added RAG, Multiuser, TG bot

backend/app/rag/migrate_memory_to_qdrant.py

@@ -0,0 +1,37 @@
+# Migrate active memory facts into Qdrant
+from __future__ import annotations
+
+import asyncio
+
+from sqlalchemy import select
+
+from app.config import get_settings
+from app.db.base import SessionLocal, init_db
+from app.db.models import MemoryFact, SessionSummary
+from app.rag.ingest import index_memory_fact, index_session_summary
+from app.rag.store import ensure_collections
+
+
+async def main() -> None:
+    settings = get_settings()
+    if not settings.rag_enabled:
+        print("RAG disabled; set RAG_ENABLED=true")
+        return
+    init_db()
+    ensure_collections()
+    db = SessionLocal()
+    try:
+        facts = db.scalars(select(MemoryFact).where(MemoryFact.active.is_(True))).all()
+        for fact in facts:
+            await index_memory_fact(fact)
+        summaries = db.scalars(select(SessionSummary)).all()
+        for row in summaries:
+            if row.summary:
+                await index_session_summary(row.session_id, row.summary)
+        print(f"Indexed {len(facts)} facts and {len(summaries)} summaries")
+    finally:
+        db.close()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())