3 ms·
Hi, friends. With NeurIPS behind us and ICML ahead, maybe you want to do some deep learning. Inspired by Justin Johnson's original work benchmarking the older G
by cgn 7y ago
Hi, friends. With NeurIPS behind us and ICML ahead, maybe you want to do some deep learning. Inspired by Justin Johnson's original work benchmarking the older GTX GPUs, I extended this work to the new RTX GPUs with benchmarks for most ResNet architectures on ImageNet and CIFAR. Along the way, I discovered a dramatic difference in performance based on how you position your GPUs. Enjoy :)
Benchmarking post: https://l7.curtisnorthcutt.com/benchmarking-gpus-for-deep-learning https://l7.curtisnorthcutt.com/benchmarking-gpus-for-deep-le...
Positioning (speed-up) post: https://l7.curtisnorthcutt.com/gpu-positioning https://l7.curtisnorthcutt.com/gpu-positioning
GitHub with Benchmarks: https://github.com/cgnorthcutt/cnn-gpu-benchmarks https://github.com/cgnorthcutt/cnn-gpu-benchmarks