mirror of
https://github.com/RYDE-WORK/lnp_ml.git
synced 2026-03-21 01:27:00 +08:00
64 lines
1.3 KiB
Docker
64 lines
1.3 KiB
Docker
# LNP-ML Docker Image
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# 多阶段构建，支持 API 和 Streamlit 两种服务
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FROM python:3.8-slim AS base
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# 设置环境变量
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ENV PYTHONUNBUFFERED=1 \
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PYTHONDONTWRITEBYTECODE=1 \
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PIP_NO_CACHE_DIR=1 \
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PIP_DISABLE_PIP_VERSION_CHECK=1
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WORKDIR /app
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# 安装系统依赖
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RUN apt-get update && apt-get install -y --no-install-recommends \
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build-essential \
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libxrender1 \
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libxext6 \
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curl \
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&& rm -rf /var/lib/apt/lists/*
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# 复制依赖文件
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COPY requirements.txt .
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# 安装 Python 依赖
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RUN pip install --upgrade pip && \
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pip install -r requirements.txt
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# 复制项目代码
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COPY pyproject.toml .
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COPY README.md .
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COPY LICENSE .
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COPY lnp_ml/ ./lnp_ml/
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COPY app/ ./app/
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# 安装项目包
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RUN pip install -e .
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# 复制模型文件
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COPY models/final/ ./models/final/
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# ============ API 服务 ============
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FROM base AS api
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EXPOSE 8000
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ENV MODEL_PATH=/app/models/final/model.pt
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CMD ["uvicorn", "app.api:app", "--host", "0.0.0.0", "--port", "8000"]
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# ============ Streamlit 服务 ============
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FROM base AS streamlit
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EXPOSE 8501
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# Streamlit 配置
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ENV STREAMLIT_SERVER_PORT=8501 \
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STREAMLIT_SERVER_ADDRESS=0.0.0.0 \
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STREAMLIT_SERVER_HEADLESS=true \
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STREAMLIT_BROWSER_GATHER_USAGE_STATS=false
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CMD ["streamlit", "run", "app/app.py"]
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