Update rag.py

app/rag.py

@@ -16,8 +16,8 @@ from qdrant_client import QdrantClient
 from llama_index.readers.file.docs.base import DocxReader, HWPReader, PDFReader
 
 
-QDRANT_API_URL = os.getenv('QDRANT_API_URL')
-QDRANT_API_KEY = os.getenv('QDRANT_API_KEY')
+# QDRANT_API_URL = os.getenv('QDRANT_API_URL')
+# QDRANT_API_KEY = os.getenv('QDRANT_API_KEY')
 
 logging.basicConfig(level=logging.INFO)
 logger = logging.getLogger(__name__)
@@ -33,7 +33,7 @@ class ChatPDF:
 
         logger.info("initializing the vector store related objects")
         # client = QdrantClient(host="localhost", port=6333)
-        self.client = QdrantClient(url=QDRANT_API_URL, api_key=QDRANT_API_KEY)
+        self.client = QdrantClient(":memory:")
         self.vector_store = QdrantVectorStore(
             client=self.client,
             collection_name="rag_documents",