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6.82 kB
| """ | |
| Tests for process-based parallel controller | |
| """ | |
| import asyncio | |
| import os | |
| import tempfile | |
| import unittest | |
| from unittest.mock import Mock, patch, MagicMock | |
| import time | |
| from concurrent.futures import Future | |
| # Set dummy API key for testing | |
| os.environ["OPENAI_API_KEY"] = "test" | |
| from openevolve.config import Config, DatabaseConfig, EvaluatorConfig, LLMConfig, PromptConfig | |
| from openevolve.database import Program, ProgramDatabase | |
| from openevolve.process_parallel import ProcessParallelController, SerializableResult | |
| class TestProcessParallel(unittest.TestCase): | |
| """Tests for process-based parallel controller""" | |
| def setUp(self): | |
| """Set up test environment""" | |
| self.test_dir = tempfile.mkdtemp() | |
| # Create test config | |
| self.config = Config() | |
| self.config.max_iterations = 10 | |
| self.config.evaluator.parallel_evaluations = 2 | |
| self.config.evaluator.timeout = 10 | |
| self.config.database.num_islands = 2 | |
| self.config.database.in_memory = True | |
| self.config.checkpoint_interval = 5 | |
| # Create test evaluation file | |
| self.eval_content = """ | |
| def evaluate(program_path): | |
| return {"score": 0.5, "performance": 0.6} | |
| """ | |
| self.eval_file = os.path.join(self.test_dir, "evaluator.py") | |
| with open(self.eval_file, "w") as f: | |
| f.write(self.eval_content) | |
| # Create test database | |
| self.database = ProgramDatabase(self.config.database) | |
| # Add some test programs | |
| for i in range(3): | |
| program = Program( | |
| id=f"test_{i}", | |
| code=f"def func_{i}(): return {i}", | |
| language="python", | |
| metrics={"score": 0.5 + i * 0.1, "performance": 0.4 + i * 0.1}, | |
| iteration_found=0, | |
| ) | |
| self.database.add(program) | |
| def tearDown(self): | |
| """Clean up test environment""" | |
| import shutil | |
| shutil.rmtree(self.test_dir, ignore_errors=True) | |
| def test_controller_initialization(self): | |
| """Test that controller initializes correctly""" | |
| controller = ProcessParallelController(self.config, self.eval_file, self.database) | |
| self.assertEqual(controller.num_workers, 2) | |
| self.assertIsNone(controller.executor) | |
| self.assertIsNotNone(controller.shutdown_event) | |
| def test_controller_start_stop(self): | |
| """Test starting and stopping the controller""" | |
| controller = ProcessParallelController(self.config, self.eval_file, self.database) | |
| # Start controller | |
| controller.start() | |
| self.assertIsNotNone(controller.executor) | |
| # Stop controller | |
| controller.stop() | |
| self.assertIsNone(controller.executor) | |
| self.assertTrue(controller.shutdown_event.is_set()) | |
| def test_database_snapshot_creation(self): | |
| """Test creating database snapshot for workers""" | |
| controller = ProcessParallelController(self.config, self.eval_file, self.database) | |
| snapshot = controller._create_database_snapshot() | |
| # Verify snapshot structure | |
| self.assertIn("programs", snapshot) | |
| self.assertIn("islands", snapshot) | |
| self.assertIn("current_island", snapshot) | |
| self.assertIn("artifacts", snapshot) | |
| # Verify programs are serialized | |
| self.assertEqual(len(snapshot["programs"]), 3) | |
| for pid, prog_dict in snapshot["programs"].items(): | |
| self.assertIsInstance(prog_dict, dict) | |
| self.assertIn("id", prog_dict) | |
| self.assertIn("code", prog_dict) | |
| def test_run_evolution_basic(self): | |
| """Test basic evolution run""" | |
| async def run_test(): | |
| controller = ProcessParallelController(self.config, self.eval_file, self.database) | |
| # Mock the executor to avoid actually spawning processes | |
| with patch.object(controller, "_submit_iteration") as mock_submit: | |
| # Create mock futures that complete immediately | |
| mock_future1 = MagicMock() | |
| mock_result1 = SerializableResult( | |
| child_program_dict={ | |
| "id": "child_1", | |
| "code": "def evolved(): return 1", | |
| "language": "python", | |
| "parent_id": "test_0", | |
| "generation": 1, | |
| "metrics": {"score": 0.7, "performance": 0.8}, | |
| "iteration_found": 1, | |
| "metadata": {"changes": "test", "island": 0}, | |
| }, | |
| parent_id="test_0", | |
| iteration_time=0.1, | |
| iteration=1, | |
| ) | |
| mock_future1.done.return_value = True | |
| mock_future1.result.return_value = mock_result1 | |
| mock_future1.cancel.return_value = True | |
| mock_submit.return_value = mock_future1 | |
| # Start controller | |
| controller.start() | |
| # Run evolution for 1 iteration | |
| result = await controller.run_evolution( | |
| start_iteration=1, max_iterations=1, target_score=None | |
| ) | |
| # Verify iteration was submitted with island_id | |
| mock_submit.assert_called_once_with(1, 0) | |
| # Verify program was added to database | |
| self.assertIn("child_1", self.database.programs) | |
| child = self.database.get("child_1") | |
| self.assertEqual(child.metrics["score"], 0.7) | |
| # Run the async test | |
| asyncio.run(run_test()) | |
| def test_request_shutdown(self): | |
| """Test graceful shutdown request""" | |
| controller = ProcessParallelController(self.config, self.eval_file, self.database) | |
| # Request shutdown | |
| controller.request_shutdown() | |
| # Verify shutdown event is set | |
| self.assertTrue(controller.shutdown_event.is_set()) | |
| def test_serializable_result(self): | |
| """Test SerializableResult dataclass""" | |
| result = SerializableResult( | |
| child_program_dict={"id": "test", "code": "pass"}, | |
| parent_id="parent", | |
| iteration_time=1.5, | |
| iteration=10, | |
| error=None, | |
| ) | |
| # Verify attributes | |
| self.assertEqual(result.child_program_dict["id"], "test") | |
| self.assertEqual(result.parent_id, "parent") | |
| self.assertEqual(result.iteration_time, 1.5) | |
| self.assertEqual(result.iteration, 10) | |
| self.assertIsNone(result.error) | |
| # Test with error | |
| error_result = SerializableResult(error="Test error", iteration=5) | |
| self.assertEqual(error_result.error, "Test error") | |
| self.assertIsNone(error_result.child_program_dict) | |
| if __name__ == "__main__": | |
| unittest.main() | |