diff --git a/.github/workflows/build_image.yml b/.github/workflows/build_image.yml
new file mode 100644
index 00000000..5e7211ac
--- /dev/null
+++ b/.github/workflows/build_image.yml
@@ -0,0 +1,19 @@
+name: "build"
+
+on:
+  pull_request:
+    branches:
+      - 'main'
+    paths:
+      - '.github/workflows/build_image.yml'
+      - '.github/workflows/publish_image.yml'
+      - '.github/workflows/image.yml'
+      - 'Dockerfile'
+      - 'vllm_ascend/**'
+
+jobs:
+  run-build:
+    secrets: inherit
+    uses: ./.github/workflows/image.yml
+    with:
+      publish: false
diff --git a/.github/workflows/image.yml b/.github/workflows/image.yml
new file mode 100644
index 00000000..5a8e6b26
--- /dev/null
+++ b/.github/workflows/image.yml
@@ -0,0 +1,93 @@
+name: 'image'
+
+on:
+  workflow_call:
+    inputs:
+      publish:
+        description: Publish the image or not.
+        required: false
+        type: boolean
+        default: false
+
+jobs:
+
+  build:
+    name: image
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v4
+
+    - name: Prepare
+      run: |
+        REPO_OWNER=$(echo "${{ github.repository_owner }}" | tr '[:upper:]' '[:lower:]')
+        echo "REPO_OWNER=${REPO_OWNER}" >> "$GITHUB_ENV"
+
+    - name: Print
+      run: |
+        echo "REPO_OWNER:""${REPO_OWNER}"
+
+    - name: Free up disk space
+      run: |
+        # Copy from https://github.com/apache/spark/blob/d6ad7798a9f77b611edb8d9f8648f726fcaa6938/dev/free_disk_space
+        echo "=================================="
+        echo "Free up disk space on CI system"
+        echo "=================================="
+        
+        echo "Listing top 100 largest packages (from large to small)"
+        printf "Installed-Size\tPackage\n"
+        dpkg-query -Wf '${Installed-Size}\t${Package}\n' | sort -n -r | head -n 100
+        df -h
+        
+        echo "Removing large packages"
+        sudo rm -rf /usr/share/dotnet/
+        sudo rm -rf /usr/share/php/
+        sudo rm -rf /usr/local/graalvm/
+        sudo rm -rf /usr/local/.ghcup/
+        sudo rm -rf /usr/local/share/powershell
+        sudo rm -rf /usr/local/share/chromium
+        sudo rm -rf /usr/local/lib/android
+        sudo rm -rf /usr/local/lib/node_modules
+        
+        sudo rm -rf /opt/az
+        sudo rm -rf /opt/hostedtoolcache/CodeQL
+        sudo rm -rf /opt/hostedtoolcache/go
+        sudo rm -rf /opt/hostedtoolcache/node
+        
+        sudo apt-get remove --purge -y '^aspnet.*'
+        sudo apt-get remove --purge -y '^dotnet-.*'
+        sudo apt-get remove --purge -y '^llvm-.*'
+        sudo apt-get remove --purge -y 'php.*'
+        sudo apt-get remove --purge -y '^mongodb-.*'
+        sudo apt-get remove --purge -y snapd google-chrome-stable microsoft-edge-stable firefox
+        sudo apt-get remove --purge -y azure-cli google-cloud-sdk mono-devel powershell libgl1-mesa-dri
+        sudo apt-get autoremove --purge -y
+        sudo apt-get clean
+        
+        df -h
+
+    - name: Build - Set up QEMU
+      uses: docker/setup-qemu-action@v2
+      # TODO(yikun): remove this after https://github.com/docker/setup-qemu-action/issues/198 resolved
+      with:
+        image: tonistiigi/binfmt:qemu-v7.0.0-28
+
+    - name: Build - Set up Docker Buildx
+      uses: docker/setup-buildx-action@v2
+
+    - name: Publish - Login to GitHub Container Registry
+      if: ${{ inputs.publish }}
+      uses: docker/login-action@v2
+      with:
+        registry: ghcr.io
+        username: ${{ github.actor }}
+        password: ${{ secrets.GITHUB_TOKEN }}
+
+    - name: Build - Build image
+      uses: docker/build-push-action@v3
+      with:
+        platforms: linux/amd64,linux/arm64
+        cache-from: type=gha
+        cache-to: type=gha,mode=max
+        push: ${{ inputs.publish }}
+        tags: ghcr.io/${{ env.REPO_OWNER }}/vllm-ascend:dev
diff --git a/.github/workflows/publish_image.yml b/.github/workflows/publish_image.yml
new file mode 100644
index 00000000..206f1638
--- /dev/null
+++ b/.github/workflows/publish_image.yml
@@ -0,0 +1,20 @@
+name: "publish"
+
+on:
+  # Publish dev image for every commit
+  push:
+    branches:
+      - 'main'
+    paths:
+      - '.github/workflows/build_image.yml'
+      - '.github/workflows/publish_image.yml'
+      - '.github/workflows/image.yml'
+      - 'Dockerfile'
+      - 'vllm_ascend/**'
+
+jobs:
+  run-build:
+    secrets: inherit
+    uses: ./.github/workflows/image.yml
+    with:
+      publish: true
diff --git a/Dockerfile b/Dockerfile
index 63c8bd68..e806c324 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -15,13 +15,15 @@
 # limitations under the License.
 #
 
-FROM quay.io/ascend/cann:8.0.rc3.beta1-910b-ubuntu22.04-py3.10
+FROM quay.io/ascend/cann:8.0.0.beta1-910b-ubuntu22.04-py3.10
 
 # Define environments
 ENV DEBIAN_FRONTEND=noninteractive
 
 RUN apt-get update -y && \
-    apt-get install -y python3-pip git vim
+    apt-get install -y python3-pip git vim && \
+    rm -rf /var/cache/apt/* && \
+    rm -rf /var/lib/apt/lists/*
 
 WORKDIR /workspace
 
@@ -35,6 +37,9 @@ RUN git clone --depth 1 $VLLM_REPO /workspace/vllm
 RUN VLLM_TARGET_DEVICE="empty" python3 -m pip install /workspace/vllm/
 
 # Install vllm-ascend main
-RUN python3 -m pip install /workspace/vllm-ascend/
+RUN python3 -m pip install /workspace/vllm-ascend/ -f https://download.pytorch.org/whl/torch/
+
+# Install modelscope
+RUN python3 -m pip install modelscope
 
 CMD ["/bin/bash"]