[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=0.00001 epsB=0.02 momW=0.9 momB=0.9 wc=0.0005 wball=0.00 [conv2b] epsW=0.00001 epsB=0.02 momW=0.9 momB=0.9 wc=0.0005 wball=0.00 [conv3a] epsW=0.00001,0.00001 epsB=0.02 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [conv3b] epsW=0.00001,0.00001 epsB=0.02 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [conv4a] epsW=0.00001 epsB=0.02 momW=0.9 momB=0.9 wc=0.0005 wball=0 [conv4b] epsW=0.00001 epsB=0.02 momW=0.9 momB=0.9 wc=0.0005 wball=0 [conv5a] epsW=0.00001 epsB=0.02 momW=0.9 momB=0.9 wc=0.0005 wball=0 [conv5b] epsW=0.00001 epsB=0.02 momW=0.9 momB=0.9 wc=0.0005 wball=0 [conv6a] epsW=0.00001,0.00001 epsB=0.022 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [conv6b] epsW=0.00001,0.00001 epsB=0.022 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc2048a] epsW=0.00001,0.00001 epsB=0.02 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc2048b] epsW=0.00001,0.00001 epsB=0.02 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc2048ba] epsW=0.00001,0.00001 epsB=0.02 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc2048bb] epsW=0.00001,0.00001 epsB=0.02 momW=0.9,0.9 momB=0.9 wc=0.0005,0.0005 wball=0,0 [fc1000] epsW=0.00001,0.00001 epsB=0.02 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 146 but pretrained on 2011, now training on 2012 # init epsw 0.0001 on conv1, 0.001 elsewhere # guppy9 # logs/layers-146-2012-2011.log # /nobackup/kriz/tmp/ConvNet__2012-09-23_14.57.12 # 300 batches: set epsw to 0.01 from 0.001 on fc1000 # epoch 5: set conv1 epsw to 0.00001 from 0.0001 # epoch 7: set conv1 epsw to 0 from 0.00001 # epoch 9: set fc1000 epsw to 0.001 from 0.01 # epoch 22: set epsw to 0.0001 from 0.001 # epoch 38: set color noise to 0 from 0.1 # epoch 42: set epsw to 0.00001 from 0.0001 # epoch 54: killed # multiview validation: # logprob: 1.633191, 0.389900, 0.166220 # 146-2011 notes: # this is 146, trained on 2011-20k, initialized from 2009-10k (conv layers only) # init epw 0.001 on conv layers, 0.01 on fc # logs/layers-146-2011.log # on guppy9 # /nobackup/kriz/tmp/ConvNet__2012-09-19_23.29.04 # epoch 6: set epsw to 0.001 from 0.01 # epoch 8.11295: killed