100 lines
1,008 B
INI
100 lines
1,008 B
INI
# 26% error on CIFAR-10 in 80 seconds - 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
|
|
|
|
[conv2]
|
|
type=conv
|
|
inputs=pool1
|
|
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
|
|
|
|
[conv3]
|
|
type=conv
|
|
inputs=pool2
|
|
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
|
|
|
|
[fc64]
|
|
type=fc
|
|
outputs=64
|
|
inputs=pool3
|
|
initW=0.1
|
|
neuron=relu
|
|
|
|
[fc10]
|
|
type=fc
|
|
outputs=10
|
|
inputs=fc64
|
|
initW=0.1
|
|
neuron=ident
|
|
|
|
[probs]
|
|
type=softmax
|
|
inputs=fc10
|
|
|
|
[logprob]
|
|
type=cost.logreg
|
|
inputs=labels,probs
|