diff --git a/.github/workflows/_ascend_npu_benchmark.yml b/.github/workflows/_ascend_npu_benchmark.yml
index 3217f1f..74e4fef 100644
--- a/.github/workflows/_ascend_npu_benchmark.yml
+++ b/.github/workflows/_ascend_npu_benchmark.yml
@@ -41,18 +41,6 @@ jobs:
     runs-on: ${{ inputs.runner }}
     container:
       image: ${{ inputs.image }}
-      volumes:
-        - /usr/local/dcmi:/usr/local/dcmi
-        - /usr/local/bin/npu-smi:/usr/local/bin/npu-smi
-        - /usr/local/Ascend/driver/lib64/:/usr/local/Ascend/driver/lib64/
-        - /usr/local/Ascend/driver/version.info:/usr/local/Ascend/driver/version.info
-        - /etc/ascend_install.info:/etc/ascend_install.info
-      options: >-
-        --network host
-        --device ${{ inputs.device }}
-        --device /dev/davinci_manager
-        --device /dev/devmm_svm
-        --device /dev/hisi_hdc
       env:
         HF_ENDPOINT: https://hf-mirror.com
     steps:
@@ -73,9 +61,11 @@ jobs:
               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
diff --git a/.github/workflows/_ascend_npu_build_torch.yml b/.github/workflows/_ascend_npu_build_torch.yml
index bd87f94..05113a1 100644
--- a/.github/workflows/_ascend_npu_build_torch.yml
+++ b/.github/workflows/_ascend_npu_build_torch.yml
@@ -39,8 +39,6 @@ jobs:
     runs-on: ${{ inputs.runner }}
     container:
       image: ${{ inputs.image }}
-      options: >-
-        --network host
     outputs:
       dist-name: ${{ steps.list-dist.outputs.dist-name }}
     steps:
@@ -55,9 +53,11 @@ jobs:
           apt-get install -y git gcc g++ make cmake ninja-build
 
       # 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 PyTorch
         uses: actions/checkout@v4
@@ -81,6 +81,8 @@ jobs:
         working-directory: pytorch
         run: |
           python setup.py build bdist_wheel
+        env:
+          MAX_JOBS: 8
 
       - name: List distribution package
         id: list-dist
diff --git a/.github/workflows/_ascend_npu_build_torch_npu.yml b/.github/workflows/_ascend_npu_build_torch_npu.yml
index 00b1815..a9cdaec 100644
--- a/.github/workflows/_ascend_npu_build_torch_npu.yml
+++ b/.github/workflows/_ascend_npu_build_torch_npu.yml
@@ -37,18 +37,6 @@ jobs:
     runs-on: ${{ inputs.runner }}
     container:
       image: ${{ inputs.image }}
-      volumes:
-        - /usr/local/dcmi:/usr/local/dcmi
-        - /usr/local/bin/npu-smi:/usr/local/bin/npu-smi
-        - /usr/local/Ascend/driver/lib64/:/usr/local/Ascend/driver/lib64/
-        - /usr/local/Ascend/driver/version.info:/usr/local/Ascend/driver/version.info
-        - /etc/ascend_install.info:/etc/ascend_install.info
-      options: >-
-        --network host
-        --device ${{ inputs.device }}
-        --device /dev/davinci_manager
-        --device /dev/devmm_svm
-        --device /dev/hisi_hdc
     outputs:
       dist-name: ${{ steps.list-dist.outputs.dist-name }}
     steps:
@@ -63,9 +51,11 @@ jobs:
           apt-get install -y git gcc g++ make cmake ninja-build
 
       # 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
@@ -73,11 +63,7 @@ jobs:
       - name: Checkout torch_npu
         uses: actions/checkout@v4
         with:
-          # TODO(shink): Use Ascend/pytorch once this pr merged:
-          # https://gitee.com/ascend/pytorch/pulls/12854
-          # repository: Ascend/pytorch
-          repository: shink/torchnpu
-          ref: feat/autoload
+          repository: Ascend/pytorch
           submodules: recursive
           path: torch_npu
 
@@ -118,6 +104,7 @@ jobs:
           bash ci/build.sh --python=${{ steps.list-py-version.outputs.py-version }}
         env:
           _GLIBCXX_USE_CXX11_ABI: 1 # https://gitee.com/ascend/pytorch/issues/IBJFZY
+          MAX_JOBS: 8
 
       - name: List distribution package
         id: list-dist
diff --git a/.github/workflows/_ascend_npu_ut.yml b/.github/workflows/_ascend_npu_ut.yml
index f5ccc85..67ec667 100644
--- a/.github/workflows/_ascend_npu_ut.yml
+++ b/.github/workflows/_ascend_npu_ut.yml
@@ -37,18 +37,6 @@ jobs:
     runs-on: ${{ inputs.runner }}
     container:
       image: ${{ inputs.image }}
-      volumes:
-        - /usr/local/dcmi:/usr/local/dcmi
-        - /usr/local/bin/npu-smi:/usr/local/bin/npu-smi
-        - /usr/local/Ascend/driver/lib64/:/usr/local/Ascend/driver/lib64/
-        - /usr/local/Ascend/driver/version.info:/usr/local/Ascend/driver/version.info
-        - /etc/ascend_install.info:/etc/ascend_install.info
-      options: >-
-        --network host
-        --device ${{ inputs.device }}
-        --device /dev/davinci_manager
-        --device /dev/devmm_svm
-        --device /dev/hisi_hdc
     steps:
       - name: Show NPU info
         run: |
@@ -65,9 +53,11 @@ jobs:
           apt-get install -y git gcc g++ make cmake ninja-build
 
       # 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
@@ -75,11 +65,7 @@ jobs:
       - name: Checkout torch_npu
         uses: actions/checkout@v4
         with:
-          # TODO(shink): Use Ascend/pytorch once this pr merged:
-          # https://gitee.com/ascend/pytorch/pulls/12854
-          # repository: Ascend/pytorch
-          repository: shink/torchnpu
-          ref: feat/autoload
+          repository: Ascend/pytorch
           path: torch_npu
 
       - name: Install pip dependencies
diff --git a/.github/workflows/ascend_npu_test.yml b/.github/workflows/ascend_npu_test.yml
index 6004f3f..82fd8ed 100644
--- a/.github/workflows/ascend_npu_test.yml
+++ b/.github/workflows/ascend_npu_test.yml
@@ -40,17 +40,19 @@ on:
         required: true
         type: choice
         options:
-          - self-hosted
           - npu-arm64
-        default: 'self-hosted'
+          - linux-arm64-npu-0
+          - linux-arm64-npu-1
+          - linux-arm64-npu-2
+          - linux-arm64-npu-4
+        default: 'linux-arm64-npu-1'
         description: 'The runner selected to run on'
       image:
         required: true
         type: choice
         options:
-          - ascendai/cann:7.1-openeuler2203sp2
-          - ascendai/cann:8.0.rc2.alpha003-910b-ubuntu22.04-py3.9
-          - ascendai/cann:8.0.rc3.alpha002-910b-ubuntu22.04-py3.9
+          - ascendai/cann:7.0.1-910b-ubuntu22.04-py3.8
+          - ascendai/cann:8.0.0-910b-ubuntu22.04-py3.10
           - ascendai/cann:latest
         default: 'ascendai/cann:latest'
         description: 'The docker image which will be loaded'
@@ -95,7 +97,7 @@ jobs:
       - name: Set environment params
         id: set-env
         run: |
-          echo "runner=${{ github.event.inputs.runner || 'self-hosted' }}" >> $GITHUB_OUTPUT
+          echo "runner=${{ github.event.inputs.runner || 'linux-arm64-npu-1' }}" >> $GITHUB_OUTPUT
           echo "device=${{ github.event.inputs.device || '/dev/davinci5' }}" >> $GITHUB_OUTPUT
           echo "image=${{ github.event.inputs.image || 'ascendai/cann:latest' }}" >> $GITHUB_OUTPUT