Merge pull request #121 from Tencent/master

20201121
Tencent · Nov 21, 2020 · 8f32a88 · 8f32a88
2 parents e3b9ec8 + 8d8eb6a
commit 8f32a88
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Showing 113 changed files with 10,509 additions and 3,304 deletions.
diff --git a/.github/workflows/android-armv7-gpu.yml b/.github/workflows/android-armv7-gpu.yml
@@ -11,16 +11,16 @@ jobs:
       id: cache-vulkansdk
       uses: actions/cache@v1
       with:
-        path: "1.1.114.0"
-        key: vulkansdk-linux-x86_64-1.1.114.0
+        path: "1.2.148.1"
+        key: vulkansdk-linux-x86_64-1.2.148.1
     - name: vulkansdk
       if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
       run: |
-        wget https://sdk.lunarg.com/sdk/download/1.1.114.0/linux/vulkansdk-linux-x86_64-1.1.114.0.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        tar -xf vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        rm -rf 1.1.114.0/source 1.1.114.0/samples
-        find 1.1.114.0 -type f | grep -v -E 'vulkan|glslang' | xargs rm
+        wget https://sdk.lunarg.com/sdk/download/1.2.148.1/linux/vulkansdk-linux-x86_64-1.2.148.1.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        tar -xf vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        rm -rf 1.2.148.1/source 1.2.148.1/samples
+        find 1.2.148.1 -type f | grep -v -E 'vulkan|glslang' | xargs rm
     - name: configure
-      run: export PATH=`pwd`/1.1.114.0/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$ANDROID_HOME/ndk-bundle/build/cmake/android.toolchain.cmake -DANDROID_ABI="armeabi-v7a" -DANDROID_ARM_NEON=ON -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
+      run: export PATH=`pwd`/1.2.148.1/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$ANDROID_HOME/ndk-bundle/build/cmake/android.toolchain.cmake -DANDROID_ABI="armeabi-v7a" -DANDROID_ARM_NEON=ON -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
     - name: build
       run: cmake --build build -j 2
diff --git a/.github/workflows/android-armv8-gpu.yml b/.github/workflows/android-armv8-gpu.yml
@@ -11,17 +11,17 @@ jobs:
       id: cache-vulkansdk
       uses: actions/cache@v1
       with:
-        path: "1.1.114.0"
-        key: vulkansdk-linux-x86_64-1.1.114.0
+        path: "1.2.148.1"
+        key: vulkansdk-linux-x86_64-1.2.148.1
     - name: vulkansdk
       if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
       run: |
-        wget https://sdk.lunarg.com/sdk/download/1.1.114.0/linux/vulkansdk-linux-x86_64-1.1.114.0.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        tar -xf vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        rm -rf 1.1.114.0/source 1.1.114.0/samples
-        find 1.1.114.0 -type f | grep -v -E 'vulkan|glslang' | xargs rm
+        wget https://sdk.lunarg.com/sdk/download/1.2.148.1/linux/vulkansdk-linux-x86_64-1.2.148.1.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        tar -xf vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        rm -rf 1.2.148.1/source 1.2.148.1/samples
+        find 1.2.148.1 -type f | grep -v -E 'vulkan|glslang' | xargs rm
     - name: configure
-      run: export PATH=`pwd`/1.1.114.0/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$ANDROID_HOME/ndk-bundle/build/cmake/android.toolchain.cmake -DANDROID_ABI="arm64-v8a" -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
+      run: export PATH=`pwd`/1.2.148.1/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$ANDROID_HOME/ndk-bundle/build/cmake/android.toolchain.cmake -DANDROID_ABI="arm64-v8a" -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
     - name: build
       run: cmake --build build -j 2
 
@@ -35,20 +35,20 @@ jobs:
       id: cache-vulkansdk
       uses: actions/cache@v1
       with:
-        path: "1.1.114.0"
-        key: vulkansdk-linux-x86_64-1.1.114.0
+        path: "1.2.148.1"
+        key: vulkansdk-linux-x86_64-1.2.148.1
     - name: vulkansdk
       if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
       run: |
-        wget https://sdk.lunarg.com/sdk/download/1.1.114.0/linux/vulkansdk-linux-x86_64-1.1.114.0.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        tar -xf vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        rm -rf 1.1.114.0/source 1.1.114.0/samples
-        find 1.1.114.0 -type f | grep -v -E 'vulkan|glslang' | xargs rm
+        wget https://sdk.lunarg.com/sdk/download/1.2.148.1/linux/vulkansdk-linux-x86_64-1.2.148.1.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        tar -xf vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        rm -rf 1.2.148.1/source 1.2.148.1/samples
+        find 1.2.148.1 -type f | grep -v -E 'vulkan|glslang' | xargs rm
     - name: ndk-r16b
       run: |
         wget https://dl.google.com/android/repository/android-ndk-r16b-linux-x86_64.zip -O $GITHUB_WORKSPACE/android-ndk-r16b-linux-x86_64.zip
         cd $GITHUB_WORKSPACE && unzip -q android-ndk-r16b-linux-x86_64.zip
     - name: configure
-      run: export PATH=`pwd`/1.1.114.0/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$GITHUB_WORKSPACE/android-ndk-r16b/build/cmake/android.toolchain.cmake -DANDROID_ABI="arm64-v8a" -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
+      run: export PATH=`pwd`/1.2.148.1/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$GITHUB_WORKSPACE/android-ndk-r16b/build/cmake/android.toolchain.cmake -DANDROID_ABI="arm64-v8a" -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
     - name: build
       run: cmake --build build -j 2
diff --git a/.github/workflows/android-x64-gpu.yml b/.github/workflows/android-x64-gpu.yml
@@ -11,16 +11,16 @@ jobs:
       id: cache-vulkansdk
       uses: actions/cache@v1
       with:
-        path: "1.1.114.0"
-        key: vulkansdk-linux-x86_64-1.1.114.0
+        path: "1.2.148.1"
+        key: vulkansdk-linux-x86_64-1.2.148.1
     - name: vulkansdk
       if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
       run: |
-        wget https://sdk.lunarg.com/sdk/download/1.1.114.0/linux/vulkansdk-linux-x86_64-1.1.114.0.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        tar -xf vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        rm -rf 1.1.114.0/source 1.1.114.0/samples
-        find 1.1.114.0 -type f | grep -v -E 'vulkan|glslang' | xargs rm
+        wget https://sdk.lunarg.com/sdk/download/1.2.148.1/linux/vulkansdk-linux-x86_64-1.2.148.1.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        tar -xf vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        rm -rf 1.2.148.1/source 1.2.148.1/samples
+        find 1.2.148.1 -type f | grep -v -E 'vulkan|glslang' | xargs rm
     - name: configure
-      run: export PATH=`pwd`/1.1.114.0/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$ANDROID_HOME/ndk-bundle/build/cmake/android.toolchain.cmake -DANDROID_ABI="x86_64" -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
+      run: export PATH=`pwd`/1.2.148.1/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$ANDROID_HOME/ndk-bundle/build/cmake/android.toolchain.cmake -DANDROID_ABI="x86_64" -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
     - name: build
       run: cmake --build build -j 2
diff --git a/.github/workflows/android-x86-gpu.yml b/.github/workflows/android-x86-gpu.yml
@@ -11,16 +11,16 @@ jobs:
       id: cache-vulkansdk
       uses: actions/cache@v1
       with:
-        path: "1.1.114.0"
-        key: vulkansdk-linux-x86_64-1.1.114.0
+        path: "1.2.148.1"
+        key: vulkansdk-linux-x86_64-1.2.148.1
     - name: vulkansdk
       if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
       run: |
-        wget https://sdk.lunarg.com/sdk/download/1.1.114.0/linux/vulkansdk-linux-x86_64-1.1.114.0.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        tar -xf vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        rm -rf 1.1.114.0/source 1.1.114.0/samples
-        find 1.1.114.0 -type f | grep -v -E 'vulkan|glslang' | xargs rm
+        wget https://sdk.lunarg.com/sdk/download/1.2.148.1/linux/vulkansdk-linux-x86_64-1.2.148.1.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        tar -xf vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        rm -rf 1.2.148.1/source 1.2.148.1/samples
+        find 1.2.148.1 -type f | grep -v -E 'vulkan|glslang' | xargs rm
     - name: configure
-      run: export PATH=`pwd`/1.1.114.0/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$ANDROID_HOME/ndk-bundle/build/cmake/android.toolchain.cmake -DANDROID_ABI="x86" -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
+      run: export PATH=`pwd`/1.2.148.1/x86_64/bin:$PATH && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=$ANDROID_HOME/ndk-bundle/build/cmake/android.toolchain.cmake -DANDROID_ABI="x86" -DANDROID_PLATFORM=android-24 -DNCNN_VULKAN=ON ..
     - name: build
       run: cmake --build build -j 2
diff --git a/.github/workflows/ios-64bit-gpu.yml b/.github/workflows/ios-64bit-gpu.yml
diff --git a/.github/workflows/ios-arm64-gpu.yml b/.github/workflows/ios-arm64-gpu.yml
@@ -0,0 +1,26 @@
+name: ios-arm64-gpu
+on: [push, pull_request]
+jobs:
+  ios-iphone-os-gpu:
+    runs-on: macos-latest
+    steps:
+    - uses: actions/checkout@v2
+      with:
+        submodules: true
+    - name: cache-vulkansdk
+      id: cache-vulkansdk
+      uses: actions/cache@v1
+      with:
+        path: "vulkansdk-macos-1.2.135.0"
+        key: vulkansdk-macos-1.2.135.0
+    - name: vulkansdk
+      if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
+      run: |
+        wget https://sdk.lunarg.com/sdk/download/1.2.135.0/mac/vulkansdk-macos-1.2.135.0.tar.gz?Human=true -O vulkansdk-macos-1.2.135.0.tar.gz
+        tar -xf vulkansdk-macos-1.2.135.0.tar.gz
+        rm -rf vulkansdk-macos-1.2.135.0/Applications
+        find vulkansdk-macos-1.2.135.0 -type f | grep -v -E 'vulkan|glslang|MoltenVK' | xargs rm
+    - name: configure
+      run: export VULKAN_SDK=`pwd`/vulkansdk-macos-1.2.135.0/macOS && mkdir build && cd build && cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/ios.toolchain.cmake -DIOS_PLATFORM=OS64 -DIOS_ARCH=arm64 -DVulkan_INCLUDE_DIR=`pwd`/../vulkansdk-macos-1.2.135.0/MoltenVK/include -DVulkan_LIBRARY=`pwd`/../vulkansdk-macos-1.2.135.0/MoltenVK/iOS/dynamic/libMoltenVK.dylib -DNCNN_VULKAN=ON ..
+    - name: build
+      run: cmake --build build -j 2
diff --git a/.github/workflows/linux-x64-gpu-clang.yml b/.github/workflows/linux-x64-gpu-clang.yml
@@ -15,15 +15,15 @@ jobs:
       id: cache-vulkansdk
       uses: actions/cache@v1
       with:
-        path: "1.1.114.0"
-        key: vulkansdk-linux-x86_64-1.1.114.0
+        path: "1.2.148.1"
+        key: vulkansdk-linux-x86_64-1.2.148.1
     - name: vulkansdk
       if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
       run: |
-        wget https://sdk.lunarg.com/sdk/download/1.1.114.0/linux/vulkansdk-linux-x86_64-1.1.114.0.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        tar -xf vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        rm -rf 1.1.114.0/source 1.1.114.0/samples
-        find 1.1.114.0 -type f | grep -v -E 'vulkan|glslang' | xargs rm
+        wget https://sdk.lunarg.com/sdk/download/1.2.148.1/linux/vulkansdk-linux-x86_64-1.2.148.1.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        tar -xf vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        rm -rf 1.2.148.1/source 1.2.148.1/samples
+        find 1.2.148.1 -type f | grep -v -E 'vulkan|glslang' | xargs rm
     - name: cache-swiftshader
       id: cache-swiftshader
       uses: actions/cache@v1
@@ -47,15 +47,15 @@ jobs:
       run: |
         cd swiftshader
         mkdir -p build; cd build
-        cmake -DCMAKE_INSTALL_PREFIX=install -DSWIFTSHADER_BUILD_EGL=FALSE -DSWIFTSHADER_BUILD_GLESv2=FALSE -DSWIFTSHADER_BUILD_GLES_CM=FALSE -DSWIFTSHADER_BUILD_VULKAN=TRUE -DSWIFTSHADER_BUILD_PVR=FALSE -DSWIFTSHADER_BUILD_TESTS=FALSE -DSWIFTSHADER_ENABLE_ASTC=FALSE -DSWIFTSHADER_WARNINGS_AS_ERRORS=FALSE -DREACTOR_BACKEND=Subzero -DREACTOR_DEFAULT_OPT_LEVEL=Default -DCMAKE_BUILD_TYPE=Release -DNCNN_BUILD_TESTS=ON ..
+        cmake -DCMAKE_INSTALL_PREFIX=install -DSWIFTSHADER_BUILD_EGL=FALSE -DSWIFTSHADER_BUILD_GLESv2=FALSE -DSWIFTSHADER_BUILD_GLES_CM=FALSE -DSWIFTSHADER_BUILD_VULKAN=TRUE -DSWIFTSHADER_BUILD_PVR=FALSE -DSWIFTSHADER_BUILD_TESTS=FALSE -DSWIFTSHADER_ENABLE_ASTC=FALSE -DSWIFTSHADER_WARNINGS_AS_ERRORS=FALSE -DREACTOR_BACKEND=Subzero -DREACTOR_DEFAULT_OPT_LEVEL=Default -DCMAKE_BUILD_TYPE=Release ..
         cmake --build . -j 2
         mkdir $GITHUB_WORKSPACE/swiftshader-install
         cp Linux/* $GITHUB_WORKSPACE/swiftshader-install
     - name: configure
       env:
         CC: clang
         CXX: clang++
-      run: export VULKAN_SDK=`pwd`/1.1.114.0/x86_64 && mkdir build && cd build && cmake -DNCNN_VULKAN=ON -DNCNN_BUILD_TESTS=ON ..
+      run: export VULKAN_SDK=`pwd`/1.2.148.1/x86_64 && mkdir build && cd build && cmake -DNCNN_VULKAN=ON -DNCNN_BUILD_TESTS=ON ..
     - name: build
       run: cmake --build build -j 2
     - name: test

diff --git a/.github/workflows/linux-x64-gpu-gcc.yml b/.github/workflows/linux-x64-gpu-gcc.yml
@@ -15,15 +15,15 @@ jobs:
       id: cache-vulkansdk
       uses: actions/cache@v1
       with:
-        path: "1.1.114.0"
-        key: vulkansdk-linux-x86_64-1.1.114.0
+        path: "1.2.148.1"
+        key: vulkansdk-linux-x86_64-1.2.148.1
     - name: vulkansdk
       if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
       run: |
-        wget https://sdk.lunarg.com/sdk/download/1.1.114.0/linux/vulkansdk-linux-x86_64-1.1.114.0.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        tar -xf vulkansdk-linux-x86_64-1.1.114.0.tar.gz
-        rm -rf 1.1.114.0/source 1.1.114.0/samples
-        find 1.1.114.0 -type f | grep -v -E 'vulkan|glslang' | xargs rm
+        wget https://sdk.lunarg.com/sdk/download/1.2.148.1/linux/vulkansdk-linux-x86_64-1.2.148.1.tar.gz?Human=true -O vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        tar -xf vulkansdk-linux-x86_64-1.2.148.1.tar.gz
+        rm -rf 1.2.148.1/source 1.2.148.1/samples
+        find 1.2.148.1 -type f | grep -v -E 'vulkan|glslang' | xargs rm
     - name: cache-swiftshader
       id: cache-swiftshader
       uses: actions/cache@v1
@@ -47,12 +47,12 @@ jobs:
       run: |
         cd swiftshader
         mkdir -p build; cd build
-        cmake -DCMAKE_INSTALL_PREFIX=install -DSWIFTSHADER_BUILD_EGL=FALSE -DSWIFTSHADER_BUILD_GLESv2=FALSE -DSWIFTSHADER_BUILD_GLES_CM=FALSE -DSWIFTSHADER_BUILD_VULKAN=TRUE -DSWIFTSHADER_BUILD_PVR=FALSE -DSWIFTSHADER_BUILD_TESTS=FALSE -DSWIFTSHADER_ENABLE_ASTC=FALSE -DSWIFTSHADER_WARNINGS_AS_ERRORS=FALSE -DREACTOR_BACKEND=Subzero -DREACTOR_DEFAULT_OPT_LEVEL=Default -DCMAKE_BUILD_TYPE=Release -DNCNN_BUILD_TESTS=ON ..
+        cmake -DCMAKE_INSTALL_PREFIX=install -DSWIFTSHADER_BUILD_EGL=FALSE -DSWIFTSHADER_BUILD_GLESv2=FALSE -DSWIFTSHADER_BUILD_GLES_CM=FALSE -DSWIFTSHADER_BUILD_VULKAN=TRUE -DSWIFTSHADER_BUILD_PVR=FALSE -DSWIFTSHADER_BUILD_TESTS=FALSE -DSWIFTSHADER_ENABLE_ASTC=FALSE -DSWIFTSHADER_WARNINGS_AS_ERRORS=FALSE -DREACTOR_BACKEND=Subzero -DREACTOR_DEFAULT_OPT_LEVEL=Default -DCMAKE_BUILD_TYPE=Release ..
         cmake --build . -j 2
         mkdir $GITHUB_WORKSPACE/swiftshader-install
         cp Linux/* $GITHUB_WORKSPACE/swiftshader-install
     - name: configure
-      run: export VULKAN_SDK=`pwd`/1.1.114.0/x86_64 && mkdir build && cd build && cmake -DNCNN_VULKAN=ON -DNCNN_BUILD_TESTS=ON ..
+      run: export VULKAN_SDK=`pwd`/1.2.148.1/x86_64 && mkdir build && cd build && cmake -DNCNN_VULKAN=ON -DNCNN_BUILD_TESTS=ON ..
     - name: build
       run: cmake --build build -j 2
     - name: test

diff --git a/.github/workflows/macos-arm64-cpu.yml b/.github/workflows/macos-arm64-cpu.yml
@@ -0,0 +1,13 @@
+name: macos-arm64-cpu
+on: [push, pull_request]
+env:
+  DEVELOPER_DIR: /Applications/Xcode_12.2.app/Contents/Developer
+jobs:
+  macos-clang:
+    runs-on: macos-latest
+    steps:
+    - uses: actions/checkout@v2
+    - name: configure
+      run: mkdir build && cd build && cmake -DCMAKE_CROSSCOMPILING=ON -DCMAKE_SYSTEM_PROCESSOR=arm64 -DCMAKE_OSX_ARCHITECTURES=arm64 -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF ..
+    - name: build
+      run: cmake --build build -j 2
diff --git a/.github/workflows/macos-arm64-gpu.yml b/.github/workflows/macos-arm64-gpu.yml
@@ -0,0 +1,28 @@
+name: macos-arm64-gpu
+on: [push, pull_request]
+env:
+  DEVELOPER_DIR: /Applications/Xcode_12.2.app/Contents/Developer
+jobs:
+  macos-clang-gpu:
+    runs-on: macos-latest
+    steps:
+    - uses: actions/checkout@v2
+      with:
+        submodules: true
+    - name: cache-vulkansdk
+      id: cache-vulkansdk
+      uses: actions/cache@v1
+      with:
+        path: "vulkansdk-macos-1.2.135.0"
+        key: vulkansdk-macos-1.2.135.0
+    - name: vulkansdk
+      if: steps.cache-vulkansdk.outputs.cache-hit != 'true'
+      run: |
+        wget https://sdk.lunarg.com/sdk/download/1.2.135.0/mac/vulkansdk-macos-1.2.135.0.tar.gz?Human=true -O vulkansdk-macos-1.2.135.0.tar.gz
+        tar -xf vulkansdk-macos-1.2.135.0.tar.gz
+        rm -rf vulkansdk-macos-1.2.135.0/Applications
+        find vulkansdk-macos-1.2.135.0 -type f | grep -v -E 'vulkan|glslang|MoltenVK' | xargs rm
+    - name: configure
+      run: export VULKAN_SDK=`pwd`/vulkansdk-macos-1.2.135.0/macOS && mkdir build && cd build && cmake -DCMAKE_CROSSCOMPILING=ON -DCMAKE_SYSTEM_PROCESSOR=arm64 -DCMAKE_OSX_ARCHITECTURES=arm64 -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF -DVulkan_INCLUDE_DIR=`pwd`/../vulkansdk-macos-1.2.135.0/MoltenVK/include -DVulkan_LIBRARY=`pwd`/../vulkansdk-macos-1.2.135.0/MoltenVK/iOS/dynamic/libMoltenVK.dylib -DNCNN_VULKAN=ON ..
+    - name: build
+      run: cmake --build build -j 2