[conv1a]
epsW=0.0001
epsB=0.002
momW=0.9
momB=0.9
wc=0.0005
wball=0.00

[conv1b]
epsW=0.0001
epsB=0.002
momW=0.9
momB=0.9
wc=0.0005
wball=0.00

[conv2a]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0.00,0.00

[conv2b]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0.00,0.00

[conv3a]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0,0

[conv3b]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0,0

[conv4a]
epsW=0.0001
epsB=0.002
momW=0.9
momB=0.9
wc=0.0005
wball=0

[conv4b]
epsW=0.0001
epsB=0.002
momW=0.9
momB=0.9
wc=0.0005
wball=0

[conv5a]
epsW=0.0001
epsB=0.002
momW=0.9
momB=0.9
wc=0.0005
wball=0

[conv5b]
epsW=0.0001
epsB=0.002
momW=0.9
momB=0.9
wc=0.0005
wball=0

[conv6a]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0,0

[conv6b]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0,0

[fc2048a]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0,0

[fc2048b]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0,0

[fc2048ba]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0,0

[fc2048bb]
epsW=0.0001,0.0001
epsB=0.002
momW=0.9,0.9
momB=0.9
wc=0.0005,0.0005
wball=0,0

[fc1000]
epsW=0.0001,0.0001
epsB=0.002
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 like 141, but trained on half of 2009 imgnet, to be comparable to google's results
# logs/layers-141-2009-half.log
# /nobackup/kriz/tmp/ConvNet__2012-09-09_00.26.31
# on guppy9
# epoch 6.2600: set epsw to 0.001 from 0.01
# epoch 13.3361: set epsw to 0.0001 from 0.001
# epoch 18.2396: set epsw to 0.00001 from 0.0001 on conv1,conv2
#                set color noise to 0 from 0.1
# epoch 21.1949: set epsw to 0 from 0.00001 on conv1,conv2
# epoch 25.3718: set epsw to 0.00001 from 0.0001
# epoch 28.3271: killed
# ok test erro rate is a bit worse than 131, restarting with epsw 0.001, color noise 0.1
# epoch 44.183: set epsw to 0.0001 from 0.001
# epoch 56: eek, it started getting worse on validation :/

# 141 notes:
# this is like #137 but with conv6, also communication in conv6
# /nobackup/kriz/tmp/ConvNet__2012-09-03_16.27.48
# logs/layers-141.log
# epoch 23: set epsw to 0.001 from 0.01
# epoch 48: set epsw to 0.0001 from 0.001
# epoch 60: this seems overfitty....killing
# but will use these weights to initialize a net on 2009... why the hell not?