# 13% error on CIFAR-10 in 20 minutes - layer definition file 
# See methodology: http://code.google.com/p/cuda-convnet/wiki/Methodology

[data]
type=data
dataIdx=0

[labels]
type=data
dataIdx=1

[conv1]
type=conv
inputs=data
channels=3
filters=64
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=64

[conv2]
type=conv
inputs=pool1
filters=64
padding=2
stride=1
filterSize=5
channels=64
neuron=relu
initW=0.01
partialSum=8
sharedBiases=1

[pool2]
type=pool
pool=max
inputs=conv2
start=0
sizeX=3
stride=2
outputsX=0
channels=64

[local3]
type=local
inputs=pool2
filters=32
padding=1
stride=1
filterSize=3
channels=64
neuron=relu
initW=0.04

[local4]
type=local
inputs=local3
filters=32
padding=1
stride=1
filterSize=3
channels=32
neuron=relu
initW=0.04

[fc10]
type=fc
outputs=10
inputs=local4
initW=0.01
neuron=ident

[probs]
type=softmax
inputs=fc10

[logprob]
type=cost.logreg
inputs=labels,probs