diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index f96170b1f..2aa4262a9 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -33,6 +33,18 @@ jobs:
         version: ${{ inputs.version }}
         csproj-files: "OpenUtau/*.csproj"
 
+    - name: download directml dll from nuget
+      if: ${{ matrix.os.arch == 'win-x64' }}
+      uses: carlosperate/download-file-action@v1.0.3
+      with:
+        file-url: https://www.nuget.org/api/v2/package/Microsoft.AI.DirectML/1.12.0
+        file-name: Microsoft.AI.DirectML.nupkg
+        location: .
+
+    - name: extract directml
+      if: ${{ matrix.os.arch == 'win-x64' }}
+      run: tar -xf Microsoft.AI.DirectML.nupkg -C Microsoft.AI.DirectML
+
     - name: restore x64
       run: dotnet restore OpenUtau -r ${{ matrix.os.arch }}
 
@@ -47,15 +59,6 @@ jobs:
       if: ${{ matrix.os.arch == 'osx-x64' || matrix.os.arch == 'linux-x64' }}
       run: cp OpenUtau.Plugin.Builtin/bin/Release/netstandard2.1/OpenUtau.Plugin.Builtin.dll bin/${{ matrix.os.arch }}
 
-    #手动添加directml.dll的临时方案
-    - name: add directml.dll (windows)
-      if: ${{ matrix.os.arch == 'win-x64' }}
-      uses: carlosperate/download-file-action@v1.0.3
-      with:
-        file-url: https://github.com/xunmengshe/OpenUtau/releases/download/0.0.0.1/DirectML.dll
-        file-name: DirectML.dll
-        location: ./bin/${{ matrix.os.arch }}/
-
     - name: compress x64
       run: 7z a OpenUtau-${{ matrix.os.arch }}-${{ inputs.version }}.zip ./bin/${{ matrix.os.arch }}/*