diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index 04a24c3b0..98ec8039d 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -2,7 +2,7 @@
 // README at: https://github.com/devcontainers/templates/tree/main/src/alpine
 {
     // ref: https://docs.github.com/en/codespaces/setting-up-your-project-for-codespaces/adding-a-dev-container-configuration/introduction-to-dev-containers#dockerfile
-    "image": "docker.io/kcllang/kcl-builder:latest",
+    "image": "docker.io/kcllang/kcl-builder:centos7",
     "customizations": {
         "vscode": {
             "extensions": [
diff --git a/.github/workflows/build-test-centos7.yaml b/.github/workflows/build-test-centos7.yaml
index ffa64477a..e23471744 100644
--- a/.github/workflows/build-test-centos7.yaml
+++ b/.github/workflows/build-test-centos7.yaml
@@ -6,19 +6,32 @@ jobs:
   build-and-test-centos7:
     name: Build and Test on Linux ARM64
     runs-on: ubuntu-latest
-    container: kcllang/kcl-builder:centos7
     steps:
       - name: Check out code
         uses: actions/checkout@v3
         with:
           submodules: "true"
 
-      - name: Run custom ARM64 Docker image
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v2
+        with:
+          platforms: linux/amd64,linux/arm64
+  
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v2
+
+      - name: Pull custom ARM64 Docker image
+        run: |
+          docker pull --platform linux/arm64 kcllang/kcl-builder:centos7
+
+      - name: Release
         run: |
-          source ~/.bash_profile
-          cat ~/.bash_profile
-          export PATH=$PATH:/opt/build/bin && sed -i '' 's/llvm12/llvm7/g' kclvm/compiler/Cargo.toml
-          make && make release
+          docker run --rm --platform linux/arm64 \
+            -v ${{ github.workspace }}:/workspace -w /workspace \
+            kcllang/kcl-builder-arm64 \
+            source ~/.bash_profile && 
+            export PATH=$PATH:/opt/build/bin/ && sed -i 's/llvm12/llvm7/g' kclvm/compiler/Cargo.toml &&
+            make && make release
 
       - name: Upload Artifact
         uses: actions/upload-artifact@v3