Initial commit

layers/layers-flickr-102-inet-init.cfg

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+[data]
+type=data
+dataIdx=0
+
+[labels]
+type=data
+dataIdx=1
+
+[blur0]
+type=blur
+inputs=data
+stdev=4
+filterSize=9
+channels=3
+gpu=0
+
+[nails0]
+type=nailbed
+inputs=blur0
+stride=4
+channels=3
+
+[conv1a]
+type=conv
+inputs=data
+channels=3
+filters=32
+padding=0
+stride=4
+filterSize=11
+initW=0.01
+partialSum=5
+sharedBiases=1
+gpu=0
+initWFunc=initw.makew(conv1a)
+initBFunc=initw.makeb(conv1a)
+
+[conv1b]
+type=conv
+inputs=data
+channels=3
+filters=32
+padding=0
+stride=4
+filterSize=11
+initW=0.01
+partialSum=5
+sharedBiases=1
+gpu=1
+initWFunc=initw.makew(conv1b)
+initBFunc=initw.makeb(conv1b)
+
+[pool1a]
+type=pool
+pool=max
+inputs=conv1a
+sizeX=3
+stride=2
+channels=32
+neuron=relu
+
+[pool1b]
+type=pool
+pool=max
+inputs=conv1b
+sizeX=3
+stride=2
+channels=32
+neuron=relu
+
+[rnorm1a]
+type=cmrnorm
+inputs=pool1a
+channels=32
+size=9
+
+[rnorm1b]
+type=cmrnorm
+inputs=pool1b
+channels=32
+size=9
+
+[conv2a]
+type=conv
+inputs=nails0,rnorm1a,rnorm1b
+filters=128,64,64
+padding=0,2,2
+stride=2,1,1
+filterSize=5,5,5
+channels=3,32,32
+initW=0.01,0.01,0.01
+initB=1
+partialSum=3
+sharedBiases=1
+neuron=relu
+randSparse=0,1,1
+groups=1,2,2
+gpu=0
+initWFunc=initw.makew(conv2a)
+initBFunc=initw.makeb(conv2a)
+initCFunc=initw.makec(conv2a)
+
+[conv2b]
+type=conv
+inputs=nails0,rnorm1a,rnorm1b
+filters=128,64,64
+padding=0,2,2
+stride=2,1,1
+filterSize=5,5,5
+channels=3,32,32
+initW=0.01,0.01,0.01
+initB=1
+partialSum=3
+sharedBiases=1
+neuron=relu
+randSparse=0,1,1
+groups=1,2,2
+gpu=1
+initWFunc=initw.makew(conv2b)
+initBFunc=initw.makeb(conv2b)
+initCFunc=initw.makec(conv2b)
+
+[rnorm2a]
+type=cmrnorm
+inputs=conv2a
+channels=128
+size=9
+
+[rnorm2b]
+type=cmrnorm
+inputs=conv2b
+channels=128
+size=9
+
+[pool2a]
+type=pool
+pool=max
+inputs=rnorm2a
+sizeX=3
+stride=2
+channels=128
+
+[pool2b]
+type=pool
+pool=max
+inputs=rnorm2b
+sizeX=3
+stride=2
+channels=128
+
+[conv3a]
+type=conv
+inputs=pool2a,pool2b
+filters=192,192
+padding=1,1
+stride=1,1
+filterSize=3,3
+channels=128,128
+initW=0.03,0.03
+partialSum=13
+sharedBiases=1
+neuron=relu
+gpu=0
+initWFunc=initw.makew(conv3a)
+initBFunc=initw.makeb(conv3a)
+
+[conv3b]
+type=conv
+inputs=pool2a,pool2b
+filters=192,192
+padding=1,1
+stride=1,1
+filterSize=3,3
+channels=128,128
+initW=0.03,0.03
+partialSum=13
+sharedBiases=1
+neuron=relu
+gpu=1
+initWFunc=initw.makew(conv3b)
+initBFunc=initw.makeb(conv3b)
+
+[conv4a]
+type=conv
+inputs=conv3a
+filters=192
+padding=1
+stride=1
+filterSize=3
+channels=192
+neuron=relu
+initW=0.03
+initB=1
+partialSum=13
+sharedBiases=1
+initWFunc=initw.makew(conv4a)
+initBFunc=initw.makeb(conv4a)
+
+[conv4b]
+type=conv
+inputs=conv3b
+filters=192
+padding=1
+stride=1
+filterSize=3
+channels=192
+neuron=relu
+initW=0.03
+initB=1
+partialSum=13
+sharedBiases=1
+initWFunc=initw.makew(conv4b)
+initBFunc=initw.makeb(conv4b)
+
+[conv5a]
+type=conv
+inputs=conv4a
+filters=128
+padding=1
+stride=1
+filterSize=3
+channels=192
+initW=0.03
+initB=1
+partialSum=13
+groups=1
+randSparse=0
+initWFunc=initw.makew(conv5a)
+initBFunc=initw.makeb(conv5a)
+
+[conv5b]
+type=conv
+inputs=conv4b
+filters=128
+padding=1
+stride=1
+filterSize=3
+channels=192
+initW=0.03
+initB=1
+partialSum=13
+groups=1
+randSparse=0
+initWFunc=initw.makew(conv5b)
+initBFunc=initw.makeb(conv5b)
+
+[pool3a]
+type=pool
+pool=max
+inputs=conv5a
+sizeX=3
+stride=2
+channels=128
+neuron=relu
+
+[pool3b]
+type=pool
+pool=max
+inputs=conv5b
+sizeX=3
+stride=2
+channels=128
+neuron=relu
+
+[fc2048a]
+type=fc
+inputs=pool3a,pool3b
+outputs=2048
+initW=0.01,0.01
+initB=1
+neuron=relu
+gpu=0
+initWFunc=initw.makew(fc2048a)
+initBFunc=initw.makeb(fc2048a)
+
+[fc2048b]
+type=fc
+inputs=pool3a,pool3b
+outputs=2048
+initW=0.01,0.01
+initB=1
+neuron=relu
+gpu=1
+initWFunc=initw.makew(fc2048b)
+initBFunc=initw.makeb(fc2048b)
+
+[hs1a]
+type=hs
+keep=0.5
+inputs=fc2048a
+
+[hs1b]
+type=hs
+keep=0.5
+inputs=fc2048b
+
+[fc2048ba]
+type=fc
+inputs=hs1a,hs1b
+outputs=2048
+initW=0.01,0.01
+initB=1
+neuron=relu
+gpu=0
+initWFunc=initw.makew(fc2048ba)
+initBFunc=initw.makeb(fc2048ba)
+
+[fc2048bb]
+type=fc
+inputs=hs1b,hs1a
+outputs=2048
+initW=0.01,0.01
+initB=1
+neuron=relu
+gpu=1
+initWFunc=initw.makew(fc2048bb)
+initBFunc=initw.makeb(fc2048bb)
+
+[hs2a]
+type=hs
+keep=0.5
+inputs=fc2048ba
+
+[hs2b]
+type=hs
+keep=0.5
+inputs=fc2048bb
+
+[fc10003]
+type=fc
+outputs=10003
+inputs=hs2a,hs2b
+initW=0.01,0.01
+initB=-5
+neuron=logistic
+gpu=1
+
+[crossent]
+type=cost.crossent2
+inputs=labels,fc10003
+gpu=1