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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:

  1. Install optillm: pip install optillm
  2. Start server: OPTILLM_API_KEY=optillm optillm --model google/gemma-3-270m-it --port 8000
  3. Set environment: export OPTILLM_API_KEY=optillm OPENAI_API_KEY=optillm
  4. 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