"""Map raw category strings into a unified taxonomy (extend map in JSON).""" from __future__ import annotations import json import re from pathlib import Path from typing import Any, Optional DEFAULT_SYNONYMS: dict[str, str] = { "tee": "Top/T-shirt", "t-shirt": "Top/T-shirt", "tshirt": "Top/T-shirt", "short-sleeve top": "Top/T-shirt", "trousers": "Bottom/Pants", "pants": "Bottom/Pants", "slacks": "Bottom/Pants", "jeans": "Bottom/Jeans", "denim pants": "Bottom/Jeans", "outerwear": "Outerwear/Jacket", "jacket": "Outerwear/Jacket", "blazer": "Outerwear/Jacket", "dress": "Dress", "gown": "Dress", "sweater": "Top/Sweater", "skirt": "Bottom/Skirt", "shorts": "Bottom/Shorts", } def load_taxonomy_map(path: Optional[Path]) -> dict[str, str]: base = dict(DEFAULT_SYNONYMS) if path is None or not path.is_file(): return base with open(path, encoding="utf-8") as f: extra = json.load(f) for k, v in extra.items(): base[str(k).strip().lower()] = str(v).strip() return base def normalize_category(raw: str, mapping: dict[str, str]) -> Optional[str]: if not raw or not str(raw).strip(): return None s = str(raw).strip().lower() s = re.sub(r"\s+", " ", s) if s in mapping: return mapping[s] for key, val in mapping.items(): if key in s: return val return None