Initial commit

layers/layer-params-137-tree.cfg

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+[conv1a]
+epsW=0.001
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+
+[conv1b]
+epsW=0.001
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+
+[conv2a]
+epsW=0.001,0.001
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0.00,0.00
+
+[conv2b]
+epsW=0.001,0.001
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0.00,0.00
+
+[conv3a]
+epsW=0.001,0.001
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+
+[conv3b]
+epsW=0.001,0.001
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+
+[conv4a]
+epsW=0.001
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+
+[conv4b]
+epsW=0.001
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+
+[conv5a]
+epsW=0.001
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+
+[conv5b]
+epsW=0.001
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+
+[fc2048a]
+epsW=0.001,0.001
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+
+[fc2048b]
+epsW=0.001,0.001
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+
+[fc2048ba]
+epsW=0.001,0.001
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+
+[fc2048bb]
+epsW=0.001,0.001
+epsB=0.02
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+
+[fc1000]
+epsW=0.001
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=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 137, but with treefc
+# on guppy9
+# init epsw 0.01 -- this run does not sale epsw by node size
+# /nobackup/kriz/tmp/ConvNet__2012-09-10_22.47.57
+# logs/layers-137-tree.log
+# epoch 14: set epsw to 0.001 from 0.01
+# epoch 38: killed..its stuck at 2.17 nats.. should be nearer to 2.06. perhaps resume later
+
+# 137 notes:
+# this is like #135, but changes the cnorm layers to rnorm
+# 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