diff --git a/Dockerfile b/Dockerfile-ce
similarity index 58%
rename from Dockerfile
rename to Dockerfile-ce
index 581f40f18..c63c7e9f7 100644
--- a/Dockerfile
+++ b/Dockerfile-ce
@@ -1,4 +1,4 @@
-FROM python:3.11-slim-bullseye as stage-build
+FROM python:3.11-slim-bullseye as stage-1
 ARG TARGETARCH
 
 ARG VERSION
@@ -6,9 +6,10 @@ ENV VERSION=$VERSION
 
 WORKDIR /opt/jumpserver
 ADD . .
-RUN cd utils && bash -ixeu build.sh
+RUN echo > /opt/jumpserver/config.yml \
+    && cd utils && bash -ixeu build.sh
 
-FROM python:3.11-slim-bullseye
+FROM python:3.11-slim-bullseye as stage-2
 ARG TARGETARCH
 
 ARG BUILD_DEPENDENCIES="              \
@@ -31,6 +32,51 @@ ARG DEPENDENCIES="                    \
         freerdp2-dev                  \
         libaio-dev"
 
+ARG TOOLS="                           \
+        ca-certificates               \
+        curl                          \
+        default-libmysqlclient-dev    \
+        default-mysql-client          \
+        git                           \
+        git-lfs                       \
+        unzip                         \
+        xz-utils                      \
+        wget"
+
+ARG APT_MIRROR=http://mirrors.ustc.edu.cn
+RUN --mount=type=cache,target=/var/cache/apt,sharing=locked,id=core \
+    --mount=type=cache,target=/var/lib/apt,sharing=locked,id=core \
+    sed -i "s@http://.*.debian.org@${APT_MIRROR}@g" /etc/apt/sources.list \
+    && rm -f /etc/apt/apt.conf.d/docker-clean \
+    && ln -sf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime \
+    && apt-get update \
+    && apt-get -y install --no-install-recommends ${BUILD_DEPENDENCIES} \
+    && apt-get -y install --no-install-recommends ${DEPENDENCIES} \
+    && apt-get -y install --no-install-recommends ${TOOLS} \
+    && echo "no" | dpkg-reconfigure dash
+
+WORKDIR /opt/jumpserver
+
+ARG PIP_MIRROR=https://pypi.tuna.tsinghua.edu.cn/simple
+RUN --mount=type=cache,target=/root/.cache \
+    --mount=type=bind,source=poetry.lock,target=/opt/jumpserver/poetry.lock \
+    --mount=type=bind,source=pyproject.toml,target=/opt/jumpserver/pyproject.toml \
+    set -ex \
+    && python3 -m venv /opt/py3 \
+    && . /opt/py3/bin/activate \
+    && pip install poetry -i ${PIP_MIRROR} \
+    && poetry config virtualenvs.create false \
+    && poetry install
+
+FROM python:3.11-slim-bullseye
+ARG TARGETARCH
+ENV LANG=zh_CN.UTF-8 \
+    PATH=/opt/py3/bin:$PATH
+
+ARG DEPENDENCIES="                    \
+        libjpeg-dev                   \
+        libxmlsec1-openssl"
+
 ARG TOOLS="                           \
         ca-certificates               \
         curl                          \
@@ -47,40 +93,32 @@ ARG TOOLS="                           \
         wget"
 
 ARG APT_MIRROR=http://mirrors.ustc.edu.cn
-
 RUN --mount=type=cache,target=/var/cache/apt,sharing=locked,id=core \
+    --mount=type=cache,target=/var/lib/apt,sharing=locked,id=core \
     sed -i "s@http://.*.debian.org@${APT_MIRROR}@g" /etc/apt/sources.list \
     && rm -f /etc/apt/apt.conf.d/docker-clean \
     && ln -sf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime \
     && apt-get update \
-    && apt-get -y install --no-install-recommends ${BUILD_DEPENDENCIES} \
     && apt-get -y install --no-install-recommends ${DEPENDENCIES} \
     && apt-get -y install --no-install-recommends ${TOOLS} \
     && mkdir -p /root/.ssh/ \
     && echo "Host *\n\tStrictHostKeyChecking no\n\tUserKnownHostsFile /dev/null\n\tCiphers +aes128-cbc\n\tKexAlgorithms +diffie-hellman-group1-sha1\n\tHostKeyAlgorithms +ssh-rsa" > /root/.ssh/config \
-    && echo "set mouse-=a" > ~/.vimrc \
     && echo "no" | dpkg-reconfigure dash \
     && echo "zh_CN.UTF-8" | dpkg-reconfigure locales \
     && sed -i "s@# export @export @g" ~/.bashrc \
-    && sed -i "s@# alias @alias @g" ~/.bashrc \
-    && rm -rf /var/lib/apt/lists/*
+    && sed -i "s@# alias @alias @g" ~/.bashrc
+
+COPY --from=stage-2 /opt/py3 /opt/py3
+COPY --from=stage-1 /opt/jumpserver/release/jumpserver /opt/jumpserver
 
-COPY --from=stage-build /opt/jumpserver/release/jumpserver /opt/jumpserver
 WORKDIR /opt/jumpserver
 
-ARG PIP_MIRROR=https://pypi.tuna.tsinghua.edu.cn/simple
-RUN --mount=type=cache,target=/root/.cache \
-    set -ex \
-    && echo > /opt/jumpserver/config.yml \
-    && pip install poetry -i ${PIP_MIRROR} \
-    && poetry config virtualenvs.create false \
-    && poetry install --only=main
+ARG VERSION
+ENV VERSION=$VERSION
 
 VOLUME /opt/jumpserver/data
 VOLUME /opt/jumpserver/logs
 
-ENV LANG=zh_CN.UTF-8
-
 EXPOSE 8080
 
 ENTRYPOINT ["./entrypoint.sh"]
diff --git a/Dockerfile-ee b/Dockerfile-ee
index b485f1ecc..2fbd4259d 100644
--- a/Dockerfile-ee
+++ b/Dockerfile-ee
@@ -1,9 +1,5 @@
 ARG VERSION
 FROM registry.fit2cloud.com/jumpserver/xpack:${VERSION} as build-xpack
-FROM jumpserver/core:${VERSION}
+FROM registry.fit2cloud.com/jumpserver/core-ce:${VERSION}
 
-COPY --from=build-xpack /opt/xpack /opt/jumpserver/apps/xpack
-
-RUN --mount=type=cache,target=/root/.cache \
-    set -ex \
-    && poetry install --only=xpack
\ No newline at end of file
+COPY --from=build-xpack /opt/xpack /opt/jumpserver/apps/xpack
\ No newline at end of file