| """ |
| Tests for evolution trace functionality |
| """ |
|
|
| import json |
| import os |
| import tempfile |
| import unittest |
| from pathlib import Path |
| from unittest.mock import MagicMock, patch |
|
|
| from openevolve.evolution_trace import ( |
| EvolutionTrace, |
| EvolutionTracer, |
| extract_evolution_trace_from_checkpoint, |
| extract_full_lineage_traces |
| ) |
| from openevolve.database import Program |
|
|
|
|
| class TestEvolutionTrace(unittest.TestCase): |
| """Test the EvolutionTrace dataclass""" |
| |
| def test_trace_creation(self): |
| """Test creating an evolution trace entry""" |
| trace = EvolutionTrace( |
| iteration=1, |
| timestamp=1234567890.0, |
| parent_id="parent-123", |
| child_id="child-456", |
| parent_metrics={"score": 0.5, "accuracy": 0.8}, |
| child_metrics={"score": 0.6, "accuracy": 0.85} |
| ) |
| |
| self.assertEqual(trace.iteration, 1) |
| self.assertEqual(trace.parent_id, "parent-123") |
| self.assertEqual(trace.child_id, "child-456") |
| |
| def test_calculate_improvement(self): |
| """Test improvement calculation""" |
| trace = EvolutionTrace( |
| iteration=1, |
| timestamp=1234567890.0, |
| parent_id="parent-123", |
| child_id="child-456", |
| parent_metrics={"score": 0.5, "accuracy": 0.8, "label": "good"}, |
| child_metrics={"score": 0.6, "accuracy": 0.75, "label": "better"} |
| ) |
| |
| improvement = trace.calculate_improvement() |
| |
| self.assertAlmostEqual(improvement["score"], 0.1) |
| self.assertAlmostEqual(improvement["accuracy"], -0.05) |
| self.assertNotIn("label", improvement) |
| |
| def test_to_dict(self): |
| """Test conversion to dictionary""" |
| trace = EvolutionTrace( |
| iteration=1, |
| timestamp=1234567890.0, |
| parent_id="parent-123", |
| child_id="child-456", |
| parent_metrics={"score": 0.5}, |
| child_metrics={"score": 0.6}, |
| parent_code="def f(): pass", |
| island_id=2 |
| ) |
| |
| trace_dict = trace.to_dict() |
| |
| self.assertIn("iteration", trace_dict) |
| self.assertIn("parent_code", trace_dict) |
| self.assertIn("island_id", trace_dict) |
| self.assertNotIn("llm_response", trace_dict) |
|
|
|
|
| class TestEvolutionTracer(unittest.TestCase): |
| """Test the EvolutionTracer class""" |
| |
| def setUp(self): |
| """Set up test fixtures""" |
| self.temp_dir = tempfile.mkdtemp() |
| self.parent_program = Program( |
| id="parent-123", |
| code="def f(): return 1", |
| language="python", |
| metrics={"score": 0.5, "accuracy": 0.8}, |
| generation=1 |
| ) |
| self.child_program = Program( |
| id="child-456", |
| code="def f(): return 2", |
| language="python", |
| parent_id="parent-123", |
| metrics={"score": 0.6, "accuracy": 0.85}, |
| generation=2 |
| ) |
| |
| def tearDown(self): |
| """Clean up test fixtures""" |
| import shutil |
| shutil.rmtree(self.temp_dir, ignore_errors=True) |
| |
| def test_tracer_disabled(self): |
| """Test that disabled tracer does nothing""" |
| tracer = EvolutionTracer(enabled=False) |
| |
| |
| tracer.log_trace( |
| iteration=1, |
| parent_program=self.parent_program, |
| child_program=self.child_program |
| ) |
| |
| stats = tracer.get_statistics() |
| self.assertEqual(stats["total_traces"], 0) |
| |
| def test_jsonl_format(self): |
| """Test JSONL format output""" |
| output_path = Path(self.temp_dir) / "trace.jsonl" |
| |
| tracer = EvolutionTracer( |
| output_path=str(output_path), |
| format="jsonl", |
| include_code=True, |
| buffer_size=1 |
| ) |
| |
| tracer.log_trace( |
| iteration=1, |
| parent_program=self.parent_program, |
| child_program=self.child_program, |
| prompt={"system": "Test prompt"}, |
| island_id=0 |
| ) |
| |
| |
| self.assertTrue(output_path.exists()) |
| |
| |
| with open(output_path, "r") as f: |
| line = f.readline() |
| data = json.loads(line) |
| |
| self.assertEqual(data["iteration"], 1) |
| self.assertEqual(data["parent_id"], "parent-123") |
| self.assertEqual(data["child_id"], "child-456") |
| self.assertEqual(data["parent_code"], "def f(): return 1") |
| self.assertEqual(data["island_id"], 0) |
| |
| tracer.close() |
| |
| def test_json_format(self): |
| """Test JSON format output""" |
| output_path = Path(self.temp_dir) / "trace.json" |
| |
| tracer = EvolutionTracer( |
| output_path=str(output_path), |
| format="json", |
| include_prompts=False, |
| buffer_size=1 |
| ) |
| |
| tracer.log_trace( |
| iteration=1, |
| parent_program=self.parent_program, |
| child_program=self.child_program |
| ) |
| |
| tracer.log_trace( |
| iteration=2, |
| parent_program=self.child_program, |
| child_program=self.parent_program |
| ) |
| |
| tracer.close() |
| |
| |
| with open(output_path, "r") as f: |
| data = json.load(f) |
| |
| self.assertIn("metadata", data) |
| self.assertIn("traces", data) |
| self.assertEqual(len(data["traces"]), 2) |
| self.assertEqual(data["traces"][0]["iteration"], 1) |
| self.assertEqual(data["traces"][1]["iteration"], 2) |
| |
| def test_statistics(self): |
| """Test statistics tracking""" |
| tracer = EvolutionTracer( |
| output_path=Path(self.temp_dir) / "trace.jsonl", |
| buffer_size=10 |
| ) |
| |
| |
| tracer.log_trace( |
| iteration=1, |
| parent_program=self.parent_program, |
| child_program=self.child_program |
| ) |
| |
| |
| tracer.log_trace( |
| iteration=2, |
| parent_program=self.child_program, |
| child_program=self.parent_program |
| ) |
| |
| stats = tracer.get_statistics() |
| |
| self.assertEqual(stats["total_traces"], 2) |
| self.assertIn("total_improvement", stats) |
| self.assertIn("best_improvement", stats) |
| self.assertIn("worst_decline", stats) |
| self.assertIn("improvement_rate", stats) |
| |
| |
| self.assertAlmostEqual(stats["best_improvement"]["score"], 0.1) |
| self.assertAlmostEqual(stats["worst_decline"]["score"], -0.1) |
| |
| tracer.close() |
| |
| def test_buffer_flushing(self): |
| """Test buffer flushing behavior""" |
| output_path = Path(self.temp_dir) / "trace.jsonl" |
| |
| tracer = EvolutionTracer( |
| output_path=str(output_path), |
| format="jsonl", |
| buffer_size=2 |
| ) |
| |
| |
| tracer.log_trace( |
| iteration=1, |
| parent_program=self.parent_program, |
| child_program=self.child_program |
| ) |
| |
| |
| self.assertFalse(output_path.exists()) |
| |
| |
| tracer.log_trace( |
| iteration=2, |
| parent_program=self.parent_program, |
| child_program=self.child_program |
| ) |
| |
| |
| self.assertTrue(output_path.exists()) |
| |
| |
| with open(output_path, "r") as f: |
| lines = f.readlines() |
| self.assertEqual(len(lines), 2) |
| |
| tracer.close() |
| |
| def test_context_manager(self): |
| """Test using tracer as context manager""" |
| output_path = Path(self.temp_dir) / "trace.jsonl" |
| |
| with EvolutionTracer( |
| output_path=str(output_path), |
| buffer_size=10 |
| ) as tracer: |
| tracer.log_trace( |
| iteration=1, |
| parent_program=self.parent_program, |
| child_program=self.child_program |
| ) |
| |
| |
| self.assertTrue(output_path.exists()) |
| |
| def test_artifact_logging(self): |
| """Test logging with artifacts""" |
| output_path = Path(self.temp_dir) / "trace.jsonl" |
| |
| tracer = EvolutionTracer( |
| output_path=str(output_path), |
| include_code=False, |
| buffer_size=1 |
| ) |
| |
| artifacts = { |
| "execution_output": "Result: 42", |
| "error": None, |
| "timing": 0.123 |
| } |
| |
| tracer.log_trace( |
| iteration=1, |
| parent_program=self.parent_program, |
| child_program=self.child_program, |
| artifacts=artifacts |
| ) |
| |
| |
| with open(output_path, "r") as f: |
| data = json.loads(f.readline()) |
| |
| self.assertIn("artifacts", data) |
| self.assertEqual(data["artifacts"]["execution_output"], "Result: 42") |
| self.assertEqual(data["artifacts"]["timing"], 0.123) |
| |
| tracer.close() |
|
|
|
|
| class TestEvolutionTraceIntegration(unittest.TestCase): |
| """Test integration with OpenEvolve configuration""" |
| |
| def test_config_integration(self): |
| """Test that evolution trace config is properly integrated""" |
| from openevolve.config import Config, EvolutionTraceConfig |
| |
| |
| config = Config() |
| config.evolution_trace = EvolutionTraceConfig( |
| enabled=True, |
| format="jsonl", |
| include_code=True, |
| include_prompts=False, |
| output_path="/tmp/test_trace.jsonl" |
| ) |
| |
| |
| self.assertTrue(config.evolution_trace.enabled) |
| self.assertEqual(config.evolution_trace.format, "jsonl") |
| self.assertTrue(config.evolution_trace.include_code) |
| self.assertFalse(config.evolution_trace.include_prompts) |
| |
| def test_yaml_config(self): |
| """Test loading evolution trace config from YAML""" |
| import yaml |
| from openevolve.config import Config |
| |
| yaml_content = """ |
| evolution_trace: |
| enabled: true |
| format: json |
| include_code: false |
| include_prompts: true |
| output_path: /tmp/evolution_trace.json |
| buffer_size: 20 |
| compress: false |
| """ |
| |
| config_dict = yaml.safe_load(yaml_content) |
| config = Config.from_dict(config_dict) |
| |
| self.assertTrue(config.evolution_trace.enabled) |
| self.assertEqual(config.evolution_trace.format, "json") |
| self.assertFalse(config.evolution_trace.include_code) |
| self.assertTrue(config.evolution_trace.include_prompts) |
| self.assertEqual(config.evolution_trace.buffer_size, 20) |
|
|
|
|
| class TestCheckpointExtraction(unittest.TestCase): |
| """Test checkpoint extraction functionality""" |
| |
| def setUp(self): |
| """Set up test fixtures""" |
| self.temp_dir = tempfile.mkdtemp() |
| self.checkpoint_dir = Path(self.temp_dir) / "checkpoint" |
| self.programs_dir = self.checkpoint_dir / "programs" |
| self.programs_dir.mkdir(parents=True, exist_ok=True) |
| |
| def tearDown(self): |
| """Clean up test fixtures""" |
| import shutil |
| shutil.rmtree(self.temp_dir, ignore_errors=True) |
| |
| def _create_test_program(self, prog_id, parent_id=None, iteration=0, metrics=None, generation=0): |
| """Helper to create a test program JSON file""" |
| program_data = { |
| "id": prog_id, |
| "code": f"def func_{prog_id}(): pass", |
| "language": "python", |
| "parent_id": parent_id, |
| "iteration_found": iteration, |
| "generation": generation, |
| "timestamp": 1234567890.0 + iteration, |
| "metrics": metrics or {"score": 0.5, "accuracy": 0.8}, |
| "metadata": { |
| "island": iteration % 3, |
| "changes": f"Changes for {prog_id}" |
| } |
| } |
| |
| program_file = self.programs_dir / f"{prog_id}.json" |
| with open(program_file, "w") as f: |
| json.dump(program_data, f) |
| |
| return program_data |
| |
| def test_extract_from_empty_checkpoint(self): |
| """Test extraction from checkpoint with no programs""" |
| traces = extract_evolution_trace_from_checkpoint(self.checkpoint_dir) |
| self.assertEqual(len(traces), 0) |
| |
| def test_extract_single_parent_child(self): |
| """Test extraction with single parent-child pair""" |
| |
| parent = self._create_test_program("parent-1", None, 0, {"score": 0.5}, 0) |
| child = self._create_test_program("child-1", "parent-1", 1, {"score": 0.6}, 1) |
| |
| traces = extract_evolution_trace_from_checkpoint(self.checkpoint_dir) |
| |
| self.assertEqual(len(traces), 1) |
| trace = traces[0] |
| |
| self.assertEqual(trace.parent_id, "parent-1") |
| self.assertEqual(trace.child_id, "child-1") |
| self.assertEqual(trace.iteration, 1) |
| self.assertEqual(trace.generation, 1) |
| self.assertEqual(trace.parent_metrics["score"], 0.5) |
| self.assertEqual(trace.child_metrics["score"], 0.6) |
| |
| def test_extract_multiple_generations(self): |
| """Test extraction with multiple generations""" |
| |
| prog1 = self._create_test_program("prog-1", None, 0, {"score": 0.5}, 0) |
| prog2 = self._create_test_program("prog-2", "prog-1", 1, {"score": 0.6}, 1) |
| prog3 = self._create_test_program("prog-3", "prog-2", 2, {"score": 0.7}, 2) |
| prog4 = self._create_test_program("prog-4", "prog-2", 3, {"score": 0.65}, 2) |
| |
| traces = extract_evolution_trace_from_checkpoint(self.checkpoint_dir) |
| |
| self.assertEqual(len(traces), 3) |
| |
| |
| iterations = [t.iteration for t in traces] |
| self.assertEqual(iterations, sorted(iterations)) |
| |
| def test_extract_with_code_inclusion(self): |
| """Test extraction with code included""" |
| parent = self._create_test_program("parent-1", None, 0) |
| child = self._create_test_program("child-1", "parent-1", 1) |
| |
| traces = extract_evolution_trace_from_checkpoint( |
| self.checkpoint_dir, |
| include_code=True |
| ) |
| |
| self.assertEqual(len(traces), 1) |
| trace = traces[0] |
| |
| self.assertIn("func_parent-1", trace.parent_code) |
| self.assertIn("func_child-1", trace.child_code) |
| |
| def test_extract_without_code(self): |
| """Test extraction without code""" |
| parent = self._create_test_program("parent-1", None, 0) |
| child = self._create_test_program("child-1", "parent-1", 1) |
| |
| traces = extract_evolution_trace_from_checkpoint( |
| self.checkpoint_dir, |
| include_code=False |
| ) |
| |
| trace = traces[0] |
| self.assertIsNone(trace.parent_code) |
| self.assertIsNone(trace.child_code) |
| |
| def test_save_extracted_traces_jsonl(self): |
| """Test saving extracted traces in JSONL format""" |
| parent = self._create_test_program("parent-1", None, 0) |
| child = self._create_test_program("child-1", "parent-1", 1) |
| |
| output_path = Path(self.temp_dir) / "extracted.jsonl" |
| |
| traces = extract_evolution_trace_from_checkpoint( |
| self.checkpoint_dir, |
| output_path=str(output_path), |
| format="jsonl" |
| ) |
| |
| |
| self.assertTrue(output_path.exists()) |
| |
| |
| with open(output_path, "r") as f: |
| lines = f.readlines() |
| |
| self.assertEqual(len(lines), 1) |
| data = json.loads(lines[0]) |
| self.assertEqual(data["parent_id"], "parent-1") |
| self.assertEqual(data["child_id"], "child-1") |
| |
| def test_save_extracted_traces_json(self): |
| """Test saving extracted traces in JSON format""" |
| parent = self._create_test_program("parent-1", None, 0) |
| child = self._create_test_program("child-1", "parent-1", 1) |
| |
| output_path = Path(self.temp_dir) / "extracted.json" |
| |
| traces = extract_evolution_trace_from_checkpoint( |
| self.checkpoint_dir, |
| output_path=str(output_path), |
| format="json" |
| ) |
| |
| |
| self.assertTrue(output_path.exists()) |
| |
| |
| with open(output_path, "r") as f: |
| data = json.load(f) |
| |
| self.assertIn("metadata", data) |
| self.assertIn("traces", data) |
| self.assertEqual(len(data["traces"]), 1) |
| self.assertEqual(data["traces"][0]["parent_id"], "parent-1") |
| |
| def test_extract_full_lineage(self): |
| """Test full lineage extraction""" |
| |
| prog1 = self._create_test_program("prog-1", None, 0, {"score": 0.5}, 0) |
| prog2_data = self._create_test_program("prog-2", "prog-1", 1, {"score": 0.6}, 1) |
| prog3_data = self._create_test_program("prog-3", "prog-2", 2, {"score": 0.7}, 2) |
| |
| |
| prog2_file = self.programs_dir / "prog-2.json" |
| prog2_data["prompts"] = { |
| "diff_user": { |
| "system": "System prompt for prog-2", |
| "user": "User prompt for prog-2", |
| "responses": ["LLM response for prog-2"] |
| } |
| } |
| with open(prog2_file, "w") as f: |
| json.dump(prog2_data, f) |
| |
| prog3_file = self.programs_dir / "prog-3.json" |
| prog3_data["prompts"] = { |
| "full_rewrite_user": { |
| "system": "System prompt for prog-3", |
| "user": "User prompt for prog-3", |
| "responses": ["LLM response for prog-3"] |
| } |
| } |
| with open(prog3_file, "w") as f: |
| json.dump(prog3_data, f) |
| |
| |
| traces = extract_full_lineage_traces(self.checkpoint_dir) |
| |
| |
| self.assertGreaterEqual(len(traces), 1) |
| |
| |
| prog3_trace = None |
| for trace in traces: |
| if trace["final_program_id"] == "prog-3": |
| prog3_trace = trace |
| break |
| |
| self.assertIsNotNone(prog3_trace) |
| self.assertEqual(prog3_trace["generation_depth"], 3) |
| self.assertEqual(len(prog3_trace["improvement_steps"]), 2) |
| |
| |
| step1 = prog3_trace["improvement_steps"][0] |
| self.assertEqual(step1["parent_id"], "prog-1") |
| self.assertEqual(step1["child_id"], "prog-2") |
| self.assertIsNotNone(step1["action"]) |
| self.assertEqual(step1["action"]["template"], "diff_user") |
| self.assertIn("LLM response for prog-2", step1["action"]["llm_response"]) |
| |
| |
| self.assertIn("score", step1["improvement"]) |
| self.assertAlmostEqual(step1["improvement"]["score"], 0.1) |
| |
| def test_extract_full_lineage_json_output(self): |
| """Test full lineage extraction with JSON output""" |
| |
| self._create_test_program("parent", None, 0, {"score": 0.5}, 0) |
| child_data = self._create_test_program("child", "parent", 1, {"score": 0.6}, 1) |
| |
| |
| child_file = self.programs_dir / "child.json" |
| child_data["prompts"] = { |
| "test_template": { |
| "system": "Test system", |
| "user": "Test user", |
| "responses": ["Test response"] |
| } |
| } |
| with open(child_file, "w") as f: |
| json.dump(child_data, f) |
| |
| output_path = Path(self.temp_dir) / "lineage.json" |
| |
| traces = extract_full_lineage_traces( |
| self.checkpoint_dir, |
| output_path=str(output_path), |
| format="json" |
| ) |
| |
| |
| self.assertTrue(output_path.exists()) |
| |
| |
| with open(output_path, "r") as f: |
| data = json.load(f) |
| |
| self.assertIn("metadata", data) |
| self.assertIn("traces", data) |
| self.assertEqual(data["metadata"]["type"], "full_lineage") |
| |
| def test_extract_with_missing_parent(self): |
| """Test extraction handles missing parents gracefully""" |
| |
| child = self._create_test_program("child-1", "missing-parent", 1) |
| |
| traces = extract_evolution_trace_from_checkpoint(self.checkpoint_dir) |
| |
| |
| self.assertEqual(len(traces), 0) |
| |
| def test_extract_with_corrupted_file(self): |
| """Test extraction handles corrupted files gracefully""" |
| |
| parent = self._create_test_program("parent-1", None, 0) |
| child = self._create_test_program("child-1", "parent-1", 1) |
| |
| |
| corrupted_file = self.programs_dir / "corrupted.json" |
| with open(corrupted_file, "w") as f: |
| f.write("not valid json {") |
| |
| |
| traces = extract_evolution_trace_from_checkpoint(self.checkpoint_dir) |
| self.assertEqual(len(traces), 1) |
| |
| def test_checkpoint_not_found(self): |
| """Test error handling for non-existent checkpoint""" |
| with self.assertRaises(FileNotFoundError): |
| extract_evolution_trace_from_checkpoint("/nonexistent/path") |
| |
| def test_programs_dir_not_found(self): |
| """Test error handling when programs directory is missing""" |
| |
| empty_checkpoint = Path(self.temp_dir) / "empty_checkpoint" |
| empty_checkpoint.mkdir(parents=True, exist_ok=True) |
| |
| with self.assertRaises(FileNotFoundError): |
| extract_evolution_trace_from_checkpoint(empty_checkpoint) |
|
|
|
|
| if __name__ == "__main__": |
| unittest.main() |