PromptTools – open-source tools for evaluating LLMs and vector DBs
Published:Aug 1, 2023 16:23
•1 min read
•Hacker News
Analysis
PromptTools offers a valuable solution for the often-tedious process of evaluating LLMs and vector databases. The open-source nature and self-hostability are key advantages, allowing for greater control and customization. The examples provided highlight the practical applications of the tool, addressing common evaluation challenges like output validation and semantic similarity assessment. The background of the creators, particularly Steve's experience with open-source models and TPUs, lends credibility to the project. The focus on simplifying and scaling the evaluation process is a significant contribution to the AI community.
Key Takeaways
- •Open-source and self-hostable tools for evaluating LLMs and vector databases.
- •Addresses challenges in evaluating model outputs (JSON, SQL, Python, emails, chatbots).
- •Developed by individuals with experience in open-source models and TPU support.
- •Aims to simplify and scale the evaluation process.
Reference
“Evaluating prompts, LLMs, and vector databases is a painful, time-consuming but necessary part of the product engineering process.”