log

training log description

Imagenet 1K classes

network	gpus	batch-size	mxnet version	description
resnet-18	2 x gtx 1080	256	73a0f6e	learning rate decrease by 0.1 at [30, 60, 90] epoch, centos7 + openblas + cuda8.0 + cudnn v5.1
resnet-18-512batch	2 x k80	512	73a0f6e	learning rate decrease by 0.1 at [60, 75, 90] epoch, centos7 + openblas + cuda7.5+cudnn v5/v5.1
resnet-34	2(3) x k80	512	73a0f6e	learning rate decrease by 0.1 at [60, 75, 90] epoch, centos7 + openblas + cuda7.5+cudnn v5/v5.1, after epoch 95, using 3xk80 for trianing
resnet-50	3 x k80	256	73a0f6e	learning rate decrease by 0.1 at [30, 60, 90] epoch, centos7 + openblas + cuda7.5+cudnn v5/v5.1
resnet-101	8 x m40	480	73a0f6e	learning rate decrease by 0.1 at [60, 90, 120], and also disabled the recommend aug since epoch 120
resnet-152	8 x m40	256	73a0f6e	learning rate decrease by 0.1 at [30, 60, 90] epoch, but disable the recommend aug since epoch 101
resnet-200	8 x m40	256	73a0f6e	others are same as above, but disable the recommend aug since epoch 95, after 118 epoch using 3 x K80 and bn-mom=0.997, all training using --memonger

Cifar10

network	gpus	batch-size	mxnet version	description
resnet-164	2 gtx 1080	128	73a0f6e	learning rate decrease by 0.1 at [220, 260, 280] epoch, cuda8.0 + cudnn v5.1