diff --git a/.github/workflows/build-manywheel-images.yml b/.github/workflows/build-manywheel-images.yml
index 86f778808..b1f4fa844 100644
--- a/.github/workflows/build-manywheel-images.yml
+++ b/.github/workflows/build-manywheel-images.yml
@@ -7,12 +7,14 @@ on:
     paths:
       - .github/workflows/build-manywheel-images.yml
       - manywheel/Dockerfile
+      - manywheel/Dockerfile_cxx11-abi
       - manywheel/build_docker.sh
       - 'common/*'
   pull_request:
     paths:
       - .github/workflows/build-manywheel-images.yml
       - manywheel/Dockerfile
+      - manywheel/Dockerfile_cxx11-abi
       - 'common/*'
       - manywheel/build_docker.sh
 
@@ -75,3 +77,18 @@ jobs:
       - name: Build Docker Image
         run: |
           manywheel/build_docker.sh
+  build-docker-cpu-cxx11-abi:
+    runs-on: ubuntu-18.04
+    env:
+      GPU_ARCH_TYPE: cpu-cxx11-abi
+    steps:
+      - name: Checkout PyTorch
+        uses: actions/checkout@v2
+      - name: Authenticate if WITH_PUSH
+        run: |
+          if [[ "${WITH_PUSH}" == true ]]; then
+            echo "${DOCKER_TOKEN}" | docker login -u "${DOCKER_ID}" --password-stdin
+          fi
+      - name: Build Docker Image
+        run: |
+          manywheel/build_docker.sh