diff --git a/.github/workflows/build-and-push.yml b/.github/workflows/build-and-push.yml
new file mode 100644
index 000000000..88c973106
--- /dev/null
+++ b/.github/workflows/build-and-push.yml
@@ -0,0 +1,52 @@
+name: build-and-push
+
+on:
+  workflow_dispatch:
+    inputs:
+      registryAddress:
+        description: 'Registry Address'
+        default: 'registry-hkproxy.fit2cloud.com'
+        required: true
+      dockerImageName:
+        description: 'Docker Image Name'
+        default: 'maxkb/maxkb'
+        required: true
+      dockerImageTag:
+        description: 'Docker Image Tag'
+        default: 'v1.0.0'
+        required: true
+
+jobs:
+  build-and-push:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v2
+      - name: Prepare
+        id: prepare
+        run: |
+          DOCKER_IMAGE=${{ github.event.inputs.registryAddress }}/${{ github.event.inputs.dockerImageName }}
+          DOCKER_PLATFORMS=linux/amd64,linux/arm64
+          TAG_NAME=${{ github.event.inputs.dockerImageTag }}
+          DOCKER_IMAGE_TAGS="--tag ${DOCKER_IMAGE}:${TAG_NAME} --tag ${DOCKER_IMAGE}:latest"
+          echo ::set-output name=docker_image::${DOCKER_IMAGE}
+          echo ::set-output name=version::${TAG_NAME}
+          echo ::set-output name=buildx_args::--platform ${DOCKER_PLATFORMS} \
+            --build-arg VERSION=${TAG_NAME} \
+            --build-arg BUILD_DATE=$(date -u +'%Y-%m-%dT%H:%M:%SZ') \
+            --build-arg VCS_REF=${GITHUB_SHA::8} \
+            ${DOCKER_IMAGE_TAGS} .
+      - name: Set up Docker Buildx
+        uses: crazy-max/ghaction-docker-buildx@v3
+      - name: Docker Buildx (build)
+        run: |
+          docker buildx build --output "type=image,push=false" ${{ steps.prepare.outputs.buildx_args }}
+      - name: Login to Registry
+        uses: docker/login-action@v1
+        with:
+          registry: ${{ github.event.inputs.registryAddress }}
+          username: ${{ secrets.FIT2CLOUD_REGISTRY_USERNAME }}
+          password: ${{ secrets.FIT2CLOUD_REGISTRY_PASSWORD }}
+      - name: Docker Buildx (push)
+        run: |
+          docker buildx build --output "type=image,push=true" ${{ steps.prepare.outputs.buildx_args }}
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
index 5c8b0b26a..26a451024 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,3 +1,16 @@
+FROM python:3.11-slim as vector-model-build
+COPY install_model.py install_model.py
+RUN pip3 install --upgrade pip setuptools && \
+    pip install pycrawlers && \
+    pip install transformers && \
+    python3 install_model.py
+
+FROM node:18-alpine3.18 as web-build
+COPY ui ui
+RUN cd ui && \
+    npm install && \
+    npm run build
+
 FROM python:3.11-slim
 
 ENV LANG=C.UTF-8
@@ -6,7 +19,10 @@ USER root
 # 创建工作目录
 RUN mkdir -p /opt/maxkb/app && mkdir -p /opt/maxkb/model
 # 拷贝项目
+RUN ls -la
 COPY . /opt/maxkb/app
+COPY --from=vector-model-build model /opt/maxkb/app/model
+COPY --from=web-build ui /opt/maxkb/app/ui
 # 复制模型
 RUN mv /opt/maxkb/app/model/* /opt/maxkb/model
 RUN ls /opt/maxkb/model
@@ -22,7 +38,7 @@ RUN pip3 install poetry
 # 导出依赖 
 RUN poetry export -f requirements.txt --output requirements.txt --without-hashes
 # 下载python依赖
-RUN pip3 install --no-cache-dir -r requirements.txt --trusted-host pypi.tuna.tsinghua.edu.cn
+RUN pip3 install --no-cache-dir -r requirements.txt
 # 删除前端依赖
 RUN rm -rf ui/node_modules
 # 启动命令