diff --git a/.github/actionlint.yaml b/.github/actionlint.yaml
index 20dbc83a..4e921a24 100644
--- a/.github/actionlint.yaml
+++ b/.github/actionlint.yaml
@@ -19,3 +19,5 @@ self-hosted-runner:
     - linux-amd64-cpu-8
     - linux-amd64-cpu-16
     - linux-aarch64-a3-0
+    - linux-amd64-cpu-8-hk
+    - linux-amd64-cpu-16-hk
diff --git a/.github/workflows/_pre_commit.yml b/.github/workflows/_pre_commit.yml
index 7bad3c2f..bc13d86d 100644
--- a/.github/workflows/_pre_commit.yml
+++ b/.github/workflows/_pre_commit.yml
@@ -12,15 +12,27 @@ permissions:
 
 jobs:
   pre-commit:
-    runs-on: ubuntu-latest
+    runs-on: linux-amd64-cpu-16-hk
+    container:
+      # Build it from https://github.com/nv-action/vllm-benchmarks/blob/main/Dockerfile
+      image: swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-cpu
+    env:
+      GOPROXY: https://goproxy.io,direct
+      GITHUB_WORKSPACE: /__w/vllm-ascend/vllm-ascend
     steps:
     - name: Checkout vllm-project/vllm-ascend repo
       uses: actions/checkout@v6
-    - uses: actions/setup-python@83679a892e2d95755f2dac6acb0bfd1e9ac5d548 # v6.1.0
-      with:
-        python-version: "3.11"
-    - run: echo "::add-matcher::.github/workflows/matchers/actionlint.json"
-    - run: echo "::add-matcher::.github/workflows/matchers/mypy.json"
+
+    # With problem matchers in a container, the output of $GITHUB_WORKSPACE and ${{ github.workspace }} are different.
+    # So we will just copy it into the path ${{ github.workspace }}. see https://github.com/actions/runner/issues/2058
+    - name: cp problem matchers
+      run: |
+        cp .github/workflows/matchers/actionlint.json "$RUNNER_TEMP/actionlint.json"
+        cp .github/workflows/matchers/mypy.json "$RUNNER_TEMP/mypy.json"
+
+    - run: echo "::add-matcher::$RUNNER_TEMP/actionlint.json"
+    - run: echo "::add-matcher::$RUNNER_TEMP/mypy.json"
+
     - name: Checkout vllm-project/vllm repo
       uses: actions/checkout@v6
       with:
@@ -30,13 +42,16 @@ jobs:
     - name: Install vllm
       working-directory: vllm-empty
       run: |
-        pip install -r requirements/build.txt --extra-index-url https://download.pytorch.org/whl/cpu
-        VLLM_TARGET_DEVICE=empty pip install .
+        VLLM_TARGET_DEVICE=empty python3 -m pip install . --extra-index https://download.pytorch.org/whl/cpu/
     - name: Install vllm-ascend dev
       run: |
+        git config --global --add safe.directory /__w/vllm-ascend/vllm-ascend
         pip install -r requirements-dev.txt --extra-index-url https://download.pytorch.org/whl/cpu
-    - uses: pre-commit/action@2c7b3805fd2a0fd8c1884dcaebf91fc102a13ecd # v3.0.1
+    - name: Run pre-commit
       env:
+        PRE_COMMIT_COLOR: always
+        FORCE_COLOR: "1"
+        TERM: xterm-256color
         SHELLCHECK_OPTS: "--exclude=SC2046,SC2006,SC2086" # Exclude SC2046, SC2006, SC2086 for actionlint
-      with:
-        extra_args: --all-files --hook-stage manual
+      run: |
+        pre-commit run --all-files --hook-stage manual
diff --git a/.github/workflows/pr_test_light.yaml b/.github/workflows/pr_test_light.yaml
index 1b03067e..d0b15805 100644
--- a/.github/workflows/pr_test_light.yaml
+++ b/.github/workflows/pr_test_light.yaml
@@ -80,27 +80,25 @@ jobs:
     name: unit test
     # only trigger unit test after lint passed and the change is e2e and ut related.
     if: ${{ needs.lint.result == 'success' && (needs.changes.outputs.e2e_tracker == 'true' || needs.changes.outputs.ut_tracker == 'true') }}
-    runs-on: ubuntu-22.04-arm
+    runs-on: linux-amd64-cpu-16-hk
     container:
       # fixme: vllm-ascend install failed with 8.3.rc2 on github action
-      image: quay.io/ascend/cann:8.2.rc2-910b-ubuntu22.04-py3.11
+      image: quay.nju.edu.cn/ascend/cann:8.2.rc2-910b-ubuntu22.04-py3.11
       env:
         VLLM_LOGGING_LEVEL: ERROR
         VLLM_USE_MODELSCOPE: True
         SOC_VERSION: ascend910b1
+        MAX_JOBS: 4
     strategy:
       matrix:
         vllm_version: [2f4e6548efec402b913ffddc8726230d9311948d, v0.13.0]
 
     steps:
-      - name: Free up disk space
-        uses: jlumbroso/free-disk-space@54081f138730dfa15788a46383842cd2f914a1be # v1.3.1
-        with:
-          tool-cache: true
-          docker-images: false
-
       - name: Install packages
         run: |
+          sed -Ei 's@(ports|archive).ubuntu.com@cache-service.nginx-pypi-cache.svc.cluster.local:8081@g' /etc/apt/sources.list
+          pip config set global.index-url http://cache-service.nginx-pypi-cache.svc.cluster.local/pypi/simple
+          pip config set global.trusted-host cache-service.nginx-pypi-cache.svc.cluster.local
           apt-get update -y
           apt-get install -y python3-pip git vim wget net-tools gcc g++ cmake libnuma-dev curl gnupg2
 
@@ -114,7 +112,7 @@ jobs:
       - name: Install vllm-project/vllm from source
         working-directory: ./vllm-empty
         run: |
-          VLLM_TARGET_DEVICE=empty python3 -m pip install .
+          VLLM_TARGET_DEVICE=empty python3 -m pip install . --extra-index https://download.pytorch.org/whl/cpu/
           python3 -m pip uninstall -y triton
 
       - name: Checkout vllm-project/vllm-ascend repo
@@ -123,9 +121,9 @@ jobs:
       - name: Install vllm-project/vllm-ascend
         run: |
           export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi
-          export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/Ascend/ascend-toolkit/latest/arm64-linux/devlib
-          python3 -m pip install -r requirements-dev.txt
-          python3 -m pip install -v .
+          export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/Ascend/ascend-toolkit/latest/x86_64-linux/devlib
+          python3 -m pip install -v . --extra-index https://download.pytorch.org/whl/cpu/
+          python3 -m pip install -r requirements-dev.txt --extra-index https://download.pytorch.org/whl/cpu/
 
       - name: Install Ascend toolkit & triton_ascend
         shell: bash -l {0}
@@ -141,7 +139,7 @@ jobs:
           VLLM_WORKER_MULTIPROC_METHOD: spawn
           TORCH_DEVICE_BACKEND_AUTOLOAD: 0
         run: |
-          export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/Ascend/ascend-toolkit/latest/arm64-linux/devlib
+          export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/Ascend/ascend-toolkit/latest/x86_64-linux/devlib
           pytest -sv --cov --cov-report=xml:unittests-coverage.xml tests/ut \
             --ignore tests/ut/model_loader/netloader/test_netloader_elastic.py \
             --ignore tests/ut/kv_connector/test_remote_prefill_lifecycle.py \
diff --git a/tools/mypy.sh b/tools/mypy.sh
index bf9bc774..caac0a1d 100755
--- a/tools/mypy.sh
+++ b/tools/mypy.sh
@@ -32,7 +32,7 @@ fi
 
 run_mypy() {
     echo "Running mypy on $1"
-    mypy --check-untyped-defs --follow-imports skip --python-version "${PYTHON_VERSION}" "$@"
+    mypy --follow-imports skip --python-version "${PYTHON_VERSION}" "$@"
 }
 
 run_mypy vllm_ascend