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name: SLSA for ML models example | ||
on: | ||
workflow_dispatch: | ||
inputs: | ||
model_type: | ||
description: Name of the model (implies framework) | ||
required: true | ||
type: choice | ||
options: | ||
- tensorflow_model.keras | ||
- tensorflow_hdf5_model.h5 | ||
- tensorflow_hdf5.weights.h5 | ||
- pytorch_model.pth | ||
- pytorch_full_model.pth | ||
- pytorch_jitted_model.pt | ||
pull_request: | ||
branches: [main] | ||
types: [opened, synchronize] | ||
|
||
permissions: read-all | ||
|
||
defaults: | ||
run: | ||
shell: bash | ||
|
||
jobs: | ||
train: | ||
name: Train model | ||
runs-on: ubuntu-latest | ||
outputs: | ||
hash: ${{ steps.hash.outputs.hash }} | ||
steps: | ||
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1 | ||
- uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0 | ||
with: | ||
python-version: 3.11 | ||
cache: pip | ||
cache-dependency-path: slsa_for_models/install/requirements_${{ runner.os }}.txt | ||
- name: Install dependencies | ||
run: | | ||
set -exuo pipefail | ||
python -m venv venv | ||
.github/workflows/scripts/venv_activate.sh | ||
python -m pip install --require-hashes -r slsa_for_models/install/requirements_${{ runner.os }}.txt | ||
- name: Build model | ||
env: | ||
MODEL_TYPE: ${{ github.event.inputs.model_type || 'pytorch_jitted_model.pt' }} | ||
run: | | ||
set -exuo pipefail | ||
python -m venv venv | ||
.github/workflows/scripts/venv_activate.sh | ||
python slsa_for_models/main.py "$MODEL_TYPE" | ||
- uses: actions/upload-artifact@c7d193f32edcb7bfad88892161225aeda64e9392 # v4.0.0 | ||
with: | ||
path: ${{ github.event.inputs.model_type || 'pytorch_jitted_model.pt' }} | ||
name: ${{ github.event.inputs.model_type || 'pytorch_jitted_model.pt' }} | ||
if-no-files-found: error | ||
- id: hash | ||
env: | ||
MODEL: ${{ github.event.inputs.model_type || 'pytorch_jitted_model.pt' }} | ||
run: | | ||
set -euo pipefail | ||
sha256sum "$MODEL" > checksum | ||
echo "hash=$(cat checksum | base64 -w0)" >> "${GITHUB_OUTPUT}" | ||
provenance: | ||
# TODO(mihaimaruseac): Don't run on pull requests for now | ||
if: ${{ github.event_name != 'pull_request' }} | ||
needs: [train] | ||
permissions: | ||
actions: read | ||
id-token: write | ||
contents: write | ||
uses: slsa-framework/slsa-github-generator/.github/workflows/generator_generic_slsa3.yml@v1.9.0 | ||
with: | ||
base64-subjects: "${{ needs.train.outputs.hash }}" | ||
upload-assets: true # NOTE: This does nothing unless 'upload-tag-name' parameter is also set to an existing tag | ||
name: SLSA for ML models example | ||
on: | ||
workflow_dispatch: | ||
inputs: | ||
model_type: | ||
description: Name of the model (implies framework) | ||
required: true | ||
type: choice | ||
options: | ||
- tensorflow_model.keras | ||
- tensorflow_hdf5_model.h5 | ||
- tensorflow_hdf5.weights.h5 | ||
- pytorch_model.pth | ||
- pytorch_full_model.pth | ||
- pytorch_jitted_model.pt | ||
pull_request: | ||
branches: [main] | ||
types: [opened, synchronize] | ||
|
||
permissions: read-all | ||
|
||
defaults: | ||
run: | ||
shell: bash | ||
|
||
jobs: | ||
train: | ||
name: Train model | ||
runs-on: ${{ matrix.os }} | ||
strategy: | ||
fail-fast: false # Don't cancel other jobs if one fails | ||
matrix: | ||
os: [ubuntu-latest, macos-latest, windows-latest] | ||
outputs: | ||
hash: ${{ steps.hash.outputs.hash }} | ||
steps: | ||
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1 | ||
- uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0 | ||
with: | ||
python-version: 3.11 | ||
cache: pip | ||
cache-dependency-path: slsa_for_models/install/requirements_${{ runner.os }}.txt | ||
- name: Install dependencies | ||
run: | | ||
set -exuo pipefail | ||
python -m venv venv | ||
.github/workflows/scripts/venv_activate.sh | ||
python -m pip install --require-hashes -r slsa_for_models/install/requirements_${{ runner.os }}.txt | ||
- name: Build model | ||
env: | ||
MODEL_TYPE: ${{ github.event.inputs.model_type || 'pytorch_jitted_model.pt' }} | ||
run: | | ||
set -exuo pipefail | ||
python -m venv venv | ||
.github/workflows/scripts/venv_activate.sh | ||
python slsa_for_models/main.py "$MODEL_TYPE" | ||
- uses: actions/upload-artifact@c7d193f32edcb7bfad88892161225aeda64e9392 # v4.0.0 | ||
with: | ||
path: ${{ github.event.inputs.model_type || 'pytorch_jitted_model.pt' }} | ||
name: ${{ github.event.inputs.model_type || 'pytorch_jitted_model.pt' }} | ||
if-no-files-found: error | ||
- id: hash | ||
env: | ||
MODEL: ${{ github.event.inputs.model_type || 'pytorch_jitted_model.pt' }} | ||
run: | | ||
set -euo pipefail | ||
sha256sum "$MODEL" > checksum | ||
echo "hash=$(cat checksum | base64 -w0)" >> "${GITHUB_OUTPUT}" | ||
provenance: | ||
# TODO(mihaimaruseac): Don't run on pull requests for now | ||
if: ${{ github.event_name != 'pull_request' }} | ||
needs: [train] | ||
permissions: | ||
actions: read | ||
id-token: write | ||
contents: write | ||
uses: slsa-framework/slsa-github-generator/.github/workflows/generator_generic_slsa3.yml@v1.9.0 | ||
with: | ||
base64-subjects: "${{ needs.train.outputs.hash }}" | ||
upload-assets: true # NOTE: This does nothing unless 'upload-tag-name' parameter is also set to an existing tag |
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name: Run unit tests | ||
on: | ||
pull_request: | ||
branches: [main] | ||
types: [opened, synchronize] | ||
|
||
permissions: {} | ||
|
||
defaults: | ||
run: | ||
shell: bash | ||
|
||
jobs: | ||
model-signing-unit-tests: | ||
name: Run unit tests for signing | ||
runs-on: ${{ matrix.os }} | ||
strategy: | ||
fail-fast: false # Don't cancel other jobs if one fails | ||
matrix: | ||
os: [ubuntu-latest, macos-latest] | ||
steps: | ||
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1 | ||
- uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0 | ||
with: | ||
python-version: 3.11 | ||
cache: pip | ||
cache-dependency-path: | | ||
model_signing/install/requirements_${{ runner.os }}.txt | ||
model_signing/install/requirements_test_${{ runner.os }}.txt | ||
- name: Install dependencies | ||
run: | | ||
set -exuo pipefail | ||
python -m venv venv | ||
.github/workflows/scripts/venv_activate.sh | ||
python -m pip install --require-hashes -r model_signing/install/requirements_${{ runner.os }}.txt | ||
python -m pip install --require-hashes -r model_signing/install/requirements_test_${{ runner.os }}.txt | ||
- name: Run unit tests | ||
run: | | ||
set -euo pipefail | ||
.github/workflows/scripts/venv_activate.sh | ||
# NOTE: option --full-trace may be useful for troubleshooting. | ||
# TODO(#68): Remove the need to create this folder. | ||
mkdir testdata | ||
pytest -v . | ||
name: Run unit tests | ||
on: | ||
pull_request: | ||
branches: [main] | ||
types: [opened, synchronize] | ||
|
||
permissions: {} | ||
|
||
defaults: | ||
run: | ||
shell: bash | ||
|
||
jobs: | ||
model-signing-unit-tests: | ||
name: Run unit tests for signing | ||
runs-on: ${{ matrix.os }} | ||
strategy: | ||
fail-fast: false # Don't cancel other jobs if one fails | ||
matrix: | ||
os: [ubuntu-latest, macos-latest, windows-latest] | ||
steps: | ||
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11 # v4.1.1 | ||
- uses: actions/setup-python@0a5c61591373683505ea898e09a3ea4f39ef2b9c # v5.0.0 | ||
with: | ||
python-version: 3.11 | ||
cache: pip | ||
cache-dependency-path: | | ||
model_signing/install/requirements_${{ runner.os }}.txt | ||
model_signing/install/requirements_test_${{ runner.os }}.txt | ||
- name: Install dependencies | ||
run: | | ||
set -exuo pipefail | ||
python -m venv venv | ||
.github/workflows/scripts/venv_activate.sh | ||
python -m pip install --require-hashes -r model_signing/install/requirements_${{ runner.os }}.txt | ||
python -m pip install --require-hashes -r model_signing/install/requirements_test_${{ runner.os }}.txt | ||
- name: Run unit tests | ||
run: | | ||
set -euo pipefail | ||
.github/workflows/scripts/venv_activate.sh | ||
# NOTE: option --full-trace may be useful for troubleshooting. | ||
# TODO(#68): Remove the need to create this folder. | ||
mkdir testdata | ||
pytest -v . |