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33
.gitignore
vendored
33
.gitignore
vendored
@ -1,33 +0,0 @@
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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*.egg-info/
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dist/
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build/
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*.egg
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|
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# Virtual environments
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venv/
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.venv/
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env/
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# IDE
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.idea/
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.vscode/
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*.swp
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*.swo
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*~
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# Logs
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nohup.out
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*.log
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# OS
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.DS_Store
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Thumbs.db
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# Temporary files
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*.tmp
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*.bak
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190
README.md
190
README.md
@ -1,192 +1,2 @@
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# demucs-service
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Vocal/accompaniment separation web service using [Demucs](https://github.com/adefossez/demucs) (htdemucs model).
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## Overview
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This service provides an async API for separating audio files into vocals and accompaniment tracks using Meta's Demucs neural network model. It follows the ahserver + longtasks + Redis pattern.
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## Architecture
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- **ahserver**: Async HTTP server framework
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- **longtasks**: Background task processing via Redis queues
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- **Redis**: Task queue for separation jobs
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- **Demucs 4.0.1**: AI-powered source separation model (htdemucs)
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## 模型下载(离线部署)
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Demucs 使用 htdemucs 模型(PyTorch hub 格式),首次运行时自动下载,也可手动预下载。
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### 方法1: PyTorch Hub 自动下载(默认)
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服务首次运行时会通过 `torch.hub.load("facebookresearch/demucs", "htdemucs")` 自动下载模型。
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**下载位置**: `~/.cache/torch/hub/checkpoints/`
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**下载大小**: ~80MB
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### 方法2: 手动预下载
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如果部署环境无法访问外网,可以先在有网络的机器上下载,再拷贝:
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```bash
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# 在有网络的机器上运行 Python
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python3 << "PYTHON"
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import torch
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model = torch.hub.load("facebookresearch/demucs", "htdemucs", pretrained=True)
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print("Model downloaded to:", torch.hub.get_dir())
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PYTHON
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# 找到模型文件
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ls ~/.cache/torch/hub/checkpoints/
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# 应该看到 htdemucs-*.pt 或类似文件
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# 拷贝到部署服务器
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scp ~/.cache/torch/hub/checkpoints/htdemucs*.pt ymq@opencomputing.net:~/.cache/torch/hub/checkpoints/
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```
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### 方法3: 直接下载模型文件
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```bash
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# 创建缓存目录
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mkdir -p ~/.cache/torch/hub/checkpoints/
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# 下载 htdemucs 模型
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wget -O ~/.cache/torch/hub/checkpoints/htdemucs_v4.pt \
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https://dl.fbaipublicfiles.com/demucs/v4.0/htdemucs.pth
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```
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**下载大小**: ~80MB
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**下载时间**: 约5-15秒
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### 验证下载
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```bash
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# 启动服务后检查日志
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tail -f /data/ymq/demucs-service/nohup.out | grep -i "model"
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# 应该看到 "Model loaded" 而不是 "Downloading"
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```
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### 模型来源
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- **GitHub**: https://github.com/facebookresearch/demucs
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- **PyTorch Hub**: facebookresearch/demucs
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- **License**: MIT
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- **Paper**: Hybrid Spectrogram and Waveform Source Separation
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## API
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### Submit Separation Task
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Send a JSON payload to the longtask endpoint:
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```json
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{
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"task_type": "separate",
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"audio_path": "/path/to/audio.wav",
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"output_dir": "/tmp/demucs_custom_output" // optional
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}
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```
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**Parameters:**
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- `audio_path` (required): Absolute path to the input audio file
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- `output_dir` (optional): Output directory. Default: `/tmp/demucs_{task_id}`
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**Response:**
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```json
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{
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"vocals_path": "/tmp/demucs_123/htdemucs/audio/vocals.wav",
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"no_vocals_path": "/tmp/demucs_123/htdemucs/audio/no_vocals.wav",
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"duration": 12.34,
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"output_dir": "/tmp/demucs_123",
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"model": "htdemucs"
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}
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```
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### Health Check
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```
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GET /app/health.dspy
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```
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Returns:
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```json
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{"status":"ok","service":"demucs-service","model":"htdemucs"}
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```
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## Configuration
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Config file: `conf/config.json`
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```json
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{
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"port": 9083,
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"queue": "demucs",
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"filesroot": "/tmp/demucs-outputs",
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"host": "0.0.0.0",
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"debug": false
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}
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```
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## Environment Variables
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| Variable | Default | Description |
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|----------|---------|-------------|
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| `DEMUCS_GPU_ID` | `5` | GPU device ID for CUDA |
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| `CUDA_VISIBLE_DEVICES` | `5` | CUDA device visibility |
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| `PYTHONPATH` | `/data/ymq/demucs-service` | Python module path |
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## Deployment
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### Prerequisites
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- Python venv at `/data/ymq/demucs_venv` with demucs 4.0.1 and torchcodec
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- Redis server running on `127.0.0.1:6379`
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- GPU with CUDA support
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### Start
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```bash
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bash start.sh
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```
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### Stop
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```bash
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bash stop.sh
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```
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### Logs
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```bash
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tail -f nohup.out
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```
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## Directory Structure
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```
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demucs-service/
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├── ah.py # Main entry point
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├── workers/
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│ ├── __init__.py
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│ └── separate.py # Separation worker
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├── conf/
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│ └── config.json # Service configuration
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├── app/
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│ └── health.dspy # Health check endpoint
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├── start.sh # Start script
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├── stop.sh # Stop script
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└── README.md # This file
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```
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## Output Format
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Demucs outputs to: `{output_dir}/htdemucs/{basename}/`
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- `vocals.wav` - Isolated vocal track
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- `no_vocals.wav` - Accompaniment (everything except vocals)
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## Troubleshooting
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- **GPU OOM**: The htdemucs model requires significant VRAM. Ensure the assigned GPU has enough memory.
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- **Process timeout**: Long audio files may exceed the stuck_seconds timeout (default: 600s). Increase if needed.
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- **Missing output files**: Check nohup.out for demucs stderr output to diagnose issues.
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34
ah.py
34
ah.py
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import os
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from ahserver.webapp import webapp
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from ahserver.serverenv import ServerEnv
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from ahserver.configuredServer import add_startup
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from longtasks.longtasks import LongTasks, schedule_once
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from appPublic.log import debug
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class DemucsTasks(LongTasks):
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def __init__(self, *args, **kwargs):
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super().__init__(*args, **kwargs)
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self.gpu_id = int(os.environ.get('DEMUCS_GPU_ID', '5'))
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async def process_task(self, payload, workid=None):
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import json
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if isinstance(payload, str): payload = json.loads(payload)
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task_type = payload.get('task_type', '')
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if task_type == 'separate':
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from workers.separate import run_separate
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return await run_separate(self, payload)
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raise ValueError(f'Unknown task_type: {task_type}')
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async def on_app_built(app):
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env = ServerEnv()
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lt = env.longtasks
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if lt:
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schedule_once(0.1, lt.run)
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debug(f'Demucs longtasks worker started, GPU: {lt.gpu_id}')
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def init():
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env = ServerEnv()
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env.longtasks = DemucsTasks('redis://127.0.0.1:6379', 'demucs', worker_cnt=1, stuck_seconds=600, max_age_hours=24)
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add_startup(on_app_built)
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if __name__ == '__main__':
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webapp(init)
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@ -1,31 +0,0 @@
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# -*- coding:utf-8 -*-
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# GET /api/status - Demucs服务状态
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import subprocess
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import json
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result = {
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'service': 'demucs-vocal-separation',
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'model': 'htdemucs',
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'gpu_id': 5,
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'gpus': []
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}
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try:
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out = subprocess.check_output(
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['nvidia-smi', '--query-gpu=index,utilization.gpu,memory.used,memory.total',
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'--format=csv,noheader,nounits'],
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timeout=5
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).decode().strip()
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for line in out.split('\n'):
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parts = [p.strip() for p in line.split(',')]
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result['gpus'].append({
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'id': int(parts[0]),
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'util': int(parts[1]),
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'mem_used': int(parts[2]),
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'mem_total': int(parts[3])
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})
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except Exception:
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pass
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return json.dumps(result)
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@ -1,50 +0,0 @@
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# -*- coding:utf-8 -*-
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# POST /api/submit - 提交Demucs人声分离任务
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import json
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import uuid
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from ahserver.serverenv import ServerEnv
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method = request.method
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if method == 'POST':
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audio_path = params_kw.get('audio_path', '')
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if not audio_path:
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return json.dumps({'error': 'audio_path is required'}, ensure_ascii=False)
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task_id = params_kw.get('task_id', str(uuid.uuid4()).replace("-", "")[:12])
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model = params_kw.get('model', 'htdemucs')
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payload = {
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'task_type': 'separate',
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'task_id': task_id,
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'audio_path': audio_path,
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'model': model
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}
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env = ServerEnv()
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longtasks = env.longtasks
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if longtasks is None:
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return json.dumps({'error': 'service not ready'}, ensure_ascii=False)
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result = await longtasks.submit_task(payload)
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real_task_id = result.get('task_id', str(result)) if isinstance(result, dict) else str(result)
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return json.dumps({
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'task_id': real_task_id,
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'status': 'queued',
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'audio_path': audio_path,
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'model': model,
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'message': 'task submitted',
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'check_url': f'/api/task?task_id={real_task_id}'
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}, ensure_ascii=False)
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else:
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return json.dumps({
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'usage': 'POST with JSON body',
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'params': {
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'audio_path': 'string (required, server path to audio file)',
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'model': 'string (default htdemucs, options: htdemucs/htdemucs_ft/mdx_extra_q)',
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'task_id': 'string (optional, auto-generated)',
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}
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}, ensure_ascii=False)
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@ -1,17 +0,0 @@
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# -*- coding:utf-8 -*-
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# GET /api/task?task_id=xxx - 查询任务状态
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import json
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from ahserver.serverenv import ServerEnv
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task_id = params_kw.get('task_id', '')
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if not task_id:
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return json.dumps({'error': 'task_id is required'}, ensure_ascii=False)
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env = ServerEnv()
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longtasks = env.longtasks
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if longtasks is None:
|
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return json.dumps({'error': 'service not ready'}, ensure_ascii=False)
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|
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status = await longtasks.get_status(task_id)
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return json.dumps(status)
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@ -1,3 +0,0 @@
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import json
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result = {"status": "ok", "service": "$svc"}
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print(json.dumps(result))
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150
build.sh
150
build.sh
@ -1,150 +0,0 @@
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#!/bin/bash
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# 一键部署脚本模板
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||||
# 用法: ./build.sh [deploy|update|stop|status]
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|
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set -e
|
||||
|
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SERVICE_NAME="demucs-service"
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GIT_REPO="git@git.opencomputing.cn:yumoqing/demucs-service.git"
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SERVICE_PORT=9083
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DEPLOY_DIR="/data/ymq/$SERVICE_NAME"
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VENV_PATH="/data/ymq/wan22-service/py3"
|
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GPU_ID="5"
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|
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# 颜色输出
|
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RED='\033[0;31m'
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GREEN='\033[0;32m'
|
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YELLOW='\033[1;33m'
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NC='\033[0m'
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|
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log_info() { echo -e "${GREEN}[INFO]${NC} $1"; }
|
||||
log_warn() { echo -e "${YELLOW}[WARN]${NC} $1"; }
|
||||
log_error() { echo -e "${RED}[ERROR]${NC} $1"; }
|
||||
|
||||
check_deps() {
|
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command -v git >/dev/null || { log_error "git not found"; exit 1; }
|
||||
[ -f "$VENV_PATH/bin/python" ] || { log_error "Python venv not found: $VENV_PATH"; exit 1; }
|
||||
}
|
||||
|
||||
deploy() {
|
||||
log_info "Deploying $SERVICE_NAME..."
|
||||
|
||||
# 检查依赖
|
||||
check_deps
|
||||
|
||||
# 克隆或更新代码
|
||||
if [ -d "$DEPLOY_DIR/.git" ]; then
|
||||
log_info "Updating existing deployment..."
|
||||
cd "$DEPLOY_DIR"
|
||||
git fetch origin
|
||||
git reset --hard origin/master
|
||||
else
|
||||
log_info "Cloning repository..."
|
||||
cd /data/ymq
|
||||
git clone "$GIT_REPO" "$SERVICE_NAME"
|
||||
cd "$DEPLOY_DIR"
|
||||
fi
|
||||
|
||||
# 创建必要目录
|
||||
mkdir -p "$DEPLOY_DIR/app/api/status"
|
||||
mkdir -p "$DEPLOY_DIR/app/api/submit"
|
||||
mkdir -p "$DEPLOY_DIR/app/api/task"
|
||||
|
||||
# 设置权限
|
||||
chmod +x start.sh stop.sh 2>/dev/null || true
|
||||
|
||||
# 启动服务
|
||||
start_service
|
||||
}
|
||||
|
||||
start_service() {
|
||||
log_info "Starting $SERVICE_NAME on port $SERVICE_PORT..."
|
||||
|
||||
# 停止旧进程
|
||||
if [ -f stop.sh ]; then
|
||||
bash stop.sh 2>/dev/null || true
|
||||
sleep 2
|
||||
fi
|
||||
|
||||
# 启动新进程
|
||||
bash start.sh
|
||||
|
||||
# 等待启动
|
||||
sleep 3
|
||||
|
||||
# 验证
|
||||
if ss -tlnp | grep -q ":$SERVICE_PORT "; then
|
||||
log_info "✓ Service started successfully"
|
||||
verify_api
|
||||
else
|
||||
log_error "✗ Service failed to start"
|
||||
log_error "Check logs: $DEPLOY_DIR/nohup.out"
|
||||
exit 1
|
||||
fi
|
||||
}
|
||||
|
||||
verify_api() {
|
||||
log_info "Verifying API endpoints..."
|
||||
|
||||
# 检查 status endpoint
|
||||
if curl -s "http://127.0.0.1:$SERVICE_PORT/api/status" | grep -q "service"; then
|
||||
log_info "✓ /api/status OK"
|
||||
else
|
||||
log_warn "✗ /api/status failed"
|
||||
fi
|
||||
}
|
||||
|
||||
stop_service() {
|
||||
log_info "Stopping $SERVICE_NAME..."
|
||||
if [ -f "$DEPLOY_DIR/stop.sh" ]; then
|
||||
cd "$DEPLOY_DIR"
|
||||
bash stop.sh
|
||||
log_info "✓ Service stopped"
|
||||
else
|
||||
log_warn "stop.sh not found"
|
||||
fi
|
||||
}
|
||||
|
||||
show_status() {
|
||||
echo "=== $SERVICE_NAME Status ==="
|
||||
echo "Port: $SERVICE_PORT"
|
||||
echo "Deploy Dir: $DEPLOY_DIR"
|
||||
echo ""
|
||||
|
||||
# 检查进程
|
||||
if ss -tlnp | grep -q ":$SERVICE_PORT "; then
|
||||
echo -e "Status: ${GREEN}RUNNING${NC}"
|
||||
PID=$(ss -tlnp | grep ":$SERVICE_PORT " | grep -oP 'pid=\K[0-9]+')
|
||||
echo "PID: $PID"
|
||||
else
|
||||
echo -e "Status: ${RED}STOPPED${NC}"
|
||||
fi
|
||||
echo ""
|
||||
|
||||
# 检查 API
|
||||
echo "API Endpoints:"
|
||||
curl -s "http://127.0.0.1:$SERVICE_PORT/api/status" 2>/dev/null | python3 -m json.tool 2>/dev/null || echo " (not responding)"
|
||||
}
|
||||
|
||||
# 主入口
|
||||
case "${1:-deploy}" in
|
||||
deploy|install)
|
||||
deploy
|
||||
;;
|
||||
update|upgrade)
|
||||
deploy
|
||||
;;
|
||||
stop)
|
||||
stop_service
|
||||
;;
|
||||
start)
|
||||
start_service
|
||||
;;
|
||||
status)
|
||||
show_status
|
||||
;;
|
||||
*)
|
||||
echo "Usage: $0 {deploy|update|stop|start|status}"
|
||||
exit 1
|
||||
;;
|
||||
esac
|
||||
@ -1,38 +0,0 @@
|
||||
{
|
||||
"password_key": "DemucsService2026Key",
|
||||
"databases": {},
|
||||
"session_redis": {
|
||||
"host": "127.0.0.1",
|
||||
"port": 6379,
|
||||
"db": 1
|
||||
},
|
||||
"website": {
|
||||
"paths": [
|
||||
[
|
||||
"$[workdir]$/app",
|
||||
""
|
||||
]
|
||||
],
|
||||
"host": "0.0.0.0",
|
||||
"port": 9083,
|
||||
"coding": "utf-8",
|
||||
"indexes": [
|
||||
"index.html",
|
||||
"index.dspy"
|
||||
],
|
||||
"processors": [
|
||||
[
|
||||
".dspy",
|
||||
"dspy"
|
||||
]
|
||||
],
|
||||
"startswiths": [
|
||||
{
|
||||
"leading": "/idfile",
|
||||
"registerfunction": "idfile"
|
||||
}
|
||||
]
|
||||
},
|
||||
"hot_reload": false,
|
||||
"filesroot": "/tmp/demucs-outputs"
|
||||
}
|
||||
7
start.sh
7
start.sh
@ -1,7 +0,0 @@
|
||||
#!/bin/bash
|
||||
cd /data/ymq/demucs-service
|
||||
export DEMUCS_GPU_ID=5
|
||||
export CUDA_VISIBLE_DEVICES=5
|
||||
export PYTHONPATH=/data/ymq/demucs-service
|
||||
nohup /data/ymq/wan22-service/py3/bin/python ah.py > nohup.out 2>&1 &
|
||||
echo "demucs-service started, PID: $!, GPU: $DEMUCS_GPU_ID"
|
||||
26
stop.sh
26
stop.sh
@ -1,26 +0,0 @@
|
||||
#!/bin/bash
|
||||
echo "Stopping demucs-service..."
|
||||
|
||||
# Find and kill processes running ah.py for demucs-service
|
||||
PIDS=$(ps aux | grep '[d]emucs.*ah.py' | awk '{print $2}')
|
||||
|
||||
if [ -z "$PIDS" ]; then
|
||||
echo "No demucs-service processes found."
|
||||
exit 0
|
||||
fi
|
||||
|
||||
for pid in $PIDS; do
|
||||
echo "Killing PID: $pid"
|
||||
kill "$pid" 2>/dev/null
|
||||
done
|
||||
|
||||
# Wait briefly then force kill if still running
|
||||
sleep 2
|
||||
for pid in $PIDS; do
|
||||
if kill -0 "$pid" 2>/dev/null; then
|
||||
echo "Force killing PID: $pid"
|
||||
kill -9 "$pid" 2>/dev/null
|
||||
fi
|
||||
done
|
||||
|
||||
echo "demucs-service stopped."
|
||||
@ -1,87 +0,0 @@
|
||||
import os
|
||||
import json
|
||||
import asyncio
|
||||
import time
|
||||
from appPublic.log import debug, error
|
||||
|
||||
async def run_separate(task_obj, payload):
|
||||
"""
|
||||
Run demucs vocal/accompaniment separation.
|
||||
|
||||
payload:
|
||||
audio_path (str, required): Path to input audio file
|
||||
output_dir (str, optional): Output directory, default /tmp/demucs_{task_id}
|
||||
"""
|
||||
audio_path = payload.get('audio_path')
|
||||
if not audio_path:
|
||||
raise ValueError('audio_path is required')
|
||||
|
||||
if not os.path.isfile(audio_path):
|
||||
raise FileNotFoundError(f'Audio file not found: {audio_path}')
|
||||
|
||||
task_id = payload.get('task_id', str(int(time.time())))
|
||||
output_dir = payload.get('output_dir', f'/tmp/demucs_{task_id}')
|
||||
|
||||
gpu_id = task_obj.gpu_id
|
||||
basename = os.path.splitext(os.path.basename(audio_path))[0]
|
||||
|
||||
# Expected output paths from demucs
|
||||
result_dir = os.path.join(output_dir, 'htdemucs', basename)
|
||||
vocals_path = os.path.join(result_dir, 'vocals.wav')
|
||||
no_vocals_path = os.path.join(result_dir, 'no_vocals.wav')
|
||||
|
||||
# Build the command
|
||||
env = os.environ.copy()
|
||||
env['CUDA_VISIBLE_DEVICES'] = str(gpu_id)
|
||||
|
||||
cmd = [
|
||||
'/data/ymq/demucs_venv/bin/python', '-m', 'demucs',
|
||||
'--two-stems', 'vocals',
|
||||
audio_path,
|
||||
'-o', output_dir
|
||||
]
|
||||
|
||||
debug(f'[demucs] Running separation: audio={audio_path}, output={output_dir}, gpu={gpu_id}')
|
||||
debug(f'[demucs] Command: {" ".join(cmd)}')
|
||||
|
||||
start_time = time.time()
|
||||
|
||||
proc = await asyncio.create_subprocess_exec(
|
||||
*cmd,
|
||||
stdout=asyncio.subprocess.PIPE,
|
||||
stderr=asyncio.subprocess.PIPE,
|
||||
env=env
|
||||
)
|
||||
|
||||
stdout, stderr = await proc.communicate()
|
||||
elapsed = time.time() - start_time
|
||||
|
||||
if proc.returncode != 0:
|
||||
stderr_text = stderr.decode('utf-8', errors='replace')
|
||||
stdout_text = stdout.decode('utf-8', errors='replace')
|
||||
error(f'[demucs] Process failed (rc={proc.returncode})')
|
||||
error(f'[demucs] stdout: {stdout_text[-2000:]}')
|
||||
error(f'[demucs] stderr: {stderr_text[-2000:]}')
|
||||
raise RuntimeError(
|
||||
f'Demucs separation failed (rc={proc.returncode}): {stderr_text[-500:]}'
|
||||
)
|
||||
|
||||
# Verify output files exist
|
||||
if not os.path.isfile(vocals_path):
|
||||
raise FileNotFoundError(f'Expected vocals output not found: {vocals_path}')
|
||||
if not os.path.isfile(no_vocals_path):
|
||||
raise FileNotFoundError(f'Expected no_vocals output not found: {no_vocals_path}')
|
||||
|
||||
vocals_size = os.path.getsize(vocals_path)
|
||||
no_vocals_size = os.path.getsize(no_vocals_path)
|
||||
|
||||
debug(f'[demucs] Separation complete in {elapsed:.1f}s')
|
||||
debug(f'[demucs] vocals.wav: {vocals_size} bytes, no_vocals.wav: {no_vocals_size} bytes')
|
||||
|
||||
return {
|
||||
'vocals_path': vocals_path,
|
||||
'no_vocals_path': no_vocals_path,
|
||||
'duration': round(elapsed, 2),
|
||||
'output_dir': output_dir,
|
||||
'model': 'htdemucs'
|
||||
}
|
||||
Loading…
x
Reference in New Issue
Block a user