"""Answer parts and their scoring. Reward is the mean score over parts.""" import math import re from dataclasses import dataclass from typing import Any _NUMBER_RE = re.compile(r"[-+]?(?:\d+\.?\d*|\.\d+)(?:[eE][-+]?\d+)?") def parse_number(value: Any) -> float | None: if isinstance(value, bool): return None if isinstance(value, (int, float)): return float(value) if math.isfinite(value) else None if isinstance(value, str): match = _NUMBER_RE.search(value.replace(",", "").replace("−", "-")) if match: return float(match.group()) return None def parse_int(value: Any) -> int | None: """Whole numbers only: 1234, "1,234", "1234.0"; anything else is not an integer answer.""" if isinstance(value, bool): return None if isinstance(value, int): return value if isinstance(value, float): return int(value) if value.is_integer() else None if isinstance(value, str): text = value.strip().replace(",", "").replace(" ", "") if re.fullmatch(r"[-+]?\d+(\.0*)?", text): return int(float(text)) if abs(float(text)) < 2**53 else int(text.split(".")[0]) return None def parse_items(value: Any) -> list[str] | None: if isinstance(value, list): items = [str(v) for v in value] elif isinstance(value, str): if value.strip().lower() in {"", "none", "[]"}: return [] items = re.split(r"[,;\s]+", value.strip().strip("[]")) elif isinstance(value, (int, float)) and not isinstance(value, bool): items = [str(value)] else: return None return [normalize_text(i) for i in items if normalize_text(i)] def normalize_text(value: Any) -> str: text = str(value).strip().strip("\"'").strip() return re.sub(r"\s+", " ", text).lower() @dataclass(frozen=True) class Part: key: str kind: str # number | int | text | items | rule | timecode expected: Any hint: str abs_tol: float = 0.0 rel_tol: float = 0.0 def score(self, given: Any) -> float: if given is None: return 0.0 if self.kind == "number": value = parse_number(given) if value is None: return 0.0 tol = max(self.abs_tol, self.rel_tol * abs(self.expected)) return 1.0 if abs(value - self.expected) <= tol + 1e-12 else 0.0 if self.kind == "int": value = parse_int(given) return 1.0 if value is not None and value == self.expected else 0.0 if self.kind == "text": return 1.0 if normalize_text(given) == normalize_text(self.expected) else 0.0 if self.kind == "rule": if self.expected == "default": text = normalize_text(given).rstrip(".") return 1.0 if text in {"default", "default deny", "no match", "none", "no rule"} else 0.0 text = re.sub(r"^rule\s*", "", normalize_text(given)).rstrip(".") return 1.0 if parse_int(text) == int(self.expected) else 0.0 if self.kind == "timecode": text = normalize_text(given).replace(";", ":").replace(".", ":") return 1.0 if text == normalize_text(self.expected) else 0.0 if self.kind == "items": items = parse_items(given) if items is None: return 0.0 got = set(items) want = {normalize_text(i) for i in self.expected} if got == want: return 1.0 union = got | want # Near misses earn a little, so groups of rollouts still differ. return 0.5 * len(got & want) / len(union) if union else 0.0 raise ValueError(f"unknown part kind {self.kind}") def grade(parts: list[Part], answer: dict[str, Any]) -> tuple[float, list[float]]: lowered = {normalize_text(k): v for k, v in answer.items()} if isinstance(answer, dict) else {} scores = [p.score(lowered.get(normalize_text(p.key))) for p in parts] return (sum(scores) / len(scores) if scores else 0.0), scores def answer_template(parts: list[Part]) -> str: return "{" + ", ".join(f'"{p.key}": {p.hint}' for p in parts) + "}"