GPT Prompt Engineer

An open-source project hosted on GitHub, gpt-prompt-engineer automates the process of prompt creation and evaluation. This tool uses advanced methodologies such as GPT-4 and GPT-3.5-Turbo for generating potential prompts and an ELO rating system for evaluating the performance of the prompts.

Features

• Prompt Generation: Using GPT-4 and GPT-3.5-Turbo, gpt-prompt-engineer generates a plethora of potential prompts on the basis of given use-case and associated test cases.
• Prompt Testing & Evaluation: After generation, each prompt is tested and their performance is evaluated via an ELO rating system.
• Classification Version: The tool provides a unique feature of handling classification tasks by matching expected outputs to test cases and scoring each prompt accordingly.
• Weights & Biases Logging: This optional feature allows for detailed tracking of configs, system and user prompts, test cases, and final ELO rating for each generated prompt.
• Portkey: This feature provides an optional tool to log and trace all the prompt chains and their responses.

Use Cases:

• Automated Code Prompt Generation: Easily generates code prompts based on provided use-case and associated test cases.
• Prompt Testing & Evaluation: Helps in evaluation and comparison of multiple prompts using the ELO rating system for enhanced decision-making.
• For Classification Tasks: Ideal for classification tasks, matching test case output to expected 'true' or 'false' outcomes.
• For Detailed Logging: Comprehensive logging and tracking of prompt creation details, test case information and final ELO rating of each prompt.

gpt-prompt-engineer is a compelling tool for developers, data scientists, and machine learning enthusiasts aiming for automated and streamlined prompt generation and evaluation. The project is open-source and contributions are welcome.