"""Shared helpers: source registry loading and native -> harmonized label mapping.""" import re from pathlib import Path import yaml CLASSES = ["N", "D", "G", "A", "M"] # canonical order; a release uses those present in train USED_ROLES = {"dev", "test", "ood_test", "inventory"} # inventory: deduplicated, never released _MAP_VALUES = set(CLASSES) | {"IGNORE", "EXCLUDE", "OPENSET"} # OPENSET: outside the core classes, kept as probe def load_sources(path): with open(path) as f: sources = yaml.safe_load(f)["sources"] ids = [s["id"] for s in sources] dupes = {i for i in ids if ids.count(i) > 1} if dupes: raise ValueError(f"duplicate source ids: {dupes}") for s in sources: s["label_map"] = {str(k).strip().lower(): str(v) for k, v in (s.get("label_map") or {}).items()} s["label_map_regex"] = [(re.compile(p, re.I), str(v)) for p, v in (s.get("label_map_regex") or [])] bad = {v for v in s["label_map"].values()} | {v for _, v in s["label_map_regex"]} bad -= _MAP_VALUES if bad: raise ValueError(f"{s['id']}: unknown map values {bad}") _check_family_sides(sources) return sources def _check_family_sides(sources): """A family (acquisition origin) may not appear on both the development and the test side.""" side = {} for s in sources: if s.get("role") not in USED_ROLES: continue sd = "dev" if s["role"] in ("dev", "inventory") else "test" fam = s["family"] if side.setdefault(fam, sd) != sd: raise ValueError(f"family {fam} is used on both dev and test side") def map_token(token, src): t = str(token).strip().lower() if t in src["label_map"]: return src["label_map"][t] for pat, v in src["label_map_regex"]: if pat.search(str(token).strip()): return v return "OTHER" def harmonize(tokens, src): """Map native tokens to one harmonized class. Returns (label or None, reason). A label is assigned only when every non-ignored token supports the same class; any unmapped/excluded token or a mix of classes removes the image. """ tokens = [t for t in tokens if str(t).strip() != ""] if not tokens: return None, "no_native_label" mapped = {map_token(t, src) for t in tokens} - {"IGNORE"} if not mapped: return None, "only_ignored_tokens" if "EXCLUDE" in mapped: return None, "excluded_native_label" if "OTHER" in mapped: return None, "unmapped_condition" if len(mapped) > 1: return None, "multiple_classes:" + "+".join(sorted(mapped)) return mapped.pop(), "ok" def project_root(): return Path(__file__).resolve().parents[1]