Build your own RAG chatbot with Upstash

Introduction · Tech Stack + Features · Author

Tech Stack + Features

Frameworks

• Next.js – The React Framework for the Web. We’re using the populate ui.shadcn.com for rapid prototyping.

Database

• Upstash - Serverless database platform. We're using both Upstash Vector and Upstash Redis for storing vectors and conversations respectively.

• Hugging Face - The platform where the machine learning community collaborates on models, datasets, and applications. We’re using Hugging Face Inference API for creating embeddings.

• Replicate - Run and fine-tune open-source models. We're using LLAMA-2-70B Chat model.

• LangChain - Framework for developing applications powered by language models.

UI

• TailwindCSS – CSS framework for building custom designs.

Platform

• Vercel – A cloud platform for deploying and scaling web applications.

Code Quality

• Prettier – Opinionated code formatter for consistent code style

Author

• Rishi Raj Jain (@rishi_raj_jain_)