diff --git a/.github/Dockerfile.nightly.a2 b/.github/Dockerfile.nightly.a2
new file mode 100644
index 00000000..e7e395f6
--- /dev/null
+++ b/.github/Dockerfile.nightly.a2
@@ -0,0 +1,44 @@
+#
+# Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# This file is a part of the vllm-ascend project.
+#
+
+FROM quay.io/ascend/vllm-ascend:main
+
+ARG PIP_INDEX_URL="https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
+ARG AIS_BENCH_TAG="v3.0-20250930-master"
+ARG AIS_BENCH_URL="https://gitee.com/aisbench/benchmark.git"
+
+# Define environments
+ENV DEBIAN_FRONTEND=noninteractive
+ENV COMPILE_CUSTOM_KERNELS=${COMPILE_CUSTOM_KERNELS}
+
+WORKDIR /workspace
+
+RUN pip config set global.index-url ${PIP_INDEX_URL}
+
+# Install requirements-dev.txt for tests
+RUN export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi && \
+    cd /vllm-workspace/vllm-ascend && \
+    python3 -m pip install -r requirements-dev.txt && \
+    python3 -m pip cache purge
+
+# Install benchmark tools
+RUN git clone -b ${AIS_BENCH_TAG} --depth 1 ${AIS_BENCH_URL} /vllm-workspace/vllm-ascend/benchmark && \
+    cd /vllm-workspace/vllm-ascend/benchmark && \
+    pip install -e . -r requirements/api.txt -r requirements/extra.txt && \
+    python3 -m pip cache purge
+
+CMD ["/bin/bash"]
diff --git a/.github/Dockerfile.nightly.a3 b/.github/Dockerfile.nightly.a3
new file mode 100644
index 00000000..0012c544
--- /dev/null
+++ b/.github/Dockerfile.nightly.a3
@@ -0,0 +1,44 @@
+#
+# Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# This file is a part of the vllm-ascend project.
+#
+
+FROM quay.io/ascend/vllm-ascend:main-a3
+
+ARG PIP_INDEX_URL="https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
+ARG AIS_BENCH_TAG="v3.0-20250930-master"
+ARG AIS_BENCH_URL="https://gitee.com/aisbench/benchmark.git"
+
+# Define environments
+ENV DEBIAN_FRONTEND=noninteractive
+ENV COMPILE_CUSTOM_KERNELS=${COMPILE_CUSTOM_KERNELS}
+
+WORKDIR /workspace
+
+RUN pip config set global.index-url ${PIP_INDEX_URL}
+
+# Install requirements-dev.txt for tests
+RUN export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi && \
+    cd /vllm-workspace/vllm-ascend && \
+    python3 -m pip install -r requirements-dev.txt && \
+    python3 -m pip cache purge
+
+# Install benchmark tools
+RUN git clone -b ${AIS_BENCH_TAG} --depth 1 ${AIS_BENCH_URL} /vllm-workspace/vllm-ascend/benchmark && \
+    cd /vllm-workspace/vllm-ascend/benchmark && \
+    pip install -e . -r requirements/api.txt -r requirements/extra.txt && \
+    python3 -m pip cache purge
+
+CMD ["/bin/bash"]
diff --git a/.github/workflows/_e2e_nightly_single_node.yaml b/.github/workflows/_e2e_nightly_single_node.yaml
index 4180addd..b60e4613 100644
--- a/.github/workflows/_e2e_nightly_single_node.yaml
+++ b/.github/workflows/_e2e_nightly_single_node.yaml
@@ -62,67 +62,56 @@ jobs:
           npu-smi info
           cat /usr/local/Ascend/ascend-toolkit/latest/"$(uname -i)"-linux/ascend_toolkit_install.info
 
-      - name: Config mirrors
+      - name: Show vLLM and vLLM-Ascend version
+        working-directory: /vllm-workspace
         run: |
-          sed -i 's|ports.ubuntu.com|mirrors.tuna.tsinghua.edu.cn|g' /etc/apt/sources.list
-          pip config set global.index-url https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple
-          apt-get update -y
-          apt install git -y
-          git config --global url."https://gh-proxy.test.osinfra.cn/https://github.com/".insteadOf https://github.com/
+          echo "Installed vLLM-related Python packages:"
+          pip list | grep vllm || echo "No vllm packages found."
 
-      - name: Checkout vllm-project/vllm-ascend repo
-        uses: actions/checkout@v4
+          echo ""
+          echo "============================"
+          echo "vLLM Git information"
+          echo "============================"
+          cd vllm
+          if [ -d .git ]; then
+            echo "Branch:      $(git rev-parse --abbrev-ref HEAD)"
+            echo "Commit hash: $(git rev-parse HEAD)"
+            echo "Author:      $(git log -1 --pretty=format:'%an <%ae>')"
+            echo "Date:        $(git log -1 --pretty=format:'%ad' --date=iso)"
+            echo "Message:     $(git log -1 --pretty=format:'%s')"
+            echo "Tags:        $(git tag --points-at HEAD || echo 'None')"
+            echo "Remote:      $(git remote -v | head -n1)"
+            echo ""
+          else
+            echo "No .git directory found in vllm"
+          fi
+          cd ..
 
-      - name: Install system dependencies
-        run: |
-          apt-get -y install `cat packages.txt`
-          apt-get -y install gcc g++ cmake libnuma-dev
-
-      - name: Checkout vllm-project/vllm repo
-        uses: actions/checkout@v4
-        with:
-          repository: vllm-project/vllm
-          ref: ${{ inputs.vllm }}
-          path: ./vllm-empty
-
-      - name: Install vllm-project/vllm from source
-        working-directory: ./vllm-empty
-        run: |
-          VLLM_TARGET_DEVICE=empty pip install -e .
-
-      - name: Install vllm-project/vllm-ascend
-        env:
-          PIP_EXTRA_INDEX_URL: https://mirrors.huaweicloud.com/ascend/repos/pypi
-        run: |
-          pip install -r requirements-dev.txt
-          pip install -v -e .
-
-      - name: Install custom-ops (for DeepSeek-V3.2-Exp)
-        if: ${{ inputs.name == 'deepseek3_2-exp-w8a8' }}
-        shell: bash -l {0}
-        run: |
-          wget https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/a3/CANN-custom_ops-sfa-linux.aarch64.run
-          chmod +x ./CANN-custom_ops-sfa-linux.aarch64.run
-          ./CANN-custom_ops-sfa-linux.aarch64.run --quiet
-          export ASCEND_CUSTOM_OPP_PATH=/usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize:${ASCEND_CUSTOM_OPP_PATH}
-          export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/op_api/lib/:${LD_LIBRARY_PATH}
-          wget https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/a3/custom_ops-1.0-cp311-cp311-linux_aarch64.whl
-          pip install custom_ops-1.0-cp311-cp311-linux_aarch64.whl
-          . /usr/local/Ascend/ascend-toolkit/set_env.sh
-
-      - name: Checkout aisbench repo and Install aisbench
-        run: |
-          git clone https://gitee.com/aisbench/benchmark.git
-          cd benchmark
-          git checkout v3.0-20250930-master
-          pip3 install -e ./
-          pip3 install -r requirements/api.txt
-          pip3 install -r requirements/extra.txt
+          echo ""
+          echo "============================"
+          echo "vLLM-Ascend Git information"
+          echo "============================"
+          cd vllm-ascend
+          if [ -d .git ]; then
+            echo "Branch:      $(git rev-parse --abbrev-ref HEAD)"
+            echo "Commit hash: $(git rev-parse HEAD)"
+            echo "Author:      $(git log -1 --pretty=format:'%an <%ae>')"
+            echo "Date:        $(git log -1 --pretty=format:'%ad' --date=iso)"
+            echo "Message:     $(git log -1 --pretty=format:'%s')"
+            echo "Tags:        $(git tag --points-at HEAD || echo 'None')"
+            echo "Remote:      $(git remote -v | head -n1)"
+            echo ""
+          else
+            echo "No .git directory found in vllm-ascend"
+          fi
+          cd ..
 
       - name: Run vllm-project/vllm-ascend test
         env:
           VLLM_WORKER_MULTIPROC_METHOD: spawn
           VLLM_USE_MODELSCOPE: True
           VLLM_CI_RUNNER: ${{ inputs.runner }}
+          BENCHMARK_HOME: /vllm-workspace/vllm-ascend/benchmark
+        working-directory: /vllm-workspace/vllm-ascend
         run: |
           pytest -sv ${{ inputs.tests }}
diff --git a/.github/workflows/_kill_lws_resources.yaml b/.github/workflows/_kill_lws_resources.yaml
deleted file mode 100644
index 4c70ff2d..00000000
--- a/.github/workflows/_kill_lws_resources.yaml
+++ /dev/null
@@ -1,57 +0,0 @@
-name: 'resource clear'
-
-on:
-  workflow_call:
-    inputs:
-      runner:
-        required: false
-        type: string
-        default: linux-aarch64-a3-0
-    secrets:
-      KUBECONFIG_B64:
-        required: true
-
-
-# Bash shells do not use ~/.profile or ~/.bashrc so these shells need to be explicitly
-# declared as "shell: bash -el {0}" on steps that need to be properly activated.
-# It's used to activate ascend-toolkit environment variables.
-defaults:
-  run:
-    shell: bash -el {0}
-
-jobs:
-  resource_clear:
-    # This is a runner with no NPU for k8s controller
-    runs-on: ${{ inputs.runner }}
-    container:
-      image: m.daocloud.io/quay.io/ascend/cann:8.3.rc1-a3-ubuntu22.04-py3.11
-      env:
-        KUBECONFIG: /tmp/kubeconfig
-        KUBECTL: /root/.cache/.kube/kubectl
-        NAMESPACE: vllm-project
-        LEADER_POD: vllm-0
-        RESULT_FILE: /root/.cache/tests/ret/test_result.txt
-    steps:
-        - name: Install kubectl
-          run: |
-            # Install kubectl
-            arch=$(uname -m)
-
-            if echo "$arch" | grep -qiE "arm|aarch64"; then
-              echo "Detected ARM architecture: $arch"
-              KUBECTL="$KUBECTL"_arm
-            fi
-            install -o root -g root -m 0755 $KUBECTL /usr/local/bin/kubectl
-
-            # Verify kubectl installation
-            kubectl version --client=true
-
-        - name: Decode kubeconfig from secrets
-          run: |
-            # Decode and save kubeconfig
-            echo "${{ secrets.KUBECONFIG_B64 }}" | base64 -d > $KUBECONFIG
-
-        - name: Clear LWS resources
-          if: always()
-          run: |
-            kubectl delete leaderworkerset vllm -n "$NAMESPACE" --ignore-not-found
diff --git a/.github/workflows/_nightly_image_build.yaml b/.github/workflows/_nightly_image_build.yaml
new file mode 100644
index 00000000..25570cd0
--- /dev/null
+++ b/.github/workflows/_nightly_image_build.yaml
@@ -0,0 +1,74 @@
+name: 'image / nightly / Ubuntu / test'
+
+on:
+  schedule:
+    - cron: '0 0,4,8,12,14 * * *'
+  workflow_call:
+    inputs:
+      target:
+        required: true
+        type: string
+        description: 'Target architecture, e.g., a2, a3'
+    outputs:
+      image-tag:
+        description: 'The built image tag'
+        value: ${{ jobs.build-and-sync.outputs.image-tag }}
+    secrets:
+      HW_USERNAME:
+        required: true
+      HW_TOKEN:
+        required: true
+
+# This workflow builds and pushes Docker images for nightly-ci
+# It will be built base on the quay.io/ascend/vllm-ascend:main
+# And have some customizations for nightly testing, pushing to Huawei Cloud SWR
+jobs:
+  build-and-sync:
+    runs-on: ubuntu-22.04-arm
+
+    strategy:
+      matrix:
+        target: ${{ fromJson(github.event_name == 'schedule' && '["a2","a3"]' || format('["{0}"]', inputs.target || 'a3')) }}
+
+    outputs:
+      image-tag: ${{ steps.build-image.outputs.image-tag }}
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Show build target
+        run: |
+          echo "Building target: ${{ matrix.target }}"
+
+      - name: Login to Huawei Cloud SWR
+        id: login-swr
+        if: ${{ env.HW_USERNAME != '' && env.HW_TOKEN != '' }}
+        run: |
+          echo "${{ env.HW_TOKEN }}" | docker login -u "${{ env.HW_USERNAME }}" --password-stdin swr.cn-southwest-2.myhuaweicloud.com
+        env:
+          HW_USERNAME: ${{ secrets.HW_USERNAME }}
+          HW_TOKEN: ${{ secrets.HW_TOKEN }}
+
+      - name: Build image
+        id: build-image
+        run: |
+          TARGET="${{ matrix.target }}"
+          IMAGE_TAG="swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-${TARGET}"
+
+          echo "Building image: $IMAGE_TAG"
+          docker build \
+            --network host \
+            --platform linux/arm64 \
+            -f .github/Dockerfile.nightly.${TARGET} \
+            --build-arg CANN_VERSION="8.3.rc1" \
+            --build-arg UBUNTU_VERSION="22.04" \
+            --build-arg PYTHON_VERSION="3.11" \
+            -t "$IMAGE_TAG" .
+
+          echo "image-tag=$IMAGE_TAG" >> $GITHUB_OUTPUT
+
+      # To avoid pushing images from forks, only push when the repository owner is 'vllm-project'
+      - name: Push image to SWR
+        if: ${{ github.repository_owner == 'vllm-project' && steps.login-swr.conclusion == 'success' }}
+        run: |
+          docker push ${{ steps.build-image.outputs.image-tag }}
diff --git a/.github/workflows/vllm_ascend_test_nightly_a2.yaml b/.github/workflows/vllm_ascend_test_nightly_a2.yaml
index d04c533e..8c1c0997 100644
--- a/.github/workflows/vllm_ascend_test_nightly_a2.yaml
+++ b/.github/workflows/vllm_ascend_test_nightly_a2.yaml
@@ -42,9 +42,18 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
+  image_build:
+    name: nightly image build
+    uses: ./.github/workflows/_nightly_image_build.yaml
+    with:
+      target: a2
+    secrets:
+      HW_USERNAME: ${{ secrets.HW_USERNAME }}
+      HW_TOKEN: ${{ secrets.HW_TOKEN }}
   single-node-tests:
     name: single-node
-    if: github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'
+    if: always() && (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
+    needs: image_build
     strategy:
       fail-fast: false
       matrix:
@@ -63,10 +72,11 @@ jobs:
       vllm: v0.11.0
       runner: ${{ matrix.test_config.os }}
       tests: ${{ matrix.test_config.tests }}
+      image: ${{ fromJSON(format('"{0}"', needs.image_build.outputs.image-tag || 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a2')) }}
 
   multi-node-tests:
     name: multi-node
-    needs: single-node-tests
+    needs: [single-node-tests, image_build]
     if: always() && (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
     strategy:
       fail-fast: false
@@ -83,7 +93,7 @@ jobs:
     with:
       soc_version: a2
       runner: linux-aarch64-a2-0
-      image: swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/cann:8.3.rc1-910b-ubuntu22.04-py3.11
+      image: ${{ fromJSON(format('"{0}"', needs.image_build.outputs.image-tag || 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a2')) }}
       replicas: 1
       size: ${{ matrix.test_config.size }}
       config_file_path: ${{ matrix.test_config.config_file_path }}
diff --git a/.github/workflows/vllm_ascend_test_nightly_a3.yaml b/.github/workflows/vllm_ascend_test_nightly_a3.yaml
index a77e1d11..ad0af550 100644
--- a/.github/workflows/vllm_ascend_test_nightly_a3.yaml
+++ b/.github/workflows/vllm_ascend_test_nightly_a3.yaml
@@ -41,9 +41,18 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
+  image_build:
+    name: nightly image build
+    uses: ./.github/workflows/_nightly_image_build.yaml
+    with:
+      target: a3
+    secrets:
+      HW_USERNAME: ${{ secrets.HW_USERNAME }}
+      HW_TOKEN: ${{ secrets.HW_TOKEN }}
   single-node-tests:
     name: single-node
-    if: github.event_name == 'schedule' || github.event_name == 'workflow_dispatch'
+    if: always() && (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
+    needs: image_build
     strategy:
       fail-fast: false
       matrix:
@@ -94,13 +103,13 @@ jobs:
     with:
       vllm: v0.11.0
       runner: ${{ matrix.test_config.os }}
-      image: swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/cann:8.3.rc1-a3-ubuntu22.04-py3.11
+      image: ${{ fromJSON(format('"{0}"', needs.image_build.outputs.image-tag || 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a3')) }}
       tests: ${{ matrix.test_config.tests }}
       name: ${{ matrix.test_config.name }}
 
   multi-node-tests:
     name: multi-node
-    needs: single-node-tests
+    needs: [single-node-tests, image_build]
     if: always() && (github.event_name == 'schedule' || github.event_name == 'workflow_dispatch')
     strategy:
       fail-fast: false
@@ -129,7 +138,7 @@ jobs:
     with:
       soc_version: a3
       runner: linux-aarch64-a3-0
-      image: m.daocloud.io/quay.io/ascend/cann:8.3.rc1-a3-ubuntu22.04-py3.11
+      image: ${{ fromJSON(format('"{0}"', needs.image_build.outputs.image-tag || 'swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a3')) }}
       replicas: 1
       size: ${{ matrix.test_config.size }}
       config_file_path: ${{ matrix.test_config.config_file_path }}
diff --git a/tests/e2e/nightly/multi_node/scripts/build_mooncake.sh b/tests/e2e/nightly/multi_node/scripts/build_mooncake.sh
deleted file mode 100644
index 7627cf0c..00000000
--- a/tests/e2e/nightly/multi_node/scripts/build_mooncake.sh
+++ /dev/null
@@ -1,112 +0,0 @@
-#!/bin/bash
-
-set -e
-set -o pipefail
-
-GREEN="\033[0;32m"
-BLUE="\033[0;34m"
-YELLOW="\033[0;33m"
-RED="\033[0;31m"
-NC="\033[0m" # No Color
-
-branch=${1:-v0.3.7.post2}
-
-repo_url="https://github.com/kvcache-ai/Mooncake"
-repo_name="Mooncake"
-state_file=".build_state"
-
-echo "[INFO] Branch: $branch"
-echo "-------------------------------------------"
-
-
-mark_done() { echo "$1" >> "$state_file"; }
-is_done() { grep -Fxq "$1" "$state_file" 2>/dev/null; }
-
-if ! is_done "clone"; then
-  echo "[STEP] Clone repository..."
-  if [ -d "$repo_name" ]; then
-    echo "[WARN] Directory $repo_name already exists, skipping clone."
-  else
-    git clone --branch "$branch" --depth 1 "$repo_url" "$repo_name"
-  fi
-  mark_done "clone"
-else
-  echo "[SKIP] Clone step already done."
-fi
-
-init_ascend_env() {
-    cann_in_sys_path=/usr/local/Ascend/ascend-toolkit; \
-    cann_in_user_path=$HOME/Ascend/ascend-toolkit; \
-    uname_m=$(uname -m) && \
-    if [ -f "${cann_in_sys_path}/set_env.sh" ]; then \
-        source ${cann_in_sys_path}/set_env.sh; \
-        export LD_LIBRARY_PATH=${cann_in_sys_path}/latest/lib64:${cann_in_sys_path}/latest/${uname_m}-linux/devlib:${LD_LIBRARY_PATH} ; \
-    elif [ -f "${cann_in_user_path}/set_env.sh" ]; then \
-        source "$HOME/Ascend/ascend-toolkit/set_env.sh"; \
-        export LD_LIBRARY_PATH=${cann_in_user_path}/latest/lib64:${cann_in_user_path}/latest/${uname_m}-linux/devlib:${LD_LIBRARY_PATH}; \ 
-    else \
-        echo "No Ascend Toolkit found"; \
-        exit 1; \
-    fi
-}
-
-init_ascend_env
-
-if ! is_done "deps"; then
-  cd "$repo_name"
-  echo "[STEP]Installing dependencies..."
-  sed -i 's|https://go.dev/dl/|https://golang.google.cn/dl/|g' dependencies.sh
-  bash dependencies.sh -y
-  cd ..
-  mark_done "deps"
-else
-  echo "[SKIP] Dependencies already installed."
-fi
-
-
-if ! is_done "mpi"; then
-  echo "[STEP] Install MPI..."
-  apt purge -y mpich libmpich-dev openmpi-bin libopenmpi-dev || true
-  apt install -y mpich libmpich-dev
-  export CPATH=/usr/lib/aarch64-linux-gnu/mpich/include/:${CPATH:-}
-  export CPATH=/usr/lib/aarch64-linux-gnu/openmpi/lib:${CPATH:-}
-  mark_done "mpi"
-else
-  echo "[SKIP] MPI installation already done."
-fi
-
-
-if ! is_done "build"; then
-  echo "[STEP] Compile and install..."
-  cd "$repo_name"
-
-  if [ -d "build" ]; then
-    echo "[INFO] Removing existing build directory..."
-    rm -rf build
-  fi
-
-  mkdir build && cd build
-  cmake .. -USE_ASCEND_DIRECT=ON || { echo "[ERROR] cmake failed."; exit 1; }
-  make -j || { echo "[ERROR] make failed."; exit 1; }
-  make install || { echo "[ERROR] make install failed."; exit 1; }
-  mark_done "build"
-else
-  echo "[SKIP] Build already done."
-fi
-
-
-if ! grep -q "export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/python/site-packages:$LD_LIBRARY_PATH" ~/.bashrc; then
-    echo -e "${YELLOW}Adding LD_LIBRARY_PATH to your PATH in ~/.bashrc${NC}"
-    echo 'export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/python/site-packages:$LD_LIBRARY_PATH' >> ~/.bashrc
-    echo -e "${YELLOW}Please run 'source ~/.bashrc' or start a new terminal${NC}"
-fi
-export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/python/site-packages:$LD_LIBRARY_PATH
-
-
-echo "=========================================="
-echo -e "${GREEN}[SUCCESS] Mooncake build completed!"
-echo "You can rerun this script anytime — it will resume from the last step."
-echo "=========================================="
-
-echo "Example startup command:"
-echo "mooncake_master --eviction_high_watermark_ratio 0.8 --eviction_ratio 0.05 --port 50088"
diff --git a/tests/e2e/nightly/multi_node/scripts/lws.yaml.jinja2 b/tests/e2e/nightly/multi_node/scripts/lws.yaml.jinja2
index 712fe3f0..a18d91a4 100644
--- a/tests/e2e/nightly/multi_node/scripts/lws.yaml.jinja2
+++ b/tests/e2e/nightly/multi_node/scripts/lws.yaml.jinja2
@@ -15,15 +15,13 @@ spec:
       spec:
         containers:
           - name: vllm-leader
-            image: {{ image | default("m.daocloud.io/quay.io/ascend/cann:8.3.rc1-a3-ubuntu22.04-py3.11") }}
+            image: {{ image | default("swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a3") }}
             env:
               - name: CONFIG_YAML_PATH
                 value: {{ config_file_path | default("DeepSeek-V3.yaml") }}
               - name: WORKSPACE
-                value: "/root/workspace"
+                value: "/vllm-workspace"
               # Set vLLM version and vLLM-Ascend version here, once there is a new release, update here.
-              - name: VLLM_VERSION
-                value: "v0.11.0"
               - name: VLLM_ASCEND_VERSION
                 value: {{ vllm_ascend_ref | default("main") }}
               - name: VLLM_ASCEND_REMOTE_URL
@@ -75,15 +73,13 @@ spec:
       spec:
         containers:
           - name: vllm-worker
-            image: {{ image | default("m.daocloud.io/quay.io/ascend/cann:8.3.rc1-a3-ubuntu22.04-py3.11") }}
+            image: {{ image | default("swr.cn-southwest-2.myhuaweicloud.com/base_image/ascend-ci/vllm-ascend:nightly-a3") }}
             env:
               - name: CONFIG_YAML_PATH
                 value: {{ config_file_path | default("DeepSeek-V3.yaml") }}
               - name: WORKSPACE
-                value: "/root/workspace"
+                value: "/vllm-workspace"
               # Set vLLM version and vLLM-Ascend version here, once there is a new release, update here.
-              - name: VLLM_VERSION
-                value: "v0.11.0"
               - name: VLLM_ASCEND_VERSION
                 value: {{ vllm_ascend_ref | default("main") }}
               - name: VLLM_ASCEND_REMOTE_URL
diff --git a/tests/e2e/nightly/multi_node/scripts/run.sh b/tests/e2e/nightly/multi_node/scripts/run.sh
index b55ce8d9..080e0ea8 100644
--- a/tests/e2e/nightly/multi_node/scripts/run.sh
+++ b/tests/e2e/nightly/multi_node/scripts/run.sh
@@ -11,8 +11,8 @@ NC="\033[0m" # No Color
 # Configuration
 LOG_DIR="/root/.cache/tests/logs"
 OVERWRITE_LOGS=true
-SRC_DIR="$WORKSPACE/source_code"
 export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/python/site-packages:$LD_LIBRARY_PATH
+export BENCHMARK_HOME=${WORKSPACE}/vllm-ascend/benchmark
 
 # Function to print section headers
 print_section() {
@@ -35,18 +35,50 @@ print_error() {
     exit 1
 }
 
-# Function to check command success
-check_success() {
-    if [ $? -ne 0 ]; then
-        print_error "$1"
+show_vllm_info() {
+    cd "$WORKSPACE"
+    echo "Installed vLLM-related Python packages:"
+    pip list | grep vllm || echo "No vllm packages found."
+
+    echo ""
+    echo "============================"
+    echo "vLLM Git information"
+    echo "============================"
+    cd vllm
+    if [ -d .git ]; then
+    echo "Branch:      $(git rev-parse --abbrev-ref HEAD)"
+    echo "Commit hash: $(git rev-parse HEAD)"
+    echo "Author:      $(git log -1 --pretty=format:'%an <%ae>')"
+    echo "Date:        $(git log -1 --pretty=format:'%ad' --date=iso)"
+    echo "Message:     $(git log -1 --pretty=format:'%s')"
+    echo "Tags:        $(git tag --points-at HEAD || echo 'None')"
+    echo "Remote:      $(git remote -v | head -n1)"
+    echo ""
+    else
+    echo "No .git directory found in vllm"
     fi
+    cd ..
+
+    echo ""
+    echo "============================"
+    echo "vLLM-Ascend Git information"
+    echo "============================"
+    cd vllm-ascend
+    if [ -d .git ]; then
+    echo "Branch:      $(git rev-parse --abbrev-ref HEAD)"
+    echo "Commit hash: $(git rev-parse HEAD)"
+    echo "Author:      $(git log -1 --pretty=format:'%an <%ae>')"
+    echo "Date:        $(git log -1 --pretty=format:'%ad' --date=iso)"
+    echo "Message:     $(git log -1 --pretty=format:'%s')"
+    echo "Tags:        $(git tag --points-at HEAD || echo 'None')"
+    echo "Remote:      $(git remote -v | head -n1)"
+    echo ""
+    else
+    echo "No .git directory found in vllm-ascend"
+    fi
+    cd ..
 }
 
-if [ $(id -u) -ne 0 ]; then
-	print_error "Require root permission, try sudo ./dependencies.sh"
-fi
-
-
 check_npu_info() {
     echo "====> Check NPU info"
     npu-smi info
@@ -60,79 +92,6 @@ check_and_config() {
     export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi
 }
 
-checkout_src() {
-    echo "====> Checkout source code"
-    mkdir -p "$SRC_DIR"
-
-    # vllm-ascend
-    if [ ! -d "$SRC_DIR/vllm-ascend" ]; then
-        git clone --depth 1 -b $VLLM_ASCEND_VERSION $VLLM_ASCEND_REMOTE_URL "$SRC_DIR/vllm-ascend"
-    fi
-
-    # vllm
-    if [ ! -d "$SRC_DIR/vllm" ]; then
-        git clone -b $VLLM_VERSION https://github.com/vllm-project/vllm.git "$SRC_DIR/vllm"
-    fi
-}
-
-install_sys_dependencies() {
-    echo "====> Install system dependencies"
-    apt-get update -y
-
-    DEP_LIST=()
-    while IFS= read -r line; do
-        [[ -n "$line" && ! "$line" =~ ^# ]] && DEP_LIST+=("$line")
-    done < "$SRC_DIR/vllm-ascend/packages.txt"
-
-    apt-get install -y "${DEP_LIST[@]}" gcc g++ cmake libnuma-dev iproute2
-}
-
-install_vllm() {
-    echo "====> Install vllm and vllm-ascend"
-    VLLM_TARGET_DEVICE=empty pip install -e "$SRC_DIR/vllm"
-    pip install -e "$SRC_DIR/vllm-ascend"
-    pip install modelscope
-    # Install for pytest
-    pip install -r "$SRC_DIR/vllm-ascend/requirements-dev.txt"
-}
-
-install_ais_bench() {
-    local AIS_BENCH="$SRC_DIR/vllm-ascend/benchmark"
-    git clone https://gitee.com/aisbench/benchmark.git $AIS_BENCH
-    cd $AIS_BENCH
-    git checkout v3.0-20250930-master
-    pip3 install -e ./
-    pip3 install -r requirements/api.txt
-    pip3 install -r requirements/extra.txt
-    cd -
-}
-
-install_extra_components() {
-    echo "====> Installing extra components for DeepSeek-v3.2-exp-bf16"
-    
-    if ! wget -q https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/a3/CANN-custom_ops-sfa-linux.aarch64.run; then
-        echo "Failed to download CANN-custom_ops-sfa-linux.aarch64.run"
-        return 1
-    fi
-    chmod +x ./CANN-custom_ops-sfa-linux.aarch64.run
-    ./CANN-custom_ops-sfa-linux.aarch64.run --quiet
-    
-    if ! wget -q https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/a3/custom_ops-1.0-cp311-cp311-linux_aarch64.whl; then
-        echo "Failed to download custom_ops wheel"
-        return 1
-    fi
-    pip install custom_ops-1.0-cp311-cp311-linux_aarch64.whl
-    
-export ASCEND_CUSTOM_OPP_PATH=/usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize:${ASCEND_CUSTOM_OPP_PATH}
-export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/opp/vendors/customize/op_api/lib/:${LD_LIBRARY_PATH}
-source /usr/local/Ascend/ascend-toolkit/set_env.sh
-EOF
-    
-    rm -f CANN-custom_ops-sfa-linux.aarch64.run \
-          custom_ops-1.0-cp311-cp311-linux_aarch64.whl
-    echo "====> Extra components installation completed"
-}
-
 kill_npu_processes() {
   pgrep python3 | xargs -r kill -9
   pgrep VLLM | xargs -r kill -9
@@ -163,17 +122,9 @@ run_tests_with_log() {
 main() {
     check_npu_info
     check_and_config
-    checkout_src
-    install_sys_dependencies
-    install_vllm
-    if [[ "$CONFIG_YAML_PATH" == *"DeepSeek-V3_2-Exp-bf16.yaml" ]]; then
-        install_extra_components
-    fi
-    install_ais_bench
-    cd "$WORKSPACE/source_code"
-    . $SRC_DIR/vllm-ascend/tests/e2e/nightly/multi_node/scripts/build_mooncake.sh
-    cd "$WORKSPACE/source_code/vllm-ascend"
+    show_vllm_info
+    cd "$WORKSPACE/vllm-ascend"
     run_tests_with_log
 }
 
-main "$@"
\ No newline at end of file
+main "$@"
diff --git a/tools/aisbench.py b/tools/aisbench.py
index 14f1468e..9f37f126 100644
--- a/tools/aisbench.py
+++ b/tools/aisbench.py
@@ -28,9 +28,12 @@ import huggingface_hub
 import pandas as pd
 from modelscope import snapshot_download  # type: ignore
 
-DATASET_CONF_DIR = "benchmark/ais_bench/benchmark/configs/datasets"
-REQUEST_CONF_DIR = "benchmark/ais_bench/benchmark/configs/models/vllm_api"
-DATASET_DIR = "benchmark/ais_bench/datasets"
+BENCHMARK_HOME = os.getenv("BENCHMARK_HOME", os.path.abspath("."))
+DATASET_CONF_DIR = os.path.join(BENCHMARK_HOME, "ais_bench", "benchmark",
+                                "configs", "datasets")
+REQUEST_CONF_DIR = os.path.join(BENCHMARK_HOME, "ais_bench", "benchmark",
+                                "configs", "models", "vllm_api")
+DATASET_DIR = os.path.join(BENCHMARK_HOME, "ais_bench", "datasets")
 
 
 class AisbenchRunner: