semantic-search-openai-pinecone icon indicating copy to clipboard operation
semantic-search-openai-pinecone copied to clipboard

Semantic search with openai's embeddings stored to pineconedb (vector database)

Semantic Search with OpenAI Embeddings and Pinecone

Demo link: https://semantic-search.mharrvic.com

You can use this https://public-semantic-search.mharrvic.com/ if you're having authentication issues.

Repo link: https://github.com/mharrvic/semantic-search-openai-pinecone

This is a demo app that shows how to use OpenAI Embeddings and Pinecone vector database to build a semantic search engine. Based on https://docs.pinecone.io/docs/semantic-text-search. You can run explore this freely using the free tier of Pinecone and OpenAI.

semantic-search-openai-pinecone.png

Tech Stack

Demo Video

https://user-images.githubusercontent.com/15852818/209995984-25fefed6-956c-4c8e-90c5-e5a3db310c29.mp4

https://user-images.githubusercontent.com/15852818/209996939-06a97708-7bed-4a8e-997a-7df99523727c.mp4

Learn More

Input record

semantic-search-openai-pinecone-input.png

Query

semantic-search-openai-pinecone-query.png

I recommend to watch this youtube video from AssemblyAI to learn more about embeddings.