24 lines
627 B
Python
24 lines
627 B
Python
# rag/qdrant_functions.py
|
|
import logging
|
|
from typing import Any, List
|
|
|
|
logger = logging.getLogger(__name__)
|
|
|
|
|
|
def embed_and_store_slack_message(
|
|
slack_client: Any,
|
|
channel: str,
|
|
user: str,
|
|
text: str,
|
|
ts: str,
|
|
bot_user_id: str
|
|
) -> None:
|
|
"""Embed and store a Slack message in the vector database."""
|
|
logger.info(f"RAG insert for message in {channel}: {text[:50]}...")
|
|
pass
|
|
|
|
|
|
def search_similar(query: str, limit: int = 5) -> List[str]:
|
|
"""Search for similar messages in the vector database."""
|
|
logger.info(f"RAG search for: {query[:50]}...")
|
|
return [] # Return empty list for now |