Merge branch 'main' into 3rd-try #12
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name: Train and Inference with SLSA | |
on: | |
push: | |
branches: | |
- main | |
jobs: | |
train: | |
runs-on: ubuntu-latest | |
steps: | |
- name: Checkout repository | |
uses: actions/checkout@v2 | |
- name: Set up Python | |
uses: actions/setup-python@v2 | |
with: | |
python-version: 3.12.2 | |
- name: Install dependencies | |
run: | | |
python -m pip install --upgrade pip | |
pip install -r requirements.txt | |
- name: Generate Dataset | |
run: | | |
python generate_dataset.py | |
tar -czvf dataset.tgz dataset.npz | |
- name: Train Model | |
run: python train_model.py | |
- name: Generate SLSA Attestation for Dataset | |
run: | | |
checksum=$(sha256sum dataset.tgz | cut -d ' ' -f 1) | |
echo "Dataset checksum: $checksum" | |
# Use the checksum to generate SLSA attestation | |
- name: Generate SLSA Attestation for Model | |
run: | | |
checksum=$(sha256sum model.pth | cut -d ' ' -f 1) | |
echo "Model checksum: $checksum" | |
# Use the checksum to generate SLSA attestation | |
provenance: | |
if: ${{ github.event_name != 'pull_request' }} | |
needs: [train] | |
runs-on: ubuntu-latest | |
permissions: | |
actions: read | |
id-token: write | |
contents: write | |
steps: | |
- name: Get outputs | |
id: hash | |
run: echo "::set-output name=hash::$(echo 'hash-'$(sha256sum dataset.tgz | cut -d ' ' -f 1) 'hash-'$(sha256sum model.pth | cut -d ' ' -f 1))" | |
- name: Run SLSA Generator | |
uses: slsa-framework/slsa-github-generator/.github/workflows/[email protected] | |
with: | |
base64-subjects: ${{ steps.hash.outputs.hash }} |