diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index ac60ce0fed14..9c35ede5f678 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -58,6 +58,9 @@ jobs:
 
       - name: Setup ccache
         uses: hendrikmuhs/ccache-action@v1.2
+        with:
+          create-symlink: true
+          key: ${{ github.job }}-${{ matrix.python-version }}-${{ matrix.cuda-version }}
 
       - name: Set up Linux Env
         if: ${{ runner.os == 'Linux' }}