diff --git a/.github/workflows/test_cuda.yml b/.github/workflows/test_cuda.yml
index 04b8a1ae1e..8e93e91573 100644
--- a/.github/workflows/test_cuda.yml
+++ b/.github/workflows/test_cuda.yml
@@ -19,7 +19,7 @@ jobs:
     runs-on: nvidia
     # https://github.com/deepmodeling/deepmd-kit/pull/2884#issuecomment-1744216845
     container:
-      image: nvidia/cuda:12.3.1-devel-ubuntu22.04
+      image: nvidia/cuda:12.3.2-cudnn9-devel-ubuntu22.04
       options: --gpus all
     if: github.repository_owner == 'deepmodeling' && (github.event_name == 'pull_request' && github.event.label && github.event.label.name == 'Test CUDA' || github.event_name == 'workflow_dispatch' || github.event_name == 'merge_group')
     steps:
@@ -71,6 +71,7 @@ jobs:
          unzip libtorch.zip
     - run: |
         export CMAKE_PREFIX_PATH=$GITHUB_WORKSPACE/libtorch
+        export LD_LIBRARY_PATH=$CUDA_PATH/lib64:$LD_LIBRARY_PATH
         source/install/test_cc_local.sh
       env:
         OMP_NUM_THREADS: 1
@@ -81,7 +82,7 @@ jobs:
         DP_VARIANT: cuda
         DP_USE_MPICH2: 1
     - run: |
-        export LD_LIBRARY_PATH=$GITHUB_WORKSPACE/dp_test/lib:$GITHUB_WORKSPACE/libtorch/lib:$CUDA_PATH/lib64:$LD_LIBRARY_PATH
+        export LD_LIBRARY_PATH=$CUDA_PATH/lib64:$GITHUB_WORKSPACE/dp_test/lib:$GITHUB_WORKSPACE/libtorch/lib:$LD_LIBRARY_PATH
         export PATH=$GITHUB_WORKSPACE/dp_test/bin:$PATH
         python -m pytest -s source/lmp/tests || (cat log.lammps && exit 1)
         python -m pytest source/ipi/tests