RAG Is More Than Just Vector Search
- Developed a question-answering system over GitHub issues using OpenAI's Parallel Tool Calling API. - Implemented text-to-SQL tools and semantic search tools to build the question-answering system. - Used Pydantic models for separation of concerns, making it easier to evaluate tool selection separately from implementation. - Utilized Instructor for testing function calling capabilities before moving to implementation. - Discussed best practices for text-to-SQL generation and provided a prompt example for TimescaleDB-specific query generation.
Company
Timescale
Date published
Sept. 13, 2024
Author(s)
Jason Liu
Word count
5398
Language
English
Hacker News points
5