diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index eb0aa6a..c117aec 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -12,7 +12,7 @@ jobs:
     strategy:
       matrix:
         # 确保使用正确的Python版本格式
-        python-version: ['3.9','3.10', '3.11']
+        python-version: ['3.10', '3.11','3.12']
       # 允许一个版本失败不影响其他版本的测试
       fail-fast: false