GPT Prompt Engineer

Prompt engineering is kind of like alchemy. There's no clear way to predict what will work best. It's all about experimenting until you find the right prompt. gpt-prompt-engineer is a tool that takes this experimentation to a whole new level.

Simply input a description of your task and some test cases, and the system will generate, test, and rank a multitude of prompts to find the ones that perform the best.

Features

Prompt Generation: Using GPT-4 and GPT-3.5-Turbo, gpt-prompt-engineer can generate a variety of possible prompts based on a provided use-case and test cases.

Prompt Testing: The real magic happens after the generation. The system tests each prompt against all the test cases, comparing their performance and ranking them using an ELO rating system.

ELO Rating System: Each prompt starts with an ELO rating of 1200. As they compete against each other in generating responses to the test cases, their ELO ratings change based on their performance. This way, you can easily see which prompts are the most effective.

Classification Version: The gpt-prompt-engineer -- Classification Version notebook is designed to handle classification tasks. It evaluates the correctness of a test case by matching it to the expected output ('true' or 'false') and provides a table with scores for each prompt.

Weights & Biases Logging: Optional logging to Weights & Biases of your configs such as temperature and max tokens, the system and user prompts for each part, the test cases used and the final ranked ELO rating for each candidate prompt. Set use_wandb to True to use.