"""Mapper faithfulness audit: for identity pass-through fields (dims, counts, thicknesses) compare the RAW cert value to what EpcPropertyDataMapper produced. Any mismatch is a mapper bug silently feeding the SAP engine wrong inputs.""" from __future__ import annotations import json from collections import defaultdict from datatypes.epc.domain.mapper import EpcPropertyDataMapper CORPUS="backend/epc_api/json_samples/RdSAP-Schema-21.0.1/corpus.jsonl" def gv(x): return x.get('value') if isinstance(x,dict) else x def num(x): x=gv(x) if x is None: return None s=str(x).lower().replace('mm','').replace('m2','').strip() try: return float(s) except: return s # keep strings like 'measured'/'NI' for equality mism=defaultdict(list) n=0 for line in open(CORPUS): d=json.loads(line) try: epc=EpcPropertyDataMapper.from_api_response(d) except Exception: continue n+=1; u=d.get('uprn') # top-level counts checks=[('door_count', d.get('door_count'), epc.door_count), ('habitable', d.get('habitable_room_count'), getattr(epc,'habitable_room_count',None)), ('led', d.get('led_fixed_lighting_bulbs_count'), epc.led_fixed_lighting_bulbs_count), ('cfl', d.get('cfl_fixed_lighting_bulbs_count'), epc.cfl_fixed_lighting_bulbs_count), ('incand', d.get('incandescent_fixed_lighting_bulbs_count'), epc.incandescent_fixed_lighting_bulbs_count)] for name,rv,ev in checks: if rv is not None and ev is not None and num(rv)!=num(ev): mism[name].append((u,rv,ev)) # per-building-part fabric rbps=d.get('sap_building_parts') or []; ebps=epc.sap_building_parts or [] for i,rbp in enumerate(rbps): if i>=len(ebps): mism['DROPPED_building_part'].append((u,len(rbps),len(ebps))); break ebp=ebps[i] for name,rv,ev in [('wall_thick',rbp.get('wall_thickness'),getattr(ebp,'wall_thickness_mm',None)), ('wall_ins_thick',rbp.get('wall_insulation_thickness'),getattr(ebp,'wall_insulation_thickness',None)), ('roof_ins_thick',rbp.get('roof_insulation_thickness'),getattr(ebp,'roof_insulation_thickness',None)), ('wall_con',rbp.get('wall_construction'),getattr(ebp,'wall_construction',None)), ('wall_ins_type',rbp.get('wall_insulation_type'),getattr(ebp,'wall_insulation_type',None))]: if rv is not None and ev is not None and num(rv)!=num(ev): mism[name].append((u,rv,ev)) # windows: count + total area rw=d.get('sap_windows') or []; ew=epc.sap_windows or [] if len(rw)!=len(ew): mism['window_count'].append((u,len(rw),len(ew))) ra=sum((gv(w.get('window_width')) or 0)*(gv(w.get('window_height')) or 0) for w in rw) ea=sum((float(w.window_width) if w.window_width else 0)*(float(w.window_height) if w.window_height else 0) for w in ew) if abs(ra-ea)>0.02: mism['window_area'].append((u,round(ra,2),round(ea,2))) print(f"audited {n} certs") print("=== field mismatches (raw cert vs EpcPropertyData) ===") for k,v in sorted(mism.items(), key=lambda x:-len(x[1])): print(f"\n[{len(v):4d}] {k}") for u,rv,ev in v[:5]: print(f" {u}: raw={rv} epc={ev}") if not mism: print(" (no mismatches — mapper is identity-faithful on all checked fields)")