libffcv/ffcv

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

54
/ 100
Established

This tool helps machine learning engineers and researchers dramatically speed up the training of computer vision models. It takes your existing image datasets and converts them into an optimized format, then loads this data much faster during model training. The output is a significantly reduced time and cost for training models, especially those involving large image datasets like ImageNet.

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

Use this if you are training computer vision models and find that data loading is a bottleneck, leading to slow training times and high computational costs.

Not ideal if your machine learning models do not primarily involve image data or if your current training workflow is already very fast and efficient.

Computer Vision Machine Learning Training Deep Learning Image Classification Model Optimization
Stale 6m
Maintenance 0 / 25
Adoption 11 / 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

Commits (30d)

0

Reverse dependents

1

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