243 lines
5.8 KiB
Markdown
243 lines
5.8 KiB
Markdown
# 可视化语音聊天系统(初版)说明文档
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本文档覆盖:
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- 资源位置(代码、模型、环境)
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- 本机启动与部署
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- 局域网/远程访问
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- 常用运维命令
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- 验收与排障
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---
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## 1. 项目概览
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当前项目实现的是单机部署的可视化聊天系统(WebRTC):
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- 用户语音上行(VAD + ASR)
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- 文本调用在线 LLM
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- 本地 TTS 合成语音
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- 数字人视频下行(MuseTalk 优先,失败回退写实底片)
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- 前端字幕与指标面板(SSE + WebSocket)
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- 单工仲裁(支持 barge-in 打断)
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代码根目录:
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- `/home/xsl/product`
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---
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## 2. 代码结构(关键目录)
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- `main.py`:后端入口(FastAPI + WebRTC + 全链路编排)
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- `config.py`:配置加载(读取 `.env`)
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- `core/`
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- `state_machine.py`:会话状态机(单工仲裁)
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- `pipeline.py`:VAD/ASR/LLM/TTS/字幕/时延逻辑
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- `services/`
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- `asr.py`:SenseVoice
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- `llm.py`:在线模型 + fallback
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- `tts.py`:Kokoro
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- `vad.py`:Silero VAD
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- `avatar.py`:MuseTalk 推理调度 + 写实回退帧
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- `webrtc/`
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- `tracks.py`:实际音视频轨道实现
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- `gateway.py`、`video_track.py`、`audio_track.py`:结构化封装
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- `web/`
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- `index.html`、`app.js`、`style.css`
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- `scripts/`
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- 启停:`service.sh`、`start-public.sh`
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- 验收:`run_all_checks.sh`、`qa_check.py`、`smoke_test.py`、`model_probe.py`、`vad_check.py`、`tts_stress.py`、`llm_fallback_check.py`
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- 监控:`gpu_monitor.sh`
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---
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## 3. 环境与模型资源位置
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### 3.1 Conda 环境
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当前实际运行环境:
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- `/home/xsl/miniconda3/envs/MuseTalk`
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系统启动脚本固定使用该 Python:
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- `scripts/start-public.sh` 中 `PY=/home/xsl/miniconda3/envs/MuseTalk/bin/python`
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### 3.2 主要模型路径
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MuseTalk 模型目录:
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- `/home/xsl/work/MuseTalk/models/`
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关键文件:
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- UNet:`/home/xsl/work/MuseTalk/models/musetalkV15/unet.pth`
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- 配置:`/home/xsl/work/MuseTalk/models/musetalkV15/musetalk.json`
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- Whisper:`/home/xsl/work/MuseTalk/models/whisper`
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数字人源视频(写实底片 + MuseTalk 驱动源):
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- `/home/xsl/work/MuseTalk/data/video/yongen.mp4`
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MuseTalk 推理脚本:
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- `/home/xsl/work/MuseTalk/scripts/inference.py`
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### 3.3 其他环境记录
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完整环境与模型清单参考:
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- `environments.md`
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---
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## 4. 配置文件
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主配置文件:
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- `/home/xsl/product/.env`
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当前关键项(示例):
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- `LLM_API_KEY`
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- `LLM_BASE_URL=https://api.deepseek.com`
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- `WEBRTC_HOST=0.0.0.0`
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- `WEBRTC_PORT=8080`
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- `STUN_URL=stun:stun.l.google.com:19302`
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- `SSL_CERTFILE=/home/xsl/product/certs/dev-cert.pem`
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- `SSL_KEYFILE=/home/xsl/product/certs/dev-key.pem`
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说明:
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- `LLM_MODEL` 为空时会自动按 `base_url` 推断(DeepSeek 默认 `deepseek-chat`)。
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---
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## 5. 启动与部署
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### 5.1 本机启动(推荐)
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```bash
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bash /home/xsl/product/scripts/service.sh start
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bash /home/xsl/product/scripts/service.sh status
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```
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重启:
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```bash
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bash /home/xsl/product/scripts/service.sh restart
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```
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停止:
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```bash
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bash /home/xsl/product/scripts/service.sh stop
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```
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日志:
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```bash
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bash /home/xsl/product/scripts/service.sh logs
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```
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### 5.2 访问地址
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- HTTPS(推荐):`https://<服务器IP>:8080/`
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- 本机:`https://127.0.0.1:8080/`
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如果你使用自签证书,浏览器首次需要手动信任。
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### 5.3 远程/跨机器访问
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见:
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- `REMOTE_ACCESS.md`
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重点:
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- 跨机器麦克风通常要求 HTTPS
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- WSL2 场景可能需要 Windows 端口转发/防火墙放行
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---
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## 6. 一键验收与调试命令
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### 6.1 一键全检查
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```bash
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bash /home/xsl/product/scripts/run_all_checks.sh
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```
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覆盖:
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- 服务状态
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- 文本链路压测
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- LLM fallback
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- VAD 检查
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- TTS 20 句稳定性
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- smoke 媒体输出(`wav + mp4`)
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### 6.2 单项脚本
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```bash
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conda run -n MuseTalk python /home/xsl/product/scripts/model_probe.py
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conda run -n MuseTalk python /home/xsl/product/scripts/qa_check.py --base-url "https://127.0.0.1:8080" --rounds 20
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conda run -n MuseTalk python /home/xsl/product/scripts/llm_fallback_check.py
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conda run -n MuseTalk python /home/xsl/product/scripts/vad_check.py
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conda run -n MuseTalk python /home/xsl/product/scripts/tts_stress.py
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conda run -n MuseTalk python /home/xsl/product/scripts/smoke_test.py --text "全链路验收"
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```
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### 6.3 长稳与GPU监控
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1小时长稳:
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```bash
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conda run -n MuseTalk python /home/xsl/product/scripts/longrun_test.py --base-url "https://127.0.0.1:8080" --minutes 60 --interval-sec 30
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```
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GPU采样(CSV):
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```bash
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bash /home/xsl/product/scripts/gpu_monitor.sh /home/xsl/product/outputs/gpu-1h.csv 3600 5
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```
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---
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## 7. 前端功能说明
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网页包含:
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- 视频窗口(数字人)
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- 文本输入框
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- 字幕消息区(WebSocket)
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- 指标面板(SSE)
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当前已支持:
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- 页面刷新自动重连
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- 单连接策略(新连接踢掉旧连接)
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- 句级字幕流式下发
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- 打断耗时等指标展示
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---
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## 8. 当前已知边界
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- MuseTalk 结果生成可能有一定延迟,期间使用写实底片回退。
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- 部分“主观体验类”验收项(如口型同步主观评分)需要人工实测判定。
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- Qwen3-TTS 对比方案尚未并入主链路(可后续做 A/B 开关)。
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---
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## 9. 快速排障
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1) 页面无声/无画面
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- 先看 `service.sh status`
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- 看 `/health` 是否正常
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- 浏览器是否授权麦克风、是否信任 HTTPS 证书
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2) 连接冲突
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- 系统是单连接模式,新连接会断开旧连接(预期)
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3) 口型不动
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- 查看 `/health` 中 `avatar.queued_frames` 和 `avatar.last_error`
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- 若 MuseTalk 未产帧,会回退写实底片 + 口型叠加
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4) 模型异常
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- 跑 `scripts/model_probe.py` 快速定位 ASR/TTS/VAD
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---
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## 10. 版本建议
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如果要做“生产化下一步”,建议优先:
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- 增加 TURN(公网复杂 NAT)
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- 增加多会话隔离(当前默认单会话)
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- 增加 Prometheus/结构化日志
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- 增加模型切换开关(Kokoro/Qwen3-TTS)
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