Initial commit

layers/layer-params-170-4gpu.cfg

@@ -0,0 +1,416 @@
+[conv1a]
+epsW=0.0000
+epsB=0.0
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=default
+schedB=default
+
+[conv1b]
+epsW=0.0000
+epsB=0.0
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=default
+schedB=default
+
+[conv1c]
+epsW=0.0000
+epsB=0.0
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=default
+schedB=default
+
+[conv1d]
+epsW=0.0000
+epsB=0.0
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=default
+schedB=default
+
+[conv2a]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=default
+schedB=default
+
+[conv2b]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=default
+schedB=default
+
+[conv2c]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=default
+schedB=default
+
+[conv2d]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0.00
+schedW=default
+schedB=default
+
+[conv3a]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[conv3b]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[conv3c]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[conv3d]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[conv4a]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=default
+schedB=default
+
+[conv4b]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=default
+schedB=default
+
+[conv4c]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=default
+schedB=default
+
+[conv4d]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=default
+schedB=default
+
+[conv5a]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=default
+schedB=default
+
+[conv5b]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=default
+schedB=default
+
+[conv5c]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=default
+schedB=default
+
+[conv5d]
+epsW=0.00008
+epsB=0.02
+momW=0.9
+momB=0.9
+wc=0.0005
+wball=0
+schedW=default
+schedB=default
+
+[fc1024a]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[fc1024b]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[fc1024c]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[fc1024d]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[fc1024ba]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[fc1024bb]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[fc1024bc]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[fc1024bd]
+epsW=0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005
+wball=0,0,0
+schedW=default
+schedB=default
+
+[fc1000a]
+epsW=0.00008,0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005,0.0005
+wball=0,0,0,0
+schedW=default
+schedB=default
+
+[fc1000b]
+epsW=0.00008,0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005,0.0005
+wball=0,0,0,0
+schedW=default
+schedB=default
+
+[fc1000c]
+epsW=0.00008,0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005,0.0005
+wball=0,0,0,0
+schedW=default
+schedB=default
+
+[fc1000d]
+epsW=0.00008,0.00008,0.00008,0.00008
+epsB=0.02
+momW=0.9,0.9,0.9,0.9
+momB=0.9
+wc=0.0005,0.0005,0.0005,0.0005
+wball=0,0,0,0
+schedW=default
+schedB=default
+
+[logprob]
+coeff=1
+topk=5
+
+[hs1a]
+enable=true
+
+[hs1b]
+enable=true
+
+[hs1c]
+enable=true
+
+[hs1d]
+enable=true
+
+[hs2a]
+enable=true
+
+[hs2b]
+enable=true
+
+[hs2c]
+enable=true
+
+[hs2d]
+enable=true
+
+[rnorm1a]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[rnorm1b]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[rnorm1c]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[rnorm1d]
+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
+
+[rnorm2c]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[rnorm2d]
+scale=0.0001
+pow=0.75
+minDiv=2
+
+[cnorm2a]
+scale=0.001
+pow=0.75
+
+[cnorm2b]
+scale=0.001
+pow=0.75
+
+[cnorm2c]
+scale=0.001
+pow=0.75
+
+[cnorm2d]
+scale=0.001
+pow=0.75
+
+# uses config file #153-4gpu
+# on krunch
+# /nobackup/kriz/tmp/ConvNet__2013-02-07_16.20.22
+# logs/layers-170-4gpu.log
+# epoch 5: set mini to 256 from 128, epsw to 0.02 from 0.01
+# epoch 7: set epsw to 0.003 from 0.02
+# epoch 35: made backup to .bak
+#           set epsw to 0.0005 from 0.003
+# epoch 55: it seems strangely bad, restarting from 35
+# epoch 49: set color noise 0 from 0.1, set epsw to 0.00008 from 0.0005 on conv1
+# epoch 52: set epsw to 0.00008 from 0.0005 everywhere, set epsw to 0 from 0.00008 on conv1
+# epoch 63: killed.. its no better than 146