Update ingest.py

ingest.py

@@ -13,14 +13,17 @@ documents = loader.load()
 text_splitter = RecursiveCharacterTextSplitter(chunk_size=700, chunk_overlap=70)
 texts = text_splitter.split_documents(documents)
 
-url = "http://127.0.0.1:6333" # This is the same URL that must match Step 4d
-#qdrant_api_key = os.environ['QDRANT_API_KEY']
-#url = os.environ['QDRANT_URL']
+# url = "http://127.0.0.1:6333" # This is the same URL that must match Step 4d
+qdrant_api_key = 'ic_WPSW7zUEOYzJIbHAYKVUxTf7xVXxFfJgTN6UsnvcuXGwkRPGx3g'
+qdrant_url = 'https://ea51a65a-6fad-48ce-b571-846d3b496882.us-east4-0.gcp.cloud.qdrant.io'
+
 
 qdrant = Qdrant.from_documents(
     texts,
     embeddings,
-    url=url,
+    url=qdrant_url,
+    port=6333,
+    api_key=qdrant_api_key, 
     prefer_grpc=False,
     collection_name="vector_db"
 )