Merge branch 'lancedb:main' into main

README.md

@@ -77,7 +77,7 @@ These are ready to use applications built using LanceDB serverless vector databa
 | [ Talk with Podcast ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/talk-with-podcast) | Talk with Youtube Podcast using Ollama and insanely-fast-whisper | ![demo](./assets/talk-with-podcast.png)|
 | [ Talk with Wikipedia ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/talk-with-wikipedia) | Talk with Wikipedia Pages | ![demo](./assets/talk-with-wikipedia.png)|
 | [ Document Chat with Langroid ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/docchat-with-langroid) | Talk with your Documents using Langroid | ![demo](./assets/document-chat-langroid.png)|
-| [ Fastapi RAG template  ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/Fastapi_websocket_chatboat) | Fatapi based RAG template with websocket support | ![image](https://github.com/akashAD98/vectordb-recipes/assets/62583018/0a72fd53-54d5-4c86-84e1-34707c7110ef)|
+| [ Fastapi RAG template  ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/Chatbot_RAG_with_FASTAPI) | FastAPI based RAG template with Websocket support | ![image](./assets/chatbot_fastapi.png)|
 | [ GTE MLX RAG ](https://github.com/lancedb/vectordb-recipes/tree/main/applications/GTE_mlx_RAG/CLI_example.ipynb) | mlx based RAG model using lancedb api support | ![image](./assets/apple_mlx.png)|
 
 

applications/Fastapi_websocket_chatboat/README.md → applications/Chatbot_RAG_with_FASTAPI/README.md

@@ -1,10 +1,12 @@
 
-## chatbot  api using  using FastAPI and WebSocket. 
+## Chatbot API using FastAPI and WebSocket
 It is designed to provide users with quick and accurate responses to their queries through a convenient interface accessible via Swagger FastAPI.
 
 ## Features
 FastAPI Backend: Utilizes FastAPI for handling backend logic and API responses.
+
 WebSocket Integration: Offers real-time communication between the client and server.
+
 Swagger UI: Easy testing and interaction with the chatbot through the FastAPI's built-in Swagger UI.
 
 
@@ -24,9 +26,10 @@ The --reload flag enables auto-reload so the server will restart upon file chang
 
 ## Usage
 
-##### 1.Once the server is running, navigate to http://localhost:8000/docs to interact with the chatbot using Swagger UI.
-##### 2.Upload the pdf
-##### 3.Ask the quetions based on your pdf
-![image](https://github.com/akashAD98/vectordb-recipes/assets/62583018/0dc29b74-a534-4ebc-8ac1-eea8e877f325)
+1. Once the server is running, navigate to http://localhost:8000/docs to interact with the chatbot using Swagger UI.
+2. Upload the pdf
+3. Ask the quetions based on your pdf
+
+![image](../../assets/chatbot_fastapi.png)