diff --git a/Dockerfile b/Dockerfile
index 0359950..7dbca9f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,36 +1,58 @@
 # 构建阶段
-FROM python:3.12.2-alpine AS builder
+FROM python:3.12.2-slim AS builder
 ARG TARGETARCH
 ARG TARGETVARIANT
 
-RUN sed -i 's/dl-cdn.alpinelinux.org/mirrors.ustc.edu.cn/g' /etc/apk/repositories
+# 使用中科大源加速
+RUN sed -i 's/deb.debian.org/mirrors.ustc.edu.cn/g' /etc/apt/sources.list.d/debian.sources
 
 WORKDIR /build
 COPY ./deploy/requirements.txt /build/
 
-RUN --mount=type=cache,target=/etc/apk/cache,id=apk-cahce-$TARGETARCH$TARGETVARIANT-builder \
-    --mount=type=cache,target=/root/.cache/pip,id=pip-cahce-$TARGETARCH$TARGETVARIANT-builder \
+RUN --mount=type=cache,target=/var/cache/apt,id=apt-cache-$TARGETARCH$TARGETVARIANT-builder \
+    --mount=type=cache,target=/root/.cache/pip,id=pip-cache-$TARGETARCH$TARGETVARIANT-builder \
     <<EOS
 set -ex
-pip config set global.index-url https://mirrors.ustc.edu.cn/pypi/web/simple
-apk add gcc libc-dev python3-dev libpq-dev libjpeg-turbo-dev zlib-dev freetype-dev
-pip install --no-cache-dir -r requirements.txt
+apt-get update && \
+apt-get install -y --no-install-recommends \
+    gcc \
+    python3-dev \
+    libpq-dev \
+    libjpeg-dev \
+    zlib1g-dev \
+    libfreetype6-dev && \
+pip config set global.index-url https://mirrors.ustc.edu.cn/pypi/web/simple && \
+pip install --no-cache-dir -r requirements.txt && \
+apt-get purge -y gcc python3-dev && \
+apt-get autoremove -y && \
+apt-get clean && \
+rm -rf /var/lib/apt/lists/*
 EOS
 
 # 运行阶段
-FROM python:3.12.2-alpine
+FROM python:3.12.2-slim
 ARG TARGETARCH
 ARG TARGETVARIANT
 
-RUN sed -i 's/dl-cdn.alpinelinux.org/mirrors.ustc.edu.cn/g' /etc/apk/repositories
-
 ENV OJ_ENV production
 WORKDIR /app
 
-RUN --mount=type=cache,target=/etc/apk/cache,id=apk-cahce-$TARGETARCH$TARGETVARIANT-final \
+RUN --mount=type=cache,target=/var/cache/apt,id=apt-cache-$TARGETARCH$TARGETVARIANT-final \
     <<EOS
 set -ex
-apk add --no-cache libpq libjpeg-turbo zlib freetype supervisor openssl nginx curl unzip
+apt-get update && \
+apt-get install -y --no-install-recommends \
+    libpq5 \
+    libjpeg62-turbo \
+    zlib1g \
+    libfreetype6 \
+    supervisor \
+    openssl \
+    nginx \
+    curl \
+    unzip && \
+apt-get clean && \
+rm -rf /var/lib/apt/lists/*
 EOS
 
 COPY --from=builder /usr/local/lib/python3.12/site-packages/ /usr/local/lib/python3.12/site-packages/