diff --git a/apps/ai/.env.example b/apps/ai/.env.example new file mode 100644 index 0000000..61619ad --- /dev/null +++ b/apps/ai/.env.example @@ -0,0 +1,20 @@ +# Copier en .env pour le dev local (défauts alignés sur infra/docker-compose.yml). +DATABASE_URL=postgresql://siop:siop@localhost:5432/siop +MINIO_ENDPOINT=localhost +MINIO_PORT=9000 +MINIO_ACCESS_KEY=siop +MINIO_SECRET_KEY=siop-minio +MINIO_BUCKET=siop2 + +# Seule l'API NestJS connaît ce secret (ADR-004 §4 — service jamais public). +AI_SERVICE_TOKEN=dev-only-ai-token + +# Embeddings : locale (fastembed ONNX, CPU) | deterministe (tests/CI) +AI_EMBEDDINGS=locale + +# Génération (ADR-004 §3) : off = mode extractif (défaut — la recette passe +# sans clé) | api = rédaction par le LLM sur textes déjà anonymisés (D4). +# AI_GENERATION=api exige AI_API_KEY (le boot refuse sinon). +AI_GENERATION=off +AI_API_KEY= +AI_MODEL=claude-opus-4-8 diff --git a/apps/ai/README.md b/apps/ai/README.md index ff846d3..440afb1 100644 --- a/apps/ai/README.md +++ b/apps/ai/README.md @@ -12,8 +12,12 @@ uv run uvicorn siop_ai.app:app --port 8000 # CI / tests : uv sync && uv run pytest (embeddeur déterministe, aucun téléchargement) ``` -Variables (défauts dev dans `config.py`) : `DATABASE_URL`, `MINIO_*`, -`AI_SERVICE_TOKEN`, `AI_EMBEDDINGS=locale|deterministe`, `AI_GENERATION=off|api`. +Variables (défauts dev dans `config.py`, gabarit dans `.env.example`) : +`DATABASE_URL`, `MINIO_*`, `AI_SERVICE_TOKEN`, `AI_EMBEDDINGS=locale|deterministe`, +et la génération opt-in (ADR-004 §3) : `AI_GENERATION=off|api`, **`AI_API_KEY`** +(exigée en mode api — le boot refuse sinon, jamais loguée ni exposée), +`AI_MODEL` (défaut `claude-opus-4-8`). Mode api : `uv sync --extra generation` +(SDK officiel `anthropic`) ; tout échec du LLM retombe sur le mode extractif. ## Ce que porte R5.1 (socle) diff --git a/apps/ai/pyproject.toml b/apps/ai/pyproject.toml index dc693b5..a878409 100644 --- a/apps/ai/pyproject.toml +++ b/apps/ai/pyproject.toml @@ -15,6 +15,8 @@ dependencies = [ [project.optional-dependencies] # Le vrai modèle (ONNX, CPU) — absent des tests/CI (embeddeur déterministe). embeddings = ["fastembed>=0.4"] +# Génération opt-in (ADR-004 §3) — absente des tests/CI (repli extractif). +generation = ["anthropic>=0.75"] [dependency-groups] dev = [ diff --git a/apps/ai/src/siop_ai/app.py b/apps/ai/src/siop_ai/app.py index 412f4c7..3060610 100644 --- a/apps/ai/src/siop_ai/app.py +++ b/apps/ai/src/siop_ai/app.py @@ -12,6 +12,7 @@ from pydantic import BaseModel, Field from .config import Reglages, charger_reglages from .embeddings import construire_embeddeur +from .generation import construire_generateur from .ingestion import reindexer_tout from .recherche import chercher @@ -21,6 +22,9 @@ async def cycle_de_vie(app: FastAPI): reglages = charger_reglages() app.state.reglages = reglages app.state.embeddeur = construire_embeddeur(reglages.ai_embeddings) + app.state.generateur = construire_generateur( + reglages.ai_generation, reglages.ai_api_key, reglages.ai_model + ) app.state.pool = await asyncpg.create_pool(reglages.database_url, min_size=1, max_size=5) yield await app.state.pool.close() @@ -39,8 +43,13 @@ def verifier_jeton( @app.get("/healthz") async def sante() -> dict: - """Sonde interne (compose/Dokploy) — ne révèle rien du corpus.""" - return {"status": "ok", "service": "siop2-ai"} + """Sonde interne (compose/Dokploy) — ne révèle ni corpus ni secret.""" + reglages = getattr(app.state, "reglages", None) or charger_reglages() + return { + "status": "ok", + "service": "siop2-ai", + "generation": reglages.ai_generation, # « off » = extractif — jamais la clé + } @app.post("/internal/reindex", dependencies=[Depends(verifier_jeton)]) diff --git a/apps/ai/src/siop_ai/config.py b/apps/ai/src/siop_ai/config.py index ddfa548..21f5f90 100644 --- a/apps/ai/src/siop_ai/config.py +++ b/apps/ai/src/siop_ai/config.py @@ -18,8 +18,12 @@ class Reglages(BaseSettings): ai_service_token: str = "dev-only-ai-token" # Embeddings : « locale » (fastembed ONNX) ou « deterministe » (tests/CI) ai_embeddings: str = "locale" - # Génération : « off » (mode extractif, défaut honnête) ou « api » (opt-in) + # Génération (ADR-004 §3) : « off » = mode extractif (défaut honnête, + # la recette passe sans clé) ; « api » = rédaction par le LLM externe, + # sur textes DÉJÀ anonymisés (D4), citations obligatoires. ai_generation: str = "off" + ai_api_key: str = "" # requise seulement si ai_generation=api — jamais loguée + ai_model: str = "claude-opus-4-8" model_config = {"env_prefix": "", "case_sensitive": False} @@ -29,4 +33,9 @@ def charger_reglages() -> Reglages: # asyncpg ne comprend pas le paramètre ?schema= de Prisma if "?" in reglages.database_url: reglages.database_url = reglages.database_url.split("?")[0] + # Même philosophie que l'API NestJS : une config invalide refuse de booter. + if reglages.ai_generation not in ("off", "api"): + raise ValueError("AI_GENERATION doit valoir « off » ou « api »") + if reglages.ai_generation == "api" and not reglages.ai_api_key: + raise ValueError("AI_GENERATION=api exige AI_API_KEY (voir ADR-004 §3)") return reglages diff --git a/apps/ai/src/siop_ai/generation.py b/apps/ai/src/siop_ai/generation.py new file mode 100644 index 0000000..c54b1ea --- /dev/null +++ b/apps/ai/src/siop_ai/generation.py @@ -0,0 +1,94 @@ +"""Génération des réponses rédigées (ADR-004 §3) — OPT-IN par configuration. + +- « off » (défaut) : mode extractif — pas de LLM, l'assistant montrera les + extraits sourcés tels quels. La recette R5 passe entièrement dans ce mode. +- « api » : rédaction par Claude (SDK officiel), sur des extraits DÉJÀ + anonymisés (D4), avec l'obligation de ne rien affirmer hors extraits (D2). + Tout échec (refus, réseau, quota) retombe sur le mode extractif — jamais + d'erreur utilisateur à cause du LLM. +""" + +import logging +from typing import Protocol + +from .recherche import ExtraitTrouve + +journal = logging.getLogger("siop_ai.generation") + +CONSIGNE = """Tu es l'assistant SIOP d'une société de maintenance d'ascenseurs. +Tu réponds en français, UNIQUEMENT à partir des extraits fournis (notices et +historiques d'intervention du parc, déjà anonymisés). +Règles absolues : +- chaque affirmation porte sa citation [n] renvoyant à un extrait fourni ; +- si les extraits ne portent pas la réponse, dis-le et n'invente RIEN ; +- reste bref et opérationnel : un technicien te lit sur le terrain ; +- termine toujours par le rappel que l'humain vérifie avant d'agir.""" + + +class Generateur(Protocol): + def rediger(self, question: str, extraits: list[ExtraitTrouve]) -> str | None: ... + + +class GenerateurExtractif: + """Le contrat de base : pas de rédaction — l'appelant montre les extraits. + `None` signifie « pas de texte généré », jamais une erreur.""" + + def rediger(self, question: str, extraits: list[ExtraitTrouve]) -> str | None: + return None + + +def construire_invite(question: str, extraits: list[ExtraitTrouve]) -> str: + """L'invite utilisateur — fonction pure, testée : la question et les + extraits numérotés, rien d'autre (les textes sont déjà anonymisés).""" + blocs = [ + f"[{rang}] {e.titre} · {e.locator}\n{e.content}" + for rang, e in enumerate(extraits, start=1) + ] + return "Extraits du corpus :\n\n" + "\n\n".join(blocs) + f"\n\nQuestion : {question}" + + +class GenerateurAPI: + """Rédaction par Claude — import différé : la dépendance `anthropic` est + optionnelle (groupe `generation`), absente des tests/CI.""" + + def __init__(self, api_key: str, modele: str) -> None: + from anthropic import Anthropic + + self._client = Anthropic(api_key=api_key) + self._modele = modele + + def rediger(self, question: str, extraits: list[ExtraitTrouve]) -> str | None: + import anthropic + + if not extraits: + return None # sourcé ou silencieux (D2) : rien à citer = rien à rédiger + try: + reponse = self._client.messages.create( + model=self._modele, + max_tokens=2048, # réponses courtes et sourcées, par conception + thinking={"type": "adaptive"}, + system=CONSIGNE, + messages=[ + {"role": "user", "content": construire_invite(question, extraits)} + ], + ) + if reponse.stop_reason == "refusal": + journal.warning("Génération refusée par le modèle — repli extractif") + return None + texte = "".join(b.text for b in reponse.content if b.type == "text").strip() + return texte or None + except anthropic.RateLimitError: + journal.warning("Quota API atteint — repli extractif") + return None + except anthropic.APIStatusError as e: + journal.warning("API génération %s — repli extractif", e.status_code) + return None + except anthropic.APIConnectionError: + journal.warning("API génération injoignable — repli extractif") + return None + + +def construire_generateur(mode: str, api_key: str, modele: str) -> Generateur: + if mode == "api": + return GenerateurAPI(api_key, modele) + return GenerateurExtractif() diff --git a/apps/ai/tests/test_generation.py b/apps/ai/tests/test_generation.py new file mode 100644 index 0000000..2fd9b5c --- /dev/null +++ b/apps/ai/tests/test_generation.py @@ -0,0 +1,62 @@ +"""ADR-004 §3 — la génération est OPT-IN et configurable : clé, modèle, mode. +Sans clé, le mode extractif est le contrat ; en mode api sans clé, le boot +refuse (config validée au démarrage, comme l'API NestJS).""" + +import pytest + +from siop_ai.config import charger_reglages +from siop_ai.generation import GenerateurExtractif, construire_generateur, construire_invite +from siop_ai.recherche import ExtraitTrouve + + +def _extrait(titre: str, locator: str, content: str) -> ExtraitTrouve: + return ExtraitTrouve( + source_type="DOCUMENT", + document_id="d-1", + work_order_id=None, + titre=titre, + locator=locator, + content=content, + score=0.9, + ) + + +def test_defaut_extractif_sans_cle(): + generateur = construire_generateur("off", "", "claude-opus-4-8") + assert isinstance(generateur, GenerateurExtractif) + assert generateur.rediger("couple de serrage ?", [_extrait("n", "p. 1", "x")]) is None + + +def test_mode_api_sans_cle_refuse_au_boot(monkeypatch): + monkeypatch.setenv("AI_GENERATION", "api") + monkeypatch.delenv("AI_API_KEY", raising=False) + with pytest.raises(ValueError, match="AI_API_KEY"): + charger_reglages() + + +def test_mode_inconnu_refuse_au_boot(monkeypatch): + monkeypatch.setenv("AI_GENERATION", "toujours") + with pytest.raises(ValueError, match="AI_GENERATION"): + charger_reglages() + + +def test_cle_et_modele_configurables(monkeypatch): + monkeypatch.setenv("AI_GENERATION", "api") + monkeypatch.setenv("AI_API_KEY", "sk-test-123") + monkeypatch.setenv("AI_MODEL", "claude-opus-4-8") + reglages = charger_reglages() + assert reglages.ai_api_key == "sk-test-123" + assert reglages.ai_model == "claude-opus-4-8" + + +def test_invite_numerote_les_extraits_et_rien_d_autre(): + invite = construire_invite( + "quel couple de serrage pour les guides ?", + [ + _extrait("Notice Gen2.pdf", "p. 42", "Serrer à 25 N·m."), + _extrait("OT-2026-0341", "bilan du 2026-07-17", "Coulisseaux remplacés."), + ], + ) + assert "[1] Notice Gen2.pdf · p. 42" in invite + assert "[2] OT-2026-0341 · bilan du 2026-07-17" in invite + assert invite.endswith("Question : quel couple de serrage pour les guides ?") diff --git a/apps/ai/uv.lock b/apps/ai/uv.lock index 5d130d0..2b92e9d 100644 --- a/apps/ai/uv.lock +++ b/apps/ai/uv.lock @@ -26,6 +26,25 @@ wheels = [ { url = 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b/docs/03-architecture/adr/ADR-004-modeles-ia.md @@ -21,8 +21,12 @@ - Sans clé (`AI_GENERATION=off`, défaut) : l'assistant fonctionne en **mode extractif** — il montre les meilleurs extraits sourcés et une synthèse templatée, sans LLM. La démo, la CI et un déploiement sans budget API restent pleinement fonctionnels et honnêtes. - - Avec clé (`AI_GENERATION=api` + `AI_API_KEY`) : rédaction par un LLM externe, sur textes - DÉJÀ anonymisés (D4), avec l'obligation de citer les extraits fournis — jamais au-delà. + - Avec clé (`AI_GENERATION=api` + `AI_API_KEY`, modèle configurable par `AI_MODEL`, + défaut `claude-opus-4-8`) : rédaction par le SDK officiel Anthropic, sur textes DÉJÀ + anonymisés (D4), avec l'obligation de citer les extraits fournis — jamais au-delà. + La config est validée au boot (api sans clé = refus de démarrer) ; la clé n'apparaît + ni dans les journaux ni au `/healthz` (qui n'expose que le mode). Tout échec du LLM + (refus, quota, réseau) retombe silencieusement sur le mode extractif. - La **suggestion de codes de bilan** n'utilise PAS de LLM : similarité sémantique (embeddings locaux) entre la description et les libellés des référentiels + les bilans historiques du parc. Déterministe, testable, explicable (« 9 bilans similaires »). diff --git a/docs/journal/journal.md b/docs/journal/journal.md index 3f0e45c..3bffedb 100644 --- a/docs/journal/journal.md +++ b/docs/journal/journal.md @@ -4,6 +4,22 @@ Trace chronologique des sessions (la plus récente en premier). Le **playbook** --- +## 2026-07-17 — Pr. Daaif (+ Claude) — R5.1+ : clé API de génération configurable (demande du référent) + +**Actions** + +- **`generation.py`** : l'interface `Generateur` d'ADR-004 §3 prend corps — `GenerateurExtractif` (contrat de base, aucun LLM) et `GenerateurAPI` (SDK officiel `anthropic`, dépendance **optionnelle** `--extra generation`, absente des tests/CI). Consigne système : citations [n] obligatoires depuis les extraits fournis, « n'invente RIEN », rappel de validation humaine. Tout échec (refus du modèle, quota, réseau) **retombe sur l'extractif** — jamais d'erreur utilisateur imputable au LLM ; `stop_reason == "refusal"` traité explicitement. +- **Configuration complète et validée au boot** : `AI_GENERATION=off|api`, `AI_API_KEY` (exigée en mode api — le démarrage refuse sinon, message clair), `AI_MODEL` (défaut `claude-opus-4-8`). `.env.example` posé ; `/healthz` expose le **mode** (off/api), jamais la clé ; le générateur rejoint l'état de l'app (R5.2 le consommera). +- 5 tests ajoutés (19 pytest au total) : défaut extractif, refus de boot api-sans-clé, mode inconnu refusé, clé/modèle lus de l'env, invite pure numérotant les extraits. Vérifié en réel : boot refusé sans clé, `GenerateurAPI` construit avec le SDK, healthz sans secret. + +**Décisions** + +- La clé vit en variable d'environnement (Dokploy secrets), pas en base ni dans l'UI — cohérent avec `JWT_SECRET` et ADR-002. + +**Prochaine étape** : R5.2 — assistant au contrat (proxy NestJS), le mode extractif d'abord, la rédaction branchée sur ce `Generateur`. Restes : recette R4 sur appareil, redéploiement Dokploy de `release/r3`. + +--- + ## 2026-07-17 — Pr. Daaif (+ Claude) — R5.1 : socle `apps/ai` — ingestion anonymisée + recherche sémantique **Actions**