IOM / experiments /domain_mapping /validate_examples.py
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#!/usr/bin/env python3
"""Valida ejemplos de alineación de dominio (EXP-E) contra nodos canónicos y reglas formales.
No calcula κ de dominio ni afirma validez empírica de biología/economía.
Solo comprueba que los nodos sugeridos existen y que la relación propuesta
es admisible bajo FormalRules / SHACL para el par (source, target).
"""
from __future__ import annotations
import csv
import json
import sys
from pathlib import Path
ROOT = Path(__file__).resolve().parents[2]
EXAMPLES = Path(__file__).resolve().parent / "examples.json"
NODES = ROOT / "datasets" / "triad_nodes.csv"
CANDIDATES = ROOT / "datasets" / "relation_candidates.csv"
def load_nodes() -> dict[str, dict]:
out = {}
with NODES.open(encoding="utf-8") as f:
for row in csv.DictReader(f):
out[row["node_id"]] = row
return out
def load_gold_relations() -> dict[tuple[str, str], str]:
out = {}
with CANDIDATES.open(encoding="utf-8") as f:
for row in csv.DictReader(f):
out[(row["source"], row["target"])] = row["relation"]
return out
def main() -> int:
data = json.loads(EXAMPLES.read_text(encoding="utf-8"))
nodes = load_nodes()
gold = load_gold_relations()
ok = 0
warn = 0
fail = 0
report = []
for pair in data["pairs"]:
sid = pair["suggested_nodes"]["source"]
tid = pair["suggested_nodes"]["target"]
rel = pair["relation"]
entry = {"id": pair["id"], "source": sid, "target": tid, "proposed": rel}
if sid not in nodes or tid not in nodes:
entry["status"] = "FAIL"
entry["reason"] = "nodo sugerido ausente en triad_nodes.csv"
fail += 1
else:
actual = gold.get((sid, tid))
entry["gold_relation"] = actual
if actual is None:
entry["status"] = "WARN"
entry["reason"] = "par no está en relation_candidates (posible cross-triad o demo heurística)"
warn += 1
elif actual == rel:
entry["status"] = "OK"
entry["reason"] = "relación propuesta coincide con gold canónico"
ok += 1
else:
entry["status"] = "WARN"
entry["reason"] = f"gold={actual} ≠ propuesto={rel} (mapeo demostrativo, no gold de dominio)"
warn += 1
report.append(entry)
out_path = ROOT / "experiments" / "results" / "domain_mapping_validation.json"
out_path.parent.mkdir(parents=True, exist_ok=True)
payload = {
"experiment": "EXP-E-DOMAIN-ALIGNMENT",
"ok": ok,
"warn": warn,
"fail": fail,
"pairs": report,
"interpretation": (
"OK = el par sugerido existe en el gold canónico con la misma etiqueta. "
"WARN = mapeo demostrativo no idéntico al gold (esperado en demos de dominio). "
"FAIL = nodo inválido. Este script no mide validez semántica de biología/economía."
),
}
out_path.write_text(json.dumps(payload, ensure_ascii=False, indent=2) + "\n", encoding="utf-8")
print(f"EXP-E domain mapping: ok={ok} warn={warn} fail={fail}")
print(f"Informe: {out_path}")
for r in report:
print(f" {r['id']}: {r['status']} — {r.get('reason', '')}")
return 1 if fail else 0
if __name__ == "__main__":
sys.exit(main())