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tests.yml
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name: Tests
on:
push:
branches: [ main, develop ]
pull_request:
branches: [ main, develop ]
jobs:
unit-tests:
name: Unit Tests - Python ${{ matrix.python-version }}
runs-on: ubuntu-latest
strategy:
fail-fast: false
matrix:
python-version: ['3.8', '3.9', '3.10']
steps:
- uses: actions/checkout@v3
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v4
with:
python-version: ${{ matrix.python-version }}
- name: Cache pip packages
uses: actions/cache@v3
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pip-${{ hashFiles('**/requirements.txt') }}
restore-keys: |
${{ runner.os }}-pip-
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu
pip install -r requirements.txt
pip install pytest pytest-cov pytest-xdist pytest-timeout
pip install -e .
- name: Run unit tests
run: |
pytest tests/test_distributed.py -v \
--cov=src \
--cov-report=xml \
--cov-report=term \
--timeout=300
- name: Upload coverage
uses: codecov/codecov-action@v3
with:
file: ./coverage.xml
flags: unittests
name: codecov-${{ matrix.python-version }}
integration-tests:
name: Integration Tests
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: '3.10'
- name: Install dependencies
run: |
pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu
pip install -r requirements.txt
pip install pytest pytest-timeout
pip install -e .
- name: Run integration tests
run: |
pytest tests/test_integration.py -v --timeout=600
- name: Upload test artifacts
if: failure()
uses: actions/upload-artifact@v3
with:
name: integration-test-logs
path: logs/
performance-tests:
name: Performance Tests
runs-on: [self-hosted, gpu]
if: github.event_name == 'pull_request'
steps:
- uses: actions/checkout@v3
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: '3.10'
- name: Install dependencies
run: |
pip install torch torchvision --index-url https://download.pytorch.org/whl/cu118
pip install -r requirements.txt
pip install pytest pytest-benchmark
pip install -e .
- name: Run performance tests
run: |
pytest tests/test_performance.py -v -m "not slow"
- name: Generate performance report
run: |
python benchmarks/run_benchmark.py \
--gpus 1 2 \
--strategies ddp \
--output-dir performance-results
- name: Upload performance results
uses: actions/upload-artifact@v3
with:
name: performance-results
path: performance-results/
compatibility-tests:
name: PyTorch Compatibility
runs-on: ubuntu-latest
strategy:
matrix:
pytorch-version: ['2.0.0', '2.1.0', 'latest']
steps:
- uses: actions/checkout@v3
- name: Set up Python
uses: actions/setup-python@v4
with:
python-version: '3.10'
- name: Install PyTorch ${{ matrix.pytorch-version }}
run: |
if [ "${{ matrix.pytorch-version }}" = "latest" ]; then
pip install torch torchvision --index-url https://download.pytorch.org/whl/cpu
else
pip install torch==${{ matrix.pytorch-version }} torchvision --index-url https://download.pytorch.org/whl/cpu
fi
- name: Install framework
run: |
pip install -r requirements.txt
pip install -e .
- name: Run compatibility tests
run: |
python -c "from src import DistributedTrainer; print('✓ Import successful')"
python -c "import torch; print(f'PyTorch {torch.__version__}')"
docker-build-test:
name: Docker Build Test
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Set up Docker Buildx
uses: docker/setup-buildx-action@v2
- name: Build Docker image
uses: docker/build-push-action@v4
with:
context: .
push: false
tags: distributed-training:test
cache-from: type=gha
cache-to: type=gha,mode=max
- name: Test Docker image
run: |
docker run --rm distributed-training:test python -c "from src import DistributedTrainer; print('✓ Docker image works')"