PyTorch examples #465
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| name: PyTorch examples | |
| on: | |
| schedule: | |
| - cron: "0 0 * * *" | |
| workflow_dispatch: | |
| inputs: | |
| logLevel: | |
| description: 'Log level' | |
| required: true | |
| default: 'info' | |
| push: | |
| branches: [ '*' ] | |
| paths: | |
| - ".github/workflows/pytorch.yml" | |
| - "pytorch-mobilenet-image/**" | |
| pull_request: | |
| branches: [ '*' ] | |
| paths: | |
| - ".github/workflows/pytorch.yml" | |
| - "pytorch-mobilenet-image/**" | |
| jobs: | |
| build: | |
| runs-on: ubuntu-20.04 | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Install apt-get packages | |
| run: | | |
| echo RESET grub-efi/install_devices | sudo debconf-communicate grub-pc | |
| sudo ACCEPT_EULA=Y apt-get update | |
| sudo ACCEPT_EULA=Y apt-get upgrade | |
| sudo apt-get install wget git curl software-properties-common build-essential | |
| - name: Install Rust target for wasm | |
| run: | | |
| rustup target add wasm32-wasi | |
| - name: Install WasmEdge + WASI-NN + PyTorch | |
| run: | | |
| VERSION=0.13.4 | |
| curl -sSf https://raw.githubusercontent.com/WasmEdge/WasmEdge/master/utils/install.sh | sudo bash -s -- -v $VERSION --plugins wasi_nn-pytorch -p /usr/local | |
| export PYTORCH_VERSION="1.8.2" | |
| # For the Ubuntu 20.04 or above, use the libtorch with cxx11 abi. | |
| export PYTORCH_ABI="libtorch-cxx11-abi" | |
| curl -s -L -O --remote-name-all https://download.pytorch.org/libtorch/lts/1.8/cpu/${PYTORCH_ABI}-shared-with-deps-${PYTORCH_VERSION}%2Bcpu.zip | |
| unzip -q "${PYTORCH_ABI}-shared-with-deps-${PYTORCH_VERSION}%2Bcpu.zip" | |
| rm -f "${PYTORCH_ABI}-shared-with-deps-${PYTORCH_VERSION}%2Bcpu.zip" | |
| export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:$(pwd)/libtorch/lib | |
| - name: Example | |
| run: | | |
| export LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:$(pwd)/libtorch/lib | |
| cd pytorch-mobilenet-image/rust | |
| cargo build --target wasm32-wasi --release | |
| cd .. | |
| wasmedge compile rust/target/wasm32-wasi/release/wasmedge-wasinn-example-mobilenet-image.wasm wasmedge-wasinn-example-mobilenet-image-aot.wasm | |
| wasmedge compile rust/target/wasm32-wasi/release/wasmedge-wasinn-example-mobilenet-image-named-model.wasm wasmedge-wasinn-example-mobilenet-image-named-model-aot.wasm | |
| echo "Run without named model" | |
| wasmedge --dir .:. wasmedge-wasinn-example-mobilenet-image-aot.wasm mobilenet.pt input.jpg | |
| echo "Run with named model" | |
| wasmedge --dir .:. --nn-preload demo:PyTorch:CPU:mobilenet.pt wasmedge-wasinn-example-mobilenet-image-named-model-aot.wasm demo input.jpg |