libffcv/ffcv

FFCV: Fast Forward Computer Vision (and other ML workloads!)

60
/ 100
Established

Converts datasets into a binary `.beton` format with on-the-fly decoding pipelines that leverage JPEG decompression and augmentation on GPU, eliminating I/O bottlenecks common in PyTorch dataloaders. Provides a drop-in `Loader` replacement compatible with existing training loops while supporting configurable field types, custom transforms, and multi-worker parallel loading. Includes pre-tuned training recipes for ImageNet and CIFAR-10 that achieve state-of-the-art throughput and convergence speed on single and multi-GPU setups.

2,986 stars and 422 monthly downloads. Used by 1 other package. No commits in the last 6 months. Available on PyPI.

Stale 6m
Maintenance 0 / 25
Adoption 17 / 25
Maturity 25 / 25
Community 18 / 25

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Stars

2,986

Forks

183

Language

Python

License

Apache-2.0

Last pushed

Jun 16, 2024

Monthly downloads

422

Commits (30d)

0

Reverse dependents

1

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