https://github.com/berecat/openai-pinecone-search

Semantic search with openai's embeddings stored to pineconedb (vector database)
https://github.com/berecat/openai-pinecone-search

langchain openai pinecone python react t3-stack vector-embedding-database vector-embeddings

Last synced: 4 months ago
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Semantic search with openai's embeddings stored to pineconedb (vector database)

• Host: GitHub
• URL: https://github.com/berecat/openai-pinecone-search
• Owner: berecat
• Created: 2022-08-02T21:44:37.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2023-05-31T21:20:58.000Z (over 1 year ago)
• Last Synced: 2024-09-27T12:42:42.544Z (4 months ago)
• Topics: langchain, openai, pinecone, python, react, t3-stack, vector-embedding-database, vector-embeddings
• Language: TypeScript
• Homepage:
• Size: 6.44 MB
• Stars: 14
• Watchers: 1
• Forks: 2
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# 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](https://github.com/mharrvic/semantic-search-openai-pinecone)

This is a demo app that shows how to use [OpenAI Embeddings](https://beta.openai.com/docs/guides/embeddings) and [Pinecone](https://pinecone.io) 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](semantic-search-openai-pinecone.png)

## Tech Stack

- [Next.js](https://nextjs.org)

- [NextAuth.js](https://next-auth.js.org)

- [Prisma](https://prisma.io)

- [Tailwind CSS](https://tailwindcss.com)

- [tRPC](https://trpc.io)

- [Pinecone vector db](https://pinecone.io)

- [OpenAI Embeddings](https://beta.openai.com/docs/guides/embeddings)

- [NeonDB serverless postgres db](neon.tech)

## 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](semantic-search-openai-pinecone-input.png)

### Query

![semantic-search-openai-pinecone-query.png](semantic-search-openai-pinecone-query.png)

I recommend to watch this [youtube video](https://www.youtube.com/watch?v=5MaWmXwxFNQ) from AssemblyAI to learn more about embeddings.