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layers-18pct.cfg
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109 lines (96 loc) · 1.08 KB
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# 18% error on CIFAR-10 in 20 minutes - layer definition file
[data]
type=data
dataIdx=0
[labels]
type=data
dataIdx=1
[conv1]
type=conv
inputs=data
channels=3
filters=32
padding=2
stride=1
filterSize=5
neuron=relu
initW=0.0001
partialSum=4
sharedBiases=1
[pool1]
type=pool
pool=max
inputs=conv1
start=0
sizeX=3
stride=2
outputsX=0
channels=32
[rnorm1]
type=rnorm
inputs=pool1
channels=32
sizeX=3
scale=0.00005
pow=.75
[conv2]
type=conv
inputs=rnorm1
filters=32
padding=2
stride=1
filterSize=5
channels=32
neuron=relu
initW=0.01
partialSum=4
sharedBiases=1
[pool2]
type=pool
pool=avg
inputs=conv2
start=0
sizeX=3
stride=2
outputsX=0
channels=32
[rnorm2]
type=rnorm
inputs=pool2
channels=32
sizeX=3
scale=0.00005
pow=.75
[conv3]
type=conv
inputs=rnorm2
filters=64
padding=2
stride=1
filterSize=5
channels=32
neuron=relu
initW=0.01
partialSum=4
sharedBiases=1
[pool3]
type=pool
pool=avg
inputs=conv3
start=0
sizeX=3
stride=2
outputsX=0
channels=64
[fc10]
type=fc
outputs=10
inputs=pool3
initW=0.01
neuron=ident
[probs]
type=softmax
inputs=fc10
[logprob]
type=cost.logreg
inputs=labels,probs