from pathlib import Path from typing import Any import os from server.dataset.DatasetIO import DatasetIO class RLBootstrapDataset: def __init__(self): self.enabled = self._env_bool("RL_BOOTSTRAP_ENABLED", default=False) self.min_base_rows = self._env_int("RL_MIN_BASE_ROWS", default=5000) self.base_dataset_path = Path(os.getenv("RL_BASE_DATASET", "data/dataset/best_moves.jsonl")) self.output_path = Path(os.getenv("RL_BOOTSTRAP_OUTPUT", "data/dataset/rl_bootstrap.jsonl")) self.max_bytes = int(float(os.getenv("RL_BOOTSTRAP_MAX_MB", "50")) * 1024 * 1024) self.needs_more_data = False @staticmethod def _env_bool(name:str, default:bool=False) -> bool: value = os.getenv(name) if value is None: return default return value.lower() in {"1", "true", "yes", "on"} @staticmethod def _env_int(name:str, default:int) -> int: value = os.getenv(name) if value is None: return default try: return int(value) except ValueError: return default def refresh_state(self): if not self.enabled: self.needs_more_data = False return base_rows = DatasetIO.count_jsonl_rows(self.base_dataset_path) self.needs_more_data = base_rows < self.min_base_rows def record_sample(self, game_data:Any, move:str, safe_moves:dict[str, dict[str, int]], reason:str, scores:dict[str, float]|None=None): if not self.enabled or not self.needs_more_data: return try: self.output_path.parent.mkdir(parents=True, exist_ok=True) row = { "source": "best_battlesnake_bootstrap", "game_id": getattr(game_data, "id", None), "turn": game_data.get_turn(), "move": move, "safe_moves": list(safe_moves.keys()), "reason": reason, "game_board": game_data.get_game_board_as_dict(), } if scores: row["scores"] = {k: round(v, 5) for k, v in scores.items()} DatasetIO.append_jsonl_row(self.output_path, row) DatasetIO.rotate_and_gzip_if_size_reached(self.output_path, self.max_bytes) except Exception: return