diff --git a/.github/workflows/docker-nightly.yml b/.github/workflows/docker-nightly.yml
new file mode 100644
index 0000000000..71f79b2348
--- /dev/null
+++ b/.github/workflows/docker-nightly.yml
@@ -0,0 +1,66 @@
+name: publish-docker-nightly
+
+on:
+  workflow_dispatch:
+    inputs:
+      repo_ref:
+        required: false
+        description: 'Set branch or tag or commit id. Default is "main"'
+        type: string
+        default: 'main'
+  schedule:
+    - cron:  '00 8 * * 0-4'
+
+env:
+  TAG: "openmmlab/lmdeploy:nightly-cu12.8"
+
+jobs:
+  publish_docker_image:
+    runs-on: ubuntu-latest
+    env:
+      CUDA_VERSION: "cu12.8"
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.inputs.repo_ref || 'main' }}
+      - name: Free disk space
+        uses: jlumbroso/free-disk-space@main
+        with:
+          # This might remove tools that are actually needed, if set to "true" but frees about 6 GB
+          tool-cache: false
+          docker-images: false
+          # All of these default to true, but feel free to set to "false" if necessary for your workflow
+          android: true
+          dotnet: true
+          haskell: true
+          large-packages: true
+          swap-storage: false
+      - name: Get docker info
+        run: |
+          docker info
+          # remove http extraheader (tolerate missing key)
+          git config --local --unset "http.https://github.com/.extraheader" || true
+      - name: Login to Docker Hub
+        uses: docker/login-action@v2
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+      - name: Build and push Docker image
+        run: |
+          echo ${{ env.TAG }}
+          docker build . -f docker/Dockerfile -t ${{ env.TAG }} --build-arg CUDA_VERSION=${{ env.CUDA_VERSION }}
+          docker push ${{ env.TAG }}
+
+  publish_inner_docker_image:
+    runs-on: image-sync-inner
+    needs: publish_docker_image
+    env:
+      INNER_TAG: "registry.h.pjlab.org.cn/ailab-puyu-puyu_gpu/lmdeploy:nightly-cu12.8"
+    steps:
+      - name: Pull and push to inner
+        run: |
+          docker pull ${{ env.TAG }}
+          docker login registry.h.pjlab.org.cn -p ${{ secrets.CLUSTER_DOCKERHUB_TOKEN }} -u ${{ secrets.CLUSTER_DOCKERHUB_USERNAME }}
+          docker tag ${{ env.TAG }} ${{ env.INNER_TAG }}
+          docker push ${{ env.INNER_TAG }}
diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml
index ab8f746dc2..a80100307a 100644
--- a/.github/workflows/docker.yml
+++ b/.github/workflows/docker.yml
@@ -189,3 +189,18 @@ jobs:
           echo $TAG
           docker build . -t ${TAG} -f docker/Dockerfile_ascend_a3 --platform linux/arm64
           docker push $TAG
+
+  publish_inner_docker_image:
+    needs: publish_docker_image
+    runs-on: image-sync-inner
+    environment: 'prod'
+    env:
+      TAG: "openmmlab/lmdeploy:latest-cu12.8"
+      INNER_TAG: "registry.h.pjlab.org.cn/ailab-puyu-puyu_gpu/lmdeploy:${{github.event.inputs.image_tag}}-cu12.8"
+    steps:
+      - name: Pull and push to inner
+        run: |
+          docker pull ${{ env.TAG }}
+          docker login registry.h.pjlab.org.cn -p ${{ secrets.CLUSTER_DOCKERHUB_TOKEN }} -u ${{ secrets.CLUSTER_DOCKERHUB_USERNAME }}
+          docker tag ${{ env.TAG }} ${{ env.INNER_TAG }}
+          docker push ${{ env.INNER_TAG }}