Welcome to the source code repository of Quote Finder. This project leverages natural language processing (NLP) techniques to provide a a pretty normal looking keyword search experience.

The Quote Finder project is organized into three primary directories, each serving a unique purpose within the application architecture:

• frontend/ Contains the Vite-React application, implementing the user interface and interaction layer.
• python/ Houses data and model preparation scripts, including a notable Jupyter Notebook for embedding quotes and integration with Pinecone.
• src/ The Rust backend, built with Axum to provide RESTful services, including the front-end serving and quote searching functionality.
• peridotml/candle A fork of Hugging Face's candle library with some extra code that I wrote to implement a SPLADE model.

• Backend Axum, Pinecone
• ML SPLADE, Candle, Safetensors
• Frontend Vite, React, Zustand, Mantine
• Deployment Shuttle

Run the Rust backend using Cargo:

cargo shuttle run

Navigate to the frontend directory and start the development server:

cd frontend
npm run dev

To build and deploy the application, use the provided Make command:

make build-and-deploy

• https://www.pinecone.io/learn/splade/