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rag-chatbot-with-mongo-atlas's Introduction

Generative AI RAG Chatbot with Mongo Atlas

Vector Store

  • Mongo Atlas Vector Search (you can get a free version of it by creating an account)

How to Run this app

  • To run this app you need to install dependencies with pip install -r requirements.txt.
  • Create a Mongo Database, collection and vector index with following properties
{
  "fields": [
    {
      "type": "vector",
      "path": "embedding",
      "numDimensions": 1536, # for openai embeddings
      "similarity": "cosine"
    }
  ]
}
  • Set following environment variables in your .env file:
  • OPENAI_API_KEY
  • MONGO_URI
  • MONGODB_NAME
  • MONGODB_COLLECTION
  • ATLAS_VECTOR_SEARCH_INDEX_NAME
  • Now run the python app.py in your terminal and bingo, your app is running on your localhost.

rag-chatbot-with-mongo-atlas's People

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