GitHub - TaRun1369/rag101

8000 GitHub - TaRun1369/rag101

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.devcontainer		.devcontainer
.gitignore		.gitignore
LICENSE		LICENSE
README.md		README.md
app.py		app.py
brain.py		brain.py
compare medium.gif		compare medium.gif
requirements.txt		requirements.txt
thumbnail.webp		thumbnail.webp

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# Retrieval Augmented Generation (RAG) for chatbots RAG enabled Chatbots using [LangChain](https://www.langchain.com) and [Databutton](https://databutton.com/login?utm_source=github&utm_medium=avra&utm_article=rag) ![](https://github.com/avrabyt/RAG-Chatbot/blob/main/thumbnail.webp) - For the front-end : `app.py` - PDF parsing and indexing : `brain.py` - API keys are maintained over databutton secret management - Indexed are stored over session state Oversimplified explanation : (**Retrieval**) Fetch the top N similar contexts via similarity search from the indexed PDF files -> concatanate those to the prompt (**Prompt Augumentation**) -> Pass it to the LLM -> which further generates response (**Generation**) like any LLM does. **More in the blog!** **Blog Post - [Here](https://medium.com/databutton/why-your-next-ai-product-needs-rag-implemented-in-it-9ee22f9770c8)** **YouTube video - [Here](https://youtu.be/Yh1GEWqgkt0)** To get started quickly, you can use the “Chat with PDF” [template](https://databutton.com/new?templateId=pt-x2Rh7dEYwIuCxXaR) within Databutton 🚀 > Alternatively, you can use [Streamlit](https://streamlit.io) to build and deploy! In that case few changes such as `st.secrets` needs to be implemented! # Similar projects #### [Building a Simple Chatbot using ChatGPTAPI & Databutton with memory 🧠](https://github.com/avrabyt/MemoryBot) >Memory implementation can also be an interesting feature in this current RAG enabled Chatbot. Repo - [MemoryBot](https://github.com/avrabyt/MemoryBot) The live demo app is hosted over [here](https://next.databutton.com/v/lgzxq112/Memory_Bot) Blog - [here](https://medium.com/@avra42/how-to-build-a-chatbot-with-chatgpt-api-and-a-conversational-memory-in-python-8d856cda4542) Video - [here](https://youtu.be/cHjlperESbg) #### [PDF Chatbot with Memory](https://github.com/avrabyt/PersonalMemoryBot) > Similar to Chat with PDF approach, with enabled memory. Demo App - [here](https://next.databutton.com/v/lgzxq112/Personalised_Memory_Bot) Video - [here](https://youtu.be/daMNGGPJkEE) Blog - [here](https://medium.com/@avra42/how-to-build-a-personalized-pdf-chat-bot-with-conversational-memory-965280c160f8) ![](https://github.com/avrabyt/RAG-Chatbot/blob/main/compare%20medium.gif) # rag101 # rag101 # rag101

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