diff --git a/.github/workflows/_build_linux.yml b/.github/workflows/_build_linux.yml
index 9f015fae2e0..65f12e0b314 100644
--- a/.github/workflows/_build_linux.yml
+++ b/.github/workflows/_build_linux.yml
@@ -55,7 +55,7 @@ on:
 jobs:
   fd-build:
     runs-on: [self-hosted, GPU-Build]
-    timeout-minutes: 240
+    timeout-minutes: 360
     outputs:
       wheel_path: ${{ steps.set_output.outputs.wheel_path }}
     steps:
diff --git a/.github/workflows/_ci_image_build.yml b/.github/workflows/_ci_image_build.yml
index 92ff8b6077c..99b21dad18c 100644
--- a/.github/workflows/_ci_image_build.yml
+++ b/.github/workflows/_ci_image_build.yml
@@ -29,7 +29,7 @@ jobs:
     outputs:
       docker_name_precheck: ${{ steps.docker_build.outputs.docker_name_precheck }}
     steps:
-      - name: Code Prepare
+      - name: Docker Build
         id: docker_build
         shell: bash
         env:
diff --git a/.github/workflows/_unit_test_coverage.yml b/.github/workflows/_unit_test_coverage.yml
index f5c154b3c4d..09da48351ef 100644
--- a/.github/workflows/_unit_test_coverage.yml
+++ b/.github/workflows/_unit_test_coverage.yml
@@ -41,7 +41,7 @@ jobs:
 
   run_tests_with_coverage:
     runs-on: [self-hosted, GPU-h1z1-2Cards]
-    timeout-minutes: 60
+    timeout-minutes: 90
     needs: check_cov_skip
     if: needs.check_cov_skip.outputs.can-skip != 'true'
     outputs:
diff --git a/tools/dockerfile/Dockerfile.ci b/tools/dockerfile/Dockerfile.ci
index 32fb95e0180..6d711889f0d 100644
--- a/tools/dockerfile/Dockerfile.ci
+++ b/tools/dockerfile/Dockerfile.ci
@@ -1,6 +1,9 @@
 FROM ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlepaddle/paddleqa:cuda126-py310-cibase
 RUN apt update && apt install -y jq
+RUN python -m pip install --no-cache-dir xgrammar==0.1.19 torch==2.6.0 -i https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
 COPY ../../requirements.txt ./requirements.txt
-RUN python -m pip install -r requirements.txt -i https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple && python -m pip install pytest
+RUN python -m pip install --no-cache-dir -r requirements.txt -i https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
 COPY ./unittest_requirement.txt ./unittest_requirement.txt
-RUN python -m pip install -r unittest_requirement.txt -i https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
+RUN python -m pip install --no-cache-dir -r unittest_requirement.txt -i https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
+COPY ./requirements_paddle_nv.txt ./requirements_paddle_nv.txt
+RUN python -m pip install --no-cache-dir -r requirements_paddle_nv.txt -i https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
diff --git a/tools/dockerfile/requirements_paddle_nv.txt b/tools/dockerfile/requirements_paddle_nv.txt
new file mode 100644
index 00000000000..d31402b169f
--- /dev/null
+++ b/tools/dockerfile/requirements_paddle_nv.txt
@@ -0,0 +1,14 @@
+nvidia-cuda-nvrtc-cu12==12.6.77; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cuda-runtime-cu12==12.6.77; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cuda-cupti-cu12==12.6.80; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cudnn-cu12==9.5.1.17; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cublas-cu12==12.6.4.1; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cufft-cu12==11.3.0.4; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-curand-cu12==10.3.7.77; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cusolver-cu12==11.7.1.2; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cusparse-cu12==12.5.4.2; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cusparselt-cu12==0.6.3; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-nccl-cu12==2.25.1; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-nvtx-cu12==12.6.77; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-nvjitlink-cu12==12.6.85; platform_system == 'Linux' and platform_machine == 'x86_64'
+nvidia-cufile-cu12==1.11.1.6; platform_system == 'Linux' and platform_machine == 'x86_64'