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[P] FFCV: Accelerated Model Training via Fast Data Loading
Jan. 18, 2022, 9:13 p.m. | /u/andrew_ilyas
Machine Learning www.reddit.com
Hi r/MachineLearning! Today we released FFCV (ffcv.io), a library that speeds up machine learning model training by accelerating the data loading and processing pipeline. With FFCV we were able to:
- Train an ImageNet model (ResNet-18) to 66.9% accuracy *on one GPU* in 35 minutes (98¢/model on AWS)
- Train an ImageNet model (ResNet-50) to 75.6% accuracy *on one AWS machine* in 20 minutes ($4.5/model on AWS)
- Train a CIFAR-10 model on one GPU in 36 seconds (2¢/model on …
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