fix КФП

backend/app/rag/ingest.py

@@ -10,7 +10,7 @@ from sqlalchemy import select
 from sqlalchemy.orm import Session
 
 from app.config import get_settings
-from app.db.models import ChatSession, Document, DocumentChunk, MemoryFact
+from app.db.models import ChatSession, Document, DocumentChunk
 from app.rag import embeddings
 from app.rag.chunker import chunk_text
 from app.rag.store import (
@@ -22,25 +22,33 @@ from app.rag.store import (
 )
 
 
-async def index_memory_fact(fact: MemoryFact) -> None:
+async def index_memory_fact(
+    *,
+    fact_id: int,
+    user_id: int,
+    content: str,
+    category: str,
+    importance: int,
+    active: bool = True,
+) -> None:
     settings = get_settings()
-    if not settings.rag_enabled or not fact.active:
+    if not settings.rag_enabled or not active:
         return
-    vectors = await embeddings.embed_texts([fact.content])
+    vectors = await embeddings.embed_texts([content])
     if not vectors:
         return
     upsert_points(
         COLLECTION_FACTS,
         [
             qm.PointStruct(
-                id=int(fact.id),
+                id=int(fact_id),
                 vector=vectors[0],
                 payload={
-                    "user_id": fact.user_id,
-                    "fact_id": fact.id,
-                    "category": fact.category,
-                    "content": fact.content,
-                    "importance": fact.importance,
+                    "user_id": user_id,
+                    "fact_id": fact_id,
+                    "category": category,
+                    "content": content,
+                    "importance": importance,
                 },
             )
         ],