Full Code of lnsmith54/super-convergence for AI

Repository: lnsmith54/super-convergence
Branch: master
Commit: ecc561594b39
Files: 61
Total size: 33.9 MB

Directory structure:
gitextract_oemj82ns/

├── L2TermComputation3.py
├── L2TermComputation4.py
├── README.md
├── Results/
│   ├── clr3SS5kCifar100Fig8
│   ├── clr3SS5kFig1a
│   ├── clr3SS5kMom85Fig11
│   ├── clr3SS5kMom8Fig11
│   ├── clr3SS5kMom95Fig11
│   ├── clr3SS5kNestFig9
│   ├── clr3SS5kRes110Tab1
│   ├── clr3SS5kRes20Tab1
│   ├── clr3SS5kTr10kTab1
│   ├── clr3SS5kTr20kTab1
│   ├── clr3SS5kTr30kTab1
│   ├── clr3SS5kTr40kTab1
│   ├── clr3SS5kWD-3Fig11
│   ├── clr3SS5kWD-5Fig11
│   ├── clr3SS5kWD-6Fig11
│   ├── lr35AdaDeltaFig9
│   ├── lr35AdaGradFig9
│   ├── lr35AdamFig9
│   ├── lr35Cifar100Fig8
│   ├── lr35Fig1a
│   ├── lr35NestFig9
│   ├── lr35Res110Fig6b
│   ├── lr35Res20Fig6b
│   ├── lr35Tr10kTab1
│   ├── lr35Tr20kTab1
│   ├── lr35Tr30kTab1
│   ├── lr35Tr40kTab1
│   ├── lrRange3SS520kClip10Fig12a
│   ├── lrRange3SS520kClip10Fig12b
│   ├── lrRange3SS520kClip2Fig12a
│   ├── lrRange3SS520kClip2Fig12b
│   ├── lrRange3SS520kClip5Fig12a
│   ├── lrRange3SS520kClip5Fig12b
│   ├── lrRange3SS520kDropuoutFig10a
│   ├── range2Res110Fig4b
│   ├── range2Res20Fig4b
│   ├── range2SS80kRes56LR
│   ├── range2SS80kRes56wd0
│   ├── range2SS80kRes56wd1
│   ├── range3Cifar100kFig8
│   ├── range3Iter100kFig2b
│   ├── range3Iter20kFig2b
│   └── range3Iter5kFig2b
├── architectures/
│   ├── ResNeXt56.prototxt
│   ├── Resnet110Cifar.prototxt
│   ├── Resnet20Cifar.prototxt
│   ├── Resnet56Cifar-mod.prototxt
│   ├── Resnet56Cifar.prototxt
│   ├── Resnet56DM1.prototxt
│   ├── Resnet56Dropout.prototxt
│   ├── arch.prototxt
│   ├── bottleneckResnet56.prototxt
│   └── resnet56.prototxt
├── clrsolver.prototxt
├── lrRangeSolver.prototxt
├── solver.prototxt
├── train.sh
└── x.sh

================================================
FILE CONTENTS
================================================

================================================
FILE: L2TermComputation3.py
================================================
#make sure to set env vars first: 
#export PYTHONPATH=/home/lsmith/software/caffe-5-1-17/python/:$PYTHONPATH

import sys
import subprocess
import os
import math
import numpy as np

os.environ['GLOG_minloglevel'] = '2' 
#must be done before importing caffe; prevents tons of screen output during net load

import caffe
caffe.set_mode_gpu()
caffe.set_device(0)

netProto = '/home/lsmith/software/caffe-5-1-17/examples/largeLR/architectures/Resnet56Cifar.prototxt'
presnapshot = 'examples/largeLR/snapshots/cifar20kResnet56CLR3SS5k_iter_'
postsnapshot = '.caffemodel'

movingAvg = 0.1
alpha = 0.1
inc = 1
#for i in range(10, 9990, 10):
for i in range(inc, 298, inc):

  net1Snapshot = presnapshot + `i` + postsnapshot
  net2Snapshot = presnapshot + `i+inc` + postsnapshot
  net3Snapshot = presnapshot + `i+2*inc` + postsnapshot

  if i < 5000:
    LR = 0.1 + 2.9*i/5000
  else:
    LR = 3.0 - 2.9*(i-5000)/5000   


  #print('Loading net 1.')
  sys.stdout.flush()
  net1 = caffe.Net(netProto, net1Snapshot, caffe.TEST)
  #print('Loading net 2.')
  sys.stdout.flush()
  net2 = caffe.Net(netProto, net2Snapshot, caffe.TEST)
  #print('Loading net 3.')
  sys.stdout.flush()
  net3 = caffe.Net(netProto, net3Snapshot, caffe.TEST)

  topTerm = 0
  for param in net2.params: #over each layer
	for paramLayer in range(0, len(net2.params[param])): #over each parameter in layer (weight, bias, etc)
  		topTerm += np.sum(map(lambda x: abs(x), net2.params[param][paramLayer].data - net1.params[param][paramLayer].data))

  botTerm = 0
  for param in net1.params: #over each layer
	for paramLayer in range(0, len(net1.params[param])): #over each parameter in layer (weight, bias, etc)
		botTerm += np.sum(map(lambda x: abs(x), 2*net2.params[param][paramLayer].data - net1.params[param][paramLayer].data - net3.params[param][paramLayer].data))

  movingAvg = (1-alpha)*movingAvg + LR*alpha*topTerm/botTerm
#  print(math.sqrt(topTerm/botTerm)/10 )
  print(movingAvg, LR, topTerm, botTerm)




================================================
FILE: L2TermComputation4.py
================================================
#make sure to set env vars first: 
#export PYTHONPATH=/home/lsmith/software/caffe-5-1-17/python/:$PYTHONPATH

import sys
import subprocess
import os
import math
import numpy as np

os.environ['GLOG_minloglevel'] = '2' 
#must be done before importing caffe; prevents tons of screen output during net load

import caffe
caffe.set_mode_gpu()
caffe.set_device(0)

netProto = '/home/lsmith/software/caffe-5-1-17/examples/largeLR/architectures/Resnet56Cifar.prototxt'
presnapshot = 'examples/largeLR/snapshots/lr1/lr1Resnet56_iter_'
postsnapshot = '.caffemodel'

movingAvg = 0.1
alpha = 0.1
LR = 0.35
inc = 10
for i in range(inc, 9980, inc):


  net1Snapshot = presnapshot + `i` + postsnapshot
  net2Snapshot = presnapshot + `i+inc` + postsnapshot
  net3Snapshot = presnapshot + `i+2*inc` + postsnapshot

  #print('Loading net 1.')
  sys.stdout.flush()
  net1 = caffe.Net(netProto, net1Snapshot, caffe.TEST)
  #print('Loading net 2.')
  sys.stdout.flush()
  net2 = caffe.Net(netProto, net2Snapshot, caffe.TEST)
  #print('Loading net 3.')
  sys.stdout.flush()
  net3 = caffe.Net(netProto, net3Snapshot, caffe.TEST)


  topTerm = 0
  for param in net2.params: #over each layer
	for paramLayer in range(0, len(net2.params[param])): #over each parameter in layer (weight, bias, etc)
  		topTerm += np.sum(map(lambda x: abs(x), net2.params[param][paramLayer].data - net1.params[param][paramLayer].data))

  botTerm = 0
  for param in net1.params: #over each layer
	for paramLayer in range(0, len(net1.params[param])): #over each parameter in layer (weight, bias, etc)
		botTerm += np.sum(map(lambda x: abs(x), 2*net2.params[param][paramLayer].data - net1.params[param][paramLayer].data - net3.params[param][paramLayer].data))

  movingAvg = (1-alpha)*movingAvg + LR*alpha*topTerm/botTerm
#  print(math.sqrt(topTerm/botTerm)/10 )
  print(movingAvg, LR, topTerm, botTerm)




================================================
FILE: README.md
================================================
# super-convergence

Here are the Caffe files of our recent work: 
Smith, Leslie N. and Nicholay Topin "Super-Convergence: Very Fast Training of Residual Networks Using Large Learning Rates"  arXiv preprint arXiv:1708.07120 (2017).  Please read the paper for details. In addition, see the paper "Cyclical Learning Rates for Training Neural Networks" at https://arxiv.org/pdf/1506.01186.pdf for instructions on implementing cyclical learning rates in Caffe.

Note: I just uploaded the outputs from my own replication to the new results folder.  These outputs should be helpful references for replicating the figures in the paper.


Instructions:

To simplify the replication of the figures in the paper, a shell script x.sh is included, which we used to replicate our experiments and create the figures in the paper.  This execution script shows the changes to each file needed for each run.  Below we spell out these changes.

From caffe home directory:
./build/tools/caffe train --solver=$SOLVER -gpu=all


As provided, this solver file trains the CLR network from Figure 1a. Changes must be made to reproduce other experiments, as listed below. 

	Fig. 1a:
		LR=0.35:
		$SOLVER should be the provided "solver.prototxt". 	
			net: ".../Resnet56Cifar.prototxt"
			test_iter: 200
			test_interval: 100
			display: 100
			lr_policy: "multistep"
			stepvalue: 50000
			stepvalue: 70000
			base_lr: 0.35
			gamma: 0.1
			max_iter: 80000
			weight_decay: 1e-4
			momentum: 0.9

		CLR=0.1-3.0:
		$SOLVER should be the provided "clrsolver.prototxt". 
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0.1
			max_lr: 3.0
			stepsize: 5000
			max_iter: 10000
			weight_decay: 1e-4
			momentum: 0.9

	Fig. 1b:
	$SOLVER should be the provided "clrsolver.prototxt". 
		Stepsize=10k:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0.1
			max_lr: 3.0
			stepsize: 10000
			max_iter: 20000
		Stepsize=5k:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0.1
			max_lr: 3.0
			stepsize: 5000
			max_iter: 10000
		Stepsize=3k:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0.1
			max_lr: 3.0
			stepsize: 3000
			max_iter: 6000
		Stepsize=1k:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0.1
			max_lr: 3.0
			stepsize: 1000
			max_iter: 2000
			
	Fig. 2a:
		Figured reproduced from Smith [2017] with permission.

	Fig. 2b:
	$SOLVER should be the provided "lrRangeSolver.prototxt". 
		Max Iter=5k:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 3.0
			stepsize: 5000
			max_iter: 5000
		Max Iter=20k:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 3.0
			stepsize: 20000
			max_iter: 20000
		Max Iter=100k:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 3.0
			stepsize: 100000
			max_iter: 100000

	Fig. 3a:
		Figure reproduced from Goodfellow et al. [2014] with permission.
		
	Fig. 3b:
		Figure reproduced from Goodfellow et al. [2014] with permission.

	Fig. 4a:
	$SOLVER should be the provided "lrRangeSolver.prototxt". 
		Single network:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 1.5
			stepsize: 20000
			max_iter: 20000

	Fig. 4b:
		Resnet-20:
			net: ".../Resnet20Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 1.5
			stepsize: 20000
			max_iter: 20000
		Resnet-110:
			net: ".../Resnet110Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 1.5
			stepsize: 20000
			max_iter: 20000

	Fig. 5a:
		Need to write out snapshots every iteration for 300 iterations
		Modify L2TermComputation3.py:
			netProto = 
			presnapshot = 
			postsnapshot = 


	Fig. 5b:
		Need to write out snapshots every 10th iteration for 10000 iterations
		Modify L2TermComputation4.py:
			netProto = 
			presnapshot = 
			postsnapshot = 

	Fig. 6a:
		Same solver settings as Fig. 1a. 
		Training LMDB (or other source) listed within architecture must be re-made with fewer samples.

	Fig. 6b:
		$SOLVER should be the provided "solver.prototxt". 	
		Resnet-110 LR=0.35:
			net: ".../Resnet110Cifar.prototxt"
			lr_policy: "multistep"
			stepvalue: 50000
			stepvalue: 70000
			base_lr: 0.35
			gamma: 0.1
			max_iter: 80000
		$SOLVER should be the provided "clrsolver.prototxt". 
		Resnet-110 CLR=0.1-3 SS=10k:
			net: ".../Resnet110Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0.1
			max_lr: 3
			stepsize: 10000
			max_iter: 20000
		$SOLVER should be the provided "solver.prototxt". 	
		Resnet-20 LR=0.35:
			net: ".../Resnet20Cifar.prototxt"
			lr_policy: "multistep"
			stepvalue: 50000
			stepvalue: 70000
			base_lr: 0.35
			gamma: 0.1
			max_iter: 80000
		$SOLVER should be the provided "clrsolver.prototxt". 
		Resnet-20 CLR=0.1-3 SS=10k:
			net: ".../Resnet20Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0.1
			max_lr: 3
			stepsize: 10000
			max_iter: 20000

	Fig. 7a:
	dataset used by network must be changed to CIFAR-100
	$SOLVER should be the provided "lrRangeSolver.prototxt". 
		Single network:
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 3.0
			stepsize: 20000
			max_iter: 20000

	Fig. 7b:
	dataset used by network must be changed to CIFAR-100
		LR=0.35:
		$SOLVER should be the provided "solver.prototxt". 
			net: ".../Resnet56Cifar.prototxt" 
			lr_policy: "multistep"
			stepvalue: 50000
			stepvalue: 70000
			base_lr: 0.35
			gamma: 0.1
			max_iter: 80000
		CLR=0.1-3 SS=5k:
		$SOLVER should be the provided "clrsolver.prototxt". 
			net: ".../Resnet56Cifar.prototxt"
			lr_policy: "triangular"
			base_lr: 0.1
			max_lr: 3.0
			stepsize: 5000
			max_iter: 10000
		
	Fig. 8a:
	$SOLVER should be the provided "solver.prototxt". 
		LR=0.35:
		All use solver settings from LR=0.35 in Fig. 1a, but with solver type changed.
			type: "Nesterov"
			type: "AdaDelta"
			type: "AdaGrad"  and remove momentum
			type: "Adam"     and base_lr:  0.0035

	Fig. 8b:
		LR=0.35:
		$SOLVER should be the provided "solver.prototxt". 
		Same solver settings as Fig. 9a, but with:
			type: "Nesterov"
		CLR=0.1-3 SS=5k:
		$SOLVER should be the provided "clrsolver.prototxt". 
		Same solver settings as Fig. 1a, but with:
			type: "Nesterov"

	Fig. 9a:
		Same solver settings as CLR=0.1-3.0 in Fig. 1a, but with batchSize changed within architecture.
		
	Fig. 9b:
		Same solver settings as CLR=0.1-3.0 in Fig. 1a, but with dropout ratio changed within architecture.

	Fig. 10a:
		Same solver settings as CLR=0.1-3.0 in Fig. 1a, but with momentum changed.
		
	Fig. 10b:
		Same solver settings as CLR=0.1-3.0 in Fig. 1a, but with weight_decay changed.
		
	Fig. 11a:
	$SOLVER should be the provided "clrsolver.prototxt". 
		Single network:
			net: ".../bottleneckResnet56.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 0.61
			stepsize: 50000
			max_iter: 50000

	Fig. 11b:
	$SOLVER should be the provided "clrsolver.prototxt". 
		Single network:
			net: ".../ResNeXt56.prototxt"
			lr_policy: "triangular"
			base_lr: 0
			max_lr: 0.7
			stepsize: 50000
			max_iter: 50000
		


================================================
FILE: Results/clr3SS5kCifar100Fig8
================================================
I0817 16:12:34.704705 17316 caffe.cpp:217] Using GPUs 0, 1, 2, 3, 4, 5, 6, 7
I0817 16:12:34.707029 17316 caffe.cpp:222] GPU 0: GeForce GTX TITAN Black
I0817 16:12:34.708253 17316 caffe.cpp:222] GPU 1: GeForce GTX TITAN Black
I0817 16:12:34.709466 17316 caffe.cpp:222] GPU 2: GeForce GTX TITAN Black
I0817 16:12:34.710683 17316 caffe.cpp:222] GPU 3: GeForce GTX TITAN Black
I0817 16:12:34.712116 17316 caffe.cpp:222] GPU 4: GeForce GTX TITAN Black
I0817 16:12:34.713343 17316 caffe.cpp:222] GPU 5: GeForce GTX TITAN Black
I0817 16:12:34.714570 17316 caffe.cpp:222] GPU 6: GeForce GTX TITAN Black
I0817 16:12:34.715796 17316 caffe.cpp:222] GPU 7: GeForce GTX TITAN Black
I0817 16:12:35.130897 17316 solver.cpp:48] Initializing solver from parameters: 
test_iter: 200
test_interval: 100
base_lr: 0.1
display: 100
max_iter: 10000
lr_policy: "triangular"
momentum: 0.9
weight_decay: 0.0001
stepsize: 5000
snapshot: 20000
snapshot_prefix: "examples/sc/snapshots/clr3SS5kCifar100Fig8"
solver_mode: GPU
device_id: 0
net: "examples/sc/architectures/arch.prototxt"
train_state {
  level: 0
  stage: ""
}
max_lr: 3
I0817 16:12:35.135243 17316 solver.cpp:91] Creating training net from net file: examples/sc/architectures/arch.prototxt
I0817 16:12:35.152686 17316 upgrade_proto.cpp:77] Attempting to upgrade batch norm layers using deprecated params: examples/sc/architectures/arch.prototxt
I0817 16:12:35.152760 17316 upgrade_proto.cpp:80] Successfully upgraded batch norm layers using deprecated params.
I0817 16:12:35.153841 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer dataLayer
I0817 16:12:35.153901 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer pre_bn
I0817 16:12:35.153923 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b1_cbr1_bn
I0817 16:12:35.153944 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b1_cbr2_bn
I0817 16:12:35.153962 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b2_cbr1_bn
I0817 16:12:35.153980 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b2_cbr2_bn
I0817 16:12:35.153997 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b3_cbr1_bn
I0817 16:12:35.154016 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b3_cbr2_bn
I0817 16:12:35.154036 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b4_cbr1_bn
I0817 16:12:35.154053 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b4_cbr2_bn
I0817 16:12:35.154083 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b5_cbr1_bn
I0817 16:12:35.154099 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b5_cbr2_bn
I0817 16:12:35.154119 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b6_cbr1_bn
I0817 16:12:35.154136 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b6_cbr2_bn
I0817 16:12:35.154156 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b7_cbr1_bn
I0817 16:12:35.154175 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b7_cbr2_bn
I0817 16:12:35.154192 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b8_cbr1_bn
I0817 16:12:35.154211 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b8_cbr2_bn
I0817 16:12:35.154229 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b9_cbr1_bn
I0817 16:12:35.154248 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L1_b9_cbr2_bn
I0817 16:12:35.154279 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b1_cbr1_bn
I0817 16:12:35.154299 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b1_cbr2_bn
I0817 16:12:35.154322 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b2_cbr1_bn
I0817 16:12:35.154342 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b2_cbr2_bn
I0817 16:12:35.154361 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b3_cbr1_bn
I0817 16:12:35.154376 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b3_cbr2_bn
I0817 16:12:35.154394 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b4_cbr1_bn
I0817 16:12:35.154410 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b4_cbr2_bn
I0817 16:12:35.154428 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b5_cbr1_bn
I0817 16:12:35.154448 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b5_cbr2_bn
I0817 16:12:35.154467 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b6_cbr1_bn
I0817 16:12:35.154485 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b6_cbr2_bn
I0817 16:12:35.154503 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b7_cbr1_bn
I0817 16:12:35.154520 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b7_cbr2_bn
I0817 16:12:35.154538 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b8_cbr1_bn
I0817 16:12:35.154556 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b8_cbr2_bn
I0817 16:12:35.154574 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b9_cbr1_bn
I0817 16:12:35.154592 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L2_b9_cbr2_bn
I0817 16:12:35.154609 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b1_cbr1_bn
I0817 16:12:35.154626 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b1_cbr2_bn
I0817 16:12:35.154650 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b2_cbr1_bn
I0817 16:12:35.154667 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b2_cbr2_bn
I0817 16:12:35.154685 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b3_cbr1_bn
I0817 16:12:35.154701 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b3_cbr2_bn
I0817 16:12:35.154721 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b4_cbr1_bn
I0817 16:12:35.154739 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b4_cbr2_bn
I0817 16:12:35.154757 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b5_cbr1_bn
I0817 16:12:35.154773 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b5_cbr2_bn
I0817 16:12:35.154790 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b6_cbr1_bn
I0817 16:12:35.154808 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b6_cbr2_bn
I0817 16:12:35.154824 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b7_cbr1_bn
I0817 16:12:35.154850 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b7_cbr2_bn
I0817 16:12:35.154870 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b8_cbr1_bn
I0817 16:12:35.154888 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b8_cbr2_bn
I0817 16:12:35.154906 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b9_cbr1_bn
I0817 16:12:35.154922 17316 net.cpp:322] The NetState phase (0) differed from the phase (1) specified by a rule in layer L3_b9_cbr2_bn
I0817 16:12:35.156669 17316 net.cpp:58] Initializing net from parameters: 
name: "Cifar-Resnet"
state {
  phase: TRAIN
  level: 0
  stage: ""
}
layer {
  name: "dataLayer"
  type: "Data"
  top: "data_top"
  top: "label"
  include {
    phase: TRAIN
  }
  transform_param {
    mirror: true
    crop_size: 32
    mean_file: "examples/cifar100/mean.binaryproto"
  }
  data_param {
    source: "examples/cifar100/cifar100_train_lmdb"
    batch_size: 125
    backend: LMDB
  }
  image_data_param {
    shuffle: true
  }
}
layer {
  name: "pre_conv"
  type: "Convolution"
  bottom: "data_top"
  top: "pre_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "pre_bn"
  type: "BatchNorm"
  bottom: "pre_conv_top"
  top: "pre_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "pre_scale"
  type: "Scale"
  bottom: "pre_bn_top"
  top: "pre_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "pre_relu"
  type: "ReLU"
  bottom: "pre_bn_top"
  top: "pre_bn_top"
}
layer {
  name: "L1_b1_cbr1_conv"
  type: "Convolution"
  bottom: "pre_bn_top"
  top: "L1_b1_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b1_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b1_cbr1_conv_top"
  top: "L1_b1_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b1_cbr1_scale"
  type: "Scale"
  bottom: "L1_b1_cbr1_bn_top"
  top: "L1_b1_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b1_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b1_cbr1_bn_top"
  top: "L1_b1_cbr1_bn_top"
}
layer {
  name: "L1_b1_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b1_cbr1_bn_top"
  top: "L1_b1_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b1_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b1_cbr2_conv_top"
  top: "L1_b1_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b1_cbr2_scale"
  type: "Scale"
  bottom: "L1_b1_cbr2_bn_top"
  top: "L1_b1_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b1_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b1_cbr2_bn_top"
  bottom: "pre_bn_top"
  top: "L1_b1_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b1_relu"
  type: "ReLU"
  bottom: "L1_b1_sum_eltwise_top"
  top: "L1_b1_sum_eltwise_top"
}
layer {
  name: "L1_b2_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b1_sum_eltwise_top"
  top: "L1_b2_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b2_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b2_cbr1_conv_top"
  top: "L1_b2_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b2_cbr1_scale"
  type: "Scale"
  bottom: "L1_b2_cbr1_bn_top"
  top: "L1_b2_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b2_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b2_cbr1_bn_top"
  top: "L1_b2_cbr1_bn_top"
}
layer {
  name: "L1_b2_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b2_cbr1_bn_top"
  top: "L1_b2_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b2_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b2_cbr2_conv_top"
  top: "L1_b2_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b2_cbr2_scale"
  type: "Scale"
  bottom: "L1_b2_cbr2_bn_top"
  top: "L1_b2_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b2_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b2_cbr2_bn_top"
  bottom: "L1_b1_sum_eltwise_top"
  top: "L1_b2_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b2_relu"
  type: "ReLU"
  bottom: "L1_b2_sum_eltwise_top"
  top: "L1_b2_sum_eltwise_top"
}
layer {
  name: "L1_b3_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b2_sum_eltwise_top"
  top: "L1_b3_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b3_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b3_cbr1_conv_top"
  top: "L1_b3_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b3_cbr1_scale"
  type: "Scale"
  bottom: "L1_b3_cbr1_bn_top"
  top: "L1_b3_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b3_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b3_cbr1_bn_top"
  top: "L1_b3_cbr1_bn_top"
}
layer {
  name: "L1_b3_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b3_cbr1_bn_top"
  top: "L1_b3_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b3_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b3_cbr2_conv_top"
  top: "L1_b3_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b3_cbr2_scale"
  type: "Scale"
  bottom: "L1_b3_cbr2_bn_top"
  top: "L1_b3_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b3_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b3_cbr2_bn_top"
  bottom: "L1_b2_sum_eltwise_top"
  top: "L1_b3_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b3_relu"
  type: "ReLU"
  bottom: "L1_b3_sum_eltwise_top"
  top: "L1_b3_sum_eltwise_top"
}
layer {
  name: "L1_b4_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b3_sum_eltwise_top"
  top: "L1_b4_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b4_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b4_cbr1_conv_top"
  top: "L1_b4_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b4_cbr1_scale"
  type: "Scale"
  bottom: "L1_b4_cbr1_bn_top"
  top: "L1_b4_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b4_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b4_cbr1_bn_top"
  top: "L1_b4_cbr1_bn_top"
}
layer {
  name: "L1_b4_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b4_cbr1_bn_top"
  top: "L1_b4_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b4_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b4_cbr2_conv_top"
  top: "L1_b4_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b4_cbr2_scale"
  type: "Scale"
  bottom: "L1_b4_cbr2_bn_top"
  top: "L1_b4_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b4_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b4_cbr2_bn_top"
  bottom: "L1_b3_sum_eltwise_top"
  top: "L1_b4_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b4_relu"
  type: "ReLU"
  bottom: "L1_b4_sum_eltwise_top"
  top: "L1_b4_sum_eltwise_top"
}
layer {
  name: "L1_b5_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b4_sum_eltwise_top"
  top: "L1_b5_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b5_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b5_cbr1_conv_top"
  top: "L1_b5_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b5_cbr1_scale"
  type: "Scale"
  bottom: "L1_b5_cbr1_bn_top"
  top: "L1_b5_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b5_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b5_cbr1_bn_top"
  top: "L1_b5_cbr1_bn_top"
}
layer {
  name: "L1_b5_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b5_cbr1_bn_top"
  top: "L1_b5_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b5_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b5_cbr2_conv_top"
  top: "L1_b5_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b5_cbr2_scale"
  type: "Scale"
  bottom: "L1_b5_cbr2_bn_top"
  top: "L1_b5_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b5_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b5_cbr2_bn_top"
  bottom: "L1_b4_sum_eltwise_top"
  top: "L1_b5_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b5_relu"
  type: "ReLU"
  bottom: "L1_b5_sum_eltwise_top"
  top: "L1_b5_sum_eltwise_top"
}
layer {
  name: "L1_b6_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b5_sum_eltwise_top"
  top: "L1_b6_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b6_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b6_cbr1_conv_top"
  top: "L1_b6_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b6_cbr1_scale"
  type: "Scale"
  bottom: "L1_b6_cbr1_bn_top"
  top: "L1_b6_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b6_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b6_cbr1_bn_top"
  top: "L1_b6_cbr1_bn_top"
}
layer {
  name: "L1_b6_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b6_cbr1_bn_top"
  top: "L1_b6_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b6_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b6_cbr2_conv_top"
  top: "L1_b6_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b6_cbr2_scale"
  type: "Scale"
  bottom: "L1_b6_cbr2_bn_top"
  top: "L1_b6_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b6_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b6_cbr2_bn_top"
  bottom: "L1_b5_sum_eltwise_top"
  top: "L1_b6_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b6_relu"
  type: "ReLU"
  bottom: "L1_b6_sum_eltwise_top"
  top: "L1_b6_sum_eltwise_top"
}
layer {
  name: "L1_b7_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b6_sum_eltwise_top"
  top: "L1_b7_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b7_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b7_cbr1_conv_top"
  top: "L1_b7_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b7_cbr1_scale"
  type: "Scale"
  bottom: "L1_b7_cbr1_bn_top"
  top: "L1_b7_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b7_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b7_cbr1_bn_top"
  top: "L1_b7_cbr1_bn_top"
}
layer {
  name: "L1_b7_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b7_cbr1_bn_top"
  top: "L1_b7_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b7_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b7_cbr2_conv_top"
  top: "L1_b7_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b7_cbr2_scale"
  type: "Scale"
  bottom: "L1_b7_cbr2_bn_top"
  top: "L1_b7_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b7_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b7_cbr2_bn_top"
  bottom: "L1_b6_sum_eltwise_top"
  top: "L1_b7_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b7_relu"
  type: "ReLU"
  bottom: "L1_b7_sum_eltwise_top"
  top: "L1_b7_sum_eltwise_top"
}
layer {
  name: "L1_b8_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b7_sum_eltwise_top"
  top: "L1_b8_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b8_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b8_cbr1_conv_top"
  top: "L1_b8_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b8_cbr1_scale"
  type: "Scale"
  bottom: "L1_b8_cbr1_bn_top"
  top: "L1_b8_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b8_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b8_cbr1_bn_top"
  top: "L1_b8_cbr1_bn_top"
}
layer {
  name: "L1_b8_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b8_cbr1_bn_top"
  top: "L1_b8_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b8_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b8_cbr2_conv_top"
  top: "L1_b8_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b8_cbr2_scale"
  type: "Scale"
  bottom: "L1_b8_cbr2_bn_top"
  top: "L1_b8_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b8_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b8_cbr2_bn_top"
  bottom: "L1_b7_sum_eltwise_top"
  top: "L1_b8_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b8_relu"
  type: "ReLU"
  bottom: "L1_b8_sum_eltwise_top"
  top: "L1_b8_sum_eltwise_top"
}
layer {
  name: "L1_b9_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b8_sum_eltwise_top"
  top: "L1_b9_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b9_cbr1_bn"
  type: "BatchNorm"
  bottom: "L1_b9_cbr1_conv_top"
  top: "L1_b9_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b9_cbr1_scale"
  type: "Scale"
  bottom: "L1_b9_cbr1_bn_top"
  top: "L1_b9_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b9_cbr1_relu"
  type: "ReLU"
  bottom: "L1_b9_cbr1_bn_top"
  top: "L1_b9_cbr1_bn_top"
}
layer {
  name: "L1_b9_cbr2_conv"
  type: "Convolution"
  bottom: "L1_b9_cbr1_bn_top"
  top: "L1_b9_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L1_b9_cbr2_bn"
  type: "BatchNorm"
  bottom: "L1_b9_cbr2_conv_top"
  top: "L1_b9_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L1_b9_cbr2_scale"
  type: "Scale"
  bottom: "L1_b9_cbr2_bn_top"
  top: "L1_b9_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L1_b9_sum_eltwise"
  type: "Eltwise"
  bottom: "L1_b9_cbr2_bn_top"
  bottom: "L1_b8_sum_eltwise_top"
  top: "L1_b9_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L1_b9_relu"
  type: "ReLU"
  bottom: "L1_b9_sum_eltwise_top"
  top: "L1_b9_sum_eltwise_top"
}
layer {
  name: "L2_b1_cbr1_conv"
  type: "Convolution"
  bottom: "L1_b9_sum_eltwise_top"
  top: "L2_b1_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 2
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b1_cbr1_bn"
  type: "BatchNorm"
  bottom: "L2_b1_cbr1_conv_top"
  top: "L2_b1_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b1_cbr1_scale"
  type: "Scale"
  bottom: "L2_b1_cbr1_bn_top"
  top: "L2_b1_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b1_cbr1_relu"
  type: "ReLU"
  bottom: "L2_b1_cbr1_bn_top"
  top: "L2_b1_cbr1_bn_top"
}
layer {
  name: "L2_b1_cbr2_conv"
  type: "Convolution"
  bottom: "L2_b1_cbr1_bn_top"
  top: "L2_b1_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 16
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b1_cbr2_bn"
  type: "BatchNorm"
  bottom: "L2_b1_cbr2_conv_top"
  top: "L2_b1_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b1_cbr2_scale"
  type: "Scale"
  bottom: "L2_b1_cbr2_bn_top"
  top: "L2_b1_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b1_pool"
  type: "Pooling"
  bottom: "L1_b9_sum_eltwise_top"
  top: "L2_b1_pool"
  pooling_param {
    pool: AVE
    kernel_size: 3
    stride: 2
  }
}
layer {
  name: "L2_b1_sum_eltwise"
  type: "Eltwise"
  bottom: "L2_b1_cbr2_bn_top"
  bottom: "L2_b1_pool"
  top: "L2_b1_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L2_b1_relu"
  type: "ReLU"
  bottom: "L2_b1_sum_eltwise_top"
  top: "L2_b1_sum_eltwise_top"
}
layer {
  name: "L2_b1_zeros"
  type: "DummyData"
  top: "L2_b1_zeros"
  dummy_data_param {
    data_filler {
      type: "constant"
      value: 0
    }
    shape {
      dim: 125
      dim: 16
      dim: 16
      dim: 16
    }
  }
}
layer {
  name: "L2_b1_concat0"
  type: "Concat"
  bottom: "L2_b1_sum_eltwise_top"
  bottom: "L2_b1_zeros"
  top: "L2_b1_concat0"
  concat_param {
    axis: 1
  }
}
layer {
  name: "L2_b2_cbr1_conv"
  type: "Convolution"
  bottom: "L2_b1_concat0"
  top: "L2_b2_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b2_cbr1_bn"
  type: "BatchNorm"
  bottom: "L2_b2_cbr1_conv_top"
  top: "L2_b2_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b2_cbr1_scale"
  type: "Scale"
  bottom: "L2_b2_cbr1_bn_top"
  top: "L2_b2_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b2_cbr1_relu"
  type: "ReLU"
  bottom: "L2_b2_cbr1_bn_top"
  top: "L2_b2_cbr1_bn_top"
}
layer {
  name: "L2_b2_cbr2_conv"
  type: "Convolution"
  bottom: "L2_b2_cbr1_bn_top"
  top: "L2_b2_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b2_cbr2_bn"
  type: "BatchNorm"
  bottom: "L2_b2_cbr2_conv_top"
  top: "L2_b2_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b2_cbr2_scale"
  type: "Scale"
  bottom: "L2_b2_cbr2_bn_top"
  top: "L2_b2_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b2_sum_eltwise"
  type: "Eltwise"
  bottom: "L2_b2_cbr2_bn_top"
  bottom: "L2_b1_concat0"
  top: "L2_b2_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L2_b2_relu"
  type: "ReLU"
  bottom: "L2_b2_sum_eltwise_top"
  top: "L2_b2_sum_eltwise_top"
}
layer {
  name: "L2_b3_cbr1_conv"
  type: "Convolution"
  bottom: "L2_b2_sum_eltwise_top"
  top: "L2_b3_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b3_cbr1_bn"
  type: "BatchNorm"
  bottom: "L2_b3_cbr1_conv_top"
  top: "L2_b3_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b3_cbr1_scale"
  type: "Scale"
  bottom: "L2_b3_cbr1_bn_top"
  top: "L2_b3_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b3_cbr1_relu"
  type: "ReLU"
  bottom: "L2_b3_cbr1_bn_top"
  top: "L2_b3_cbr1_bn_top"
}
layer {
  name: "L2_b3_cbr2_conv"
  type: "Convolution"
  bottom: "L2_b3_cbr1_bn_top"
  top: "L2_b3_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b3_cbr2_bn"
  type: "BatchNorm"
  bottom: "L2_b3_cbr2_conv_top"
  top: "L2_b3_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b3_cbr2_scale"
  type: "Scale"
  bottom: "L2_b3_cbr2_bn_top"
  top: "L2_b3_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b3_sum_eltwise"
  type: "Eltwise"
  bottom: "L2_b3_cbr2_bn_top"
  bottom: "L2_b2_sum_eltwise_top"
  top: "L2_b3_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L2_b3_relu"
  type: "ReLU"
  bottom: "L2_b3_sum_eltwise_top"
  top: "L2_b3_sum_eltwise_top"
}
layer {
  name: "L2_b4_cbr1_conv"
  type: "Convolution"
  bottom: "L2_b3_sum_eltwise_top"
  top: "L2_b4_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b4_cbr1_bn"
  type: "BatchNorm"
  bottom: "L2_b4_cbr1_conv_top"
  top: "L2_b4_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b4_cbr1_scale"
  type: "Scale"
  bottom: "L2_b4_cbr1_bn_top"
  top: "L2_b4_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b4_cbr1_relu"
  type: "ReLU"
  bottom: "L2_b4_cbr1_bn_top"
  top: "L2_b4_cbr1_bn_top"
}
layer {
  name: "L2_b4_cbr2_conv"
  type: "Convolution"
  bottom: "L2_b4_cbr1_bn_top"
  top: "L2_b4_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b4_cbr2_bn"
  type: "BatchNorm"
  bottom: "L2_b4_cbr2_conv_top"
  top: "L2_b4_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b4_cbr2_scale"
  type: "Scale"
  bottom: "L2_b4_cbr2_bn_top"
  top: "L2_b4_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b4_sum_eltwise"
  type: "Eltwise"
  bottom: "L2_b4_cbr2_bn_top"
  bottom: "L2_b3_sum_eltwise_top"
  top: "L2_b4_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L2_b4_relu"
  type: "ReLU"
  bottom: "L2_b4_sum_eltwise_top"
  top: "L2_b4_sum_eltwise_top"
}
layer {
  name: "L2_b5_cbr1_conv"
  type: "Convolution"
  bottom: "L2_b4_sum_eltwise_top"
  top: "L2_b5_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b5_cbr1_bn"
  type: "BatchNorm"
  bottom: "L2_b5_cbr1_conv_top"
  top: "L2_b5_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b5_cbr1_scale"
  type: "Scale"
  bottom: "L2_b5_cbr1_bn_top"
  top: "L2_b5_cbr1_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b5_cbr1_relu"
  type: "ReLU"
  bottom: "L2_b5_cbr1_bn_top"
  top: "L2_b5_cbr1_bn_top"
}
layer {
  name: "L2_b5_cbr2_conv"
  type: "Convolution"
  bottom: "L2_b5_cbr1_bn_top"
  top: "L2_b5_cbr2_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b5_cbr2_bn"
  type: "BatchNorm"
  bottom: "L2_b5_cbr2_conv_top"
  top: "L2_b5_cbr2_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b5_cbr2_scale"
  type: "Scale"
  bottom: "L2_b5_cbr2_bn_top"
  top: "L2_b5_cbr2_bn_top"
  scale_param {
    bias_term: true
  }
}
layer {
  name: "L2_b5_sum_eltwise"
  type: "Eltwise"
  bottom: "L2_b5_cbr2_bn_top"
  bottom: "L2_b4_sum_eltwise_top"
  top: "L2_b5_sum_eltwise_top"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "L2_b5_relu"
  type: "ReLU"
  bottom: "L2_b5_sum_eltwise_top"
  top: "L2_b5_sum_eltwise_top"
}
layer {
  name: "L2_b6_cbr1_conv"
  type: "Convolution"
  bottom: "L2_b5_sum_eltwise_top"
  top: "L2_b6_cbr1_conv_top"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 32
    pad: 1
    kernel_size: 3
    stride: 1
    weight_filler {
      type: "msra"
    }
    bias_filler {
      type: "constant"
    }
  }
}
layer {
  name: "L2_b6_cbr1_bn"
  type: "BatchNorm"
  bottom: "L2_b6_cbr1_conv_top"
  top: "L2_b6_cbr1_bn_top"
  include {
    phase: TRAIN
  }
  batch_norm_param {
    use_global_stats: false
    moving_average_fraction: 0.95
  }
}
layer {
  name: "L2_b
I0817 16:12:35.158743 17316 layer_factory.hpp:77] Creating layer dataLayer
I0817 16:12:35.160488 17316 net.cpp:100] Creating Layer dataLayer
I0817 16:12:35.160590 17316 net.cpp:408] dataLayer -> data_top
I0817 16:12:35.160792 17316 net.cpp:408] dataLayer -> label
I0817 16:12:35.160910 17316 data_transformer.cpp:25] Loading mean file from: examples/cifar100/mean.binaryproto
I0817 16:12:35.174528 17321 db_lmdb.cpp:35] Opened lmdb examples/cifar100/cifar100_train_lmdb
I0817 16:12:35.194567 17316 data_layer.cpp:41] output data size: 125,3,32,32
I0817 16:12:35.201597 17316 net.cpp:150] Setting up dataLayer
I0817 16:12:35.201661 17316 net.cpp:157] Top shape: 125 3 32 32 (384000)
I0817 16:12:35.201673 17316 net.cpp:157] Top shape: 125 (125)
I0817 16:12:35.201679 17316 net.cpp:165] Memory required for data: 1536500
I0817 16:12:35.201694 17316 layer_factory.hpp:77] Creating layer label_dataLayer_1_split
I0817 16:12:35.201707 17316 net.cpp:100] Creating Layer label_dataLayer_1_split
I0817 16:12:35.201715 17316 net.cpp:434] label_dataLayer_1_split <- label
I0817 16:12:35.201736 17316 net.cpp:408] label_dataLayer_1_split -> label_dataLayer_1_split_0
I0817 16:12:35.201752 17316 net.cpp:408] label_dataLayer_1_split -> label_dataLayer_1_split_1
I0817 16:12:35.201823 17316 net.cpp:150] Setting up label_dataLayer_1_split
I0817 16:12:35.201838 17316 net.cpp:157] Top shape: 125 (125)
I0817 16:12:35.201843 17316 net.cpp:157] Top shape: 125 (125)
I0817 16:12:35.201848 17316 net.cpp:165] Memory required for data: 1537500
I0817 16:12:35.201853 17316 layer_factory.hpp:77] Creating layer pre_conv
I0817 16:12:35.201918 17316 net.cpp:100] Creating Layer pre_conv
I0817 16:12:35.201931 17316 net.cpp:434] pre_conv <- data_top
I0817 16:12:35.201941 17316 net.cpp:408] pre_conv -> pre_conv_top
I0817 16:12:35.203752 17316 net.cpp:150] Setting up pre_conv
I0817 16:12:35.203773 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.203778 17316 net.cpp:165] Memory required for data: 9729500
I0817 16:12:35.203843 17316 layer_factory.hpp:77] Creating layer pre_bn
I0817 16:12:35.203913 17316 net.cpp:100] Creating Layer pre_bn
I0817 16:12:35.203927 17316 net.cpp:434] pre_bn <- pre_conv_top
I0817 16:12:35.203939 17316 net.cpp:408] pre_bn -> pre_bn_top
I0817 16:12:35.204074 17322 blocking_queue.cpp:50] Waiting for data
I0817 16:12:35.204270 17316 net.cpp:150] Setting up pre_bn
I0817 16:12:35.204288 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.204294 17316 net.cpp:165] Memory required for data: 17921500
I0817 16:12:35.204311 17316 layer_factory.hpp:77] Creating layer pre_scale
I0817 16:12:35.204358 17316 net.cpp:100] Creating Layer pre_scale
I0817 16:12:35.204367 17316 net.cpp:434] pre_scale <- pre_bn_top
I0817 16:12:35.204388 17316 net.cpp:395] pre_scale -> pre_bn_top (in-place)
I0817 16:12:35.204557 17316 layer_factory.hpp:77] Creating layer pre_scale
I0817 16:12:35.204816 17316 net.cpp:150] Setting up pre_scale
I0817 16:12:35.204835 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.204840 17316 net.cpp:165] Memory required for data: 26113500
I0817 16:12:35.204851 17316 layer_factory.hpp:77] Creating layer pre_relu
I0817 16:12:35.204895 17316 net.cpp:100] Creating Layer pre_relu
I0817 16:12:35.204903 17316 net.cpp:434] pre_relu <- pre_bn_top
I0817 16:12:35.204911 17316 net.cpp:395] pre_relu -> pre_bn_top (in-place)
I0817 16:12:35.204922 17316 net.cpp:150] Setting up pre_relu
I0817 16:12:35.204929 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.204934 17316 net.cpp:165] Memory required for data: 34305500
I0817 16:12:35.204939 17316 layer_factory.hpp:77] Creating layer pre_bn_top_pre_relu_0_split
I0817 16:12:35.204953 17316 net.cpp:100] Creating Layer pre_bn_top_pre_relu_0_split
I0817 16:12:35.204959 17316 net.cpp:434] pre_bn_top_pre_relu_0_split <- pre_bn_top
I0817 16:12:35.204967 17316 net.cpp:408] pre_bn_top_pre_relu_0_split -> pre_bn_top_pre_relu_0_split_0
I0817 16:12:35.204977 17316 net.cpp:408] pre_bn_top_pre_relu_0_split -> pre_bn_top_pre_relu_0_split_1
I0817 16:12:35.205027 17316 net.cpp:150] Setting up pre_bn_top_pre_relu_0_split
I0817 16:12:35.205039 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.205046 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.205051 17316 net.cpp:165] Memory required for data: 50689500
I0817 16:12:35.205056 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr1_conv
I0817 16:12:35.205075 17316 net.cpp:100] Creating Layer L1_b1_cbr1_conv
I0817 16:12:35.205082 17316 net.cpp:434] L1_b1_cbr1_conv <- pre_bn_top_pre_relu_0_split_0
I0817 16:12:35.205094 17316 net.cpp:408] L1_b1_cbr1_conv -> L1_b1_cbr1_conv_top
I0817 16:12:35.205415 17316 net.cpp:150] Setting up L1_b1_cbr1_conv
I0817 16:12:35.205430 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.205435 17316 net.cpp:165] Memory required for data: 58881500
I0817 16:12:35.205448 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr1_bn
I0817 16:12:35.205459 17316 net.cpp:100] Creating Layer L1_b1_cbr1_bn
I0817 16:12:35.205466 17316 net.cpp:434] L1_b1_cbr1_bn <- L1_b1_cbr1_conv_top
I0817 16:12:35.205476 17316 net.cpp:408] L1_b1_cbr1_bn -> L1_b1_cbr1_bn_top
I0817 16:12:35.205713 17316 net.cpp:150] Setting up L1_b1_cbr1_bn
I0817 16:12:35.205726 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.205731 17316 net.cpp:165] Memory required for data: 67073500
I0817 16:12:35.205741 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr1_scale
I0817 16:12:35.205754 17316 net.cpp:100] Creating Layer L1_b1_cbr1_scale
I0817 16:12:35.205760 17316 net.cpp:434] L1_b1_cbr1_scale <- L1_b1_cbr1_bn_top
I0817 16:12:35.205768 17316 net.cpp:395] L1_b1_cbr1_scale -> L1_b1_cbr1_bn_top (in-place)
I0817 16:12:35.205818 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr1_scale
I0817 16:12:35.205956 17316 net.cpp:150] Setting up L1_b1_cbr1_scale
I0817 16:12:35.205970 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.205974 17316 net.cpp:165] Memory required for data: 75265500
I0817 16:12:35.205983 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr1_relu
I0817 16:12:35.206002 17316 net.cpp:100] Creating Layer L1_b1_cbr1_relu
I0817 16:12:35.206009 17316 net.cpp:434] L1_b1_cbr1_relu <- L1_b1_cbr1_bn_top
I0817 16:12:35.206017 17316 net.cpp:395] L1_b1_cbr1_relu -> L1_b1_cbr1_bn_top (in-place)
I0817 16:12:35.206027 17316 net.cpp:150] Setting up L1_b1_cbr1_relu
I0817 16:12:35.206032 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.206037 17316 net.cpp:165] Memory required for data: 83457500
I0817 16:12:35.206043 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr2_conv
I0817 16:12:35.206058 17316 net.cpp:100] Creating Layer L1_b1_cbr2_conv
I0817 16:12:35.206073 17316 net.cpp:434] L1_b1_cbr2_conv <- L1_b1_cbr1_bn_top
I0817 16:12:35.206094 17316 net.cpp:408] L1_b1_cbr2_conv -> L1_b1_cbr2_conv_top
I0817 16:12:35.206413 17316 net.cpp:150] Setting up L1_b1_cbr2_conv
I0817 16:12:35.206428 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.206434 17316 net.cpp:165] Memory required for data: 91649500
I0817 16:12:35.206442 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr2_bn
I0817 16:12:35.206451 17316 net.cpp:100] Creating Layer L1_b1_cbr2_bn
I0817 16:12:35.206457 17316 net.cpp:434] L1_b1_cbr2_bn <- L1_b1_cbr2_conv_top
I0817 16:12:35.206465 17316 net.cpp:408] L1_b1_cbr2_bn -> L1_b1_cbr2_bn_top
I0817 16:12:35.206703 17316 net.cpp:150] Setting up L1_b1_cbr2_bn
I0817 16:12:35.206717 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.206722 17316 net.cpp:165] Memory required for data: 99841500
I0817 16:12:35.206739 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr2_scale
I0817 16:12:35.206748 17316 net.cpp:100] Creating Layer L1_b1_cbr2_scale
I0817 16:12:35.206758 17316 net.cpp:434] L1_b1_cbr2_scale <- L1_b1_cbr2_bn_top
I0817 16:12:35.206765 17316 net.cpp:395] L1_b1_cbr2_scale -> L1_b1_cbr2_bn_top (in-place)
I0817 16:12:35.206820 17316 layer_factory.hpp:77] Creating layer L1_b1_cbr2_scale
I0817 16:12:35.206957 17316 net.cpp:150] Setting up L1_b1_cbr2_scale
I0817 16:12:35.206970 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.206975 17316 net.cpp:165] Memory required for data: 108033500
I0817 16:12:35.206984 17316 layer_factory.hpp:77] Creating layer L1_b1_sum_eltwise
I0817 16:12:35.207039 17316 net.cpp:100] Creating Layer L1_b1_sum_eltwise
I0817 16:12:35.207051 17316 net.cpp:434] L1_b1_sum_eltwise <- L1_b1_cbr2_bn_top
I0817 16:12:35.207059 17316 net.cpp:434] L1_b1_sum_eltwise <- pre_bn_top_pre_relu_0_split_1
I0817 16:12:35.207083 17316 net.cpp:408] L1_b1_sum_eltwise -> L1_b1_sum_eltwise_top
I0817 16:12:35.207156 17316 net.cpp:150] Setting up L1_b1_sum_eltwise
I0817 16:12:35.207171 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.207176 17316 net.cpp:165] Memory required for data: 116225500
I0817 16:12:35.207182 17316 layer_factory.hpp:77] Creating layer L1_b1_relu
I0817 16:12:35.207195 17316 net.cpp:100] Creating Layer L1_b1_relu
I0817 16:12:35.207201 17316 net.cpp:434] L1_b1_relu <- L1_b1_sum_eltwise_top
I0817 16:12:35.207208 17316 net.cpp:395] L1_b1_relu -> L1_b1_sum_eltwise_top (in-place)
I0817 16:12:35.207217 17316 net.cpp:150] Setting up L1_b1_relu
I0817 16:12:35.207224 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.207229 17316 net.cpp:165] Memory required for data: 124417500
I0817 16:12:35.207234 17316 layer_factory.hpp:77] Creating layer L1_b1_sum_eltwise_top_L1_b1_relu_0_split
I0817 16:12:35.207243 17316 net.cpp:100] Creating Layer L1_b1_sum_eltwise_top_L1_b1_relu_0_split
I0817 16:12:35.207249 17316 net.cpp:434] L1_b1_sum_eltwise_top_L1_b1_relu_0_split <- L1_b1_sum_eltwise_top
I0817 16:12:35.207257 17316 net.cpp:408] L1_b1_sum_eltwise_top_L1_b1_relu_0_split -> L1_b1_sum_eltwise_top_L1_b1_relu_0_split_0
I0817 16:12:35.207265 17316 net.cpp:408] L1_b1_sum_eltwise_top_L1_b1_relu_0_split -> L1_b1_sum_eltwise_top_L1_b1_relu_0_split_1
I0817 16:12:35.207310 17316 net.cpp:150] Setting up L1_b1_sum_eltwise_top_L1_b1_relu_0_split
I0817 16:12:35.207322 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.207329 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.207340 17316 net.cpp:165] Memory required for data: 140801500
I0817 16:12:35.207346 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr1_conv
I0817 16:12:35.207361 17316 net.cpp:100] Creating Layer L1_b2_cbr1_conv
I0817 16:12:35.207367 17316 net.cpp:434] L1_b2_cbr1_conv <- L1_b1_sum_eltwise_top_L1_b1_relu_0_split_0
I0817 16:12:35.207376 17316 net.cpp:408] L1_b2_cbr1_conv -> L1_b2_cbr1_conv_top
I0817 16:12:35.207682 17316 net.cpp:150] Setting up L1_b2_cbr1_conv
I0817 16:12:35.207697 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.207702 17316 net.cpp:165] Memory required for data: 148993500
I0817 16:12:35.207711 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr1_bn
I0817 16:12:35.207726 17316 net.cpp:100] Creating Layer L1_b2_cbr1_bn
I0817 16:12:35.207731 17316 net.cpp:434] L1_b2_cbr1_bn <- L1_b2_cbr1_conv_top
I0817 16:12:35.207741 17316 net.cpp:408] L1_b2_cbr1_bn -> L1_b2_cbr1_bn_top
I0817 16:12:35.207978 17316 net.cpp:150] Setting up L1_b2_cbr1_bn
I0817 16:12:35.207990 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.207995 17316 net.cpp:165] Memory required for data: 157185500
I0817 16:12:35.208005 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr1_scale
I0817 16:12:35.208014 17316 net.cpp:100] Creating Layer L1_b2_cbr1_scale
I0817 16:12:35.208020 17316 net.cpp:434] L1_b2_cbr1_scale <- L1_b2_cbr1_bn_top
I0817 16:12:35.208027 17316 net.cpp:395] L1_b2_cbr1_scale -> L1_b2_cbr1_bn_top (in-place)
I0817 16:12:35.208092 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr1_scale
I0817 16:12:35.208230 17316 net.cpp:150] Setting up L1_b2_cbr1_scale
I0817 16:12:35.208242 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.208248 17316 net.cpp:165] Memory required for data: 165377500
I0817 16:12:35.208257 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr1_relu
I0817 16:12:35.208266 17316 net.cpp:100] Creating Layer L1_b2_cbr1_relu
I0817 16:12:35.208271 17316 net.cpp:434] L1_b2_cbr1_relu <- L1_b2_cbr1_bn_top
I0817 16:12:35.208283 17316 net.cpp:395] L1_b2_cbr1_relu -> L1_b2_cbr1_bn_top (in-place)
I0817 16:12:35.208293 17316 net.cpp:150] Setting up L1_b2_cbr1_relu
I0817 16:12:35.208300 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.208305 17316 net.cpp:165] Memory required for data: 173569500
I0817 16:12:35.208310 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr2_conv
I0817 16:12:35.208323 17316 net.cpp:100] Creating Layer L1_b2_cbr2_conv
I0817 16:12:35.208329 17316 net.cpp:434] L1_b2_cbr2_conv <- L1_b2_cbr1_bn_top
I0817 16:12:35.208340 17316 net.cpp:408] L1_b2_cbr2_conv -> L1_b2_cbr2_conv_top
I0817 16:12:35.208643 17316 net.cpp:150] Setting up L1_b2_cbr2_conv
I0817 16:12:35.208657 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.208662 17316 net.cpp:165] Memory required for data: 181761500
I0817 16:12:35.208670 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr2_bn
I0817 16:12:35.208683 17316 net.cpp:100] Creating Layer L1_b2_cbr2_bn
I0817 16:12:35.208688 17316 net.cpp:434] L1_b2_cbr2_bn <- L1_b2_cbr2_conv_top
I0817 16:12:35.208698 17316 net.cpp:408] L1_b2_cbr2_bn -> L1_b2_cbr2_bn_top
I0817 16:12:35.208932 17316 net.cpp:150] Setting up L1_b2_cbr2_bn
I0817 16:12:35.208945 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.208950 17316 net.cpp:165] Memory required for data: 189953500
I0817 16:12:35.208966 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr2_scale
I0817 16:12:35.208978 17316 net.cpp:100] Creating Layer L1_b2_cbr2_scale
I0817 16:12:35.208984 17316 net.cpp:434] L1_b2_cbr2_scale <- L1_b2_cbr2_bn_top
I0817 16:12:35.208992 17316 net.cpp:395] L1_b2_cbr2_scale -> L1_b2_cbr2_bn_top (in-place)
I0817 16:12:35.209043 17316 layer_factory.hpp:77] Creating layer L1_b2_cbr2_scale
I0817 16:12:35.209194 17316 net.cpp:150] Setting up L1_b2_cbr2_scale
I0817 16:12:35.209208 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.209213 17316 net.cpp:165] Memory required for data: 198145500
I0817 16:12:35.209223 17316 layer_factory.hpp:77] Creating layer L1_b2_sum_eltwise
I0817 16:12:35.209239 17316 net.cpp:100] Creating Layer L1_b2_sum_eltwise
I0817 16:12:35.209245 17316 net.cpp:434] L1_b2_sum_eltwise <- L1_b2_cbr2_bn_top
I0817 16:12:35.209252 17316 net.cpp:434] L1_b2_sum_eltwise <- L1_b1_sum_eltwise_top_L1_b1_relu_0_split_1
I0817 16:12:35.209262 17316 net.cpp:408] L1_b2_sum_eltwise -> L1_b2_sum_eltwise_top
I0817 16:12:35.209295 17316 net.cpp:150] Setting up L1_b2_sum_eltwise
I0817 16:12:35.209306 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.209311 17316 net.cpp:165] Memory required for data: 206337500
I0817 16:12:35.209316 17316 layer_factory.hpp:77] Creating layer L1_b2_relu
I0817 16:12:35.209323 17316 net.cpp:100] Creating Layer L1_b2_relu
I0817 16:12:35.209328 17316 net.cpp:434] L1_b2_relu <- L1_b2_sum_eltwise_top
I0817 16:12:35.209336 17316 net.cpp:395] L1_b2_relu -> L1_b2_sum_eltwise_top (in-place)
I0817 16:12:35.209344 17316 net.cpp:150] Setting up L1_b2_relu
I0817 16:12:35.209352 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.209355 17316 net.cpp:165] Memory required for data: 214529500
I0817 16:12:35.209360 17316 layer_factory.hpp:77] Creating layer L1_b2_sum_eltwise_top_L1_b2_relu_0_split
I0817 16:12:35.209372 17316 net.cpp:100] Creating Layer L1_b2_sum_eltwise_top_L1_b2_relu_0_split
I0817 16:12:35.209378 17316 net.cpp:434] L1_b2_sum_eltwise_top_L1_b2_relu_0_split <- L1_b2_sum_eltwise_top
I0817 16:12:35.209385 17316 net.cpp:408] L1_b2_sum_eltwise_top_L1_b2_relu_0_split -> L1_b2_sum_eltwise_top_L1_b2_relu_0_split_0
I0817 16:12:35.209395 17316 net.cpp:408] L1_b2_sum_eltwise_top_L1_b2_relu_0_split -> L1_b2_sum_eltwise_top_L1_b2_relu_0_split_1
I0817 16:12:35.209435 17316 net.cpp:150] Setting up L1_b2_sum_eltwise_top_L1_b2_relu_0_split
I0817 16:12:35.209450 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.209456 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.209461 17316 net.cpp:165] Memory required for data: 230913500
I0817 16:12:35.209466 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr1_conv
I0817 16:12:35.209477 17316 net.cpp:100] Creating Layer L1_b3_cbr1_conv
I0817 16:12:35.209483 17316 net.cpp:434] L1_b3_cbr1_conv <- L1_b2_sum_eltwise_top_L1_b2_relu_0_split_0
I0817 16:12:35.209492 17316 net.cpp:408] L1_b3_cbr1_conv -> L1_b3_cbr1_conv_top
I0817 16:12:35.209794 17316 net.cpp:150] Setting up L1_b3_cbr1_conv
I0817 16:12:35.209807 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.209812 17316 net.cpp:165] Memory required for data: 239105500
I0817 16:12:35.209821 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr1_bn
I0817 16:12:35.209833 17316 net.cpp:100] Creating Layer L1_b3_cbr1_bn
I0817 16:12:35.209839 17316 net.cpp:434] L1_b3_cbr1_bn <- L1_b3_cbr1_conv_top
I0817 16:12:35.209847 17316 net.cpp:408] L1_b3_cbr1_bn -> L1_b3_cbr1_bn_top
I0817 16:12:35.210093 17316 net.cpp:150] Setting up L1_b3_cbr1_bn
I0817 16:12:35.210108 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.210113 17316 net.cpp:165] Memory required for data: 247297500
I0817 16:12:35.210122 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr1_scale
I0817 16:12:35.210134 17316 net.cpp:100] Creating Layer L1_b3_cbr1_scale
I0817 16:12:35.210140 17316 net.cpp:434] L1_b3_cbr1_scale <- L1_b3_cbr1_bn_top
I0817 16:12:35.210149 17316 net.cpp:395] L1_b3_cbr1_scale -> L1_b3_cbr1_bn_top (in-place)
I0817 16:12:35.210199 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr1_scale
I0817 16:12:35.210338 17316 net.cpp:150] Setting up L1_b3_cbr1_scale
I0817 16:12:35.210351 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.210356 17316 net.cpp:165] Memory required for data: 255489500
I0817 16:12:35.210364 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr1_relu
I0817 16:12:35.210372 17316 net.cpp:100] Creating Layer L1_b3_cbr1_relu
I0817 16:12:35.210378 17316 net.cpp:434] L1_b3_cbr1_relu <- L1_b3_cbr1_bn_top
I0817 16:12:35.210388 17316 net.cpp:395] L1_b3_cbr1_relu -> L1_b3_cbr1_bn_top (in-place)
I0817 16:12:35.210398 17316 net.cpp:150] Setting up L1_b3_cbr1_relu
I0817 16:12:35.210412 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.210417 17316 net.cpp:165] Memory required for data: 263681500
I0817 16:12:35.210422 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr2_conv
I0817 16:12:35.210436 17316 net.cpp:100] Creating Layer L1_b3_cbr2_conv
I0817 16:12:35.210443 17316 net.cpp:434] L1_b3_cbr2_conv <- L1_b3_cbr1_bn_top
I0817 16:12:35.210450 17316 net.cpp:408] L1_b3_cbr2_conv -> L1_b3_cbr2_conv_top
I0817 16:12:35.210757 17316 net.cpp:150] Setting up L1_b3_cbr2_conv
I0817 16:12:35.210770 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.210775 17316 net.cpp:165] Memory required for data: 271873500
I0817 16:12:35.210783 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr2_bn
I0817 16:12:35.210798 17316 net.cpp:100] Creating Layer L1_b3_cbr2_bn
I0817 16:12:35.210804 17316 net.cpp:434] L1_b3_cbr2_bn <- L1_b3_cbr2_conv_top
I0817 16:12:35.210813 17316 net.cpp:408] L1_b3_cbr2_bn -> L1_b3_cbr2_bn_top
I0817 16:12:35.211047 17316 net.cpp:150] Setting up L1_b3_cbr2_bn
I0817 16:12:35.211061 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.211081 17316 net.cpp:165] Memory required for data: 280065500
I0817 16:12:35.211091 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr2_scale
I0817 16:12:35.211103 17316 net.cpp:100] Creating Layer L1_b3_cbr2_scale
I0817 16:12:35.211109 17316 net.cpp:434] L1_b3_cbr2_scale <- L1_b3_cbr2_bn_top
I0817 16:12:35.211117 17316 net.cpp:395] L1_b3_cbr2_scale -> L1_b3_cbr2_bn_top (in-place)
I0817 16:12:35.211172 17316 layer_factory.hpp:77] Creating layer L1_b3_cbr2_scale
I0817 16:12:35.211308 17316 net.cpp:150] Setting up L1_b3_cbr2_scale
I0817 16:12:35.211320 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.211325 17316 net.cpp:165] Memory required for data: 288257500
I0817 16:12:35.211334 17316 layer_factory.hpp:77] Creating layer L1_b3_sum_eltwise
I0817 16:12:35.211344 17316 net.cpp:100] Creating Layer L1_b3_sum_eltwise
I0817 16:12:35.211349 17316 net.cpp:434] L1_b3_sum_eltwise <- L1_b3_cbr2_bn_top
I0817 16:12:35.211356 17316 net.cpp:434] L1_b3_sum_eltwise <- L1_b2_sum_eltwise_top_L1_b2_relu_0_split_1
I0817 16:12:35.211367 17316 net.cpp:408] L1_b3_sum_eltwise -> L1_b3_sum_eltwise_top
I0817 16:12:35.211400 17316 net.cpp:150] Setting up L1_b3_sum_eltwise
I0817 16:12:35.211410 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.211414 17316 net.cpp:165] Memory required for data: 296449500
I0817 16:12:35.211419 17316 layer_factory.hpp:77] Creating layer L1_b3_relu
I0817 16:12:35.211426 17316 net.cpp:100] Creating Layer L1_b3_relu
I0817 16:12:35.211432 17316 net.cpp:434] L1_b3_relu <- L1_b3_sum_eltwise_top
I0817 16:12:35.211439 17316 net.cpp:395] L1_b3_relu -> L1_b3_sum_eltwise_top (in-place)
I0817 16:12:35.211447 17316 net.cpp:150] Setting up L1_b3_relu
I0817 16:12:35.211454 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.211459 17316 net.cpp:165] Memory required for data: 304641500
I0817 16:12:35.211463 17316 layer_factory.hpp:77] Creating layer L1_b3_sum_eltwise_top_L1_b3_relu_0_split
I0817 16:12:35.211479 17316 net.cpp:100] Creating Layer L1_b3_sum_eltwise_top_L1_b3_relu_0_split
I0817 16:12:35.211485 17316 net.cpp:434] L1_b3_sum_eltwise_top_L1_b3_relu_0_split <- L1_b3_sum_eltwise_top
I0817 16:12:35.211493 17316 net.cpp:408] L1_b3_sum_eltwise_top_L1_b3_relu_0_split -> L1_b3_sum_eltwise_top_L1_b3_relu_0_split_0
I0817 16:12:35.211501 17316 net.cpp:408] L1_b3_sum_eltwise_top_L1_b3_relu_0_split -> L1_b3_sum_eltwise_top_L1_b3_relu_0_split_1
I0817 16:12:35.211546 17316 net.cpp:150] Setting up L1_b3_sum_eltwise_top_L1_b3_relu_0_split
I0817 16:12:35.211558 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.211565 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.211570 17316 net.cpp:165] Memory required for data: 321025500
I0817 16:12:35.211575 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr1_conv
I0817 16:12:35.211585 17316 net.cpp:100] Creating Layer L1_b4_cbr1_conv
I0817 16:12:35.211592 17316 net.cpp:434] L1_b4_cbr1_conv <- L1_b3_sum_eltwise_top_L1_b3_relu_0_split_0
I0817 16:12:35.211611 17316 net.cpp:408] L1_b4_cbr1_conv -> L1_b4_cbr1_conv_top
I0817 16:12:35.211920 17316 net.cpp:150] Setting up L1_b4_cbr1_conv
I0817 16:12:35.211935 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.211940 17316 net.cpp:165] Memory required for data: 329217500
I0817 16:12:35.211948 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr1_bn
I0817 16:12:35.211958 17316 net.cpp:100] Creating Layer L1_b4_cbr1_bn
I0817 16:12:35.211964 17316 net.cpp:434] L1_b4_cbr1_bn <- L1_b4_cbr1_conv_top
I0817 16:12:35.211971 17316 net.cpp:408] L1_b4_cbr1_bn -> L1_b4_cbr1_bn_top
I0817 16:12:35.212218 17316 net.cpp:150] Setting up L1_b4_cbr1_bn
I0817 16:12:35.212231 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.212236 17316 net.cpp:165] Memory required for data: 337409500
I0817 16:12:35.212247 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr1_scale
I0817 16:12:35.212260 17316 net.cpp:100] Creating Layer L1_b4_cbr1_scale
I0817 16:12:35.212265 17316 net.cpp:434] L1_b4_cbr1_scale <- L1_b4_cbr1_bn_top
I0817 16:12:35.212273 17316 net.cpp:395] L1_b4_cbr1_scale -> L1_b4_cbr1_bn_top (in-place)
I0817 16:12:35.212332 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr1_scale
I0817 16:12:35.212471 17316 net.cpp:150] Setting up L1_b4_cbr1_scale
I0817 16:12:35.212484 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.212489 17316 net.cpp:165] Memory required for data: 345601500
I0817 16:12:35.212498 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr1_relu
I0817 16:12:35.212507 17316 net.cpp:100] Creating Layer L1_b4_cbr1_relu
I0817 16:12:35.212512 17316 net.cpp:434] L1_b4_cbr1_relu <- L1_b4_cbr1_bn_top
I0817 16:12:35.212522 17316 net.cpp:395] L1_b4_cbr1_relu -> L1_b4_cbr1_bn_top (in-place)
I0817 16:12:35.212532 17316 net.cpp:150] Setting up L1_b4_cbr1_relu
I0817 16:12:35.212538 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.212543 17316 net.cpp:165] Memory required for data: 353793500
I0817 16:12:35.212548 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr2_conv
I0817 16:12:35.212563 17316 net.cpp:100] Creating Layer L1_b4_cbr2_conv
I0817 16:12:35.212568 17316 net.cpp:434] L1_b4_cbr2_conv <- L1_b4_cbr1_bn_top
I0817 16:12:35.212576 17316 net.cpp:408] L1_b4_cbr2_conv -> L1_b4_cbr2_conv_top
I0817 16:12:35.212882 17316 net.cpp:150] Setting up L1_b4_cbr2_conv
I0817 16:12:35.212895 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.212900 17316 net.cpp:165] Memory required for data: 361985500
I0817 16:12:35.212909 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr2_bn
I0817 16:12:35.212920 17316 net.cpp:100] Creating Layer L1_b4_cbr2_bn
I0817 16:12:35.212927 17316 net.cpp:434] L1_b4_cbr2_bn <- L1_b4_cbr2_conv_top
I0817 16:12:35.212935 17316 net.cpp:408] L1_b4_cbr2_bn -> L1_b4_cbr2_bn_top
I0817 16:12:35.213181 17316 net.cpp:150] Setting up L1_b4_cbr2_bn
I0817 16:12:35.213196 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.213201 17316 net.cpp:165] Memory required for data: 370177500
I0817 16:12:35.213212 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr2_scale
I0817 16:12:35.213223 17316 net.cpp:100] Creating Layer L1_b4_cbr2_scale
I0817 16:12:35.213229 17316 net.cpp:434] L1_b4_cbr2_scale <- L1_b4_cbr2_bn_top
I0817 16:12:35.213239 17316 net.cpp:395] L1_b4_cbr2_scale -> L1_b4_cbr2_bn_top (in-place)
I0817 16:12:35.213292 17316 layer_factory.hpp:77] Creating layer L1_b4_cbr2_scale
I0817 16:12:35.213434 17316 net.cpp:150] Setting up L1_b4_cbr2_scale
I0817 16:12:35.213448 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.213452 17316 net.cpp:165] Memory required for data: 378369500
I0817 16:12:35.213461 17316 layer_factory.hpp:77] Creating layer L1_b4_sum_eltwise
I0817 16:12:35.213472 17316 net.cpp:100] Creating Layer L1_b4_sum_eltwise
I0817 16:12:35.213479 17316 net.cpp:434] L1_b4_sum_eltwise <- L1_b4_cbr2_bn_top
I0817 16:12:35.213485 17316 net.cpp:434] L1_b4_sum_eltwise <- L1_b3_sum_eltwise_top_L1_b3_relu_0_split_1
I0817 16:12:35.213493 17316 net.cpp:408] L1_b4_sum_eltwise -> L1_b4_sum_eltwise_top
I0817 16:12:35.213536 17316 net.cpp:150] Setting up L1_b4_sum_eltwise
I0817 16:12:35.213546 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.213551 17316 net.cpp:165] Memory required for data: 386561500
I0817 16:12:35.213555 17316 layer_factory.hpp:77] Creating layer L1_b4_relu
I0817 16:12:35.213563 17316 net.cpp:100] Creating Layer L1_b4_relu
I0817 16:12:35.213569 17316 net.cpp:434] L1_b4_relu <- L1_b4_sum_eltwise_top
I0817 16:12:35.213579 17316 net.cpp:395] L1_b4_relu -> L1_b4_sum_eltwise_top (in-place)
I0817 16:12:35.213588 17316 net.cpp:150] Setting up L1_b4_relu
I0817 16:12:35.213595 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.213600 17316 net.cpp:165] Memory required for data: 394753500
I0817 16:12:35.213604 17316 layer_factory.hpp:77] Creating layer L1_b4_sum_eltwise_top_L1_b4_relu_0_split
I0817 16:12:35.213613 17316 net.cpp:100] Creating Layer L1_b4_sum_eltwise_top_L1_b4_relu_0_split
I0817 16:12:35.213618 17316 net.cpp:434] L1_b4_sum_eltwise_top_L1_b4_relu_0_split <- L1_b4_sum_eltwise_top
I0817 16:12:35.213624 17316 net.cpp:408] L1_b4_sum_eltwise_top_L1_b4_relu_0_split -> L1_b4_sum_eltwise_top_L1_b4_relu_0_split_0
I0817 16:12:35.213634 17316 net.cpp:408] L1_b4_sum_eltwise_top_L1_b4_relu_0_split -> L1_b4_sum_eltwise_top_L1_b4_relu_0_split_1
I0817 16:12:35.213682 17316 net.cpp:150] Setting up L1_b4_sum_eltwise_top_L1_b4_relu_0_split
I0817 16:12:35.213695 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.213701 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.213706 17316 net.cpp:165] Memory required for data: 411137500
I0817 16:12:35.213711 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr1_conv
I0817 16:12:35.213721 17316 net.cpp:100] Creating Layer L1_b5_cbr1_conv
I0817 16:12:35.213727 17316 net.cpp:434] L1_b5_cbr1_conv <- L1_b4_sum_eltwise_top_L1_b4_relu_0_split_0
I0817 16:12:35.213739 17316 net.cpp:408] L1_b5_cbr1_conv -> L1_b5_cbr1_conv_top
I0817 16:12:35.214046 17316 net.cpp:150] Setting up L1_b5_cbr1_conv
I0817 16:12:35.214058 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.214069 17316 net.cpp:165] Memory required for data: 419329500
I0817 16:12:35.214092 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr1_bn
I0817 16:12:35.214105 17316 net.cpp:100] Creating Layer L1_b5_cbr1_bn
I0817 16:12:35.214112 17316 net.cpp:434] L1_b5_cbr1_bn <- L1_b5_cbr1_conv_top
I0817 16:12:35.214119 17316 net.cpp:408] L1_b5_cbr1_bn -> L1_b5_cbr1_bn_top
I0817 16:12:35.214359 17316 net.cpp:150] Setting up L1_b5_cbr1_bn
I0817 16:12:35.214371 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.214376 17316 net.cpp:165] Memory required for data: 427521500
I0817 16:12:35.214387 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr1_scale
I0817 16:12:35.214399 17316 net.cpp:100] Creating Layer L1_b5_cbr1_scale
I0817 16:12:35.214406 17316 net.cpp:434] L1_b5_cbr1_scale <- L1_b5_cbr1_bn_top
I0817 16:12:35.214413 17316 net.cpp:395] L1_b5_cbr1_scale -> L1_b5_cbr1_bn_top (in-place)
I0817 16:12:35.214465 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr1_scale
I0817 16:12:35.214603 17316 net.cpp:150] Setting up L1_b5_cbr1_scale
I0817 16:12:35.214615 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.214620 17316 net.cpp:165] Memory required for data: 435713500
I0817 16:12:35.214629 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr1_relu
I0817 16:12:35.214637 17316 net.cpp:100] Creating Layer L1_b5_cbr1_relu
I0817 16:12:35.214643 17316 net.cpp:434] L1_b5_cbr1_relu <- L1_b5_cbr1_bn_top
I0817 16:12:35.214653 17316 net.cpp:395] L1_b5_cbr1_relu -> L1_b5_cbr1_bn_top (in-place)
I0817 16:12:35.214663 17316 net.cpp:150] Setting up L1_b5_cbr1_relu
I0817 16:12:35.214670 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.214675 17316 net.cpp:165] Memory required for data: 443905500
I0817 16:12:35.214680 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr2_conv
I0817 16:12:35.214694 17316 net.cpp:100] Creating Layer L1_b5_cbr2_conv
I0817 16:12:35.214700 17316 net.cpp:434] L1_b5_cbr2_conv <- L1_b5_cbr1_bn_top
I0817 16:12:35.214718 17316 net.cpp:408] L1_b5_cbr2_conv -> L1_b5_cbr2_conv_top
I0817 16:12:35.215028 17316 net.cpp:150] Setting up L1_b5_cbr2_conv
I0817 16:12:35.215041 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.215046 17316 net.cpp:165] Memory required for data: 452097500
I0817 16:12:35.215055 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr2_bn
I0817 16:12:35.215070 17316 net.cpp:100] Creating Layer L1_b5_cbr2_bn
I0817 16:12:35.215077 17316 net.cpp:434] L1_b5_cbr2_bn <- L1_b5_cbr2_conv_top
I0817 16:12:35.215085 17316 net.cpp:408] L1_b5_cbr2_bn -> L1_b5_cbr2_bn_top
I0817 16:12:35.215330 17316 net.cpp:150] Setting up L1_b5_cbr2_bn
I0817 16:12:35.215343 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.215348 17316 net.cpp:165] Memory required for data: 460289500
I0817 16:12:35.215358 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr2_scale
I0817 16:12:35.215370 17316 net.cpp:100] Creating Layer L1_b5_cbr2_scale
I0817 16:12:35.215376 17316 net.cpp:434] L1_b5_cbr2_scale <- L1_b5_cbr2_bn_top
I0817 16:12:35.215384 17316 net.cpp:395] L1_b5_cbr2_scale -> L1_b5_cbr2_bn_top (in-place)
I0817 16:12:35.215440 17316 layer_factory.hpp:77] Creating layer L1_b5_cbr2_scale
I0817 16:12:35.215579 17316 net.cpp:150] Setting up L1_b5_cbr2_scale
I0817 16:12:35.215591 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.215596 17316 net.cpp:165] Memory required for data: 468481500
I0817 16:12:35.215605 17316 layer_factory.hpp:77] Creating layer L1_b5_sum_eltwise
I0817 16:12:35.215615 17316 net.cpp:100] Creating Layer L1_b5_sum_eltwise
I0817 16:12:35.215620 17316 net.cpp:434] L1_b5_sum_eltwise <- L1_b5_cbr2_bn_top
I0817 16:12:35.215627 17316 net.cpp:434] L1_b5_sum_eltwise <- L1_b4_sum_eltwise_top_L1_b4_relu_0_split_1
I0817 16:12:35.215638 17316 net.cpp:408] L1_b5_sum_eltwise -> L1_b5_sum_eltwise_top
I0817 16:12:35.215668 17316 net.cpp:150] Setting up L1_b5_sum_eltwise
I0817 16:12:35.215680 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.215685 17316 net.cpp:165] Memory required for data: 476673500
I0817 16:12:35.215690 17316 layer_factory.hpp:77] Creating layer L1_b5_relu
I0817 16:12:35.215698 17316 net.cpp:100] Creating Layer L1_b5_relu
I0817 16:12:35.215704 17316 net.cpp:434] L1_b5_relu <- L1_b5_sum_eltwise_top
I0817 16:12:35.215711 17316 net.cpp:395] L1_b5_relu -> L1_b5_sum_eltwise_top (in-place)
I0817 16:12:35.215720 17316 net.cpp:150] Setting up L1_b5_relu
I0817 16:12:35.215728 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.215731 17316 net.cpp:165] Memory required for data: 484865500
I0817 16:12:35.215736 17316 layer_factory.hpp:77] Creating layer L1_b5_sum_eltwise_top_L1_b5_relu_0_split
I0817 16:12:35.215746 17316 net.cpp:100] Creating Layer L1_b5_sum_eltwise_top_L1_b5_relu_0_split
I0817 16:12:35.215751 17316 net.cpp:434] L1_b5_sum_eltwise_top_L1_b5_relu_0_split <- L1_b5_sum_eltwise_top
I0817 16:12:35.215759 17316 net.cpp:408] L1_b5_sum_eltwise_top_L1_b5_relu_0_split -> L1_b5_sum_eltwise_top_L1_b5_relu_0_split_0
I0817 16:12:35.215768 17316 net.cpp:408] L1_b5_sum_eltwise_top_L1_b5_relu_0_split -> L1_b5_sum_eltwise_top_L1_b5_relu_0_split_1
I0817 16:12:35.215813 17316 net.cpp:150] Setting up L1_b5_sum_eltwise_top_L1_b5_relu_0_split
I0817 16:12:35.215824 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.215831 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.215837 17316 net.cpp:165] Memory required for data: 501249500
I0817 16:12:35.215842 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr1_conv
I0817 16:12:35.215852 17316 net.cpp:100] Creating Layer L1_b6_cbr1_conv
I0817 16:12:35.215858 17316 net.cpp:434] L1_b6_cbr1_conv <- L1_b5_sum_eltwise_top_L1_b5_relu_0_split_0
I0817 16:12:35.215870 17316 net.cpp:408] L1_b6_cbr1_conv -> L1_b6_cbr1_conv_top
I0817 16:12:35.216186 17316 net.cpp:150] Setting up L1_b6_cbr1_conv
I0817 16:12:35.216199 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.216204 17316 net.cpp:165] Memory required for data: 509441500
I0817 16:12:35.216220 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr1_bn
I0817 16:12:35.216229 17316 net.cpp:100] Creating Layer L1_b6_cbr1_bn
I0817 16:12:35.216235 17316 net.cpp:434] L1_b6_cbr1_bn <- L1_b6_cbr1_conv_top
I0817 16:12:35.216243 17316 net.cpp:408] L1_b6_cbr1_bn -> L1_b6_cbr1_bn_top
I0817 16:12:35.216482 17316 net.cpp:150] Setting up L1_b6_cbr1_bn
I0817 16:12:35.216495 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.216500 17316 net.cpp:165] Memory required for data: 517633500
I0817 16:12:35.216511 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr1_scale
I0817 16:12:35.216523 17316 net.cpp:100] Creating Layer L1_b6_cbr1_scale
I0817 16:12:35.216529 17316 net.cpp:434] L1_b6_cbr1_scale <- L1_b6_cbr1_bn_top
I0817 16:12:35.216536 17316 net.cpp:395] L1_b6_cbr1_scale -> L1_b6_cbr1_bn_top (in-place)
I0817 16:12:35.216591 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr1_scale
I0817 16:12:35.216737 17316 net.cpp:150] Setting up L1_b6_cbr1_scale
I0817 16:12:35.216750 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.216755 17316 net.cpp:165] Memory required for data: 525825500
I0817 16:12:35.216764 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr1_relu
I0817 16:12:35.216773 17316 net.cpp:100] Creating Layer L1_b6_cbr1_relu
I0817 16:12:35.216778 17316 net.cpp:434] L1_b6_cbr1_relu <- L1_b6_cbr1_bn_top
I0817 16:12:35.216789 17316 net.cpp:395] L1_b6_cbr1_relu -> L1_b6_cbr1_bn_top (in-place)
I0817 16:12:35.216799 17316 net.cpp:150] Setting up L1_b6_cbr1_relu
I0817 16:12:35.216805 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.216810 17316 net.cpp:165] Memory required for data: 534017500
I0817 16:12:35.216814 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr2_conv
I0817 16:12:35.216830 17316 net.cpp:100] Creating Layer L1_b6_cbr2_conv
I0817 16:12:35.216835 17316 net.cpp:434] L1_b6_cbr2_conv <- L1_b6_cbr1_bn_top
I0817 16:12:35.216843 17316 net.cpp:408] L1_b6_cbr2_conv -> L1_b6_cbr2_conv_top
I0817 16:12:35.217161 17316 net.cpp:150] Setting up L1_b6_cbr2_conv
I0817 16:12:35.217175 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.217180 17316 net.cpp:165] Memory required for data: 542209500
I0817 16:12:35.217190 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr2_bn
I0817 16:12:35.217201 17316 net.cpp:100] Creating Layer L1_b6_cbr2_bn
I0817 16:12:35.217208 17316 net.cpp:434] L1_b6_cbr2_bn <- L1_b6_cbr2_conv_top
I0817 16:12:35.217216 17316 net.cpp:408] L1_b6_cbr2_bn -> L1_b6_cbr2_bn_top
I0817 16:12:35.217453 17316 net.cpp:150] Setting up L1_b6_cbr2_bn
I0817 16:12:35.217465 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.217470 17316 net.cpp:165] Memory required for data: 550401500
I0817 16:12:35.217480 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr2_scale
I0817 16:12:35.217489 17316 net.cpp:100] Creating Layer L1_b6_cbr2_scale
I0817 16:12:35.217495 17316 net.cpp:434] L1_b6_cbr2_scale <- L1_b6_cbr2_bn_top
I0817 16:12:35.217505 17316 net.cpp:395] L1_b6_cbr2_scale -> L1_b6_cbr2_bn_top (in-place)
I0817 16:12:35.217558 17316 layer_factory.hpp:77] Creating layer L1_b6_cbr2_scale
I0817 16:12:35.217700 17316 net.cpp:150] Setting up L1_b6_cbr2_scale
I0817 16:12:35.217711 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.217716 17316 net.cpp:165] Memory required for data: 558593500
I0817 16:12:35.217725 17316 layer_factory.hpp:77] Creating layer L1_b6_sum_eltwise
I0817 16:12:35.217742 17316 net.cpp:100] Creating Layer L1_b6_sum_eltwise
I0817 16:12:35.217748 17316 net.cpp:434] L1_b6_sum_eltwise <- L1_b6_cbr2_bn_top
I0817 16:12:35.217756 17316 net.cpp:434] L1_b6_sum_eltwise <- L1_b5_sum_eltwise_top_L1_b5_relu_0_split_1
I0817 16:12:35.217767 17316 net.cpp:408] L1_b6_sum_eltwise -> L1_b6_sum_eltwise_top
I0817 16:12:35.217797 17316 net.cpp:150] Setting up L1_b6_sum_eltwise
I0817 16:12:35.217808 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.217813 17316 net.cpp:165] Memory required for data: 566785500
I0817 16:12:35.217820 17316 layer_factory.hpp:77] Creating layer L1_b6_relu
I0817 16:12:35.217840 17316 net.cpp:100] Creating Layer L1_b6_relu
I0817 16:12:35.217846 17316 net.cpp:434] L1_b6_relu <- L1_b6_sum_eltwise_top
I0817 16:12:35.217854 17316 net.cpp:395] L1_b6_relu -> L1_b6_sum_eltwise_top (in-place)
I0817 16:12:35.217862 17316 net.cpp:150] Setting up L1_b6_relu
I0817 16:12:35.217870 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.217875 17316 net.cpp:165] Memory required for data: 574977500
I0817 16:12:35.217880 17316 layer_factory.hpp:77] Creating layer L1_b6_sum_eltwise_top_L1_b6_relu_0_split
I0817 16:12:35.217886 17316 net.cpp:100] Creating Layer L1_b6_sum_eltwise_top_L1_b6_relu_0_split
I0817 16:12:35.217891 17316 net.cpp:434] L1_b6_sum_eltwise_top_L1_b6_relu_0_split <- L1_b6_sum_eltwise_top
I0817 16:12:35.217900 17316 net.cpp:408] L1_b6_sum_eltwise_top_L1_b6_relu_0_split -> L1_b6_sum_eltwise_top_L1_b6_relu_0_split_0
I0817 16:12:35.217908 17316 net.cpp:408] L1_b6_sum_eltwise_top_L1_b6_relu_0_split -> L1_b6_sum_eltwise_top_L1_b6_relu_0_split_1
I0817 16:12:35.217954 17316 net.cpp:150] Setting up L1_b6_sum_eltwise_top_L1_b6_relu_0_split
I0817 16:12:35.217967 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.217973 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.217978 17316 net.cpp:165] Memory required for data: 591361500
I0817 16:12:35.217983 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr1_conv
I0817 16:12:35.217998 17316 net.cpp:100] Creating Layer L1_b7_cbr1_conv
I0817 16:12:35.218003 17316 net.cpp:434] L1_b7_cbr1_conv <- L1_b6_sum_eltwise_top_L1_b6_relu_0_split_0
I0817 16:12:35.218013 17316 net.cpp:408] L1_b7_cbr1_conv -> L1_b7_cbr1_conv_top
I0817 16:12:35.218333 17316 net.cpp:150] Setting up L1_b7_cbr1_conv
I0817 16:12:35.218348 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.218353 17316 net.cpp:165] Memory required for data: 599553500
I0817 16:12:35.218361 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr1_bn
I0817 16:12:35.218377 17316 net.cpp:100] Creating Layer L1_b7_cbr1_bn
I0817 16:12:35.218384 17316 net.cpp:434] L1_b7_cbr1_bn <- L1_b7_cbr1_conv_top
I0817 16:12:35.218394 17316 net.cpp:408] L1_b7_cbr1_bn -> L1_b7_cbr1_bn_top
I0817 16:12:35.218631 17316 net.cpp:150] Setting up L1_b7_cbr1_bn
I0817 16:12:35.218647 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.218652 17316 net.cpp:165] Memory required for data: 607745500
I0817 16:12:35.218662 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr1_scale
I0817 16:12:35.218672 17316 net.cpp:100] Creating Layer L1_b7_cbr1_scale
I0817 16:12:35.218677 17316 net.cpp:434] L1_b7_cbr1_scale <- L1_b7_cbr1_bn_top
I0817 16:12:35.218685 17316 net.cpp:395] L1_b7_cbr1_scale -> L1_b7_cbr1_bn_top (in-place)
I0817 16:12:35.218737 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr1_scale
I0817 16:12:35.218876 17316 net.cpp:150] Setting up L1_b7_cbr1_scale
I0817 16:12:35.218888 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.218894 17316 net.cpp:165] Memory required for data: 615937500
I0817 16:12:35.218902 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr1_relu
I0817 16:12:35.218914 17316 net.cpp:100] Creating Layer L1_b7_cbr1_relu
I0817 16:12:35.218919 17316 net.cpp:434] L1_b7_cbr1_relu <- L1_b7_cbr1_bn_top
I0817 16:12:35.218930 17316 net.cpp:395] L1_b7_cbr1_relu -> L1_b7_cbr1_bn_top (in-place)
I0817 16:12:35.218940 17316 net.cpp:150] Setting up L1_b7_cbr1_relu
I0817 16:12:35.218947 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.218952 17316 net.cpp:165] Memory required for data: 624129500
I0817 16:12:35.218957 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr2_conv
I0817 16:12:35.218967 17316 net.cpp:100] Creating Layer L1_b7_cbr2_conv
I0817 16:12:35.218973 17316 net.cpp:434] L1_b7_cbr2_conv <- L1_b7_cbr1_bn_top
I0817 16:12:35.218984 17316 net.cpp:408] L1_b7_cbr2_conv -> L1_b7_cbr2_conv_top
I0817 16:12:35.219296 17316 net.cpp:150] Setting up L1_b7_cbr2_conv
I0817 16:12:35.219310 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.219316 17316 net.cpp:165] Memory required for data: 632321500
I0817 16:12:35.219332 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr2_bn
I0817 16:12:35.219341 17316 net.cpp:100] Creating Layer L1_b7_cbr2_bn
I0817 16:12:35.219347 17316 net.cpp:434] L1_b7_cbr2_bn <- L1_b7_cbr2_conv_top
I0817 16:12:35.219358 17316 net.cpp:408] L1_b7_cbr2_bn -> L1_b7_cbr2_bn_top
I0817 16:12:35.219599 17316 net.cpp:150] Setting up L1_b7_cbr2_bn
I0817 16:12:35.219612 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.219617 17316 net.cpp:165] Memory required for data: 640513500
I0817 16:12:35.219627 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr2_scale
I0817 16:12:35.219640 17316 net.cpp:100] Creating Layer L1_b7_cbr2_scale
I0817 16:12:35.219645 17316 net.cpp:434] L1_b7_cbr2_scale <- L1_b7_cbr2_bn_top
I0817 16:12:35.219653 17316 net.cpp:395] L1_b7_cbr2_scale -> L1_b7_cbr2_bn_top (in-place)
I0817 16:12:35.219707 17316 layer_factory.hpp:77] Creating layer L1_b7_cbr2_scale
I0817 16:12:35.219846 17316 net.cpp:150] Setting up L1_b7_cbr2_scale
I0817 16:12:35.219859 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.219864 17316 net.cpp:165] Memory required for data: 648705500
I0817 16:12:35.219873 17316 layer_factory.hpp:77] Creating layer L1_b7_sum_eltwise
I0817 16:12:35.219887 17316 net.cpp:100] Creating Layer L1_b7_sum_eltwise
I0817 16:12:35.219894 17316 net.cpp:434] L1_b7_sum_eltwise <- L1_b7_cbr2_bn_top
I0817 16:12:35.219902 17316 net.cpp:434] L1_b7_sum_eltwise <- L1_b6_sum_eltwise_top_L1_b6_relu_0_split_1
I0817 16:12:35.219909 17316 net.cpp:408] L1_b7_sum_eltwise -> L1_b7_sum_eltwise_top
I0817 16:12:35.219943 17316 net.cpp:150] Setting up L1_b7_sum_eltwise
I0817 16:12:35.219954 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.219959 17316 net.cpp:165] Memory required for data: 656897500
I0817 16:12:35.219964 17316 layer_factory.hpp:77] Creating layer L1_b7_relu
I0817 16:12:35.219971 17316 net.cpp:100] Creating Layer L1_b7_relu
I0817 16:12:35.219977 17316 net.cpp:434] L1_b7_relu <- L1_b7_sum_eltwise_top
I0817 16:12:35.219987 17316 net.cpp:395] L1_b7_relu -> L1_b7_sum_eltwise_top (in-place)
I0817 16:12:35.219996 17316 net.cpp:150] Setting up L1_b7_relu
I0817 16:12:35.220003 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.220008 17316 net.cpp:165] Memory required for data: 665089500
I0817 16:12:35.220013 17316 layer_factory.hpp:77] Creating layer L1_b7_sum_eltwise_top_L1_b7_relu_0_split
I0817 16:12:35.220021 17316 net.cpp:100] Creating Layer L1_b7_sum_eltwise_top_L1_b7_relu_0_split
I0817 16:12:35.220026 17316 net.cpp:434] L1_b7_sum_eltwise_top_L1_b7_relu_0_split <- L1_b7_sum_eltwise_top
I0817 16:12:35.220033 17316 net.cpp:408] L1_b7_sum_eltwise_top_L1_b7_relu_0_split -> L1_b7_sum_eltwise_top_L1_b7_relu_0_split_0
I0817 16:12:35.220042 17316 net.cpp:408] L1_b7_sum_eltwise_top_L1_b7_relu_0_split -> L1_b7_sum_eltwise_top_L1_b7_relu_0_split_1
I0817 16:12:35.220094 17316 net.cpp:150] Setting up L1_b7_sum_eltwise_top_L1_b7_relu_0_split
I0817 16:12:35.220106 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.220113 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.220118 17316 net.cpp:165] Memory required for data: 681473500
I0817 16:12:35.220124 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr1_conv
I0817 16:12:35.220134 17316 net.cpp:100] Creating Layer L1_b8_cbr1_conv
I0817 16:12:35.220141 17316 net.cpp:434] L1_b8_cbr1_conv <- L1_b7_sum_eltwise_top_L1_b7_relu_0_split_0
I0817 16:12:35.220154 17316 net.cpp:408] L1_b8_cbr1_conv -> L1_b8_cbr1_conv_top
I0817 16:12:35.220463 17316 net.cpp:150] Setting up L1_b8_cbr1_conv
I0817 16:12:35.220477 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.220482 17316 net.cpp:165] Memory required for data: 689665500
I0817 16:12:35.220491 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr1_bn
I0817 16:12:35.220501 17316 net.cpp:100] Creating Layer L1_b8_cbr1_bn
I0817 16:12:35.220507 17316 net.cpp:434] L1_b8_cbr1_bn <- L1_b8_cbr1_conv_top
I0817 16:12:35.220520 17316 net.cpp:408] L1_b8_cbr1_bn -> L1_b8_cbr1_bn_top
I0817 16:12:35.220767 17316 net.cpp:150] Setting up L1_b8_cbr1_bn
I0817 16:12:35.220783 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.220789 17316 net.cpp:165] Memory required for data: 697857500
I0817 16:12:35.220799 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr1_scale
I0817 16:12:35.220808 17316 net.cpp:100] Creating Layer L1_b8_cbr1_scale
I0817 16:12:35.220814 17316 net.cpp:434] L1_b8_cbr1_scale <- L1_b8_cbr1_bn_top
I0817 16:12:35.220821 17316 net.cpp:395] L1_b8_cbr1_scale -> L1_b8_cbr1_bn_top (in-place)
I0817 16:12:35.220873 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr1_scale
I0817 16:12:35.221019 17316 net.cpp:150] Setting up L1_b8_cbr1_scale
I0817 16:12:35.221031 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.221036 17316 net.cpp:165] Memory required for data: 706049500
I0817 16:12:35.221045 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr1_relu
I0817 16:12:35.221056 17316 net.cpp:100] Creating Layer L1_b8_cbr1_relu
I0817 16:12:35.221062 17316 net.cpp:434] L1_b8_cbr1_relu <- L1_b8_cbr1_bn_top
I0817 16:12:35.221076 17316 net.cpp:395] L1_b8_cbr1_relu -> L1_b8_cbr1_bn_top (in-place)
I0817 16:12:35.221086 17316 net.cpp:150] Setting up L1_b8_cbr1_relu
I0817 16:12:35.221093 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.221097 17316 net.cpp:165] Memory required for data: 714241500
I0817 16:12:35.221102 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr2_conv
I0817 16:12:35.221117 17316 net.cpp:100] Creating Layer L1_b8_cbr2_conv
I0817 16:12:35.221122 17316 net.cpp:434] L1_b8_cbr2_conv <- L1_b8_cbr1_bn_top
I0817 16:12:35.221133 17316 net.cpp:408] L1_b8_cbr2_conv -> L1_b8_cbr2_conv_top
I0817 16:12:35.221448 17316 net.cpp:150] Setting up L1_b8_cbr2_conv
I0817 16:12:35.221462 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.221467 17316 net.cpp:165] Memory required for data: 722433500
I0817 16:12:35.221475 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr2_bn
I0817 16:12:35.221484 17316 net.cpp:100] Creating Layer L1_b8_cbr2_bn
I0817 16:12:35.221490 17316 net.cpp:434] L1_b8_cbr2_bn <- L1_b8_cbr2_conv_top
I0817 16:12:35.221501 17316 net.cpp:408] L1_b8_cbr2_bn -> L1_b8_cbr2_bn_top
I0817 16:12:35.221747 17316 net.cpp:150] Setting up L1_b8_cbr2_bn
I0817 16:12:35.221760 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.221765 17316 net.cpp:165] Memory required for data: 730625500
I0817 16:12:35.221776 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr2_scale
I0817 16:12:35.221788 17316 net.cpp:100] Creating Layer L1_b8_cbr2_scale
I0817 16:12:35.221794 17316 net.cpp:434] L1_b8_cbr2_scale <- L1_b8_cbr2_bn_top
I0817 16:12:35.221802 17316 net.cpp:395] L1_b8_cbr2_scale -> L1_b8_cbr2_bn_top (in-place)
I0817 16:12:35.221854 17316 layer_factory.hpp:77] Creating layer L1_b8_cbr2_scale
I0817 16:12:35.221993 17316 net.cpp:150] Setting up L1_b8_cbr2_scale
I0817 16:12:35.222007 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.222012 17316 net.cpp:165] Memory required for data: 738817500
I0817 16:12:35.222020 17316 layer_factory.hpp:77] Creating layer L1_b8_sum_eltwise
I0817 16:12:35.222033 17316 net.cpp:100] Creating Layer L1_b8_sum_eltwise
I0817 16:12:35.222038 17316 net.cpp:434] L1_b8_sum_eltwise <- L1_b8_cbr2_bn_top
I0817 16:12:35.222045 17316 net.cpp:434] L1_b8_sum_eltwise <- L1_b7_sum_eltwise_top_L1_b7_relu_0_split_1
I0817 16:12:35.222054 17316 net.cpp:408] L1_b8_sum_eltwise -> L1_b8_sum_eltwise_top
I0817 16:12:35.222095 17316 net.cpp:150] Setting up L1_b8_sum_eltwise
I0817 16:12:35.222107 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.222112 17316 net.cpp:165] Memory required for data: 747009500
I0817 16:12:35.222117 17316 layer_factory.hpp:77] Creating layer L1_b8_relu
I0817 16:12:35.222126 17316 net.cpp:100] Creating Layer L1_b8_relu
I0817 16:12:35.222131 17316 net.cpp:434] L1_b8_relu <- L1_b8_sum_eltwise_top
I0817 16:12:35.222141 17316 net.cpp:395] L1_b8_relu -> L1_b8_sum_eltwise_top (in-place)
I0817 16:12:35.222151 17316 net.cpp:150] Setting up L1_b8_relu
I0817 16:12:35.222157 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.222168 17316 net.cpp:165] Memory required for data: 755201500
I0817 16:12:35.222174 17316 layer_factory.hpp:77] Creating layer L1_b8_sum_eltwise_top_L1_b8_relu_0_split
I0817 16:12:35.222182 17316 net.cpp:100] Creating Layer L1_b8_sum_eltwise_top_L1_b8_relu_0_split
I0817 16:12:35.222187 17316 net.cpp:434] L1_b8_sum_eltwise_top_L1_b8_relu_0_split <- L1_b8_sum_eltwise_top
I0817 16:12:35.222198 17316 net.cpp:408] L1_b8_sum_eltwise_top_L1_b8_relu_0_split -> L1_b8_sum_eltwise_top_L1_b8_relu_0_split_0
I0817 16:12:35.222211 17316 net.cpp:408] L1_b8_sum_eltwise_top_L1_b8_relu_0_split -> L1_b8_sum_eltwise_top_L1_b8_relu_0_split_1
I0817 16:12:35.222280 17316 net.cpp:150] Setting up L1_b8_sum_eltwise_top_L1_b8_relu_0_split
I0817 16:12:35.222306 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.222316 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.222326 17316 net.cpp:165] Memory required for data: 771585500
I0817 16:12:35.222334 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr1_conv
I0817 16:12:35.222352 17316 net.cpp:100] Creating Layer L1_b9_cbr1_conv
I0817 16:12:35.222363 17316 net.cpp:434] L1_b9_cbr1_conv <- L1_b8_sum_eltwise_top_L1_b8_relu_0_split_0
I0817 16:12:35.222383 17316 net.cpp:408] L1_b9_cbr1_conv -> L1_b9_cbr1_conv_top
I0817 16:12:35.222721 17316 net.cpp:150] Setting up L1_b9_cbr1_conv
I0817 16:12:35.222738 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.222743 17316 net.cpp:165] Memory required for data: 779777500
I0817 16:12:35.222753 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr1_bn
I0817 16:12:35.222764 17316 net.cpp:100] Creating Layer L1_b9_cbr1_bn
I0817 16:12:35.222771 17316 net.cpp:434] L1_b9_cbr1_bn <- L1_b9_cbr1_conv_top
I0817 16:12:35.222782 17316 net.cpp:408] L1_b9_cbr1_bn -> L1_b9_cbr1_bn_top
I0817 16:12:35.223024 17316 net.cpp:150] Setting up L1_b9_cbr1_bn
I0817 16:12:35.223037 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.223042 17316 net.cpp:165] Memory required for data: 787969500
I0817 16:12:35.223052 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr1_scale
I0817 16:12:35.223062 17316 net.cpp:100] Creating Layer L1_b9_cbr1_scale
I0817 16:12:35.223075 17316 net.cpp:434] L1_b9_cbr1_scale <- L1_b9_cbr1_bn_top
I0817 16:12:35.223083 17316 net.cpp:395] L1_b9_cbr1_scale -> L1_b9_cbr1_bn_top (in-place)
I0817 16:12:35.223140 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr1_scale
I0817 16:12:35.223284 17316 net.cpp:150] Setting up L1_b9_cbr1_scale
I0817 16:12:35.223296 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.223301 17316 net.cpp:165] Memory required for data: 796161500
I0817 16:12:35.223310 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr1_relu
I0817 16:12:35.223321 17316 net.cpp:100] Creating Layer L1_b9_cbr1_relu
I0817 16:12:35.223327 17316 net.cpp:434] L1_b9_cbr1_relu <- L1_b9_cbr1_bn_top
I0817 16:12:35.223335 17316 net.cpp:395] L1_b9_cbr1_relu -> L1_b9_cbr1_bn_top (in-place)
I0817 16:12:35.223345 17316 net.cpp:150] Setting up L1_b9_cbr1_relu
I0817 16:12:35.223351 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.223356 17316 net.cpp:165] Memory required for data: 804353500
I0817 16:12:35.223361 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr2_conv
I0817 16:12:35.223376 17316 net.cpp:100] Creating Layer L1_b9_cbr2_conv
I0817 16:12:35.223381 17316 net.cpp:434] L1_b9_cbr2_conv <- L1_b9_cbr1_bn_top
I0817 16:12:35.223392 17316 net.cpp:408] L1_b9_cbr2_conv -> L1_b9_cbr2_conv_top
I0817 16:12:35.223713 17316 net.cpp:150] Setting up L1_b9_cbr2_conv
I0817 16:12:35.223727 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.223732 17316 net.cpp:165] Memory required for data: 812545500
I0817 16:12:35.223742 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr2_bn
I0817 16:12:35.223753 17316 net.cpp:100] Creating Layer L1_b9_cbr2_bn
I0817 16:12:35.223760 17316 net.cpp:434] L1_b9_cbr2_bn <- L1_b9_cbr2_conv_top
I0817 16:12:35.223768 17316 net.cpp:408] L1_b9_cbr2_bn -> L1_b9_cbr2_bn_top
I0817 16:12:35.224021 17316 net.cpp:150] Setting up L1_b9_cbr2_bn
I0817 16:12:35.224035 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.224040 17316 net.cpp:165] Memory required for data: 820737500
I0817 16:12:35.224077 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr2_scale
I0817 16:12:35.224089 17316 net.cpp:100] Creating Layer L1_b9_cbr2_scale
I0817 16:12:35.224097 17316 net.cpp:434] L1_b9_cbr2_scale <- L1_b9_cbr2_bn_top
I0817 16:12:35.224113 17316 net.cpp:395] L1_b9_cbr2_scale -> L1_b9_cbr2_bn_top (in-place)
I0817 16:12:35.224166 17316 layer_factory.hpp:77] Creating layer L1_b9_cbr2_scale
I0817 16:12:35.224304 17316 net.cpp:150] Setting up L1_b9_cbr2_scale
I0817 16:12:35.224318 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.224323 17316 net.cpp:165] Memory required for data: 828929500
I0817 16:12:35.224331 17316 layer_factory.hpp:77] Creating layer L1_b9_sum_eltwise
I0817 16:12:35.224344 17316 net.cpp:100] Creating Layer L1_b9_sum_eltwise
I0817 16:12:35.224350 17316 net.cpp:434] L1_b9_sum_eltwise <- L1_b9_cbr2_bn_top
I0817 16:12:35.224357 17316 net.cpp:434] L1_b9_sum_eltwise <- L1_b8_sum_eltwise_top_L1_b8_relu_0_split_1
I0817 16:12:35.224365 17316 net.cpp:408] L1_b9_sum_eltwise -> L1_b9_sum_eltwise_top
I0817 16:12:35.224395 17316 net.cpp:150] Setting up L1_b9_sum_eltwise
I0817 16:12:35.224406 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.224409 17316 net.cpp:165] Memory required for data: 837121500
I0817 16:12:35.224414 17316 layer_factory.hpp:77] Creating layer L1_b9_relu
I0817 16:12:35.224426 17316 net.cpp:100] Creating Layer L1_b9_relu
I0817 16:12:35.224431 17316 net.cpp:434] L1_b9_relu <- L1_b9_sum_eltwise_top
I0817 16:12:35.224438 17316 net.cpp:395] L1_b9_relu -> L1_b9_sum_eltwise_top (in-place)
I0817 16:12:35.224447 17316 net.cpp:150] Setting up L1_b9_relu
I0817 16:12:35.224454 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.224458 17316 net.cpp:165] Memory required for data: 845313500
I0817 16:12:35.224463 17316 layer_factory.hpp:77] Creating layer L1_b9_sum_eltwise_top_L1_b9_relu_0_split
I0817 16:12:35.224475 17316 net.cpp:100] Creating Layer L1_b9_sum_eltwise_top_L1_b9_relu_0_split
I0817 16:12:35.224480 17316 net.cpp:434] L1_b9_sum_eltwise_top_L1_b9_relu_0_split <- L1_b9_sum_eltwise_top
I0817 16:12:35.224488 17316 net.cpp:408] L1_b9_sum_eltwise_top_L1_b9_relu_0_split -> L1_b9_sum_eltwise_top_L1_b9_relu_0_split_0
I0817 16:12:35.224498 17316 net.cpp:408] L1_b9_sum_eltwise_top_L1_b9_relu_0_split -> L1_b9_sum_eltwise_top_L1_b9_relu_0_split_1
I0817 16:12:35.224542 17316 net.cpp:150] Setting up L1_b9_sum_eltwise_top_L1_b9_relu_0_split
I0817 16:12:35.224553 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.224560 17316 net.cpp:157] Top shape: 125 16 32 32 (2048000)
I0817 16:12:35.224565 17316 net.cpp:165] Memory required for data: 861697500
I0817 16:12:35.224570 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr1_conv
I0817 16:12:35.224584 17316 net.cpp:100] Creating Layer L2_b1_cbr1_conv
I0817 16:12:35.224591 17316 net.cpp:434] L2_b1_cbr1_conv <- L1_b9_sum_eltwise_top_L1_b9_relu_0_split_0
I0817 16:12:35.224601 17316 net.cpp:408] L2_b1_cbr1_conv -> L2_b1_cbr1_conv_top
I0817 16:12:35.224913 17316 net.cpp:150] Setting up L2_b1_cbr1_conv
I0817 16:12:35.224926 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.224931 17316 net.cpp:165] Memory required for data: 863745500
I0817 16:12:35.224941 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr1_bn
I0817 16:12:35.224952 17316 net.cpp:100] Creating Layer L2_b1_cbr1_bn
I0817 16:12:35.224959 17316 net.cpp:434] L2_b1_cbr1_bn <- L2_b1_cbr1_conv_top
I0817 16:12:35.224967 17316 net.cpp:408] L2_b1_cbr1_bn -> L2_b1_cbr1_bn_top
I0817 16:12:35.225210 17316 net.cpp:150] Setting up L2_b1_cbr1_bn
I0817 16:12:35.225230 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.225235 17316 net.cpp:165] Memory required for data: 865793500
I0817 16:12:35.225246 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr1_scale
I0817 16:12:35.225255 17316 net.cpp:100] Creating Layer L2_b1_cbr1_scale
I0817 16:12:35.225268 17316 net.cpp:434] L2_b1_cbr1_scale <- L2_b1_cbr1_bn_top
I0817 16:12:35.225277 17316 net.cpp:395] L2_b1_cbr1_scale -> L2_b1_cbr1_bn_top (in-place)
I0817 16:12:35.225330 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr1_scale
I0817 16:12:35.225476 17316 net.cpp:150] Setting up L2_b1_cbr1_scale
I0817 16:12:35.225489 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.225494 17316 net.cpp:165] Memory required for data: 867841500
I0817 16:12:35.225503 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr1_relu
I0817 16:12:35.225512 17316 net.cpp:100] Creating Layer L2_b1_cbr1_relu
I0817 16:12:35.225517 17316 net.cpp:434] L2_b1_cbr1_relu <- L2_b1_cbr1_bn_top
I0817 16:12:35.225528 17316 net.cpp:395] L2_b1_cbr1_relu -> L2_b1_cbr1_bn_top (in-place)
I0817 16:12:35.225538 17316 net.cpp:150] Setting up L2_b1_cbr1_relu
I0817 16:12:35.225544 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.225549 17316 net.cpp:165] Memory required for data: 869889500
I0817 16:12:35.225554 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr2_conv
I0817 16:12:35.225567 17316 net.cpp:100] Creating Layer L2_b1_cbr2_conv
I0817 16:12:35.225574 17316 net.cpp:434] L2_b1_cbr2_conv <- L2_b1_cbr1_bn_top
I0817 16:12:35.225582 17316 net.cpp:408] L2_b1_cbr2_conv -> L2_b1_cbr2_conv_top
I0817 16:12:35.225896 17316 net.cpp:150] Setting up L2_b1_cbr2_conv
I0817 16:12:35.225909 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.225914 17316 net.cpp:165] Memory required for data: 871937500
I0817 16:12:35.225924 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr2_bn
I0817 16:12:35.225935 17316 net.cpp:100] Creating Layer L2_b1_cbr2_bn
I0817 16:12:35.225942 17316 net.cpp:434] L2_b1_cbr2_bn <- L2_b1_cbr2_conv_top
I0817 16:12:35.225950 17316 net.cpp:408] L2_b1_cbr2_bn -> L2_b1_cbr2_bn_top
I0817 16:12:35.226199 17316 net.cpp:150] Setting up L2_b1_cbr2_bn
I0817 16:12:35.226213 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.226218 17316 net.cpp:165] Memory required for data: 873985500
I0817 16:12:35.226228 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr2_scale
I0817 16:12:35.226240 17316 net.cpp:100] Creating Layer L2_b1_cbr2_scale
I0817 16:12:35.226246 17316 net.cpp:434] L2_b1_cbr2_scale <- L2_b1_cbr2_bn_top
I0817 16:12:35.226254 17316 net.cpp:395] L2_b1_cbr2_scale -> L2_b1_cbr2_bn_top (in-place)
I0817 16:12:35.226310 17316 layer_factory.hpp:77] Creating layer L2_b1_cbr2_scale
I0817 16:12:35.226454 17316 net.cpp:150] Setting up L2_b1_cbr2_scale
I0817 16:12:35.226466 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.226471 17316 net.cpp:165] Memory required for data: 876033500
I0817 16:12:35.226480 17316 layer_factory.hpp:77] Creating layer L2_b1_pool
I0817 16:12:35.226495 17316 net.cpp:100] Creating Layer L2_b1_pool
I0817 16:12:35.226502 17316 net.cpp:434] L2_b1_pool <- L1_b9_sum_eltwise_top_L1_b9_relu_0_split_1
I0817 16:12:35.226513 17316 net.cpp:408] L2_b1_pool -> L2_b1_pool
I0817 16:12:35.226598 17316 net.cpp:150] Setting up L2_b1_pool
I0817 16:12:35.226613 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.226617 17316 net.cpp:165] Memory required for data: 878081500
I0817 16:12:35.226624 17316 layer_factory.hpp:77] Creating layer L2_b1_sum_eltwise
I0817 16:12:35.226636 17316 net.cpp:100] Creating Layer L2_b1_sum_eltwise
I0817 16:12:35.226644 17316 net.cpp:434] L2_b1_sum_eltwise <- L2_b1_cbr2_bn_top
I0817 16:12:35.226650 17316 net.cpp:434] L2_b1_sum_eltwise <- L2_b1_pool
I0817 16:12:35.226657 17316 net.cpp:408] L2_b1_sum_eltwise -> L2_b1_sum_eltwise_top
I0817 16:12:35.226691 17316 net.cpp:150] Setting up L2_b1_sum_eltwise
I0817 16:12:35.226699 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.226704 17316 net.cpp:165] Memory required for data: 880129500
I0817 16:12:35.226709 17316 layer_factory.hpp:77] Creating layer L2_b1_relu
I0817 16:12:35.226717 17316 net.cpp:100] Creating Layer L2_b1_relu
I0817 16:12:35.226723 17316 net.cpp:434] L2_b1_relu <- L2_b1_sum_eltwise_top
I0817 16:12:35.226733 17316 net.cpp:395] L2_b1_relu -> L2_b1_sum_eltwise_top (in-place)
I0817 16:12:35.226750 17316 net.cpp:150] Setting up L2_b1_relu
I0817 16:12:35.226758 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.226763 17316 net.cpp:165] Memory required for data: 882177500
I0817 16:12:35.226768 17316 layer_factory.hpp:77] Creating layer L2_b1_zeros
I0817 16:12:35.226814 17316 net.cpp:100] Creating Layer L2_b1_zeros
I0817 16:12:35.226826 17316 net.cpp:408] L2_b1_zeros -> L2_b1_zeros
I0817 16:12:35.229197 17316 net.cpp:150] Setting up L2_b1_zeros
I0817 16:12:35.229216 17316 net.cpp:157] Top shape: 125 16 16 16 (512000)
I0817 16:12:35.229223 17316 net.cpp:165] Memory required for data: 884225500
I0817 16:12:35.229228 17316 layer_factory.hpp:77] Creating layer L2_b1_concat0
I0817 16:12:35.229238 17316 net.cpp:100] Creating Layer L2_b1_concat0
I0817 16:12:35.229243 17316 net.cpp:434] L2_b1_concat0 <- L2_b1_sum_eltwise_top
I0817 16:12:35.229251 17316 net.cpp:434] L2_b1_concat0 <- L2_b1_zeros
I0817 16:12:35.229262 17316 net.cpp:408] L2_b1_concat0 -> L2_b1_concat0
I0817 16:12:35.229341 17316 net.cpp:150] Setting up L2_b1_concat0
I0817 16:12:35.229356 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.229360 17316 net.cpp:165] Memory required for data: 888321500
I0817 16:12:35.229367 17316 layer_factory.hpp:77] Creating layer L2_b1_concat0_L2_b1_concat0_0_split
I0817 16:12:35.229374 17316 net.cpp:100] Creating Layer L2_b1_concat0_L2_b1_concat0_0_split
I0817 16:12:35.229382 17316 net.cpp:434] L2_b1_concat0_L2_b1_concat0_0_split <- L2_b1_concat0
I0817 16:12:35.229391 17316 net.cpp:408] L2_b1_concat0_L2_b1_concat0_0_split -> L2_b1_concat0_L2_b1_concat0_0_split_0
I0817 16:12:35.229403 17316 net.cpp:408] L2_b1_concat0_L2_b1_concat0_0_split -> L2_b1_concat0_L2_b1_concat0_0_split_1
I0817 16:12:35.229450 17316 net.cpp:150] Setting up L2_b1_concat0_L2_b1_concat0_0_split
I0817 16:12:35.229461 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.229468 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.229473 17316 net.cpp:165] Memory required for data: 896513500
I0817 16:12:35.229478 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr1_conv
I0817 16:12:35.229493 17316 net.cpp:100] Creating Layer L2_b2_cbr1_conv
I0817 16:12:35.229501 17316 net.cpp:434] L2_b2_cbr1_conv <- L2_b1_concat0_L2_b1_concat0_0_split_0
I0817 16:12:35.229511 17316 net.cpp:408] L2_b2_cbr1_conv -> L2_b2_cbr1_conv_top
I0817 16:12:35.230980 17316 net.cpp:150] Setting up L2_b2_cbr1_conv
I0817 16:12:35.230998 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.231003 17316 net.cpp:165] Memory required for data: 900609500
I0817 16:12:35.231012 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr1_bn
I0817 16:12:35.231025 17316 net.cpp:100] Creating Layer L2_b2_cbr1_bn
I0817 16:12:35.231032 17316 net.cpp:434] L2_b2_cbr1_bn <- L2_b2_cbr1_conv_top
I0817 16:12:35.231043 17316 net.cpp:408] L2_b2_cbr1_bn -> L2_b2_cbr1_bn_top
I0817 16:12:35.231297 17316 net.cpp:150] Setting up L2_b2_cbr1_bn
I0817 16:12:35.231310 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.231315 17316 net.cpp:165] Memory required for data: 904705500
I0817 16:12:35.231326 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr1_scale
I0817 16:12:35.231335 17316 net.cpp:100] Creating Layer L2_b2_cbr1_scale
I0817 16:12:35.231343 17316 net.cpp:434] L2_b2_cbr1_scale <- L2_b2_cbr1_bn_top
I0817 16:12:35.231350 17316 net.cpp:395] L2_b2_cbr1_scale -> L2_b2_cbr1_bn_top (in-place)
I0817 16:12:35.231406 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr1_scale
I0817 16:12:35.231583 17316 net.cpp:150] Setting up L2_b2_cbr1_scale
I0817 16:12:35.231597 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.231602 17316 net.cpp:165] Memory required for data: 908801500
I0817 16:12:35.231611 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr1_relu
I0817 16:12:35.231619 17316 net.cpp:100] Creating Layer L2_b2_cbr1_relu
I0817 16:12:35.231626 17316 net.cpp:434] L2_b2_cbr1_relu <- L2_b2_cbr1_bn_top
I0817 16:12:35.231637 17316 net.cpp:395] L2_b2_cbr1_relu -> L2_b2_cbr1_bn_top (in-place)
I0817 16:12:35.231654 17316 net.cpp:150] Setting up L2_b2_cbr1_relu
I0817 16:12:35.231662 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.231667 17316 net.cpp:165] Memory required for data: 912897500
I0817 16:12:35.231672 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr2_conv
I0817 16:12:35.231688 17316 net.cpp:100] Creating Layer L2_b2_cbr2_conv
I0817 16:12:35.231694 17316 net.cpp:434] L2_b2_cbr2_conv <- L2_b2_cbr1_bn_top
I0817 16:12:35.231703 17316 net.cpp:408] L2_b2_cbr2_conv -> L2_b2_cbr2_conv_top
I0817 16:12:35.232172 17316 net.cpp:150] Setting up L2_b2_cbr2_conv
I0817 16:12:35.232185 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.232190 17316 net.cpp:165] Memory required for data: 916993500
I0817 16:12:35.232199 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr2_bn
I0817 16:12:35.232213 17316 net.cpp:100] Creating Layer L2_b2_cbr2_bn
I0817 16:12:35.232219 17316 net.cpp:434] L2_b2_cbr2_bn <- L2_b2_cbr2_conv_top
I0817 16:12:35.232228 17316 net.cpp:408] L2_b2_cbr2_bn -> L2_b2_cbr2_bn_top
I0817 16:12:35.232473 17316 net.cpp:150] Setting up L2_b2_cbr2_bn
I0817 16:12:35.232489 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.232494 17316 net.cpp:165] Memory required for data: 921089500
I0817 16:12:35.232506 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr2_scale
I0817 16:12:35.232514 17316 net.cpp:100] Creating Layer L2_b2_cbr2_scale
I0817 16:12:35.232520 17316 net.cpp:434] L2_b2_cbr2_scale <- L2_b2_cbr2_bn_top
I0817 16:12:35.232527 17316 net.cpp:395] L2_b2_cbr2_scale -> L2_b2_cbr2_bn_top (in-place)
I0817 16:12:35.232583 17316 layer_factory.hpp:77] Creating layer L2_b2_cbr2_scale
I0817 16:12:35.232728 17316 net.cpp:150] Setting up L2_b2_cbr2_scale
I0817 16:12:35.232741 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.232746 17316 net.cpp:165] Memory required for data: 925185500
I0817 16:12:35.232755 17316 layer_factory.hpp:77] Creating layer L2_b2_sum_eltwise
I0817 16:12:35.232764 17316 net.cpp:100] Creating Layer L2_b2_sum_eltwise
I0817 16:12:35.232770 17316 net.cpp:434] L2_b2_sum_eltwise <- L2_b2_cbr2_bn_top
I0817 16:12:35.232777 17316 net.cpp:434] L2_b2_sum_eltwise <- L2_b1_concat0_L2_b1_concat0_0_split_1
I0817 16:12:35.232789 17316 net.cpp:408] L2_b2_sum_eltwise -> L2_b2_sum_eltwise_top
I0817 16:12:35.232815 17316 net.cpp:150] Setting up L2_b2_sum_eltwise
I0817 16:12:35.232825 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.232828 17316 net.cpp:165] Memory required for data: 929281500
I0817 16:12:35.232834 17316 layer_factory.hpp:77] Creating layer L2_b2_relu
I0817 16:12:35.232842 17316 net.cpp:100] Creating Layer L2_b2_relu
I0817 16:12:35.232848 17316 net.cpp:434] L2_b2_relu <- L2_b2_sum_eltwise_top
I0817 16:12:35.232858 17316 net.cpp:395] L2_b2_relu -> L2_b2_sum_eltwise_top (in-place)
I0817 16:12:35.232868 17316 net.cpp:150] Setting up L2_b2_relu
I0817 16:12:35.232875 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.232879 17316 net.cpp:165] Memory required for data: 933377500
I0817 16:12:35.232884 17316 layer_factory.hpp:77] Creating layer L2_b2_sum_eltwise_top_L2_b2_relu_0_split
I0817 16:12:35.232892 17316 net.cpp:100] Creating Layer L2_b2_sum_eltwise_top_L2_b2_relu_0_split
I0817 16:12:35.232897 17316 net.cpp:434] L2_b2_sum_eltwise_top_L2_b2_relu_0_split <- L2_b2_sum_eltwise_top
I0817 16:12:35.232904 17316 net.cpp:408] L2_b2_sum_eltwise_top_L2_b2_relu_0_split -> L2_b2_sum_eltwise_top_L2_b2_relu_0_split_0
I0817 16:12:35.232913 17316 net.cpp:408] L2_b2_sum_eltwise_top_L2_b2_relu_0_split -> L2_b2_sum_eltwise_top_L2_b2_relu_0_split_1
I0817 16:12:35.232961 17316 net.cpp:150] Setting up L2_b2_sum_eltwise_top_L2_b2_relu_0_split
I0817 16:12:35.232972 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.232980 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.232985 17316 net.cpp:165] Memory required for data: 941569500
I0817 16:12:35.232990 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr1_conv
I0817 16:12:35.233011 17316 net.cpp:100] Creating Layer L2_b3_cbr1_conv
I0817 16:12:35.233018 17316 net.cpp:434] L2_b3_cbr1_conv <- L2_b2_sum_eltwise_top_L2_b2_relu_0_split_0
I0817 16:12:35.233027 17316 net.cpp:408] L2_b3_cbr1_conv -> L2_b3_cbr1_conv_top
I0817 16:12:35.233494 17316 net.cpp:150] Setting up L2_b3_cbr1_conv
I0817 16:12:35.233508 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.233513 17316 net.cpp:165] Memory required for data: 945665500
I0817 16:12:35.233522 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr1_bn
I0817 16:12:35.233534 17316 net.cpp:100] Creating Layer L2_b3_cbr1_bn
I0817 16:12:35.233541 17316 net.cpp:434] L2_b3_cbr1_bn <- L2_b3_cbr1_conv_top
I0817 16:12:35.233549 17316 net.cpp:408] L2_b3_cbr1_bn -> L2_b3_cbr1_bn_top
I0817 16:12:35.233791 17316 net.cpp:150] Setting up L2_b3_cbr1_bn
I0817 16:12:35.233808 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.233813 17316 net.cpp:165] Memory required for data: 949761500
I0817 16:12:35.233824 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr1_scale
I0817 16:12:35.233832 17316 net.cpp:100] Creating Layer L2_b3_cbr1_scale
I0817 16:12:35.233839 17316 net.cpp:434] L2_b3_cbr1_scale <- L2_b3_cbr1_bn_top
I0817 16:12:35.233845 17316 net.cpp:395] L2_b3_cbr1_scale -> L2_b3_cbr1_bn_top (in-place)
I0817 16:12:35.233901 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr1_scale
I0817 16:12:35.234048 17316 net.cpp:150] Setting up L2_b3_cbr1_scale
I0817 16:12:35.234061 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.234072 17316 net.cpp:165] Memory required for data: 953857500
I0817 16:12:35.234081 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr1_relu
I0817 16:12:35.234096 17316 net.cpp:100] Creating Layer L2_b3_cbr1_relu
I0817 16:12:35.234102 17316 net.cpp:434] L2_b3_cbr1_relu <- L2_b3_cbr1_bn_top
I0817 16:12:35.234112 17316 net.cpp:395] L2_b3_cbr1_relu -> L2_b3_cbr1_bn_top (in-place)
I0817 16:12:35.234122 17316 net.cpp:150] Setting up L2_b3_cbr1_relu
I0817 16:12:35.234128 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.234133 17316 net.cpp:165] Memory required for data: 957953500
I0817 16:12:35.234138 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr2_conv
I0817 16:12:35.234153 17316 net.cpp:100] Creating Layer L2_b3_cbr2_conv
I0817 16:12:35.234158 17316 net.cpp:434] L2_b3_cbr2_conv <- L2_b3_cbr1_bn_top
I0817 16:12:35.234166 17316 net.cpp:408] L2_b3_cbr2_conv -> L2_b3_cbr2_conv_top
I0817 16:12:35.234619 17316 net.cpp:150] Setting up L2_b3_cbr2_conv
I0817 16:12:35.234633 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.234638 17316 net.cpp:165] Memory required for data: 962049500
I0817 16:12:35.234647 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr2_bn
I0817 16:12:35.234657 17316 net.cpp:100] Creating Layer L2_b3_cbr2_bn
I0817 16:12:35.234663 17316 net.cpp:434] L2_b3_cbr2_bn <- L2_b3_cbr2_conv_top
I0817 16:12:35.234673 17316 net.cpp:408] L2_b3_cbr2_bn -> L2_b3_cbr2_bn_top
I0817 16:12:35.234920 17316 net.cpp:150] Setting up L2_b3_cbr2_bn
I0817 16:12:35.234933 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.234938 17316 net.cpp:165] Memory required for data: 966145500
I0817 16:12:35.234948 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr2_scale
I0817 16:12:35.234962 17316 net.cpp:100] Creating Layer L2_b3_cbr2_scale
I0817 16:12:35.234969 17316 net.cpp:434] L2_b3_cbr2_scale <- L2_b3_cbr2_bn_top
I0817 16:12:35.234977 17316 net.cpp:395] L2_b3_cbr2_scale -> L2_b3_cbr2_bn_top (in-place)
I0817 16:12:35.235031 17316 layer_factory.hpp:77] Creating layer L2_b3_cbr2_scale
I0817 16:12:35.235184 17316 net.cpp:150] Setting up L2_b3_cbr2_scale
I0817 16:12:35.235198 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.235203 17316 net.cpp:165] Memory required for data: 970241500
I0817 16:12:35.235213 17316 layer_factory.hpp:77] Creating layer L2_b3_sum_eltwise
I0817 16:12:35.235224 17316 net.cpp:100] Creating Layer L2_b3_sum_eltwise
I0817 16:12:35.235230 17316 net.cpp:434] L2_b3_sum_eltwise <- L2_b3_cbr2_bn_top
I0817 16:12:35.235237 17316 net.cpp:434] L2_b3_sum_eltwise <- L2_b2_sum_eltwise_top_L2_b2_relu_0_split_1
I0817 16:12:35.235255 17316 net.cpp:408] L2_b3_sum_eltwise -> L2_b3_sum_eltwise_top
I0817 16:12:35.235285 17316 net.cpp:150] Setting up L2_b3_sum_eltwise
I0817 16:12:35.235293 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.235298 17316 net.cpp:165] Memory required for data: 974337500
I0817 16:12:35.235303 17316 layer_factory.hpp:77] Creating layer L2_b3_relu
I0817 16:12:35.235324 17316 net.cpp:100] Creating Layer L2_b3_relu
I0817 16:12:35.235330 17316 net.cpp:434] L2_b3_relu <- L2_b3_sum_eltwise_top
I0817 16:12:35.235337 17316 net.cpp:395] L2_b3_relu -> L2_b3_sum_eltwise_top (in-place)
I0817 16:12:35.235347 17316 net.cpp:150] Setting up L2_b3_relu
I0817 16:12:35.235354 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.235358 17316 net.cpp:165] Memory required for data: 978433500
I0817 16:12:35.235364 17316 layer_factory.hpp:77] Creating layer L2_b3_sum_eltwise_top_L2_b3_relu_0_split
I0817 16:12:35.235374 17316 net.cpp:100] Creating Layer L2_b3_sum_eltwise_top_L2_b3_relu_0_split
I0817 16:12:35.235380 17316 net.cpp:434] L2_b3_sum_eltwise_top_L2_b3_relu_0_split <- L2_b3_sum_eltwise_top
I0817 16:12:35.235388 17316 net.cpp:408] L2_b3_sum_eltwise_top_L2_b3_relu_0_split -> L2_b3_sum_eltwise_top_L2_b3_relu_0_split_0
I0817 16:12:35.235396 17316 net.cpp:408] L2_b3_sum_eltwise_top_L2_b3_relu_0_split -> L2_b3_sum_eltwise_top_L2_b3_relu_0_split_1
I0817 16:12:35.235445 17316 net.cpp:150] Setting up L2_b3_sum_eltwise_top_L2_b3_relu_0_split
I0817 16:12:35.235456 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.235463 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.235467 17316 net.cpp:165] Memory required for data: 986625500
I0817 16:12:35.235473 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr1_conv
I0817 16:12:35.235484 17316 net.cpp:100] Creating Layer L2_b4_cbr1_conv
I0817 16:12:35.235491 17316 net.cpp:434] L2_b4_cbr1_conv <- L2_b3_sum_eltwise_top_L2_b3_relu_0_split_0
I0817 16:12:35.235502 17316 net.cpp:408] L2_b4_cbr1_conv -> L2_b4_cbr1_conv_top
I0817 16:12:35.235962 17316 net.cpp:150] Setting up L2_b4_cbr1_conv
I0817 16:12:35.235976 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.235981 17316 net.cpp:165] Memory required for data: 990721500
I0817 16:12:35.235991 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr1_bn
I0817 16:12:35.235999 17316 net.cpp:100] Creating Layer L2_b4_cbr1_bn
I0817 16:12:35.236006 17316 net.cpp:434] L2_b4_cbr1_bn <- L2_b4_cbr1_conv_top
I0817 16:12:35.236016 17316 net.cpp:408] L2_b4_cbr1_bn -> L2_b4_cbr1_bn_top
I0817 16:12:35.236269 17316 net.cpp:150] Setting up L2_b4_cbr1_bn
I0817 16:12:35.236284 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.236289 17316 net.cpp:165] Memory required for data: 994817500
I0817 16:12:35.236299 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr1_scale
I0817 16:12:35.236310 17316 net.cpp:100] Creating Layer L2_b4_cbr1_scale
I0817 16:12:35.236317 17316 net.cpp:434] L2_b4_cbr1_scale <- L2_b4_cbr1_bn_top
I0817 16:12:35.236325 17316 net.cpp:395] L2_b4_cbr1_scale -> L2_b4_cbr1_bn_top (in-place)
I0817 16:12:35.236380 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr1_scale
I0817 16:12:35.236528 17316 net.cpp:150] Setting up L2_b4_cbr1_scale
I0817 16:12:35.236541 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.236546 17316 net.cpp:165] Memory required for data: 998913500
I0817 16:12:35.236555 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr1_relu
I0817 16:12:35.236567 17316 net.cpp:100] Creating Layer L2_b4_cbr1_relu
I0817 16:12:35.236572 17316 net.cpp:434] L2_b4_cbr1_relu <- L2_b4_cbr1_bn_top
I0817 16:12:35.236580 17316 net.cpp:395] L2_b4_cbr1_relu -> L2_b4_cbr1_bn_top (in-place)
I0817 16:12:35.236589 17316 net.cpp:150] Setting up L2_b4_cbr1_relu
I0817 16:12:35.236619 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.236625 17316 net.cpp:165] Memory required for data: 1003009500
I0817 16:12:35.236631 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr2_conv
I0817 16:12:35.236654 17316 net.cpp:100] Creating Layer L2_b4_cbr2_conv
I0817 16:12:35.236660 17316 net.cpp:434] L2_b4_cbr2_conv <- L2_b4_cbr1_bn_top
I0817 16:12:35.236671 17316 net.cpp:408] L2_b4_cbr2_conv -> L2_b4_cbr2_conv_top
I0817 16:12:35.237134 17316 net.cpp:150] Setting up L2_b4_cbr2_conv
I0817 16:12:35.237149 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.237154 17316 net.cpp:165] Memory required for data: 1007105500
I0817 16:12:35.237164 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr2_bn
I0817 16:12:35.237172 17316 net.cpp:100] Creating Layer L2_b4_cbr2_bn
I0817 16:12:35.237179 17316 net.cpp:434] L2_b4_cbr2_bn <- L2_b4_cbr2_conv_top
I0817 16:12:35.237186 17316 net.cpp:408] L2_b4_cbr2_bn -> L2_b4_cbr2_bn_top
I0817 16:12:35.237431 17316 net.cpp:150] Setting up L2_b4_cbr2_bn
I0817 16:12:35.237443 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.237448 17316 net.cpp:165] Memory required for data: 1011201500
I0817 16:12:35.237458 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr2_scale
I0817 16:12:35.237468 17316 net.cpp:100] Creating Layer L2_b4_cbr2_scale
I0817 16:12:35.237473 17316 net.cpp:434] L2_b4_cbr2_scale <- L2_b4_cbr2_bn_top
I0817 16:12:35.237483 17316 net.cpp:395] L2_b4_cbr2_scale -> L2_b4_cbr2_bn_top (in-place)
I0817 16:12:35.237538 17316 layer_factory.hpp:77] Creating layer L2_b4_cbr2_scale
I0817 16:12:35.237684 17316 net.cpp:150] Setting up L2_b4_cbr2_scale
I0817 16:12:35.237697 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.237702 17316 net.cpp:165] Memory required for data: 1015297500
I0817 16:12:35.237711 17316 layer_factory.hpp:77] Creating layer L2_b4_sum_eltwise
I0817 16:12:35.237720 17316 net.cpp:100] Creating Layer L2_b4_sum_eltwise
I0817 16:12:35.237726 17316 net.cpp:434] L2_b4_sum_eltwise <- L2_b4_cbr2_bn_top
I0817 16:12:35.237732 17316 net.cpp:434] L2_b4_sum_eltwise <- L2_b3_sum_eltwise_top_L2_b3_relu_0_split_1
I0817 16:12:35.237743 17316 net.cpp:408] L2_b4_sum_eltwise -> L2_b4_sum_eltwise_top
I0817 16:12:35.237771 17316 net.cpp:150] Setting up L2_b4_sum_eltwise
I0817 16:12:35.237782 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.237787 17316 net.cpp:165] Memory required for data: 1019393500
I0817 16:12:35.237793 17316 layer_factory.hpp:77] Creating layer L2_b4_relu
I0817 16:12:35.237800 17316 net.cpp:100] Creating Layer L2_b4_relu
I0817 16:12:35.237807 17316 net.cpp:434] L2_b4_relu <- L2_b4_sum_eltwise_top
I0817 16:12:35.237813 17316 net.cpp:395] L2_b4_relu -> L2_b4_sum_eltwise_top (in-place)
I0817 16:12:35.237823 17316 net.cpp:150] Setting up L2_b4_relu
I0817 16:12:35.237829 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.237833 17316 net.cpp:165] Memory required for data: 1023489500
I0817 16:12:35.237838 17316 layer_factory.hpp:77] Creating layer L2_b4_sum_eltwise_top_L2_b4_relu_0_split
I0817 16:12:35.237848 17316 net.cpp:100] Creating Layer L2_b4_sum_eltwise_top_L2_b4_relu_0_split
I0817 16:12:35.237854 17316 net.cpp:434] L2_b4_sum_eltwise_top_L2_b4_relu_0_split <- L2_b4_sum_eltwise_top
I0817 16:12:35.237861 17316 net.cpp:408] L2_b4_sum_eltwise_top_L2_b4_relu_0_split -> L2_b4_sum_eltwise_top_L2_b4_relu_0_split_0
I0817 16:12:35.237871 17316 net.cpp:408] L2_b4_sum_eltwise_top_L2_b4_relu_0_split -> L2_b4_sum_eltwise_top_L2_b4_relu_0_split_1
I0817 16:12:35.237915 17316 net.cpp:150] Setting up L2_b4_sum_eltwise_top_L2_b4_relu_0_split
I0817 16:12:35.237929 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.237936 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.237941 17316 net.cpp:165] Memory required for data: 1031681500
I0817 16:12:35.237946 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr1_conv
I0817 16:12:35.237957 17316 net.cpp:100] Creating Layer L2_b5_cbr1_conv
I0817 16:12:35.237963 17316 net.cpp:434] L2_b5_cbr1_conv <- L2_b4_sum_eltwise_top_L2_b4_relu_0_split_0
I0817 16:12:35.237972 17316 net.cpp:408] L2_b5_cbr1_conv -> L2_b5_cbr1_conv_top
I0817 16:12:35.238443 17316 net.cpp:150] Setting up L2_b5_cbr1_conv
I0817 16:12:35.238469 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.238476 17316 net.cpp:165] Memory required for data: 1035777500
I0817 16:12:35.238484 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr1_bn
I0817 16:12:35.238493 17316 net.cpp:100] Creating Layer L2_b5_cbr1_bn
I0817 16:12:35.238500 17316 net.cpp:434] L2_b5_cbr1_bn <- L2_b5_cbr1_conv_top
I0817 16:12:35.238512 17316 net.cpp:408] L2_b5_cbr1_bn -> L2_b5_cbr1_bn_top
I0817 16:12:35.238757 17316 net.cpp:150] Setting up L2_b5_cbr1_bn
I0817 16:12:35.238770 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.238775 17316 net.cpp:165] Memory required for data: 1039873500
I0817 16:12:35.238785 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr1_scale
I0817 16:12:35.238797 17316 net.cpp:100] Creating Layer L2_b5_cbr1_scale
I0817 16:12:35.238804 17316 net.cpp:434] L2_b5_cbr1_scale <- L2_b5_cbr1_bn_top
I0817 16:12:35.238812 17316 net.cpp:395] L2_b5_cbr1_scale -> L2_b5_cbr1_bn_top (in-place)
I0817 16:12:35.238864 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr1_scale
I0817 16:12:35.239012 17316 net.cpp:150] Setting up L2_b5_cbr1_scale
I0817 16:12:35.239024 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.239029 17316 net.cpp:165] Memory required for data: 1043969500
I0817 16:12:35.239038 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr1_relu
I0817 16:12:35.239047 17316 net.cpp:100] Creating Layer L2_b5_cbr1_relu
I0817 16:12:35.239053 17316 net.cpp:434] L2_b5_cbr1_relu <- L2_b5_cbr1_bn_top
I0817 16:12:35.239068 17316 net.cpp:395] L2_b5_cbr1_relu -> L2_b5_cbr1_bn_top (in-place)
I0817 16:12:35.239079 17316 net.cpp:150] Setting up L2_b5_cbr1_relu
I0817 16:12:35.239086 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.239091 17316 net.cpp:165] Memory required for data: 1048065500
I0817 16:12:35.239096 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr2_conv
I0817 16:12:35.239110 17316 net.cpp:100] Creating Layer L2_b5_cbr2_conv
I0817 16:12:35.239117 17316 net.cpp:434] L2_b5_cbr2_conv <- L2_b5_cbr1_bn_top
I0817 16:12:35.239125 17316 net.cpp:408] L2_b5_cbr2_conv -> L2_b5_cbr2_conv_top
I0817 16:12:35.239581 17316 net.cpp:150] Setting up L2_b5_cbr2_conv
I0817 16:12:35.239595 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.239600 17316 net.cpp:165] Memory required for data: 1052161500
I0817 16:12:35.239609 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr2_bn
I0817 16:12:35.239621 17316 net.cpp:100] Creating Layer L2_b5_cbr2_bn
I0817 16:12:35.239629 17316 net.cpp:434] L2_b5_cbr2_bn <- L2_b5_cbr2_conv_top
I0817 16:12:35.239636 17316 net.cpp:408] L2_b5_cbr2_bn -> L2_b5_cbr2_bn_top
I0817 16:12:35.239878 17316 net.cpp:150] Setting up L2_b5_cbr2_bn
I0817 16:12:35.239892 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.239897 17316 net.cpp:165] Memory required for data: 1056257500
I0817 16:12:35.239907 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr2_scale
I0817 16:12:35.239915 17316 net.cpp:100] Creating Layer L2_b5_cbr2_scale
I0817 16:12:35.239922 17316 net.cpp:434] L2_b5_cbr2_scale <- L2_b5_cbr2_bn_top
I0817 16:12:35.239933 17316 net.cpp:395] L2_b5_cbr2_scale -> L2_b5_cbr2_bn_top (in-place)
I0817 16:12:35.239986 17316 layer_factory.hpp:77] Creating layer L2_b5_cbr2_scale
I0817 16:12:35.240146 17316 net.cpp:150] Setting up L2_b5_cbr2_scale
I0817 16:12:35.240159 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.240164 17316 net.cpp:165] Memory required for data: 1060353500
I0817 16:12:35.240173 17316 layer_factory.hpp:77] Creating layer L2_b5_sum_eltwise
I0817 16:12:35.240182 17316 net.cpp:100] Creating Layer L2_b5_sum_eltwise
I0817 16:12:35.240188 17316 net.cpp:434] L2_b5_sum_eltwise <- L2_b5_cbr2_bn_top
I0817 16:12:35.240195 17316 net.cpp:434] L2_b5_sum_eltwise <- L2_b4_sum_eltwise_top_L2_b4_relu_0_split_1
I0817 16:12:35.240206 17316 net.cpp:408] L2_b5_sum_eltwise -> L2_b5_sum_eltwise_top
I0817 16:12:35.240233 17316 net.cpp:150] Setting up L2_b5_sum_eltwise
I0817 16:12:35.240242 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.240253 17316 net.cpp:165] Memory required for data: 1064449500
I0817 16:12:35.240258 17316 layer_factory.hpp:77] Creating layer L2_b5_relu
I0817 16:12:35.240269 17316 net.cpp:100] Creating Layer L2_b5_relu
I0817 16:12:35.240276 17316 net.cpp:434] L2_b5_relu <- L2_b5_sum_eltwise_top
I0817 16:12:35.240283 17316 net.cpp:395] L2_b5_relu -> L2_b5_sum_eltwise_top (in-place)
I0817 16:12:35.240293 17316 net.cpp:150] Setting up L2_b5_relu
I0817 16:12:35.240299 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.240303 17316 net.cpp:165] Memory required for data: 1068545500
I0817 16:12:35.240309 17316 layer_factory.hpp:77] Creating layer L2_b5_sum_eltwise_top_L2_b5_relu_0_split
I0817 16:12:35.240319 17316 net.cpp:100] Creating Layer L2_b5_sum_eltwise_top_L2_b5_relu_0_split
I0817 16:12:35.240324 17316 net.cpp:434] L2_b5_sum_eltwise_top_L2_b5_relu_0_split <- L2_b5_sum_eltwise_top
I0817 16:12:35.240332 17316 net.cpp:408] L2_b5_sum_eltwise_top_L2_b5_relu_0_split -> L2_b5_sum_eltwise_top_L2_b5_relu_0_split_0
I0817 16:12:35.240341 17316 net.cpp:408] L2_b5_sum_eltwise_top_L2_b5_relu_0_split -> L2_b5_sum_eltwise_top_L2_b5_relu_0_split_1
I0817 16:12:35.240386 17316 net.cpp:150] Setting up L2_b5_sum_eltwise_top_L2_b5_relu_0_split
I0817 16:12:35.240401 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.240407 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.240412 17316 net.cpp:165] Memory required for data: 1076737500
I0817 16:12:35.240417 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr1_conv
I0817 16:12:35.240428 17316 net.cpp:100] Creating Layer L2_b6_cbr1_conv
I0817 16:12:35.240435 17316 net.cpp:434] L2_b6_cbr1_conv <- L2_b5_sum_eltwise_top_L2_b5_relu_0_split_0
I0817 16:12:35.240444 17316 net.cpp:408] L2_b6_cbr1_conv -> L2_b6_cbr1_conv_top
I0817 16:12:35.240906 17316 net.cpp:150] Setting up L2_b6_cbr1_conv
I0817 16:12:35.240921 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.240926 17316 net.cpp:165] Memory required for data: 1080833500
I0817 16:12:35.240934 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr1_bn
I0817 16:12:35.240947 17316 net.cpp:100] Creating Layer L2_b6_cbr1_bn
I0817 16:12:35.240952 17316 net.cpp:434] L2_b6_cbr1_bn <- L2_b6_cbr1_conv_top
I0817 16:12:35.240960 17316 net.cpp:408] L2_b6_cbr1_bn -> L2_b6_cbr1_bn_top
I0817 16:12:35.241216 17316 net.cpp:150] Setting up L2_b6_cbr1_bn
I0817 16:12:35.241230 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.241235 17316 net.cpp:165] Memory required for data: 1084929500
I0817 16:12:35.241245 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr1_scale
I0817 16:12:35.241253 17316 net.cpp:100] Creating Layer L2_b6_cbr1_scale
I0817 16:12:35.241259 17316 net.cpp:434] L2_b6_cbr1_scale <- L2_b6_cbr1_bn_top
I0817 16:12:35.241271 17316 net.cpp:395] L2_b6_cbr1_scale -> L2_b6_cbr1_bn_top (in-place)
I0817 16:12:35.241325 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr1_scale
I0817 16:12:35.241472 17316 net.cpp:150] Setting up L2_b6_cbr1_scale
I0817 16:12:35.241484 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.241489 17316 net.cpp:165] Memory required for data: 1089025500
I0817 16:12:35.241498 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr1_relu
I0817 16:12:35.241506 17316 net.cpp:100] Creating Layer L2_b6_cbr1_relu
I0817 16:12:35.241513 17316 net.cpp:434] L2_b6_cbr1_relu <- L2_b6_cbr1_bn_top
I0817 16:12:35.241523 17316 net.cpp:395] L2_b6_cbr1_relu -> L2_b6_cbr1_bn_top (in-place)
I0817 16:12:35.241533 17316 net.cpp:150] Setting up L2_b6_cbr1_relu
I0817 16:12:35.241539 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.241544 17316 net.cpp:165] Memory required for data: 1093121500
I0817 16:12:35.241549 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr2_conv
I0817 16:12:35.241562 17316 net.cpp:100] Creating Layer L2_b6_cbr2_conv
I0817 16:12:35.241569 17316 net.cpp:434] L2_b6_cbr2_conv <- L2_b6_cbr1_bn_top
I0817 16:12:35.241577 17316 net.cpp:408] L2_b6_cbr2_conv -> L2_b6_cbr2_conv_top
I0817 16:12:35.242039 17316 net.cpp:150] Setting up L2_b6_cbr2_conv
I0817 16:12:35.242059 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.242303 17316 net.cpp:165] Memory required for data: 1097217500
I0817 16:12:35.242316 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr2_bn
I0817 16:12:35.242328 17316 net.cpp:100] Creating Layer L2_b6_cbr2_bn
I0817 16:12:35.242336 17316 net.cpp:434] L2_b6_cbr2_bn <- L2_b6_cbr2_conv_top
I0817 16:12:35.242343 17316 net.cpp:408] L2_b6_cbr2_bn -> L2_b6_cbr2_bn_top
I0817 16:12:35.242590 17316 net.cpp:150] Setting up L2_b6_cbr2_bn
I0817 16:12:35.242604 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.242609 17316 net.cpp:165] Memory required for data: 1101313500
I0817 16:12:35.242619 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr2_scale
I0817 16:12:35.242628 17316 net.cpp:100] Creating Layer L2_b6_cbr2_scale
I0817 16:12:35.242635 17316 net.cpp:434] L2_b6_cbr2_scale <- L2_b6_cbr2_bn_top
I0817 16:12:35.242645 17316 net.cpp:395] L2_b6_cbr2_scale -> L2_b6_cbr2_bn_top (in-place)
I0817 16:12:35.242700 17316 layer_factory.hpp:77] Creating layer L2_b6_cbr2_scale
I0817 16:12:35.242847 17316 net.cpp:150] Setting up L2_b6_cbr2_scale
I0817 16:12:35.242861 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.242866 17316 net.cpp:165] Memory required for data: 1105409500
I0817 16:12:35.242874 17316 layer_factory.hpp:77] Creating layer L2_b6_sum_eltwise
I0817 16:12:35.242883 17316 net.cpp:100] Creating Layer L2_b6_sum_eltwise
I0817 16:12:35.242889 17316 net.cpp:434] L2_b6_sum_eltwise <- L2_b6_cbr2_bn_top
I0817 16:12:35.242897 17316 net.cpp:434] L2_b6_sum_eltwise <- L2_b5_sum_eltwise_top_L2_b5_relu_0_split_1
I0817 16:12:35.242908 17316 net.cpp:408] L2_b6_sum_eltwise -> L2_b6_sum_eltwise_top
I0817 16:12:35.242934 17316 net.cpp:150] Setting up L2_b6_sum_eltwise
I0817 16:12:35.242944 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.242947 17316 net.cpp:165] Memory required for data: 1109505500
I0817 16:12:35.242954 17316 layer_factory.hpp:77] Creating layer L2_b6_relu
I0817 16:12:35.242964 17316 net.cpp:100] Creating Layer L2_b6_relu
I0817 16:12:35.242970 17316 net.cpp:434] L2_b6_relu <- L2_b6_sum_eltwise_top
I0817 16:12:35.242977 17316 net.cpp:395] L2_b6_relu -> L2_b6_sum_eltwise_top (in-place)
I0817 16:12:35.242987 17316 net.cpp:150] Setting up L2_b6_relu
I0817 16:12:35.242993 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.242998 17316 net.cpp:165] Memory required for data: 1113601500
I0817 16:12:35.243003 17316 layer_factory.hpp:77] Creating layer L2_b6_sum_eltwise_top_L2_b6_relu_0_split
I0817 16:12:35.243010 17316 net.cpp:100] Creating Layer L2_b6_sum_eltwise_top_L2_b6_relu_0_split
I0817 16:12:35.243016 17316 net.cpp:434] L2_b6_sum_eltwise_top_L2_b6_relu_0_split <- L2_b6_sum_eltwise_top
I0817 16:12:35.243026 17316 net.cpp:408] L2_b6_sum_eltwise_top_L2_b6_relu_0_split -> L2_b6_sum_eltwise_top_L2_b6_relu_0_split_0
I0817 16:12:35.243036 17316 net.cpp:408] L2_b6_sum_eltwise_top_L2_b6_relu_0_split -> L2_b6_sum_eltwise_top_L2_b6_relu_0_split_1
I0817 16:12:35.243085 17316 net.cpp:150] Setting up L2_b6_sum_eltwise_top_L2_b6_relu_0_split
I0817 16:12:35.243100 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.243108 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.243113 17316 net.cpp:165] Memory required for data: 1121793500
I0817 16:12:35.243118 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr1_conv
I0817 16:12:35.243129 17316 net.cpp:100] Creating Layer L2_b7_cbr1_conv
I0817 16:12:35.243136 17316 net.cpp:434] L2_b7_cbr1_conv <- L2_b6_sum_eltwise_top_L2_b6_relu_0_split_0
I0817 16:12:35.243145 17316 net.cpp:408] L2_b7_cbr1_conv -> L2_b7_cbr1_conv_top
I0817 16:12:35.243608 17316 net.cpp:150] Setting up L2_b7_cbr1_conv
I0817 16:12:35.243623 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.243628 17316 net.cpp:165] Memory required for data: 1125889500
I0817 16:12:35.243636 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr1_bn
I0817 16:12:35.243649 17316 net.cpp:100] Creating Layer L2_b7_cbr1_bn
I0817 16:12:35.243661 17316 net.cpp:434] L2_b7_cbr1_bn <- L2_b7_cbr1_conv_top
I0817 16:12:35.243670 17316 net.cpp:408] L2_b7_cbr1_bn -> L2_b7_cbr1_bn_top
I0817 16:12:35.243924 17316 net.cpp:150] Setting up L2_b7_cbr1_bn
I0817 16:12:35.243937 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.243942 17316 net.cpp:165] Memory required for data: 1129985500
I0817 16:12:35.243952 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr1_scale
I0817 16:12:35.243962 17316 net.cpp:100] Creating Layer L2_b7_cbr1_scale
I0817 16:12:35.243968 17316 net.cpp:434] L2_b7_cbr1_scale <- L2_b7_cbr1_bn_top
I0817 16:12:35.243978 17316 net.cpp:395] L2_b7_cbr1_scale -> L2_b7_cbr1_bn_top (in-place)
I0817 16:12:35.244035 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr1_scale
I0817 16:12:35.244189 17316 net.cpp:150] Setting up L2_b7_cbr1_scale
I0817 16:12:35.244202 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.244207 17316 net.cpp:165] Memory required for data: 1134081500
I0817 16:12:35.244216 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr1_relu
I0817 16:12:35.244225 17316 net.cpp:100] Creating Layer L2_b7_cbr1_relu
I0817 16:12:35.244231 17316 net.cpp:434] L2_b7_cbr1_relu <- L2_b7_cbr1_bn_top
I0817 16:12:35.244243 17316 net.cpp:395] L2_b7_cbr1_relu -> L2_b7_cbr1_bn_top (in-place)
I0817 16:12:35.244253 17316 net.cpp:150] Setting up L2_b7_cbr1_relu
I0817 16:12:35.244261 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.244266 17316 net.cpp:165] Memory required for data: 1138177500
I0817 16:12:35.244271 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr2_conv
I0817 16:12:35.244284 17316 net.cpp:100] Creating Layer L2_b7_cbr2_conv
I0817 16:12:35.244290 17316 net.cpp:434] L2_b7_cbr2_conv <- L2_b7_cbr1_bn_top
I0817 16:12:35.244299 17316 net.cpp:408] L2_b7_cbr2_conv -> L2_b7_cbr2_conv_top
I0817 16:12:35.244765 17316 net.cpp:150] Setting up L2_b7_cbr2_conv
I0817 16:12:35.244779 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.244784 17316 net.cpp:165] Memory required for data: 1142273500
I0817 16:12:35.244793 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr2_bn
I0817 16:12:35.244805 17316 net.cpp:100] Creating Layer L2_b7_cbr2_bn
I0817 16:12:35.244812 17316 net.cpp:434] L2_b7_cbr2_bn <- L2_b7_cbr2_conv_top
I0817 16:12:35.244820 17316 net.cpp:408] L2_b7_cbr2_bn -> L2_b7_cbr2_bn_top
I0817 16:12:35.245074 17316 net.cpp:150] Setting up L2_b7_cbr2_bn
I0817 16:12:35.245086 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.245091 17316 net.cpp:165] Memory required for data: 1146369500
I0817 16:12:35.245102 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr2_scale
I0817 16:12:35.245111 17316 net.cpp:100] Creating Layer L2_b7_cbr2_scale
I0817 16:12:35.245117 17316 net.cpp:434] L2_b7_cbr2_scale <- L2_b7_cbr2_bn_top
I0817 16:12:35.245126 17316 net.cpp:395] L2_b7_cbr2_scale -> L2_b7_cbr2_bn_top (in-place)
I0817 16:12:35.245185 17316 layer_factory.hpp:77] Creating layer L2_b7_cbr2_scale
I0817 16:12:35.245334 17316 net.cpp:150] Setting up L2_b7_cbr2_scale
I0817 16:12:35.245349 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.245354 17316 net.cpp:165] Memory required for data: 1150465500
I0817 16:12:35.245363 17316 layer_factory.hpp:77] Creating layer L2_b7_sum_eltwise
I0817 16:12:35.245373 17316 net.cpp:100] Creating Layer L2_b7_sum_eltwise
I0817 16:12:35.245379 17316 net.cpp:434] L2_b7_sum_eltwise <- L2_b7_cbr2_bn_top
I0817 16:12:35.245386 17316 net.cpp:434] L2_b7_sum_eltwise <- L2_b6_sum_eltwise_top_L2_b6_relu_0_split_1
I0817 16:12:35.245393 17316 net.cpp:408] L2_b7_sum_eltwise -> L2_b7_sum_eltwise_top
I0817 16:12:35.245424 17316 net.cpp:150] Setting up L2_b7_sum_eltwise
I0817 16:12:35.245434 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.245437 17316 net.cpp:165] Memory required for data: 1154561500
I0817 16:12:35.245442 17316 layer_factory.hpp:77] Creating layer L2_b7_relu
I0817 16:12:35.245450 17316 net.cpp:100] Creating Layer L2_b7_relu
I0817 16:12:35.245456 17316 net.cpp:434] L2_b7_relu <- L2_b7_sum_eltwise_top
I0817 16:12:35.245473 17316 net.cpp:395] L2_b7_relu -> L2_b7_sum_eltwise_top (in-place)
I0817 16:12:35.245483 17316 net.cpp:150] Setting up L2_b7_relu
I0817 16:12:35.245491 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.245496 17316 net.cpp:165] Memory required for data: 1158657500
I0817 16:12:35.245501 17316 layer_factory.hpp:77] Creating layer L2_b7_sum_eltwise_top_L2_b7_relu_0_split
I0817 16:12:35.245507 17316 net.cpp:100] Creating Layer L2_b7_sum_eltwise_top_L2_b7_relu_0_split
I0817 16:12:35.245512 17316 net.cpp:434] L2_b7_sum_eltwise_top_L2_b7_relu_0_split <- L2_b7_sum_eltwise_top
I0817 16:12:35.245522 17316 net.cpp:408] L2_b7_sum_eltwise_top_L2_b7_relu_0_split -> L2_b7_sum_eltwise_top_L2_b7_relu_0_split_0
I0817 16:12:35.245532 17316 net.cpp:408] L2_b7_sum_eltwise_top_L2_b7_relu_0_split -> L2_b7_sum_eltwise_top_L2_b7_relu_0_split_1
I0817 16:12:35.245578 17316 net.cpp:150] Setting up L2_b7_sum_eltwise_top_L2_b7_relu_0_split
I0817 16:12:35.245589 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.245595 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.245600 17316 net.cpp:165] Memory required for data: 1166849500
I0817 16:12:35.245605 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr1_conv
I0817 16:12:35.245620 17316 net.cpp:100] Creating Layer L2_b8_cbr1_conv
I0817 16:12:35.245626 17316 net.cpp:434] L2_b8_cbr1_conv <- L2_b7_sum_eltwise_top_L2_b7_relu_0_split_0
I0817 16:12:35.245635 17316 net.cpp:408] L2_b8_cbr1_conv -> L2_b8_cbr1_conv_top
I0817 16:12:35.246114 17316 net.cpp:150] Setting up L2_b8_cbr1_conv
I0817 16:12:35.246129 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.246134 17316 net.cpp:165] Memory required for data: 1170945500
I0817 16:12:35.246143 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr1_bn
I0817 16:12:35.246155 17316 net.cpp:100] Creating Layer L2_b8_cbr1_bn
I0817 16:12:35.246161 17316 net.cpp:434] L2_b8_cbr1_bn <- L2_b8_cbr1_conv_top
I0817 16:12:35.246170 17316 net.cpp:408] L2_b8_cbr1_bn -> L2_b8_cbr1_bn_top
I0817 16:12:35.246421 17316 net.cpp:150] Setting up L2_b8_cbr1_bn
I0817 16:12:35.246434 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.246439 17316 net.cpp:165] Memory required for data: 1175041500
I0817 16:12:35.246449 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr1_scale
I0817 16:12:35.246459 17316 net.cpp:100] Creating Layer L2_b8_cbr1_scale
I0817 16:12:35.246464 17316 net.cpp:434] L2_b8_cbr1_scale <- L2_b8_cbr1_bn_top
I0817 16:12:35.246474 17316 net.cpp:395] L2_b8_cbr1_scale -> L2_b8_cbr1_bn_top (in-place)
I0817 16:12:35.246531 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr1_scale
I0817 16:12:35.246686 17316 net.cpp:150] Setting up L2_b8_cbr1_scale
I0817 16:12:35.246700 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.246704 17316 net.cpp:165] Memory required for data: 1179137500
I0817 16:12:35.246713 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr1_relu
I0817 16:12:35.246721 17316 net.cpp:100] Creating Layer L2_b8_cbr1_relu
I0817 16:12:35.246727 17316 net.cpp:434] L2_b8_cbr1_relu <- L2_b8_cbr1_bn_top
I0817 16:12:35.246734 17316 net.cpp:395] L2_b8_cbr1_relu -> L2_b8_cbr1_bn_top (in-place)
I0817 16:12:35.246747 17316 net.cpp:150] Setting up L2_b8_cbr1_relu
I0817 16:12:35.246754 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.246759 17316 net.cpp:165] Memory required for data: 1183233500
I0817 16:12:35.246764 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr2_conv
I0817 16:12:35.246775 17316 net.cpp:100] Creating Layer L2_b8_cbr2_conv
I0817 16:12:35.246781 17316 net.cpp:434] L2_b8_cbr2_conv <- L2_b8_cbr1_bn_top
I0817 16:12:35.246793 17316 net.cpp:408] L2_b8_cbr2_conv -> L2_b8_cbr2_conv_top
I0817 16:12:35.247268 17316 net.cpp:150] Setting up L2_b8_cbr2_conv
I0817 16:12:35.247283 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.247288 17316 net.cpp:165] Memory required for data: 1187329500
I0817 16:12:35.247298 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr2_bn
I0817 16:12:35.247309 17316 net.cpp:100] Creating Layer L2_b8_cbr2_bn
I0817 16:12:35.247323 17316 net.cpp:434] L2_b8_cbr2_bn <- L2_b8_cbr2_conv_top
I0817 16:12:35.247335 17316 net.cpp:408] L2_b8_cbr2_bn -> L2_b8_cbr2_bn_top
I0817 16:12:35.247584 17316 net.cpp:150] Setting up L2_b8_cbr2_bn
I0817 16:12:35.247597 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.247602 17316 net.cpp:165] Memory required for data: 1191425500
I0817 16:12:35.247613 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr2_scale
I0817 16:12:35.247622 17316 net.cpp:100] Creating Layer L2_b8_cbr2_scale
I0817 16:12:35.247627 17316 net.cpp:434] L2_b8_cbr2_scale <- L2_b8_cbr2_bn_top
I0817 16:12:35.247635 17316 net.cpp:395] L2_b8_cbr2_scale -> L2_b8_cbr2_bn_top (in-place)
I0817 16:12:35.247694 17316 layer_factory.hpp:77] Creating layer L2_b8_cbr2_scale
I0817 16:12:35.247839 17316 net.cpp:150] Setting up L2_b8_cbr2_scale
I0817 16:12:35.247854 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.247859 17316 net.cpp:165] Memory required for data: 1195521500
I0817 16:12:35.247869 17316 layer_factory.hpp:77] Creating layer L2_b8_sum_eltwise
I0817 16:12:35.247877 17316 net.cpp:100] Creating Layer L2_b8_sum_eltwise
I0817 16:12:35.247884 17316 net.cpp:434] L2_b8_sum_eltwise <- L2_b8_cbr2_bn_top
I0817 16:12:35.247890 17316 net.cpp:434] L2_b8_sum_eltwise <- L2_b7_sum_eltwise_top_L2_b7_relu_0_split_1
I0817 16:12:35.247897 17316 net.cpp:408] L2_b8_sum_eltwise -> L2_b8_sum_eltwise_top
I0817 16:12:35.247927 17316 net.cpp:150] Setting up L2_b8_sum_eltwise
I0817 16:12:35.247936 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.247941 17316 net.cpp:165] Memory required for data: 1199617500
I0817 16:12:35.247946 17316 layer_factory.hpp:77] Creating layer L2_b8_relu
I0817 16:12:35.247954 17316 net.cpp:100] Creating Layer L2_b8_relu
I0817 16:12:35.247959 17316 net.cpp:434] L2_b8_relu <- L2_b8_sum_eltwise_top
I0817 16:12:35.247969 17316 net.cpp:395] L2_b8_relu -> L2_b8_sum_eltwise_top (in-place)
I0817 16:12:35.247979 17316 net.cpp:150] Setting up L2_b8_relu
I0817 16:12:35.247987 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.247992 17316 net.cpp:165] Memory required for data: 1203713500
I0817 16:12:35.247995 17316 layer_factory.hpp:77] Creating layer L2_b8_sum_eltwise_top_L2_b8_relu_0_split
I0817 16:12:35.248003 17316 net.cpp:100] Creating Layer L2_b8_sum_eltwise_top_L2_b8_relu_0_split
I0817 16:12:35.248008 17316 net.cpp:434] L2_b8_sum_eltwise_top_L2_b8_relu_0_split <- L2_b8_sum_eltwise_top
I0817 16:12:35.248018 17316 net.cpp:408] L2_b8_sum_eltwise_top_L2_b8_relu_0_split -> L2_b8_sum_eltwise_top_L2_b8_relu_0_split_0
I0817 16:12:35.248041 17316 net.cpp:408] L2_b8_sum_eltwise_top_L2_b8_relu_0_split -> L2_b8_sum_eltwise_top_L2_b8_relu_0_split_1
I0817 16:12:35.248097 17316 net.cpp:150] Setting up L2_b8_sum_eltwise_top_L2_b8_relu_0_split
I0817 16:12:35.248111 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.248116 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.248121 17316 net.cpp:165] Memory required for data: 1211905500
I0817 16:12:35.248126 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr1_conv
I0817 16:12:35.248142 17316 net.cpp:100] Creating Layer L2_b9_cbr1_conv
I0817 16:12:35.248148 17316 net.cpp:434] L2_b9_cbr1_conv <- L2_b8_sum_eltwise_top_L2_b8_relu_0_split_0
I0817 16:12:35.248162 17316 net.cpp:408] L2_b9_cbr1_conv -> L2_b9_cbr1_conv_top
I0817 16:12:35.248625 17316 net.cpp:150] Setting up L2_b9_cbr1_conv
I0817 16:12:35.248639 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.248644 17316 net.cpp:165] Memory required for data: 1216001500
I0817 16:12:35.248653 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr1_bn
I0817 16:12:35.248667 17316 net.cpp:100] Creating Layer L2_b9_cbr1_bn
I0817 16:12:35.248674 17316 net.cpp:434] L2_b9_cbr1_bn <- L2_b9_cbr1_conv_top
I0817 16:12:35.248685 17316 net.cpp:408] L2_b9_cbr1_bn -> L2_b9_cbr1_bn_top
I0817 16:12:35.248930 17316 net.cpp:150] Setting up L2_b9_cbr1_bn
I0817 16:12:35.248944 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.248949 17316 net.cpp:165] Memory required for data: 1220097500
I0817 16:12:35.248966 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr1_scale
I0817 16:12:35.248975 17316 net.cpp:100] Creating Layer L2_b9_cbr1_scale
I0817 16:12:35.248981 17316 net.cpp:434] L2_b9_cbr1_scale <- L2_b9_cbr1_bn_top
I0817 16:12:35.248989 17316 net.cpp:395] L2_b9_cbr1_scale -> L2_b9_cbr1_bn_top (in-place)
I0817 16:12:35.249047 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr1_scale
I0817 16:12:35.249202 17316 net.cpp:150] Setting up L2_b9_cbr1_scale
I0817 16:12:35.249215 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.249220 17316 net.cpp:165] Memory required for data: 1224193500
I0817 16:12:35.249229 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr1_relu
I0817 16:12:35.249240 17316 net.cpp:100] Creating Layer L2_b9_cbr1_relu
I0817 16:12:35.249246 17316 net.cpp:434] L2_b9_cbr1_relu <- L2_b9_cbr1_bn_top
I0817 16:12:35.249254 17316 net.cpp:395] L2_b9_cbr1_relu -> L2_b9_cbr1_bn_top (in-place)
I0817 16:12:35.249264 17316 net.cpp:150] Setting up L2_b9_cbr1_relu
I0817 16:12:35.249270 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.249275 17316 net.cpp:165] Memory required for data: 1228289500
I0817 16:12:35.249280 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr2_conv
I0817 16:12:35.249294 17316 net.cpp:100] Creating Layer L2_b9_cbr2_conv
I0817 16:12:35.249300 17316 net.cpp:434] L2_b9_cbr2_conv <- L2_b9_cbr1_bn_top
I0817 16:12:35.249312 17316 net.cpp:408] L2_b9_cbr2_conv -> L2_b9_cbr2_conv_top
I0817 16:12:35.249770 17316 net.cpp:150] Setting up L2_b9_cbr2_conv
I0817 16:12:35.249784 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.249789 17316 net.cpp:165] Memory required for data: 1232385500
I0817 16:12:35.249799 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr2_bn
I0817 16:12:35.249809 17316 net.cpp:100] Creating Layer L2_b9_cbr2_bn
I0817 16:12:35.249816 17316 net.cpp:434] L2_b9_cbr2_bn <- L2_b9_cbr2_conv_top
I0817 16:12:35.249827 17316 net.cpp:408] L2_b9_cbr2_bn -> L2_b9_cbr2_bn_top
I0817 16:12:35.250082 17316 net.cpp:150] Setting up L2_b9_cbr2_bn
I0817 16:12:35.250097 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.250102 17316 net.cpp:165] Memory required for data: 1236481500
I0817 16:12:35.250143 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr2_scale
I0817 16:12:35.250159 17316 net.cpp:100] Creating Layer L2_b9_cbr2_scale
I0817 16:12:35.250166 17316 net.cpp:434] L2_b9_cbr2_scale <- L2_b9_cbr2_bn_top
I0817 16:12:35.250174 17316 net.cpp:395] L2_b9_cbr2_scale -> L2_b9_cbr2_bn_top (in-place)
I0817 16:12:35.250229 17316 layer_factory.hpp:77] Creating layer L2_b9_cbr2_scale
I0817 16:12:35.250399 17316 net.cpp:150] Setting up L2_b9_cbr2_scale
I0817 16:12:35.250411 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.250416 17316 net.cpp:165] Memory required for data: 1240577500
I0817 16:12:35.250425 17316 layer_factory.hpp:77] Creating layer L2_b9_sum_eltwise
I0817 16:12:35.250434 17316 net.cpp:100] Creating Layer L2_b9_sum_eltwise
I0817 16:12:35.250442 17316 net.cpp:434] L2_b9_sum_eltwise <- L2_b9_cbr2_bn_top
I0817 16:12:35.250448 17316 net.cpp:434] L2_b9_sum_eltwise <- L2_b8_sum_eltwise_top_L2_b8_relu_0_split_1
I0817 16:12:35.250460 17316 net.cpp:408] L2_b9_sum_eltwise -> L2_b9_sum_eltwise_top
I0817 16:12:35.250488 17316 net.cpp:150] Setting up L2_b9_sum_eltwise
I0817 16:12:35.250501 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.250506 17316 net.cpp:165] Memory required for data: 1244673500
I0817 16:12:35.250511 17316 layer_factory.hpp:77] Creating layer L2_b9_relu
I0817 16:12:35.250519 17316 net.cpp:100] Creating Layer L2_b9_relu
I0817 16:12:35.250525 17316 net.cpp:434] L2_b9_relu <- L2_b9_sum_eltwise_top
I0817 16:12:35.250532 17316 net.cpp:395] L2_b9_relu -> L2_b9_sum_eltwise_top (in-place)
I0817 16:12:35.250541 17316 net.cpp:150] Setting up L2_b9_relu
I0817 16:12:35.250548 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.250552 17316 net.cpp:165] Memory required for data: 1248769500
I0817 16:12:35.250564 17316 layer_factory.hpp:77] Creating layer L2_b9_sum_eltwise_top_L2_b9_relu_0_split
I0817 16:12:35.250576 17316 net.cpp:100] Creating Layer L2_b9_sum_eltwise_top_L2_b9_relu_0_split
I0817 16:12:35.250581 17316 net.cpp:434] L2_b9_sum_eltwise_top_L2_b9_relu_0_split <- L2_b9_sum_eltwise_top
I0817 16:12:35.250589 17316 net.cpp:408] L2_b9_sum_eltwise_top_L2_b9_relu_0_split -> L2_b9_sum_eltwise_top_L2_b9_relu_0_split_0
I0817 16:12:35.250598 17316 net.cpp:408] L2_b9_sum_eltwise_top_L2_b9_relu_0_split -> L2_b9_sum_eltwise_top_L2_b9_relu_0_split_1
I0817 16:12:35.250650 17316 net.cpp:150] Setting up L2_b9_sum_eltwise_top_L2_b9_relu_0_split
I0817 16:12:35.250663 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.250669 17316 net.cpp:157] Top shape: 125 32 16 16 (1024000)
I0817 16:12:35.250674 17316 net.cpp:165] Memory required for data: 1256961500
I0817 16:12:35.250679 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr1_conv
I0817 16:12:35.250690 17316 net.cpp:100] Creating Layer L3_b1_cbr1_conv
I0817 16:12:35.250697 17316 net.cpp:434] L3_b1_cbr1_conv <- L2_b9_sum_eltwise_top_L2_b9_relu_0_split_0
I0817 16:12:35.250710 17316 net.cpp:408] L3_b1_cbr1_conv -> L3_b1_cbr1_conv_top
I0817 16:12:35.251185 17316 net.cpp:150] Setting up L3_b1_cbr1_conv
I0817 16:12:35.251200 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.251205 17316 net.cpp:165] Memory required for data: 1257985500
I0817 16:12:35.251214 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr1_bn
I0817 16:12:35.251224 17316 net.cpp:100] Creating Layer L3_b1_cbr1_bn
I0817 16:12:35.251230 17316 net.cpp:434] L3_b1_cbr1_bn <- L3_b1_cbr1_conv_top
I0817 16:12:35.251240 17316 net.cpp:408] L3_b1_cbr1_bn -> L3_b1_cbr1_bn_top
I0817 16:12:35.251502 17316 net.cpp:150] Setting up L3_b1_cbr1_bn
I0817 16:12:35.251518 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.251523 17316 net.cpp:165] Memory required for data: 1259009500
I0817 16:12:35.251533 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr1_scale
I0817 16:12:35.251543 17316 net.cpp:100] Creating Layer L3_b1_cbr1_scale
I0817 16:12:35.251549 17316 net.cpp:434] L3_b1_cbr1_scale <- L3_b1_cbr1_bn_top
I0817 16:12:35.251556 17316 net.cpp:395] L3_b1_cbr1_scale -> L3_b1_cbr1_bn_top (in-place)
I0817 16:12:35.251610 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr1_scale
I0817 16:12:35.251763 17316 net.cpp:150] Setting up L3_b1_cbr1_scale
I0817 16:12:35.251776 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.251781 17316 net.cpp:165] Memory required for data: 1260033500
I0817 16:12:35.251791 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr1_relu
I0817 16:12:35.251797 17316 net.cpp:100] Creating Layer L3_b1_cbr1_relu
I0817 16:12:35.251803 17316 net.cpp:434] L3_b1_cbr1_relu <- L3_b1_cbr1_bn_top
I0817 16:12:35.251814 17316 net.cpp:395] L3_b1_cbr1_relu -> L3_b1_cbr1_bn_top (in-place)
I0817 16:12:35.251824 17316 net.cpp:150] Setting up L3_b1_cbr1_relu
I0817 16:12:35.251832 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.251835 17316 net.cpp:165] Memory required for data: 1261057500
I0817 16:12:35.251840 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr2_conv
I0817 16:12:35.251857 17316 net.cpp:100] Creating Layer L3_b1_cbr2_conv
I0817 16:12:35.251863 17316 net.cpp:434] L3_b1_cbr2_conv <- L3_b1_cbr1_bn_top
I0817 16:12:35.251873 17316 net.cpp:408] L3_b1_cbr2_conv -> L3_b1_cbr2_conv_top
I0817 16:12:35.252353 17316 net.cpp:150] Setting up L3_b1_cbr2_conv
I0817 16:12:35.252367 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.252372 17316 net.cpp:165] Memory required for data: 1262081500
I0817 16:12:35.252382 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr2_bn
I0817 16:12:35.252395 17316 net.cpp:100] Creating Layer L3_b1_cbr2_bn
I0817 16:12:35.252401 17316 net.cpp:434] L3_b1_cbr2_bn <- L3_b1_cbr2_conv_top
I0817 16:12:35.252413 17316 net.cpp:408] L3_b1_cbr2_bn -> L3_b1_cbr2_bn_top
I0817 16:12:35.252666 17316 net.cpp:150] Setting up L3_b1_cbr2_bn
I0817 16:12:35.252679 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.252684 17316 net.cpp:165] Memory required for data: 1263105500
I0817 16:12:35.252701 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr2_scale
I0817 16:12:35.252710 17316 net.cpp:100] Creating Layer L3_b1_cbr2_scale
I0817 16:12:35.252717 17316 net.cpp:434] L3_b1_cbr2_scale <- L3_b1_cbr2_bn_top
I0817 16:12:35.252727 17316 net.cpp:395] L3_b1_cbr2_scale -> L3_b1_cbr2_bn_top (in-place)
I0817 16:12:35.252784 17316 layer_factory.hpp:77] Creating layer L3_b1_cbr2_scale
I0817 16:12:35.252936 17316 net.cpp:150] Setting up L3_b1_cbr2_scale
I0817 16:12:35.252949 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.252954 17316 net.cpp:165] Memory required for data: 1264129500
I0817 16:12:35.252964 17316 layer_factory.hpp:77] Creating layer L3_b1_pool
I0817 16:12:35.252972 17316 net.cpp:100] Creating Layer L3_b1_pool
I0817 16:12:35.252979 17316 net.cpp:434] L3_b1_pool <- L2_b9_sum_eltwise_top_L2_b9_relu_0_split_1
I0817 16:12:35.252990 17316 net.cpp:408] L3_b1_pool -> L3_b1_pool
I0817 16:12:35.253027 17316 net.cpp:150] Setting up L3_b1_pool
I0817 16:12:35.253037 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.253041 17316 net.cpp:165] Memory required for data: 1265153500
I0817 16:12:35.253047 17316 layer_factory.hpp:77] Creating layer L3_b1_sum_eltwise
I0817 16:12:35.253056 17316 net.cpp:100] Creating Layer L3_b1_sum_eltwise
I0817 16:12:35.253062 17316 net.cpp:434] L3_b1_sum_eltwise <- L3_b1_cbr2_bn_top
I0817 16:12:35.253074 17316 net.cpp:434] L3_b1_sum_eltwise <- L3_b1_pool
I0817 16:12:35.253085 17316 net.cpp:408] L3_b1_sum_eltwise -> L3_b1_sum_eltwise_top
I0817 16:12:35.253118 17316 net.cpp:150] Setting up L3_b1_sum_eltwise
I0817 16:12:35.253129 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.253132 17316 net.cpp:165] Memory required for data: 1266177500
I0817 16:12:35.253137 17316 layer_factory.hpp:77] Creating layer L3_b1_relu
I0817 16:12:35.253145 17316 net.cpp:100] Creating Layer L3_b1_relu
I0817 16:12:35.253151 17316 net.cpp:434] L3_b1_relu <- L3_b1_sum_eltwise_top
I0817 16:12:35.253159 17316 net.cpp:395] L3_b1_relu -> L3_b1_sum_eltwise_top (in-place)
I0817 16:12:35.253167 17316 net.cpp:150] Setting up L3_b1_relu
I0817 16:12:35.253175 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.253178 17316 net.cpp:165] Memory required for data: 1267201500
I0817 16:12:35.253183 17316 layer_factory.hpp:77] Creating layer L3_b1_zeros
I0817 16:12:35.253196 17316 net.cpp:100] Creating Layer L3_b1_zeros
I0817 16:12:35.253203 17316 net.cpp:408] L3_b1_zeros -> L3_b1_zeros
I0817 16:12:35.254449 17316 net.cpp:150] Setting up L3_b1_zeros
I0817 16:12:35.254467 17316 net.cpp:157] Top shape: 125 32 8 8 (256000)
I0817 16:12:35.254473 17316 net.cpp:165] Memory required for data: 1268225500
I0817 16:12:35.254479 17316 layer_factory.hpp:77] Creating layer L3_b1_concat0
I0817 16:12:35.254488 17316 net.cpp:100] Creating Layer L3_b1_concat0
I0817 16:12:35.254494 17316 net.cpp:434] L3_b1_concat0 <- L3_b1_sum_eltwise_top
I0817 16:12:35.254503 17316 net.cpp:434] L3_b1_concat0 <- L3_b1_zeros
I0817 16:12:35.254513 17316 net.cpp:408] L3_b1_concat0 -> L3_b1_concat0
I0817 16:12:35.254552 17316 net.cpp:150] Setting up L3_b1_concat0
I0817 16:12:35.254566 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.254572 17316 net.cpp:165] Memory required for data: 1270273500
I0817 16:12:35.254577 17316 layer_factory.hpp:77] Creating layer L3_b1_concat0_L3_b1_concat0_0_split
I0817 16:12:35.254585 17316 net.cpp:100] Creating Layer L3_b1_concat0_L3_b1_concat0_0_split
I0817 16:12:35.254591 17316 net.cpp:434] L3_b1_concat0_L3_b1_concat0_0_split <- L3_b1_concat0
I0817 16:12:35.254598 17316 net.cpp:408] L3_b1_concat0_L3_b1_concat0_0_split -> L3_b1_concat0_L3_b1_concat0_0_split_0
I0817 16:12:35.254608 17316 net.cpp:408] L3_b1_concat0_L3_b1_concat0_0_split -> L3_b1_concat0_L3_b1_concat0_0_split_1
I0817 16:12:35.254658 17316 net.cpp:150] Setting up L3_b1_concat0_L3_b1_concat0_0_split
I0817 16:12:35.254669 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.254676 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.254688 17316 net.cpp:165] Memory required for data: 1274369500
I0817 16:12:35.254694 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr1_conv
I0817 16:12:35.254709 17316 net.cpp:100] Creating Layer L3_b2_cbr1_conv
I0817 16:12:35.254716 17316 net.cpp:434] L3_b2_cbr1_conv <- L3_b1_concat0_L3_b1_concat0_0_split_0
I0817 16:12:35.254725 17316 net.cpp:408] L3_b2_cbr1_conv -> L3_b2_cbr1_conv_top
I0817 16:12:35.256726 17316 net.cpp:150] Setting up L3_b2_cbr1_conv
I0817 16:12:35.256742 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.256747 17316 net.cpp:165] Memory required for data: 1276417500
I0817 16:12:35.256757 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr1_bn
I0817 16:12:35.256767 17316 net.cpp:100] Creating Layer L3_b2_cbr1_bn
I0817 16:12:35.256774 17316 net.cpp:434] L3_b2_cbr1_bn <- L3_b2_cbr1_conv_top
I0817 16:12:35.256785 17316 net.cpp:408] L3_b2_cbr1_bn -> L3_b2_cbr1_bn_top
I0817 16:12:35.257050 17316 net.cpp:150] Setting up L3_b2_cbr1_bn
I0817 16:12:35.257068 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.257074 17316 net.cpp:165] Memory required for data: 1278465500
I0817 16:12:35.257086 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr1_scale
I0817 16:12:35.257094 17316 net.cpp:100] Creating Layer L3_b2_cbr1_scale
I0817 16:12:35.257100 17316 net.cpp:434] L3_b2_cbr1_scale <- L3_b2_cbr1_bn_top
I0817 16:12:35.257108 17316 net.cpp:395] L3_b2_cbr1_scale -> L3_b2_cbr1_bn_top (in-place)
I0817 16:12:35.257169 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr1_scale
I0817 16:12:35.257324 17316 net.cpp:150] Setting up L3_b2_cbr1_scale
I0817 16:12:35.257340 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.257345 17316 net.cpp:165] Memory required for data: 1280513500
I0817 16:12:35.257355 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr1_relu
I0817 16:12:35.257364 17316 net.cpp:100] Creating Layer L3_b2_cbr1_relu
I0817 16:12:35.257369 17316 net.cpp:434] L3_b2_cbr1_relu <- L3_b2_cbr1_bn_top
I0817 16:12:35.257376 17316 net.cpp:395] L3_b2_cbr1_relu -> L3_b2_cbr1_bn_top (in-place)
I0817 16:12:35.257386 17316 net.cpp:150] Setting up L3_b2_cbr1_relu
I0817 16:12:35.257393 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.257398 17316 net.cpp:165] Memory required for data: 1282561500
I0817 16:12:35.257403 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr2_conv
I0817 16:12:35.257417 17316 net.cpp:100] Creating Layer L3_b2_cbr2_conv
I0817 16:12:35.257424 17316 net.cpp:434] L3_b2_cbr2_conv <- L3_b2_cbr1_bn_top
I0817 16:12:35.257432 17316 net.cpp:408] L3_b2_cbr2_conv -> L3_b2_cbr2_conv_top
I0817 16:12:35.258453 17316 net.cpp:150] Setting up L3_b2_cbr2_conv
I0817 16:12:35.258468 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.258473 17316 net.cpp:165] Memory required for data: 1284609500
I0817 16:12:35.258482 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr2_bn
I0817 16:12:35.258494 17316 net.cpp:100] Creating Layer L3_b2_cbr2_bn
I0817 16:12:35.258502 17316 net.cpp:434] L3_b2_cbr2_bn <- L3_b2_cbr2_conv_top
I0817 16:12:35.258512 17316 net.cpp:408] L3_b2_cbr2_bn -> L3_b2_cbr2_bn_top
I0817 16:12:35.258770 17316 net.cpp:150] Setting up L3_b2_cbr2_bn
I0817 16:12:35.258782 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.258787 17316 net.cpp:165] Memory required for data: 1286657500
I0817 16:12:35.258798 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr2_scale
I0817 16:12:35.258806 17316 net.cpp:100] Creating Layer L3_b2_cbr2_scale
I0817 16:12:35.258812 17316 net.cpp:434] L3_b2_cbr2_scale <- L3_b2_cbr2_bn_top
I0817 16:12:35.258823 17316 net.cpp:395] L3_b2_cbr2_scale -> L3_b2_cbr2_bn_top (in-place)
I0817 16:12:35.258880 17316 layer_factory.hpp:77] Creating layer L3_b2_cbr2_scale
I0817 16:12:35.259033 17316 net.cpp:150] Setting up L3_b2_cbr2_scale
I0817 16:12:35.259047 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.259052 17316 net.cpp:165] Memory required for data: 1288705500
I0817 16:12:35.259060 17316 layer_factory.hpp:77] Creating layer L3_b2_sum_eltwise
I0817 16:12:35.259078 17316 net.cpp:100] Creating Layer L3_b2_sum_eltwise
I0817 16:12:35.259093 17316 net.cpp:434] L3_b2_sum_eltwise <- L3_b2_cbr2_bn_top
I0817 16:12:35.259100 17316 net.cpp:434] L3_b2_sum_eltwise <- L3_b1_concat0_L3_b1_concat0_0_split_1
I0817 16:12:35.259109 17316 net.cpp:408] L3_b2_sum_eltwise -> L3_b2_sum_eltwise_top
I0817 16:12:35.259146 17316 net.cpp:150] Setting up L3_b2_sum_eltwise
I0817 16:12:35.259156 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.259161 17316 net.cpp:165] Memory required for data: 1290753500
I0817 16:12:35.259166 17316 layer_factory.hpp:77] Creating layer L3_b2_relu
I0817 16:12:35.259173 17316 net.cpp:100] Creating Layer L3_b2_relu
I0817 16:12:35.259179 17316 net.cpp:434] L3_b2_relu <- L3_b2_sum_eltwise_top
I0817 16:12:35.259189 17316 net.cpp:395] L3_b2_relu -> L3_b2_sum_eltwise_top (in-place)
I0817 16:12:35.259199 17316 net.cpp:150] Setting up L3_b2_relu
I0817 16:12:35.259207 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.259210 17316 net.cpp:165] Memory required for data: 1292801500
I0817 16:12:35.259215 17316 layer_factory.hpp:77] Creating layer L3_b2_sum_eltwise_top_L3_b2_relu_0_split
I0817 16:12:35.259222 17316 net.cpp:100] Creating Layer L3_b2_sum_eltwise_top_L3_b2_relu_0_split
I0817 16:12:35.259227 17316 net.cpp:434] L3_b2_sum_eltwise_top_L3_b2_relu_0_split <- L3_b2_sum_eltwise_top
I0817 16:12:35.259235 17316 net.cpp:408] L3_b2_sum_eltwise_top_L3_b2_relu_0_split -> L3_b2_sum_eltwise_top_L3_b2_relu_0_split_0
I0817 16:12:35.259244 17316 net.cpp:408] L3_b2_sum_eltwise_top_L3_b2_relu_0_split -> L3_b2_sum_eltwise_top_L3_b2_relu_0_split_1
I0817 16:12:35.259294 17316 net.cpp:150] Setting up L3_b2_sum_eltwise_top_L3_b2_relu_0_split
I0817 16:12:35.259305 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.259312 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.259316 17316 net.cpp:165] Memory required for data: 1296897500
I0817 16:12:35.259321 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr1_conv
I0817 16:12:35.259333 17316 net.cpp:100] Creating Layer L3_b3_cbr1_conv
I0817 16:12:35.259340 17316 net.cpp:434] L3_b3_cbr1_conv <- L3_b2_sum_eltwise_top_L3_b2_relu_0_split_0
I0817 16:12:35.259351 17316 net.cpp:408] L3_b3_cbr1_conv -> L3_b3_cbr1_conv_top
I0817 16:12:35.260375 17316 net.cpp:150] Setting up L3_b3_cbr1_conv
I0817 16:12:35.260390 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.260395 17316 net.cpp:165] Memory required for data: 1298945500
I0817 16:12:35.260403 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr1_bn
I0817 16:12:35.260416 17316 net.cpp:100] Creating Layer L3_b3_cbr1_bn
I0817 16:12:35.260421 17316 net.cpp:434] L3_b3_cbr1_bn <- L3_b3_cbr1_conv_top
I0817 16:12:35.260430 17316 net.cpp:408] L3_b3_cbr1_bn -> L3_b3_cbr1_bn_top
I0817 16:12:35.260718 17316 net.cpp:150] Setting up L3_b3_cbr1_bn
I0817 16:12:35.260732 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.260737 17316 net.cpp:165] Memory required for data: 1300993500
I0817 16:12:35.260748 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr1_scale
I0817 16:12:35.260756 17316 net.cpp:100] Creating Layer L3_b3_cbr1_scale
I0817 16:12:35.260763 17316 net.cpp:434] L3_b3_cbr1_scale <- L3_b3_cbr1_bn_top
I0817 16:12:35.260771 17316 net.cpp:395] L3_b3_cbr1_scale -> L3_b3_cbr1_bn_top (in-place)
I0817 16:12:35.260830 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr1_scale
I0817 16:12:35.260982 17316 net.cpp:150] Setting up L3_b3_cbr1_scale
I0817 16:12:35.260996 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.261001 17316 net.cpp:165] Memory required for data: 1303041500
I0817 16:12:35.261011 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr1_relu
I0817 16:12:35.261019 17316 net.cpp:100] Creating Layer L3_b3_cbr1_relu
I0817 16:12:35.261025 17316 net.cpp:434] L3_b3_cbr1_relu <- L3_b3_cbr1_bn_top
I0817 16:12:35.261032 17316 net.cpp:395] L3_b3_cbr1_relu -> L3_b3_cbr1_bn_top (in-place)
I0817 16:12:35.261042 17316 net.cpp:150] Setting up L3_b3_cbr1_relu
I0817 16:12:35.261049 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.261060 17316 net.cpp:165] Memory required for data: 1305089500
I0817 16:12:35.261071 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr2_conv
I0817 16:12:35.261086 17316 net.cpp:100] Creating Layer L3_b3_cbr2_conv
I0817 16:12:35.261093 17316 net.cpp:434] L3_b3_cbr2_conv <- L3_b3_cbr1_bn_top
I0817 16:12:35.261102 17316 net.cpp:408] L3_b3_cbr2_conv -> L3_b3_cbr2_conv_top
I0817 16:12:35.262162 17316 net.cpp:150] Setting up L3_b3_cbr2_conv
I0817 16:12:35.262178 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.262183 17316 net.cpp:165] Memory required for data: 1307137500
I0817 16:12:35.262192 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr2_bn
I0817 16:12:35.262202 17316 net.cpp:100] Creating Layer L3_b3_cbr2_bn
I0817 16:12:35.262208 17316 net.cpp:434] L3_b3_cbr2_bn <- L3_b3_cbr2_conv_top
I0817 16:12:35.262221 17316 net.cpp:408] L3_b3_cbr2_bn -> L3_b3_cbr2_bn_top
I0817 16:12:35.262485 17316 net.cpp:150] Setting up L3_b3_cbr2_bn
I0817 16:12:35.262498 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.262503 17316 net.cpp:165] Memory required for data: 1309185500
I0817 16:12:35.262513 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr2_scale
I0817 16:12:35.262522 17316 net.cpp:100] Creating Layer L3_b3_cbr2_scale
I0817 16:12:35.262528 17316 net.cpp:434] L3_b3_cbr2_scale <- L3_b3_cbr2_bn_top
I0817 16:12:35.262539 17316 net.cpp:395] L3_b3_cbr2_scale -> L3_b3_cbr2_bn_top (in-place)
I0817 16:12:35.262598 17316 layer_factory.hpp:77] Creating layer L3_b3_cbr2_scale
I0817 16:12:35.262754 17316 net.cpp:150] Setting up L3_b3_cbr2_scale
I0817 16:12:35.262768 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.262773 17316 net.cpp:165] Memory required for data: 1311233500
I0817 16:12:35.262781 17316 layer_factory.hpp:77] Creating layer L3_b3_sum_eltwise
I0817 16:12:35.262794 17316 net.cpp:100] Creating Layer L3_b3_sum_eltwise
I0817 16:12:35.262801 17316 net.cpp:434] L3_b3_sum_eltwise <- L3_b3_cbr2_bn_top
I0817 16:12:35.262809 17316 net.cpp:434] L3_b3_sum_eltwise <- L3_b2_sum_eltwise_top_L3_b2_relu_0_split_1
I0817 16:12:35.262816 17316 net.cpp:408] L3_b3_sum_eltwise -> L3_b3_sum_eltwise_top
I0817 16:12:35.262853 17316 net.cpp:150] Setting up L3_b3_sum_eltwise
I0817 16:12:35.262864 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.262869 17316 net.cpp:165] Memory required for data: 1313281500
I0817 16:12:35.262876 17316 layer_factory.hpp:77] Creating layer L3_b3_relu
I0817 16:12:35.262883 17316 net.cpp:100] Creating Layer L3_b3_relu
I0817 16:12:35.262889 17316 net.cpp:434] L3_b3_relu <- L3_b3_sum_eltwise_top
I0817 16:12:35.262899 17316 net.cpp:395] L3_b3_relu -> L3_b3_sum_eltwise_top (in-place)
I0817 16:12:35.262909 17316 net.cpp:150] Setting up L3_b3_relu
I0817 16:12:35.262917 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.262920 17316 net.cpp:165] Memory required for data: 1315329500
I0817 16:12:35.262925 17316 layer_factory.hpp:77] Creating layer L3_b3_sum_eltwise_top_L3_b3_relu_0_split
I0817 16:12:35.262933 17316 net.cpp:100] Creating Layer L3_b3_sum_eltwise_top_L3_b3_relu_0_split
I0817 16:12:35.262938 17316 net.cpp:434] L3_b3_sum_eltwise_top_L3_b3_relu_0_split <- L3_b3_sum_eltwise_top
I0817 16:12:35.262945 17316 net.cpp:408] L3_b3_sum_eltwise_top_L3_b3_relu_0_split -> L3_b3_sum_eltwise_top_L3_b3_relu_0_split_0
I0817 16:12:35.262955 17316 net.cpp:408] L3_b3_sum_eltwise_top_L3_b3_relu_0_split -> L3_b3_sum_eltwise_top_L3_b3_relu_0_split_1
I0817 16:12:35.263003 17316 net.cpp:150] Setting up L3_b3_sum_eltwise_top_L3_b3_relu_0_split
I0817 16:12:35.263015 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.263022 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.263026 17316 net.cpp:165] Memory required for data: 1319425500
I0817 16:12:35.263031 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr1_conv
I0817 16:12:35.263043 17316 net.cpp:100] Creating Layer L3_b4_cbr1_conv
I0817 16:12:35.263049 17316 net.cpp:434] L3_b4_cbr1_conv <- L3_b3_sum_eltwise_top_L3_b3_relu_0_split_0
I0817 16:12:35.263062 17316 net.cpp:408] L3_b4_cbr1_conv -> L3_b4_cbr1_conv_top
I0817 16:12:35.264091 17316 net.cpp:150] Setting up L3_b4_cbr1_conv
I0817 16:12:35.264106 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.264111 17316 net.cpp:165] Memory required for data: 1321473500
I0817 16:12:35.264120 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr1_bn
I0817 16:12:35.264132 17316 net.cpp:100] Creating Layer L3_b4_cbr1_bn
I0817 16:12:35.264139 17316 net.cpp:434] L3_b4_cbr1_bn <- L3_b4_cbr1_conv_top
I0817 16:12:35.264147 17316 net.cpp:408] L3_b4_cbr1_bn -> L3_b4_cbr1_bn_top
I0817 16:12:35.264417 17316 net.cpp:150] Setting up L3_b4_cbr1_bn
I0817 16:12:35.264430 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.264436 17316 net.cpp:165] Memory required for data: 1323521500
I0817 16:12:35.264446 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr1_scale
I0817 16:12:35.264454 17316 net.cpp:100] Creating Layer L3_b4_cbr1_scale
I0817 16:12:35.264461 17316 net.cpp:434] L3_b4_cbr1_scale <- L3_b4_cbr1_bn_top
I0817 16:12:35.264468 17316 net.cpp:395] L3_b4_cbr1_scale -> L3_b4_cbr1_bn_top (in-place)
I0817 16:12:35.264528 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr1_scale
I0817 16:12:35.264684 17316 net.cpp:150] Setting up L3_b4_cbr1_scale
I0817 16:12:35.264699 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.264705 17316 net.cpp:165] Memory required for data: 1325569500
I0817 16:12:35.264714 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr1_relu
I0817 16:12:35.264721 17316 net.cpp:100] Creating Layer L3_b4_cbr1_relu
I0817 16:12:35.264729 17316 net.cpp:434] L3_b4_cbr1_relu <- L3_b4_cbr1_bn_top
I0817 16:12:35.264735 17316 net.cpp:395] L3_b4_cbr1_relu -> L3_b4_cbr1_bn_top (in-place)
I0817 16:12:35.264745 17316 net.cpp:150] Setting up L3_b4_cbr1_relu
I0817 16:12:35.264752 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.264756 17316 net.cpp:165] Memory required for data: 1327617500
I0817 16:12:35.264761 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr2_conv
I0817 16:12:35.264776 17316 net.cpp:100] Creating Layer L3_b4_cbr2_conv
I0817 16:12:35.264782 17316 net.cpp:434] L3_b4_cbr2_conv <- L3_b4_cbr1_bn_top
I0817 16:12:35.264793 17316 net.cpp:408] L3_b4_cbr2_conv -> L3_b4_cbr2_conv_top
I0817 16:12:35.265826 17316 net.cpp:150] Setting up L3_b4_cbr2_conv
I0817 16:12:35.265841 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.265846 17316 net.cpp:165] Memory required for data: 1329665500
I0817 16:12:35.265854 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr2_bn
I0817 16:12:35.265866 17316 net.cpp:100] Creating Layer L3_b4_cbr2_bn
I0817 16:12:35.265873 17316 net.cpp:434] L3_b4_cbr2_bn <- L3_b4_cbr2_conv_top
I0817 16:12:35.265882 17316 net.cpp:408] L3_b4_cbr2_bn -> L3_b4_cbr2_bn_top
I0817 16:12:35.266155 17316 net.cpp:150] Setting up L3_b4_cbr2_bn
I0817 16:12:35.266170 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.266175 17316 net.cpp:165] Memory required for data: 1331713500
I0817 16:12:35.266185 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr2_scale
I0817 16:12:35.266197 17316 net.cpp:100] Creating Layer L3_b4_cbr2_scale
I0817 16:12:35.266204 17316 net.cpp:434] L3_b4_cbr2_scale <- L3_b4_cbr2_bn_top
I0817 16:12:35.266212 17316 net.cpp:395] L3_b4_cbr2_scale -> L3_b4_cbr2_bn_top (in-place)
I0817 16:12:35.266273 17316 layer_factory.hpp:77] Creating layer L3_b4_cbr2_scale
I0817 16:12:35.266435 17316 net.cpp:150] Setting up L3_b4_cbr2_scale
I0817 16:12:35.266448 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.266453 17316 net.cpp:165] Memory required for data: 1333761500
I0817 16:12:35.266461 17316 layer_factory.hpp:77] Creating layer L3_b4_sum_eltwise
I0817 16:12:35.266474 17316 net.cpp:100] Creating Layer L3_b4_sum_eltwise
I0817 16:12:35.266480 17316 net.cpp:434] L3_b4_sum_eltwise <- L3_b4_cbr2_bn_top
I0817 16:12:35.266487 17316 net.cpp:434] L3_b4_sum_eltwise <- L3_b3_sum_eltwise_top_L3_b3_relu_0_split_1
I0817 16:12:35.266495 17316 net.cpp:408] L3_b4_sum_eltwise -> L3_b4_sum_eltwise_top
I0817 16:12:35.266530 17316 net.cpp:150] Setting up L3_b4_sum_eltwise
I0817 16:12:35.266547 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.266552 17316 net.cpp:165] Memory required for data: 1335809500
I0817 16:12:35.266557 17316 layer_factory.hpp:77] Creating layer L3_b4_relu
I0817 16:12:35.266566 17316 net.cpp:100] Creating Layer L3_b4_relu
I0817 16:12:35.266571 17316 net.cpp:434] L3_b4_relu <- L3_b4_sum_eltwise_top
I0817 16:12:35.266582 17316 net.cpp:395] L3_b4_relu -> L3_b4_sum_eltwise_top (in-place)
I0817 16:12:35.266592 17316 net.cpp:150] Setting up L3_b4_relu
I0817 16:12:35.266598 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.266602 17316 net.cpp:165] Memory required for data: 1337857500
I0817 16:12:35.266607 17316 layer_factory.hpp:77] Creating layer L3_b4_sum_eltwise_top_L3_b4_relu_0_split
I0817 16:12:35.266615 17316 net.cpp:100] Creating Layer L3_b4_sum_eltwise_top_L3_b4_relu_0_split
I0817 16:12:35.266620 17316 net.cpp:434] L3_b4_sum_eltwise_top_L3_b4_relu_0_split <- L3_b4_sum_eltwise_top
I0817 16:12:35.266628 17316 net.cpp:408] L3_b4_sum_eltwise_top_L3_b4_relu_0_split -> L3_b4_sum_eltwise_top_L3_b4_relu_0_split_0
I0817 16:12:35.266638 17316 net.cpp:408] L3_b4_sum_eltwise_top_L3_b4_relu_0_split -> L3_b4_sum_eltwise_top_L3_b4_relu_0_split_1
I0817 16:12:35.266686 17316 net.cpp:150] Setting up L3_b4_sum_eltwise_top_L3_b4_relu_0_split
I0817 16:12:35.266698 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.266705 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.266710 17316 net.cpp:165] Memory required for data: 1341953500
I0817 16:12:35.266715 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr1_conv
I0817 16:12:35.266731 17316 net.cpp:100] Creating Layer L3_b5_cbr1_conv
I0817 16:12:35.266737 17316 net.cpp:434] L3_b5_cbr1_conv <- L3_b4_sum_eltwise_top_L3_b4_relu_0_split_0
I0817 16:12:35.266746 17316 net.cpp:408] L3_b5_cbr1_conv -> L3_b5_cbr1_conv_top
I0817 16:12:35.267769 17316 net.cpp:150] Setting up L3_b5_cbr1_conv
I0817 16:12:35.267784 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.267789 17316 net.cpp:165] Memory required for data: 1344001500
I0817 16:12:35.267798 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr1_bn
I0817 16:12:35.267810 17316 net.cpp:100] Creating Layer L3_b5_cbr1_bn
I0817 16:12:35.267817 17316 net.cpp:434] L3_b5_cbr1_bn <- L3_b5_cbr1_conv_top
I0817 16:12:35.267825 17316 net.cpp:408] L3_b5_cbr1_bn -> L3_b5_cbr1_bn_top
I0817 16:12:35.269131 17316 net.cpp:150] Setting up L3_b5_cbr1_bn
I0817 16:12:35.269148 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.269153 17316 net.cpp:165] Memory required for data: 1346049500
I0817 16:12:35.269165 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr1_scale
I0817 16:12:35.269177 17316 net.cpp:100] Creating Layer L3_b5_cbr1_scale
I0817 16:12:35.269184 17316 net.cpp:434] L3_b5_cbr1_scale <- L3_b5_cbr1_bn_top
I0817 16:12:35.269193 17316 net.cpp:395] L3_b5_cbr1_scale -> L3_b5_cbr1_bn_top (in-place)
I0817 16:12:35.269258 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr1_scale
I0817 16:12:35.269418 17316 net.cpp:150] Setting up L3_b5_cbr1_scale
I0817 16:12:35.269430 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.269436 17316 net.cpp:165] Memory required for data: 1348097500
I0817 16:12:35.269445 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr1_relu
I0817 16:12:35.269456 17316 net.cpp:100] Creating Layer L3_b5_cbr1_relu
I0817 16:12:35.269462 17316 net.cpp:434] L3_b5_cbr1_relu <- L3_b5_cbr1_bn_top
I0817 16:12:35.269470 17316 net.cpp:395] L3_b5_cbr1_relu -> L3_b5_cbr1_bn_top (in-place)
I0817 16:12:35.269480 17316 net.cpp:150] Setting up L3_b5_cbr1_relu
I0817 16:12:35.269487 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.269491 17316 net.cpp:165] Memory required for data: 1350145500
I0817 16:12:35.269496 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr2_conv
I0817 16:12:35.269511 17316 net.cpp:100] Creating Layer L3_b5_cbr2_conv
I0817 16:12:35.269517 17316 net.cpp:434] L3_b5_cbr2_conv <- L3_b5_cbr1_bn_top
I0817 16:12:35.269529 17316 net.cpp:408] L3_b5_cbr2_conv -> L3_b5_cbr2_conv_top
I0817 16:12:35.271581 17316 net.cpp:150] Setting up L3_b5_cbr2_conv
I0817 16:12:35.271598 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.271605 17316 net.cpp:165] Memory required for data: 1352193500
I0817 16:12:35.271615 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr2_bn
I0817 16:12:35.271626 17316 net.cpp:100] Creating Layer L3_b5_cbr2_bn
I0817 16:12:35.271634 17316 net.cpp:434] L3_b5_cbr2_bn <- L3_b5_cbr2_conv_top
I0817 16:12:35.271642 17316 net.cpp:408] L3_b5_cbr2_bn -> L3_b5_cbr2_bn_top
I0817 16:12:35.271903 17316 net.cpp:150] Setting up L3_b5_cbr2_bn
I0817 16:12:35.271916 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.271921 17316 net.cpp:165] Memory required for data: 1354241500
I0817 16:12:35.271932 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr2_scale
I0817 16:12:35.271941 17316 net.cpp:100] Creating Layer L3_b5_cbr2_scale
I0817 16:12:35.271948 17316 net.cpp:434] L3_b5_cbr2_scale <- L3_b5_cbr2_bn_top
I0817 16:12:35.271958 17316 net.cpp:395] L3_b5_cbr2_scale -> L3_b5_cbr2_bn_top (in-place)
I0817 16:12:35.272017 17316 layer_factory.hpp:77] Creating layer L3_b5_cbr2_scale
I0817 16:12:35.272177 17316 net.cpp:150] Setting up L3_b5_cbr2_scale
I0817 16:12:35.272192 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.272197 17316 net.cpp:165] Memory required for data: 1356289500
I0817 16:12:35.272205 17316 layer_factory.hpp:77] Creating layer L3_b5_sum_eltwise
I0817 16:12:35.272218 17316 net.cpp:100] Creating Layer L3_b5_sum_eltwise
I0817 16:12:35.272225 17316 net.cpp:434] L3_b5_sum_eltwise <- L3_b5_cbr2_bn_top
I0817 16:12:35.272233 17316 net.cpp:434] L3_b5_sum_eltwise <- L3_b4_sum_eltwise_top_L3_b4_relu_0_split_1
I0817 16:12:35.272240 17316 net.cpp:408] L3_b5_sum_eltwise -> L3_b5_sum_eltwise_top
I0817 16:12:35.272275 17316 net.cpp:150] Setting up L3_b5_sum_eltwise
I0817 16:12:35.272286 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.272291 17316 net.cpp:165] Memory required for data: 1358337500
I0817 16:12:35.272296 17316 layer_factory.hpp:77] Creating layer L3_b5_relu
I0817 16:12:35.272305 17316 net.cpp:100] Creating Layer L3_b5_relu
I0817 16:12:35.272310 17316 net.cpp:434] L3_b5_relu <- L3_b5_sum_eltwise_top
I0817 16:12:35.272320 17316 net.cpp:395] L3_b5_relu -> L3_b5_sum_eltwise_top (in-place)
I0817 16:12:35.272330 17316 net.cpp:150] Setting up L3_b5_relu
I0817 16:12:35.272337 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.272342 17316 net.cpp:165] Memory required for data: 1360385500
I0817 16:12:35.272347 17316 layer_factory.hpp:77] Creating layer L3_b5_sum_eltwise_top_L3_b5_relu_0_split
I0817 16:12:35.272354 17316 net.cpp:100] Creating Layer L3_b5_sum_eltwise_top_L3_b5_relu_0_split
I0817 16:12:35.272359 17316 net.cpp:434] L3_b5_sum_eltwise_top_L3_b5_relu_0_split <- L3_b5_sum_eltwise_top
I0817 16:12:35.272367 17316 net.cpp:408] L3_b5_sum_eltwise_top_L3_b5_relu_0_split -> L3_b5_sum_eltwise_top_L3_b5_relu_0_split_0
I0817 16:12:35.272377 17316 net.cpp:408] L3_b5_sum_eltwise_top_L3_b5_relu_0_split -> L3_b5_sum_eltwise_top_L3_b5_relu_0_split_1
I0817 16:12:35.272423 17316 net.cpp:150] Setting up L3_b5_sum_eltwise_top_L3_b5_relu_0_split
I0817 16:12:35.272435 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.272441 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.272446 17316 net.cpp:165] Memory required for data: 1364481500
I0817 16:12:35.272451 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr1_conv
I0817 16:12:35.272462 17316 net.cpp:100] Creating Layer L3_b6_cbr1_conv
I0817 16:12:35.272469 17316 net.cpp:434] L3_b6_cbr1_conv <- L3_b5_sum_eltwise_top_L3_b5_relu_0_split_0
I0817 16:12:35.272483 17316 net.cpp:408] L3_b6_cbr1_conv -> L3_b6_cbr1_conv_top
I0817 16:12:35.273496 17316 net.cpp:150] Setting up L3_b6_cbr1_conv
I0817 16:12:35.273511 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.273516 17316 net.cpp:165] Memory required for data: 1366529500
I0817 16:12:35.273525 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr1_bn
I0817 16:12:35.273537 17316 net.cpp:100] Creating Layer L3_b6_cbr1_bn
I0817 16:12:35.273552 17316 net.cpp:434] L3_b6_cbr1_bn <- L3_b6_cbr1_conv_top
I0817 16:12:35.273561 17316 net.cpp:408] L3_b6_cbr1_bn -> L3_b6_cbr1_bn_top
I0817 16:12:35.273819 17316 net.cpp:150] Setting up L3_b6_cbr1_bn
I0817 16:12:35.273833 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.273838 17316 net.cpp:165] Memory required for data: 1368577500
I0817 16:12:35.273847 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr1_scale
I0817 16:12:35.273856 17316 net.cpp:100] Creating Layer L3_b6_cbr1_scale
I0817 16:12:35.273862 17316 net.cpp:434] L3_b6_cbr1_scale <- L3_b6_cbr1_bn_top
I0817 16:12:35.273870 17316 net.cpp:395] L3_b6_cbr1_scale -> L3_b6_cbr1_bn_top (in-place)
I0817 16:12:35.273929 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr1_scale
I0817 16:12:35.274086 17316 net.cpp:150] Setting up L3_b6_cbr1_scale
I0817 16:12:35.274099 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.274104 17316 net.cpp:165] Memory required for data: 1370625500
I0817 16:12:35.274113 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr1_relu
I0817 16:12:35.274121 17316 net.cpp:100] Creating Layer L3_b6_cbr1_relu
I0817 16:12:35.274127 17316 net.cpp:434] L3_b6_cbr1_relu <- L3_b6_cbr1_bn_top
I0817 16:12:35.274134 17316 net.cpp:395] L3_b6_cbr1_relu -> L3_b6_cbr1_bn_top (in-place)
I0817 16:12:35.274144 17316 net.cpp:150] Setting up L3_b6_cbr1_relu
I0817 16:12:35.274152 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.274155 17316 net.cpp:165] Memory required for data: 1372673500
I0817 16:12:35.274160 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr2_conv
I0817 16:12:35.274176 17316 net.cpp:100] Creating Layer L3_b6_cbr2_conv
I0817 16:12:35.274183 17316 net.cpp:434] L3_b6_cbr2_conv <- L3_b6_cbr1_bn_top
I0817 16:12:35.274194 17316 net.cpp:408] L3_b6_cbr2_conv -> L3_b6_cbr2_conv_top
I0817 16:12:35.275204 17316 net.cpp:150] Setting up L3_b6_cbr2_conv
I0817 16:12:35.275219 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.275224 17316 net.cpp:165] Memory required for data: 1374721500
I0817 16:12:35.275233 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr2_bn
I0817 16:12:35.275245 17316 net.cpp:100] Creating Layer L3_b6_cbr2_bn
I0817 16:12:35.275252 17316 net.cpp:434] L3_b6_cbr2_bn <- L3_b6_cbr2_conv_top
I0817 16:12:35.275260 17316 net.cpp:408] L3_b6_cbr2_bn -> L3_b6_cbr2_bn_top
I0817 16:12:35.275518 17316 net.cpp:150] Setting up L3_b6_cbr2_bn
I0817 16:12:35.275532 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.275537 17316 net.cpp:165] Memory required for data: 1376769500
I0817 16:12:35.275547 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr2_scale
I0817 16:12:35.275560 17316 net.cpp:100] Creating Layer L3_b6_cbr2_scale
I0817 16:12:35.275568 17316 net.cpp:434] L3_b6_cbr2_scale <- L3_b6_cbr2_bn_top
I0817 16:12:35.275574 17316 net.cpp:395] L3_b6_cbr2_scale -> L3_b6_cbr2_bn_top (in-place)
I0817 16:12:35.275635 17316 layer_factory.hpp:77] Creating layer L3_b6_cbr2_scale
I0817 16:12:35.275789 17316 net.cpp:150] Setting up L3_b6_cbr2_scale
I0817 16:12:35.275801 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.275806 17316 net.cpp:165] Memory required for data: 1378817500
I0817 16:12:35.275815 17316 layer_factory.hpp:77] Creating layer L3_b6_sum_eltwise
I0817 16:12:35.275827 17316 net.cpp:100] Creating Layer L3_b6_sum_eltwise
I0817 16:12:35.275835 17316 net.cpp:434] L3_b6_sum_eltwise <- L3_b6_cbr2_bn_top
I0817 16:12:35.275841 17316 net.cpp:434] L3_b6_sum_eltwise <- L3_b5_sum_eltwise_top_L3_b5_relu_0_split_1
I0817 16:12:35.275849 17316 net.cpp:408] L3_b6_sum_eltwise -> L3_b6_sum_eltwise_top
I0817 16:12:35.275884 17316 net.cpp:150] Setting up L3_b6_sum_eltwise
I0817 16:12:35.275895 17316 net.cpp:157] Top shape: 125 64 8 8 (512000)
I0817 16:12:35.275900 17316 net.cpp:165] Memory required for data: 1380865500
I0817 16:12:35.275905 17316 layer_factory.hpp:77] Creating layer L3_b6_relu
I0817 16:12:35.275913 17316 net.cpp:100] Creating Layer L3_b6_relu
I0817 16:12:35.275919 17316 net.cpp:434] L