DAWNBench

An End-to-End Deep Learning Benchmark and Competition

ImageNet Training

Submission Date Model Time to 93% Accuracy Cost (USD) Max Accuracy Hardware Framework

Oct 2017

ResNet152

Stanford DAWN

source

10 days, 3:59:59 $1112.64 93.00% 8 K80 / 488 GB / 32 CPU (Amazon EC2 [p2.8xlarge]) MXNet 0.11.0

Oct 2017

ResNet152

Stanford DAWN

source

13 days, 10:41:37 $2323.39 93.38% 4 M60 / 488 GB / 64 CPU (Amazon EC2 [g3.16xlarge]) TensorFlow v1.3

Dec 2017

ResNet152

ppwwyyxx

source

1 day, 20:28:27 N/A 93.94% 8 P100 / 512 GB / 40 CPU (NVIDIA DGX-1) tensorpack 0.8.0

Jan 2018

ResNet50

DIUX

source

14:37:59 $358.22 93.07% p3.16xlarge tensorflow 1.5, tensorpack 0.8.1