Repository
ncnn-webassembly-yolov5
Deploy YOLOv5 in your web browser with ncnn and webassembly
README
ncnn-webassembly-yolov5
open https://nihui.github.io/ncnn-webassembly-yolov5 and enjoy
build and deploy
Prior to starting, make sure you have cmake installed.
- Clone the project - all other steps are to be performed inside the project directory.
git clone https://github.com/nihui/ncnn-webassembly-yolov5.git
cd ncnn-webassembly-yolov5
- Install emscripten
git clone https://github.com/emscripten-core/emsdk.git cd emsdk ./emsdk install 3.1.28 ./emsdk activate 3.1.28
source emsdk_env.sh
3. Download and extract ncnn webassembly package
```shell
cd .. #Return to the root folder
wget https://github.com/Tencent/ncnn/releases/download/20230223/ncnn-20230223-webassembly.zip
unzip ncnn-20230223-webassembly.zip
-
Build four WASM feature variants
# The build folder is part of the bundle extracted in the previous step cd build cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=basic .. make -j4 cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=simd .. make -j4 cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=threads .. make -j4 cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=simd-threads .. make -j4 -
Deploy the .data .js .wasm and .html files to your web server
If you want to run this locally, create a folder named deploy in the root project directory and copy the following assets into it:
# deploy files
deploy/
├── index.html
├── yolov5-basic.data
├── yolov5-basic.js
├── yolov5-basic.wasm
├── yolov5-simd.data
├── yolov5-simd.js
├── yolov5-simd-threads.data
├── yolov5-simd-threads.js
├── yolov5-simd-threads.wasm
├── yolov5-simd-threads.worker.js
├── yolov5-simd.wasm
├── yolov5-threads.data
├── yolov5-threads.js
├── yolov5-threads.wasm
├── yolov5-threads.worker.js
└── wasmFeatureDetect.js
-
Deploy local server(python3 as a example)
python3 -m http.server --directory deploy -
Access local server(chrome as a example)
# launch chrome browser, enter following command to address bar and press ENTER: chrome://flags/#unsafely-treat-insecure-origin-as-secure
enter following keyword to "Search flags" and press ENTER:
"insecure origins"
you will find "Insecure origins treated as secure" key
enter local server url and click right side dropdown list, select "Enabled"
url example: http://192.168.1.100:8000
relaunch chrome browser and access http://192.168.1.100:8000 (replace 192.168.1.100 with your local ip)