[conv1a] epsW=0.0000 epsB=0.00 momW=0.9 momB=0.9 wc=0.0005 wball=0.00 [conv1b] epsW=0.0000 epsB=0.00 momW=0.9 momB=0.9 wc=0.0005 wball=0.00 [conv2a] epsW=0.0000,0.0000 epsB=0.00 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0.00,0.00 [conv2b] epsW=0.0000,0.0000 epsB=0.00 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0.00,0.00 [conv3a] epsW=0.00001,0.00001 epsB=0.002 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [conv3b] epsW=0.00001,0.00001 epsB=0.002 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [conv4a] epsW=0.0001 epsB=0.002 momW=0.9 momB=0.9 wc=0.0005 wball=0 [conv4b] epsW=0.0001 epsB=0.002 momW=0.9 momB=0.9 wc=0.0005 wball=0 [conv5a] epsW=0.0001 epsB=0.002 momW=0.9 momB=0.9 wc=0.0005 wball=0 [conv5b] epsW=0.0001 epsB=0.002 momW=0.9 momB=0.9 wc=0.0005 wball=0 [fc2048a] epsW=0.00001,0.00001 epsB=0.002 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc2048b] epsW=0.00001,0.00001 epsB=0.002 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc2048ba] epsW=0.00001,0.00001 epsB=0.002 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc2048bb] epsW=0.00001,0.00001 epsB=0.002 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc1000] epsW=0.00001,0.00001 epsB=0.002 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [logprob] coeff=1 topk=5 [hs1a] enable=true [hs2a] enable=true [hs1b] enable=true [hs2b] enable=true [rnorm1a] scale=0.0001 pow=0.75 minDiv=2 [rnorm1b] scale=0.0001 pow=0.75 minDiv=2 [rnorm2a] scale=0.0001 pow=0.75 minDiv=2 [rnorm2b] scale=0.0001 pow=0.75 minDiv=2 [cnorm2a] scale=0.001 pow=0.75 [cnorm2b] scale=0.001 pow=0.75 # this is like #135, but changes the cnorm layers to rnorm # on lsvrc-2010: # logs/layers-137-2010.log # on guppy9 # /nobackup/kriz/tmp/ConvNet__2012-09-13_02.47.12 # epoch 25: set epsw to 0.001 from 0.01 # epoch 49: set epsw to 0.0001 from 0.001 # epoch 81: set epsw to 0.00001 from 0.0001 on conv1,conv2 # set color noise to 0 from 0.1 # epoch 85: set epsw to 0 from 0.00001 on conv1,conv2 # set epsw to 0.00001 from 0.0001 elsewhere # epoch 103: killed # validation: # logprob: 1.727592, 0.394153, 0.182784 # validation multiview: # logprob: 1.632875, 0.377960, 0.171020 # test multiview: # logprob: 1.623185, 0.376167, 0.171247 # on lsvrc-2012: # on guppy8 # logs/layers-137.log # /nobackup/kriz/tmp/ConvNet__2012-08-25_05.39.04 # epoch 26: set epsw to 0.001 from 0.01 # epoch 50: set epsw to 0.0001 from 0.001 # epoch 75: set epsw to 0 from 0.0001 on conv1,conv2 # set color noise to 0 from 0.1 # epoch 84: set epsw to 0.00001 from 0.0001 # epoch 92: made backup to /nobackup/kriz/tmp/ConvNet__2012-08-25_05.39.04.bak # set epsw to 0.0001 from 0.00001 (conv1/2 still 0) # using BRIGHTNESS NOISE of 0.2 (in other words i zeroed out the other components of the color noise) # epoch 101: set color (brightness) noise to 0 from 0.2 # epoch 105: set epsw to 0.00001 from 0.0001 # experiment a failure. going back to training /nobackup/kriz/tmp/ConvNet__2012-08-25_05.39.04.bak # epoch 99: killed # logprob: 1.751138, 0.407820, 0.183440 # batch size 128 x 8: # /nobackup/kriz/tmp/ConvNet__2012-09-07_17.08.47 # epoch 25: set epsw to 0.001 from 0.01 # made backup to /nobackup/kriz/tmp/ConvNet__2012-09-07_17.08.47.bak # epoch 34: killed, its not good