Initial commit

layers/layer-params-146-2012-2011.cfg

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+[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
+