| 1265 |
+
#### 无法连接到 API
|
| 1266 |
+
|
| 1267 |
+
**症状**:前端显示"无法连接到服务器"错误。
|
| 1268 |
+
|
| 1269 |
+
**诊断**:
|
| 1270 |
+
```bash
|
| 1271 |
+
# 检查后端是否正在运行
|
| 1272 |
+
curl http://localhost:8000/health
|
| 1273 |
+
|
| 1274 |
+
# 检查网络连接
|
| 1275 |
+
ping localhost
|
| 1276 |
+
```
|
| 1277 |
+
|
| 1278 |
+
**解决方案**:
|
| 1279 |
+
1. **后端未运行**:启动后端服务器(参见 5.1 节)
|
| 1280 |
+
2. **错误的端口**:检查后端是否在端口 8000 上
|
| 1281 |
+
3. **防火墙**:允许连接到 localhost:8000
|
| 1282 |
+
4. **CORS 错误**:检查后端 `.env` 中的 CORS 设置
|
| 1283 |
+
|
| 1284 |
+
#### 模型未下载
|
| 1285 |
+
|
| 1286 |
+
**症状**:模型下载失败或无限期挂起。
|
| 1287 |
+
|
| 1288 |
+
**解决方案**:
|
| 1289 |
+
1. **检查互联网连接**:
|
| 1290 |
+
```bash
|
| 1291 |
+
curl -I https://www.modelscope.cn
|
| 1292 |
+
```
|
| 1293 |
+
|
| 1294 |
+
2. **检查磁盘空间**:
|
| 1295 |
+
```bash
|
| 1296 |
+
df -h # 需要约 10GB 可用空间
|
| 1297 |
+
```
|
| 1298 |
+
|
| 1299 |
+
3. **手动下载**:参见 3.3 节进行手动安装
|
| 1300 |
+
|
| 1301 |
+
4. **代理问题**:配置代理设置:
|
| 1302 |
+
```bash
|
| 1303 |
+
export http_proxy=http://proxy.example.com:8080
|
| 1304 |
+
export https_proxy=http://proxy.example.com:8080
|
| 1305 |
+
```
|
| 1306 |
+
|
| 1307 |
+
#### Electron 应用无法启动
|
| 1308 |
+
|
| 1309 |
+
**症状**:应用启动时崩溃或显示空白屏幕。
|
| 1310 |
+
|
| 1311 |
+
**解决方案 1** - 清除缓存并重建:
|
| 1312 |
+
```bash
|
| 1313 |
+
# 进入前端目录
|
| 1314 |
+
cd tts-voice-app
|
| 1315 |
+
|
| 1316 |
+
# 清除缓存
|
| 1317 |
+
rm -rf node_modules package-lock.json dist .vite
|
| 1318 |
+
|
| 1319 |
+
# 重新安装依赖项
|
| 1320 |
+
npm install
|
| 1321 |
+
|
| 1322 |
+
# 重建
|
| 1323 |
+
npm run dev
|
| 1324 |
+
```
|
| 1325 |
+
|
| 1326 |
+
**解决方案 2** - 检查 Node.js 版本:
|
| 1327 |
+
```bash
|
| 1328 |
+
node --version # 应该是 >= 18.x
|
| 1329 |
+
|
| 1330 |
+
# 如需更新 Node.js
|
| 1331 |
+
nvm install 18
|
| 1332 |
+
nvm use 18
|
| 1333 |
+
```
|
| 1334 |
+
|
| 1335 |
+
**解决方案 3** - 检查 Electron 日志:
|
| 1336 |
+
```bash
|
| 1337 |
+
# macOS
|
| 1338 |
+
~/Library/Logs/tts-voice-app/
|
| 1339 |
+
|
| 1340 |
+
# Linux
|
| 1341 |
+
~/.config/tts-voice-app/logs/
|
| 1342 |
+
|
| 1343 |
+
# Windows
|
| 1344 |
+
%APPDATA%\tts-voice-app\logs\
|
| 1345 |
+
```
|
| 1346 |
+
|
| 1347 |
+
### 常见错误
|
| 1348 |
+
|
| 1349 |
+
#### "PYTHONPATH not set" 错误
|
| 1350 |
+
|
| 1351 |
+
**症状**:与 `GPT_SoVITS` 模块相关的导入错误。
|
| 1352 |
+
|
| 1353 |
+
**原因**:API 服务器需要找到主项目目录。
|
| 1354 |
+
|
| 1355 |
+
**解决方案**:API 自动设置 `PYTHONPATH`,但请验证:
|
| 1356 |
+
```bash
|
| 1357 |
+
# 检查项目结构
|
| 1358 |
+
ls GPT-SoVITS/ # 应包含 *.py 文件
|
| 1359 |
+
|
| 1360 |
+
# 如需手动设置
|
| 1361 |
+
export PYTHONPATH=/Users/coldish/workspace/GPT-SoVITS:$PYTHONPATH
|
| 1362 |
+
```
|
| 1363 |
+
|
| 1364 |
+
#### "Model not found" 错误
|
| 1365 |
+
|
| 1366 |
+
**症状**:训练失败并显示"找不到预训练模型"消息。
|
| 1367 |
+
|
| 1368 |
+
**诊断**:
|
| 1369 |
+
```bash
|
| 1370 |
+
# 检查模型是否存在
|
| 1371 |
+
ls GPT_SoVITS/pretrained_models/
|
| 1372 |
+
# 应显示:s1bert25hz-2kh-longer-epoch=68e-step=50232.ckpt, s2G488k.pth, s2D488k.pth
|
| 1373 |
+
```
|
| 1374 |
+
|
| 1375 |
+
**解决方案**:下载预训练模型(参见 3.3 节):
|
| 1376 |
+
```bash
|
| 1377 |
+
wget https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained/resolve/master/pretrained_models.zip
|
| 1378 |
+
unzip -q -o pretrained_models.zip -d GPT_SoVITS
|
| 1379 |
+
```
|
| 1380 |
+
|
| 1381 |
+
#### "Out of memory" 错误
|
| 1382 |
+
|
| 1383 |
+
**症状**:训练崩溃并显示 `CUDA out of memory` 或 `MemoryError`。
|
| 1384 |
+
|
| 1385 |
+
**解决方案**:
|
| 1386 |
+
1. **减小批次大小**:
|
| 1387 |
+
```json
|
| 1388 |
+
{
|
| 1389 |
+
"batch_size": 2 // 从 4 减少到 2
|
| 1390 |
+
}
|
| 1391 |
+
```
|
| 1392 |
+
|
| 1393 |
+
2. **关闭其他应用程序**:释放 GPU/RAM
|
| 1394 |
+
|
| 1395 |
+
3. **使用 CPU 模式**:较慢但使用系统 RAM 而不是 GPU:
|
| 1396 |
+
```bash
|
| 1397 |
+
# 设置环境变量
|
| 1398 |
+
export CUDA_VISIBLE_DEVICES=""
|
| 1399 |
+
python app/main.py
|
| 1400 |
+
```
|
| 1401 |
+
|
| 1402 |
+
4. **增加系统交换空间**(Linux):
|
| 1403 |
+
```bash
|
| 1404 |
+
sudo dd if=/dev/zero of=/swapfile bs=1G count=8
|
| 1405 |
+
sudo mkswap /swapfile
|
| 1406 |
+
sudo swapon /swapfile
|
| 1407 |
+
```
|
| 1408 |
+
|
| 1409 |
+
#### "NLTK Data Not Found" 错误
|
| 1410 |
+
|
| 1411 |
+
**症状**:文本处理失败并显示 NLTK 数据错误。
|
| 1412 |
+
|
| 1413 |
+
**解决方案**:下载 NLTK 数据(参见 3.3 节):
|
| 1414 |
+
```bash
|
| 1415 |
+
wget https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained/resolve/master/nltk_data.zip
|
| 1416 |
+
unzip -q -o nltk_data.zip -d .venv/
|
| 1417 |
+
```
|
| 1418 |
+
|
| 1419 |
+
#### 音频质量问题
|
| 1420 |
+
|
| 1421 |
+
**症状**:生成的音频听起来像机器人、失真或不清楚。
|
| 1422 |
+
|
| 1423 |
+
**解决方案**:
|
| 1424 |
+
1. **使用更好的训练数据**:
|
| 1425 |
+
- 高质量音频(首选 48kHz WAV)
|
| 1426 |
+
- 清晰的声音,最少的背景噪音
|
| 1427 |
+
- 10-15 秒的音频
|
| 1428 |
+
- 自然、对话式的讲话
|
| 1429 |
+
|
| 1430 |
+
2. **提高训练质量**:
|
| 1431 |
+
```json
|
| 1432 |
+
{
|
| 1433 |
+
"quality": "high" // 使用 high 而不是 standard
|
| 1434 |
+
}
|
| 1435 |
+
```
|
| 1436 |
+
|
| 1437 |
+
3. **训练更长时间**:
|
| 1438 |
+
```json
|
| 1439 |
+
{
|
| 1440 |
+
"total_epoch": 16 // 从 8 增加到 16
|
| 1441 |
+
}
|
| 1442 |
+
```
|
| 1443 |
+
|
| 1444 |
+
4. **检查参考音频**:确保上传的音频未损坏
|
| 1445 |
+
|
| 1446 |
+
---
|
| 1447 |
+
|
| 1448 |
+
## 开发
|
| 1449 |
+
|
| 1450 |
+
### 后端开发
|
| 1451 |
+
|
| 1452 |
+
#### 使用热重载运行
|
| 1453 |
+
|
| 1454 |
+
热重载在检测到代码更改时自动重启服务器:
|
| 1455 |
+
|
| 1456 |
+
```bash
|
| 1457 |
+
# 使用 uvicorn
|
| 1458 |
+
uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
|
| 1459 |
+
|
| 1460 |
+
# 使用自定义重载目录
|
| 1461 |
+
uvicorn app.main:app --reload --reload-dir api_server/app
|
| 1462 |
+
```
|
| 1463 |
+
|
| 1464 |
+
#### 运行测试
|
| 1465 |
+
|
| 1466 |
+
```bash
|
| 1467 |
+
# 进入项目根目录
|
| 1468 |
+
cd GPT-SoVITS
|
| 1469 |
+
|
| 1470 |
+
# 运行所有测试
|
| 1471 |
+
pytest api_server/tests/
|
| 1472 |
+
|
| 1473 |
+
# 运行特定测试文件
|
| 1474 |
+
pytest api_server/tests/test_tasks.py
|
| 1475 |
+
|
| 1476 |
+
# 使用覆盖���报告运行
|
| 1477 |
+
pytest --cov=api_server/app --cov-report=html
|
| 1478 |
+
|
| 1479 |
+
# 查看覆盖率报告
|
| 1480 |
+
open htmlcov/index.html
|
| 1481 |
+
```
|
| 1482 |
+
|
| 1483 |
+
#### 代码格式化
|
| 1484 |
+
|
| 1485 |
+
```bash
|
| 1486 |
+
# 使用 Black 格式化 Python 代码
|
| 1487 |
+
black api_server/
|
| 1488 |
+
|
| 1489 |
+
# 使用 isort 排序导入
|
| 1490 |
+
isort api_server/
|
| 1491 |
+
|
| 1492 |
+
# 使用 flake8 进行代码检查
|
| 1493 |
+
flake8 api_server/
|
| 1494 |
+
|
| 1495 |
+
# 使用 mypy 进行类型检查
|
| 1496 |
+
mypy api_server/
|
| 1497 |
+
```
|
| 1498 |
+
|
| 1499 |
+
#### 数据库迁移
|
| 1500 |
+
|
| 1501 |
+
```bash
|
| 1502 |
+
# 生成迁移
|
| 1503 |
+
alembic revision --autogenerate -m "Add new column"
|
| 1504 |
+
|
| 1505 |
+
# 应用迁移
|
| 1506 |
+
alembic upgrade head
|
| 1507 |
+
|
| 1508 |
+
# 回滚迁移
|
| 1509 |
+
alembic downgrade -1
|
| 1510 |
+
```
|
| 1511 |
+
|
| 1512 |
+
#### 添加新端点
|
| 1513 |
+
|
| 1514 |
+
1. 在 `api_server/app/routes/` 中创建路由
|
| 1515 |
+
2. 在 `api_server/app/services/` 中添加业务逻辑
|
| 1516 |
+
3. 在 `api_server/app/models/` 中更新模型
|
| 1517 |
+
4. 在 `api_server/tests/` 中添加测试
|
| 1518 |
+
5. 更新 OpenAPI 文档
|
| 1519 |
+
|
| 1520 |
+
### 前端开发
|
| 1521 |
+
|
| 1522 |
+
#### 开发模式
|
| 1523 |
+
|
| 1524 |
+
开发模式启用热模块替换(HMR)以获得即时反馈:
|
| 1525 |
+
|
| 1526 |
+
```bash
|
| 1527 |
+
# 启动开发服务器
|
| 1528 |
+
npm run dev
|
| 1529 |
+
|
| 1530 |
+
# 使用自定义端口启动
|
| 1531 |
+
npm run dev -- --port 5174
|
| 1532 |
+
|
| 1533 |
+
# 使用调试日志启动
|
| 1534 |
+
DEBUG=electron* npm run dev
|
| 1535 |
+
```
|
| 1536 |
+
|
| 1537 |
+
#### 类型检查
|
| 1538 |
+
|
| 1539 |
+
```bash
|
| 1540 |
+
# 运行 Vue 类型检查
|
| 1541 |
+
npm run type-check
|
| 1542 |
+
|
| 1543 |
+
# 运行 TypeScript 编译器检查
|
| 1544 |
+
npx tsc --noEmit
|
| 1545 |
+
|
| 1546 |
+
# 监视模式以进行连续检查
|
| 1547 |
+
npm run type-check -- --watch
|
| 1548 |
+
```
|
| 1549 |
+
|
| 1550 |
+
#### 构建生产版本
|
| 1551 |
+
|
| 1552 |
+
**开发构建**(带源映射):
|
| 1553 |
+
```bash
|
| 1554 |
+
npm run build
|
| 1555 |
+
```
|
| 1556 |
+
|
| 1557 |
+
**生产构建**(优化):
|
| 1558 |
+
```bash
|
| 1559 |
+
npm run build:prod
|
| 1560 |
+
```
|
| 1561 |
+
|
| 1562 |
+
**预览生产构建**:
|
| 1563 |
+
```bash
|
| 1564 |
+
npm run preview
|
| 1565 |
+
```
|
| 1566 |
+
|
| 1567 |
+
#### 构建分发包
|
| 1568 |
+
|
| 1569 |
+
构建特定于平台的安装程序:
|
| 1570 |
+
|
| 1571 |
+
**macOS**:
|
| 1572 |
+
```bash
|
| 1573 |
+
npm run build:mac
|
| 1574 |
+
# 输出:tts-voice-app/release/MoYoYo-TTS-1.0.0.dmg
|
| 1575 |
+
```
|
| 1576 |
+
|
| 1577 |
+
**Windows**:
|
| 1578 |
+
```bash
|
| 1579 |
+
npm run build:win
|
| 1580 |
+
# 输出:tts-voice-app/release/MoYoYo-TTS-Setup-1.0.0.exe
|
| 1581 |
+
```
|
| 1582 |
+
|
| 1583 |
+
**Linux**:
|
| 1584 |
+
```bash
|
| 1585 |
+
npm run build:linux
|
| 1586 |
+
# 输出:tts-voice-app/release/moyoyo-tts-1.0.0.AppImage
|
| 1587 |
+
```
|
| 1588 |
+
|
| 1589 |
+
**构建所有平台**(需要特定于平台的依赖项):
|
| 1590 |
+
```bash
|
| 1591 |
+
npm run build:all
|
| 1592 |
+
```
|
| 1593 |
+
|
| 1594 |
+
**构建配置**:
|
| 1595 |
+
编辑 `tts-voice-app/electron-builder.yml` 以自定义:
|
| 1596 |
+
- 应用名称和 ID
|
| 1597 |
+
- 图标文件
|
| 1598 |
+
- 文件关联
|
| 1599 |
+
- 自动更新设置
|
| 1600 |
+
- 代码签名
|
| 1601 |
+
|
| 1602 |
+
#### 组件开发
|
| 1603 |
+
|
| 1604 |
+
**创建新组件**:
|
| 1605 |
+
```bash
|
| 1606 |
+
# 进入组件目录
|
| 1607 |
+
cd tts-voice-app/src/components
|
| 1608 |
+
|
| 1609 |
+
# 创建组件文件
|
| 1610 |
+
touch MyComponent.vue
|
| 1611 |
+
```
|
| 1612 |
+
|
| 1613 |
+
**组件模板**:
|
| 1614 |
+
```vue
|
| 1615 |
+
<template>
|
| 1616 |
+
<div class="my-component">
|
| 1617 |
+
<!-- 模板在这里 -->
|
| 1618 |
+
</div>
|
| 1619 |
+
</template>
|
| 1620 |
+
|
| 1621 |
+
<script setup lang="ts">
|
| 1622 |
+
import { ref } from 'vue'
|
| 1623 |
+
|
| 1624 |
+
// 组件逻辑在这里
|
| 1625 |
+
const myValue = ref('')
|
| 1626 |
+
</script>
|
| 1627 |
+
|
| 1628 |
+
<style scoped>
|
| 1629 |
+
.my-component {
|
| 1630 |
+
/* 样式在这里 */
|
| 1631 |
+
}
|
| 1632 |
+
</style>
|
| 1633 |
+
```
|
| 1634 |
+
|
| 1635 |
+
#### 状态管理
|
| 1636 |
+
|
| 1637 |
+
应用使用 Vue Composition API 和 Pinia stores:
|
| 1638 |
+
|
| 1639 |
+
```typescript
|
| 1640 |
+
// 在 src/stores/myStore.ts 中创建新的 store
|
| 1641 |
+
import { defineStore } from 'pinia'
|
| 1642 |
+
|
| 1643 |
+
export const useMyStore = defineStore('myStore', {
|
| 1644 |
+
state: () => ({
|
| 1645 |
+
items: []
|
| 1646 |
+
}),
|
| 1647 |
+
getters: {
|
| 1648 |
+
itemCount: (state) => state.items.length
|
| 1649 |
+
},
|
| 1650 |
+
actions: {
|
| 1651 |
+
addItem(item) {
|
| 1652 |
+
this.items.push(item)
|
| 1653 |
+
}
|
| 1654 |
+
}
|
| 1655 |
+
})
|
| 1656 |
+
```
|
| 1657 |
+
|
| 1658 |
+
#### 调试
|
| 1659 |
+
|
| 1660 |
+
**Vue DevTools**:
|
| 1661 |
+
- 在开发模式下自动启用
|
| 1662 |
+
- 通过浏览器 DevTools 面板访问
|
| 1663 |
+
|
| 1664 |
+
**Electron DevTools**:
|
| 1665 |
+
```bash
|
| 1666 |
+
# 启动时打开 DevTools
|
| 1667 |
+
DEBUG_ELECTRON=true npm run dev
|
| 1668 |
+
```
|
| 1669 |
+
|
| 1670 |
+
**控制台日志记录**:
|
| 1671 |
+
```typescript
|
| 1672 |
+
// 主进程日志
|
| 1673 |
+
console.log('Main:', data)
|
| 1674 |
+
|
| 1675 |
+
// 渲染进程日志
|
| 1676 |
+
console.log('Renderer:', data)
|
| 1677 |
+
|
| 1678 |
+
// 在终端和 DevTools 控制台中检查日志
|
| 1679 |
+
```
|
| 1680 |
+
|
| 1681 |
+
#### 测试
|
| 1682 |
+
|
| 1683 |
+
```bash
|
| 1684 |
+
# 运行单元测试
|
| 1685 |
+
npm run test
|
| 1686 |
+
|
| 1687 |
+
# 使用覆盖率运行
|
| 1688 |
+
npm run test:coverage
|
| 1689 |
+
|
| 1690 |
+
# 运行 E2E 测试
|
| 1691 |
+
npm run test:e2e
|
| 1692 |
+
|
| 1693 |
+
# 监视模式
|
| 1694 |
+
npm run test:watch
|
| 1695 |
+
```
|
| 1696 |
+
|
| 1697 |
+
### 项目结构
|
| 1698 |
+
|
| 1699 |
+
```
|
| 1700 |
+
GPT-SoVITS/
|
| 1701 |
+
├── api_server/ # 后端 API
|
| 1702 |
+
│ ├── app/
|
| 1703 |
+
│ │ ├── main.py # FastAPI 应用
|
| 1704 |
+
│ │ ├── routes/ # API 端点
|
| 1705 |
+
│ │ ├── services/ # 业务逻辑
|
| 1706 |
+
│ │ ├── models/ # 数据模型
|
| 1707 |
+
│ │ └── utils/ # 实用工具
|
| 1708 |
+
│ └── tests/ # 后端测试
|
| 1709 |
+
├── tts-voice-app/ # 前端 Electron 应用
|
| 1710 |
+
│ ├── src/
|
| 1711 |
+
│ │ ├── main/ # Electron 主进程
|
| 1712 |
+
│ │ ├── renderer/ # Vue UI
|
| 1713 |
+
│ │ ├── components/ # Vue 组件
|
| 1714 |
+
│ │ └── stores/ # 状态管理
|
| 1715 |
+
│ └── dist/ # 构建输出
|
| 1716 |
+
├── GPT_SoVITS/ # 核心 ML 模型
|
| 1717 |
+
│ ├── pretrained_models/ # 基础模型
|
| 1718 |
+
│ └── text/ # 文本处理
|
| 1719 |
+
└── .env # 配置
|
| 1720 |
+
```
|
| 1721 |
+
|
| 1722 |
+
### 贡献指南
|
| 1723 |
+
|
| 1724 |
+
1. **Fork 并克隆仓库**
|
| 1725 |
+
2. **创建功能分支**:`git checkout -b feature/my-feature`
|
| 1726 |
+
3. **进行更改**并添加测试
|
| 1727 |
+
4. **运行测试和代码检查**:`pytest && black . && isort .`
|
| 1728 |
+
5. **提交更改**:`git commit -m "feat: add my feature"`
|
| 1729 |
+
6. **推送到分支**:`git push origin feature/my-feature`
|
| 1730 |
+
7. **创建 Pull Request**并附��描述
|
| 1731 |
+
|
| 1732 |
+
**提交消息格式**:
|
| 1733 |
+
- `feat:`:新功能
|
| 1734 |
+
- `fix:`:错误修复
|
| 1735 |
+
- `docs:`:文档更改
|
| 1736 |
+
- `style:`:代码样式更改
|
| 1737 |
+
- `refactor:`:代码重构
|
| 1738 |
+
- `test:`:测试更改
|
| 1739 |
+
- `chore:`:构建/工具更改
|
| 1740 |
+
|
| 1741 |
+
---
|
| 1742 |
+
|
| 1743 |
+
## 其他资源
|
| 1744 |
+
|
| 1745 |
+
### 文档
|
| 1746 |
+
|
| 1747 |
+
- **API 文档**:http://localhost:8000/docs
|
| 1748 |
+
- **设计文档**:`frontend_design.md`
|
| 1749 |
+
- **开发指南**:`development.md`
|
| 1750 |
+
- **OpenAPI 规范**:`openapi.json`
|
| 1751 |
+
|
| 1752 |
+
### 外部链接
|
| 1753 |
+
|
| 1754 |
+
- **GPT-SoVITS 仓库**:https://github.com/RVC-Boss/GPT-SoVITS
|
| 1755 |
+
- **ModelScope 模型**:https://www.modelscope.cn/models/XXXXRT/GPT-SoVITS-Pretrained
|
| 1756 |
+
- **FastAPI 文档**:https://fastapi.tiangolo.com
|
| 1757 |
+
- **Vue 3 文档**:https://cn.vuejs.org
|
| 1758 |
+
- **Electron 文档**:https://www.electronjs.org
|
| 1759 |
+
|
| 1760 |
+
### 支持
|
| 1761 |
+
|
| 1762 |
+
对于问题、疑问或功能请求:
|
| 1763 |
+
1. 首先查看本文档
|
| 1764 |
+
2. 搜索现有的 GitHub issues
|
| 1765 |
+
3. 创建包含详细描述的新 issue
|
| 1766 |
+
4. 包括错误消息、日志和系统信息
|
| 1767 |
+
|
| 1768 |
+
### 许可证
|
| 1769 |
+
|
| 1770 |
+
本项目根据 MIT 许可证授权。详见 `LICENSE` 文件。
|
| 1771 |
+
|
| 1772 |
+
---
|
| 1773 |
+
|
| 1774 |
+
**最后更新**:2026-01-23
|
| 1775 |
+
**版本**:1.0.0
|
| 1776 |
+
**维护者**:MoYoYo.tts 开发团队
|
development.md
ADDED
|
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|
|
|