verify_rag.py

import os
import sys

# Add current dir to path to allow absolute imports
sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__))))

import asyncio
from app.core.config import settings
from app.services.rag.embedder import embedder
from app.services.rag.vector_store import vector_store
from app.services.rag.rag_engine import rag_engine

async def main():
    print("Initializing embedder...")
    embedder.initialize()
    print(f"Embedder mode: {embedder.is_ready}, dimension: {embedder.dimension}")
    
    vec = embedder.embed_text("مرحبا بك في منصة عون")
    if vec:
        print(f"Embedding successful: Length {len(vec)}, first elements: {vec[:3]}")
    else:
        print("Embedding failed!")

    print("\nConnecting to Qdrant (Make sure Docker is running!)...")
    # This might fail if Docker Qdrant is not up, but it shouldn't crash the app.
    success = vector_store.connect()
    print(f"Qdrant connection: {success}")
    
    if success:
        print(vector_store.get_collection_info())

    print("\nInitializing RAG Engine...")
    rag_engine.initialize()
    print(f"TF-IDF Matrix Shape: {rag_engine.tfidf_matrix.shape if rag_engine.tfidf_matrix is not None else 'None'}")
    
    print("\nTesting Hybrid Search:")
    res = rag_engine.search("كيف يتم دعم الأسر؟")
    for r in res:
         print(f"- [Score: {r['score']:.4f}]: {r['title']}")

if __name__ == "__main__":
    asyncio.run(main())