diff --git a/.github/workflows/_accuracy_test.yml b/.github/workflows/_accuracy_test.yml
index a41b9c3393..ea88b7225f 100644
--- a/.github/workflows/_accuracy_test.yml
+++ b/.github/workflows/_accuracy_test.yml
@@ -143,7 +143,7 @@ jobs:
           -v "${CACHE_DIR}/ConfigDir:/root/.config" \
           -e TZ="Asia/Shanghai" \
           --gpus '"device='"${DEVICES}"'"' ${docker_image} /bin/bash -xc '
-          python -m pip install --pre paddlepaddle-gpu -i https://www.paddlepaddle.org.cn/packages/nightly/cu126/
+          python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
 
           pip config set global.index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
 
diff --git a/.github/workflows/_base_test.yml b/.github/workflows/_base_test.yml
index 9e5f309ca8..fd938b7ecb 100644
--- a/.github/workflows/_base_test.yml
+++ b/.github/workflows/_base_test.yml
@@ -143,7 +143,7 @@ jobs:
           -v "${CACHE_DIR}/ConfigDir:/root/.config" \
           -e TZ="Asia/Shanghai" \
           --gpus '"device='"${DEVICES}"'"' ${docker_image} /bin/bash -xc '
-          python -m pip install --pre paddlepaddle-gpu -i https://www.paddlepaddle.org.cn/packages/nightly/cu126/
+          python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
 
           pip config set global.index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
 
diff --git a/.github/workflows/_build_linux.yml b/.github/workflows/_build_linux.yml
index 28436e7721..46f2305341 100644
--- a/.github/workflows/_build_linux.yml
+++ b/.github/workflows/_build_linux.yml
@@ -148,7 +148,7 @@ jobs:
             elif [[ "${PADDLEVERSION}" != "" ]];then
               python -m pip install paddlepaddle-gpu==${PADDLEVERSION} -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
             else
-              python -m pip install --pre paddlepaddle-gpu -i https://www.paddlepaddle.org.cn/packages/nightly/cu126/
+              python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
             fi
 
             pip config set global.index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
diff --git a/.github/workflows/_logprob_test_linux.yml b/.github/workflows/_logprob_test_linux.yml
index e15dd8722f..04f9cf2cd0 100644
--- a/.github/workflows/_logprob_test_linux.yml
+++ b/.github/workflows/_logprob_test_linux.yml
@@ -133,7 +133,7 @@ jobs:
           -v "${CACHE_DIR}/ConfigDir:/root/.config" \
           -e TZ="Asia/Shanghai" \
           --gpus '"device='"${DEVICES}"'"' ${docker_image} /bin/bash -xc '
-          python -m pip install --pre paddlepaddle-gpu -i https://www.paddlepaddle.org.cn/packages/nightly/cu126/
+          python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
 
           pip config set global.index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
 
diff --git a/.github/workflows/_pre_ce_test.yml b/.github/workflows/_pre_ce_test.yml
index 02a0646399..f7f24f1091 100644
--- a/.github/workflows/_pre_ce_test.yml
+++ b/.github/workflows/_pre_ce_test.yml
@@ -142,7 +142,7 @@ jobs:
           --gpus "\"device=${DEVICES}\"" ${docker_image} /bin/bash -c '
           git config --global --add safe.directory /workspace/FastDeploy
           cd FastDeploy
-          python -m pip install --pre paddlepaddle-gpu -i https://www.paddlepaddle.org.cn/packages/nightly/cu126/
+          python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
           python -m pip install ${fd_wheel_url}
           bash scripts/run_pre_ce.sh
           '
diff --git a/.github/workflows/_stable_test.yml b/.github/workflows/_stable_test.yml
index 5988f5a735..8dd74210f0 100644
--- a/.github/workflows/_stable_test.yml
+++ b/.github/workflows/_stable_test.yml
@@ -146,7 +146,7 @@ jobs:
           -v "${CACHE_DIR}/ConfigDir:/root/.config" \
           -e TZ="Asia/Shanghai" \
           --gpus '"device='"${DEVICES}"'"' ${docker_image} /bin/bash -xc '
-          python -m pip install --pre paddlepaddle-gpu -i https://www.paddlepaddle.org.cn/packages/nightly/cu126/
+          python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
 
           pip config set global.index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
 
diff --git a/.github/workflows/_unit_test_coverage.yml b/.github/workflows/_unit_test_coverage.yml
index 4e9e2ef434..c049a3bf91 100644
--- a/.github/workflows/_unit_test_coverage.yml
+++ b/.github/workflows/_unit_test_coverage.yml
@@ -168,7 +168,7 @@ jobs:
           git config --global --add safe.directory /workspace/FastDeploy
           cd FastDeploy
           git diff origin/${BASE_REF}..HEAD --unified=0 > diff.txt
-          python -m pip install --pre paddlepaddle-gpu -i https://www.paddlepaddle.org.cn/packages/nightly/cu126/
+          python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
           pip config set global.extra-index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
 
           python -m pip install coverage
diff --git a/scripts/run_pre_ce.sh b/scripts/run_pre_ce.sh
index c06bf93679..159767458f 100644
--- a/scripts/run_pre_ce.sh
+++ b/scripts/run_pre_ce.sh
@@ -44,7 +44,7 @@ for subdir in "$run_path"*/; do
                     if [ "$exit_code" -eq 1 ] || [ "$exit_code" -eq 124 ]; then
                         echo "[ERROR] $file 起服务或执行异常，exit_code=$exit_code"
                         if [ "$exit_code" -eq 124 ]; then
-                            echo "[TIMEOUT] $file 脚本执行超过 6 分钟, 任务超时退出！"
+                            echo "[TIMEOUT] $file 脚本执行超过 10 分钟, 任务超时退出！"
                         fi
                     fi
 
diff --git a/scripts/run_unittest.sh b/scripts/run_unittest.sh
index f55c176993..577eaa94cb 100644
--- a/scripts/run_unittest.sh
+++ b/scripts/run_unittest.sh
@@ -17,7 +17,7 @@ pwd
 
 git config --global --add safe.directory /workspace1/FastDeploy
 
-python -m pip install --force-reinstall --pre paddlepaddle-gpu -i https://www.paddlepaddle.org.cn/packages/nightly/cu126/
+python -m pip install paddlepaddle-gpu==3.2.0 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
 python -m pip install --upgrade --force-reinstall -r requirements/unittest/requirements.txt
 python -m pip install xgrammar==0.1.19 torch==2.6.0
 bash tools/build_wheel.sh