"""MiniGrid v1 grammar and native policy action IDs (drop/done are not actions).""" import re from dataclasses import dataclass ACTIONS = {"left": 0, "right": 1, "forward": 2, "pickup": 3, "toggle": 5} _ASCII_LOWER = str.maketrans("ABCDEFGHIJKLMNOPQRSTUVWXYZ", "abcdefghijklmnopqrstuvwxyz") def normalize_action(action): normalized = str(action).strip().translate(_ASCII_LOWER) if normalized not in ACTIONS: raise ValueError("MiniGrid action must be left, right, forward, pickup, or toggle") return normalized @dataclass(frozen=True) class ParsedAction: action: str | None reason: str = "" attempted_action: str = "unavailable" @property def valid(self): return self.action is not None def parse_response(response, *, hit_limit=False): # Padding/terminal special tokens are removed by the tokenizer, never prose. text = str(response) blocks = re.findall(r"(.*?)", text, re.S) attempted = "unavailable" if len(blocks) == 1 and text.count("") == text.count("") == 1: try: attempted = normalize_action(blocks[0]) except ValueError: pass reason = "" tags = ("", "", "", "") if hit_limit and not blocks: reason = "truncated_action" elif any(text.count(tag) > 1 for tag in tags): reason = "multiple_blocks" elif not all(tag in text for tag in tags[:2]): reason = "missing_think_block" elif not all(tag in text for tag in tags[2:]): reason = "missing_action_block" else: match = re.fullmatch(r"\s*(.*?)\s*(.*?)\s*", text, re.S) if match is None or any(tag in match[1] or tag in match[2] for tag in tags): reason = "malformed_format" else: payload = match[2].strip().translate(_ASCII_LOWER) if payload in ACTIONS: return ParsedAction(payload, attempted_action=payload) words = re.findall("[a-z]+", payload) reason = "multiple_actions" if sum(word in ACTIONS for word in words) >= 2 else "unsupported_action" return ParsedAction(None, reason, attempted)