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Optimize the user prompt

Project description

🚀 PromptVibe

PromptVibe is a lightweight Gradio-powered UI tool that helps you optimize LLM prompts using DSPy as the backend. Just upload your golden dataset (questions and answers in Excel), provide your current prompt, and select the optimization technique — PromptVibe will generate top N optimized prompts based on evaluation metrics.


🌟 Features

  • 🔄 Upload Excel dataset with question and answer columns
  • 🧠 Choose from multiple prompt types: Predict, ReAct, or ChainOfThought
  • 🛠️ Optimize using DSPy methods:
    • BootstrapFewShot
    • BootstrapFewShotWithRandomSearch
  • 🎯 Get top-N optimized prompts using answer exact match metric
  • 🔐 Secure API key entry for OpenAI models

🧩 How It Works

  1. Upload an Excel file with question and answer columns.
  2. Enter your existing ("old") prompt.
  3. Choose optimization method and prompt type.
  4. Enter the number of top prompts to retrieve.
  5. Provide your OpenAI model name (e.g., gpt-3.5-turbo) and API key.
  6. View the optimized prompts generated using DSPy’s optimization engine.

📁 Excel File Format

Your Excel file must contain the following columns:

question answer
What is AI? AI is Artificial Intelligence.
How does GPT work? GPT uses transformer architecture.

🛠️ Installation

python -m venv venv 

pip install PromptVibe 

promptvibe

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