Create a Paul Graham essay Q&A system with OpenAI and Milvus vector database
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Create a Paul Graham Essay Q&A System with OpenAI and Milvus Vector Database
How It Works
This workflow creates a question-answering system based on Paul Graham essays. It has two main steps:
Data Collection & Processing:
- Scrapes Paul Graham essays
- Extracts text content
- Loads them into a Milvus vector store
Chat Interaction:
- Provides a question-answering interface using the stored vector embeddings
- Utilizes OpenAI embeddings for semantic search
Set Up Steps
- Set up a Milvus server following the official guide
- Create a collection named "my_collection"
- Run the workflow to scrape and load Paul Graham essays
- Start chatting with the QA system
The workflow handles the entire process from fetching essays, extracting content, generating embeddings via OpenAI, storing vectors in Milvus, and providing retrieval for question answering.