diff --git a/.dockerignore b/.dockerignore
index a81a6821..15c09fbf 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -7,4 +7,4 @@ mongodb
 napcat
 docs/
 .github/
-# test
+# test
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
index be76277c..b0f3775f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,22 @@
-FROM python:3.13.5-slim-bookworm
+# 编译 LPMM
+FROM python:3.13-slim AS lpmm-builder
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
+
+WORKDIR /MaiMBot-LPMM
+
+# 同级目录下需要有 MaiMBot-LPMM
+COPY MaiMBot-LPMM /MaiMBot-LPMM
+
+# 安装编译器和编译依赖
+RUN apt-get update && apt-get install -y build-essential
+RUN uv pip install --system --upgrade pip
+RUN cd /MaiMBot-LPMM && uv pip install --system -r requirements.txt
+
+# 编译 LPMM
+RUN cd /MaiMBot-LPMM/lib/quick_algo && python build_lib.py --cleanup --cythonize --install
+
+# 运行环境
+FROM python:3.13-slim
 COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
 
 # 工作目录
@@ -6,22 +24,12 @@ WORKDIR /MaiMBot
 
 # 复制依赖列表
 COPY requirements.txt .
-# 同级目录下需要有 maim_message MaiMBot-LPMM
-#COPY maim_message /maim_message
-COPY MaiMBot-LPMM /MaiMBot-LPMM
 
-# 编译器
-RUN apt-get update && apt-get install -y build-essential
+# 从编译阶段复制 LPMM 编译结果
+COPY --from=lpmm-builder /usr/local/lib/python3.13/site-packages/ /usr/local/lib/python3.13/site-packages/
 
-# lpmm编译安装
-RUN cd /MaiMBot-LPMM && uv pip install --system -r requirements.txt
-RUN uv pip install --system Cython py-cpuinfo setuptools
-RUN cd /MaiMBot-LPMM/lib/quick_algo && python build_lib.py --cleanup --cythonize --install
-
-
-# 安装依赖
+# 安装运行时依赖
 RUN uv pip install --system --upgrade pip
-#RUN uv pip install --system -e /maim_message
 RUN uv pip install --system -r requirements.txt
 
 # 复制项目代码
@@ -29,4 +37,4 @@ COPY . .
 
 EXPOSE 8000
 
-ENTRYPOINT [ "python","bot.py" ]
\ No newline at end of file
+ENTRYPOINT [ "python","bot.py" ]