import re import sys import pathlib import asyncio BASE_DIR = pathlib.Path(__file__).parent sys.path.append(str(BASE_DIR)) # click & related imports import click # openevolve & related imports from openevolve import Config, OpenEvolve # local imports from utils.utils import * from utils.code_to_query import * def latest_checkpoint(dir_path: pathlib.Path) -> str | None: if not dir_path.exists(): return None candidates: list[tuple[int, pathlib.Path]] = [] for path in dir_path.glob("checkpoint_*"): if not path.is_dir(): continue match = re.fullmatch(r"checkpoint_(\d+)", path.name) if match: candidates.append((int(match.group(1)), path)) if not candidates: return None _, newest_path = max(candidates, key=lambda t: (t[0], t[1].stat().st_mtime)) return str(newest_path) async def run_evolution(evolve: OpenEvolve, checkpoint_path: str | None) -> None: best_program = await evolve.run(checkpoint_path=checkpoint_path) print("Best program metrics:") for name, value in best_program.metrics.items(): if isinstance(value, (int, float)): print(f" {name}: {value:.4f}") else: print(f" {name}: {value}") @click.command(context_settings={"show_default": True}) @click.option( "--initial_program_dir", type=click.Path(exists=True, file_okay=False, dir_okay=True, path_type=pathlib.Path), default=BASE_DIR / "initial_program", help="Directory with the initial program source (folder).", ) @click.option( "--openevolve_output_dir", type=click.Path(file_okay=False, dir_okay=True, path_type=pathlib.Path), default=BASE_DIR / "openevolve_output", help="Output directory for OpenEvolve runs (checkpoints, logs, etc.).", ) def cli(initial_program_dir: pathlib.Path, openevolve_output_dir: pathlib.Path) -> None: initial_program_dir = initial_program_dir.resolve() openevolve_output_dir = openevolve_output_dir.resolve() openevolve_output_dir.mkdir(parents=True, exist_ok=True) initial_program_path = openevolve_output_dir / "initial_program.txt" print(f"Initial program dir: '{initial_program_dir}'") print(f"Initial program path: '{initial_program_path}'") initial_program_path.write_text(format_query_code(str(initial_program_dir))) evolve = OpenEvolve( initial_program_path=str(initial_program_path), evaluation_file=str(BASE_DIR / "evaluator.py"), config=Config.from_yaml(str(BASE_DIR / "config.yaml")), output_dir=str(openevolve_output_dir), ) checkpoint_path = latest_checkpoint(openevolve_output_dir / "checkpoints") print(f"Using checkpoint: '{checkpoint_path}'") asyncio.run(run_evolution(evolve, checkpoint_path)) if __name__ == "__main__": cli()