diff --git a/.github/workflows/H-Coverage.yml b/.github/workflows/H-Coverage.yml
index a9346ee097882..6d8018261840f 100644
--- a/.github/workflows/H-Coverage.yml
+++ b/.github/workflows/H-Coverage.yml
@@ -386,7 +386,7 @@ jobs:
     timeout-minutes: 60
     env:
       TASK: fleet-ci-paddle-build-whl-${{ github.event.pull_request.number }}
-      docker_image: "ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:cuda129-coverage-test"
+      docker_image: "ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:ubuntu24-cuda129-dev"
     steps:
       - name: Check docker image and run container
         env:
@@ -501,7 +501,7 @@ jobs:
       - name: Check docker image and run container
         env:
           GPU_DEVICES: ${{ env.GPU_DEVICES }}
-          docker_image: "ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:cuda129-coverage-test"
+          docker_image: "ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:ubuntu24-cuda129-dev"
         run: |
           container_name=${TASK}-$(date +%Y%m%d-%H%M%S)
           echo "container_name=${container_name}" >> ${{ github.env }}
@@ -536,13 +536,14 @@ jobs:
           docker exec -t ${{ env.container_name }} /bin/bash -ce '
           rm -rf * .[^.]*
           source /root/proxy
-          pip install uv coverage==7.6.1 bce-python-sdk==0.8.74 wrapt
+          export LD_LIBRARY_PATH=/usr/local/cuda-12.9/targets/x86_64-linux/lib:/usr/local/cuda/lib64
+          pip install uv coverage==7.6.1 bce-python-sdk==0.8.74 wrapt pytest matplotlib parameterized
           wget -q --tries=5 --no-proxy --no-check-certificate https://paddle-github-action.cdn.bcebos.com/PR/paddlefleet/${PR_ID}/${COMMIT_ID}/paddldfleet.tar.gz
           tar -xf paddldfleet.tar.gz --strip-components=1
           git config --global --add safe.directory /paddle
           pip install dist/paddlefleet-0.0.0-cp310-cp310-linux_x86_64.whl --extra-index-url=https://www.paddlepaddle.org.cn/packages/stable/cu129/ --extra-index-url=https://www.paddlepaddle.org.cn/packages/nightly/cu129/
-          echo "paddlefleet commit:"
-          python -c "import paddlefleet; print(paddlefleet.version.commit)"
+          wget https://github.com/mikefarah/yq/releases/latest/download/yq_linux_amd64 -O /usr/local/bin/yq
+          chmod +x /usr/local/bin/yq
           '
 
       - name: Download paddle.tar.gz and install paddle whl
@@ -550,6 +551,7 @@ jobs:
         run: |
           docker exec -t ${{ env.container_name }} /bin/bash -c '
           set -e
+          export LD_LIBRARY_PATH=/usr/local/cuda-12.9/targets/x86_64-linux/lib:/usr/local/cuda/lib64
           mkdir -p /PaddlePaddle
           cd /PaddlePaddle
           echo "Downloading Paddle.tar.gz from cfs"
@@ -559,12 +561,15 @@ jobs:
           export UV_HTTP_TIMEOUT=300
           pip uninstall paddlepaddle-gpu -y
           pip install paddlepaddle_gpu-0.0.0-cp310-cp310-linux_x86_64.whl --force-reinstall --extra-index-url=https://www.paddlepaddle.org.cn/packages/nightly/cu129/
+          echo "paddlefleet commit:"
+          python -c "import paddlefleet; print(paddlefleet.version.commit)"
           '
 
       - name: Single card test
         run: |
           docker exec -t ${{ env.container_name }} /bin/bash -xce '
           pwd
+          export LD_LIBRARY_PATH=/usr/local/cuda-12.9/targets/x86_64-linux/lib:/usr/local/cuda/lib64
           if [ "${BRANCH}" != "develop" ]; then
             git checkout $fleet_branch
             echo "Checked out fleet branch: $fleet_branch"
@@ -576,7 +581,7 @@ jobs:
           export UV_NO_SYNC=1 # This environment variable prevents uv sync from being executed when running un run.
           export UV_HTTP_TIMEOUT=300
           python -c "import paddle; print(paddle.version.commit)"
-          timeout 15m bash ci/single_card_test.sh
+          timeout 40m bash ci/single_card_test.sh
           single_card_exit_code=$?
           if [[ "$single_card_exit_code" != "0" ]]; then
             echo -e "::error:: \033[31mSingle card test failed.\033[0m"
@@ -603,7 +608,7 @@ jobs:
     env:
       PIP_CACHE_DIR: /root/.cache/pip
       TASK: paddle-fleet-CI-${{ github.event.pull_request.number }}-multi-card_test
-      docker_image: "ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:cuda129-coverage-test"
+      docker_image: "ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddle:ubuntu24-cuda129-dev"
     steps:
       - name: Check docker image and run container
         run: |
@@ -642,13 +647,14 @@ jobs:
           docker exec -t ${{ env.container_name }} /bin/bash -ce '
           rm -rf * .[^.]*
           source /root/proxy
-          pip install uv coverage==7.6.1 bce-python-sdk==0.8.74 wrapt
+          export LD_LIBRARY_PATH=/usr/local/cuda-12.9/targets/x86_64-linux/lib:/usr/local/cuda/lib64
+          pip install uv coverage==7.6.1 bce-python-sdk==0.8.74 wrapt pytest matplotlib parameterized
           wget -q --tries=5 --no-proxy --no-check-certificate https://paddle-github-action.cdn.bcebos.com/PR/paddlefleet/${PR_ID}/${COMMIT_ID}/paddldfleet.tar.gz
           tar -xf paddldfleet.tar.gz --strip-components=1
           git config --global --add safe.directory /paddle
           pip install dist/paddlefleet-0.0.0-cp310-cp310-linux_x86_64.whl --extra-index-url=https://www.paddlepaddle.org.cn/packages/stable/cu129/ --extra-index-url=https://www.paddlepaddle.org.cn/packages/nightly/cu129/
-          echo "paddlefleet commit:"
-          python -c "import paddlefleet; print(paddlefleet.version.commit)"
+          wget https://github.com/mikefarah/yq/releases/latest/download/yq_linux_amd64 -O /usr/local/bin/yq
+          chmod +x /usr/local/bin/yq
           '
 
       - name: Download paddle.tar.gz and install paddle whl
@@ -656,6 +662,7 @@ jobs:
         run: |
           docker exec -t ${{ env.container_name }} /bin/bash -c '
           set -e
+          export LD_LIBRARY_PATH=/usr/local/cuda-12.9/targets/x86_64-linux/lib:/usr/local/cuda/lib64
           mkdir -p /PaddlePaddle
           cd /PaddlePaddle
           echo "Downloading Paddle.tar.gz from cfs"
@@ -665,12 +672,15 @@ jobs:
           export UV_HTTP_TIMEOUT=300
           pip uninstall paddlepaddle-gpu -y
           pip install paddlepaddle_gpu-0.0.0-cp310-cp310-linux_x86_64.whl --force-reinstall --extra-index-url=https://www.paddlepaddle.org.cn/packages/nightly/cu129/
+          echo "paddlefleet commit:"
+          python -c "import paddlefleet; print(paddlefleet.version.commit)"
           '
 
       - name: Multi-card test
         run: |
           docker exec -t ${{ env.container_name }} /bin/bash -ce '
           export PYTHONPATH=$(pwd)
+          export LD_LIBRARY_PATH=/usr/local/cuda-12.9/targets/x86_64-linux/lib:/usr/local/cuda/lib64
           if [ "${BRANCH}" != "develop" ]; then
             git checkout $fleet_branch
             echo "Checked out fleet branch: $fleet_branch"