Integration Tests
This directory contains integration tests for OpenEvolve. Tests are organized into two categories:
Fast Tests (CI)
Smoke tests that run in CI to validate basic functionality without requiring slow LLM inference:
# Run only fast tests (for CI)
pytest tests/integration/ -m "not slow"
These tests:
- Complete in <10 seconds total
- Test core API validation, configuration, and basic component initialization
- No real LLM calls required
Slow Tests (Local Development)
Full integration tests with real LLM inference for comprehensive validation:
# Run all tests including slow ones (for local development)
pytest tests/integration/
# Run only slow tests
pytest tests/integration/ -m "slow"
These tests:
- Take ~1 hour to complete
- Use real optillm server with google/gemma-3-270m-it model
- Test complete evolution pipelines, checkpointing, island migration, etc.
- Require optillm server running on localhost:8000
Test Setup
For slow tests that require LLM inference:
- Install optillm:
pip install optillm - Start server:
OPTILLM_API_KEY=optillm optillm --model google/gemma-3-270m-it --port 8000 - Set environment:
export OPTILLM_API_KEY=optillm OPENAI_API_KEY=optillm - Run tests:
pytest tests/integration/ -m "slow"
Configuration
All integration tests use:
- 0 retries for fast failure
- 120 second timeout per LLM call
- In-memory database for speed
- Small iteration counts (1-8 iterations) for CI compatibility
CI Behavior
GitHub Actions will:
- Run fast tests only (
-m "not slow") - Complete in <30 seconds
- Validate core functionality without requiring model downloads
- Skip all tests marked with
@pytest.mark.slow