(WIP) Refactor: Remove AVM #427
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| name: Benchmarks | |
| on: | |
| push: | |
| branches: | |
| - main | |
| pull_request: | |
| branches: | |
| - main | |
| - develop | |
| jobs: | |
| Compiler_Benchmark: | |
| name: Transformer Compilation | |
| runs-on: ubuntu-latest | |
| permissions: | |
| contents: read | |
| timeout-minutes: 20 | |
| steps: | |
| - uses: actions/checkout@v1 | |
| - name: Set up SBCL via Roswell. | |
| run: | | |
| curl -L https://raw.githubusercontent.com/roswell/roswell/master/scripts/install-for-ci.sh | sh | |
| ros install sbcl-bin | |
| ros use sbcl-bin | |
| ros install qlot | |
| - name: Set up Python 3.12 | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: 3.12 | |
| - name: Update $PATH | |
| run: | | |
| echo $PATH | |
| export PATH=/home/runner/.roswell/bin:$PATH | |
| echo "PATH=$HOME/bin:$PATH" >> $GITHUB_ENV | |
| - name: Installing Dependencies | |
| env: | |
| GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} | |
| run: | | |
| sudo apt-get install -y libisl-dev gnuplot | |
| qlot install | |
| - name: Transformer Graph Simplification (N<=12, JIT=0, AUTO_SCHEDULER=0) | |
| run: PROFILE_SIMPLIFIER=1 qlot exec ./roswell/caten.ros benchmark transformer_compile_time 36 0 transformer_simplifier_plot.png | |
| - name: Transformer Scheduling (N<=12, JIT=1, AUTO_SCHEDULER=0) | |
| run: PARALLEL=4 PROFILE_SIMPLIFIER=1 qlot exec ./roswell/caten.ros benchmark transformer_compile_time 12 1 transformer_simplifier_no_auto_sched_plot.png | |
| # - name: Transformer Auto Scheduler (N<=12, JIT=1, AUTO_SCHEDULER=1) | |
| # run: PROFILE_SIMPLIFIER=1 AUTO_SCHEDULER=1 qlot exec ./roswell/caten.ros benchmark transformer_compile_time 24 1 transformer_simplifier_auto_scheduler_plot.png | |
| ONNX_Optimization: | |
| name: ONNX Optimization | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 20 | |
| permissions: | |
| contents: read | |
| steps: | |
| - uses: actions/checkout@v1 | |
| - name: Set up SBCL via Roswell. | |
| run: | | |
| curl -L https://raw.githubusercontent.com/roswell/roswell/master/scripts/install-for-ci.sh | sh | |
| ros install sbcl-bin | |
| ros use sbcl-bin | |
| ros install qlot | |
| - name: Set up Python 3.12 | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: 3.12 | |
| - name: Update $PATH | |
| run: | | |
| echo $PATH | |
| export PATH=/home/runner/.roswell/bin:$PATH | |
| echo "PATH=$HOME/bin:$PATH" >> $GITHUB_ENV | |
| - name: Installing Dependencies | |
| run: sudo apt-get install -y libisl-dev cmake unzip | |
| - name: Download and install Abseil | |
| run: | | |
| set -ex | |
| git clone --recursive -b lts_2024_07_22 https://github.com/abseil/abseil-cpp $GITHUB_WORKSPACE/abseil-cpp | |
| cd $GITHUB_WORKSPACE/abseil-cpp | |
| sudo cmake . -DCMAKE_CXX_STANDARD=17 -DABSL_ENABLE_INSTALL=ON | |
| sudo make -j20 | |
| sudo make install | |
| sudo ldconfig | |
| - name: Download and install protobuf | |
| run: | | |
| git clone --recursive -b 28.x https://github.com/protocolbuffers/protobuf | |
| cd protobuf/cmake | |
| mkdir build | |
| cd build | |
| cmake -DCMAKE_CXX_STANDARD=17 -Dprotobuf_BUILD_TESTS=OFF -Dprotobuf_ABSL_PROVIDER=package -DCMAKE_INSTALL_PREFIX=/usr/local/ ../.. | |
| sudo make install -j20 | |
| sudo ldconfig | |
| - name: Set up cl-protobufs | |
| run: | | |
| git clone https://github.com/qitab/cl-protobufs.git | |
| cd cl-protobufs/protoc | |
| cmake . -DCMAKE_CXX_STANDARD=17 -DProtobuf_PROTOC_EXECUTABLE=protoc | |
| cmake --build . --target install --parallel 16 | |
| cd ../../ | |
| - name: Installing extra dependencies | |
| env: | |
| GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} | |
| run: | | |
| qlot install | |
| qlot exec make install_docs | |
| pip install torchvision onnx | |
| - name: Exporting models | |
| run: | | |
| python ./scripts/export_onnx.py --task classification --model mobilenet_v2 --weights IMAGENET1K_V1 --output_dir ./models | |
| python ./scripts/export_onnx.py --task classification --model resnet18 --weights IMAGENET1K_V1 --output_dir ./models | |
| wget https://pub-edba5feea2c145019e8be2a71dbeea81.r2.dev/cat.png | |
| - name: Running MobilenetV2 | |
| run: | | |
| ros config set dynamic-space-size 8gb | |
| PROFILE=1 JIT_DEBUG=2 JIT=1 qlot exec ./roswell/caten.ros classification --model ./models/mobilenet_v2.onnx --image ./cat.png --label 282 | |
| - name: Running ResNet18 | |
| run: | | |
| ros config set dynamic-space-size 8gb | |
| PROFILE=1 JIT_DEBUG=2 JIT=1 qlot exec ./roswell/caten.ros classification --model ./models/resnet18.onnx --image ./cat.png --label 281 | |
| GGUF_Optimization: | |
| name: GGUF Optimization | |
| runs-on: ubuntu-latest | |
| timeout-minutes: 20 | |
| steps: | |
| - uses: actions/checkout@v1 | |
| - name: Set up SBCL via Roswell. | |
| run: | | |
| curl -L https://raw.githubusercontent.com/roswell/roswell/master/scripts/install-for-ci.sh | sh | |
| ros install sbcl-bin | |
| ros use sbcl-bin | |
| - name: Installing ISL | |
| run: sudo apt-get install -y libisl-dev | |
| - name: GPT2 | |
| run: | | |
| ros config set dynamic-space-size 8gb | |
| : # Reproducing the output from huggingface gpt2 | |
| PROFILE=1 JIT=1 JIT_DEBUG=4 PARALLEL=8 ./roswell/caten.ros llm-example --model "gpt2" --prompt "Hello" --expected "Hello, I'm sorry, but I'm not sure if you're aware of this. I'm not sure if you're aware of this. I'm not sure if you're aware of this. I'm not sure if you're aware of this. I'm not sure if you're aware of this. I'm not sure if you're aware of this. I'm not sure if you're aware of this. I'm not sure if you're aware of this. I'm not sure if you" --max-length 100 |