Initial commit

layers/layer-params-170-256-double.cfg

@@ -0,0 +1,203 @@
+[conv1a]
+epsW=0.0
+epsB=0.0
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv1b]
+epsW=0.0
+epsB=0.0
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv2a]
+epsW=0.02
+epsB=0.04
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv2b]
+epsW=0.02
+epsB=0.04
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv3a]
+epsW=0.02,0.02
+epsB=0.04
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv3b]
+epsW=0.02,0.02
+epsB=0.04
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv4a]
+epsW=0.02
+epsB=0.04
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv4b]
+epsW=0.02
+epsB=0.04
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv5a]
+epsW=0.02
+epsB=0.04
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[conv5b]
+epsW=0.02
+epsB=0.04
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[fc2048a]
+epsW=0.02,0.02
+epsB=0.04
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[fc2048b]
+epsW=0.02,0.02
+epsB=0.04
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[fc2048ba]
+epsW=0.02,0.02
+epsB=0.04
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[fc2048bb]
+epsW=0.02,0.02
+epsB=0.04
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[fc1000]
+epsW=0.02,0.02
+epsB=0.04
+momW=0.9,0.9
+momB=0.9
+wc=0.0005,0.0005
+wball=0,0
+schedW=dexp[250,0,4]
+schedB=dexp[10,0,2]
+
+[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 170 but running with minibatch 256 on krunch, also doubling eps to compensate for big batch size:
+# use def file 153
+# not doing fading
+# /nobackup/kriz/tmp/ConvNet__2013-02-05_13.04.30
+# logs/layers-170-256-double-eps.log
+# epoch 61: set color noise to 0 from 0.1
+# epoch 73: set conv1 epsw to 0 from 0.02
+# after 84 epochs: logprob:  1.840643, 0.422726, 0.196598
+# this matches #170 exactly, so im killing it to run 4gpu experiments