[CI] Add daily images build for nightly ci (#3989)

### What this PR does / why we need it?
Given the current excessively long build time of our nightly-ci, I
recommend installing necessary, confirmed versions of packages in the
Docker image to reduce the time required for integration testing.
Including Mooncake vllm with fixed tags, This is expected to reduce
nightly-ci duration by 2 hours.

- vLLM version: v0.11.0
- vLLM main:
2918c1b49c

---------

Signed-off-by: wangli <wangli858794774@gmail.com>

.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 }}