visual-dspy

KO | EN

gitlite — search

#javascript #python #ai #typescript #llm #go #android #machine-learning #deep-learning #nodejs #java #vue #security #open-source

(★ 17)

Visual demo of DSPy's prompt optimization on Gradio

visual-dspy 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# Visual DSPy

## Overview
A simple project that demonstrates [DSPy's prompt optimization capabilities](https://dspy.ai/) for text summarization tasks. This project explores two optimizers: BootstrapFewShot and MIPROv2, to improve summarization quality (Dataset: [DialogSum](https://github.com/cylnlp/dialogsum)).

## Installation

### Prerequisites
- Python 3.11 or higher
- An OpenAI API key or Mistral API key

### Environment Setup

1. Clone the repository:
   ```bash
   git clone https://github.com/mozilla-ai/visual-dspy.git
   cd visual-dspy
   ```

2. Create and activate a virtual environment:
   ```bash
   uv venv .venv
   source .venv/bin/activate
   ```

3. Install the package and dependencies:
   ```bash
   uv pip install -e .
   ```

### API Key Configuration

Set up your API key as an environment variable:

```bash
# For OpenAI (if using OpenAI models)
export OPENAI_API_KEY=your_openai_api_key

# For Mistral (if using Mistral models)
export MISTRAL_API_KEY=your_mistral_api_key
```

## Running the Gradio App

To start the web interface:

```bash
gradio app.py
```

The application will be available at http://localhost:7860 in your web browser.

This should open a web interface with three tabs: No Optimization, BootstrapFewShot, and MIPROv2. With a few clicks you can optimize the initial prompt "Generate a concise, accurate summary of the provided text." and see the [METEOR](https://en.wikipedia.org/wiki/METEOR) scores on the evaluation set on the UI.

![Gradio App](https://raw.githubusercontent.com/mozilla-ai/visual-dspy/main/assets/gradio_ui_screenshot.png)

### Features

Each tab allows you to:
- Evaluate the LLM on a test dataset
- View sample summaries with individual scores
- Examine the system prompt used by the model
- View the METEOR score metrics for summarization quality

visual-dspy

visual-dspy 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

visual-dspy

visual-dspy 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README