diff --git a/.github/workflows/release-python.yml b/.github/workflows/release-python.yml
index 16daa7265..3e73079c2 100644
--- a/.github/workflows/release-python.yml
+++ b/.github/workflows/release-python.yml
@@ -24,7 +24,7 @@ jobs:
     - name: Check metadata
       run: twine check dist/*
 
-    - uses: actions/upload-artifact@v2
+    - uses: actions/upload-artifact@v3
       with:
         path: dist/*.tar.gz
 
@@ -59,7 +59,7 @@ jobs:
       shell: bash
 
     - name: Upload wheels
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         path: wheelhouse/*.whl
 
@@ -105,7 +105,7 @@ jobs:
       shell: bash
 
     - name: Upload wheels
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         path: wheelhouse/*.whl
 
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index ccb8510f5..e1d7ce08e 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -34,7 +34,7 @@ jobs:
         rm -f /tmp/${{ env.PACKAGENAME }}.zip
         zip -9 -r /tmp/${{ env.PACKAGENAME }}.zip .
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: /tmp/${{ env.PACKAGENAME }}.zip
@@ -77,7 +77,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -120,7 +120,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -163,7 +163,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -206,7 +206,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -258,7 +258,7 @@ jobs:
         mkdir -p $GITHUB_WORKSPACE/openmp-install/lib
         lipo -create openmp-11.0.0.src/build-x86_64/install/lib/libomp.a openmp-11.0.0.src/build-arm64/install/lib/libomp.a -o $GITHUB_WORKSPACE/openmp-install/lib/libomp.a
     - name: upload
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: openmp-macos
         path: openmp-install
@@ -326,7 +326,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -y -r ${{ env.PACKAGENAME }}.zip openmp.framework ncnn.framework
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -423,7 +423,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -y -r ${{ env.PACKAGENAME }}.zip openmp.framework glslang.framework ncnn.framework
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -479,7 +479,7 @@ jobs:
         mkdir -p $GITHUB_WORKSPACE/openmp-install/lib
         lipo -create openmp-11.0.0.src/build/install/lib/libomp.a openmp-11.0.0.src/build-simulator/install/lib/libomp.a -o $GITHUB_WORKSPACE/openmp-install/lib/libomp.a
     - name: upload
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: openmp-ios
         path: openmp-install
@@ -551,7 +551,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -y -r ${{ env.PACKAGENAME }}.zip openmp.framework ncnn.framework
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -651,7 +651,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -y -r ${{ env.PACKAGENAME }}.zip openmp.framework glslang.framework ncnn.framework
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -707,7 +707,7 @@ jobs:
         mkdir -p $GITHUB_WORKSPACE/openmp-install/lib
         lipo -create openmp-11.0.0.src/build/install/lib/libomp.a openmp-11.0.0.src/build-simulator/install/lib/libomp.a -o $GITHUB_WORKSPACE/openmp-install/lib/libomp.a
     - name: upload
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: openmp-ios-bitcode
         path: openmp-install
@@ -779,7 +779,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -y -r ${{ env.PACKAGENAME }}.zip openmp.framework ncnn.framework
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -879,7 +879,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -y -r ${{ env.PACKAGENAME }}.zip openmp.framework glslang.framework ncnn.framework
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -940,7 +940,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1001,7 +1001,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1081,7 +1081,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1161,7 +1161,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1226,7 +1226,7 @@ jobs:
         rm -f ${{ env.PACKAGENAME }}.zip
         zip -9 -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1309,7 +1309,7 @@ jobs:
         Copy-Item -Verbose -Path "build-x64\tools\quantize\Release\ncnn2int8.exe" -Destination "${{ env.PACKAGENAME }}\x64\bin"
         7z a -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1392,7 +1392,7 @@ jobs:
         Copy-Item -Verbose -Path "build-x64\tools\quantize\Release\ncnn2int8.exe" -Destination "${{ env.PACKAGENAME }}\x64\bin"
         7z a -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1475,7 +1475,7 @@ jobs:
         Copy-Item -Verbose -Path "build-x64\tools\quantize\Release\ncnn2int8.exe" -Destination "${{ env.PACKAGENAME }}\x64\bin"
         7z a -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1558,7 +1558,7 @@ jobs:
         Copy-Item -Verbose -Path "build-x64\tools\quantize\Release\ncnn2int8.exe" -Destination "${{ env.PACKAGENAME }}\x64\bin"
         7z a -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1671,7 +1671,7 @@ jobs:
         Copy-Item -Verbose -Path "build-arm64\tools\quantize\Release\ncnn2int8.exe" -Destination "${{ env.PACKAGENAME }}\arm64\bin"
         7z a -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip
@@ -1784,7 +1784,7 @@ jobs:
         Copy-Item -Verbose -Path "build-arm64\tools\quantize\Release\ncnn2int8.exe" -Destination "${{ env.PACKAGENAME }}\arm64\bin"
         7z a -r ${{ env.PACKAGENAME }}.zip ${{ env.PACKAGENAME }}
     - name: upload-zip
-      uses: actions/upload-artifact@v2
+      uses: actions/upload-artifact@v3
       with:
         name: ${{ env.PACKAGENAME }}
         path: ${{ env.PACKAGENAME }}.zip