diff --git a/.github/workflows/lightgbm.yml b/.github/workflows/lightgbm.yml
index 276dd03..38a7707 100644
--- a/.github/workflows/lightgbm.yml
+++ b/.github/workflows/lightgbm.yml
@@ -10,7 +10,6 @@ on:
 jobs:
   build:
     runs-on: windows-2022
-
     steps:
     - uses: actions/setup-python@v5
       with:
@@ -30,18 +29,18 @@ jobs:
       id: cuda-toolkit
       # https://docs.nvidia.com/cuda/archive/12.6.2/cuda-installation-guide-microsoft-windows/index.html#id3
       with:
-        cuda: '12.1.1'
-        method: 'network'
+        cuda: 12.1.1
+        method: local
         sub-packages: '["nvcc", "visual_studio_integration"]'
         # Disable caching of the CUDA binaries, since it does not give us any significant performance improvement
-        use-github-cache: "false"
+        uuse-local-cache: false
         # 在GITHUB_ENV中输出CUDA_PATH
 
     - name: echo version
       run: |
         nvcc -V
         echo ${{ steps.cuda-toolkit.outputs.cuda }}
-        echo ${{ env.CUDA_PATH }}
+        echo "${{ env.CUDA_PATH }}"
         echo ${{ steps.install-boost.outputs.BOOST_VER }}
     - name: Configure build
       run: |
@@ -51,10 +50,7 @@ jobs:
         python -V
         # pip wheel lightgbm --config-settings=cmake.define.Boost_ROOT=$BOOST_ROOT
 
-        pip wheel lightgbm \
-          --config-settings=cmake.define.USE_GPU=ON \
-          --config-settings=cmake.define.OpenCL_INCLUDE_DIR=$CUDA_PATH/include \
-          --config-settings=cmake.define.Boost_ROOT=$BOOST_ROOT
+        pip wheel lightgbm --config-settings=cmake.define.USE_GPU=ON --config-settings=cmake.define.OpenCL_INCLUDE_DIR="$CUDA_PATH/include"--config-settings=cmake.define.Boost_ROOT=$BOOST_ROOT
       env:
         BOOST_ROOT: ${{ steps.install-boost.outputs.BOOST_ROOT }}