Lightning-Universe/lightning-bolts

Health v2 · maintenance only

Flags: archived

Adoption not part of the score

1751 stars · 315 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Lightning Bolts is a toolbox of pre-built models, callbacks, and datasets that extend PyTorch Lightning for AI/ML research and production. It provides ready-made components like ONNX-optimized training callbacks, GANs, and common datasets to accelerate deep learning workflows.

Use cases

• speed up pytorch lightning training with onnx runtime
• find ready-made deep learning models for research
• get common datasets for pytorch lightning experiments
• use callbacks to extend pytorch lightning training
• train gans with pytorch lightning
• convert models to optimized onnx graphs for gpu training

When to choose

• you already use PyTorch Lightning and want reusable components
• you need quick access to standard research models and datasets
• you want ONNX Runtime acceleration for Lightning training

When to avoid

• you don't use PyTorch Lightning
• you need a full training framework rather than components
• you need actively developed bleeding-edge features

Facets

library · maturity maintenance

deep-learning machine-learning image-processing nlp data-science deep-learning machine-learning computer-vision developer-tools python pytorch-lightning callbacks datasets research onnx gan supervised-learning natural-language-processing

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markdown · JSON · MCP: product_card(name="Lightning-Universe/lightning-bolts")