diff --git a/.github/workflows/build-graphscope-dev-images.yml b/.github/workflows/build-graphscope-dev-images.yml
index c47810203b8a..22eba205b978 100644
--- a/.github/workflows/build-graphscope-dev-images.yml
+++ b/.github/workflows/build-graphscope-dev-images.yml
@@ -1,10 +1,9 @@
-name: Build GraphScope Development and Wheel Images
+name: Build GraphScope Development Images
 
 # build images for:
-# 1) wheel: including all dependencies for graphscope's wheel package.
-# 2) graphscope-dev: including all dependencies for graphscope's development env.
-# 3) vineyard-dev: including all vineyard-related dependencies that could compile graphscope analytical engine.
-# 4) vineyard-runtime: including all vineyard-related running dependencies.
+# 1) graphscope-dev: including all dependencies for graphscope development env.
+# 2) vineyard-dev: including all vineyard-related dependencies that could compile graphscope analytical engine.
+# 3) vineyard-runtime: including all vineyard-related running dependencies.
 # Note that:
 #   Due to security considerations, we cannot use self-hosts runner(aarch64) when we configured the secret on github.
 on:
@@ -14,11 +13,6 @@ on:
         description: 'Version for Vineyard (v6d)'
         required: true
         default: 'main'
-      build_wheel:
-        description: 'Whether to build dev-wheel image'
-        required: true
-        default: true
-        type: boolean
       build_graphscope_dev:
         description: 'Whether to build graphscope-dev image'
         required: true
@@ -34,6 +28,7 @@ on:
       - main
     paths:
       - 'python/graphscope/gsctl/scripts/**'
+      - '.github/workflows/build-graphscope-dev-images.yml'
 
 concurrency:
   group: ${{ github.repository }}-${{ github.event.number || github.head_ref || github.sha }}-${{ github.workflow }}
@@ -43,116 +38,9 @@ env:
   REGISTRY: registry.cn-hongkong.aliyuncs.com
 
 jobs:
-  build-wheel-image-x86-64:
-    runs-on: ubuntu-20.04
-    if: (github.event_name == 'workflow_dispatch' && github.event.inputs.build_wheel == 'true') || (github.event_name == 'pull_request')
-
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        submodules: true
-
-    - name: Build Image
-      run: |
-        # build wheel image with specified v6d's version
-        cd ${GITHUB_WORKSPACE}/k8s
-        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
-        if [[ -n ${VINEYARD_VERSION} ]]; then
-          # graphscope/graphscope-dev:wheel-<version>-x86_64
-          make dev-wheel VINEYARD_VERSION=${VINEYARD_VERSION}
-        else
-          # pull_request: use default vineyard_version
-          make dev-wheel
-        fi
-
-    - name: Release Image
-      if: ${{ github.event_name == 'workflow_dispatch' }}
-      env:
-        docker_password: ${{ secrets.DOCKER_PASSWORD }}
-        docker_username: ${{ secrets.DOCKER_USER }}
-      run: |
-        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # x86_64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}
-        # dev-wheel image
-        sudo docker tag graphscope/graphscope-dev:wheel-${tag}-${arch} ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${tag}
-        sudo docker push ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${tag}
-
-  build-wheel-image-aarch64:
-    runs-on: [self-hosted, Linux, ARM64]
-    # if: (github.event_name == 'workflow_dispatch' && github.event.inputs.build_wheel == 'true') || (github.event_name == 'pull_request')
-    if: false
-
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        submodules: true
-
-    - name: Build Image
-      run: |
-        # build wheel image with specified v6d's version
-        cd ${GITHUB_WORKSPACE}/k8s
-        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
-        if [[ -n ${VINEYARD_VERSION} ]]; then
-          # graphscope/graphscope-dev:wheel-<version>-aarch64
-          make dev-wheel VINEYARD_VERSION=${VINEYARD_VERSION}
-        else
-          # pull_request: use default vineyard_version
-          make dev-wheel
-        fi
-
-    - name: Release Image
-      if: ${{ github.event_name == 'workflow_dispatch' }}
-      env:
-        docker_password: ${{ secrets.DOCKER_PASSWORD }}
-        docker_username: ${{ secrets.DOCKER_USER }}
-      run: |
-        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # aarch64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}-${arch}
-        # dev-wheel image
-        sudo docker tag graphscope/graphscope-dev:wheel-${tag} ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${tag}
-        sudo docker push ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${tag}
-
-    - name: Clean Image
-      run: |
-        # aarch64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}-${arch}
-        # clean
-        sudo docker rmi -f graphscope/graphscope-dev:wheel-${tag} || true
-        sudo docker rmi -f ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${tag} || true
-
-  manifest-push-wheel-image:
-    runs-on: ubuntu-20.04
-    # if: ${{ github.event_name == 'workflow_dispatch' }} && ${{ github.event.inputs.build_wheel == 'true' }}
-    if: false
-
-    needs: [build-wheel-image-x86-64, build-wheel-image-aarch64]
-    steps:
-    - name: Create and Push Docker Manifest
-      env:
-        docker_password: ${{ secrets.DOCKER_PASSWORD }}
-        docker_username: ${{ secrets.DOCKER_USER }}
-      run: |
-        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # manifest create
-        sudo docker manifest create \
-          ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${{ github.event.inputs.v6d_version }} \
-          ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${{ github.event.inputs.v6d_version }}-x86_64 \
-          ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${{ github.event.inputs.v6d_version }}-aarch64
-        # manifest push
-        sudo docker manifest push ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${{ github.event.inputs.v6d_version }}
-
-  build-graphscope-dev-image-x86-64:
-    runs-on: ubuntu-20.04
+  build-graphscope-dev-image-amd64:
     if: (github.event_name == 'workflow_dispatch' && github.event.inputs.build_graphscope_dev == 'true') || (github.event_name == 'pull_request')
-
+    runs-on: ubuntu-20.04
     steps:
     - uses: actions/checkout@v4
       with:
@@ -160,11 +48,11 @@ jobs:
 
     - name: Build Image
       run: |
-        # build graphscope dev image with specified v6d's version
+        # build graphscope dev image with specified v6d version
         cd ${GITHUB_WORKSPACE}/k8s
         VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
         if [[ -n ${VINEYARD_VERSION} ]]; then
-          # graphscope/graphscope-dev:<version>-x86_64
+          # graphscope/graphscope-dev:<v6d_version>-amd64
           make graphscope-dev VINEYARD_VERSION=${VINEYARD_VERSION}
         else
           # pull_request: use default vineyard_version
@@ -178,19 +66,13 @@ jobs:
         docker_username: ${{ secrets.DOCKER_USER }}
       run: |
         echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # x86_64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}
-        # graphscope-dev image
-        sudo docker tag graphscope/graphscope-dev:${tag}-${arch} ${{ env.REGISTRY }}/graphscope/graphscope-dev:${tag}
-        sudo docker push ${{ env.REGISTRY }}/graphscope/graphscope-dev:${tag}
+        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
+        sudo docker tag graphscope/graphscope-dev:${VINEYARD_VERSION}-amd64 ${{ env.REGISTRY }}/graphscope/graphscope-dev:${VINEYARD_VERSION}-amd64
+        sudo docker push ${{ env.REGISTRY }}/graphscope/graphscope-dev:${VINEYARD_VERSION}-amd64
 
-  build-graphscope-dev-image-aarch64:
+  build-graphscope-dev-image-arm64:
     runs-on: [self-hosted, Linux, ARM64]
-    # if: (github.event_name == 'workflow_dispatch' && github.event.inputs.build_graphscope_dev == 'true') || (github.event_name == 'pull_request')
     if: false
-
     steps:
     - uses: actions/checkout@v4
       with:
@@ -198,11 +80,11 @@ jobs:
 
     - name: Build Image
       run: |
-        # build graphscope dev image with specified v6d's version
+        # build graphscope dev image with specified v6d version
         cd ${GITHUB_WORKSPACE}/k8s
         VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
         if [[ -n ${VINEYARD_VERSION} ]]; then
-          # graphscope/graphscope-dev:<version>-aarch64
+          # graphscope/graphscope-dev:<v6d_version>-arm64
           make graphscope-dev VINEYARD_VERSION=${VINEYARD_VERSION}
         else
           # pull_request: use default vineyard_version
@@ -216,30 +98,15 @@ jobs:
         docker_username: ${{ secrets.DOCKER_USER }}
       run: |
         echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # aarch64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}-${arch}
+        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
         # graphscope-dev image
-        sudo docker tag graphscope/graphscope-dev:${tag} ${{ env.REGISTRY }}/graphscope/graphscope-dev:${tag}
-        sudo docker push ${{ env.REGISTRY }}/graphscope/graphscope-dev:${tag}
-
-    - name: Clean Image
-      run: |
-        # aarch64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}-${arch}
-        # clean
-        sudo docker rmi -f graphscope/graphscope-dev:${tag} || true
-        sudo docker rmi -f ${{ env.REGISTRY }}/graphscope/graphscope-dev:${tag} || true
+        sudo docker tag graphscope/graphscope-dev:${VINEYARD_VERSION}-arm64 ${{ env.REGISTRY }}/graphscope/graphscope-dev:${VINEYARD_VERSION}-arm64
+        sudo docker push ${{ env.REGISTRY }}/graphscope/graphscope-dev:${VINEYARD_VERSION}-arm64
 
   manifest-push-graphscope-dev-image:
     runs-on: ubuntu-20.04
-    # if: ${{ github.event_name == 'workflow_dispatch' }} && ${{ github.event.inputs.build_graphscope_dev == 'true' }}
     if: false
-
-    needs: [build-graphscope-dev-image-x86-64, build-graphscope-dev-image-aarch64]
+    needs: [build-graphscope-dev-image-amd64, build-graphscope-dev-image-arm64]
     steps:
     - name: Create and Push Docker Manifest
       env:
@@ -250,15 +117,14 @@ jobs:
         # manifest create
         sudo docker manifest create \
           ${{ env.REGISTRY }}/graphscope/graphscope-dev:${{ github.event.inputs.v6d_version }} \
-          ${{ env.REGISTRY }}/graphscope/graphscope-dev:${{ github.event.inputs.v6d_version }}-x86_64 \
-          ${{ env.REGISTRY }}/graphscope/graphscope-dev:${{ github.event.inputs.v6d_version }}-aarch64
+          ${{ env.REGISTRY }}/graphscope/graphscope-dev:${{ github.event.inputs.v6d_version }}-amd64 \
+          ${{ env.REGISTRY }}/graphscope/graphscope-dev:${{ github.event.inputs.v6d_version }}-arm64
         # manifest push
         sudo docker manifest push ${{ env.REGISTRY }}/graphscope/graphscope-dev:${{ github.event.inputs.v6d_version }}
 
-  build-vineyard-dev-image-x86-64:
-    runs-on: ubuntu-20.04
+  build-vineyard-dev-image-amd64:
     if: (github.event_name == 'workflow_dispatch' && github.event.inputs.build_vineyard_dev == 'true') || (github.event_name == 'pull_request')
-
+    runs-on: ubuntu-20.04
     steps:
     - uses: actions/checkout@v4
       with:
@@ -266,11 +132,11 @@ jobs:
 
     - name: Build Image
       run: |
-        # build vineyard dev image with specified v6d's version
+        # build vineyard dev image with specified v6d version
         cd ${GITHUB_WORKSPACE}/k8s
         VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
         if [[ -n ${VINEYARD_VERSION} ]]; then
-          # graphscope/vineyard-dev:<version>-x86_64
+          # graphscope/vineyard-dev:<v6d_version>-amd64
           make vineyard-dev VINEYARD_VERSION=${VINEYARD_VERSION}
         else
           # pull_request: use default vineyard_version
@@ -284,19 +150,13 @@ jobs:
         docker_username: ${{ secrets.DOCKER_USER }}
       run: |
         echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # x86_64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}
-        # vineyard-dev image
-        sudo docker tag graphscope/vineyard-dev:${tag}-${arch} ${{ env.REGISTRY }}/graphscope/vineyard-dev:${tag}
-        sudo docker push ${{ env.REGISTRY }}/graphscope/vineyard-dev:${tag}
+        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
+        sudo docker tag graphscope/vineyard-dev:${VINEYARD_VERSION}-amd64 ${{ env.REGISTRY }}/graphscope/vineyard-dev:${VINEYARD_VERSION}-amd64
+        sudo docker push ${{ env.REGISTRY }}/graphscope/vineyard-dev:${VINEYARD_VERSION}-amd64
 
-  build-vineyard-dev-image-aarch64:
+  build-vineyard-dev-image-arm64:
     runs-on: [self-hosted, Linux, ARM64]
-    # if: (github.event_name == 'workflow_dispatch' && github.event.inputs.build_vineyard_dev == 'true') || (github.event_name == 'pull_request')
     if: false
-
     steps:
     - uses: actions/checkout@v4
       with:
@@ -304,7 +164,7 @@ jobs:
 
     - name: Build Image
       run: |
-        # build vineyard dev image with specified v6d's version
+        # build vineyard dev image with specified v6d version
         cd ${GITHUB_WORKSPACE}/k8s
         VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
         if [[ -n ${VINEYARD_VERSION} ]]; then
@@ -322,30 +182,15 @@ jobs:
         docker_username: ${{ secrets.DOCKER_USER }}
       run: |
         echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # aarch64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}-${arch}
+        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
         # vineyard-dev image
-        sudo docker tag graphscope/vineyard-dev:${tag} ${{ env.REGISTRY }}/graphscope/vineyard-dev:${tag}
-        sudo docker push ${{ env.REGISTRY }}/graphscope/vineyard-dev:${tag}
-
-    - name: Clean Image
-      run: |
-        # aarch64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}-${arch}
-        # clean
-        sudo docker rmi -f graphscope/vineyard-dev:${tag} || true
-        sudo docker rmi -f ${{ env.REGISTRY }}/graphscope/vineyard-dev:${tag} || true
+        sudo docker tag graphscope/vineyard-dev:${VINEYARD_VERSION}-arm64 ${{ env.REGISTRY }}/graphscope/vineyard-dev:${VINEYARD_VERSION}-arm64
+        sudo docker push ${{ env.REGISTRY }}/graphscope/vineyard-dev:${VINEYARD_VERSION}-arm64
 
   manifest-push-vineyard-dev-image:
     runs-on: ubuntu-20.04
-    # if: ${{ github.event_name == 'workflow_dispatch' }} && ${{ github.event.inputs.build_vineyard_dev == 'true' }}
     if: false
-
-    needs: [build-vineyard-dev-image-x86-64, build-vineyard-dev-image-aarch64]
+    needs: [build-vineyard-dev-image-amd64, build-vineyard-dev-image-arm64]
     steps:
     - name: Create and Push Docker Manifest
       env:
@@ -356,18 +201,16 @@ jobs:
         # manifest create
         sudo docker manifest create \
           ${{ env.REGISTRY }}/graphscope/vineyard-dev:${{ github.event.inputs.v6d_version }} \
-          ${{ env.REGISTRY }}/graphscope/vineyard-dev:${{ github.event.inputs.v6d_version }}-x86_64 \
-          ${{ env.REGISTRY }}/graphscope/vineyard-dev:${{ github.event.inputs.v6d_version }}-aarch64
+          ${{ env.REGISTRY }}/graphscope/vineyard-dev:${{ github.event.inputs.v6d_version }}-amd64 \
+          ${{ env.REGISTRY }}/graphscope/vineyard-dev:${{ github.event.inputs.v6d_version }}-arm64
         # manifest push
         sudo docker manifest push ${{ env.REGISTRY }}/graphscope/vineyard-dev:${{ github.event.inputs.v6d_version }}
 
-  build-vineyard-runtime-image-x86-64:
-    runs-on: ubuntu-20.04
-    # only trigger this step in 'workflow_dispatch' event,
-    # since the 'vineyard-dev' image isn't actually pushed in 'pull_request'
+  build-vineyard-runtime-image-amd64:
+    # only trigger this step in 'workflow_dispatch' event, since the 'vineyard-dev' image isn't actually pushed in 'pull_request'
     if: ${{ github.event_name == 'workflow_dispatch' }} && ${{ github.event.inputs.build_vineyard_dev == 'true' }} || (github.event_name == 'pull_request')
-
-    needs: [build-vineyard-dev-image-x86-64]
+    runs-on: ubuntu-20.04
+    needs: [build-vineyard-dev-image-amd64]
     steps:
     - uses: actions/checkout@v4
       with:
@@ -375,11 +218,11 @@ jobs:
 
     - name: Build Image
       run: |
-        # build vineyard runtime image with specified v6d's version
-        cd ${GITHUB_WORKSPACE}/k8s
         VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
+        # build vineyard runtime image with specified v6d version
+        cd ${GITHUB_WORKSPACE}/k8s
         if [[ -n ${VINEYARD_VERSION} ]]; then
-          # graphscope/vineyard-runtime:<version>-x86_64
+          # graphscope/vineyard-runtime:<v6d_version>-amd64
           make vineyard-runtime VINEYARD_VERSION=${VINEYARD_VERSION}
         else
           # pull_request: use default vineyard_version
@@ -393,15 +236,11 @@ jobs:
         docker_username: ${{ secrets.DOCKER_USER }}
       run: |
         echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # x86_64
-        arch=$(uname -m)
-        # image tag
-        tag=${{ github.event.inputs.v6d_version }}
-        # vineyard-runtime image
-        sudo docker tag graphscope/vineyard-runtime:${tag}-${arch} ${{ env.REGISTRY }}/graphscope/vineyard-runtime:${tag}
-        sudo docker push ${{ env.REGISTRY }}/graphscope/vineyard-runtime:${tag}
+        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
+        sudo docker tag graphscope/vineyard-runtime:${VINEYARD_VERSION}-amd64 ${{ env.REGISTRY }}/graphscope/vineyard-runtime:${VINEYARD_VERSION}-amd64
+        sudo docker push ${{ env.REGISTRY }}/graphscope/vineyard-runtime:${VINEYARD_VERSION}-amd64
 
-  build-vineyard-runtime-image-aarch64:
+  build-vineyard-runtime-image-arm64:
     runs-on: [self-hosted, Linux, ARM64]
     # only trigger this step in 'workflow_dispatch' event,
     # since the 'vineyard-dev' image isn't actually pushed in 'pull_request'
@@ -416,7 +255,7 @@ jobs:
 
     - name: Build Image
       run: |
-        # build vineyard dev image with specified v6d's version
+        # build vineyard dev image with specified v6d version
         cd ${GITHUB_WORKSPACE}/k8s
         VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
         if [[ -n ${VINEYARD_VERSION} ]]; then
@@ -456,7 +295,7 @@ jobs:
     # if: ${{ github.event_name == 'workflow_dispatch' }} && ${{ github.event.inputs.build_vineyard_dev == 'true' }}
     if: false
 
-    needs: [build-vineyard-runtime-image-x86-64, build-vineyard-runtime-image-aarch64]
+    needs: [build-vineyard-runtime-image-amd64, build-vineyard-runtime-image-arm64]
     steps:
     - name: Create and Push Docker Manifest
       env:
diff --git a/.github/workflows/build-graphscope-dev-wheel-images.yml b/.github/workflows/build-graphscope-dev-wheel-images.yml
new file mode 100644
index 000000000000..791a88e4a1fa
--- /dev/null
+++ b/.github/workflows/build-graphscope-dev-wheel-images.yml
@@ -0,0 +1,56 @@
+name: Build GraphScope Wheel Images
+
+# build `graphscope/graphscope-dev:wheel-{v6d_version}` image based on manylinux,
+# including all dependencies for building graphscope wheel package.
+on:
+  workflow_dispatch:
+    inputs:
+      v6d_version:
+        description: 'Version for Vineyard (v6d)'
+        required: true
+        default: 'main'
+  pull_request:
+    branches:
+      - main
+    paths:
+      - 'python/graphscope/gsctl/scripts/**'
+      - '.github/workflows/build-graphscope-dev-wheel-images.yml'
+
+concurrency:
+  group: ${{ github.repository }}-${{ github.event.number || github.head_ref || github.sha }}-${{ github.workflow }}
+  cancel-in-progress: true
+
+env:
+  REGISTRY: registry.cn-hongkong.aliyuncs.com
+
+jobs:
+  build-wheel-image-amd64:
+    runs-on: ubuntu-20.04
+    steps:
+    - uses: actions/checkout@v4
+      with:
+        submodules: true
+
+    - name: Build Image
+      run: |
+        # build wheel image with specified v6d's version
+        cd ${GITHUB_WORKSPACE}/k8s
+        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
+        if [[ -n ${VINEYARD_VERSION} ]]; then
+          # graphscope/graphscope-dev:wheel-<v6d_version>-amd64
+          make dev-wheel VINEYARD_VERSION=${VINEYARD_VERSION}
+        else
+          # pull_request: use default vineyard_version
+          make dev-wheel
+        fi
+
+    - name: Release Image
+      if: ${{ github.event_name == 'workflow_dispatch' }}
+      env:
+        docker_password: ${{ secrets.DOCKER_PASSWORD }}
+        docker_username: ${{ secrets.DOCKER_USER }}
+      run: |
+        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
+        VINEYARD_VERSION=${{ github.event.inputs.v6d_version }}
+        sudo docker tag graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-amd64 ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-amd64
+        sudo docker push ${{ env.REGISTRY }}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-amd64
diff --git a/.github/workflows/build-graphscope-manylinux-ext-images.yml b/.github/workflows/build-graphscope-manylinux-ext-images.yml
deleted file mode 100644
index 0c2844ab23ae..000000000000
--- a/.github/workflows/build-graphscope-manylinux-ext-images.yml
+++ /dev/null
@@ -1,106 +0,0 @@
-name: Build GraphScope Manylinux-Ext Images
-
-# build graphscope-dev-base image is based on manylinux2014, including all necessary
-# dependencies except vineyard for graphscope's wheel package.
-on:
-  workflow_dispatch:
-  pull_request:
-    branches:
-      - main
-    paths:
-      - 'python/graphscope/gsctl/scripts/**'
-
-concurrency:
-  group: ${{ github.repository }}-${{ github.event.number || github.head_ref || github.sha }}-${{ github.workflow }}
-  cancel-in-progress: true
-
-env:
-  REGISTRY: registry.cn-hongkong.aliyuncs.com
-
-jobs:
-  build-manylinux-ext-image-x86-64:
-    runs-on: ubuntu-20.04
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        submodules: true
-
-    - name: Build Image
-      run: |
-        cd ${GITHUB_WORKSPACE}/k8s
-        # output: graphscope/manylinux:ext-x86_64
-        make manylinux2014-ext
-
-    - name: Release Image
-      if: ${{ github.event_name == 'workflow_dispatch' }}
-      env:
-        docker_password: ${{ secrets.DOCKER_PASSWORD }}
-        docker_username: ${{ secrets.DOCKER_USER }}
-      run: |
-        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # x86_64
-        arch=$(uname -m)
-        # image tag
-        tag=ext-${arch}
-        # manylinux2014 image
-        sudo docker tag graphscope/manylinux2014:${tag} ${{ env.REGISTRY }}/graphscope/manylinux2014:ext
-        sudo docker push ${{ env.REGISTRY }}/graphscope/manylinux2014:ext
-        
-  build-manylinux-ext-image-aarch64:
-    runs-on: [self-hosted, Linux, ARM64]
-    if: false
-    steps:
-    - uses: actions/checkout@v4
-      with:
-        submodules: true
-
-    - name: Build Image
-      run: |
-        cd ${GITHUB_WORKSPACE}/k8s
-        # output: graphscope/manylinux2014:ext-aarch64
-        make manylinux2014-ext
-        
-    - name: Release Image
-      if: ${{ github.event_name == 'workflow_dispatch' }}
-      env:
-        docker_password: ${{ secrets.DOCKER_PASSWORD }}
-        docker_username: ${{ secrets.DOCKER_USER }}
-      run: |
-        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # aarch64
-        arch=$(uname -m)
-        # image tag
-        tag=ext-${arch}
-        # manylinux2014 image
-        sudo docker tag graphscope/manylinux2014:${tag} ${{ env.REGISTRY }}/graphscope/manylinux2014:${tag}
-        sudo docker push ${{ env.REGISTRY }}/graphscope/manylinux2014:${tag}
-
-    - name: Clean Image
-      run: |
-        # aarch64
-        arch=$(uname -m)
-        # image tag
-        tag=ext-${arch}
-        # clean
-        sudo docker rmi -f graphscope/manylinux2014:${tag} || true
-        sudo docker rmi -f ${{ env.REGISTRY }}/graphscope/manylinux2014:${tag} || true
-       
-  manifest_push_manylinux-ext-image:
-    runs-on: ubuntu-20.04
-    if: false
-    needs: [build-manylinux-ext-image-x86-64, build-manylinux-ext-image-aarch64]
-    steps:
-    - name: Create and Push Docker Manifest
-      if: ${{ github.event_name == 'workflow_dispatch' }}
-      env:
-        docker_password: ${{ secrets.DOCKER_PASSWORD }}
-        docker_username: ${{ secrets.DOCKER_USER }}
-      run: |
-        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
-        # create
-        sudo docker manifest create \
-          ${{ env.REGISTRY }}/graphscope/manylinux2014:ext \
-          ${{ env.REGISTRY }}/graphscope/manylinux2014:ext-x86_64 \
-          ${{ env.REGISTRY }}/graphscope/manylinux2014:ext-aarch64
-        # push
-        sudo docker manifest push ${{ env.REGISTRY }}/graphscope/manylinux2014:ext
diff --git a/.github/workflows/build-graphscope-manylinux-images.yml b/.github/workflows/build-graphscope-manylinux-images.yml
new file mode 100644
index 000000000000..123dc1213335
--- /dev/null
+++ b/.github/workflows/build-graphscope-manylinux-images.yml
@@ -0,0 +1,45 @@
+name: Build GraphScope Manylinux Images
+
+# build `graphscope/manylinux2014` image based on centos7, including all necessary
+# dependencies except vineyard
+on:
+  workflow_dispatch:
+  pull_request:
+    branches:
+      - main
+    paths:
+      - 'python/graphscope/gsctl/scripts/**'
+      - '.github/workflows/build-graphscope-manylinux-images.yml'
+
+
+concurrency:
+  group: ${{ github.repository }}-${{ github.event.number || github.head_ref || github.sha }}-${{ github.workflow }}
+  cancel-in-progress: true
+
+env:
+  REGISTRY: registry.cn-hongkong.aliyuncs.com
+
+jobs:
+  build-manylinux-image-amd64:
+    runs-on: ubuntu-20.04
+    steps:
+    - uses: actions/checkout@v4
+      with:
+        submodules: true
+
+    - name: Build Image
+      run: |
+        cd ${GITHUB_WORKSPACE}/k8s
+        # output: graphscope/manylinux:amd64
+        make manylinux2014
+
+    - name: Release Image
+      if: ${{ github.event_name == 'workflow_dispatch' }}
+      env:
+        docker_password: ${{ secrets.DOCKER_PASSWORD }}
+        docker_username: ${{ secrets.DOCKER_USER }}
+      run: |
+        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.REGISTRY }} --password-stdin
+        # manylinux2014 image
+        sudo docker tag graphscope/manylinux2014:amd64 ${{ env.REGISTRY }}/graphscope/manylinux2014:amd64
+        sudo docker push ${{ env.REGISTRY }}/graphscope/manylinux2014:amd64
diff --git a/.github/workflows/flex-interactive.yml b/.github/workflows/flex-interactive.yml
index 18555bb44fb7..37ca3a52fd53 100644
--- a/.github/workflows/flex-interactive.yml
+++ b/.github/workflows/flex-interactive.yml
@@ -33,11 +33,6 @@ jobs:
     - name: Checkout code
       uses: actions/checkout@v4
 
-    - name: Add envs to GITHUB_ENV
-      run: |
-        short_sha=$(git rev-parse --short HEAD)
-        echo "SHORT_SHA=${short_sha}" >> $GITHUB_ENV
-
     - name: Build Image
       run: |
         cd ${GITHUB_WORKSPACE}
@@ -59,7 +54,7 @@ jobs:
         # install gsctl
         python3 -m pip install ${GITHUB_WORKSPACE}/python/dist/*.whl
         # launch service: 8080 for coordinator http port; 7687 for cypher port;
-        docker run -p 8080:8080 -p 7688:7687 registry.cn-hongkong.aliyuncs.com/graphscope/interactive:${SHORT_SHA}-x86_64 --enable-coordinator &
+        docker run -p 8080:8080 -p 7688:7687 graphscope/interactive:latest --enable-coordinator &
         sleep 20
         # test
         python3 -m pip install --no-cache-dir pytest pytest-xdist
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 77adb6251a79..df8b4d74887e 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -64,23 +64,17 @@ jobs:
         password: ${{ secrets.PYPI_PASSWORD }}
         packages_dir: upload_pypi/
 
-  build-interactive-image-x86-64:
+  build-interactive-image-amd64:
     if: (github.ref == 'refs/heads/main' && github.repository == 'alibaba/GraphScope') || (github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') && github.repository == 'alibaba/GraphScope')
-    runs-on: ubuntu-20.04
+    runs-on: ubuntu-22.04
 
     steps:
     - uses: actions/checkout@v4
 
-    - name: Add envs to GITHUB_ENV
-      run: |
-        short_sha=$(git rev-parse --short HEAD)
-        echo "SHORT_SHA=${short_sha}" >> $GITHUB_ENV
-
     - name: Build Interactive Image
       run: |
-        cd ${GITHUB_WORKSPACE}/python
-        python3 -m pip install --upgrade pip && python3 -m pip install -r requirements.txt && python3 setup.py build_proto
         cd ${GITHUB_WORKSPACE}
+        python3 -m pip install --upgrade pip && python3 -m pip install click
         python3 ./gsctl.py flexbuild interactive --app docker
 
     - name: Extract Tag Name
@@ -95,10 +89,10 @@ jobs:
         docker_username: ${{ secrets.DOCKER_USER }}
       run: |
         echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.DOCKER_URL }} --password-stdin
-        sudo docker tag ${{ env.INTERACTIVE_IMAGE }}:${SHORT_SHA}-x86_64 ${{ env.INTERACTIVE_IMAGE }}:${{ steps.tag.outputs.TAG }}
-        sudo docker push ${{ env.INTERACTIVE_IMAGE }}:${{ steps.tag.outputs.TAG }}
+        sudo docker tag graphscope/interactive:latest ${{ env.INTERACTIVE_IMAGE }}:${{ steps.tag.outputs.TAG }}-amd64
+        sudo docker push ${{ env.INTERACTIVE_IMAGE }}:${{ steps.tag.outputs.TAG }}-amd64
 
-  build-gss-image-x86-64:
+  build-gss-image-amd64:
     if: (github.ref == 'refs/heads/main' && github.repository == 'alibaba/GraphScope') || (github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') && github.repository == 'alibaba/GraphScope')
     runs-on: ubuntu-20.04
     steps:
@@ -114,25 +108,6 @@ jobs:
         cd ${GITHUB_WORKSPACE}/k8s
         sudo make graphscope-store VERSION=${SHORT_SHA}
 
-    - name: Release Nightly Image
-      # if: ${{ github.ref == 'refs/heads/main' && github.repository == 'alibaba/GraphScope' }}
-      # GraphScope-Store doesn't need nightly release yet.
-      # To save some resources, comment this step out temporarily.
-      if: false
-      env:
-        docker_password: ${{ secrets.DOCKER_PASSWORD }}
-        docker_username: ${{ secrets.DOCKER_USER }}
-      run: |
-        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.DOCKER_URL }} --password-stdin
-        # docker tag: 0.15.0 -> 0.15.0a20220808
-        # x86_64
-        # arch=$(uname -m)
-        time=$(date "+%Y%m%d")
-        version=$(cat ${GITHUB_WORKSPACE}/VERSION)
-        tag="${version}a${time}"
-        sudo docker tag graphscope/graphscope-store:${SHORT_SHA} ${{ env.GSS_IMAGE }}:${tag}
-        sudo docker push ${{ env.GSS_IMAGE }}:${tag}
-
     - name: Extract Tag Name
       if: ${{ github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') && github.repository == 'alibaba/GraphScope' }}
       id: tag
@@ -145,12 +120,10 @@ jobs:
         docker_username: ${{ secrets.DOCKER_USER }}
       run: |
         echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.DOCKER_URL }} --password-stdin
-        # x86_64
-        # arch=$(uname -m)
         sudo docker tag graphscope/graphscope-store:${SHORT_SHA} ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}
         sudo docker push ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}
 
-  build-gss-image-aarch64:
+  build-gss-image-arm64:
     # if: (github.ref == 'refs/heads/main' && github.repository == 'alibaba/GraphScope') || (github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') && github.repository == 'alibaba/GraphScope')
     if: false
     runs-on: [self-hosted, Linux, ARM64]
@@ -167,25 +140,6 @@ jobs:
         cd ${GITHUB_WORKSPACE}/k8s
         sudo make graphscope-store VERSION=${SHORT_SHA}
 
-    - name: Release Nightly Image
-      # if: ${{ github.ref == 'refs/heads/main' && github.repository == 'alibaba/GraphScope' }}
-      # GraphScope-Store doesn't need nightly release yet.
-      # To save some resources, comment this step out temporarily.
-      if: false
-      env:
-        docker_password: ${{ secrets.DOCKER_PASSWORD }}
-        docker_username: ${{ secrets.DOCKER_USER }}
-      run: |
-        echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.DOCKER_URL }} --password-stdin
-        # docker tag: 0.15.0 -> 0.15.0a20220808
-        # aarch64
-        arch=$(uname -m)
-        time=$(date "+%Y%m%d")
-        version=$(cat ${GITHUB_WORKSPACE}/VERSION)
-        tag="${version}a${time}"-${arch}
-        sudo docker tag graphscope/graphscope-store:${SHORT_SHA} ${{ env.GSS_IMAGE }}:${tag}
-        sudo docker push ${{ env.GSS_IMAGE }}:${tag}
-
     - name: Extract Tag Name
       if: ${{ github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') && github.repository == 'alibaba/GraphScope' }}
       id: tag
@@ -198,38 +152,15 @@ jobs:
         docker_username: ${{ secrets.DOCKER_USER }}
       run: |
         echo "${docker_password}" | sudo docker login --username="${docker_username}" ${{ env.DOCKER_URL }} --password-stdin
-        # aarch64
-        arch=$(uname -m)
-        sudo docker tag graphscope/graphscope-store:${SHORT_SHA} ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-${arch}
-        sudo docker push ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-${arch}
-
-    - name: Clean Nightly Image
-      if: false
-      run: |
-        # docker tag: 0.15.0 -> 0.15.0a20220808
-        # aarch64
-        arch=$(uname -m)
-        time=$(date "+%Y%m%d")
-        version=$(cat ${GITHUB_WORKSPACE}/VERSION)
-        tag="${version}a${time}"-${arch}
-        # clean
-        sudo docker rmi -f graphscope-store:${SHORT_SHA} || true
-        sudo docker rmi -f ${{ env.GSS_IMAGE }}:${tag} || true
-
-    - name: Clean Release Image
-      if: always()
-      run: |
-        # aarch64
-        arch=$(uname -m)
-        sudo docker rmi -f graphscope-store:${SHORT_SHA} || true
-        sudo docker rmi -f ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-${arch} || true
+        sudo docker tag graphscope/graphscope-store:${SHORT_SHA} ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-arm64
+        sudo docker push ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-arm64
 
   push-gss-image-manifest:
     # if: ${{ github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') && github.repository == 'alibaba/GraphScope' }}
     if: false
     runs-on: ubuntu-20.04
 
-    needs: [build-gss-image-x86-64, build-gss-image-aarch64]
+    needs: [build-gss-image-amd64, build-gss-image-arm64]
 
     steps:
     - uses: actions/checkout@v4
@@ -251,8 +182,8 @@ jobs:
         # create
         sudo docker manifest create \
           ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }} \
-          ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-x86_64 \
-          ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-aarch64
+          ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-amd64 \
+          ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}-arm64
 
         # push
         sudo docker manifest push ${{ env.GSS_IMAGE }}:${{ steps.tag.outputs.TAG }}
diff --git a/flex/resources/hqps/CMakeLists.txt.template b/flex/resources/hqps/CMakeLists.txt.template
index 67fba9b92490..563736b77a6d 100644
--- a/flex/resources/hqps/CMakeLists.txt.template
+++ b/flex/resources/hqps/CMakeLists.txt.template
@@ -38,6 +38,10 @@ if(EXISTS "/opt/graphscope/include")
     include_directories("/opt/graphscope/include")
 endif()
 
+if (EXISTS "/opt/flex/include")
+    include_directories("/opt/flex/include")
+endif()
+
 set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++17")
 set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fopenmp -Wl,-rpath,$ORIGIN -O2 -flto -Werror=unused-result -fPIC -no-pie")
 
diff --git a/k8s/Makefile b/k8s/Makefile
index 8657b4b52f47..4dfb2e9fdb47 100644
--- a/k8s/Makefile
+++ b/k8s/Makefile
@@ -6,8 +6,10 @@ ifeq ($(REGISTRY),)
     REGISTRY := registry.cn-hongkong.aliyuncs.com
 endif
 
-# x86_64 or aarch64
-ARCH := $(shell uname -m)
+PLATFORM          := $(shell uname -m)
+# can be: x86_64, arm64
+ARCH              := $(subst x86_64,amd64,$(subst aarch64,arm64,$(PLATFORM)))
+
 
 VERSION ?= latest
 VINEYARD_VERSION ?= v0.23.0
@@ -41,36 +43,34 @@ interactive: interactive-frontend interactive-executor
 all: coordinator analytical interactive learning
 graphscope: all
 
+manylinux2014:
+	cd $(WORKING_DIR)/../ && \
+	docker build \
+		-t graphscope/manylinux2014:${ARCH} \
+		-f $(DOCKERFILES_DIR)/manylinux2014.Dockerfile .
+
 dev-wheel:
-	cd $(WORKING_DIR) && \
-	cd ../python/graphscope && \
+	cd $(WORKING_DIR)/../ && \
 	docker build \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg VINEYARD_VERSION=${VINEYARD_VERSION} \
 		-t graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-${ARCH} \
-		-f $(DOCKERFILES_DIR)/manylinux2014.Dockerfile .
-
-
-manylinux2014-ext:
-	cd $(WORKING_DIR) && \
-	cd ../python/graphscope  && \
-	docker build \
-		-t graphscope/manylinux2014:ext-${ARCH} \
-		-f $(DOCKERFILES_DIR)/manylinux2014-ext.Dockerfile .
+		-f $(DOCKERFILES_DIR)/graphscope-dev-wheel.Dockerfile .
 
 graphscope-dev:
-	cd $(WORKING_DIR) && \
-	cd ../python/graphscope  && \
+	cd $(WORKING_DIR)/../ && \
 	docker build \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg VINEYARD_VERSION=${VINEYARD_VERSION} \
 		-t graphscope/graphscope-dev:${VINEYARD_VERSION}-${ARCH} \
 		-f $(DOCKERFILES_DIR)/graphscope-dev.Dockerfile .
 
 vineyard-dev:
-	cd $(WORKING_DIR) && \
-	cd ../python/graphscope  && \
+	cd $(WORKING_DIR)/../ && \
 	docker build \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg VINEYARD_VERSION=${VINEYARD_VERSION} \
 		-t graphscope/vineyard-dev:${VINEYARD_VERSION}-${ARCH} \
@@ -79,6 +79,7 @@ vineyard-dev:
 vineyard-runtime:
 	cd $(WORKING_DIR) && \
 	docker build \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		-t graphscope/vineyard-runtime:${VINEYARD_VERSION}-${ARCH} \
@@ -88,6 +89,7 @@ coordinator:
 	cd $(WORKING_DIR)/.. && \
 	docker build \
 	    --target coordinator \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		--build-arg CI=${CI} \
@@ -98,6 +100,7 @@ analytical:
 	cd $(WORKING_DIR)/.. && \
 	docker build \
 	    --target analytical \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		--build-arg RUNTIME_VERSION=$(RUNTIME_VERSION) \
@@ -109,6 +112,7 @@ analytical-java:
 	cd $(WORKING_DIR)/.. && \
 	docker build \
 	    --target analytical-java \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		--build-arg RUNTIME_VERSION=$(RUNTIME_VERSION) \
@@ -120,6 +124,7 @@ interactive-frontend:
 	cd $(WORKING_DIR)/.. && \
 	docker build \
 	    --target frontend \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		--build-arg RUNTIME_VERSION=$(RUNTIME_VERSION) \
@@ -132,6 +137,7 @@ interactive-executor:
 	cd $(WORKING_DIR)/.. \
 	&& docker build \
 	    --target executor \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		--build-arg RUNTIME_VERSION=$(RUNTIME_VERSION) \
@@ -145,6 +151,7 @@ interactive-experimental:
 	cd $(WORKING_DIR)/.. && \
 	docker build \
 	    --target experimental \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		-t graphscope/interactive-experimental:${VERSION} \
@@ -158,6 +165,7 @@ flex-interactive:
 		--build-arg ENABLE_COORDINATOR=${ENABLE_COORDINATOR} \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
+		--build-arg PLATFORM=${PLATFORM} \
 		--build-arg ARCH=${ARCH} \
 		-t graphscope/interactive:${VERSION}  \
 		-f ${DOCKERFILES_DIR}/flex-interactive.Dockerfile .
@@ -166,6 +174,7 @@ learning:
 	cd $(WORKING_DIR)/.. && \
 	docker build \
 	    --target learning \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		--build-arg RUNTIME_VERSION=$(RUNTIME_VERSION) \
@@ -177,6 +186,7 @@ graphlearn-torch:
 	cd $(WORKING_DIR)/.. && \
 	docker build \
 	    --target graphlearn-torch \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		--build-arg RUNTIME_VERSION=$(RUNTIME_VERSION) \
@@ -187,6 +197,7 @@ graphlearn-torch:
 graphscope-store:
 	cd $(WORKING_DIR)/.. && \
 	docker build \
+		--build-arg ARCH=$(ARCH) \
 		--build-arg REGISTRY=$(REGISTRY) \
 		--build-arg BUILDER_VERSION=$(BUILDER_VERSION) \
 		--build-arg profile=${PROFILE} \
diff --git a/k8s/dockerfiles/analytical.Dockerfile b/k8s/dockerfiles/analytical.Dockerfile
index 9cc0614861aa..c2cfc8a248b9 100644
--- a/k8s/dockerfiles/analytical.Dockerfile
+++ b/k8s/dockerfiles/analytical.Dockerfile
@@ -1,10 +1,11 @@
 # Analytical engine
 
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=latest
 ARG RUNTIME_VERSION=latest
 ############### BUILDER: ANALYTICAL #######################
-FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION AS builder
+FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION-$ARCH AS builder
 
 ARG CI=false
 
@@ -26,7 +27,7 @@ RUN cd /home/graphscope/GraphScope/ && \
     fi
 
 ############### RUNTIME: ANALYTICAL #######################
-FROM $REGISTRY/graphscope/vineyard-dev:$RUNTIME_VERSION AS analytical
+FROM $REGISTRY/graphscope/vineyard-dev:$RUNTIME_VERSION-$ARCH AS analytical
 
 ENV GRAPHSCOPE_HOME=/opt/graphscope
 ENV PATH=$PATH:$GRAPHSCOPE_HOME/bin LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$GRAPHSCOPE_HOME/lib
@@ -58,7 +59,7 @@ COPY ./k8s/dockerfiles/entrypoint.sh /entrypoint.sh
 ENTRYPOINT ["/entrypoint.sh"]
 
 ############### BUILDER: ANALYTICAL-JAVA #######################
-FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION AS builder-java
+FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION-$ARCH AS builder-java
 
 COPY --chown=graphscope:graphscope . /home/graphscope/GraphScope
 
@@ -81,7 +82,7 @@ RUN cd /home/graphscope/GraphScope/ && \
 
 FROM vineyardcloudnative/manylinux-llvm:2014-11.0.0 AS llvm
 
-FROM $REGISTRY/graphscope/vineyard-dev:$RUNTIME_VERSION AS analytical-java
+FROM $REGISTRY/graphscope/vineyard-dev:$RUNTIME_VERSION-$ARCH AS analytical-java
 COPY --from=llvm /opt/llvm11.0.0 /opt/llvm11
 ENV LLVM11_HOME=/opt/llvm11
 ENV LIBCLANG_PATH=$LLVM11_HOME/lib LLVM_CONFIG_PATH=$LLVM11_HOME/bin/llvm-config
diff --git a/k8s/dockerfiles/coordinator.Dockerfile b/k8s/dockerfiles/coordinator.Dockerfile
index a2719ce6e68f..2eff6059a2cf 100644
--- a/k8s/dockerfiles/coordinator.Dockerfile
+++ b/k8s/dockerfiles/coordinator.Dockerfile
@@ -1,8 +1,9 @@
 # Coordinator of graphscope engines
 
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=latest
-FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION AS builder
+FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION-$ARCH AS builder
 
 ARG CI=false
 
diff --git a/k8s/dockerfiles/flex-interactive.Dockerfile b/k8s/dockerfiles/flex-interactive.Dockerfile
index 693179a5f3d2..ed852bdc4f5b 100644
--- a/k8s/dockerfiles/flex-interactive.Dockerfile
+++ b/k8s/dockerfiles/flex-interactive.Dockerfile
@@ -1,9 +1,10 @@
 # Coordinator of graphscope engines
 
+ARG PLATFORM=x86_64
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=latest
-FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION AS builder
-ARG ARCH=x86_64
+FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION-$ARCH AS builder
 ARG ENABLE_COORDINATOR="false"
 
 RUN sudo mkdir -p /opt/flex && sudo chown -R graphscope:graphscope /opt/flex/
@@ -53,6 +54,9 @@ RUN if [ "${ENABLE_COORDINATOR}" = "true" ]; then \
         python3 -m pip install --upgrade pip && python3 -m pip install -r requirements.txt && \
         python3 setup.py build_proto && python3 setup.py bdist_wheel && \
         mkdir -p /opt/flex/wheel && cp dist/*.whl /opt/flex/wheel/ && \
+        cd ${HOME}/GraphScope/python && \
+        export WITHOUT_LEARNING_ENGINE=ON && python3 setup.py bdist_wheel && \
+        mkdir -p /opt/flex/wheel && cp dist/*.whl /opt/flex/wheel/ && \
         cd ${HOME}/GraphScope/coordinator && \
         python3 setup.py bdist_wheel && \
         mkdir -p /opt/flex/wheel && cp dist/*.whl /opt/flex/wheel/; \
@@ -62,7 +66,7 @@ RUN if [ "${ENABLE_COORDINATOR}" = "true" ]; then \
 ########################### RUNTIME IMAGE ###########################
 
 from ubuntu:22.04 as runtime
-ARG ARCH
+ARG PLATFORM=x86_64
 ARG ENABLE_COORDINATOR="false"
 
 ENV DEBIAN_FRONTEND=noninteractive
@@ -89,9 +93,13 @@ ENV LC_ALL en_US.UTF-8
 ENV TZ=Asia/Shanghai
 RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone
 
+RUN mkdir /opt/vineyard/
+
 # copy builder's /opt/flex to final image
 COPY --from=builder /opt/flex /opt/flex
 COPY --from=builder /opt/graphscope/lib/libgrape-lite.so /opt/flex/lib/
+COPY --from=builder /opt/graphscope/include/ /opt/flex/include/
+COPY --from=builder /opt/vineyard/include/ /opt/vineyard/include/
 
 # copy the builtin graph, modern_graph
 RUN mkdir -p /opt/flex/share/gs_interactive_default_graph/
@@ -106,42 +114,42 @@ RUN sed -i 's/default_graph: modern_graph/default_graph: gs_interactive_default_
 # remove bin/run_app
 RUN rm -rf /opt/flex/bin/run_app
 
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libsnappy*.so* /usr/lib/$ARCH-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libsnappy*.so* /usr/lib/$PLATFORM-linux-gnu/
 COPY --from=builder /usr/include/arrow /usr/include/arrow
 COPY --from=builder /usr/include/yaml-cpp /usr/include/yaml-cpp
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libgflags*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libglog*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libyaml-cpp*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libmpi*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libboost_program_options*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libboost_filesystem*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libboost_thread*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libcrypto*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libopen-rte*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libhwloc*.so* /usr/lib/$ARCH-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libgflags*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libglog*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libyaml-cpp*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libmpi*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libboost_program_options*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libboost_filesystem*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libboost_thread*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libcrypto*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libopen-rte*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libhwloc*.so* /usr/lib/$PLATFORM-linux-gnu/
 
 # libunwind for arm64 seems not installed here, and seems not needed for aarch64(tested)
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libunwind*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libarrow.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libopen-pal*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libltdl*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libevent*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libutf8proc*.so* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libre2*.so* /usr/lib/$ARCH-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libunwind*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libarrow.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libopen-pal*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libltdl*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libevent*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libutf8proc*.so* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libre2*.so* /usr/lib/$PLATFORM-linux-gnu/
 COPY --from=builder /usr/include/glog /usr/include/glog
 COPY --from=builder /usr/include/gflags /usr/include/gflags
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libprotobuf* /usr/lib/$ARCH-linux-gnu/
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/libfmt*.so* /usr/lib/$ARCH-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libprotobuf* /usr/lib/$PLATFORM-linux-gnu/
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/libfmt*.so* /usr/lib/$PLATFORM-linux-gnu/
 
-COPY --from=builder /usr/lib/$ARCH-linux-gnu/openmpi/include/ /opt/flex/include
+COPY --from=builder /usr/lib/$PLATFORM-linux-gnu/openmpi/include/ /opt/flex/include
 COPY --from=builder /usr/include/boost /usr/include/boost
 COPY --from=builder /usr/include/google /usr/include/google
 COPY --from=builder /usr/include/yaml-cpp /usr/include/yaml-cpp
 
-RUN sudo rm -rf /usr/lib/$ARCH-linux-gnu/libLLVM*.so* && sudo rm -rf /opt/flex/lib/libseastar.a && \
-    sudo rm -rf /usr/lib/$ARCH-linux-gnu/lib/libcuda.so && \
-    sudo rm -rf /usr/lib/$ARCH-linux-gnu/lib/libcudart.so && \
-    sudo rm -rf /usr/lib/$ARCH-linux-gnu/lib/libicudata.so*
+RUN sudo rm -rf /usr/lib/$PLATFORM-linux-gnu/libLLVM*.so* && sudo rm -rf /opt/flex/lib/libseastar.a && \
+    sudo rm -rf /usr/lib/$PLATFORM-linux-gnu/lib/libcuda.so && \
+    sudo rm -rf /usr/lib/$PLATFORM-linux-gnu/lib/libcudart.so && \
+    sudo rm -rf /usr/lib/$PLATFORM-linux-gnu/lib/libicudata.so*
 
 RUN sudo ln -sf /opt/flex/bin/* /usr/local/bin/ \
   && sudo ln -sfn /opt/flex/include/* /usr/local/include/ \
diff --git a/k8s/dockerfiles/graphlearn-torch.Dockerfile b/k8s/dockerfiles/graphlearn-torch.Dockerfile
index 8a763a3499ba..970eebc2282e 100644
--- a/k8s/dockerfiles/graphlearn-torch.Dockerfile
+++ b/k8s/dockerfiles/graphlearn-torch.Dockerfile
@@ -1,9 +1,10 @@
 # Graphlearn-torch engine
 
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=v0.21.3
 ARG RUNTIME_VERSION=v0.21.3
-FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION AS builder
+FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION-$ARCH AS builder
 
 COPY --chown=graphscope:graphscope . /home/graphscope/GraphScope
 
@@ -24,7 +25,7 @@ RUN cd /home/graphscope/GraphScope/; \
     cp dist/*.whl /home/graphscope/install/
 
 ############### RUNTIME: GLE #######################
-FROM $REGISTRY/graphscope/vineyard-runtime:$RUNTIME_VERSION AS graphlearn-torch
+FROM $REGISTRY/graphscope/vineyard-runtime:$RUNTIME_VERSION-$ARCH AS graphlearn-torch
 
 RUN sudo apt-get update -y && \
     sudo apt-get install -y python3-pip && \
diff --git a/k8s/dockerfiles/graphscope-dev-wheel.Dockerfile b/k8s/dockerfiles/graphscope-dev-wheel.Dockerfile
new file mode 100644
index 000000000000..1a58a42839f8
--- /dev/null
+++ b/k8s/dockerfiles/graphscope-dev-wheel.Dockerfile
@@ -0,0 +1,77 @@
+# build `graphscope/graphscope-dev:wheel-{v6d_version}-{arch}` image based on manylinux,
+# including all dependencies for building graphscope wheel package.
+
+ARG ARCH=amd64
+ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
+FROM $REGISTRY/graphscope/manylinux2014:$ARCH AS builder
+
+# build form https://github.com/sighingnow/manylinux/tree/dyn-rebase
+# usually we don't need to change this image unless the underlying python needs to be updated
+FROM $REGISTRY/graphscope/manylinux2014:20230407
+
+# change the source
+RUN sed -i "s/mirror.centos.org/vault.centos.org/g" /etc/yum.repos.d/*.repo && \
+    sed -i "s/^#.*baseurl=http/baseurl=http/g" /etc/yum.repos.d/*.repo && \
+    sed -i "s/^mirrorlist=http/#mirrorlist=http/g" /etc/yum.repos.d/*.repo
+
+# shanghai zoneinfo
+ENV TZ=Asia/Shanghai
+RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && \
+    echo '$TZ' > /etc/timezone
+
+# for programming output
+RUN localedef -c -f UTF-8 -i en_US en_US.UTF-8
+ENV LC_ALL=en_US.UTF-8 LANG=en_US.UTF-8 LANGUAGE=en_US.UTF-8
+
+ENV GRAPHSCOPE_HOME=/opt/graphscope
+
+ENV LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/local/lib:/usr/local/lib64
+ENV LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:$GRAPHSCOPE_HOME/lib:$GRAPHSCOPE_HOME/lib64
+ENV PATH=$PATH:$GRAPHSCOPE_HOME/bin:/home/graphscope/.local/bin:/home/graphscope/.cargo/bin
+
+ENV JAVA_HOME=/usr/lib/jvm/java
+ENV RUST_BACKTRACE=1
+
+# install clang-11 with gold optimizer plugin, depends on header include/plugin-api.h
+# COPY --from=llvm /opt/llvm11.0.0 /opt/llvm11
+# ENV LLVM11_HOME=/opt/llvm11
+# ENV LIBCLANG_PATH=$LLVM11_HOME/lib LLVM_CONFIG_PATH=$LLVM11_HOME/bin/llvm-config
+
+# Copy the thirdparty c++ dependencies, maven, and hadoop
+COPY --from=builder /opt/graphscope /opt/graphscope
+COPY --from=builder /opt/openmpi /opt/openmpi
+RUN chmod +x /opt/graphscope/bin/* /opt/openmpi/bin/*
+
+RUN useradd -m graphscope -u 1001 \
+    && echo 'graphscope ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
+
+# Install jdk-11
+RUN yum install -y sudo vim && \
+    yum install python3-pip -y && \
+    yum remove java-1.8.0-openjdk-devel java-1.8.0-openjdk java-1.8.0-openjdk-headless -y && \
+    yum install java-11-openjdk-devel -y && \
+    yum clean all -y --enablerepo='*' && \
+    rm -rf /var/cache/yum
+
+RUN mkdir -p /opt/graphscope /opt/vineyard && chown -R graphscope:graphscope /opt/graphscope /opt/vineyard
+
+USER graphscope
+WORKDIR /home/graphscope
+
+COPY --chown=graphscope:graphscope . /home/graphscope/GraphScope
+ARG VINEYARD_VERSION=main
+RUN cd /home/graphscope/GraphScope && \
+    python3 -m pip install click packaging --user && \
+    python3 gsctl.py install-deps dev --v6d-version=$VINEYARD_VERSION -j $(nproc) && \
+    sudo rm -rf /home/graphscope/GraphScope && \
+    sudo yum clean all -y && \
+    sudo rm -fr /var/cache/yum
+RUN echo ". /home/graphscope/.graphscope_env" >> ~/.bashrc
+
+SHELL [ "/usr/bin/scl", "enable", "rh-python38" ]
+
+RUN python3 -m pip --no-cache install pyyaml --user
+# Uncomment this line will results in a weird error when using the image together with commands, like
+# docker run --rm graphscope/graphscope-dev:latest bash -c 'echo xxx && ls -la'
+# The output of `ls -la` would not be shown.
+# ENTRYPOINT ["/bin/bash", "-c", ". scl_source enable devtoolset-8 rh-python38 && $0 $@"]
diff --git a/k8s/dockerfiles/graphscope-dev.Dockerfile b/k8s/dockerfiles/graphscope-dev.Dockerfile
index b3df8bef7c6d..1c13a487033d 100644
--- a/k8s/dockerfiles/graphscope-dev.Dockerfile
+++ b/k8s/dockerfiles/graphscope-dev.Dockerfile
@@ -27,13 +27,13 @@ RUN mkdir -p /opt/graphscope /opt/vineyard && chown -R graphscope:graphscope /op
 USER graphscope
 WORKDIR /home/graphscope
 
-COPY --chown=graphscope:graphscope gsctl /home/graphscope/gsctl
+COPY --chown=graphscope:graphscope . /home/graphscope/GraphScope
 ARG VINEYARD_VERSION=main
-RUN cd /home/graphscope/gsctl && \
-    python3 -m pip install click && \
+RUN cd /home/graphscope/GraphScope && \
+    python3 -m pip install click packaging && \
     python3 gsctl.py install-deps dev --v6d-version=$VINEYARD_VERSION --cn -j $(nproc) && \
     cd /home/graphscope && \
-    rm -fr gsctl
+    rm -fr GraphScope
 
 RUN echo ". /home/graphscope/.graphscope_env" >> ~/.bashrc
 RUN python3 -m pip --no-cache install pyyaml ipython --user
diff --git a/k8s/dockerfiles/graphscope-store.Dockerfile b/k8s/dockerfiles/graphscope-store.Dockerfile
index d8156e50e3b9..19b694b3f085 100644
--- a/k8s/dockerfiles/graphscope-store.Dockerfile
+++ b/k8s/dockerfiles/graphscope-store.Dockerfile
@@ -1,6 +1,7 @@
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=latest
-FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION as builder
+FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION-$ARCH as builder
 
 ARG CI=false
 ARG ENABLE_COORDINATOR=false
diff --git a/k8s/dockerfiles/interactive-experimental.Dockerfile b/k8s/dockerfiles/interactive-experimental.Dockerfile
index a1cf940bd7eb..478fa3bf60e5 100644
--- a/k8s/dockerfiles/interactive-experimental.Dockerfile
+++ b/k8s/dockerfiles/interactive-experimental.Dockerfile
@@ -1,8 +1,9 @@
 # Interactive engine which uses experimental storage
 
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=latest
-FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION AS builder
+FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION-$ARCH AS builder
 
 COPY --chown=graphscope:graphscope . /home/graphscope/GraphScope
 
diff --git a/k8s/dockerfiles/interactive.Dockerfile b/k8s/dockerfiles/interactive.Dockerfile
index bbb8c305679d..5ab58e8bd340 100644
--- a/k8s/dockerfiles/interactive.Dockerfile
+++ b/k8s/dockerfiles/interactive.Dockerfile
@@ -1,9 +1,10 @@
 # Interactive engine
 
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=latest
 ARG RUNTIME_VERSION=latest
-FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION AS builder
+FROM $REGISTRY/graphscope/graphscope-dev:$BUILDER_VERSION-$ARCH AS builder
 
 ARG CI=false
 
@@ -52,8 +53,8 @@ USER graphscope
 WORKDIR /home/graphscope
 
 ############### RUNTIME: executor #######################
-FROM registry.cn-hongkong.aliyuncs.com/graphscope/manylinux2014:ext AS ext
-FROM $REGISTRY/graphscope/vineyard-runtime:$RUNTIME_VERSION AS executor
+FROM registry.cn-hongkong.aliyuncs.com/graphscope/manylinux2014:$ARCH AS ext
+FROM $REGISTRY/graphscope/vineyard-runtime:$RUNTIME_VERSION-$ARCH AS executor
 
 ENV RUST_BACKTRACE=1
 
diff --git a/k8s/dockerfiles/learning.Dockerfile b/k8s/dockerfiles/learning.Dockerfile
index 7edbffa86e80..20b55f08fd67 100644
--- a/k8s/dockerfiles/learning.Dockerfile
+++ b/k8s/dockerfiles/learning.Dockerfile
@@ -1,5 +1,6 @@
 # Learning engine
 
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=latest
 ARG RUNTIME_VERSION=latest
@@ -29,7 +30,7 @@ RUN cd /home/graphscope/GraphScope/ && \
     fi
 
 ############### RUNTIME: GLE #######################
-FROM $REGISTRY/graphscope/vineyard-runtime:$RUNTIME_VERSION AS learning
+FROM $REGISTRY/graphscope/vineyard-runtime:$RUNTIME_VERSION-$ARCH AS learning
 
 RUN sudo apt-get update -y && \
     sudo apt-get install -y python3-pip && \
diff --git a/k8s/dockerfiles/manylinux2014-ext.Dockerfile b/k8s/dockerfiles/manylinux2014-ext.Dockerfile
deleted file mode 100644
index 80fbbeeed3c6..000000000000
--- a/k8s/dockerfiles/manylinux2014-ext.Dockerfile
+++ /dev/null
@@ -1,41 +0,0 @@
-# the graphscope-dev-base image is based on manylinux2014, including all necessary
-# dependencies except vineyard for graphscope's wheel package.
-
-FROM centos:7 AS builder
-
-
-# shanghai zoneinfo
-ENV TZ=Asia/Shanghai
-RUN yum install sudo -y && \
-    yum update glibc-common -y  && \
-    sudo localedef -i en_US -f UTF-8 en_US.UTF-8 && \    
-    yum install python3-pip -y && \
-    ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && \
-    echo '$TZ' > /etc/timezone
-
-ENV LC_ALL=en_US.utf-8
-ENV LANG=en_US.utf-8
-
-COPY gsctl ./gsctl
-RUN cd ./gsctl && \
-    python3 -m pip install click && \ 
-    python3 gsctl.py install-deps dev --cn --for-analytical --no-v6d  -j $(nproc) && \
-    rm -fr /root/gsctl
-
-# install hadoop for processing hadoop data source
-RUN if [ "$(uname -m)" = "aarch64" ]; then \
-      curl -sS -LO https://archive.apache.org/dist/hadoop/common/hadoop-3.3.0/hadoop-3.3.0-aarch64.tar.gz; \
-      tar xzf hadoop-3.3.0-aarch64.tar.gz -C /opt/; \
-    else \
-      curl -sS -LO https://archive.apache.org/dist/hadoop/common/hadoop-3.3.0/hadoop-3.3.0.tar.gz; \
-      tar xzf hadoop-3.3.0.tar.gz -C /opt/; \
-    fi && \
-    rm -rf hadoop-3.3.0* && \
-    cd /opt/hadoop-3.3.0/share/ && \
-    rm -rf doc hadoop/client  hadoop/mapreduce  hadoop/tools  hadoop/yarn
-
-FROM centos:7
-
-COPY --from=builder /opt/graphscope /opt/graphscope
-COPY --from=builder /opt/openmpi /opt/openmpi
-COPY --from=builder /opt/hadoop-3.3.0 /opt/hadoop-3.3.0
diff --git a/k8s/dockerfiles/manylinux2014.Dockerfile b/k8s/dockerfiles/manylinux2014.Dockerfile
index c8ba01c6930d..fe2e85349658 100644
--- a/k8s/dockerfiles/manylinux2014.Dockerfile
+++ b/k8s/dockerfiles/manylinux2014.Dockerfile
@@ -1,73 +1,45 @@
-# the manylinux2014 image is based on manylinux2014, including all necessary
-# dependencies except vineyard for graphscope's wheel package.
-# It's tagged as the graphscope/graphscope-dev:wheel
+# build `graphscope/manylinux2014` image based on centos7, including all necessary
+# dependencies except vineyard
+FROM centos:7 AS builder
 
-ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
-#FROM vineyardcloudnative/manylinux-llvm:2014-11.0.0 AS llvm
-FROM $REGISTRY/graphscope/manylinux2014:ext AS ext
-
-# build form https://github.com/sighingnow/manylinux/tree/dyn-rebase
-# usually we don't need to change this image unless the underlying python needs to be updated
-FROM $REGISTRY/graphscope/manylinux2014:20230407
+# change the source
+RUN sed -i "s/mirror.centos.org/vault.centos.org/g" /etc/yum.repos.d/*.repo && \
+    sed -i "s/^#.*baseurl=http/baseurl=http/g" /etc/yum.repos.d/*.repo && \
+    sed -i "s/^mirrorlist=http/#mirrorlist=http/g" /etc/yum.repos.d/*.repo
 
 # shanghai zoneinfo
 ENV TZ=Asia/Shanghai
-RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && \
-    echo '$TZ' > /etc/timezone
-
-# for programming output
-RUN localedef -c -f UTF-8 -i en_US en_US.UTF-8
-ENV LC_ALL=en_US.UTF-8 LANG=en_US.UTF-8 LANGUAGE=en_US.UTF-8
-
-ENV GRAPHSCOPE_HOME=/opt/graphscope
-
-ENV LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:/usr/local/lib:/usr/local/lib64
-ENV LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:$GRAPHSCOPE_HOME/lib:$GRAPHSCOPE_HOME/lib64
-ENV PATH=$PATH:$GRAPHSCOPE_HOME/bin:/home/graphscope/.local/bin:/home/graphscope/.cargo/bin
-
-ENV JAVA_HOME=/usr/lib/jvm/java
-ENV RUST_BACKTRACE=1
-
-# install clang-11 with gold optimizer plugin, depends on header include/plugin-api.h
-# COPY --from=llvm /opt/llvm11.0.0 /opt/llvm11
-# ENV LLVM11_HOME=/opt/llvm11
-# ENV LIBCLANG_PATH=$LLVM11_HOME/lib LLVM_CONFIG_PATH=$LLVM11_HOME/bin/llvm-config
-
-# Copy the thirdparty c++ dependencies, maven, and hadoop
-COPY --from=ext /opt/graphscope /opt/graphscope
-COPY --from=ext /opt/openmpi /opt/openmpi
-RUN chmod +x /opt/graphscope/bin/* /opt/openmpi/bin/*
-
-RUN useradd -m graphscope -u 1001 \
-    && echo 'graphscope ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers
-
-# Install jdk-11
-RUN yum install -y sudo vim && \
+RUN yum install sudo -y && \
+    yum update glibc-common -y  && \
+    sudo localedef -i en_US -f UTF-8 en_US.UTF-8 && \    
     yum install python3-pip -y && \
-    yum remove java-1.8.0-openjdk-devel java-1.8.0-openjdk java-1.8.0-openjdk-headless -y && \
-    yum install java-11-openjdk-devel -y && \
-    yum clean all -y --enablerepo='*' && \
-    rm -rf /var/cache/yum
-
-RUN mkdir -p /opt/graphscope /opt/vineyard && chown -R graphscope:graphscope /opt/graphscope /opt/vineyard
-
-USER graphscope
-WORKDIR /home/graphscope
-
-COPY --chown=graphscope:graphscope gsctl /home/graphscope/gsctl
-ARG VINEYARD_VERSION=main
-RUN cd /home/graphscope/gsctl && \
-    sudo python3 -m pip install click && \ 
-    python3 gsctl.py install-deps dev --v6d-version=$VINEYARD_VERSION -j $(nproc) && \
-    cd /home/graphscope && sudo rm -rf /home/graphscope/gsctl && \
-    sudo yum clean all -y && \
-    sudo rm -fr /var/cache/yum
-RUN echo ". /home/graphscope/.graphscope_env" >> ~/.bashrc
-
-SHELL [ "/usr/bin/scl", "enable", "rh-python38" ]
+    ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && \
+    echo '$TZ' > /etc/timezone
 
-RUN python3 -m pip --no-cache install pyyaml --user
-# Uncomment this line will results in a weird error when using the image together with commands, like
-# docker run --rm graphscope/graphscope-dev:latest bash -c 'echo xxx && ls -la'
-# The output of `ls -la` would not be shown.
-# ENTRYPOINT ["/bin/bash", "-c", ". scl_source enable devtoolset-8 rh-python38 && $0 $@"]
+ENV LC_ALL=en_US.utf-8
+ENV LANG=en_US.utf-8
+
+COPY . /root/GraphScope
+RUN cd /root/GraphScope && \
+    python3 -m pip install click packaging && \
+    python3 gsctl.py install-deps dev --cn --for-analytical --no-v6d -j $(nproc) && \
+    rm -fr /root/GraphScope
+
+# install hadoop for processing hadoop data source
+RUN if [ "$(uname -m)" = "aarch64" ] || [ "$(uname -m)" = "arm64" ]; then \
+      curl -sS -LO https://archive.apache.org/dist/hadoop/common/hadoop-3.3.0/hadoop-3.3.0-aarch64.tar.gz; \
+      tar xzf hadoop-3.3.0-aarch64.tar.gz -C /opt/; \
+    else \
+      curl -sS -LO https://archive.apache.org/dist/hadoop/common/hadoop-3.3.0/hadoop-3.3.0.tar.gz; \
+      tar xzf hadoop-3.3.0.tar.gz -C /opt/; \
+    fi && \
+    rm -rf hadoop-3.3.0* && \
+    cd /opt/hadoop-3.3.0/share/ && \
+    rm -rf doc hadoop/client hadoop/mapreduce hadoop/tools hadoop/yarn
+
+
+FROM centos:7
+
+COPY --from=builder /opt/graphscope /opt/graphscope
+COPY --from=builder /opt/openmpi /opt/openmpi
+COPY --from=builder /opt/hadoop-3.3.0 /opt/hadoop-3.3.0
diff --git a/k8s/dockerfiles/vineyard-dev.Dockerfile b/k8s/dockerfiles/vineyard-dev.Dockerfile
index 7ef99f9a1a53..a68df0989273 100644
--- a/k8s/dockerfiles/vineyard-dev.Dockerfile
+++ b/k8s/dockerfiles/vineyard-dev.Dockerfile
@@ -1,7 +1,8 @@
 # The vineyard-dev image including all vineyard-related dependencies
 # that could compile graphscope analytical engine.
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
-FROM $REGISTRY/graphscope/manylinux2014:ext AS ext
+FROM $REGISTRY/graphscope/manylinux2014:$ARCH AS builder
 FROM ubuntu:22.04
 
 ENV DEBIAN_FRONTEND=noninteractive
@@ -21,7 +22,7 @@ ENV HADOOP_YARN_HOME=$HADOOP_HOME HADOOP_MAPRED_HOME=$HADOOP_HOME
 ENV PATH=$PATH:$GRAPHSCOPE_HOME/bin:$HADOOP_HOME/bin:/home/graphscope/.local/bin
 
 # Copy hadoop
-COPY --from=ext /opt/hadoop-3.3.0 /opt/hadoop-3.3.0
+COPY --from=builder /opt/hadoop-3.3.0 /opt/hadoop-3.3.0
 
 RUN apt-get update && \
     apt-get install -y sudo default-jre python3-pip tzdata openssh-server dnsutils && \
@@ -38,13 +39,13 @@ RUN mkdir -p /var/log/graphscope && chown -R graphscope:graphscope /var/log/grap
 USER graphscope
 WORKDIR /home/graphscope
 
-COPY --chown=graphscope:graphscope gsctl /home/graphscope/gsctl
+COPY --chown=graphscope:graphscope . /home/graphscope/GraphScope
 ARG VINEYARD_VERSION=main
 RUN sudo chmod a+wrx /tmp && \
-    cd /home/graphscope/gsctl && \
-    python3 -m pip install click && \
+    cd /home/graphscope/GraphScope && \
+    python3 -m pip install click packaging && \
     python3 gsctl.py install-deps dev --for-analytical --v6d-version=$VINEYARD_VERSION -j $(nproc) && \
-    cd /home/graphscope && sudo rm -rf /home/graphscope/gsctl
+    cd /home/graphscope && sudo rm -rf /home/graphscope/GraphScope
 
 RUN python3 -m pip --no-cache install pyyaml --user
 
diff --git a/k8s/dockerfiles/vineyard-runtime.Dockerfile b/k8s/dockerfiles/vineyard-runtime.Dockerfile
index 2c3d0c0cb598..e619113afdc7 100644
--- a/k8s/dockerfiles/vineyard-runtime.Dockerfile
+++ b/k8s/dockerfiles/vineyard-runtime.Dockerfile
@@ -1,9 +1,10 @@
 # The vineyard-runtime image including all vineyard-related
 # dependencies that could graphscope interactive engine.
 
+ARG ARCH=amd64
 ARG REGISTRY=registry.cn-hongkong.aliyuncs.com
 ARG BUILDER_VERSION=latest
-FROM $REGISTRY/graphscope/vineyard-dev:$BUILDER_VERSION AS builder
+FROM $REGISTRY/graphscope/vineyard-dev:$BUILDER_VERSION-$ARCH AS builder
 
 FROM ubuntu:22.04 AS runtime
 
diff --git a/k8s/internal/Makefile b/k8s/internal/Makefile
index 0260da202275..a3025067e5f7 100644
--- a/k8s/internal/Makefile
+++ b/k8s/internal/Makefile
@@ -17,8 +17,9 @@ ifeq ($(UNAME_S), Linux)
 	XARGS_EMPTY_FLAG := --no-run-if-empty
 endif
 
-# x86_64 or arm64
-ARCH := $(shell uname -m)
+PLATFORM          := $(shell uname -m)
+# can be: x86_64, arm64
+ARCH              := $(subst x86_64,amd64,$(subst aarch64,arm64,$(PLATFORM)))
 MACOS_WHEEL_VERSION := 12_0
 
 # docker build arguments
@@ -55,7 +56,7 @@ graphscope:
 
 graphscope-jupyter-manylinux2014-py3:
 	docker run --rm -it -v $(WORKING_DIR)/../..:/work \
-		   ${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION} \
+		   ${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-${ARCH} \
 		   bash -c 'pip3 install graphscope-client -U && \
 					cd /work/python/jupyter/graphscope && \
 					python3 setup.py bdist_wheel'
@@ -81,21 +82,21 @@ graphscope-darwin-py3:
 	# build and delocate wheel
 	cd $(WORKING_DIR)/../../coordinator && \
 		export WITH_EXTRA_DATA=ON && \
-		if [[ "${ARCH}" == "arm64" ]]; then export GRAPHSCOPE_HOME=/opt/homebrew; else export GRAPHSCOPE_HOME=/usr/local; fi && \
+		if [[ "${PLATFORM}" == "arm64" ]]; then export GRAPHSCOPE_HOME=/opt/homebrew; else export GRAPHSCOPE_HOME=/usr/local; fi && \
 		rm -rf build dist/*.whl || true && \
 		sudo strip -s $(WORKING_DIR)/../../analytical_engine/exported_symbols_osx.lds ${INSTALL_PREFIX}/bin/grape_engine || true && \
 		sudo strip ${INSTALL_PREFIX}/bin/gaia_executor && \
 		export DYLD_LIBRARY_PATH=/usr/local/lib:$$DYLD_LIBRARY_PATH && \
 		install_name_tool -add_rpath /usr/local/lib ${INSTALL_PREFIX}/bin/gaia_executor && \
-		package_name=gs-include python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${ARCH} && \
+		package_name=gs-include python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${PLATFORM} && \
 		rm -rf build && \
-		package_name=gs-apps python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${ARCH} && \
+		package_name=gs-apps python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${PLATFORM} && \
 		rm -rf build && \
-		package_name=gs-engine python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${ARCH} && \
+		package_name=gs-engine python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${PLATFORM} && \
 		rm -rf build && \
-		package_name=gs-coordinator python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${ARCH} && \
+		package_name=gs-coordinator python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${PLATFORM} && \
 		rm -rf build && \
-		package_name=graphscope python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${ARCH} && \
+		package_name=graphscope python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${PLATFORM} && \
 		pip3 install delocate==0.10.7 && \
 		for wheel in `ls dist/*.whl`; do \
 			delocate-listdeps -a -d $$wheel; \
@@ -109,8 +110,8 @@ graphscope-manylinux2014-py3-nodocker:
 	sudo yum install java-11-openjdk-devel -y && \
 	sudo yum remove java-1.8.0-openjdk-devel java-1.8.0-openjdk java-1.8.0-openjdk-headless -y && \
 	cd $(WORKING_DIR)/../.. && \
-		if [[ "${ARCH}" == "aarch64" ]]; then \
-			export AUDITWHEEL_PLAT=manylinux2014_${ARCH}; \
+		if [[ "${PLATFORM}" == "aarch64" ]]; then \
+			export AUDITWHEEL_PLAT=manylinux2014_${PLATFORM}; \
 			python3 -m pip install ${PIP_ARGS} grpcio==1.49.1 --no-binary grpcio; \
 			python3 -m pip install ${PIP_ARGS} grpcio-tools==1.49.1 --no-binary grpcio-tools; \
 		fi && \
@@ -143,13 +144,13 @@ graphscope-manylinux2014-py3-nodocker:
 		package_name=graphscope python3 setup.py bdist_wheel && \
 		cd dist && \
 		for wheel in `ls ./*.whl`; do \
-			(auditwheel repair $$wheel --plat=manylinux2014_${ARCH} && rm $$wheel) || true; \
+			(auditwheel repair $$wheel --plat=manylinux2014_${PLATFORM} && rm $$wheel) || true; \
 		done
 
 graphscope-manylinux2014-py3:
-	docker pull ${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}
+	docker pull ${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-${ARCH}
 	docker run --rm -v $(WORKING_DIR)/../..:/work \
-		${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION} \
+		${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-${ARCH} \
 		bash -c '. ~/.graphscope_env && \
 			sudo chown -R graphscope /work && \
 			cd /work/k8s/internal && \
@@ -170,14 +171,14 @@ graphscope-client-manylinux2014-py3-nodocker:
 	cmake -DKNN=OFF -DWITH_VINEYARD=ON -DTESTING=OFF .. && \
 	make graphlearn_shared -j`nproc` && \
 	export LD_LIBRARY_PATH=$(WORKING_DIR)/../../learning_engine/graph-learn/graphlearn/built/lib:$$LD_LIBRARY_PATH && \
-	if [[ "${ARCH}" == "aarch64" ]]; then export AUDITWHEEL_PLAT=manylinux2014_${ARCH}; fi && \
+	if [[ "${PLATFORM}" == "aarch64" ]]; then export AUDITWHEEL_PLAT=manylinux2014_${PLATFORM}; fi && \
 	for py in cp37-cp37m cp38-cp38 cp39-cp39 cp310-cp310 cp311-cp311; do \
 		cd $(WORKING_DIR)/../../python; \
 		export PATH=/opt/python/$$py/bin:$$PATH; \
 		python3 -m pip install ${PIP_ARGS} -U pip; \
 		python3 -m pip install ${PIP_ARGS} "torch<=2.2.1" --index-url https://download.pytorch.org/whl/cpu --user; \
 		if [[ "$$py" == "cp311-cp311" ]]; then \
-			if [[ "${ARCH}" == "aarch64" ]]; then \
+			if [[ "${PLATFORM}" == "aarch64" ]]; then \
 				python3 -m pip install ${PIP_ARGS} grpcio==1.49.1 --no-binary grpcio; \
 				python3 -m pip install ${PIP_ARGS} grpcio-tools==1.49.1 --no-binary grpcio-tools; \
 			else \
@@ -185,7 +186,7 @@ graphscope-client-manylinux2014-py3-nodocker:
 			fi; \
 			python3 -m pip install ${PIP_ARGS} mypy-protobuf "numpy==1.23.2" "pandas" wheel "auditwheel==5.2.0"; \
 		elif [[ "$$py" == "cp310-cp310" ]]; then \
-			if [[ "${ARCH}" == "aarch64" ]]; then \
+			if [[ "${PLATFORM}" == "aarch64" ]]; then \
 				python3 -m pip install ${PIP_ARGS} grpcio==1.49.1 --no-binary grpcio; \
 				python3 -m pip install ${PIP_ARGS} grpcio-tools==1.49.1 --no-binary grpcio-tools; \
 			else \
@@ -193,7 +194,7 @@ graphscope-client-manylinux2014-py3-nodocker:
 			fi; \
 			python3 -m pip install ${PIP_ARGS} mypy-protobuf "numpy==1.21.2" "pandas" wheel "auditwheel==5.2.0"; \
 		elif [[ "$$py" == "cp39-cp39" ]]; then \
-			if [[ "${ARCH}" == "aarch64" ]]; then \
+			if [[ "${PLATFORM}" == "aarch64" ]]; then \
 				python3 -m pip install ${PIP_ARGS} grpcio==1.49.1 --no-binary grpcio; \
 				python3 -m pip install ${PIP_ARGS} grpcio-tools==1.49.1 --no-binary grpcio-tools; \
 			else \
@@ -201,7 +202,7 @@ graphscope-client-manylinux2014-py3-nodocker:
 			fi; \
 			python3 -m pip install ${PIP_ARGS} mypy-protobuf "numpy==1.19.3" "pandas" wheel "auditwheel==5.2.0"; \
 		else \
-			if [[ "${ARCH}" == "aarch64" ]]; then \
+			if [[ "${PLATFORM}" == "aarch64" ]]; then \
 				python3 -m pip install ${PIP_ARGS} grpcio==1.49.1 --no-binary grpcio; \
 				python3 -m pip install ${PIP_ARGS} grpcio-tools==1.49.1 --no-binary grpcio-tools; \
 			else \
@@ -214,7 +215,7 @@ graphscope-client-manylinux2014-py3-nodocker:
 		python3 setup.py build_gltorch_ext; \
 		python3 setup.py bdist_wheel; \
 		cd dist; \
-		auditwheel repair ./*.whl --plat=manylinux2014_${ARCH} --exclude libtorch_cpu.so --exclude libc10.so --exclude libtorch_python.so --exclude libtorch.so; \
+		auditwheel repair ./*.whl --plat=manylinux2014_${PLATFORM} --exclude libtorch_cpu.so --exclude libc10.so --exclude libtorch_python.so --exclude libtorch.so; \
 	done
 
 graphscope-client-darwin-py3:
@@ -241,29 +242,29 @@ graphscope-client-darwin-py3:
 		elif [[ "$$py" == "310" ]]; then \
 			pip3 install ${PIP_ARGS} mypy-protobuf "numpy==1.21.2" "pandas" "grpcio>=1.49" "grpcio-tools>=1.49" delocate wheel; \
 		elif [[ "$$py" == "39" ]]; then \
-			if [[ "${ARCH}" == "arm64" ]]; then \
+			if [[ "${PLATFORM}" == "arm64" ]]; then \
 				pip3 install ${PIP_ARGS} mypy-protobuf "numpy==1.21.0" "pandas" "grpcio>=1.49" "grpcio-tools>=1.49" delocate wheel; \
 			else \
 				pip3 install ${PIP_ARGS} mypy-protobuf "numpy==1.19.3" "pandas" "grpcio>=1.49" "grpcio-tools>=1.49" delocate wheel; \
 			fi; \
 		else \
-			if [[ "${ARCH}" == "arm64" ]]; then \
+			if [[ "${PLATFORM}" == "arm64" ]]; then \
 				pip3 install ${PIP_ARGS} mypy-protobuf "numpy==1.21.0" "pandas" "grpcio>=1.49" "grpcio-tools>=1.49" delocate wheel; \
 			else \
 				pip3 install ${PIP_ARGS} mypy-protobuf "numpy==1.18.5" "pandas" "grpcio>=1.49" "grpcio-tools>=1.49" delocate wheel; \
 			fi; \
 		fi; \
 		rm -rf build dist/*.whl || true && \
-		python3 setup.py build_gltorch_ext --plat=macosx_${MACOS_WHEEL_VERSION}_${ARCH} && \
-		python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${ARCH} && \
+		python3 setup.py build_gltorch_ext --plat=macosx_${MACOS_WHEEL_VERSION}_${PLATFORM} && \
+		python3 setup.py bdist_wheel --plat=macosx_${MACOS_WHEEL_VERSION}_${PLATFORM} && \
 		for wheel in `ls dist/*.whl`; do \
 			delocate-wheel -e libtorch_cpu.dylib -e libc10.dylib -e libtorch_python.dylib -e libtorch.dylib -w dist/wheelhouse -v $$wheel && rm $$wheel; \
 		done
 
 graphscope-client-manylinux2014-py3:
-	docker pull ${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}
+	docker pull ${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-${ARCH}
 	docker run --rm -v $(WORKING_DIR)/../..:/work \
-		${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION} \
+		${REGISTRY}/graphscope/graphscope-dev:wheel-${VINEYARD_VERSION}-${ARCH} \
 		bash -c '. ~/.graphscope_env && \
 		    sudo chown -R graphscope /work && \
 		    cd /work/k8s/internal && \
diff --git a/python/graphscope/gsctl/commands/dev.py b/python/graphscope/gsctl/commands/dev.py
index 6a5d7968ec97..8138ebb14b62 100644
--- a/python/graphscope/gsctl/commands/dev.py
+++ b/python/graphscope/gsctl/commands/dev.py
@@ -21,6 +21,7 @@
 import io
 import os
 import subprocess
+import sys
 
 import click
 from packaging import version
@@ -62,6 +63,8 @@ def run_shell_cmd(cmd, workingdir):
     )
     for line in io.TextIOWrapper(proc.stdout, encoding="utf-8"):
         print(line.rstrip())
+    proc.wait()
+    sys.exit(proc.returncode)
 
 
 @click.group()
diff --git a/python/graphscope/gsctl/scripts/install_deps_command.sh b/python/graphscope/gsctl/scripts/install_deps_command.sh
index 0925aceb458f..a835b690f8cd 100644
--- a/python/graphscope/gsctl/scripts/install_deps_command.sh
+++ b/python/graphscope/gsctl/scripts/install_deps_command.sh
@@ -234,14 +234,18 @@ install_basic_packages_universal() {
   elif [[ "${OS_PLATFORM}" == *"CentOS"* || "${OS_PLATFORM}" == *"Aliyun"* ]]; then
     if [[ "${OS_VERSION}" -eq "7" ]]; then
       ${SUDO} yum install -y ${BASIC_PACKAGES_CENTOS_7[*]}
+      # change the source for centos-release-scl-rh
+      ${SUDO} sed -i 's/mirrorlist/#mirrorlist/g' /etc/yum.repos.d/CentOS-*scl*
+      ${SUDO} sed -i 's|#baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g' /etc/yum.repos.d/CentOS-*scl*
+      ${SUDO} sed -i 's|# baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g' /etc/yum.repos.d/CentOS-*scl*
       ${SUDO} yum install -y ${ADDITIONAL_PACKAGES_CENTOS_7[*]}
     else
       if [[ "${OS_PLATFORM}" == *"Aliyun"* ]]; then 
         ${SUDO} yum install -y 'dnf-command(config-manager)'
         ${SUDO} dnf install -y epel-release --allowerasing
       else
-        sed -i 's/mirrorlist/#mirrorlist/g' /etc/yum.repos.d/CentOS-*
-        sed -i 's|#baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g' /etc/yum.repos.d/CentOS-*
+        ${SUDO} sed -i 's/mirrorlist/#mirrorlist/g' /etc/yum.repos.d/CentOS-*
+        ${SUDO} sed -i 's|#baseurl=http://mirror.centos.org|baseurl=http://vault.centos.org|g' /etc/yum.repos.d/CentOS-*
         ${SUDO} yum install -y 'dnf-command(config-manager)'
         ${SUDO} dnf install -y epel-release
         ${SUDO} dnf config-manager --set-enabled powertools
@@ -324,7 +328,12 @@ install_dependencies_analytical_universal() {
 }
 
 install_interactive_deps() {
-  install_hiactor "${install_prefix}"
+  # seastar can not be built on macos and centos7
+  if [[ "${OS_PLATFORM}" == *"Ubuntu"* ]]; then
+      install_hiactor "${install_prefix}"
+  else
+      warning "Skip installing dependencies for flex interactive on ${OS_PLATFORM}."
+  fi
 }
 
 write_env_config() {
@@ -414,12 +423,7 @@ install_deps_for_dev() {
     install_rust_universal
     install_cppkafka "${deps_prefix}" "${install_prefix}"
     # install dependencies for flex interactive
-    # can not install on macos since seastar can not be built on macos
-    if [[ "${OS_PLATFORM}" == *"Darwin"* ]]; then
-      warning "Skip installing dependencies for flex interactive on macOS."
-    else
-      install_interactive_deps
-    fi
+    install_interactive_deps
   fi
 
   write_env_config
diff --git a/python/setup.py b/python/setup.py
index 6910fbf4d35e..25824fa68319 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -251,19 +251,20 @@ def run(self):
             graphlearn_shared_lib = "libgraphlearn_shared.dylib"
         else:
             graphlearn_shared_lib = "libgraphlearn_shared.so"
-        if not os.path.isfile(
-            os.path.join(
-                pkg_root,
-                "..",
-                "learning_engine",
-                "graph-learn",
-                "graphlearn",
-                "built",
-                "lib",
-                graphlearn_shared_lib,
-            )
-        ):
-            raise ValueError("You must build the graphlearn library at first")
+        if os.environ.get("WITHOUT_LEARNING_ENGINE", None) is None:
+            if not os.path.isfile(
+                os.path.join(
+                    pkg_root,
+                    "..",
+                    "learning_engine",
+                    "graph-learn",
+                    "graphlearn",
+                    "built",
+                    "lib",
+                    graphlearn_shared_lib,
+                )
+            ):
+                raise ValueError("You must build the graphlearn library at first")
         self.run_command("build_proto")
         bdist_wheel.run(self)
 
@@ -313,6 +314,9 @@ def parsed_package_data():
 
 
 def build_learning_engine():
+    if os.environ.get("WITHOUT_LEARNING_ENGINE", None) is not None:
+        return []
+
     ext_modules = [graphlearn_ext()]
     if torch and os.path.exists(os.path.join(glt_root_path, "graphlearn_torch")):
         sys.path.insert(