use ubuntu 24.04 runner

Author: rongxin-liu

Diff for: .github/workflows/main.yml

@@ -3,7 +3,7 @@ on:
   - workflow_dispatch
 jobs:
   build:
-    runs-on: ubuntu-latest-64-cores
+    runs-on: ubuntu-2404-64-cores-amd
     steps:
 
       - name: Checkout
@@ -28,7 +28,7 @@ jobs:
       - name: Setup Python
         uses: actions/setup-python@v5
         with:
-          python-version: '3.11'
+          python-version: '3.12'
 
       - name: Only use `build` and `features`, if any, from devcontainer.json
         run: |