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rag-query's Introduction

Slides app - intelligent querying of large pdf documents. Submit questions to your document and get a fast answer from an AI.

Getting Started

First, run the development server:

npm run dev

Open http://localhost:3000 with your browser to see the result

Firebase authentication required for access to slides page

Deploy on Firebase static hosting

  • firebase deploy --only hosting

Backend

Pine cone

  • Get pinecone api key
  • Using with npm or pip package
    • Create Index

serverless functions

in the /functions dir

  • uploadDocument
  • questionDocument

Function ENV variables /functions.env

OPENAI_KEY=OpenAI Api Key

VECTOR_MODEL= Embedding vector model (OpenAI)

PINECONE_KEY= Pinecone API key

PINECONE_DOCUMENT_INDEX= Pinecone Vector Index

PINECONE_ENVIRONMENT= Pinecone cloud environment

Deploy backend

  • firebase deploy --only functions

Services to enable in GCP

  • Google Functions
  • Firebase Auth
  • Firestore
    • Semantic Search API
Firestore Collections
  • pages - contains user page content of the uploaded pages
  • embeddings - contains page content embeddings

rag-query's People

Contributors

ricardolx avatar

Stargazers

Gokhan Balik avatar

Watchers

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