diff --git a/.github/workflows/_accuracy_test.yml b/.github/workflows/_accuracy_test.yml
index 9ccb2b57fe..91e131b261 100644
--- a/.github/workflows/_accuracy_test.yml
+++ b/.github/workflows/_accuracy_test.yml
@@ -45,6 +45,7 @@ jobs:
             REPO_NAME="${FULL_REPO##*/}"
             BASE_BRANCH="${{ github.base_ref }}"
             docker pull ${docker_image}
+
             # Clean the repository directory before starting
             docker run --rm --net=host -v $(pwd):/workspace -w /workspace \
             -e "REPO_NAME=${REPO_NAME}" \
@@ -140,7 +141,7 @@ 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==3.1.1 -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 de1233a417..8c715ee586 100644
--- a/.github/workflows/_base_test.yml
+++ b/.github/workflows/_base_test.yml
@@ -45,6 +45,7 @@ jobs:
             REPO_NAME="${FULL_REPO##*/}"
             BASE_BRANCH="${{ github.base_ref }}"
             docker pull ${docker_image}
+
             # Clean the repository directory before starting
             docker run --rm --net=host -v $(pwd):/workspace -w /workspace \
             -e "REPO_NAME=${REPO_NAME}" \
@@ -140,7 +141,7 @@ 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==3.1.1 -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..d6345950ad 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==3.1.1 -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 138f2b2bc2..3a880b6f6c 100644
--- a/.github/workflows/_logprob_test_linux.yml
+++ b/.github/workflows/_logprob_test_linux.yml
@@ -130,7 +130,7 @@ 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==3.1.1 -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 89e6756720..60c18a28de 100644
--- a/.github/workflows/_pre_ce_test.yml
+++ b/.github/workflows/_pre_ce_test.yml
@@ -47,6 +47,7 @@ jobs:
             REPO_NAME="${FULL_REPO##*/}"
             BASE_BRANCH="${{ github.base_ref }}"
             docker pull ${docker_image}
+
             # Clean the repository directory before starting
             docker run --rm --net=host -v $(pwd):/workspace -w /workspace \
             -e "REPO_NAME=${REPO_NAME}" \
@@ -139,7 +140,7 @@ 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==3.1.1 -i https://www.paddlepaddle.org.cn/packages/stable/cu126/
           python -m pip install ${fd_wheel_url}
           bash scripts/run_pre_ce.sh
           '
diff --git a/.github/workflows/_stable_test.yml b/.github/workflows/_stable_test.yml
index b45695bb15..c7561fcd5a 100644
--- a/.github/workflows/_stable_test.yml
+++ b/.github/workflows/_stable_test.yml
@@ -45,6 +45,7 @@ jobs:
             REPO_NAME="${FULL_REPO##*/}"
             BASE_BRANCH="${{ github.base_ref }}"
             docker pull ${docker_image}
+
             # Clean the repository directory before starting
             docker run --rm --net=host -v $(pwd):/workspace -w /workspace \
             -e "REPO_NAME=${REPO_NAME}" \
@@ -146,7 +147,7 @@ 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==3.1.1 -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 132d0ab156..6428621a81 100644
--- a/.github/workflows/_unit_test_coverage.yml
+++ b/.github/workflows/_unit_test_coverage.yml
@@ -165,7 +165,7 @@ 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==3.1.1 -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/requirements.txt b/requirements.txt
index 7c7d3b00c3..0442657fc8 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -10,7 +10,7 @@ tqdm
 pynvml
 uvicorn==0.29.0
 fastapi
-paddleformers>=0.1.4
+paddleformers @   https://paddle-qa.bj.bcebos.com/FastDeploy/paddleformers-0.1.2.post20250902-py3-none-any.whl
 redis
 etcd3
 httpx
diff --git a/scripts/run_unittest.sh b/scripts/run_unittest.sh
index f55c176993..7c8f24165b 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==3.1.1 -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