refactor(library): reduce overhead in marlin op #194
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| name: Linux examples (CPU, CUDA) | |
| on: | |
| push: | |
| branches: | |
| - main | |
| paths: | |
| - "optimum/quanto/**" | |
| - "examples/**" | |
| - "pyproject.toml" | |
| pull_request: | |
| types: [assigned, opened, synchronize, reopened] | |
| paths: | |
| - "optimum/quanto/**" | |
| - "examples/**" | |
| - "pyproject.toml" | |
| jobs: | |
| check-commits: | |
| uses: ./.github/workflows/check-commits.yml | |
| python-quality: | |
| uses: ./.github/workflows/python-quality.yml | |
| run-examples: | |
| needs: [check-commits, python-quality] | |
| runs-on: | |
| group: aws-g5-4xlarge-plus | |
| strategy: | |
| fail-fast: false | |
| matrix: | |
| device: ["cpu", "cuda"] | |
| container: | |
| image: pytorch/pytorch:2.4.0-cuda12.1-cudnn9-devel | |
| options: --gpus 0 | |
| steps: | |
| - uses: actions/checkout@v2 | |
| - name: Check CUDA installation | |
| run: | | |
| nvcc -V | |
| - name: Build and install packages | |
| run: | | |
| pip install --upgrade pip | |
| pip install -e .[examples] | |
| # Run examples | |
| - name: Run MNIST classification example | |
| run: | | |
| for w in int4 int8 float8; do \ | |
| for a in none int8 float8; do \ | |
| python examples/vision/image-classification/mnist/quantize_mnist_model.py \ | |
| --weights $w --activations $a --device ${{ matrix.device }}; \ | |
| done; \ | |
| done | |
| - name: Run OWL detection example | |
| run: | | |
| for w in int4 int8 float8; do \ | |
| python examples/vision/object-detection/quantize_owl_model.py \ | |
| --image http://images.cocodataset.org/val2017/000000039769.jpg \ | |
| --texts "a photo of a cat" "a remote" \ | |
| --weights $w --device ${{ matrix.device }}; \ | |
| done | |
| - name: Run text-classification example | |
| run: | | |
| for w in int4 int8; do \ | |
| for a in none int8; do \ | |
| python examples/nlp/text-classification/sst2/quantize_sst2_model.py \ | |
| --weights $w --activations $a --device ${{ matrix.device }}; \ | |
| done; \ | |
| done | |
| - name: Run text-to-image example | |
| if: ${{ matrix.device == 'cuda'}} | |
| run: | | |
| for w in int4 int8 fp8; do \ | |
| python examples/vision/text-to-image/quantize_pixart_sigma.py \ | |
| --qtype $w --device ${{ matrix.device }}; \ | |
| done |