mini-nanoGPT  by ystemsrx

Visual tool for one-click GPT training

Created 8 months ago
340 stars

Top 81.1% on SourcePulse

GitHubView on GitHub
Project Summary

This project provides a user-friendly, visual interface for training GPT models, abstracting away complex command-line operations. It targets deep learning beginners, researchers, and developers interested in easily experimenting with and training their own GPT models, offering a simplified path to large model development.

How It Works

Mini-NanoGPT builds upon the karpathy/nanoGPT framework, introducing a Gradio-based graphical user interface. This allows users to perform data processing, tokenization (character-level or GPT-2), model training, and text generation through a few clicks. It supports multi-processing and distributed training for efficiency, with real-time feedback on training progress and parameter visualization.

Quick Start & Requirements

  • Install dependencies: pip install -r requirements.txt
  • Launch project: python main.py
  • Access interface: http://localhost:7860 (browser)
  • Prerequisites: Python 3.7+

Highlighted Details

  • Visual interface for one-click data processing, training, and generation.
  • Supports character-level and GPT-2 tokenization.
  • Real-time loss curve visualization and parameter adjustment.
  • Option to resume previous training sessions.

Maintenance & Community

The project welcomes contributions via issues and pull requests. Community engagement is encouraged through sharing usage experiences.

Licensing & Compatibility

Licensed under the MIT License, permitting commercial use and integration with closed-source projects.

Limitations & Caveats

Performance is significantly impacted by hardware; GPU usage is highly recommended for faster training. The README notes potential "Dataset too small" errors if validation block size exceeds validation data size, requiring parameter adjustment.

Health Check
Last Commit

1 month ago

Responsiveness

1 day

Pull Requests (30d)
0
Issues (30d)
0
Star History
4 stars in the last 30 days

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