🧠 ENHANCED: Determine if a query should use RAG pipeline using document overviews. Args: message: The user's query idx_ids: List of index IDs associated with the session Returns: bool: True if should use RAG, False fo
(self, message: str, idx_ids: List[str])
| 340 | print(f"⚠️ Client disconnected during error response") |
| 341 | |
| 342 | def _should_use_rag(self, message: str, idx_ids: List[str]) -> bool: |
| 343 | """ |
| 344 | 🧠 ENHANCED: Determine if a query should use RAG pipeline using document overviews. |
| 345 | |
| 346 | Args: |
| 347 | message: The user's query |
| 348 | idx_ids: List of index IDs associated with the session |
| 349 | |
| 350 | Returns: |
| 351 | bool: True if should use RAG, False for direct LLM |
| 352 | """ |
| 353 | # No indexes = definitely no RAG needed |
| 354 | if not idx_ids: |
| 355 | return False |
| 356 | |
| 357 | # Load document overviews for intelligent routing |
| 358 | try: |
| 359 | doc_overviews = self._load_document_overviews(idx_ids) |
| 360 | if doc_overviews: |
| 361 | return self._route_using_overviews(message, doc_overviews) |
| 362 | except Exception as e: |
| 363 | print(f"⚠️ Overview-based routing failed, falling back to simple routing: {e}") |
| 364 | |
| 365 | # Fallback to simple pattern matching if overviews unavailable |
| 366 | return self._simple_pattern_routing(message, idx_ids) |
| 367 | |
| 368 | def _load_document_overviews(self, idx_ids: List[str]) -> List[str]: |
| 369 | """Load and aggregate overviews for the given index IDs. |
no test coverage detected