diff --git a/.jenkins/test/config/dependent_packages.yaml b/.jenkins/test/config/dependent_packages.yaml
index 144028f04b1ca379b6b0f7d620545f7f12409650..b3351caf76cf8ed33ed276e1d2d4e5dbc81a9a43 100644
--- a/.jenkins/test/config/dependent_packages.yaml
+++ b/.jenkins/test/config/dependent_packages.yaml
@@ -4,6 +4,9 @@ mindspore:
 mindspore_gs:
   'https://repo.mindspore.cn/mindspore/golden-stick/version/202510/20251013/r1.3.0_20251013120007_58642969c8d2afbdbcb0d725a27117cd687bf936_newest/'
 
+mindformers:
+  'https://repo.mindspore.cn/mindspore/mindformers/version/202510/20251024/r1.7.0_20251024031508_69dc4a5cde5e4f7c3f8247f2d4574116661b0279_newest/'
+
 msadapter:
   'https://repo.mindspore.cn/mindspore/msadapter/version/202510/20251011/r0.3.0_20251011095813_951a8218d4c29785e48f304e720212b57056573e_newest/'
 
diff --git a/build_image.sh b/build_image.sh
index b596505c4465df1afff581554846fe43c6a84cd8..1e9eff6c931b480566b4eb05ac855c37f414aeb1 100644
--- a/build_image.sh
+++ b/build_image.sh
@@ -20,11 +20,48 @@ TARGET="910b"
 ARCH=$(uname -m)
 
 build_usage() {
-    echo "Usage: $0 [-a 910b|310p]"
-    exit 1
+    echo "Usage: $0 [OPTIONS]"
+    echo ""
+    echo "Build docker images for vLLM-MindSpore Plugin"
+    echo ""
+    echo "OPTIONS:"
+    echo "  [-a 910b|310p]    Select platform for vLLM-MindSpore Plugin. Default: 910b."
+    echo "  [-h]              Show this help message and exit."
+    echo "  [-v]              Print docker build logs in details."
+    echo ""
+    echo "Examples:"
+    echo "  $0                Normal installation."
+    echo "  $0 -a 310p        Installation on 310p."
+    echo "  $0 -h             Show helps for installation."
+    exit 0;
 }
 
-while getopts "a:h" opt; do
+add_verbose() {
+    if docker build -h 2>&1 | grep -q "\-\-progress"; then
+        build_args="--no-cache --progress=plain"
+    else
+        build_args="--no-cache"
+    fi
+}
+
+build_args=""
+
+get_run_opts() {
+    while getopts ":vh" opt; do
+        case $opt in
+            v)
+                add_verbose
+                ;;
+            h)
+                echo "Usage: bash build_image.sh [-v]"
+                echo "    verbose: print docker build logs in details"
+                exit 0
+                ;;
+        esac
+    done
+}
+
+while getopts "a:hv" opt; do
     case $opt in
         a)
             if [[ "$OPTARG" == "910b" || "$OPTARG" == "310p" ]]; then
@@ -37,6 +74,9 @@ while getopts "a:h" opt; do
         h)
             build_usage
             ;;
+        v)
+            add_verbose
+            ;;
         \?|:)
             build_usage
             ;;
@@ -50,39 +90,17 @@ if [ $# -gt 0 ]; then
 fi
 
 readonly IMAGE_TAG="vllm_ms_$(date +%Y%m%d)"
+readonly CANN_VERSION="8.3.RC1"
 
 log() {
     echo "===== Build image for ${TARGET} ==== $*"
 }
 
-CANN_TOOLKIT_URL=https://ascend-repo.obs.cn-east-2.myhuaweicloud.com/CANN/CANN%208.1.RC1/Ascend-cann-toolkit_8.1.RC1_linux-${ARCH}.run
-CANN_KERNELS_URL=https://ascend-repo.obs.cn-east-2.myhuaweicloud.com/CANN/CANN%208.1.RC1/Ascend-cann-kernels-${TARGET}_8.1.RC1_linux-${ARCH}.run
-CANN_NNRT_URL=https://ascend-repo.obs.cn-east-2.myhuaweicloud.com/CANN/CANN%208.1.RC1/Ascend-cann-nnrt_8.1.RC1_linux-${ARCH}.run
-
-add_verbose() {
-    if docker build -h 2>&1 | grep -q "\-\-progress"; then
-        build_args="--no-cache --progress=plain"
-    else
-        build_args="--no-cache"
-    fi
-}
+CANN_TOOLKIT_URL=https://ascend-repo.obs.cn-east-2.myhuaweicloud.com/CANN/CANN%20${CANN_VERSION}/Ascend-cann-toolkit_${CANN_VERSION}_linux-${ARCH}.run
+CANN_KERNELS_URL=https://ascend-repo.obs.cn-east-2.myhuaweicloud.com/CANN/CANN%20${CANN_VERSION}/Ascend-cann-kernels-${TARGET}_${CANN_VERSION}_linux-${ARCH}.run
+CANN_NNRT_URL=https://ascend-repo.obs.cn-east-2.myhuaweicloud.com/CANN/CANN%20${CANN_VERSION}/Ascend-cann-nnrt_${CANN_VERSION}_linux-${ARCH}.run
 
-build_args=""
 
-get_run_opts() {
-    while getopts ":vh" opt; do
-        case $opt in
-            v)
-                add_verbose
-                ;;
-            h)
-                echo "Usage: bash build_image.sh [-v]"
-                echo "    verbose: print docker build logs in details"
-                exit 0
-                ;;
-        esac
-    done
-}
 
 main() {
     log "Starting Docker image build process"
@@ -93,10 +111,6 @@ main() {
     
     log "Step 2: Building final image with install script"
     
-    # Get mindformers commit ID from submodule
-    local mindformers_commit=$(git submodule status tests/mindformers | awk '{print $1}' | sed 's/^-//')
-    log "Using mindformers commit: $mindformers_commit"
-    
     cat > Dockerfile.tmp << EOF
 FROM base_env
 
@@ -111,22 +125,35 @@ RUN set -ex && \\
     chmod a+x *.run && \\
     bash /root/Ascend-cann-toolkit.run --install -q && \\
     bash /root/Ascend-cann-kernels-${TARGET}.run --install -q && \\
-    bash Ascend-cann-nnrt.run --install -q && \\
+    bash /root/Ascend-cann-nnrt.run --install -q
+
+RUN set -ex && \\
+    bash /root/Ascend-cann-nnrt.run --noexec --extract=./ && \
+    mkdir -p /root/run_package/pyACL_package && \
+    bash /root/run_package/Ascend-pyACL_${CANN_VERSION}_linux-${ARCH}.run --full --install-path=/root/run_package/pyACL_package && \
+    echo "PYTHONPATH=/root/run_package/pyACL_package/${CANN_VERSION}/python/site-packages/:\$PYTHONPATH" >> ~/.bashrc
+
+RUN set -ex && \\
     rm /root/*.run
 
+RUN set -ex && \\
+    pip3 install sympy && \\
+    pip3 install /usr/local/Ascend/ascend-toolkit/latest/lib64/te-*.whl && \\
+    pip3 install /usr/local/Ascend/ascend-toolkit/latest/lib64/hccl-*.whl
+
 COPY install_depend_pkgs.sh /workspace/
 COPY .jenkins/test/config/dependent_packages.yaml /workspace/.jenkins/test/config/
 ADD ./ /workspace/vllm_mindspore
 
-ARG MINDFORMERS_COMMIT=$mindformers_commit
 RUN chmod +x /workspace/vllm_mindspore/install_depend_pkgs.sh && \\
     cd /workspace/vllm_mindspore && \\
-    MINDFORMERS_COMMIT=\$MINDFORMERS_COMMIT AUTO_BUILD=1 ./install_depend_pkgs.sh
+    ./install_depend_pkgs.sh
 
 RUN cd /workspace/vllm_mindspore && \\
-    pip install .
+    git config --global http.sslVerify false && \\
+    pip install . && \\
+    git config --global http.sslVerify true
 
-ENV PYTHONPATH="/workspace/mindformers/:\$PYTHONPATH"
 WORKDIR /workspace
 
 CMD ["bash"]
diff --git a/install_depend_pkgs.sh b/install_depend_pkgs.sh
index 55bf53fbb354f5c79880e18bc6c6899b14a7daaa..dbdd6b27d041768ce4a40af5d7286b84197f02f2 100644
--- a/install_depend_pkgs.sh
+++ b/install_depend_pkgs.sh
@@ -19,11 +19,14 @@ set -euo pipefail
 
 readonly SCRIPT_DIR=$(cd "$(dirname "$0")"; pwd)
 readonly CONFIG_FILE="$SCRIPT_DIR/.jenkins/test/config/dependent_packages.yaml"
+readonly RELEASE_CONFIG_FILE="$SCRIPT_DIR/release_packages.yaml"
 readonly MF_DIR="$SCRIPT_DIR/mindformers"
 
-readonly PIP_TRUSTED_HOSTS="--trusted-host repo.mindspore.cn --trusted-host mirrors.aliyun.com"
+readonly PIP_TRUSTED_HOSTS="--trusted-host repo.mindspore.cn --trusted-host mirrors.aliyun.com --trusted-host ms-release.obs.cn-north-4.myhuaweicloud.com"
 readonly PIP_INDEX="-i https://mirrors.aliyun.com/pypi/simple"
 
+export UV_HTTP_TIMEOUT=600
+
 FORCE_REINSTALL=false
 
 # Detect architecture
@@ -57,6 +60,7 @@ log_package_url() {
 }
 
 pip_install() {
+    log "Installing $*"
     if [ "$FORCE_REINSTALL" = true ]; then
         uv pip install --system --no-cache-dir --force-reinstall $PIP_TRUSTED_HOSTS $PIP_INDEX "$@"
     else
@@ -66,27 +70,6 @@ pip_install() {
 
 get_config() { python3 -c "import yaml; print(yaml.safe_load(open('$CONFIG_FILE'))['$1'])" 2>/dev/null; }
 
-get_mindformers_commit() {
-    local mindformers_commit
-    
-    if [ -d ".git" ] && git submodule status tests/mindformers >/dev/null 2>&1; then
-        mindformers_commit=$(git submodule status tests/mindformers | awk '{print $1}' | sed 's/^-//')
-    else
-        if [ -z "${MINDFORMERS_COMMIT:-}" ]; then
-            log "Error: Script requires MINDFORMERS_COMMIT environment variable when running independently"
-            exit 1
-        fi
-        mindformers_commit="$MINDFORMERS_COMMIT"
-    fi
-    
-    if [ -z "$mindformers_commit" ]; then
-        log "Failed to get mindformers commit"
-        exit 1
-    fi
-    
-    echo "$mindformers_commit"
-}
-
 get_package_url() {
     local package="$1"
     local arch="${2:-any}"
@@ -103,24 +86,30 @@ get_package_url() {
     echo "${base_url}${wheel_url}"
 }
 
-install_mindformers() {
-    log "Installing mindformers"
-    local commit_id=$(get_mindformers_commit)
-    
-    if [ "$FORCE_REINSTALL" = true ] && [ -d "$MF_DIR" ]; then
-        log "Force reinstall: removing existing mindformers directory"
-        rm -rf "$MF_DIR"
-    fi
-    
-    if [ ! -d "$MF_DIR" ]; then
-        git clone https://gitee.com/mindspore/mindformers.git "$MF_DIR"
+get_obs_package_url() {
+    local package="$1"
+    local version="$2"
+    local arch="${3:-any}"
+    local base_url=$(grep -A 1 -w "${package}:" "$RELEASE_CONFIG_FILE" | tail -n 1 | xargs)
+
+    if [ -z "${base_url:-}" ]; then
+        local wheel_url=""
+    else
+        if [[ "$package" == "mindspore" ]]; then
+            local python_v="cp$(python3 --version 2>&1 | grep -oP 'Python \K\d+\.\d+' | tr -d .)"
+            local wheel_url="${base_url}/unified/${arch}/mindspore-${version}-${python_v}-${python_v}-linux_${arch}.whl"
+        elif [[ "$package" == "mindformers" ]]; then
+            local wheel_url="${base_url}/${arch}/mindformers-${version}-py3-none-${arch}.whl"
+        elif [[ "$package" == "msadapter" ]]; then
+            local wheel_url="${base_url}/${arch}/msadapter-${version}-py3-none-${arch}.whl"
+        elif [[ "$package" == "vllm" ]]; then
+            local wheel_url="${base_url}/${arch}/vllm-${version}.empty-py3-none-${arch}.whl"
+        else
+            local wheel_url=$(curl -k -s "$base_url" | sed -n 's/.*href="\([^"]*\.whl\)".*/\1/p' | grep -v sha256 | head -n 1)
+        fi
     fi
-    cd "$MF_DIR"
-    git checkout "$commit_id"
-    cd "$SCRIPT_DIR"
-    pip install $PIP_TRUSTED_HOSTS $PIP_INDEX -r mindformers/requirements.txt
     
-    log "Using mindformers commit: $commit_id"
+    echo "${wheel_url}"
 }
 
 cleanup_package() {
@@ -172,6 +161,8 @@ main() {
         esac
     done
 
+    git config --global http.sslVerify false
+
     if [ "$FORCE_REINSTALL" = true ]; then
         log "WARNING: Force reinstall mode enabled - all packages will be reinstalled"
         log "This will remove existing mindformers directory and reinstall all dependencies"
@@ -179,35 +170,47 @@ main() {
 
     command -v uv &> /dev/null || pip install $PIP_TRUSTED_HOSTS $PIP_INDEX uv
 
-    [ ! -f "$CONFIG_FILE" ] && { echo "Config file not found: $CONFIG_FILE"; exit 1; }
+    [ ! -f "$RELEASE_CONFIG_FILE" ] && { echo "Config file not found: $RELEASE_CONFIG_FILE"; exit 1; }
     
     log "Starting dependency installation"
     
     local vllm_url=$(get_package_url "vllm" "any")
-    local mindspore_url=$(get_package_url "mindspore" "unified/${ARCH}")
+    local mindspore_url=$(get_obs_package_url "mindspore" "2.7.1" "${ARCH}")
     local msadapter_url=$(get_package_url "msadapter" "any")
-    local mindspore_gs_url=$(get_package_url "mindspore_gs" "any")
+    local mindformers_url=$(get_obs_package_url "mindformers" "1.7.0" "any")
     
+    if [ -z "${vllm_url:-}" ]; then
+        local vllm_url=$(get_package_url "vllm" "any")
+    fi
+    if [ -z "${mindspore_url:-}" ]; then
+        local mindspore_url=$(get_package_url "mindspore" "unified/${ARCH}")
+    fi
+    if [ -z "${msadapter_url:-}" ]; then
+        local msadapter_url=$(get_package_url "msadapter" "any")
+    fi
+    if [ -z "${mindformers_url:-}" ]; then
+        local mindformers_url=$(get_package_url "mindformers" "any")
+    fi
+
     log "Package URLs:"
     log_package_url "vLLM" "$vllm_url"
     log_package_url "MindSpore" "$mindspore_url"
+    log_package_url "mindformers" "$mindformers_url"
     log_package_url "msadapter" "$msadapter_url"
-    log_package_url "mindspore-gs" "$mindspore_gs_url"
 
     # WARNING: do not adjust sequence of installation steps
     cleanup_package msadapter
     cleanup_package vllm
     pip_install "$vllm_url"
     pip_install "$mindspore_url"
-    install_mindformers
-    pip_install "$mindspore_gs_url"
+    pip_install "$mindformers_url"
     pip_install "$msadapter_url"
 
     cleanup_cache
+
+    git config --global http.sslVerify true
     
     log "All dependencies installed successfully!"
     log ""
-    log "When using MindFormers backend, please configure environment variables manually:"
-    echo "  export PYTHONPATH=\"$MF_DIR/:\$PYTHONPATH\""
 }
 main "$@"
diff --git a/release_packages.yaml b/release_packages.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6a53afdf2d2e37f8e7d947d3875beca82d31f5e9
--- /dev/null
+++ b/release_packages.yaml
@@ -0,0 +1,11 @@
+mindspore:
+  'https://ms-release.obs.cn-north-4.myhuaweicloud.com/2.7.1/MindSpore'
+
+mindformers:
+  'https://ms-release.obs.cn-north-4.myhuaweicloud.com/2.7.1/MindFormers'
+
+vllm:
+  'https://repo.mindspore.cn/mirrors/vllm/version/202507/20250715/v0.9.1/'
+
+msadapter:
+  'https://repo.mindspore.cn/mindspore/msadapter/version/202510/20251011/r0.3.0_20251011095813_951a8218d4c29785e48f304e720212b57056573e_newest/'
\ No newline at end of file