说明文档

Speech-X

一个仓库中包含两种模式 — 共享相同的 conda 环境、模型和 LiveKit 服务器。

页面	模式	功能说明
`/`	数字人	文本/语音 → Kokoro TTS → MuseTalk 唇形同步 → LiveKit 视频
`/voice`	语音代理	语音 → faster-whisper → Llama → Kokoro TTS → LiveKit 音频

系统架构

浏览器 (React + LiveKit SDK)
  │
  ├── /          →  FastAPI 服务器 (端口 8767)  →  Kokoro TTS + MuseTalk + LiveKit 发布者
  └── /voice     →  LiveKit Agent 工作进程     →  ASR → LLM → TTS  +  Token 服务器 (端口 3000)

共享基础设施 (始终运行):
  ┌─────────────────────────────────────────────────────────────────────┐
  │  LiveKit 服务器 :7880   │   llama-server :8080   │  Vite 开发服务器 :5173  │
  └─────────────────────────────────────────────────────────────────────┘

前置条件

NVIDIA GPU (RTX 4060 8GB 或更高配置)
Conda
Docker
Node.js 18+
llama.cpp — llama-server 需在 PATH 中

环境配置

完整的分步指南请参阅 setup/setup.md，或运行自动化脚本：
bash setup/setup.sh          # Linux / macOS
.\setup\setup.ps1            # Windows (PowerShell)

恢复 conda 环境

# 在仓库根目录执行
conda env create -f environment.yml
conda activate avatar

前端依赖

cd frontend
npm install

运行方式

四个进程需同时运行。请打开四个终端窗口。

终端 1 — LiveKit 服务器 (Docker，两个页面共用)

docker run --rm -d \
  --name livekit-server \
  -p 7880:7880 -p 7881:7881 -p 7882:7882/udp \
  livekit/livekit-server:latest \
  --dev --bind 0.0.0.0 --node-ip 127.0.0.1

稍后停止服务：docker stop livekit-server

终端 2 — llama-server (两个页面共用)

llama-server \
  -m backend/models/Llama-3.2-3B-Instruct-Q4_K_M.gguf \
  -c 2048 -ngl 32 --port 8080

终端 3 — 后端 (根据所需页面选择)

用于 / (数字人页面 — MuseTalk 唇形同步)：

conda activate avatar
cd backend
python api/server.py
# 运行在 http://localhost:8767

用于 /voice (语音代理页面 — ASR → LLM → TTS)：

conda activate avatar
cd backend
python agent.py dev
# Token 服务器运行在 http://localhost:3000
# LiveKit 工作进程连接到 ws://localhost:7880

如需同时使用两个页面，可在不同终端中同时运行两个服务。

终端 4 — 前端

cd frontend
npm run dev
# 打开 http://localhost:5173

http://localhost:5173/ — 数字人唇形同步页面
http://localhost:5173/voice — 语音代理页面

数字人形象

预置三个已预计算的数字人形象：sophy (默认)、harry_1、christine。

如需创建新形象，在激活 avatar 环境后，从仓库根目录运行一次 setup/avatar_creation.py：

conda activate avatar

# 从肖像图片创建 (复制为 50 帧)
python setup/avatar_creation.py --image frontend/public/Sophy.png --name sophy

# 从说话头像视频创建
python setup/avatar_creation.py --video /path/to/talking_head.mp4 --name harry_1

# 批量创建 — 先编辑 setup/avatars_config.yml
python setup/avatar_creation.py --config setup/avatars_config.yml

输出文件写入 backend/avatars/<name>/：latents.pt、coords.pkl、mask_coords.pkl、full_imgs/、mask/、avator_info.json。

运行时切换数字人形象：

SPEECHX_AVATAR=harry_1 python api/server.py

参数	默认值	说明
`--name`	必填	数字人文件夹名称
`--frames`	`50`	`--image` 模式的帧数
`--bbox-shift`	`5`	垂直边界框偏移 (如裁剪不准可调整)
`--device`	`cuda`	`cuda` 或 `cpu`
`--overwrite`	关闭	跳过重新创建确认提示

环境变量

复制并根据需要调整 (两个后端都会从 shell 环境变量或 backend/ 目录下的 .env 文件读取)：

# LiveKit
LIVEKIT_URL=ws://localhost:7880
LIVEKIT_API_KEY=devkey
LIVEKIT_API_SECRET=secret

# llama-server
LLAMA_SERVER_URL=http://localhost:8080/v1

# TTS 音色 (语音代理页面)
DEFAULT_VOICE=af_sarah        # 查看 backend/agent/config.py 获取所有选项

# ASR 模型大小 (语音代理页面)
ASR_MODEL_SIZE=tiny           # tiny | base | small

# 数字人页面服务器
SPEECH_TO_VIDEO_HOST=0.0.0.0
SPEECH_TO_VIDEO_PORT=8767

项目结构

speech_to_video/
├── environment.yml          # Conda 环境导出 (跨平台，无构建字符串)
├── README.md
├── setup/
│   ├── setup.md             # 分步安装指南
│   ├── setup.sh             # 自动化安装脚本
│   └── setup.ps1            # 自动化安装脚本
├── docs/
│   ├── avatar_gen_README.md # 语音代理架构说明
│   └── avatar_gen_phase_2.md# MuseTalk 集成第二阶段计划
├── backend/
│   ├── config.py            # 数字人页面配置
│   ├── requirements.txt     # Pip 依赖 (在 conda 环境内安装)
│   ├── api/
│   │   ├── server.py        # 数字人页面 FastAPI 服务器 (:8767)
│   │   └── pipeline.py      # MuseTalk 流程编排器
│   ├── agent.py             # 语音页面 LiveKit 工作进程入口
│   ├── agent/
│   │   ├── config.py        # 语音代理配置 (音色、模型路径)
│   │   ├── asr.py           # faster-whisper 语音识别
│   │   ├── llm.py           # llama-server HTTP 客户端
│   │   └── tts.py           # kokoro-onnx TTS；修复 int32→float32 速度 bug (0.5.x)
│   ├── tts/
│   │   └── kokoro_tts.py    # 数字人页面 Kokoro TTS
│   ├── musetalk/            # MuseTalk 推理
│   ├── models/              # 所有模型权重
│   │   ├── kokoro/
│   │   ├── musetalkV15/
│   │   ├── sd-vae/
│   │   ├── whisper/
│   │   └── Llama-3.2-3B-Instruct-Q4_K_M.gguf
│   └── avatars/             # 预计算的数字人资源
│       ├── christine/
│       ├── harry_1/
│       └── sophy/
└── frontend/
    └── src/
        ├── App.tsx          # 数字人页面
        ├── pages/
        │   └── VoicePage.tsx # 语音代理页面
        └── index.css

可用音色 (语音代理页面)

音色 ID	说明
`af_sarah`	女声，清晰专业
`af_bella`	女声，温暖亲切
`af_heart`	女声，富有情感和表现力
`am_michael`	男声，专业权威
`am_fen`	男声，深沉共鸣
`bf_emma`	女声，英式口音
`bm_george`	男声，英式口音

故障排除

Kokoro ONNX `int32` 速度张量错误

已在 backend/tts/kokoro_tts.py 和 backend/agent/tts.py 中通过 _patched_create_audio 猴子补丁修复。需要 kokoro-onnx>=0.5.0。

启动时出现 `ModuleNotFoundError`

请先激活 conda 环境：conda activate avatar

LiveKit 连接错误

请验证 backend/config.py 和 backend/agent/config.py 中的 API 密钥是否一致：

LIVEKIT_API_KEY = \"devkey\"
LIVEKIT_API_SECRET = \"secret\"

找不到 llama-server

从 llama.cpp releases 下载并添加到 PATH。
Windows：下载 llama-...-win-cuda-cu12.x.x-x64.zip，解压后将文件夹添加到 PATH。

显存不足 (数字人页面)

在 backend/config.py 中减小批处理大小：

FRAMES_PER_CHUNK = 2  # 默认为 8

端口被占用

# 查找并终止进程
lsof -i :8767    # 数字人页面后端
lsof -i :3000    # 语音代理 Token 服务器
lsof -i :8080    # llama-server

agkavin/Avatar-Speech

作者 agkavin

diffusers

↓ 3 ♥ 0

创建时间: 2026-03-10 02:58:05+00:00

更新时间: 2026-03-20 04:44:40+00:00

在 Hugging Face 上查看

文件 (1916)

.devcontainer/Dockerfile

.devcontainer/README.md

.devcontainer/devcontainer.json

.gitattributes

.gitignore

PROJECT.md

README.md

backend/.env

backend/__init__.py

backend/agent.py

backend/agent/__init__.py

backend/agent/asr.py

backend/agent/config.py

backend/agent/llm.py

backend/agent/tts.py

backend/api/__init__.py

backend/api/pipeline.py

backend/api/server.py

backend/avatars/christine/avator_info.json

backend/avatars/christine/coords.pkl

backend/avatars/christine/full_imgs/00000000.png

backend/avatars/christine/full_imgs/00000001.png

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backend/avatars/christine/latents.pt

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backend/avatars/christine/mask/00000024.png

backend/avatars/christine/mask/00000025.png

backend/avatars/christine/mask_coords.pkl

backend/avatars/christine/vid_output/0.mp4

backend/avatars/harry_1/avator_info.json

backend/avatars/harry_1/config.txt

backend/avatars/harry_1/coords.pkl

backend/avatars/harry_1/full_body_video.mp4

backend/avatars/harry_1/full_imgs/00000000.png

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backend/musetalk/utils/dwpose/rtmpose-l_8xb32-270e_coco-ubody-wholebody-384x288.py

backend/musetalk/utils/face_detection/README.md

backend/musetalk/utils/face_detection/__init__.py

backend/musetalk/utils/face_detection/api.py

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backend/musetalk/whisper/whisper/__main__.py

backend/musetalk/whisper/whisper/assets/gpt2/merges.txt

backend/musetalk/whisper/whisper/assets/gpt2/special_tokens_map.json

backend/musetalk/whisper/whisper/assets/gpt2/tokenizer_config.json

backend/musetalk/whisper/whisper/assets/gpt2/vocab.json

backend/musetalk/whisper/whisper/assets/mel_filters.npz

backend/musetalk/whisper/whisper/assets/multilingual/added_tokens.json

backend/musetalk/whisper/whisper/assets/multilingual/merges.txt

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backend/musetalk/whisper/whisper/assets/multilingual/vocab.json

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backend/musetalk/whisper/whisper/normalizers/english.json

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backend/publisher/__init__.py

backend/publisher/livekit_publisher.py

backend/requirements.txt

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backend/sync/__init__.py

backend/sync/av_sync.py

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docs/ISSUES_AND_PLAN.md

docs/PIPELINE_REFACTOR_PLAN.md

frontend/index.html

frontend/package-lock.json

frontend/package.json

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frontend/src/index.css

frontend/src/main.tsx

frontend/src/pages/VoicePage.tsx

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pyproject.toml

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setup/env-linux.yml

setup/env-windows.yml

setup/setup.md

setup/setup.ps1

setup/setup.sh