diff --git a/.ci/docker/README.md b/.ci/docker/README.md
new file mode 100644
index 000000000..9995dd684
--- /dev/null
+++ b/.ci/docker/README.md
@@ -0,0 +1,17 @@
+# Docker images for GitHub CI and CD
+
+This directory contains everything needed to build the Docker images
+that are used in our CI tests.
+
+## Docker CI builds
+
+* `pytorch/manylinux2_28-builder:xpu-main` -- can use pytorch CICD image directly
+
+## Docker CI tests
+
+If also use this for build, need install Intel® Deep Learning Essentials,
+refer to [Intel® Deep Learning Essentials](https://www.intel.com/content/www/us/en/developer/tools/oneapi/base-toolkit-download.html?packages=dl-essentials&dl-essentials-os=linux&dl-lin=offline)
+```bash
+# Build a specific image for tests
+docker build --build-arg UBUNTU_VERSION=22.04 --file ubuntu/Dockerfile --build-arg XPU_DRIVER_TYPE=LTS2  .
+```
diff --git a/.ci/docker/common/install_xpu.sh b/.ci/docker/common/install_xpu.sh
new file mode 100644
index 000000000..b2d3938c8
--- /dev/null
+++ b/.ci/docker/common/install_xpu.sh
@@ -0,0 +1,210 @@
+#!/bin/bash
+set -xe
+# Script used in CI and CD pipeline
+
+# Intel® software for general purpose GPU capabilities.
+# Refer to https://www.intel.com/content/www/us/en/developer/articles/tool/pytorch-prerequisites-for-intel-gpus.html
+
+# Users should update to the latest version as it becomes available
+
+function install_ubuntu() {
+    . /etc/os-release
+    if [ "${XPU_DRIVER_TYPE,,}" == "lts" ]; then
+        if [[ ! " jammy " =~ " ${VERSION_CODENAME} " ]]; then
+            echo "Ubuntu version ${VERSION_CODENAME} with ${XPU_DRIVER_TYPE} not supported"
+            exit 1
+        fi
+    else
+        if [[ ! " jammy noble " =~ " ${VERSION_CODENAME} " ]]; then
+            echo "Ubuntu version ${VERSION_CODENAME} with ${XPU_DRIVER_TYPE} not supported"
+            exit 1
+        fi
+    fi
+
+    apt-get update -y
+    apt-get install -y gpg-agent wget
+    # To add the online network package repository for the GPU Driver
+    wget -qO - https://repositories.intel.com/gpu/intel-graphics.key \
+        | gpg --yes --dearmor --output /usr/share/keyrings/intel-graphics.gpg
+    echo "deb [arch=amd64 signed-by=/usr/share/keyrings/intel-graphics.gpg] \
+        https://repositories.intel.com/gpu/ubuntu ${VERSION_CODENAME}${XPU_DRIVER_VERSION} unified" \
+        | tee /etc/apt/sources.list.d/intel-gpu-${VERSION_CODENAME}.list
+
+    # Update the packages list and repository index
+    apt-get update
+
+    # The xpu-smi packages
+    apt-get install -y flex bison xpu-smi
+    if [ "${XPU_DRIVER_TYPE,,}" == "lts" ]; then
+        # Compute and Media Runtimes
+        apt-get install -y \
+            intel-opencl-icd intel-level-zero-gpu level-zero \
+            intel-media-va-driver-non-free libmfx1 libmfxgen1 libvpl2 \
+            libegl-mesa0 libegl1-mesa libegl1-mesa-dev libgbm1 libgl1-mesa-dev libgl1-mesa-dri \
+            libglapi-mesa libgles2-mesa-dev libglx-mesa0 libigdgmm12 libxatracker2 mesa-va-drivers \
+            mesa-vdpau-drivers mesa-vulkan-drivers va-driver-all vainfo hwinfo clinfo
+        # Development Packages
+        apt-get install -y libigc-dev intel-igc-cm libigdfcl-dev libigfxcmrt-dev level-zero-dev
+    else # rolling or lts2 driver
+        if [ "${VERSION_CODENAME}" == "jammy" ];then
+            apt-get install -y \
+                intel-opencl-icd libze-intel-gpu1 libze1 \
+                intel-media-va-driver-non-free libmfx-gen1 libvpl2 \
+                libegl-mesa0 libegl1-mesa libegl1-mesa-dev libgbm1 libgl1-mesa-dev libgl1-mesa-dri \
+                libglapi-mesa libglx-mesa0 libigdgmm12 libxatracker2 mesa-va-drivers \
+                mesa-vdpau-drivers mesa-vulkan-drivers va-driver-all vainfo hwinfo clinfo intel-ocloc
+        else
+            apt-get install -y \
+                intel-opencl-icd libze-intel-gpu1 libze1 \
+                intel-media-va-driver-non-free libmfx-gen1 libvpl2 \
+                libegl-mesa0 libegl1-mesa-dev libgbm1 libgl1-mesa-dev libgl1-mesa-dri \
+                libglapi-mesa libgles2-mesa-dev libglx-mesa0 libigdgmm12 libxatracker2 mesa-va-drivers \
+                mesa-vdpau-drivers mesa-vulkan-drivers va-driver-all vainfo hwinfo clinfo intel-ocloc
+        fi
+        apt-get install -y libigc-dev intel-igc-cm libigdfcl-dev libigfxcmrt-dev libze-dev
+    fi
+
+    # Cleanup
+    apt-get autoclean && apt-get clean
+    rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/*
+}
+
+function install_rhel() {
+    . /etc/os-release
+    if [ "${XPU_DRIVER_TYPE,,}" == "lts" ]; then
+        if [[ "${ID}" == "rhel" ]]; then
+            if [[ ! " 8.8 8.10 9.2 9.4 9.5 " =~ " ${VERSION_ID} " ]]; then
+                echo "RHEL version ${VERSION_ID} with ${XPU_DRIVER_TYPE} not supported"
+                exit 1
+            fi
+        elif [[ "${ID}" == "almalinux" ]]; then
+            # Workaround for almalinux8 which used by quay.io/pypa/manylinux_2_28_x86_64
+            VERSION_ID="8.8"
+        fi
+    elif [ "${XPU_DRIVER_TYPE,,}" == "lts2" ]; then
+        if [[ "${ID}" == "rhel" ]]; then
+            if [[ ! " 8.10 9.4 9.6 10.0 " =~ " ${VERSION_ID} " ]]; then
+                echo "RHEL version ${VERSION_ID} with ${XPU_DRIVER_TYPE} not supported"
+                exit 1
+            fi
+        elif [[ "${ID}" == "almalinux" ]]; then
+            # Workaround for almalinux8 which used by quay.io/pypa/manylinux_2_28_x86_64
+            VERSION_ID="8.10"
+        fi
+    else # rolling driver
+        if [[ "${ID}" == "rhel" ]]; then
+            if [[ ! " 8.10 9.4 9.6 " =~ " ${VERSION_ID} " ]]; then
+                echo "RHEL version ${VERSION_ID} with ${XPU_DRIVER_TYPE} not supported"
+                exit 1
+            fi
+        elif [[ "${ID}" == "almalinux" ]]; then
+            # Workaround for almalinux8 which used by quay.io/pypa/manylinux_2_28_x86_64
+            VERSION_ID="8.10"
+        fi
+    fi
+
+    dnf install -y 'dnf-command(config-manager)'
+    # To add the online network package repository for the GPU Driver
+    dnf config-manager --add-repo \
+        https://repositories.intel.com/gpu/rhel/${VERSION_ID}${XPU_DRIVER_VERSION}/unified/intel-gpu-${VERSION_ID}.repo
+
+    # Install Intel Support Packages
+    yum install -y ${XPU_PACKAGES}
+    # The xpu-smi packages
+    dnf install -y flex bison xpu-smi
+    # Compute and Media Runtimes
+    if [ "${XPU_DRIVER_TYPE,,}" == "lts" ]; then
+        dnf install --skip-broken -y \
+            intel-opencl intel-media libmfxgen1 libvpl2 \
+            level-zero intel-level-zero-gpu mesa-dri-drivers mesa-vulkan-drivers \
+            mesa-vdpau-drivers mesa-libEGL mesa-libgbm mesa-libGL \
+            mesa-libxatracker libvpl-tools intel-metrics-discovery \
+            intel-metrics-library intel-igc-core intel-igc-cm \
+            libva libva-utils intel-gmmlib libmetee intel-gsc intel-ocloc
+    else
+        dnf install --skip-broken -y \
+            intel-opencl intel-media libmfxgen1 libvpl2 \
+            level-zero intel-level-zero-gpu mesa-dri-drivers mesa-vulkan-drivers \
+            mesa-vdpau-drivers libdrm mesa-libEGL mesa-libgbm mesa-libGL \
+            mesa-libxatracker libvpl-tools intel-metrics-discovery \
+            intel-metrics-library intel-igc-core intel-igc-cm \
+            libva libva-utils intel-gmmlib libmetee intel-gsc intel-ocloc
+    fi
+    # Development packages
+    dnf install -y --refresh intel-igc-opencl-devel level-zero-devel intel-gsc-devel libmetee-devel
+    dnf install --enablerepo epel -y hwinfo clinfo
+
+    # Cleanup
+    dnf clean all
+    rm -rf /var/cache/yum
+    rm -rf /var/lib/yum/yumdb
+    rm -rf /var/lib/yum/history
+}
+
+function install_sles() {
+    . /etc/os-release
+    VERSION_SP=${VERSION_ID//./sp}
+    if [ "${XPU_DRIVER_TYPE,,}" == "lts" ]; then
+        if [[ ! " 15sp4 15sp5 15sp6 " =~ " ${VERSION_SP} " ]]; then
+            echo "SLES version ${VERSION_ID} with ${XPU_DRIVER_TYPE} not supported"
+            exit
+        fi
+    elif [ "${XPU_DRIVER_TYPE,,}" == "lts2" ]; then
+        if [[ ! " 15sp4 15sp5 15sp6 15sp7" =~ " ${VERSION_SP} " ]]; then
+            echo "SLES version ${VERSION_ID} with ${XPU_DRIVER_TYPE} not supported"
+            exit
+        fi
+    else # rolling
+        if [[ ! " 15sp4 15sp5 15sp6 " =~ " ${VERSION_SP} " ]]; then
+            echo "SLES version ${VERSION_ID} with ${XPU_DRIVER_TYPE} not supported"
+            exit
+        fi
+    fi
+
+    # To add the online network package repository for the GPU Driver
+    zypper addrepo -f -r \
+        https://repositories.intel.com/gpu/sles/${VERSION_SP}${XPU_DRIVER_VERSION}/unified/intel-gpu-${VERSION_SP}.repo
+    rpm --import https://repositories.intel.com/gpu/intel-graphics.key
+
+    # The xpu-smi packages
+    zypper install -y lsb-release flex bison xpu-smi
+    # Compute and Media Runtimes
+    zypper install -y \
+        intel-level-zero-gpu level-zero intel-gsc intel-opencl intel-ocloc \
+        intel-media-driver libigfxcmrt7 libvpl2 libvpl-tools libmfxgen1
+    if [ "${XPU_DRIVER_TYPE,,}" == "lts" ]; then
+        zypper install -y libmfx1
+    fi
+    # Development packages
+    zypper install -y libigdfcl-devel intel-igc-cm libigfxcmrt-devel level-zero-devel
+    zypper install -y clinfo libOpenCL1 libva-utils hwinfo
+
+}
+
+# Default use GPU driver rolling releases
+XPU_DRIVER_VERSION=""
+if [ "${XPU_DRIVER_TYPE,,}" == "lts" ]; then
+    # Use GPU driver LTS releases
+    XPU_DRIVER_VERSION="/lts/2350"
+elif [ "${XPU_DRIVER_TYPE,,}" == "lts2" ]; then
+    # Use GPU driver LTS releases
+    XPU_DRIVER_VERSION="/lts/2523"
+fi
+
+# The installation depends on the base OS
+ID=$(grep -oP '(?<=^ID=).+' /etc/os-release | tr -d '"')
+case "$ID" in
+    ubuntu)
+        install_ubuntu
+    ;;
+    rhel|almalinux)
+        install_rhel
+    ;;
+    sles)
+        install_sles
+    ;;
+    *)
+        echo "Unable to determine OS..."
+        exit 1
+    ;;
+esac
diff --git a/.ci/docker/ubuntu/Dockerfile b/.ci/docker/ubuntu/Dockerfile
new file mode 100644
index 000000000..ac2557e03
--- /dev/null
+++ b/.ci/docker/ubuntu/Dockerfile
@@ -0,0 +1,23 @@
+ARG UBUNTU_VERSION
+
+FROM ubuntu:${UBUNTU_VERSION}
+
+ENV DEBIAN_FRONTEND noninteractive
+
+# install Intel GPU driver LTS2, refer to https://dgpu-docs.intel.com/driver/installation-lts2.html
+ARG XPU_DRIVER_TYPE
+ENV XPU_DRIVER_TYPE ${XPU_DRIVER_TYPE}
+
+COPY ./common/install_xpu.sh install_xpu.sh
+RUN bash ./install_xpu.sh && rm -f install_xpu.sh
+
+# install extra packages for pytorch benchmark
+RUN apt-get update && \
+    apt-get install -y wget curl sudo git unzip zip gh numactl rsync jq && \
+    apt-get install -y gcc g++ cmake libgl1 zlib1g-dev libglib2.0-dev && \
+    apt-get install -y libnl-genl-3-200 && \
+    apt-get autoclean && apt-get clean && rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/*
+
+
+USER jenkins
+CMD ["bash"]
diff --git a/.github/scripts/lintrunner.sh b/.github/scripts/lintrunner.sh
index 12a9ac6e6..91ed49da4 100755
--- a/.github/scripts/lintrunner.sh
+++ b/.github/scripts/lintrunner.sh
@@ -24,7 +24,7 @@ if ! command -v lintrunner &> /dev/null; then
 fi
 
 # Ignoring errors in one specific run
-export SHELLCHECK_OPTS="-e SC2154 -e SC2086 -e SC1091 -e SC2046"
+export SHELLCHECK_OPTS="-e SC2154 -e SC2086 -e SC1091 -e SC2046 -e SC2076"
 
 # This has already been cached in the docker image
 lintrunner init 2> /dev/null
diff --git a/.github/workflows/_linux_accelerate.yml b/.github/workflows/_linux_accelerate.yml
index fbaa0c3f0..a8e17ba0b 100644
--- a/.github/workflows/_linux_accelerate.yml
+++ b/.github/workflows/_linux_accelerate.yml
@@ -92,7 +92,7 @@ jobs:
     runs-on: ${{ needs.prepare.outputs.runner_id }}
     needs: prepare
     container:
-      image: mengfeili/intel-pvc-driver:1146-1136
+      image: intelgpu/ubuntu-22.04-lts2:2523.31
       volumes:
         - ${{ github.workspace }}:${{ github.workspace }}
       options: --device=/dev/mem --device=/dev/dri --group-add video --group-add ${{ needs.prepare.outputs.render_id }}
diff --git a/.github/workflows/_linux_e2e.yml b/.github/workflows/_linux_e2e.yml
index 08f88462e..bb1f66c61 100644
--- a/.github/workflows/_linux_e2e.yml
+++ b/.github/workflows/_linux_e2e.yml
@@ -78,7 +78,7 @@ jobs:
     needs: runner
     timeout-minutes: 3600
     container:
-      image: mengfeili/intel-pvc-driver:1146-1136
+      image: intelgpu/ubuntu-22.04-lts2:2523.31
       volumes:
         - ${{ github.workspace }}:${{ github.workspace }}
       options: --device=/dev/mem --device=/dev/dri --group-add video --security-opt seccomp=unconfined --cap-add=SYS_PTRACE --shm-size=8g
diff --git a/.github/workflows/_linux_op_benchmark.yml b/.github/workflows/_linux_op_benchmark.yml
index e8474d7ab..fa01b43a8 100644
--- a/.github/workflows/_linux_op_benchmark.yml
+++ b/.github/workflows/_linux_op_benchmark.yml
@@ -53,7 +53,7 @@ jobs:
     runs-on: ${{ needs.runner.outputs.runner_id }}
     timeout-minutes: 900
     container:
-      image: mengfeili/intel-pvc-driver:1146-1136
+      image: intelgpu/ubuntu-22.04-lts2:2523.31
       volumes:
         - ${{ github.workspace }}:${{ github.workspace }}
       options: --device=/dev/mem --device=/dev/dri --group-add video --security-opt seccomp=unconfined --cap-add=SYS_PTRACE --shm-size=8g
diff --git a/.github/workflows/_linux_test_image.yml b/.github/workflows/_linux_test_image.yml
new file mode 100644
index 000000000..a26b56eb0
--- /dev/null
+++ b/.github/workflows/_linux_test_image.yml
@@ -0,0 +1,73 @@
+name: Linux Image for Tests
+
+on:
+  pull_request:
+    branches:
+      - main
+    paths:
+      - '.ci/docker/common/install_xpu.sh'
+      - '.ci/docker/ubuntu/Dockerfile'
+      - '.github/workflows/_linux_test_image.yml'
+  workflow_call:
+    inputs:
+      runner:
+        type: string
+        default: 'ubuntu-24.04'
+        description: Runner label
+      driver:
+        required: true
+        type: string
+        default: 'lts2'
+        description: Driver version, lts, lts2 or rolling
+      ubuntu:
+        required: true
+        type: string
+        default: '22.04'
+        description: Ubuntu version, 22.04 or 24.04
+      tag:
+        required: true
+        type: string
+        default: 'intelgpu/ubuntu-22.04-lts2:2523.31'
+        description: Whether push image to docker hub or not
+      push_to_hub:
+        type: boolean
+        default: false
+        description: Whether push image to docker hub or not
+
+permissions: read-all
+
+defaults:
+  run:
+    shell: bash -xe {0}
+env:
+  GH_TOKEN: ${{ github.token }}
+  DOCKER_REGISTRY_AUTH_TOKEN: ${{ secrets.DOCKER_HUB_TOKEN }}
+
+jobs:
+  build-image:
+    runs-on: ${{ inputs.runner != '' && inputs.runner || 'ubuntu-24.04' }}
+    if: ${{ github.event.pull_request.draft == false }}
+    steps:
+      - name: Cleanup
+        run: |
+          if systemctl is-active --quiet docker; then
+            echo "Docker daemon is running...";
+          else
+            echo "Starting docker deamon..." && sudo sh -c "systemctl start docker";
+          fi
+          docker system prune -af || true
+      - name: Checkout torch-xpu-ops
+        uses: actions/checkout@v4
+      - name: Build image
+        run: |
+          cd .ci/docker
+          docker build . -t ${{ inputs.tag != '' && inputs.tag || 'intelgpu/ubuntu-22.04-lts2:latest' }} \
+            --build-arg UBUNTU_VERSION=${{ inputs.ubuntu != '' && inputs.ubuntu || '22.04' }} \
+            --build-arg XPU_DRIVER_TYPE=${{ inputs.driver != '' && inputs.driver || 'lts2' }} \
+            -f ubuntu/Dockerfile
+          docker images
+      - name: Push image
+        if: ${{ inputs.push_to_hub }}
+        run: |
+          echo "$DOCKER_REGISTRY_AUTH_TOKEN" | docker login -u intelgpu --password-stdin
+          docker push ${{ inputs.tag != '' && inputs.tag || 'intelgpu/ubuntu-22.04-lts2:latest' }}
diff --git a/.github/workflows/_linux_transformers.yml b/.github/workflows/_linux_transformers.yml
index 67e208283..e975039db 100644
--- a/.github/workflows/_linux_transformers.yml
+++ b/.github/workflows/_linux_transformers.yml
@@ -145,7 +145,7 @@ jobs:
     needs: prepare
     runs-on: ${{ needs.prepare.outputs.runner_id }}
     container:
-      image: mengfeili/intel-pvc-driver:1146-1136
+      image: intelgpu/ubuntu-22.04-lts2:2523.31
       volumes:
         - ${{ github.workspace }}:${{ github.workspace }}
       options: --device=/dev/mem --device=/dev/dri --group-add video --group-add ${{ needs.prepare.outputs.render_id }}
diff --git a/.github/workflows/_linux_ut.yml b/.github/workflows/_linux_ut.yml
index e895a959b..a2d659f11 100644
--- a/.github/workflows/_linux_ut.yml
+++ b/.github/workflows/_linux_ut.yml
@@ -61,7 +61,7 @@ jobs:
     if: ${{ ! contains(inputs.ut, 'distributed') }}
     runs-on: ${{ needs.runner.outputs.runner_id }}
     container:
-      image: mengfeili/intel-pvc-driver:1146-1136
+      image: intelgpu/ubuntu-22.04-lts2:2523.31
       volumes:
         - ${{ github.workspace }}:${{ github.workspace }}
       options: --device=/dev/mem --device=/dev/dri --group-add video --security-opt seccomp=unconfined --cap-add=SYS_PTRACE --shm-size=8g
diff --git a/.github/workflows/bisect_search.yml b/.github/workflows/bisect_search.yml
index d45c0a83f..cdb9029a1 100644
--- a/.github/workflows/bisect_search.yml
+++ b/.github/workflows/bisect_search.yml
@@ -65,7 +65,7 @@ jobs:
     needs: get_runner
     runs-on: ${{ needs.get_runner.outputs.runner_id }}
     container:
-      image: mengfeili/intel-pvc-driver:1146-1136
+      image: intelgpu/ubuntu-22.04-lts2:2523.31
       volumes:
         - ${{ github.workspace }}:${{ github.workspace }}
       options: --device=/dev/mem --device=/dev/dri --group-add video --privileged --shm-size=8g