update readme

README.md

@@ -187,6 +187,8 @@ Clone [e5-base-v2](https://huggingface.co/intfloat/e5-base-v2) to `models/e5-bas
 
 Choose your preferred Whisper model size:
 
+**✅ Just specify the model name(`app.py`) — it will be automatically downloaded and loaded.**
+
 - **tiny**: Fastest, lower accuracy
 - **base**: Balanced performance
 - **small**: Better accuracy

qdrent.py

@@ -2,6 +2,7 @@ from qdrant_client import QdrantClient
 from qdrant_client.http import models as rest
 import numpy as np
 import uuid
+import asyncio
 
 # Initialize Qdrant client and collection
 client = QdrantClient(host='localhost', port=6333)
@@ -29,6 +30,8 @@ async def initialize_collection():
         print(f"Collection '{collection_name}' already exists.")
 
 
+asyncio.run(initialize_collection())
+
 async def store_embeddings(session_id, embeddings, texts=None, name="", title="", summary="", categories=""):
     """
     Store embeddings for a specific session_id.