diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 32650756..ce86947a 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -99,4 +99,4 @@ jobs:
           chmod -R 777 $workdir  
           if [ -d "${{ env.CI_PATH }}" ]; then
             rm -rf ${{ env.CI_PATH }}
-          fi
\ No newline at end of file
+          fi
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 00000000..ae24cfc4
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,147 @@
+name: Release on Tag
+
+on:
+  push:
+    tags:
+      - "v*.*.*"  # 只对形如 v1.2.3 的 tag 触发
+
+env:
+  RELEASE_PATH: "${{ vars.CI_BASE_PATH }}/GitHub/Release/${{ github.repository }}/${GITHUB_RUN_NUMBER}"
+  THIRD_PARTY_PATH: "${{ vars.CI_BASE_PATH }}/data/DLCompiler/third_party"
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  release:
+    if: github.repository == 'DeepLink-org/DLCompiler'
+    runs-on: DLC-60
+
+    steps:
+      - name: Checkout code via SSH
+        uses: actions/checkout@v4
+        with:
+          ssh-key: ${{ secrets.SSH_PRIVATE_KEY_DLC_CI }}
+
+      - name: Create custom directory
+        run: |
+          set -ex
+          echo ${{ env.RELEASE_PATH }}
+          mkdir -p ${{ env.RELEASE_PATH }}
+
+      - name: Clean custom directory
+        run: |
+          set -ex
+          if [ -d "${{ env.RELEASE_PATH }}" ]; then
+            rm -rf ${{ env.RELEASE_PATH }}/*
+            rm -rf ${{ env.RELEASE_PATH }}/.github
+          fi
+
+      - name: Move code to custom directory
+        run: |
+          set -ex
+          mv $GITHUB_WORKSPACE/* ${{ env.RELEASE_PATH }}/
+          mv $GITHUB_WORKSPACE/.github ${{ env.RELEASE_PATH }}/
+          mv $GITHUB_WORKSPACE/.git ${{ env.RELEASE_PATH }}/
+
+      - name: Setup Git Safe Directory
+        run: |
+          git config --global --add safe.directory '*'
+
+      - name: Install build dependencies
+        run: |
+          pip install build twine -i https://mirrors.huaweicloud.com/repository/pypi/simple
+          pip install pybind11 -i https://mirrors.huaweicloud.com/repository/pypi/simple
+
+      - name: Build DLCompiler Package
+        run: |
+          set -ex
+          source /home/dlc_ci/.bashrc
+          source activate dlcompiler
+          source /usr/local/Ascend/ascend-toolkit/set_env.sh
+          cd ${{ env.RELEASE_PATH }}
+          export JSON_PATH34=${{ vars.CI_BASE_PATH }}/data/v34/include.zip
+          export GOOGLETEST_DIR34=${{ vars.CI_BASE_PATH }}/data/v34/googletest
+          export LLVM_TGZ_PATH34=${{ vars.CI_BASE_PATH }}/data/v34/llvm-064f02da-ubuntu-arm64.tar.gz
+
+          rm -rf ./third_party/*
+          git clone --no-hardlinks ${{ env.THIRD_PARTY_PATH }}/ascendnpu-ir ./third_party/ascendnpu-ir
+          git clone --no-hardlinks ${{ env.THIRD_PARTY_PATH }}/json ./third_party/json
+          git clone --no-hardlinks ${{ env.THIRD_PARTY_PATH }}/triton_shared ./third_party/triton_shared
+          git clone --no-hardlinks ${{ env.THIRD_PARTY_PATH }}/triton ./third_party/triton
+          echo "whoami? $(whoami)"
+          echo "which python? $(which python)"
+          git submodule update --init
+          echo "git submodule update done."
+          pip install nanobind -i https://mirrors.huaweicloud.com/repository/pypi/simple
+          if [[ "${{ github.ref }}" == refs/tags/* ]]; then
+            bash compile_shared.sh apply_patch=true build_package=true
+          fi
+          find ${{ env.RELEASE_PATH }} -name "*.whl"
+
+      - name: Check build output files
+        run: |
+          set -ex
+          echo "=== 当前工作目录 ==="
+          pwd
+          
+          echo -e "\n=== RELEASE_PATH 目录结构 ==="
+          ls -la ${{ env.RELEASE_PATH }}
+          
+          echo -e "\n=== 编译输出目录 (triton/dist) 内容 ==="
+          TRITON_DIST_DIR="${{ env.RELEASE_PATH }}/third_party/triton/dist"
+          if [ -d "$TRITON_DIST_DIR" ]; then
+            ls -la "$TRITON_DIST_DIR"
+            echo -e "\n=== 生成的 .whl 文件列表 ==="
+            ls -la "$TRITON_DIST_DIR"/*.whl || echo "未找到 .whl 文件"
+          else
+            echo "错误：编译输出目录 $TRITON_DIST_DIR 不存在"
+          fi
+
+      - name: Copy WHL to workspace
+        run: |
+          set -ex
+          WHL_SRC="${{ env.RELEASE_PATH }}/third_party/triton/dist/*.whl"
+          WHL_DST="./dist"
+          mkdir -p "$WHL_DST"
+          cp $WHL_SRC "$WHL_DST/"
+          echo "Copied wheel(s) to $WHL_DST"
+          ls -la "$WHL_DST"
+          realpath "$WHL_DST"
+
+      - name: Create Release and Upload Assets
+        uses: softprops/action-gh-release@v2
+        with:
+          files: |
+            ./dist/*.whl
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Debug failed release assets
+        if: failure()
+        run: |
+          set -ex
+          TRITON_DIST_DIR="${{ env.RELEASE_PATH }}/third_party/triton/dist"
+          echo "=== 发布失败 - 检查资产目录 ==="
+          echo "目标目录: $TRITON_DIST_DIR"
+          if [ -d "$TRITON_DIST_DIR" ]; then
+            echo "目录存在，内容如下:"
+            ls -la "$TRITON_DIST_DIR"
+            echo -e "\nWHL文件列表:"
+            ls -la "$TRITON_DIST_DIR"/*.whl || echo "未找到WHL文件"
+          else
+            echo "错误: 目标目录不存在"
+          fi
+
+      - name: Clear workfile
+        if: always()
+        run: |
+          export workdir=$(pwd)
+          cd ..
+          rm -rf $workdir
+          mkdir $workdir
+          chmod -R 777 $workdir  
+          if [ -d "${{ env.RELEASE_PATH }}" ]; then
+            rm -rf ${{ env.RELEASE_PATH }}
+          fi
diff --git a/compile_shared.sh b/compile_shared.sh
index 57f48f42..d5fdd058 100644
--- a/compile_shared.sh
+++ b/compile_shared.sh
@@ -4,45 +4,25 @@ export LC_ALL="zh_CN.UTF-8"
 
 home_path=$(pwd)
 # compile triton shared library with patch
-compile_triton_shared=false
 apply_patch=false
+build_package=false
 
 # 遍历所有参数
 for arg in "$@"; do
-    if [ "$arg" = "compile_triton_shared=true" ]; then
-        echo "检测到 compile_triton_shared=true"
-        compile_triton_shared=true
-    elif [ "$arg" = "apply_patch=true" ]; then
+    if [ "$arg" = "apply_patch=true" ]; then
         echo "检测到 apply_patch=true"
         apply_patch=true
+    elif [ "$arg" = "build_package=true" ]; then
+        echo "检测到 build_package=true"
+        build_package=true
     fi
 done
 
 
 echo "start compile ========================================"
-echo compile_triton_shared: $compile_triton_shared
 echo apply_patch: $apply_patch
 echo "======================================================"
 
-if [[ $compile_triton_shared == true ]]; then
-    echo "start compile triton_shared"
-    cd third_party
-    mkdir -p build && rm -rf build/*
-    git clone --no-hardlinks triton_shared build/triton_shared
-    git clone --no-hardlinks triton build/triton
-    cd build
-    export TRITON_PLUGIN_DIRS=$(pwd)/triton_shared
-    cd triton_shared && git clean -xdf && git checkout . && git checkout 2b728ad97bc02af821a0805b09075838911d4c19 && ls ../../../patch/v3_4/triton_shared.patch | xargs -n1 git apply && cd ../
-    cd triton && git clean -xdf && git checkout . && cd ../
-    cd triton && git checkout $(cat ../triton_shared/triton-hash.txt) && ls ../../../patch/v3_4/triton.patch | xargs -n1 git apply
-    TRITON_BUILD_WITH_CLANG_LLD=true TRITON_BUILD_WITH_CCACHE=true python3 -m pip install --no-build-isolation -vvv '.[tests]'
-    if [ $? -ne 0 ]; then
-        echo "Error: triton_shared compile failed." >&2
-        exit 1
-    fi
-    echo "triton_shared compile success!"
-fi
-
 echo "start apply ascendnpu-ir patch"
 cd $home_path/third_party/ascendnpu-ir
 git checkout .
@@ -97,22 +77,31 @@ notify_apply_patch() {
     fi
 }
 
-pip uninstall triton dlcompiler -y
+if [[ $build_package == true ]]; then
+    echo "build_package is true, skip uninstall triton dlcompiler"
+    cd $TRITON_PLUGIN_DIRS/third_party/triton/
+else
+    pip uninstall triton dlcompiler -y
 
-cd $TRITON_PLUGIN_DIRS/third_party/triton/
-rm -rf build/
+    cd $TRITON_PLUGIN_DIRS/third_party/triton/
+    rm -rf build/
+fi
 
 if [ -z "$LLVM_BUILD_DIR" ]; then
-    TRITON_BUILD_WITH_CLANG_LLD=true TRITON_BUILD_WITH_CCACHE=true \
-    python3 -m pip install --no-build-isolation -vvv .[tests] -i https://mirrors.huaweicloud.com/repository/pypi/simple
-    if [ $? -ne 0 ]; then
-        notify_apply_patch
-        echo "Error: DLCompiler compile failed."
-        exit 1
+    # 使用build_package参数，控制是否进行编译
+    if [[ $build_package == true ]]; then
+        echo "LLVM_BUILD_DIR is not set, using system LLVM or downloading prebuilt LLVM build package."
+        TRITON_BUILD_WITH_CLANG_LLD=true TRITON_BUILD_WITH_CCACHE=true \
+        python3 -m pip wheel --no-deps --no-build-isolation -w dist/ .
+    else
+        TRITON_BUILD_WITH_CLANG_LLD=true TRITON_BUILD_WITH_CCACHE=true \
+        python3 -m pip install --no-build-isolation -vvv .[tests] -i https://mirrors.huaweicloud.com/repository/pypi/simple
+        if [ $? -ne 0 ]; then
+            notify_apply_patch
+            echo "Error: DLCompiler compile failed."
+            exit 1
+        fi
     fi
-    # echo "LLVM_BUILD_DIR is not set, using system LLVM or downloading prebuilt LLVM."
-    # TRITON_BUILD_WITH_CLANG_LLD=true TRITON_BUILD_WITH_CCACHE=true \
-    # python3 -m pip wheel --no-deps --no-build-isolation -w dist/ .
 else
     echo "LLVM_BUILD_DIR is set to $LLVM_BUILD_DIR"
     LLVM_INCLUDE_DIRS=$LLVM_BUILD_DIR/include \
@@ -127,4 +116,4 @@ else
         exit 1
     fi
 fi
-notify_apply_patch
\ No newline at end of file
+notify_apply_patch