batchCooking/experiments/llm-tech-step-poc/pnpm-lock.yaml
Nicolas c73c62328d refactor(experiments): retire le script apps/api, ajoute NLP frais + pipeline hybride
Étape 1 — retire apps/api/src/scripts/bench-tech-step-classifier.ts
(DB-backed, taxonomie ~26 techniques non comparable terme à terme au LLM).

Étape 2 — reconstruit tout dans experiments/llm-tech-step-poc, entièrement
autonome (aucune dépendance Postgres/apps/api) :

- shared/kitchen-action.ts, shared/test-sentences.ts,
  shared/benchmark-harness.ts : types, 7 phrases de test et harness de
  mesure/affichage désormais partagés par les trois scripts (plus de
  recopie manuelle entre fichiers).
- nlp-tech-step-poc.ts : classifieur node-nlp FRAIS (NER + clauses +
  classification), entraîné directement sur la taxonomie à 7 catégories du
  LLM plutôt que réutiliser TechStepClassifierService — comparaison terme à
  terme, et surtout un score de confiance BRUT jamais masqué (contrairement
  au repli silencieux sur l'ancre NER de la version production), condition
  nécessaire au pipeline hybride. Corpus qui préfère les synonymes mono-mot
  ("revenir") aux phrases figées, pour ne pas se faire piéger par les
  pronoms clitiques français ("faites-les-revenir").
- hybrid-tech-step-poc.ts : NLP toujours en premier (chemin rapide), LLM en
  secours si la confiance NLP passe sous NLP_TRUST_THRESHOLD (0.6, tunable)
  ou qu'aucune action n'est trouvée — récapitulatif avec colonnes "moteur"
  et "confiance NLP" pour observer les bascules.
- llm-tech-step-poc.ts : inchangé fonctionnellement, migré vers les modules
  partagés.
- shared/module-entry.ts (isMainModule) : garde chaque script pour que
  l'import de ses classes (par hybrid-tech-step-poc.ts) ne déclenche pas
  aussi son propre benchmark comme effet de bord.

pnpm bench / bench:nlp / bench:hybrid. README réécrit en conséquence.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
2026-08-21 21:13:20 +02:00

2159 lines
86 KiB
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