diff --git a/.github/workflows/_ascend_pytorch_label_check.yml b/.github/workflows/_ascend_pytorch_label_check.yml
new file mode 100644
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--- /dev/null
+++ b/.github/workflows/_ascend_pytorch_label_check.yml
@@ -0,0 +1,191 @@
+name: PyTorch Label Check
+
+on:
+  workflow_call:
+    inputs:
+      runner:
+        required: true
+        type: string
+        description: "The runner selected to run on"
+      image:
+        required: true
+        type: string
+        description: "The docker image which will be loaded"
+      torch-artifact:
+        required: false
+        type: string
+        description: "The distribution artifact name of torch"
+      torch-npu-artifact:
+        required: true
+        type: string
+        description: "The distribution artifact name of torch_npu"
+    secrets:
+      hf-token:
+        required: true
+        description: "The Hugging Face token for downloading models"
+
+jobs:
+  prepare:
+    runs-on: ubuntu-latest
+    environment: Ascend
+    outputs:
+      pr_numbers: ${{ steps.set_matrix.outputs.pr_numbers }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+
+      - name: Get open PRs from B repo
+        id: get_prs
+        run: |
+            prs=$(curl -s -H "Authorization: token ${{ secrets.COSDT_BOT_TOKEN }}" \
+              "https://api.github.com/search/issues?q=is:pr+is:open+repo:pytorch/pytorch+label:\"module:%20PrivateUse1\"")
+            echo "$prs" > matched.json
+            cat matched.json
+
+            count=$(jq 'length' matched.json)
+            echo "found=$count" >> $GITHUB_OUTPUT
+
+      - name: Show matched PRs
+        if: steps.get_prs.outputs.found != '0'
+        run: cat matched.json
+
+      - name: Set matrix for parallel PR checkout
+        id: set_matrix
+        run: |
+            matrix_prs=$(jq -r '.items[].number' matched.json | jq -s -c '.')
+            echo "matrix_prs=$matrix_prs" >> $GITHUB_ENV
+            echo "pr_numbers=$matrix_prs" >> $GITHUB_OUTPUT
+
+      - name: Upload matched.json
+        uses: actions/upload-artifact@v4
+        with:
+          name: matched
+          path: matched.json
+
+
+  # Define a separate job for each PR number
+  check_pr:
+    needs: prepare
+    environment: Ascend
+    runs-on: ${{ inputs.runner }}
+    container:
+      image: ${{ inputs.image }}
+      env:
+        HF_ENDPOINT: https://hf-mirror.com
+    strategy:
+      matrix:
+        pr_number: ${{ fromJson(needs.prepare.outputs.pr_numbers) }}
+    steps:
+      - name: Checkout code for PR
+        uses: actions/checkout@v4
+
+      - name: Download matched.json
+        uses: actions/download-artifact@v4
+        with:
+          name: matched
+
+      - name: Checkout PR branch
+        run: |
+            # Get the PR details
+            pr_number=${{ matrix.pr_number }}
+            head_repo=$(jq -r ".[] | select(.number==$pr_number) | .head.repo.full_name" matched.json)
+            head_ref=$(jq -r ".[] | select(.number==$pr_number) | .head.ref" matched.json)
+
+            echo "Checking out PR #$pr_number from $head_repo ($head_ref)"
+
+            # Clone the PR's branch
+            git clone --depth=1 --branch "$head_ref" \
+            "https://github.com/$head_repo.git" pr-code-$pr_number
+            ls -al pr-code-$pr_number
+
+            - name: Show NPU info
+            run: |
+              npu-smi info
+    
+      - name: Config mirrors
+        run: |
+          sed -i 's|ports.ubuntu.com|mirrors.tuna.tsinghua.edu.cn|g' /etc/apt/sources.list
+          pip config set global.index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
+
+      - name: Install system dependencies
+        run: |
+          apt-get update
+          apt-get install -y \
+              git gcc g++ make cmake ninja-build curl \
+              libgl1 libglib2.0-0 libsndfile1
+
+      # See: https://github.com/actions/checkout/issues/363#issuecomment-1915075699
+      # See: https://github.com/hunshcn/gh-proxy/issues/28#issuecomment-773769630
+      - name: Config git
+        run: |
+          git config --global --add safe.directory "$GITHUB_WORKSPACE"
+          git config --global url."https://gh-proxy.test.osinfra.cn/https://github.com/".insteadOf https://github.com/
+
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Checkout torchtune
+        uses: actions/checkout@v4
+        with:
+          repository: pytorch/torchtune
+          path: torchtune
+
+      - name: Download torch artifact
+        if: ${{ inputs.torch-artifact }}
+        uses: actions/download-artifact@v5
+        with:
+          name: ${{ inputs.torch-artifact }}
+
+      - name: Install torch
+        if: ${{ inputs.torch-artifact }}
+        run: |
+          pip install ${{ inputs.torch-artifact }}
+
+      - name: Install torch_npu dependencies
+        if: ${{ !inputs.torch-artifact }}
+        run: |
+          pip install -r https://raw.githubusercontent.com/Ascend/pytorch/refs/heads/master/requirements.txt
+
+      - name: List torch version
+        id: list-torch-version
+        shell: bash
+        run: |
+          torch_version=$(python -c "import torch; print(torch.__version__)")
+          echo "torch-version=${torch_version}" >> $GITHUB_OUTPUT
+
+      - name: Download torch_npu artifact
+        uses: actions/download-artifact@v5
+        with:
+          name: ${{ inputs.torch-npu-artifact }}
+          path: ascend_npu
+
+      - name: Install torch_npu
+        working-directory: ascend_npu
+        run: |
+          pip install ${{ inputs.torch-npu-artifact }} torchtune torchao torchvision --extra-index-url https://download.pytorch.org/whl/nightly/cpu
+
+      - name: Show environment info
+        run: |
+          pip list
+
+      - name: Run tests
+        id: build
+        working-directory: pr-code-${{ matrix.pr_number }}
+        run: |
+            python test/run_test.py --verbose --exclude-jit-executor
+        continue-on-error: true
+      
+      - name: Create GitHub Issue on Failure
+        if: steps.build.outcome == 'failure'
+        uses: JasonEtco/create-an-issue@v2
+        with:
+          token: ${{ secrets.COSDT_BOT_TOKEN }}
+          title: Build Failed in Workflow ${{ github.workflow }}
+          body: |
+            The build failed. Please investigate.
+
+            - **Workflow**: `${{ github.workflow }}`
+            - **Job**: `${{ github.job }}`
+            - **Commit**: `${{ github.sha }}`
+            - **Triggered by**: `${{ github.actor }}`
+            - **Logs**: [Click here to see the logs](https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }})