code_rag_tools.pyā¢2.48 kB
"""
Code RAG Tools - Qdrant integration for code search
"""
import sys
from pathlib import Path
from typing import List, Dict, Any
import os
# Add parent directory to path for imports
sys.path.insert(0, str(Path(__file__).parent.parent))
from loguru import logger
# Try to import Qdrant client
try:
from qdrant_client import QdrantClient
from qdrant_client.models import Filter, FieldCondition, MatchValue
QDRANT_AVAILABLE = True
except ImportError:
QDRANT_AVAILABLE = False
logger.warning("Qdrant client not available. Install with: pip install qdrant-client")
def get_qdrant_client():
"""Get Qdrant client instance"""
if not QDRANT_AVAILABLE:
return None
qdrant_url = os.getenv("QDRANT_URL", "http://localhost:6333")
try:
return QdrantClient(url=qdrant_url)
except Exception as e:
logger.error(f"Failed to connect to Qdrant: {e}")
return None
def search_code(query: str, top_k: int = 5, collection: str = "code_snippets") -> List[Dict]:
"""
Search code using Qdrant vector database
Args:
query: Search query
top_k: Number of results to return
collection: Collection name (default: code_snippets)
Returns:
List of search results with metadata
"""
client = get_qdrant_client()
if not client:
logger.warning("Qdrant not available, returning empty results")
return []
try:
# Placeholder: Implement actual vector search
# This requires:
# 1. Embedding the query
# 2. Searching the collection
# 3. Returning results with metadata
logger.info(f"Searching code: '{query}' (top_k={top_k})")
# TODO: Implement actual vector search
# For now, return empty results
return []
except Exception as e:
logger.error(f"Code search failed: {e}")
return []
def upsert_code_snippets(snippets: List[Dict]) -> bool:
"""
Upsert code snippets into Qdrant
Args:
snippets: List of code snippets with embeddings
Returns:
True if successful
"""
client = get_qdrant_client()
if not client:
return False
try:
# TODO: Implement actual upsert
logger.info(f"Upserting {len(snippets)} code snippets")
return True
except Exception as e:
logger.error(f"Upsert failed: {e}")
return False