Help with converting a caffe model to IR or ONNX

caesar84 commented 5 years ago

Platform (like ubuntu 16.04):

Python version:Python 3.6.3

Source framework with version (like Tensorflow 1.4.1 with GPU): caffe

Destination framework with version (like CNTK 2.3 with GPU): ONNX

Pre-trained model path (webpath or webdisk path):https://github.com/NVIDIA-AI-IOT/redtail/tree/master/models/pretrained

Running scripts:

caesar84 commented 5 years ago

hi there, I am trying to convert a Caffe model to IR or ONNX but I am hitting the wall. the Caffe model files are from . i followed the steps in the installation and when i run this :

mmtoir -f Caffe -n TrailNet_SResNet-18.prototxt -w TrailNet_SResNet-18.caffemodel -o caffe_resnet_IR

i get this : WARNING: PyCaffe not found! Falling back to a pure protocol buffer implementation.

Conversions will be drastically slower.
This backend is UNTESTED!

Warning: parameters not reshaped for node: [Scale] sub_mean Warning: parameters not reshaped for node: [Scale] conv1_srelu1_1 Warning: parameters not reshaped for node: [Scale] conv1_srelu1_3 Warning: parameters not reshaped for node: [Scale] res1_1_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res1_1_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res1_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res1_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res1_2_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res1_2_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res1_2_srelu_1 Warning: parameters not reshaped for node: [Scale] res1_2_srelu_3 Warning: parameters not reshaped for node: [Scale] res2_1_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res2_1_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res2_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res2_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res2_2_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res2_2_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res2_2_srelu_1 Warning: parameters not reshaped for node: [Scale] res2_2_srelu_3 Warning: parameters not reshaped for node: [Scale] res3_1_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res3_1_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res3_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res3_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res3_2_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res3_2_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res3_2_srelu_1 Warning: parameters not reshaped for node: [Scale] res3_2_srelu_3 Warning: parameters not reshaped for node: [Scale] res4_1_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res4_1_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res4_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res4_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res4_2_1_srelu_1 Warning: parameters not reshaped for node: [Scale] res4_2_1_srelu_3 Warning: parameters not reshaped for node: [Scale] res4_2_srelu_1 Warning: parameters not reshaped for node: [Scale] res4_2_srelu_3 WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale Type Name Param Output

Data data Scale sub_mean Convolution conv1 Scale conv1_srelu1_1 ReLU conv1_srelu1_2 Scale conv1_srelu1_3 Pooling pool1 Convolution res1_1_1 Scale res1_1_1_srelu_1 ReLU res1_1_1_srelu_2 Scale res1_1_1_srelu_3 Convolution res1_1_2 Eltwise res1_1_sum Scale res1_1_srelu_1 ReLU res1_1_srelu_2 Scale res1_1_srelu_3 Convolution res1_2_1 Scale res1_2_1_srelu_1 ReLU res1_2_1_srelu_2 Scale res1_2_1_srelu_3 Convolution res1_2_2 Eltwise res1_2_sum Scale res1_2_srelu_1 ReLU res1_2_srelu_2 Scale res1_2_srelu_3 Convolution res2_1_1 Scale res2_1_1_srelu_1 ReLU res2_1_1_srelu_2 Scale res2_1_1_srelu_3 Convolution res2_1_2 Convolution res2_1_proj Eltwise res2_1_sum Scale res2_1_srelu_1 ReLU res2_1_srelu_2 Scale res2_1_srelu_3 Convolution res2_2_1 Scale res2_2_1_srelu_1 ReLU res2_2_1_srelu_2 Scale res2_2_1_srelu_3 Convolution res2_2_2 Eltwise res2_2_sum Scale res2_2_srelu_1 ReLU res2_2_srelu_2 Scale res2_2_srelu_3 Convolution res3_1_1 Scale res3_1_1_srelu_1 ReLU res3_1_1_srelu_2 Scale res3_1_1_srelu_3 Convolution res3_1_2 Convolution res3_1_proj Eltwise res3_1_sum Scale res3_1_srelu_1 ReLU res3_1_srelu_2 Scale res3_1_srelu_3 Convolution res3_2_1 Scale res3_2_1_srelu_1 ReLU res3_2_1_srelu_2 Scale res3_2_1_srelu_3 Convolution res3_2_2 Eltwise res3_2_sum Scale res3_2_srelu_1 ReLU res3_2_srelu_2 Scale res3_2_srelu_3 Convolution res4_1_1 Scale res4_1_1_srelu_1 ReLU res4_1_1_srelu_2 Scale res4_1_1_srelu_3 Convolution res4_1_2 Convolution res4_1_proj Eltwise res4_1_sum Scale res4_1_srelu_1 ReLU res4_1_srelu_2 Scale res4_1_srelu_3 Convolution res4_2_1 Scale res4_2_1_srelu_1 ReLU res4_2_1_srelu_2 Scale res4_2_1_srelu_3 Convolution res4_2_2 Eltwise res4_2_sum Scale res4_2_srelu_1 ReLU res4_2_srelu_2 Scale res4_2_srelu_3 Pooling pool_avg InnerProduct fc3 Softmax softmax InnerProduct fc3_t Softmax softmax_t Concat concat Traceback (most recent call last): File "/usr/local/bin/mmtoir", load_entry_point('mmdnn==0.2.4', File "/usr/local/lib/python3.6 ret = _convert(args) File "/usr/local/lib/python3.6 graph = transformer.transform_graph() File "/usr/local/lib/python3.6 mapped_node = self.map_node(node) File "/usr/local/lib/python3.6 mapped_node = map_func(node) File "/usr/local/lib/python3.6 raise NotImplementedError NotImplementedError -- (1, 3, 180, 320) (1, 1, 1, 3) (1, 3, 180, 320) (7, 7, 3, 64) (1, 64, 87, 157) (1, 1, 1, 64) (1, 64, 87, 157) -- (1, 64, 87, 157) (1, 1, 1, 64) (1, 64, 87, 157) -- (1, 64, 43, 78) (3, 3, 64, 64) (1, 64, 43, 78) (1, 1, 1, 64) (1, 64, 43, 78) -- (1, 64, 43, 78) (1, 1, 1, 64) (1, 64, 43, 78) (3, 3, 64, 64) (1, 64, 43, 78) -- (1, 64, 43, 78) (1, 1, 1, 64) (1, 64, 43, 78) -- (1, 64, 43, 78) (1, 1, 1, 64) (1, 64, 43, 78) (3, 3, 64, 64) (1, 64, 43, 78) (1, 1, 1, 64) (1, 64, 43, 78) -- (1, 64, 43, 78) (1, 1, 1, 64) (1, 64, 43, 78) (3, 3, 64, 64) (1, 64, 43, 78) -- (1, 64, 43, 78) (1, 1, 1, 64) (1, 64, 43, 78) -- (1, 64, 43, 78) (1, 1, 1, 64) (1, 64, 43, 78) (3, 3, 64, 128) (1, 128, 43, 78) (1, 1, 1, 128) (1, 128, 43, 78) -- (1, 128, 43, 78) (1, 1, 1, 128) (1, 128, 43, 78) (3, 3, 128, 128) (1, 128, 22, 39) (1, 1, 64, 128) (1, 128, 22, 39) -- (1, 128, 22, 39) (1, 1, 1, 128) (1, 128, 22, 39) -- (1, 128, 22, 39) (1, 1, 1, 128) (1, 128, 22, 39) (3, 3, 128, 128) (1, 128, 22, 39) (1, 1, 1, 128) (1, 128, 22, 39) -- (1, 128, 22, 39) (1, 1, 1, 128) (1, 128, 22, 39) (3, 3, 128, 128) (1, 128, 22, 39) -- (1, 128, 22, 39) (1, 1, 1, 128) (1, 128, 22, 39) -- (1, 128, 22, 39) (1, 1, 1, 128) (1, 128, 22, 39) (3, 3, 128, 256) (1, 256, 22, 39) (1, 1, 1, 256) (1, 256, 22, 39) -- (1, 256, 22, 39) (1, 1, 1, 256) (1, 256, 22, 39) (3, 3, 256, 256) (1, 256, 11, 20) (1, 1, 128, 256) (1, 256, 11, 20) -- (1, 256, 11, 20) (1, 1, 1, 256) (1, 256, 11, 20) -- (1, 256, 11, 20) (1, 1, 1, 256) (1, 256, 11, 20) (3, 3, 256, 256) (1, 256, 11, 20) (1, 1, 1, 256) (1, 256, 11, 20) -- (1, 256, 11, 20) (1, 1, 1, 256) (1, 256, 11, 20) (3, 3, 256, 256) (1, 256, 11, 20) -- (1, 256, 11, 20) (1, 1, 1, 256) (1, 256, 11, 20) -- (1, 256, 11, 20) (1, 1, 1, 256) (1, 256, 11, 20) (3, 3, 256, 512) (1, 512, 11, 20) (1, 1, 1, 512) (1, 512, 11, 20) -- (1, 512, 11, 20) (1, 1, 1, 512) (1, 512, 11, 20) (3, 3, 512, 512) (1, 512, 6, 10) (1, 1, 256, 512) (1, 512, 6, 10) -- (1, 512, 6, 10) (1, 1, 1, 512) (1, 512, 6, 10) -- (1, 512, 6, 10) (1, 1, 1, 512) (1, 512, 6, 10) (3, 3, 512, 512) (1, 512, 6, 10) (1, 1, 1, 512) (1, 512, 6, 10) -- (1, 512, 6, 10) (1, 1, 1, 512) (1, 512, 6, 10) (3, 3, 512, 512) (1, 512, 6, 10) -- (1, 512, 6, 10) (1, 1, 1, 512) (1, 512, 6, 10) -- (1, 512, 6, 10) (1, 1, 1, 512) (1, 512, 6, 10) -- (1, 512, 4, 8) (16384, 3) (1, 3, 1, 1) -- (1, 3, 1, 1) (16384, 3) (1, 3, 1, 1) -- (1, 3, 1, 1) -- (1, 6, 1, 1) line 11, in 'console_scripts', 'mmtoir')() /site-packages/mmdnn/conversion/_script/convertToIR.py", line 192, in _main /site-packages/mmdnn/conversion/_script/convertToIR.py", line 17, in _convert /site-packages/mmdnn/conversion/caffe/transformer.py", line 367, in transform_graph /site-packages/mmdnn/conversion/caffe/transformer.py", line 389, in map_node /site-packages/mmdnn/conversion/caffe/mapper.py", line 262, in map_scale

does anyone have any idea what's wrong? I have tried to reinstall python and MMdn couple of times and still doesn't work.

caesar84 commented 5 years ago

Update: i have tried to use Docker installation and tried the example of resnet 152 and it went through as i converted it from caffe to IR then from IR to keras . However, when i try to convert Treilnet_SResnet_18 ( the one in the post above) here is the output with the error:

root@88d618bfdf67:/mmdnn# mmtoir -f caffe -n TrailNet_SResNet-18.prototxt -w TrailNet_SResNet-18.caffemodel -o caffe_zaid_IR WARNING: Logging before InitGoogleLogging() is written to STDERR I0818 22:45:45.765246 5382 upgrade_proto.cpp:67] Attempting to upgrade input file specified using deprecated input fields: /tmp/tmpc9qyark4.prototxt I0818 22:45:45.765282 5382 upgrade_proto.cpp:70] Successfully upgraded file specified using deprecated input fields. W0818 22:45:45.765287 5382 upgrade_proto.cpp:72] Note that future Caffe releases will only support input layers and not input fields. I0818 22:45:45.766170 5382 net.cpp:51] Initializing net from parameters: state { phase: TEST level: 0 } layer { name: "input" type: "Input" top: "data" input_param { shape { dim: 1 dim: 3 dim: 180 dim: 320 } } } layer { name: "sub_mean" type: "Scale" bottom: "data" top: "sub_mean" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 0.00390625 } bias_term: true bias_filler { value: -0.5 } } } layer { name: "conv1" type: "Convolution" bottom: "sub_mean" top: "conv1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true kernel_size: 7 stride: 2 weight_filler { type: "xavier" } } } layer { name: "conv1_srelu1_1" type: "Scale" bottom: "conv1" top: "conv1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "conv1_srelu1_2" type: "ReLU" bottom: "conv1" top: "conv1" } layer { name: "conv1_srelu1_3" type: "Scale" bottom: "conv1" top: "conv1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "pool1" type: "Pooling" bottom: "conv1" top: "pool1" pooling_param { pool: MAX kernel_size: 3 stride: 2 } } layer { name: "res1_1_1" type: "Convolution" bottom: "pool1" top: "res1_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res1_1_1_srelu_1" type: "Scale" bottom: "res1_1_1" top: "res1_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res1_1_1_srelu_2" type: "ReLU" bottom: "res1_1_1" top: "res1_1_1" } layer { name: "res1_1_1_srelu_3" type: "Scale" bottom: "res1_1_1" top: "res1_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res1_1_2" type: "Convolution" bottom: "res1_1_1" top: "res1_1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res1_1_sum" type: "Eltwise" bottom: "pool1" bottom: "res1_1_2" top: "res1_1" eltwise_param { operation: SUM } } layer { name: "res1_1_srelu_1" type: "Scale" bottom: "res1_1" top: "res1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res1_1_srelu_2" type: "ReLU" bottom: "res1_1" top: "res1_1" } layer { name: "res1_1_srelu_3" type: "Scale" bottom: "res1_1" top: "res1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res1_2_1" type: "Convolution" bottom: "res1_1" top: "res1_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res1_2_1_srelu_1" type: "Scale" bottom: "res1_2_1" top: "res1_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res1_2_1_srelu_2" type: "ReLU" bottom: "res1_2_1" top: "res1_2_1" } layer { name: "res1_2_1_srelu_3" type: "Scale" bottom: "res1_2_1" top: "res1_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res1_2_2" type: "Convolution" bottom: "res1_2_1" top: "res1_2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res1_2_sum" type: "Eltwise" bottom: "res1_1" bottom: "res1_2_2" top: "res1_2" eltwise_param { operation: SUM } } layer { name: "res1_2_srelu_1" type: "Scale" bottom: "res1_2" top: "res1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res1_2_srelu_2" type: "ReLU" bottom: "res1_2" top: "res1_2" } layer { name: "res1_2_srelu_3" type: "Scale" bottom: "res1_2" top: "res1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res2_1_1" type: "Convolution" bottom: "res1_2" top: "res2_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res2_1_1_srelu_1" type: "Scale" bottom: "res2_1_1" top: "res2_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res2_1_1_srelu_2" type: "ReLU" bottom: "res2_1_1" top: "res2_1_1" } layer { name: "res2_1_1_srelu_3" type: "Scale" bottom: "res2_1_1" top: "res2_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res2_1_2" type: "Convolution" bottom: "res2_1_1" top: "res2_1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 1 kernel_size: 3 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res2_1_proj" type: "Convolution" bottom: "res1_2" top: "res2_1_proj" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 0 kernel_size: 1 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res2_1_sum" type: "Eltwise" bottom: "res2_1_proj" bottom: "res2_1_2" top: "res2_1" eltwise_param { operation: SUM } } layer { name: "res2_1_srelu_1" type: "Scale" bottom: "res2_1" top: "res2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res2_1_srelu_2" type: "ReLU" bottom: "res2_1" top: "res2_1" } layer { name: "res2_1_srelu_3" type: "Scale" bottom: "res2_1" top: "res2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res2_2_1" type: "Convolution" bottom: "res2_1" top: "res2_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res2_2_1_srelu_1" type: "Scale" bottom: "res2_2_1" top: "res2_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res2_2_1_srelu_2" type: "ReLU" bottom: "res2_2_1" top: "res2_2_1" } layer { name: "res2_2_1_srelu_3" type: "Scale" bottom: "res2_2_1" top: "res2_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res2_2_2" type: "Convolution" bottom: "res2_2_1" top: "res2_2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res2_2_sum" type: "Eltwise" bottom: "res2_1" bottom: "res2_2_2" top: "res2_2" eltwise_param { operation: SUM } } layer { name: "res2_2_srelu_1" type: "Scale" bottom: "res2_2" top: "res2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res2_2_srelu_2" type: "ReLU" bottom: "res2_2" top: "res2_2" } layer { name: "res2_2_srelu_3" type: "Scale" bottom: "res2_2" top: "res2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res3_1_1" type: "Convolution" bottom: "res2_2" top: "res3_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res3_1_1_srelu_1" type: "Scale" bottom: "res3_1_1" top: "res3_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res3_1_1_srelu_2" type: "ReLU" bottom: "res3_1_1" top: "res3_1_1" } layer { name: "res3_1_1_srelu_3" type: "Scale" bottom: "res3_1_1" top: "res3_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res3_1_2" type: "Convolution" bottom: "res3_1_1" top: "res3_1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 1 kernel_size: 3 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res3_1_proj" type: "Convolution" bottom: "res2_2" top: "res3_1_proj" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 0 kernel_size: 1 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res3_1_sum" type: "Eltwise" bottom: "res3_1_proj" bottom: "res3_1_2" top: "res3_1" eltwise_param { operation: SUM } } layer { name: "res3_1_srelu_1" type: "Scale" bottom: "res3_1" top: "res3_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res3_1_srelu_2" type: "ReLU" bottom: "res3_1" top: "res3_1" } layer { name: "res3_1_srelu_3" type: "Scale" bottom: "res3_1" top: "res3_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res3_2_1" type: "Convolution" bottom: "res3_1" top: "res3_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res3_2_1_srelu_1" type: "Scale" bottom: "res3_2_1" top: "res3_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res3_2_1_srelu_2" type: "ReLU" bottom: "res3_2_1" top: "res3_2_1" } layer { name: "res3_2_1_srelu_3" type: "Scale" bottom: "res3_2_1" top: "res3_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res3_2_2" type: "Convolution" bottom: "res3_2_1" top: "res3_2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res3_2_sum" type: "Eltwise" bottom: "res3_1" bottom: "res3_2_2" top: "res3_2" eltwise_param { operation: SUM } } layer { name: "res3_2_srelu_1" type: "Scale" bottom: "res3_2" top: "res3_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res3_2_srelu_2" type: "ReLU" bottom: "res3_2" top: "res3_2" } layer { name: "res3_2_srelu_3" type: "Scale" bottom: "res3_2" top: "res3_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res4_1_1" type: "Convolution" bottom: "res3_2" top: "res4_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res4_1_1_srelu_1" type: "Scale" bottom: "res4_1_1" top: "res4_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res4_1_1_srelu_2" type: "ReLU" bottom: "res4_1_1" top: "res4_1_1" } layer { name: "res4_1_1_srelu_3" type: "Scale" bottom: "res4_1_1" top: "res4_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res4_1_2" type: "Convolution" bottom: "res4_1_1" top: "res4_1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 1 kernel_size: 3 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res4_1_proj" type: "Convolution" bottom: "res3_2" top: "res4_1_proj" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 0 kernel_size: 1 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res4_1_sum" type: "Eltwise" bottom: "res4_1_proj" bottom: "res4_1_2" top: "res4_1" eltwise_param { operation: SUM } } layer { name: "res4_1_srelu_1" type: "Scale" bottom: "res4_1" top: "res4_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res4_1_srelu_2" type: "ReLU" bottom: "res4_1" top: "res4_1" } layer { name: "res4_1_srelu_3" type: "Scale" bottom: "res4_1" top: "res4_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res4_2_1" type: "Convolution" bottom: "res4_1" top: "res4_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res4_2_1_srelu_1" type: "Scale" bottom: "res4_2_1" top: "res4_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res4_2_1_srelu_2" type: "ReLU" bottom: "res4_2_1" top: "res4_2_1" } layer { name: "res4_2_1_srelu_3" type: "Scale" bottom: "res4_2_1" top: "res4_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res4_2_2" type: "Convolution" bottom: "res4_2_1" top: "res4_2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res4_2_sum" type: "Eltwise" bottom: "res4_1" bottom: "res4_2_2" top: "res4_2" eltwise_param { operation: SUM } } layer { name: "res4_2_srelu_1" type: "Scale" bottom: "res4_2" top: "res4_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res4_2_srelu_2" type: "ReLU" bottom: "res4_2" top: "res4_2" } layer { name: "res4_2_srelu_3" type: "Scale" bottom: "res4_2" top: "res4_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "pool_avg" type: "Pooling" bottom: "res4_2" top: "pool_avg" pooling_param { pool: AVE kernel_size: 3 stride: 1 } } layer { name: "fc3" type: "InnerProduct" bottom: "pool_avg" top: "fc3" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } inner_product_param { num_output: 3 weight_filler { type: "xavier" } bias_filler { type: "constant" value: 0 } } } layer { name: "softmax" type: "Softmax" bottom: "fc3" top: "softmax" } layer { name: "fc3_t" type: "InnerProduct" bottom: "pool_avg" top: "fc3_t" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 1 decay_mult: 0 } inner_product_param { num_output: 3 weight_filler { type: "xavier" } bias_filler { type: "constant" value: 0 } } } layer { name: "softmax_t" type: "Softmax" bottom: "fc3_t" top: "softmax_t" } layer { name: "concat" type: "Concat" bottom: "softmax" bottom: "softmax_t" top: "out" concat_param { axis: 1 } } I0818 22:45:45.767375 5382 layer_factory.hpp:77] Creating layer input I0818 22:45:45.767393 5382 net.cpp:84] Creating Layer input I0818 22:45:45.767400 5382 net.cpp:380] input -> data I0818 22:45:45.767415 5382 net.cpp:122] Setting up input I0818 22:45:45.767426 5382 net.cpp:129] Top shape: 1 3 180 320 (172800) I0818 22:45:45.767429 5382 net.cpp:137] Memory required for data: 691200 I0818 22:45:45.767436 5382 layer_factory.hpp:77] Creating layer sub_mean I0818 22:45:45.767444 5382 net.cpp:84] Creating Layer sub_mean I0818 22:45:45.767452 5382 net.cpp:406] sub_mean <- data I0818 22:45:45.767457 5382 net.cpp:380] sub_mean -> sub_mean I0818 22:45:45.767473 5382 layer_factory.hpp:77] Creating layer sub_mean I0818 22:45:45.767681 5382 net.cpp:122] Setting up sub_mean I0818 22:45:45.767696 5382 net.cpp:129] Top shape: 1 3 180 320 (172800) I0818 22:45:45.767700 5382 net.cpp:137] Memory required for data: 1382400 I0818 22:45:45.767714 5382 layer_factory.hpp:77] Creating layer conv1 I0818 22:45:45.767729 5382 net.cpp:84] Creating Layer conv1 I0818 22:45:45.767735 5382 net.cpp:406] conv1 <- sub_mean I0818 22:45:45.767742 5382 net.cpp:380] conv1 -> conv1 I0818 22:45:45.767858 5382 net.cpp:122] Setting up conv1 I0818 22:45:45.767872 5382 net.cpp:129] Top shape: 1 64 87 157 (874176) I0818 22:45:45.767876 5382 net.cpp:137] Memory required for data: 4879104 I0818 22:45:45.767887 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_1 I0818 22:45:45.767894 5382 net.cpp:84] Creating Layer conv1_srelu1_1 I0818 22:45:45.767899 5382 net.cpp:406] conv1_srelu1_1 <- conv1 I0818 22:45:45.767907 5382 net.cpp:367] conv1_srelu1_1 -> conv1 (in-place) I0818 22:45:45.767920 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_1 I0818 22:45:45.767968 5382 net.cpp:122] Setting up conv1_srelu1_1 I0818 22:45:45.767978 5382 net.cpp:129] Top shape: 1 64 87 157 (874176) I0818 22:45:45.767982 5382 net.cpp:137] Memory required for data: 8375808 I0818 22:45:45.767992 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_2 I0818 22:45:45.768002 5382 net.cpp:84] Creating Layer conv1_srelu1_2 I0818 22:45:45.768059 5382 net.cpp:406] conv1_srelu1_2 <- conv1 I0818 22:45:45.768090 5382 net.cpp:367] conv1_srelu1_2 -> conv1 (in-place) I0818 22:45:45.768102 5382 net.cpp:122] Setting up conv1_srelu1_2 I0818 22:45:45.768124 5382 net.cpp:129] Top shape: 1 64 87 157 (874176) I0818 22:45:45.768131 5382 net.cpp:137] Memory required for data: 11872512 I0818 22:45:45.768148 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_3 I0818 22:45:45.768172 5382 net.cpp:84] Creating Layer conv1_srelu1_3 I0818 22:45:45.768179 5382 net.cpp:406] conv1_srelu1_3 <- conv1 I0818 22:45:45.768200 5382 net.cpp:367] conv1_srelu1_3 -> conv1 (in-place) I0818 22:45:45.768213 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_3 I0818 22:45:45.768261 5382 net.cpp:122] Setting up conv1_srelu1_3 I0818 22:45:45.768273 5382 net.cpp:129] Top shape: 1 64 87 157 (874176) I0818 22:45:45.768277 5382 net.cpp:137] Memory required for data: 15369216 I0818 22:45:45.768287 5382 layer_factory.hpp:77] Creating layer pool1 I0818 22:45:45.768294 5382 net.cpp:84] Creating Layer pool1 I0818 22:45:45.768301 5382 net.cpp:406] pool1 <- conv1 I0818 22:45:45.768306 5382 net.cpp:380] pool1 -> pool1 I0818 22:45:45.768317 5382 net.cpp:122] Setting up pool1 I0818 22:45:45.768324 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.768330 5382 net.cpp:137] Memory required for data: 16227840 I0818 22:45:45.768334 5382 layer_factory.hpp:77] Creating layer pool1_pool1_0_split I0818 22:45:45.768342 5382 net.cpp:84] Creating Layer pool1_pool1_0_split I0818 22:45:45.768347 5382 net.cpp:406] pool1_pool1_0_split <- pool1 I0818 22:45:45.768352 5382 net.cpp:380] pool1_pool1_0_split -> pool1_pool1_0_split_0 I0818 22:45:45.768360 5382 net.cpp:380] pool1_pool1_0_split -> pool1_pool1_0_split_1 I0818 22:45:45.768371 5382 net.cpp:122] Setting up pool1_pool1_0_split I0818 22:45:45.768378 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.768386 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.768390 5382 net.cpp:137] Memory required for data: 17945088 I0818 22:45:45.768398 5382 layer_factory.hpp:77] Creating layer res1_1_1 I0818 22:45:45.768406 5382 net.cpp:84] Creating Layer res1_1_1 I0818 22:45:45.768414 5382 net.cpp:406] res1_1_1 <- pool1_pool1_0_split_0 I0818 22:45:45.768422 5382 net.cpp:380] res1_1_1 -> res1_1_1 I0818 22:45:45.768605 5382 net.cpp:122] Setting up res1_1_1 I0818 22:45:45.768615 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.768620 5382 net.cpp:137] Memory required for data: 18803712 I0818 22:45:45.768628 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_1 I0818 22:45:45.768640 5382 net.cpp:84] Creating Layer res1_1_1_srelu_1 I0818 22:45:45.768643 5382 net.cpp:406] res1_1_1_srelu_1 <- res1_1_1 I0818 22:45:45.768654 5382 net.cpp:367] res1_1_1_srelu_1 -> res1_1_1 (in-place) I0818 22:45:45.768668 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_1 I0818 22:45:45.768690 5382 net.cpp:122] Setting up res1_1_1_srelu_1 I0818 22:45:45.768700 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.768704 5382 net.cpp:137] Memory required for data: 19662336 I0818 22:45:45.768714 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_2 I0818 22:45:45.768721 5382 net.cpp:84] Creating Layer res1_1_1_srelu_2 I0818 22:45:45.768728 5382 net.cpp:406] res1_1_1_srelu_2 <- res1_1_1 I0818 22:45:45.768733 5382 net.cpp:367] res1_1_1_srelu_2 -> res1_1_1 (in-place) I0818 22:45:45.768739 5382 net.cpp:122] Setting up res1_1_1_srelu_2 I0818 22:45:45.768748 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.768772 5382 net.cpp:137] Memory required for data: 20520960 I0818 22:45:45.768777 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_3 I0818 22:45:45.768785 5382 net.cpp:84] Creating Layer res1_1_1_srelu_3 I0818 22:45:45.768793 5382 net.cpp:406] res1_1_1_srelu_3 <- res1_1_1 I0818 22:45:45.768800 5382 net.cpp:367] res1_1_1_srelu_3 -> res1_1_1 (in-place) I0818 22:45:45.768813 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_3 I0818 22:45:45.768837 5382 net.cpp:122] Setting up res1_1_1_srelu_3 I0818 22:45:45.768847 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.768851 5382 net.cpp:137] Memory required for data: 21379584 I0818 22:45:45.768862 5382 layer_factory.hpp:77] Creating layer res1_1_2 I0818 22:45:45.768869 5382 net.cpp:84] Creating Layer res1_1_2 I0818 22:45:45.768877 5382 net.cpp:406] res1_1_2 <- res1_1_1 I0818 22:45:45.768883 5382 net.cpp:380] res1_1_2 -> res1_1_2 I0818 22:45:45.769130 5382 net.cpp:122] Setting up res1_1_2 I0818 22:45:45.769160 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769168 5382 net.cpp:137] Memory required for data: 22238208 I0818 22:45:45.769176 5382 layer_factory.hpp:77] Creating layer res1_1_sum I0818 22:45:45.769186 5382 net.cpp:84] Creating Layer res1_1_sum I0818 22:45:45.769191 5382 net.cpp:406] res1_1_sum <- pool1_pool1_0_split_1 I0818 22:45:45.769199 5382 net.cpp:406] res1_1_sum <- res1_1_2 I0818 22:45:45.769206 5382 net.cpp:380] res1_1_sum -> res1_1 I0818 22:45:45.769217 5382 net.cpp:122] Setting up res1_1_sum I0818 22:45:45.769223 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769230 5382 net.cpp:137] Memory required for data: 23096832 I0818 22:45:45.769234 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_1 I0818 22:45:45.769243 5382 net.cpp:84] Creating Layer res1_1_srelu_1 I0818 22:45:45.769246 5382 net.cpp:406] res1_1_srelu_1 <- res1_1 I0818 22:45:45.769253 5382 net.cpp:367] res1_1_srelu_1 -> res1_1 (in-place) I0818 22:45:45.769266 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_1 I0818 22:45:45.769286 5382 net.cpp:122] Setting up res1_1_srelu_1 I0818 22:45:45.769295 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769299 5382 net.cpp:137] Memory required for data: 23955456 I0818 22:45:45.769310 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_2 I0818 22:45:45.769320 5382 net.cpp:84] Creating Layer res1_1_srelu_2 I0818 22:45:45.769323 5382 net.cpp:406] res1_1_srelu_2 <- res1_1 I0818 22:45:45.769330 5382 net.cpp:367] res1_1_srelu_2 -> res1_1 (in-place) I0818 22:45:45.769337 5382 net.cpp:122] Setting up res1_1_srelu_2 I0818 22:45:45.769345 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769347 5382 net.cpp:137] Memory required for data: 24814080 I0818 22:45:45.769352 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_3 I0818 22:45:45.769364 5382 net.cpp:84] Creating Layer res1_1_srelu_3 I0818 22:45:45.769371 5382 net.cpp:406] res1_1_srelu_3 <- res1_1 I0818 22:45:45.769377 5382 net.cpp:367] res1_1_srelu_3 -> res1_1 (in-place) I0818 22:45:45.769390 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_3 I0818 22:45:45.769412 5382 net.cpp:122] Setting up res1_1_srelu_3 I0818 22:45:45.769421 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769425 5382 net.cpp:137] Memory required for data: 25672704 I0818 22:45:45.769433 5382 layer_factory.hpp:77] Creating layer res1_1_res1_1_srelu_3_0_split I0818 22:45:45.769443 5382 net.cpp:84] Creating Layer res1_1_res1_1_srelu_3_0_split I0818 22:45:45.769446 5382 net.cpp:406] res1_1_res1_1_srelu_3_0_split <- res1_1 I0818 22:45:45.769452 5382 net.cpp:380] res1_1_res1_1_srelu_3_0_split -> res1_1_res1_1_srelu_3_0_split_0 I0818 22:45:45.769464 5382 net.cpp:380] res1_1_res1_1_srelu_3_0_split -> res1_1_res1_1_srelu_3_0_split_1 I0818 22:45:45.769474 5382 net.cpp:122] Setting up res1_1_res1_1_srelu_3_0_split I0818 22:45:45.769481 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769490 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769493 5382 net.cpp:137] Memory required for data: 27389952 I0818 22:45:45.769498 5382 layer_factory.hpp:77] Creating layer res1_2_1 I0818 22:45:45.769506 5382 net.cpp:84] Creating Layer res1_2_1 I0818 22:45:45.769515 5382 net.cpp:406] res1_2_1 <- res1_1_res1_1_srelu_3_0_split_0 I0818 22:45:45.769521 5382 net.cpp:380] res1_2_1 -> res1_2_1 I0818 22:45:45.769704 5382 net.cpp:122] Setting up res1_2_1 I0818 22:45:45.769716 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769719 5382 net.cpp:137] Memory required for data: 28248576 I0818 22:45:45.769726 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_1 I0818 22:45:45.769737 5382 net.cpp:84] Creating Layer res1_2_1_srelu_1 I0818 22:45:45.769743 5382 net.cpp:406] res1_2_1_srelu_1 <- res1_2_1 I0818 22:45:45.769752 5382 net.cpp:367] res1_2_1_srelu_1 -> res1_2_1 (in-place) I0818 22:45:45.769763 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_1 I0818 22:45:45.769789 5382 net.cpp:122] Setting up res1_2_1_srelu_1 I0818 22:45:45.769799 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769804 5382 net.cpp:137] Memory required for data: 29107200 I0818 22:45:45.769810 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_2 I0818 22:45:45.769819 5382 net.cpp:84] Creating Layer res1_2_1_srelu_2 I0818 22:45:45.769822 5382 net.cpp:406] res1_2_1_srelu_2 <- res1_2_1 I0818 22:45:45.769829 5382 net.cpp:367] res1_2_1_srelu_2 -> res1_2_1 (in-place) I0818 22:45:45.769838 5382 net.cpp:122] Setting up res1_2_1_srelu_2 I0818 22:45:45.769845 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769851 5382 net.cpp:137] Memory required for data: 29965824 I0818 22:45:45.769855 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_3 I0818 22:45:45.769861 5382 net.cpp:84] Creating Layer res1_2_1_srelu_3 I0818 22:45:45.769868 5382 net.cpp:406] res1_2_1_srelu_3 <- res1_2_1 I0818 22:45:45.769876 5382 net.cpp:367] res1_2_1_srelu_3 -> res1_2_1 (in-place) I0818 22:45:45.769887 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_3 I0818 22:45:45.769910 5382 net.cpp:122] Setting up res1_2_1_srelu_3 I0818 22:45:45.769919 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.769923 5382 net.cpp:137] Memory required for data: 30824448 I0818 22:45:45.769930 5382 layer_factory.hpp:77] Creating layer res1_2_2 I0818 22:45:45.769939 5382 net.cpp:84] Creating Layer res1_2_2 I0818 22:45:45.769946 5382 net.cpp:406] res1_2_2 <- res1_2_1 I0818 22:45:45.769953 5382 net.cpp:380] res1_2_2 -> res1_2_2 I0818 22:45:45.770176 5382 net.cpp:122] Setting up res1_2_2 I0818 22:45:45.770189 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.770192 5382 net.cpp:137] Memory required for data: 31683072 I0818 22:45:45.770200 5382 layer_factory.hpp:77] Creating layer res1_2_sum I0818 22:45:45.770210 5382 net.cpp:84] Creating Layer res1_2_sum I0818 22:45:45.770215 5382 net.cpp:406] res1_2_sum <- res1_1_res1_1_srelu_3_0_split_1 I0818 22:45:45.770222 5382 net.cpp:406] res1_2_sum <- res1_2_2 I0818 22:45:45.770231 5382 net.cpp:380] res1_2_sum -> res1_2 I0818 22:45:45.770241 5382 net.cpp:122] Setting up res1_2_sum I0818 22:45:45.770249 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.770253 5382 net.cpp:137] Memory required for data: 32541696 I0818 22:45:45.770257 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_1 I0818 22:45:45.770263 5382 net.cpp:84] Creating Layer res1_2_srelu_1 I0818 22:45:45.770270 5382 net.cpp:406] res1_2_srelu_1 <- res1_2 I0818 22:45:45.770277 5382 net.cpp:367] res1_2_srelu_1 -> res1_2 (in-place) I0818 22:45:45.770290 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_1 I0818 22:45:45.770310 5382 net.cpp:122] Setting up res1_2_srelu_1 I0818 22:45:45.770319 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.770323 5382 net.cpp:137] Memory required for data: 33400320 I0818 22:45:45.770331 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_2 I0818 22:45:45.770339 5382 net.cpp:84] Creating Layer res1_2_srelu_2 I0818 22:45:45.770344 5382 net.cpp:406] res1_2_srelu_2 <- res1_2 I0818 22:45:45.770351 5382 net.cpp:367] res1_2_srelu_2 -> res1_2 (in-place) I0818 22:45:45.770357 5382 net.cpp:122] Setting up res1_2_srelu_2 I0818 22:45:45.770365 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.770370 5382 net.cpp:137] Memory required for data: 34258944 I0818 22:45:45.770376 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_3 I0818 22:45:45.770383 5382 net.cpp:84] Creating Layer res1_2_srelu_3 I0818 22:45:45.770387 5382 net.cpp:406] res1_2_srelu_3 <- res1_2 I0818 22:45:45.770398 5382 net.cpp:367] res1_2_srelu_3 -> res1_2 (in-place) I0818 22:45:45.770411 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_3 I0818 22:45:45.770428 5382 net.cpp:122] Setting up res1_2_srelu_3 I0818 22:45:45.770438 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.770442 5382 net.cpp:137] Memory required for data: 35117568 I0818 22:45:45.770449 5382 layer_factory.hpp:77] Creating layer res1_2_res1_2_srelu_3_0_split I0818 22:45:45.770459 5382 net.cpp:84] Creating Layer res1_2_res1_2_srelu_3_0_split I0818 22:45:45.770463 5382 net.cpp:406] res1_2_res1_2_srelu_3_0_split <- res1_2 I0818 22:45:45.770473 5382 net.cpp:380] res1_2_res1_2_srelu_3_0_split -> res1_2_res1_2_srelu_3_0_split_0 I0818 22:45:45.770481 5382 net.cpp:380] res1_2_res1_2_srelu_3_0_split -> res1_2_res1_2_srelu_3_0_split_1 I0818 22:45:45.770488 5382 net.cpp:122] Setting up res1_2_res1_2_srelu_3_0_split I0818 22:45:45.770498 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.770503 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.770509 5382 net.cpp:137] Memory required for data: 36834816 I0818 22:45:45.770514 5382 layer_factory.hpp:77] Creating layer res2_1_1 I0818 22:45:45.770522 5382 net.cpp:84] Creating Layer res2_1_1 I0818 22:45:45.770529 5382 net.cpp:406] res2_1_1 <- res1_2_res1_2_srelu_3_0_split_0 I0818 22:45:45.770539 5382 net.cpp:380] res2_1_1 -> res2_1_1 I0818 22:45:45.770879 5382 net.cpp:122] Setting up res2_1_1 I0818 22:45:45.770900 5382 net.cpp:129] Top shape: 1 128 43 78 (429312) I0818 22:45:45.770905 5382 net.cpp:137] Memory required for data: 38552064 I0818 22:45:45.770920 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_1 I0818 22:45:45.770931 5382 net.cpp:84] Creating Layer res2_1_1_srelu_1 I0818 22:45:45.770936 5382 net.cpp:406] res2_1_1_srelu_1 <- res2_1_1 I0818 22:45:45.770946 5382 net.cpp:367] res2_1_1_srelu_1 -> res2_1_1 (in-place) I0818 22:45:45.770956 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_1 I0818 22:45:45.770993 5382 net.cpp:122] Setting up res2_1_1_srelu_1 I0818 22:45:45.771029 5382 net.cpp:129] Top shape: 1 128 43 78 (429312) I0818 22:45:45.771050 5382 net.cpp:137] Memory required for data: 40269312 I0818 22:45:45.771059 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_2 I0818 22:45:45.771067 5382 net.cpp:84] Creating Layer res2_1_1_srelu_2 I0818 22:45:45.771072 5382 net.cpp:406] res2_1_1_srelu_2 <- res2_1_1 I0818 22:45:45.771083 5382 net.cpp:367] res2_1_1_srelu_2 -> res2_1_1 (in-place) I0818 22:45:45.771090 5382 net.cpp:122] Setting up res2_1_1_srelu_2 I0818 22:45:45.771100 5382 net.cpp:129] Top shape: 1 128 43 78 (429312) I0818 22:45:45.771103 5382 net.cpp:137] Memory required for data: 41986560 I0818 22:45:45.771111 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_3 I0818 22:45:45.771116 5382 net.cpp:84] Creating Layer res2_1_1_srelu_3 I0818 22:45:45.771123 5382 net.cpp:406] res2_1_1_srelu_3 <- res2_1_1 I0818 22:45:45.771131 5382 net.cpp:367] res2_1_1_srelu_3 -> res2_1_1 (in-place) I0818 22:45:45.771143 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_3 I0818 22:45:45.771167 5382 net.cpp:122] Setting up res2_1_1_srelu_3 I0818 22:45:45.771176 5382 net.cpp:129] Top shape: 1 128 43 78 (429312) I0818 22:45:45.771180 5382 net.cpp:137] Memory required for data: 43703808 I0818 22:45:45.771188 5382 layer_factory.hpp:77] Creating layer res2_1_2 I0818 22:45:45.771203 5382 net.cpp:84] Creating Layer res2_1_2 I0818 22:45:45.771209 5382 net.cpp:406] res2_1_2 <- res2_1_1 I0818 22:45:45.771217 5382 net.cpp:380] res2_1_2 -> res2_1_2 I0818 22:45:45.771865 5382 net.cpp:122] Setting up res2_1_2 I0818 22:45:45.771875 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.771879 5382 net.cpp:137] Memory required for data: 44143104 I0818 22:45:45.771888 5382 layer_factory.hpp:77] Creating layer res2_1_proj I0818 22:45:45.771895 5382 net.cpp:84] Creating Layer res2_1_proj I0818 22:45:45.771903 5382 net.cpp:406] res2_1_proj <- res1_2_res1_2_srelu_3_0_split_1 I0818 22:45:45.771909 5382 net.cpp:380] res2_1_proj -> res2_1_proj I0818 22:45:45.772013 5382 net.cpp:122] Setting up res2_1_proj I0818 22:45:45.772040 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.772044 5382 net.cpp:137] Memory required for data: 44582400 I0818 22:45:45.772053 5382 layer_factory.hpp:77] Creating layer res2_1_sum I0818 22:45:45.772079 5382 net.cpp:84] Creating Layer res2_1_sum I0818 22:45:45.772119 5382 net.cpp:406] res2_1_sum <- res2_1_proj I0818 22:45:45.772125 5382 net.cpp:406] res2_1_sum <- res2_1_2 I0818 22:45:45.772132 5382 net.cpp:380] res2_1_sum -> res2_1 I0818 22:45:45.772143 5382 net.cpp:122] Setting up res2_1_sum I0818 22:45:45.772150 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.772156 5382 net.cpp:137] Memory required for data: 45021696 I0818 22:45:45.772161 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_1 I0818 22:45:45.772168 5382 net.cpp:84] Creating Layer res2_1_srelu_1 I0818 22:45:45.772176 5382 net.cpp:406] res2_1_srelu_1 <- res2_1 I0818 22:45:45.772181 5382 net.cpp:367] res2_1_srelu_1 -> res2_1 (in-place) I0818 22:45:45.772192 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_1 I0818 22:45:45.772212 5382 net.cpp:122] Setting up res2_1_srelu_1 I0818 22:45:45.772222 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.772226 5382 net.cpp:137] Memory required for data: 45460992 I0818 22:45:45.772233 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_2 I0818 22:45:45.772241 5382 net.cpp:84] Creating Layer res2_1_srelu_2 I0818 22:45:45.772245 5382 net.cpp:406] res2_1_srelu_2 <- res2_1 I0818 22:45:45.772251 5382 net.cpp:367] res2_1_srelu_2 -> res2_1 (in-place) I0818 22:45:45.772259 5382 net.cpp:122] Setting up res2_1_srelu_2 I0818 22:45:45.772265 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.772272 5382 net.cpp:137] Memory required for data: 45900288 I0818 22:45:45.772276 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_3 I0818 22:45:45.772284 5382 net.cpp:84] Creating Layer res2_1_srelu_3 I0818 22:45:45.772289 5382 net.cpp:406] res2_1_srelu_3 <- res2_1 I0818 22:45:45.772298 5382 net.cpp:367] res2_1_srelu_3 -> res2_1 (in-place) I0818 22:45:45.772308 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_3 I0818 22:45:45.772325 5382 net.cpp:122] Setting up res2_1_srelu_3 I0818 22:45:45.772334 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.772338 5382 net.cpp:137] Memory required for data: 46339584 I0818 22:45:45.772346 5382 layer_factory.hpp:77] Creating layer res2_1_res2_1_srelu_3_0_split I0818 22:45:45.772354 5382 net.cpp:84] Creating Layer res2_1_res2_1_srelu_3_0_split I0818 22:45:45.772358 5382 net.cpp:406] res2_1_res2_1_srelu_3_0_split <- res2_1 I0818 22:45:45.772364 5382 net.cpp:380] res2_1_res2_1_srelu_3_0_split -> res2_1_res2_1_srelu_3_0_split_0 I0818 22:45:45.772374 5382 net.cpp:380] res2_1_res2_1_srelu_3_0_split -> res2_1_res2_1_srelu_3_0_split_1 I0818 22:45:45.772382 5382 net.cpp:122] Setting up res2_1_res2_1_srelu_3_0_split I0818 22:45:45.772392 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.772397 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.772402 5382 net.cpp:137] Memory required for data: 47218176 I0818 22:45:45.772405 5382 layer_factory.hpp:77] Creating layer res2_2_1 I0818 22:45:45.772416 5382 net.cpp:84] Creating Layer res2_2_1 I0818 22:45:45.772424 5382 net.cpp:406] res2_2_1 <- res2_1_res2_1_srelu_3_0_split_0 I0818 22:45:45.772431 5382 net.cpp:380] res2_2_1 -> res2_2_1 I0818 22:45:45.773123 5382 net.cpp:122] Setting up res2_2_1 I0818 22:45:45.773136 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.773140 5382 net.cpp:137] Memory required for data: 47657472 I0818 22:45:45.773149 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_1 I0818 22:45:45.773154 5382 net.cpp:84] Creating Layer res2_2_1_srelu_1 I0818 22:45:45.773162 5382 net.cpp:406] res2_2_1_srelu_1 <- res2_2_1 I0818 22:45:45.773169 5382 net.cpp:367] res2_2_1_srelu_1 -> res2_2_1 (in-place) I0818 22:45:45.773182 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_1 I0818 22:45:45.773200 5382 net.cpp:122] Setting up res2_2_1_srelu_1 I0818 22:45:45.773209 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.773236 5382 net.cpp:137] Memory required for data: 48096768 I0818 22:45:45.773244 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_2 I0818 22:45:45.773250 5382 net.cpp:84] Creating Layer res2_2_1_srelu_2 I0818 22:45:45.773255 5382 net.cpp:406] res2_2_1_srelu_2 <- res2_2_1 I0818 22:45:45.773265 5382 net.cpp:367] res2_2_1_srelu_2 -> res2_2_1 (in-place) I0818 22:45:45.773272 5382 net.cpp:122] Setting up res2_2_1_srelu_2 I0818 22:45:45.773280 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.773284 5382 net.cpp:137] Memory required for data: 48536064 I0818 22:45:45.773288 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_3 I0818 22:45:45.773296 5382 net.cpp:84] Creating Layer res2_2_1_srelu_3 I0818 22:45:45.773303 5382 net.cpp:406] res2_2_1_srelu_3 <- res2_2_1 I0818 22:45:45.773309 5382 net.cpp:367] res2_2_1_srelu_3 -> res2_2_1 (in-place) I0818 22:45:45.773322 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_3 I0818 22:45:45.773341 5382 net.cpp:122] Setting up res2_2_1_srelu_3 I0818 22:45:45.773350 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.773355 5382 net.cpp:137] Memory required for data: 48975360 I0818 22:45:45.773361 5382 layer_factory.hpp:77] Creating layer res2_2_2 I0818 22:45:45.773372 5382 net.cpp:84] Creating Layer res2_2_2 I0818 22:45:45.773377 5382 net.cpp:406] res2_2_2 <- res2_2_1 I0818 22:45:45.773383 5382 net.cpp:380] res2_2_2 -> res2_2_2 I0818 22:45:45.774040 5382 net.cpp:122] Setting up res2_2_2 I0818 22:45:45.774052 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.774056 5382 net.cpp:137] Memory required for data: 49414656 I0818 22:45:45.774063 5382 layer_factory.hpp:77] Creating layer res2_2_sum I0818 22:45:45.774088 5382 net.cpp:84] Creating Layer res2_2_sum I0818 22:45:45.774096 5382 net.cpp:406] res2_2_sum <- res2_1_res2_1_srelu_3_0_split_1 I0818 22:45:45.774102 5382 net.cpp:406] res2_2_sum <- res2_2_2 I0818 22:45:45.774112 5382 net.cpp:380] res2_2_sum -> res2_2 I0818 22:45:45.774121 5382 net.cpp:122] Setting up res2_2_sum I0818 22:45:45.774142 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.774147 5382 net.cpp:137] Memory required for data: 49853952 I0818 22:45:45.774150 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_1 I0818 22:45:45.774157 5382 net.cpp:84] Creating Layer res2_2_srelu_1 I0818 22:45:45.774161 5382 net.cpp:406] res2_2_srelu_1 <- res2_2 I0818 22:45:45.774171 5382 net.cpp:367] res2_2_srelu_1 -> res2_2 (in-place) I0818 22:45:45.774181 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_1 I0818 22:45:45.774200 5382 net.cpp:122] Setting up res2_2_srelu_1 I0818 22:45:45.774210 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.774214 5382 net.cpp:137] Memory required for data: 50293248 I0818 22:45:45.774224 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_2 I0818 22:45:45.774230 5382 net.cpp:84] Creating Layer res2_2_srelu_2 I0818 22:45:45.774237 5382 net.cpp:406] res2_2_srelu_2 <- res2_2 I0818 22:45:45.774243 5382 net.cpp:367] res2_2_srelu_2 -> res2_2 (in-place) I0818 22:45:45.774248 5382 net.cpp:122] Setting up res2_2_srelu_2 I0818 22:45:45.774257 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.774261 5382 net.cpp:137] Memory required for data: 50732544 I0818 22:45:45.774266 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_3 I0818 22:45:45.774273 5382 net.cpp:84] Creating Layer res2_2_srelu_3 I0818 22:45:45.774281 5382 net.cpp:406] res2_2_srelu_3 <- res2_2 I0818 22:45:45.774286 5382 net.cpp:367] res2_2_srelu_3 -> res2_2 (in-place) I0818 22:45:45.774296 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_3 I0818 22:45:45.774312 5382 net.cpp:122] Setting up res2_2_srelu_3 I0818 22:45:45.774322 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.774325 5382 net.cpp:137] Memory required for data: 51171840 I0818 22:45:45.774335 5382 layer_factory.hpp:77] Creating layer res2_2_res2_2_srelu_3_0_split I0818 22:45:45.774341 5382 net.cpp:84] Creating Layer res2_2_res2_2_srelu_3_0_split I0818 22:45:45.774348 5382 net.cpp:406] res2_2_res2_2_srelu_3_0_split <- res2_2 I0818 22:45:45.774354 5382 net.cpp:380] res2_2_res2_2_srelu_3_0_split -> res2_2_res2_2_srelu_3_0_split_0 I0818 22:45:45.774363 5382 net.cpp:380] res2_2_res2_2_srelu_3_0_split -> res2_2_res2_2_srelu_3_0_split_1 I0818 22:45:45.774372 5382 net.cpp:122] Setting up res2_2_res2_2_srelu_3_0_split I0818 22:45:45.774379 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.774387 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.774391 5382 net.cpp:137] Memory required for data: 52050432 I0818 22:45:45.774399 5382 layer_factory.hpp:77] Creating layer res3_1_1 I0818 22:45:45.774405 5382 net.cpp:84] Creating Layer res3_1_1 I0818 22:45:45.774412 5382 net.cpp:406] res3_1_1 <- res2_2_res2_2_srelu_3_0_split_0 I0818 22:45:45.774420 5382 net.cpp:380] res3_1_1 -> res3_1_1 I0818 22:45:45.775749 5382 net.cpp:122] Setting up res3_1_1 I0818 22:45:45.775772 5382 net.cpp:129] Top shape: 1 256 22 39 (219648) I0818 22:45:45.775777 5382 net.cpp:137] Memory required for data: 52929024 I0818 22:45:45.775790 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_1 I0818 22:45:45.775801 5382 net.cpp:84] Creating Layer res3_1_1_srelu_1 I0818 22:45:45.775806 5382 net.cpp:406] res3_1_1_srelu_1 <- res3_1_1 I0818 22:45:45.775813 5382 net.cpp:367] res3_1_1_srelu_1 -> res3_1_1 (in-place) I0818 22:45:45.775827 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_1 I0818 22:45:45.775847 5382 net.cpp:122] Setting up res3_1_1_srelu_1 I0818 22:45:45.775858 5382 net.cpp:129] Top shape: 1 256 22 39 (219648) I0818 22:45:45.775863 5382 net.cpp:137] Memory required for data: 53807616 I0818 22:45:45.775903 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_2 I0818 22:45:45.775909 5382 net.cpp:84] Creating Layer res3_1_1_srelu_2 I0818 22:45:45.775918 5382 net.cpp:406] res3_1_1_srelu_2 <- res3_1_1 I0818 22:45:45.775923 5382 net.cpp:367] res3_1_1_srelu_2 -> res3_1_1 (in-place) I0818 22:45:45.775943 5382 net.cpp:122] Setting up res3_1_1_srelu_2 I0818 22:45:45.775952 5382 net.cpp:129] Top shape: 1 256 22 39 (219648) I0818 22:45:45.775956 5382 net.cpp:137] Memory required for data: 54686208 I0818 22:45:45.775964 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_3 I0818 22:45:45.775971 5382 net.cpp:84] Creating Layer res3_1_1_srelu_3 I0818 22:45:45.775975 5382 net.cpp:406] res3_1_1_srelu_3 <- res3_1_1 I0818 22:45:45.775982 5382 net.cpp:367] res3_1_1_srelu_3 -> res3_1_1 (in-place) I0818 22:45:45.775995 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_3 I0818 22:45:45.776013 5382 net.cpp:122] Setting up res3_1_1_srelu_3 I0818 22:45:45.776023 5382 net.cpp:129] Top shape: 1 256 22 39 (219648) I0818 22:45:45.776027 5382 net.cpp:137] Memory required for data: 55564800 I0818 22:45:45.776037 5382 layer_factory.hpp:77] Creating layer res3_1_2 I0818 22:45:45.776044 5382 net.cpp:84] Creating Layer res3_1_2 I0818 22:45:45.776048 5382 net.cpp:406] res3_1_2 <- res3_1_1 I0818 22:45:45.776057 5382 net.cpp:380] res3_1_2 -> res3_1_2 I0818 22:45:45.778983 5382 net.cpp:122] Setting up res3_1_2 I0818 22:45:45.779001 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.779006 5382 net.cpp:137] Memory required for data: 55790080 I0818 22:45:45.779019 5382 layer_factory.hpp:77] Creating layer res3_1_proj I0818 22:45:45.779032 5382 net.cpp:84] Creating Layer res3_1_proj I0818 22:45:45.779037 5382 net.cpp:406] res3_1_proj <- res2_2_res2_2_srelu_3_0_split_1 I0818 22:45:45.779045 5382 net.cpp:380] res3_1_proj -> res3_1_proj I0818 22:45:45.779207 5382 net.cpp:122] Setting up res3_1_proj I0818 22:45:45.779218 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.779222 5382 net.cpp:137] Memory required for data: 56015360 I0818 22:45:45.779229 5382 layer_factory.hpp:77] Creating layer res3_1_sum I0818 22:45:45.779237 5382 net.cpp:84] Creating Layer res3_1_sum I0818 22:45:45.779243 5382 net.cpp:406] res3_1_sum <- res3_1_proj I0818 22:45:45.779251 5382 net.cpp:406] res3_1_sum <- res3_1_2 I0818 22:45:45.779258 5382 net.cpp:380] res3_1_sum -> res3_1 I0818 22:45:45.779265 5382 net.cpp:122] Setting up res3_1_sum I0818 22:45:45.779273 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.779279 5382 net.cpp:137] Memory required for data: 56240640 I0818 22:45:45.779284 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_1 I0818 22:45:45.779319 5382 net.cpp:84] Creating Layer res3_1_srelu_1 I0818 22:45:45.779353 5382 net.cpp:406] res3_1_srelu_1 <- res3_1 I0818 22:45:45.779363 5382 net.cpp:367] res3_1_srelu_1 -> res3_1 (in-place) I0818 22:45:45.779394 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_1 I0818 22:45:45.779412 5382 net.cpp:122] Setting up res3_1_srelu_1 I0818 22:45:45.779422 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.779425 5382 net.cpp:137] Memory required for data: 56465920 I0818 22:45:45.779436 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_2 I0818 22:45:45.779441 5382 net.cpp:84] Creating Layer res3_1_srelu_2 I0818 22:45:45.779448 5382 net.cpp:406] res3_1_srelu_2 <- res3_1 I0818 22:45:45.779454 5382 net.cpp:367] res3_1_srelu_2 -> res3_1 (in-place) I0818 22:45:45.779462 5382 net.cpp:122] Setting up res3_1_srelu_2 I0818 22:45:45.779469 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.779475 5382 net.cpp:137] Memory required for data: 56691200 I0818 22:45:45.779479 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_3 I0818 22:45:45.779486 5382 net.cpp:84] Creating Layer res3_1_srelu_3 I0818 22:45:45.779500 5382 net.cpp:406] res3_1_srelu_3 <- res3_1 I0818 22:45:45.779507 5382 net.cpp:367] res3_1_srelu_3 -> res3_1 (in-place) I0818 22:45:45.779520 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_3 I0818 22:45:45.779536 5382 net.cpp:122] Setting up res3_1_srelu_3 I0818 22:45:45.779546 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.779549 5382 net.cpp:137] Memory required for data: 56916480 I0818 22:45:45.779559 5382 layer_factory.hpp:77] Creating layer res3_1_res3_1_srelu_3_0_split I0818 22:45:45.779567 5382 net.cpp:84] Creating Layer res3_1_res3_1_srelu_3_0_split I0818 22:45:45.779574 5382 net.cpp:406] res3_1_res3_1_srelu_3_0_split <- res3_1 I0818 22:45:45.779580 5382 net.cpp:380] res3_1_res3_1_srelu_3_0_split -> res3_1_res3_1_srelu_3_0_split_0 I0818 22:45:45.779590 5382 net.cpp:380] res3_1_res3_1_srelu_3_0_split -> res3_1_res3_1_srelu_3_0_split_1 I0818 22:45:45.779603 5382 net.cpp:122] Setting up res3_1_res3_1_srelu_3_0_split I0818 22:45:45.779613 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.779618 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.779623 5382 net.cpp:137] Memory required for data: 57367040 I0818 22:45:45.779626 5382 layer_factory.hpp:77] Creating layer res3_2_1 I0818 22:45:45.779636 5382 net.cpp:84] Creating Layer res3_2_1 I0818 22:45:45.779641 5382 net.cpp:406] res3_2_1 <- res3_1_res3_1_srelu_3_0_split_0 I0818 22:45:45.779649 5382 net.cpp:380] res3_2_1 -> res3_2_1 I0818 22:45:45.783032 5382 net.cpp:122] Setting up res3_2_1 I0818 22:45:45.783066 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.783071 5382 net.cpp:137] Memory required for data: 57592320 I0818 22:45:45.783085 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_1 I0818 22:45:45.783095 5382 net.cpp:84] Creating Layer res3_2_1_srelu_1 I0818 22:45:45.783103 5382 net.cpp:406] res3_2_1_srelu_1 <- res3_2_1 I0818 22:45:45.783113 5382 net.cpp:367] res3_2_1_srelu_1 -> res3_2_1 (in-place) I0818 22:45:45.783130 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_1 I0818 22:45:45.783149 5382 net.cpp:122] Setting up res3_2_1_srelu_1 I0818 22:45:45.783159 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.783164 5382 net.cpp:137] Memory required for data: 57817600 I0818 22:45:45.783174 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_2 I0818 22:45:45.783179 5382 net.cpp:84] Creating Layer res3_2_1_srelu_2 I0818 22:45:45.783186 5382 net.cpp:406] res3_2_1_srelu_2 <- res3_2_1 I0818 22:45:45.783205 5382 net.cpp:367] res3_2_1_srelu_2 -> res3_2_1 (in-place) I0818 22:45:45.783246 5382 net.cpp:122] Setting up res3_2_1_srelu_2 I0818 22:45:45.783259 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.783264 5382 net.cpp:137] Memory required for data: 58042880 I0818 22:45:45.783268 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_3 I0818 22:45:45.783289 5382 net.cpp:84] Creating Layer res3_2_1_srelu_3 I0818 22:45:45.783295 5382 net.cpp:406] res3_2_1_srelu_3 <- res3_2_1 I0818 22:45:45.783301 5382 net.cpp:367] res3_2_1_srelu_3 -> res3_2_1 (in-place) I0818 22:45:45.783313 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_3 I0818 22:45:45.783330 5382 net.cpp:122] Setting up res3_2_1_srelu_3 I0818 22:45:45.783340 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.783344 5382 net.cpp:137] Memory required for data: 58268160 I0818 22:45:45.783351 5382 layer_factory.hpp:77] Creating layer res3_2_2 I0818 22:45:45.783370 5382 net.cpp:84] Creating Layer res3_2_2 I0818 22:45:45.783378 5382 net.cpp:406] res3_2_2 <- res3_2_1 I0818 22:45:45.783385 5382 net.cpp:380] res3_2_2 -> res3_2_2 I0818 22:45:45.786077 5382 net.cpp:122] Setting up res3_2_2 I0818 22:45:45.786104 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.786108 5382 net.cpp:137] Memory required for data: 58493440 I0818 22:45:45.786118 5382 layer_factory.hpp:77] Creating layer res3_2_sum I0818 22:45:45.786131 5382 net.cpp:84] Creating Layer res3_2_sum I0818 22:45:45.786195 5382 net.cpp:406] res3_2_sum <- res3_1_res3_1_srelu_3_0_split_1 I0818 22:45:45.786226 5382 net.cpp:406] res3_2_sum <- res3_2_2 I0818 22:45:45.786234 5382 net.cpp:380] res3_2_sum -> res3_2 I0818 22:45:45.786247 5382 net.cpp:122] Setting up res3_2_sum I0818 22:45:45.786257 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.786260 5382 net.cpp:137] Memory required for data: 58718720 I0818 22:45:45.786267 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_1 I0818 22:45:45.786276 5382 net.cpp:84] Creating Layer res3_2_srelu_1 I0818 22:45:45.786281 5382 net.cpp:406] res3_2_srelu_1 <- res3_2 I0818 22:45:45.786290 5382 net.cpp:367] res3_2_srelu_1 -> res3_2 (in-place) I0818 22:45:45.786303 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_1 I0818 22:45:45.786321 5382 net.cpp:122] Setting up res3_2_srelu_1 I0818 22:45:45.786331 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.786335 5382 net.cpp:137] Memory required for data: 58944000 I0818 22:45:45.786345 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_2 I0818 22:45:45.786352 5382 net.cpp:84] Creating Layer res3_2_srelu_2 I0818 22:45:45.786358 5382 net.cpp:406] res3_2_srelu_2 <- res3_2 I0818 22:45:45.786365 5382 net.cpp:367] res3_2_srelu_2 -> res3_2 (in-place) I0818 22:45:45.786373 5382 net.cpp:122] Setting up res3_2_srelu_2 I0818 22:45:45.786379 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.786386 5382 net.cpp:137] Memory required for data: 59169280 I0818 22:45:45.786391 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_3 I0818 22:45:45.786396 5382 net.cpp:84] Creating Layer res3_2_srelu_3 I0818 22:45:45.786403 5382 net.cpp:406] res3_2_srelu_3 <- res3_2 I0818 22:45:45.786409 5382 net.cpp:367] res3_2_srelu_3 -> res3_2 (in-place) I0818 22:45:45.786422 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_3 I0818 22:45:45.786440 5382 net.cpp:122] Setting up res3_2_srelu_3 I0818 22:45:45.786450 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.786454 5382 net.cpp:137] Memory required for data: 59394560 I0818 22:45:45.786463 5382 layer_factory.hpp:77] Creating layer res3_2_res3_2_srelu_3_0_split I0818 22:45:45.786470 5382 net.cpp:84] Creating Layer res3_2_res3_2_srelu_3_0_split I0818 22:45:45.786478 5382 net.cpp:406] res3_2_res3_2_srelu_3_0_split <- res3_2 I0818 22:45:45.786484 5382 net.cpp:380] res3_2_res3_2_srelu_3_0_split -> res3_2_res3_2_srelu_3_0_split_0 I0818 22:45:45.786494 5382 net.cpp:380] res3_2_res3_2_srelu_3_0_split -> res3_2_res3_2_srelu_3_0_split_1 I0818 22:45:45.786502 5382 net.cpp:122] Setting up res3_2_res3_2_srelu_3_0_split I0818 22:45:45.786511 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.786517 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.786525 5382 net.cpp:137] Memory required for data: 59845120 I0818 22:45:45.786528 5382 layer_factory.hpp:77] Creating layer res4_1_1 I0818 22:45:45.786536 5382 net.cpp:84] Creating Layer res4_1_1 I0818 22:45:45.786543 5382 net.cpp:406] res4_1_1 <- res3_2_res3_2_srelu_3_0_split_0 I0818 22:45:45.786551 5382 net.cpp:380] res4_1_1 -> res4_1_1 I0818 22:45:45.792148 5382 net.cpp:122] Setting up res4_1_1 I0818 22:45:45.792167 5382 net.cpp:129] Top shape: 1 512 11 20 (112640) I0818 22:45:45.792172 5382 net.cpp:137] Memory required for data: 60295680 I0818 22:45:45.792181 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_1 I0818 22:45:45.792191 5382 net.cpp:84] Creating Layer res4_1_1_srelu_1 I0818 22:45:45.792196 5382 net.cpp:406] res4_1_1_srelu_1 <- res4_1_1 I0818 22:45:45.792202 5382 net.cpp:367] res4_1_1_srelu_1 -> res4_1_1 (in-place) I0818 22:45:45.792214 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_1 I0818 22:45:45.792229 5382 net.cpp:122] Setting up res4_1_1_srelu_1 I0818 22:45:45.792237 5382 net.cpp:129] Top shape: 1 512 11 20 (112640) I0818 22:45:45.792240 5382 net.cpp:137] Memory required for data: 60746240 I0818 22:45:45.792248 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_2 I0818 22:45:45.792253 5382 net.cpp:84] Creating Layer res4_1_1_srelu_2 I0818 22:45:45.792258 5382 net.cpp:406] res4_1_1_srelu_2 <- res4_1_1 I0818 22:45:45.792263 5382 net.cpp:367] res4_1_1_srelu_2 -> res4_1_1 (in-place) I0818 22:45:45.792270 5382 net.cpp:122] Setting up res4_1_1_srelu_2 I0818 22:45:45.792276 5382 net.cpp:129] Top shape: 1 512 11 20 (112640) I0818 22:45:45.792280 5382 net.cpp:137] Memory required for data: 61196800 I0818 22:45:45.792284 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_3 I0818 22:45:45.792289 5382 net.cpp:84] Creating Layer res4_1_1_srelu_3 I0818 22:45:45.792294 5382 net.cpp:406] res4_1_1_srelu_3 <- res4_1_1 I0818 22:45:45.792299 5382 net.cpp:367] res4_1_1_srelu_3 -> res4_1_1 (in-place) I0818 22:45:45.792310 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_3 I0818 22:45:45.792323 5382 net.cpp:122] Setting up res4_1_1_srelu_3 I0818 22:45:45.792330 5382 net.cpp:129] Top shape: 1 512 11 20 (112640) I0818 22:45:45.792333 5382 net.cpp:137] Memory required for data: 61647360 I0818 22:45:45.792340 5382 layer_factory.hpp:77] Creating layer res4_1_2 I0818 22:45:45.792351 5382 net.cpp:84] Creating Layer res4_1_2 I0818 22:45:45.792354 5382 net.cpp:406] res4_1_2 <- res4_1_1 I0818 22:45:45.792361 5382 net.cpp:380] res4_1_2 -> res4_1_2 I0818 22:45:45.805461 5382 net.cpp:122] Setting up res4_1_2 I0818 22:45:45.805486 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.805491 5382 net.cpp:137] Memory required for data: 61770240 I0818 22:45:45.805501 5382 layer_factory.hpp:77] Creating layer res4_1_proj I0818 22:45:45.805517 5382 net.cpp:84] Creating Layer res4_1_proj I0818 22:45:45.805526 5382 net.cpp:406] res4_1_proj <- res3_2_res3_2_srelu_3_0_split_1 I0818 22:45:45.805536 5382 net.cpp:380] res4_1_proj -> res4_1_proj I0818 22:45:45.806195 5382 net.cpp:122] Setting up res4_1_proj I0818 22:45:45.806210 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.806215 5382 net.cpp:137] Memory required for data: 61893120 I0818 22:45:45.806233 5382 layer_factory.hpp:77] Creating layer res4_1_sum I0818 22:45:45.806243 5382 net.cpp:84] Creating Layer res4_1_sum I0818 22:45:45.806249 5382 net.cpp:406] res4_1_sum <- res4_1_proj I0818 22:45:45.806267 5382 net.cpp:406] res4_1_sum <- res4_1_2 I0818 22:45:45.806277 5382 net.cpp:380] res4_1_sum -> res4_1 I0818 22:45:45.806296 5382 net.cpp:122] Setting up res4_1_sum I0818 22:45:45.806303 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.806318 5382 net.cpp:137] Memory required for data: 62016000 I0818 22:45:45.806324 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_1 I0818 22:45:45.806331 5382 net.cpp:84] Creating Layer res4_1_srelu_1 I0818 22:45:45.806335 5382 net.cpp:406] res4_1_srelu_1 <- res4_1 I0818 22:45:45.806344 5382 net.cpp:367] res4_1_srelu_1 -> res4_1 (in-place) I0818 22:45:45.806356 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_1 I0818 22:45:45.806386 5382 net.cpp:122] Setting up res4_1_srelu_1 I0818 22:45:45.806406 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.806411 5382 net.cpp:137] Memory required for data: 62138880 I0818 22:45:45.806427 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_2 I0818 22:45:45.806444 5382 net.cpp:84] Creating Layer res4_1_srelu_2 I0818 22:45:45.806450 5382 net.cpp:406] res4_1_srelu_2 <- res4_1 I0818 22:45:45.806457 5382 net.cpp:367] res4_1_srelu_2 -> res4_1 (in-place) I0818 22:45:45.806478 5382 net.cpp:122] Setting up res4_1_srelu_2 I0818 22:45:45.806484 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.806499 5382 net.cpp:137] Memory required for data: 62261760 I0818 22:45:45.806504 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_3 I0818 22:45:45.806519 5382 net.cpp:84] Creating Layer res4_1_srelu_3 I0818 22:45:45.806525 5382 net.cpp:406] res4_1_srelu_3 <- res4_1 I0818 22:45:45.806531 5382 net.cpp:367] res4_1_srelu_3 -> res4_1 (in-place) I0818 22:45:45.806555 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_3 I0818 22:45:45.806582 5382 net.cpp:122] Setting up res4_1_srelu_3 I0818 22:45:45.806601 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.806605 5382 net.cpp:137] Memory required for data: 62384640 I0818 22:45:45.806623 5382 layer_factory.hpp:77] Creating layer res4_1_res4_1_srelu_3_0_split I0818 22:45:45.806641 5382 net.cpp:84] Creating Layer res4_1_res4_1_srelu_3_0_split I0818 22:45:45.806648 5382 net.cpp:406] res4_1_res4_1_srelu_3_0_split <- res4_1 I0818 22:45:45.806663 5382 net.cpp:380] res4_1_res4_1_srelu_3_0_split -> res4_1_res4_1_srelu_3_0_split_0 I0818 22:45:45.806684 5382 net.cpp:380] res4_1_res4_1_srelu_3_0_split -> res4_1_res4_1_srelu_3_0_split_1 I0818 22:45:45.806721 5382 net.cpp:122] Setting up res4_1_res4_1_srelu_3_0_split I0818 22:45:45.806732 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.806740 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.806749 5382 net.cpp:137] Memory required for data: 62630400 I0818 22:45:45.806754 5382 layer_factory.hpp:77] Creating layer res4_2_1 I0818 22:45:45.806764 5382 net.cpp:84] Creating Layer res4_2_1 I0818 22:45:45.806785 5382 net.cpp:406] res4_2_1 <- res4_1_res4_1_srelu_3_0_split_0 I0818 22:45:45.806793 5382 net.cpp:380] res4_2_1 -> res4_2_1 I0818 22:45:45.818265 5382 net.cpp:122] Setting up res4_2_1 I0818 22:45:45.818290 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.818295 5382 net.cpp:137] Memory required for data: 62753280 I0818 22:45:45.818308 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_1 I0818 22:45:45.818320 5382 net.cpp:84] Creating Layer res4_2_1_srelu_1 I0818 22:45:45.818328 5382 net.cpp:406] res4_2_1_srelu_1 <- res4_2_1 I0818 22:45:45.818336 5382 net.cpp:367] res4_2_1_srelu_1 -> res4_2_1 (in-place) I0818 22:45:45.818349 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_1 I0818 22:45:45.818365 5382 net.cpp:122] Setting up res4_2_1_srelu_1 I0818 22:45:45.818372 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.818375 5382 net.cpp:137] Memory required for data: 62876160 I0818 22:45:45.818383 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_2 I0818 22:45:45.818405 5382 net.cpp:84] Creating Layer res4_2_1_srelu_2 I0818 22:45:45.818430 5382 net.cpp:406] res4_2_1_srelu_2 <- res4_2_1 I0818 22:45:45.818439 5382 net.cpp:367] res4_2_1_srelu_2 -> res4_2_1 (in-place) I0818 22:45:45.818449 5382 net.cpp:122] Setting up res4_2_1_srelu_2 I0818 22:45:45.818455 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.818459 5382 net.cpp:137] Memory required for data: 62999040 I0818 22:45:45.818476 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_3 I0818 22:45:45.818483 5382 net.cpp:84] Creating Layer res4_2_1_srelu_3 I0818 22:45:45.818487 5382 net.cpp:406] res4_2_1_srelu_3 <- res4_2_1 I0818 22:45:45.818495 5382 net.cpp:367] res4_2_1_srelu_3 -> res4_2_1 (in-place) I0818 22:45:45.818506 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_3 I0818 22:45:45.818665 5382 net.cpp:122] Setting up res4_2_1_srelu_3 I0818 22:45:45.818678 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.818682 5382 net.cpp:137] Memory required for data: 63121920 I0818 22:45:45.818691 5382 layer_factory.hpp:77] Creating layer res4_2_2 I0818 22:45:45.818699 5382 net.cpp:84] Creating Layer res4_2_2 I0818 22:45:45.818704 5382 net.cpp:406] res4_2_2 <- res4_2_1 I0818 22:45:45.818711 5382 net.cpp:380] res4_2_2 -> res4_2_2 I0818 22:45:45.829742 5382 net.cpp:122] Setting up res4_2_2 I0818 22:45:45.829767 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.829771 5382 net.cpp:137] Memory required for data: 63244800 I0818 22:45:45.829782 5382 layer_factory.hpp:77] Creating layer res4_2_sum I0818 22:45:45.829792 5382 net.cpp:84] Creating Layer res4_2_sum I0818 22:45:45.829798 5382 net.cpp:406] res4_2_sum <- res4_1_res4_1_srelu_3_0_split_1 I0818 22:45:45.829805 5382 net.cpp:406] res4_2_sum <- res4_2_2 I0818 22:45:45.829811 5382 net.cpp:380] res4_2_sum -> res4_2 I0818 22:45:45.829821 5382 net.cpp:122] Setting up res4_2_sum I0818 22:45:45.829828 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.829831 5382 net.cpp:137] Memory required for data: 63367680 I0818 22:45:45.829835 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_1 I0818 22:45:45.829845 5382 net.cpp:84] Creating Layer res4_2_srelu_1 I0818 22:45:45.829849 5382 net.cpp:406] res4_2_srelu_1 <- res4_2 I0818 22:45:45.829885 5382 net.cpp:367] res4_2_srelu_1 -> res4_2 (in-place) I0818 22:45:45.829900 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_1 I0818 22:45:45.829917 5382 net.cpp:122] Setting up res4_2_srelu_1 I0818 22:45:45.829923 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.829927 5382 net.cpp:137] Memory required for data: 63490560 I0818 22:45:45.829936 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_2 I0818 22:45:45.829941 5382 net.cpp:84] Creating Layer res4_2_srelu_2 I0818 22:45:45.829946 5382 net.cpp:406] res4_2_srelu_2 <- res4_2 I0818 22:45:45.829951 5382 net.cpp:367] res4_2_srelu_2 -> res4_2 (in-place) I0818 22:45:45.829957 5382 net.cpp:122] Setting up res4_2_srelu_2 I0818 22:45:45.829962 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.829967 5382 net.cpp:137] Memory required for data: 63613440 I0818 22:45:45.829970 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_3 I0818 22:45:45.829977 5382 net.cpp:84] Creating Layer res4_2_srelu_3 I0818 22:45:45.829980 5382 net.cpp:406] res4_2_srelu_3 <- res4_2 I0818 22:45:45.829988 5382 net.cpp:367] res4_2_srelu_3 -> res4_2 (in-place) I0818 22:45:45.830003 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_3 I0818 22:45:45.830016 5382 net.cpp:122] Setting up res4_2_srelu_3 I0818 22:45:45.830026 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.830030 5382 net.cpp:137] Memory required for data: 63736320 I0818 22:45:45.830037 5382 layer_factory.hpp:77] Creating layer pool_avg I0818 22:45:45.830044 5382 net.cpp:84] Creating Layer pool_avg I0818 22:45:45.830047 5382 net.cpp:406] pool_avg <- res4_2 I0818 22:45:45.830055 5382 net.cpp:380] pool_avg -> pool_avg I0818 22:45:45.830062 5382 net.cpp:122] Setting up pool_avg I0818 22:45:45.830072 5382 net.cpp:129] Top shape: 1 512 4 8 (16384) I0818 22:45:45.830076 5382 net.cpp:137] Memory required for data: 63801856 I0818 22:45:45.830080 5382 layer_factory.hpp:77] Creating layer pool_avg_pool_avg_0_split I0818 22:45:45.830086 5382 net.cpp:84] Creating Layer pool_avg_pool_avg_0_split I0818 22:45:45.830090 5382 net.cpp:406] pool_avg_pool_avg_0_split <- pool_avg I0818 22:45:45.830097 5382 net.cpp:380] pool_avg_pool_avg_0_split -> pool_avg_pool_avg_0_split_0 I0818 22:45:45.830114 5382 net.cpp:380] pool_avg_pool_avg_0_split -> pool_avg_pool_avg_0_split_1 I0818 22:45:45.830126 5382 net.cpp:122] Setting up pool_avg_pool_avg_0_split I0818 22:45:45.830154 5382 net.cpp:129] Top shape: 1 512 4 8 (16384) I0818 22:45:45.830160 5382 net.cpp:129] Top shape: 1 512 4 8 (16384) I0818 22:45:45.830164 5382 net.cpp:137] Memory required for data: 63932928 I0818 22:45:45.830168 5382 layer_factory.hpp:77] Creating layer fc3 I0818 22:45:45.830189 5382 net.cpp:84] Creating Layer fc3 I0818 22:45:45.830193 5382 net.cpp:406] fc3 <- pool_avg_pool_avg_0_split_0 I0818 22:45:45.830200 5382 net.cpp:380] fc3 -> fc3 I0818 22:45:45.830425 5382 net.cpp:122] Setting up fc3 I0818 22:45:45.830435 5382 net.cpp:129] Top shape: 1 3 (3) I0818 22:45:45.830440 5382 net.cpp:137] Memory required for data: 63932940 I0818 22:45:45.830446 5382 layer_factory.hpp:77] Creating layer softmax I0818 22:45:45.830452 5382 net.cpp:84] Creating Layer softmax I0818 22:45:45.830457 5382 net.cpp:406] softmax <- fc3 I0818 22:45:45.830463 5382 net.cpp:380] softmax -> softmax I0818 22:45:45.830476 5382 net.cpp:122] Setting up softmax I0818 22:45:45.830480 5382 net.cpp:129] Top shape: 1 3 (3) I0818 22:45:45.830487 5382 net.cpp:137] Memory required for data: 63932952 I0818 22:45:45.830492 5382 layer_factory.hpp:77] Creating layer fc3_t I0818 22:45:45.830498 5382 net.cpp:84] Creating Layer fc3_t I0818 22:45:45.830503 5382 net.cpp:406] fc3_t <- pool_avg_pool_avg_0_split_1 I0818 22:45:45.830510 5382 net.cpp:380] fc3_t -> fc3_t I0818 22:45:45.830732 5382 net.cpp:122] Setting up fc3_t I0818 22:45:45.830742 5382 net.cpp:129] Top shape: 1 3 (3) I0818 22:45:45.830746 5382 net.cpp:137] Memory required for data: 63932964 I0818 22:45:45.830754 5382 layer_factory.hpp:77] Creating layer softmax_t I0818 22:45:45.830758 5382 net.cpp:84] Creating Layer softmax_t I0818 22:45:45.830766 5382 net.cpp:406] softmax_t <- fc3_t I0818 22:45:45.830772 5382 net.cpp:380] softmax_t -> softmax_t I0818 22:45:45.830780 5382 net.cpp:122] Setting up softmax_t I0818 22:45:45.830786 5382 net.cpp:129] Top shape: 1 3 (3) I0818 22:45:45.830790 5382 net.cpp:137] Memory required for data: 63932976 I0818 22:45:45.830793 5382 layer_factory.hpp:77] Creating layer concat I0818 22:45:45.830801 5382 net.cpp:84] Creating Layer concat I0818 22:45:45.830804 5382 net.cpp:406] concat <- softmax I0818 22:45:45.830809 5382 net.cpp:406] concat <- softmax_t I0818 22:45:45.830816 5382 net.cpp:380] concat -> out I0818 22:45:45.830821 5382 net.cpp:122] Setting up concat I0818 22:45:45.830827 5382 net.cpp:129] Top shape: 1 6 (6) I0818 22:45:45.830832 5382 net.cpp:137] Memory required for data: 63933000 I0818 22:45:45.830835 5382 net.cpp:200] concat does not need backward computation. I0818 22:45:45.830840 5382 net.cpp:200] softmax_t does not need backward computation. I0818 22:45:45.830844 5382 net.cpp:200] fc3_t does not need backward computation. I0818 22:45:45.830852 5382 net.cpp:200] softmax does not need backward computation. I0818 22:45:45.830857 5382 net.cpp:200] fc3 does not need backward computation. I0818 22:45:45.830860 5382 net.cpp:200] pool_avg_pool_avg_0_split does not need backward computation. I0818 22:45:45.830865 5382 net.cpp:200] pool_avg does not need backward computation. I0818 22:45:45.830869 5382 net.cpp:200] res4_2_srelu_3 does not need backward computation. I0818 22:45:45.830876 5382 net.cpp:200] res4_2_srelu_2 does not need backward computation. I0818 22:45:45.830880 5382 net.cpp:200] res4_2_srelu_1 does not need backward computation. I0818 22:45:45.830884 5382 net.cpp:200] res4_2_sum does not need backward computation. I0818 22:45:45.830889 5382 net.cpp:200] res4_2_2 does not need backward computation. I0818 22:45:45.830894 5382 net.cpp:200] res4_2_1_srelu_3 does not need backward computation. I0818 22:45:45.830899 5382 net.cpp:200] res4_2_1_srelu_2 does not need backward computation. I0818 22:45:45.830902 5382 net.cpp:200] res4_2_1_srelu_1 does not need backward computation. I0818 22:45:45.830909 5382 net.cpp:200] res4_2_1 does not need backward computation. I0818 22:45:45.830914 5382 net.cpp:200] res4_1_res4_1_srelu_3_0_split does not need backward computation. I0818 22:45:45.830919 5382 net.cpp:200] res4_1_srelu_3 does not need backward computation. I0818 22:45:45.830924 5382 net.cpp:200] res4_1_srelu_2 does not need backward computation. I0818 22:45:45.830927 5382 net.cpp:200] res4_1_srelu_1 does not need backward computation. I0818 22:45:45.830931 5382 net.cpp:200] res4_1_sum does not need backward computation. I0818 22:45:45.830937 5382 net.cpp:200] res4_1_proj does not need backward computation. I0818 22:45:45.830942 5382 net.cpp:200] res4_1_2 does not need backward computation. I0818 22:45:45.830946 5382 net.cpp:200] res4_1_1_srelu_3 does not need backward computation. I0818 22:45:45.830950 5382 net.cpp:200] res4_1_1_srelu_2 does not need backward computation. I0818 22:45:45.830955 5382 net.cpp:200] res4_1_1_srelu_1 does not need backward computation. I0818 22:45:45.830960 5382 net.cpp:200] res4_1_1 does not need backward computation. I0818 22:45:45.830965 5382 net.cpp:200] res3_2_res3_2_srelu_3_0_split does not need backward computation. I0818 22:45:45.830968 5382 net.cpp:200] res3_2_srelu_3 does not need backward computation. I0818 22:45:45.830973 5382 net.cpp:200] res3_2_srelu_2 does not need backward computation. I0818 22:45:45.830977 5382 net.cpp:200] res3_2_srelu_1 does not need backward computation. I0818 22:45:45.830981 5382 net.cpp:200] res3_2_sum does not need backward computation. I0818 22:45:45.830986 5382 net.cpp:200] res3_2_2 does not need backward computation. I0818 22:45:45.830991 5382 net.cpp:200] res3_2_1_srelu_3 does not need backward computation. I0818 22:45:45.830996 5382 net.cpp:200] res3_2_1_srelu_2 does not need backward computation. I0818 22:45:45.830999 5382 net.cpp:200] res3_2_1_srelu_1 does not need backward computation. I0818 22:45:45.831004 5382 net.cpp:200] res3_2_1 does not need backward computation. I0818 22:45:45.831009 5382 net.cpp:200] res3_1_res3_1_srelu_3_0_split does not need backward computation. I0818 22:45:45.831013 5382 net.cpp:200] res3_1_srelu_3 does not need backward computation. I0818 22:45:45.831018 5382 net.cpp:200] res3_1_srelu_2 does not need backward computation. I0818 22:45:45.831022 5382 net.cpp:200] res3_1_srelu_1 does not need backward computation. I0818 22:45:45.831027 5382 net.cpp:200] res3_1_sum does not need backward computation. I0818 22:45:45.831034 5382 net.cpp:200] res3_1_proj does not need backward computation. I0818 22:45:45.831039 5382 net.cpp:200] res3_1_2 does not need backward computation. I0818 22:45:45.831043 5382 net.cpp:200] res3_1_1_srelu_3 does not need backward computation. I0818 22:45:45.831048 5382 net.cpp:200] res3_1_1_srelu_2 does not need backward computation. I0818 22:45:45.831053 5382 net.cpp:200] res3_1_1_srelu_1 does not need backward computation. I0818 22:45:45.831059 5382 net.cpp:200] res3_1_1 does not need backward computation. I0818 22:45:45.831064 5382 net.cpp:200] res2_2_res2_2_srelu_3_0_split does not need backward computation. I0818 22:45:45.831068 5382 net.cpp:200] res2_2_srelu_3 does not need backward computation. I0818 22:45:45.831073 5382 net.cpp:200] res2_2_srelu_2 does not need backward computation. I0818 22:45:45.831077 5382 net.cpp:200] res2_2_srelu_1 does not need backward computation. I0818 22:45:45.831094 5382 net.cpp:200] res2_2_sum does not need backward computation. I0818 22:45:45.831106 5382 net.cpp:200] res2_2_2 does not need backward computation. I0818 22:45:45.831135 5382 net.cpp:200] res2_2_1_srelu_3 does not need backward computation. I0818 22:45:45.831156 5382 net.cpp:200] res2_2_1_srelu_2 does not need backward computation. I0818 22:45:45.831161 5382 net.cpp:200] res2_2_1_srelu_1 does not need backward computation. I0818 22:45:45.831187 5382 net.cpp:200] res2_2_1 does not need backward computation. I0818 22:45:45.831192 5382 net.cpp:200] res2_1_res2_1_srelu_3_0_split does not need backward computation. I0818 22:45:45.831197 5382 net.cpp:200] res2_1_srelu_3 does not need backward computation. I0818 22:45:45.831202 5382 net.cpp:200] res2_1_srelu_2 does not need backward computation. I0818 22:45:45.831219 5382 net.cpp:200] res2_1_srelu_1 does not need backward computation. I0818 22:45:45.831223 5382 net.cpp:200] res2_1_sum does not need backward computation. I0818 22:45:45.831228 5382 net.cpp:200] res2_1_proj does not need backward computation. I0818 22:45:45.831233 5382 net.cpp:200] res2_1_2 does not need backward computation. I0818 22:45:45.831238 5382 net.cpp:200] res2_1_1_srelu_3 does not need backward computation. I0818 22:45:45.831243 5382 net.cpp:200] res2_1_1_srelu_2 does not need backward computation. I0818 22:45:45.831246 5382 net.cpp:200] res2_1_1_srelu_1 does not need backward computation. I0818 22:45:45.831250 5382 net.cpp:200] res2_1_1 does not need backward computation. I0818 22:45:45.831255 5382 net.cpp:200] res1_2_res1_2_srelu_3_0_split does not need backward computation. I0818 22:45:45.831260 5382 net.cpp:200] res1_2_srelu_3 does not need backward computation. I0818 22:45:45.831264 5382 net.cpp:200] res1_2_srelu_2 does not need backward computation. I0818 22:45:45.831269 5382 net.cpp:200] res1_2_srelu_1 does not need backward computation. I0818 22:45:45.831274 5382 net.cpp:200] res1_2_sum does not need backward computation. I0818 22:45:45.831279 5382 net.cpp:200] res1_2_2 does not need backward computation. I0818 22:45:45.831282 5382 net.cpp:200] res1_2_1_srelu_3 does not need backward computation. I0818 22:45:45.831287 5382 net.cpp:200] res1_2_1_srelu_2 does not need backward computation. I0818 22:45:45.831291 5382 net.cpp:200] res1_2_1_srelu_1 does not need backward computation. I0818 22:45:45.831295 5382 net.cpp:200] res1_2_1 does not need backward computation. I0818 22:45:45.831300 5382 net.cpp:200] res1_1_res1_1_srelu_3_0_split does not need backward computation. I0818 22:45:45.831305 5382 net.cpp:200] res1_1_srelu_3 does not need backward computation. I0818 22:45:45.831310 5382 net.cpp:200] res1_1_srelu_2 does not need backward computation. I0818 22:45:45.831313 5382 net.cpp:200] res1_1_srelu_1 does not need backward computation. I0818 22:45:45.831317 5382 net.cpp:200] res1_1_sum does not need backward computation. I0818 22:45:45.831322 5382 net.cpp:200] res1_1_2 does not need backward computation. I0818 22:45:45.831327 5382 net.cpp:200] res1_1_1_srelu_3 does not need backward computation. I0818 22:45:45.831331 5382 net.cpp:200] res1_1_1_srelu_2 does not need backward computation. I0818 22:45:45.831336 5382 net.cpp:200] res1_1_1_srelu_1 does not need backward computation. I0818 22:45:45.831341 5382 net.cpp:200] res1_1_1 does not need backward computation. I0818 22:45:45.831346 5382 net.cpp:200] pool1_pool1_0_split does not need backward computation. I0818 22:45:45.831349 5382 net.cpp:200] pool1 does not need backward computation. I0818 22:45:45.831357 5382 net.cpp:200] conv1_srelu1_3 does not need backward computation. I0818 22:45:45.831362 5382 net.cpp:200] conv1_srelu1_2 does not need backward computation. I0818 22:45:45.831367 5382 net.cpp:200] conv1_srelu1_1 does not need backward computation. I0818 22:45:45.831370 5382 net.cpp:200] conv1 does not need backward computation. I0818 22:45:45.831375 5382 net.cpp:200] sub_mean does not need backward computation. I0818 22:45:45.831382 5382 net.cpp:200] input does not need backward computation. I0818 22:45:45.831387 5382 net.cpp:242] This network produces output out I0818 22:45:45.831459 5382 net.cpp:255] Network initialization done. W0818 22:45:45.834780 5382 _caffe.cpp:139] DEPRECATION WARNING - deprecated use of Python interface W0818 22:45:45.834802 5382 _caffe.cpp:140] Use this instead (with the named "weights" parameter): W0818 22:45:45.834808 5382 _caffe.cpp:142] Net('TrailNet_SResNet-18.prototxt', 1, weights='TrailNet_SResNet-18.caffemodel') I0818 22:45:45.835753 5382 upgrade_proto.cpp:67] Attempting to upgrade input file specified using deprecated input fields: TrailNet_SResNet-18.prototxt I0818 22:45:45.835786 5382 upgrade_proto.cpp:70] Successfully upgraded file specified using deprecated input fields. W0818 22:45:45.835795 5382 upgrade_proto.cpp:72] Note that future Caffe releases will only support input layers and not input fields. I0818 22:45:45.836606 5382 net.cpp:51] Initializing net from parameters: state { phase: TEST level: 0 } layer { name: "input" type: "Input" top: "data" input_param { shape { dim: 1 dim: 3 dim: 180 dim: 320 } } } layer { name: "sub_mean" type: "Scale" bottom: "data" top: "sub_mean" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 0.00390625 } bias_term: true bias_filler { value: -0.5 } } } layer { name: "conv1" type: "Convolution" bottom: "sub_mean" top: "conv1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true kernel_size: 7 stride: 2 weight_filler { type: "xavier" } } } layer { name: "conv1_srelu1_1" type: "Scale" bottom: "conv1" top: "conv1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "conv1_srelu1_2" type: "ReLU" bottom: "conv1" top: "conv1" } layer { name: "conv1_srelu1_3" type: "Scale" bottom: "conv1" top: "conv1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "pool1" type: "Pooling" bottom: "conv1" top: "pool1" pooling_param { pool: MAX kernel_size: 3 stride: 2 } } layer { name: "res1_1_1" type: "Convolution" bottom: "pool1" top: "res1_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res1_1_1_srelu_1" type: "Scale" bottom: "res1_1_1" top: "res1_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res1_1_1_srelu_2" type: "ReLU" bottom: "res1_1_1" top: "res1_1_1" } layer { name: "res1_1_1_srelu_3" type: "Scale" bottom: "res1_1_1" top: "res1_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res1_1_2" type: "Convolution" bottom: "res1_1_1" top: "res1_1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res1_1_sum" type: "Eltwise" bottom: "pool1" bottom: "res1_1_2" top: "res1_1" eltwise_param { operation: SUM } } layer { name: "res1_1_srelu_1" type: "Scale" bottom: "res1_1" top: "res1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res1_1_srelu_2" type: "ReLU" bottom: "res1_1" top: "res1_1" } layer { name: "res1_1_srelu_3" type: "Scale" bottom: "res1_1" top: "res1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res1_2_1" type: "Convolution" bottom: "res1_1" top: "res1_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res1_2_1_srelu_1" type: "Scale" bottom: "res1_2_1" top: "res1_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res1_2_1_srelu_2" type: "ReLU" bottom: "res1_2_1" top: "res1_2_1" } layer { name: "res1_2_1_srelu_3" type: "Scale" bottom: "res1_2_1" top: "res1_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res1_2_2" type: "Convolution" bottom: "res1_2_1" top: "res1_2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 64 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res1_2_sum" type: "Eltwise" bottom: "res1_1" bottom: "res1_2_2" top: "res1_2" eltwise_param { operation: SUM } } layer { name: "res1_2_srelu_1" type: "Scale" bottom: "res1_2" top: "res1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res1_2_srelu_2" type: "ReLU" bottom: "res1_2" top: "res1_2" } layer { name: "res1_2_srelu_3" type: "Scale" bottom: "res1_2" top: "res1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res2_1_1" type: "Convolution" bottom: "res1_2" top: "res2_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res2_1_1_srelu_1" type: "Scale" bottom: "res2_1_1" top: "res2_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res2_1_1_srelu_2" type: "ReLU" bottom: "res2_1_1" top: "res2_1_1" } layer { name: "res2_1_1_srelu_3" type: "Scale" bottom: "res2_1_1" top: "res2_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res2_1_2" type: "Convolution" bottom: "res2_1_1" top: "res2_1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 1 kernel_size: 3 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res2_1_proj" type: "Convolution" bottom: "res1_2" top: "res2_1_proj" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 0 kernel_size: 1 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res2_1_sum" type: "Eltwise" bottom: "res2_1_proj" bottom: "res2_1_2" top: "res2_1" eltwise_param { operation: SUM } } layer { name: "res2_1_srelu_1" type: "Scale" bottom: "res2_1" top: "res2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res2_1_srelu_2" type: "ReLU" bottom: "res2_1" top: "res2_1" } layer { name: "res2_1_srelu_3" type: "Scale" bottom: "res2_1" top: "res2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res2_2_1" type: "Convolution" bottom: "res2_1" top: "res2_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res2_2_1_srelu_1" type: "Scale" bottom: "res2_2_1" top: "res2_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res2_2_1_srelu_2" type: "ReLU" bottom: "res2_2_1" top: "res2_2_1" } layer { name: "res2_2_1_srelu_3" type: "Scale" bottom: "res2_2_1" top: "res2_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res2_2_2" type: "Convolution" bottom: "res2_2_1" top: "res2_2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 128 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res2_2_sum" type: "Eltwise" bottom: "res2_1" bottom: "res2_2_2" top: "res2_2" eltwise_param { operation: SUM } } layer { name: "res2_2_srelu_1" type: "Scale" bottom: "res2_2" top: "res2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res2_2_srelu_2" type: "ReLU" bottom: "res2_2" top: "res2_2" } layer { name: "res2_2_srelu_3" type: "Scale" bottom: "res2_2" top: "res2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res3_1_1" type: "Convolution" bottom: "res2_2" top: "res3_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res3_1_1_srelu_1" type: "Scale" bottom: "res3_1_1" top: "res3_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res3_1_1_srelu_2" type: "ReLU" bottom: "res3_1_1" top: "res3_1_1" } layer { name: "res3_1_1_srelu_3" type: "Scale" bottom: "res3_1_1" top: "res3_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res3_1_2" type: "Convolution" bottom: "res3_1_1" top: "res3_1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 1 kernel_size: 3 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res3_1_proj" type: "Convolution" bottom: "res2_2" top: "res3_1_proj" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 0 kernel_size: 1 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res3_1_sum" type: "Eltwise" bottom: "res3_1_proj" bottom: "res3_1_2" top: "res3_1" eltwise_param { operation: SUM } } layer { name: "res3_1_srelu_1" type: "Scale" bottom: "res3_1" top: "res3_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res3_1_srelu_2" type: "ReLU" bottom: "res3_1" top: "res3_1" } layer { name: "res3_1_srelu_3" type: "Scale" bottom: "res3_1" top: "res3_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res3_2_1" type: "Convolution" bottom: "res3_1" top: "res3_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res3_2_1_srelu_1" type: "Scale" bottom: "res3_2_1" top: "res3_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res3_2_1_srelu_2" type: "ReLU" bottom: "res3_2_1" top: "res3_2_1" } layer { name: "res3_2_1_srelu_3" type: "Scale" bottom: "res3_2_1" top: "res3_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res3_2_2" type: "Convolution" bottom: "res3_2_1" top: "res3_2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 256 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res3_2_sum" type: "Eltwise" bottom: "res3_1" bottom: "res3_2_2" top: "res3_2" eltwise_param { operation: SUM } } layer { name: "res3_2_srelu_1" type: "Scale" bottom: "res3_2" top: "res3_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res3_2_srelu_2" type: "ReLU" bottom: "res3_2" top: "res3_2" } layer { name: "res3_2_srelu_3" type: "Scale" bottom: "res3_2" top: "res3_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res4_1_1" type: "Convolution" bottom: "res3_2" top: "res4_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res4_1_1_srelu_1" type: "Scale" bottom: "res4_1_1" top: "res4_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res4_1_1_srelu_2" type: "ReLU" bottom: "res4_1_1" top: "res4_1_1" } layer { name: "res4_1_1_srelu_3" type: "Scale" bottom: "res4_1_1" top: "res4_1_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res4_1_2" type: "Convolution" bottom: "res4_1_1" top: "res4_1_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 1 kernel_size: 3 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res4_1_proj" type: "Convolution" bottom: "res3_2" top: "res4_1_proj" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 0 kernel_size: 1 stride: 2 weight_filler { type: "xavier" } } } layer { name: "res4_1_sum" type: "Eltwise" bottom: "res4_1_proj" bottom: "res4_1_2" top: "res4_1" eltwise_param { operation: SUM } } layer { name: "res4_1_srelu_1" type: "Scale" bottom: "res4_1" top: "res4_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res4_1_srelu_2" type: "ReLU" bottom: "res4_1" top: "res4_1" } layer { name: "res4_1_srelu_3" type: "Scale" bottom: "res4_1" top: "res4_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res4_2_1" type: "Convolution" bottom: "res4_1" top: "res4_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res4_2_1_srelu_1" type: "Scale" bottom: "res4_2_1" top: "res4_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res4_2_1_srelu_2" type: "ReLU" bottom: "res4_2_1" top: "res4_2_1" } layer { name: "res4_2_1_srelu_3" type: "Scale" bottom: "res4_2_1" top: "res4_2_1" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "res4_2_2" type: "Convolution" bottom: "res4_2_1" top: "res4_2_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } convolution_param { num_output: 512 bias_term: true pad: 1 kernel_size: 3 stride: 1 weight_filler { type: "xavier" } } } layer { name: "res4_2_sum" type: "Eltwise" bottom: "res4_1" bottom: "res4_2_2" top: "res4_2" eltwise_param { operation: SUM } } layer { name: "res4_2_srelu_1" type: "Scale" bottom: "res4_2" top: "res4_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: 1 } } } layer { name: "res4_2_srelu_2" type: "ReLU" bottom: "res4_2" top: "res4_2" } layer { name: "res4_2_srelu_3" type: "Scale" bottom: "res4_2" top: "res4_2" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } scale_param { filler { value: 1 } bias_term: true bias_filler { value: -1 } } } layer { name: "pool_avg" type: "Pooling" bottom: "res4_2" top: "pool_avg" pooling_param { pool: AVE kernel_size: 3 stride: 1 } } layer { name: "fc3" type: "InnerProduct" bottom: "pool_avg" top: "fc3" param { lr_mult: 0 decay_mult: 0 } param { lr_mult: 0 decay_mult: 0 } inner_product_param { num_output: 3 weight_filler { type: "xavier" } bias_filler { type: "constant" value: 0 } } } layer { name: "softmax" type: "Softmax" bottom: "fc3" top: "softmax" } layer { name: "fc3_t" type: "InnerProduct" bottom: "pool_avg" top: "fc3_t" param { lr_mult: 1 decay_mult: 1 } param { lr_mult: 1 decay_mult: 0 } inner_product_param { num_output: 3 weight_filler { type: "xavier" } bias_filler { type: "constant" value: 0 } } } layer { name: "softmax_t" type: "Softmax" bottom: "fc3_t" top: "softmax_t" } layer { name: "concat" type: "Concat" bottom: "softmax" bottom: "softmax_t" top: "out" concat_param { axis: 1 } } I0818 22:45:45.837759 5382 layer_factory.hpp:77] Creating layer input I0818 22:45:45.837769 5382 net.cpp:84] Creating Layer input I0818 22:45:45.837775 5382 net.cpp:380] input -> data I0818 22:45:45.837785 5382 net.cpp:122] Setting up input I0818 22:45:45.837792 5382 net.cpp:129] Top shape: 1 3 180 320 (172800) I0818 22:45:45.837796 5382 net.cpp:137] Memory required for data: 691200 I0818 22:45:45.837800 5382 layer_factory.hpp:77] Creating layer sub_mean I0818 22:45:45.837807 5382 net.cpp:84] Creating Layer sub_mean I0818 22:45:45.837811 5382 net.cpp:406] sub_mean <- data I0818 22:45:45.837817 5382 net.cpp:380] sub_mean -> sub_mean I0818 22:45:45.837829 5382 layer_factory.hpp:77] Creating layer sub_mean I0818 22:45:45.837884 5382 net.cpp:122] Setting up sub_mean I0818 22:45:45.837891 5382 net.cpp:129] Top shape: 1 3 180 320 (172800) I0818 22:45:45.837895 5382 net.cpp:137] Memory required for data: 1382400 I0818 22:45:45.837905 5382 layer_factory.hpp:77] Creating layer conv1 I0818 22:45:45.837913 5382 net.cpp:84] Creating Layer conv1 I0818 22:45:45.837935 5382 net.cpp:406] conv1 <- sub_mean I0818 22:45:45.837970 5382 net.cpp:380] conv1 -> conv1 I0818 22:45:45.838047 5382 net.cpp:122] Setting up conv1 I0818 22:45:45.838055 5382 net.cpp:129] Top shape: 1 64 87 157 (874176) I0818 22:45:45.838059 5382 net.cpp:137] Memory required for data: 4879104 I0818 22:45:45.838068 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_1 I0818 22:45:45.838074 5382 net.cpp:84] Creating Layer conv1_srelu1_1 I0818 22:45:45.838079 5382 net.cpp:406] conv1_srelu1_1 <- conv1 I0818 22:45:45.838085 5382 net.cpp:367] conv1_srelu1_1 -> conv1 (in-place) I0818 22:45:45.838094 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_1 I0818 22:45:45.838119 5382 net.cpp:122] Setting up conv1_srelu1_1 I0818 22:45:45.838125 5382 net.cpp:129] Top shape: 1 64 87 157 (874176) I0818 22:45:45.838129 5382 net.cpp:137] Memory required for data: 8375808 I0818 22:45:45.838137 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_2 I0818 22:45:45.838145 5382 net.cpp:84] Creating Layer conv1_srelu1_2 I0818 22:45:45.838148 5382 net.cpp:406] conv1_srelu1_2 <- conv1 I0818 22:45:45.838153 5382 net.cpp:367] conv1_srelu1_2 -> conv1 (in-place) I0818 22:45:45.838160 5382 net.cpp:122] Setting up conv1_srelu1_2 I0818 22:45:45.838165 5382 net.cpp:129] Top shape: 1 64 87 157 (874176) I0818 22:45:45.838169 5382 net.cpp:137] Memory required for data: 11872512 I0818 22:45:45.838173 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_3 I0818 22:45:45.838914 5382 net.cpp:84] Creating Layer conv1_srelu1_3 I0818 22:45:45.838925 5382 net.cpp:406] conv1_srelu1_3 <- conv1 I0818 22:45:45.838958 5382 net.cpp:367] conv1_srelu1_3 -> conv1 (in-place) I0818 22:45:45.838973 5382 layer_factory.hpp:77] Creating layer conv1_srelu1_3 I0818 22:45:45.839026 5382 net.cpp:122] Setting up conv1_srelu1_3 I0818 22:45:45.839040 5382 net.cpp:129] Top shape: 1 64 87 157 (874176) I0818 22:45:45.839043 5382 net.cpp:137] Memory required for data: 15369216 I0818 22:45:45.839051 5382 layer_factory.hpp:77] Creating layer pool1 I0818 22:45:45.839061 5382 net.cpp:84] Creating Layer pool1 I0818 22:45:45.839066 5382 net.cpp:406] pool1 <- conv1 I0818 22:45:45.839071 5382 net.cpp:380] pool1 -> pool1 I0818 22:45:45.839082 5382 net.cpp:122] Setting up pool1 I0818 22:45:45.839089 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839097 5382 net.cpp:137] Memory required for data: 16227840 I0818 22:45:45.839100 5382 layer_factory.hpp:77] Creating layer pool1_pool1_0_split I0818 22:45:45.839107 5382 net.cpp:84] Creating Layer pool1_pool1_0_split I0818 22:45:45.839112 5382 net.cpp:406] pool1_pool1_0_split <- pool1 I0818 22:45:45.839118 5382 net.cpp:380] pool1_pool1_0_split -> pool1_pool1_0_split_0 I0818 22:45:45.839129 5382 net.cpp:380] pool1_pool1_0_split -> pool1_pool1_0_split_1 I0818 22:45:45.839138 5382 net.cpp:122] Setting up pool1_pool1_0_split I0818 22:45:45.839148 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839154 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839159 5382 net.cpp:137] Memory required for data: 17945088 I0818 22:45:45.839164 5382 layer_factory.hpp:77] Creating layer res1_1_1 I0818 22:45:45.839172 5382 net.cpp:84] Creating Layer res1_1_1 I0818 22:45:45.839179 5382 net.cpp:406] res1_1_1 <- pool1_pool1_0_split_0 I0818 22:45:45.839186 5382 net.cpp:380] res1_1_1 -> res1_1_1 I0818 22:45:45.839335 5382 net.cpp:122] Setting up res1_1_1 I0818 22:45:45.839345 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839350 5382 net.cpp:137] Memory required for data: 18803712 I0818 22:45:45.839359 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_1 I0818 22:45:45.839370 5382 net.cpp:84] Creating Layer res1_1_1_srelu_1 I0818 22:45:45.839375 5382 net.cpp:406] res1_1_1_srelu_1 <- res1_1_1 I0818 22:45:45.839383 5382 net.cpp:367] res1_1_1_srelu_1 -> res1_1_1 (in-place) I0818 22:45:45.839393 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_1 I0818 22:45:45.839411 5382 net.cpp:122] Setting up res1_1_1_srelu_1 I0818 22:45:45.839421 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839426 5382 net.cpp:137] Memory required for data: 19662336 I0818 22:45:45.839435 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_2 I0818 22:45:45.839442 5382 net.cpp:84] Creating Layer res1_1_1_srelu_2 I0818 22:45:45.839448 5382 net.cpp:406] res1_1_1_srelu_2 <- res1_1_1 I0818 22:45:45.839453 5382 net.cpp:367] res1_1_1_srelu_2 -> res1_1_1 (in-place) I0818 22:45:45.839459 5382 net.cpp:122] Setting up res1_1_1_srelu_2 I0818 22:45:45.839468 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839473 5382 net.cpp:137] Memory required for data: 20520960 I0818 22:45:45.839479 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_3 I0818 22:45:45.839486 5382 net.cpp:84] Creating Layer res1_1_1_srelu_3 I0818 22:45:45.839493 5382 net.cpp:406] res1_1_1_srelu_3 <- res1_1_1 I0818 22:45:45.839499 5382 net.cpp:367] res1_1_1_srelu_3 -> res1_1_1 (in-place) I0818 22:45:45.839511 5382 layer_factory.hpp:77] Creating layer res1_1_1_srelu_3 I0818 22:45:45.839529 5382 net.cpp:122] Setting up res1_1_1_srelu_3 I0818 22:45:45.839537 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839542 5382 net.cpp:137] Memory required for data: 21379584 I0818 22:45:45.839552 5382 layer_factory.hpp:77] Creating layer res1_1_2 I0818 22:45:45.839560 5382 net.cpp:84] Creating Layer res1_1_2 I0818 22:45:45.839566 5382 net.cpp:406] res1_1_2 <- res1_1_1 I0818 22:45:45.839573 5382 net.cpp:380] res1_1_2 -> res1_1_2 I0818 22:45:45.839725 5382 net.cpp:122] Setting up res1_1_2 I0818 22:45:45.839735 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839740 5382 net.cpp:137] Memory required for data: 22238208 I0818 22:45:45.839746 5382 layer_factory.hpp:77] Creating layer res1_1_sum I0818 22:45:45.839756 5382 net.cpp:84] Creating Layer res1_1_sum I0818 22:45:45.839761 5382 net.cpp:406] res1_1_sum <- pool1_pool1_0_split_1 I0818 22:45:45.839768 5382 net.cpp:406] res1_1_sum <- res1_1_2 I0818 22:45:45.839773 5382 net.cpp:380] res1_1_sum -> res1_1 I0818 22:45:45.839785 5382 net.cpp:122] Setting up res1_1_sum I0818 22:45:45.839794 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839798 5382 net.cpp:137] Memory required for data: 23096832 I0818 22:45:45.839802 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_1 I0818 22:45:45.839812 5382 net.cpp:84] Creating Layer res1_1_srelu_1 I0818 22:45:45.839815 5382 net.cpp:406] res1_1_srelu_1 <- res1_1 I0818 22:45:45.839824 5382 net.cpp:367] res1_1_srelu_1 -> res1_1 (in-place) I0818 22:45:45.839834 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_1 I0818 22:45:45.839851 5382 net.cpp:122] Setting up res1_1_srelu_1 I0818 22:45:45.839859 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839865 5382 net.cpp:137] Memory required for data: 23955456 I0818 22:45:45.839891 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_2 I0818 22:45:45.839931 5382 net.cpp:84] Creating Layer res1_1_srelu_2 I0818 22:45:45.839936 5382 net.cpp:406] res1_1_srelu_2 <- res1_1 I0818 22:45:45.839956 5382 net.cpp:367] res1_1_srelu_2 -> res1_1 (in-place) I0818 22:45:45.839962 5382 net.cpp:122] Setting up res1_1_srelu_2 I0818 22:45:45.839972 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.839975 5382 net.cpp:137] Memory required for data: 24814080 I0818 22:45:45.839982 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_3 I0818 22:45:45.839990 5382 net.cpp:84] Creating Layer res1_1_srelu_3 I0818 22:45:45.839998 5382 net.cpp:406] res1_1_srelu_3 <- res1_1 I0818 22:45:45.840004 5382 net.cpp:367] res1_1_srelu_3 -> res1_1 (in-place) I0818 22:45:45.840016 5382 layer_factory.hpp:77] Creating layer res1_1_srelu_3 I0818 22:45:45.840034 5382 net.cpp:122] Setting up res1_1_srelu_3 I0818 22:45:45.840044 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840051 5382 net.cpp:137] Memory required for data: 25672704 I0818 22:45:45.840059 5382 layer_factory.hpp:77] Creating layer res1_1_res1_1_srelu_3_0_split I0818 22:45:45.840067 5382 net.cpp:84] Creating Layer res1_1_res1_1_srelu_3_0_split I0818 22:45:45.840071 5382 net.cpp:406] res1_1_res1_1_srelu_3_0_split <- res1_1 I0818 22:45:45.840080 5382 net.cpp:380] res1_1_res1_1_srelu_3_0_split -> res1_1_res1_1_srelu_3_0_split_0 I0818 22:45:45.840088 5382 net.cpp:380] res1_1_res1_1_srelu_3_0_split -> res1_1_res1_1_srelu_3_0_split_1 I0818 22:45:45.840098 5382 net.cpp:122] Setting up res1_1_res1_1_srelu_3_0_split I0818 22:45:45.840106 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840114 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840117 5382 net.cpp:137] Memory required for data: 27389952 I0818 22:45:45.840122 5382 layer_factory.hpp:77] Creating layer res1_2_1 I0818 22:45:45.840129 5382 net.cpp:84] Creating Layer res1_2_1 I0818 22:45:45.840137 5382 net.cpp:406] res1_2_1 <- res1_1_res1_1_srelu_3_0_split_0 I0818 22:45:45.840143 5382 net.cpp:380] res1_2_1 -> res1_2_1 I0818 22:45:45.840296 5382 net.cpp:122] Setting up res1_2_1 I0818 22:45:45.840306 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840310 5382 net.cpp:137] Memory required for data: 28248576 I0818 22:45:45.840317 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_1 I0818 22:45:45.840323 5382 net.cpp:84] Creating Layer res1_2_1_srelu_1 I0818 22:45:45.840328 5382 net.cpp:406] res1_2_1_srelu_1 <- res1_2_1 I0818 22:45:45.840334 5382 net.cpp:367] res1_2_1_srelu_1 -> res1_2_1 (in-place) I0818 22:45:45.840343 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_1 I0818 22:45:45.840361 5382 net.cpp:122] Setting up res1_2_1_srelu_1 I0818 22:45:45.840370 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840374 5382 net.cpp:137] Memory required for data: 29107200 I0818 22:45:45.840384 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_2 I0818 22:45:45.840390 5382 net.cpp:84] Creating Layer res1_2_1_srelu_2 I0818 22:45:45.840397 5382 net.cpp:406] res1_2_1_srelu_2 <- res1_2_1 I0818 22:45:45.840404 5382 net.cpp:367] res1_2_1_srelu_2 -> res1_2_1 (in-place) I0818 22:45:45.840409 5382 net.cpp:122] Setting up res1_2_1_srelu_2 I0818 22:45:45.840417 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840421 5382 net.cpp:137] Memory required for data: 29965824 I0818 22:45:45.840425 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_3 I0818 22:45:45.840435 5382 net.cpp:84] Creating Layer res1_2_1_srelu_3 I0818 22:45:45.840438 5382 net.cpp:406] res1_2_1_srelu_3 <- res1_2_1 I0818 22:45:45.840449 5382 net.cpp:367] res1_2_1_srelu_3 -> res1_2_1 (in-place) I0818 22:45:45.840458 5382 layer_factory.hpp:77] Creating layer res1_2_1_srelu_3 I0818 22:45:45.840476 5382 net.cpp:122] Setting up res1_2_1_srelu_3 I0818 22:45:45.840485 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840489 5382 net.cpp:137] Memory required for data: 30824448 I0818 22:45:45.840499 5382 layer_factory.hpp:77] Creating layer res1_2_2 I0818 22:45:45.840507 5382 net.cpp:84] Creating Layer res1_2_2 I0818 22:45:45.840513 5382 net.cpp:406] res1_2_2 <- res1_2_1 I0818 22:45:45.840520 5382 net.cpp:380] res1_2_2 -> res1_2_2 I0818 22:45:45.840669 5382 net.cpp:122] Setting up res1_2_2 I0818 22:45:45.840679 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840683 5382 net.cpp:137] Memory required for data: 31683072 I0818 22:45:45.840692 5382 layer_factory.hpp:77] Creating layer res1_2_sum I0818 22:45:45.840696 5382 net.cpp:84] Creating Layer res1_2_sum I0818 22:45:45.840704 5382 net.cpp:406] res1_2_sum <- res1_1_res1_1_srelu_3_0_split_1 I0818 22:45:45.840709 5382 net.cpp:406] res1_2_sum <- res1_2_2 I0818 22:45:45.840715 5382 net.cpp:380] res1_2_sum -> res1_2 I0818 22:45:45.840725 5382 net.cpp:122] Setting up res1_2_sum I0818 22:45:45.840731 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840739 5382 net.cpp:137] Memory required for data: 32541696 I0818 22:45:45.840742 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_1 I0818 22:45:45.840749 5382 net.cpp:84] Creating Layer res1_2_srelu_1 I0818 22:45:45.840755 5382 net.cpp:406] res1_2_srelu_1 <- res1_2 I0818 22:45:45.840761 5382 net.cpp:367] res1_2_srelu_1 -> res1_2 (in-place) I0818 22:45:45.840773 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_1 I0818 22:45:45.840787 5382 net.cpp:122] Setting up res1_2_srelu_1 I0818 22:45:45.840797 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840803 5382 net.cpp:137] Memory required for data: 33400320 I0818 22:45:45.840811 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_2 I0818 22:45:45.840819 5382 net.cpp:84] Creating Layer res1_2_srelu_2 I0818 22:45:45.840823 5382 net.cpp:406] res1_2_srelu_2 <- res1_2 I0818 22:45:45.840828 5382 net.cpp:367] res1_2_srelu_2 -> res1_2 (in-place) I0818 22:45:45.840837 5382 net.cpp:122] Setting up res1_2_srelu_2 I0818 22:45:45.840843 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840862 5382 net.cpp:137] Memory required for data: 34258944 I0818 22:45:45.840905 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_3 I0818 22:45:45.840916 5382 net.cpp:84] Creating Layer res1_2_srelu_3 I0818 22:45:45.840934 5382 net.cpp:406] res1_2_srelu_3 <- res1_2 I0818 22:45:45.840943 5382 net.cpp:367] res1_2_srelu_3 -> res1_2 (in-place) I0818 22:45:45.840952 5382 layer_factory.hpp:77] Creating layer res1_2_srelu_3 I0818 22:45:45.840970 5382 net.cpp:122] Setting up res1_2_srelu_3 I0818 22:45:45.840981 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.840984 5382 net.cpp:137] Memory required for data: 35117568 I0818 22:45:45.840991 5382 layer_factory.hpp:77] Creating layer res1_2_res1_2_srelu_3_0_split I0818 22:45:45.841001 5382 net.cpp:84] Creating Layer res1_2_res1_2_srelu_3_0_split I0818 22:45:45.841004 5382 net.cpp:406] res1_2_res1_2_srelu_3_0_split <- res1_2 I0818 22:45:45.841011 5382 net.cpp:380] res1_2_res1_2_srelu_3_0_split -> res1_2_res1_2_srelu_3_0_split_0 I0818 22:45:45.841027 5382 net.cpp:380] res1_2_res1_2_srelu_3_0_split -> res1_2_res1_2_srelu_3_0_split_1 I0818 22:45:45.841061 5382 net.cpp:122] Setting up res1_2_res1_2_srelu_3_0_split I0818 22:45:45.841071 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.841080 5382 net.cpp:129] Top shape: 1 64 43 78 (214656) I0818 22:45:45.841084 5382 net.cpp:137] Memory required for data: 36834816 I0818 22:45:45.841089 5382 layer_factory.hpp:77] Creating layer res2_1_1 I0818 22:45:45.841099 5382 net.cpp:84] Creating Layer res2_1_1 I0818 22:45:45.841104 5382 net.cpp:406] res2_1_1 <- res1_2_res1_2_srelu_3_0_split_0 I0818 22:45:45.841114 5382 net.cpp:380] res2_1_1 -> res2_1_1 I0818 22:45:45.841398 5382 net.cpp:122] Setting up res2_1_1 I0818 22:45:45.841408 5382 net.cpp:129] Top shape: 1 128 43 78 (429312) I0818 22:45:45.841413 5382 net.cpp:137] Memory required for data: 38552064 I0818 22:45:45.841421 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_1 I0818 22:45:45.841431 5382 net.cpp:84] Creating Layer res2_1_1_srelu_1 I0818 22:45:45.841436 5382 net.cpp:406] res2_1_1_srelu_1 <- res2_1_1 I0818 22:45:45.841445 5382 net.cpp:367] res2_1_1_srelu_1 -> res2_1_1 (in-place) I0818 22:45:45.841454 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_1 I0818 22:45:45.841470 5382 net.cpp:122] Setting up res2_1_1_srelu_1 I0818 22:45:45.841476 5382 net.cpp:129] Top shape: 1 128 43 78 (429312) I0818 22:45:45.841480 5382 net.cpp:137] Memory required for data: 40269312 I0818 22:45:45.841487 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_2 I0818 22:45:45.841492 5382 net.cpp:84] Creating Layer res2_1_1_srelu_2 I0818 22:45:45.841496 5382 net.cpp:406] res2_1_1_srelu_2 <- res2_1_1 I0818 22:45:45.841502 5382 net.cpp:367] res2_1_1_srelu_2 -> res2_1_1 (in-place) I0818 22:45:45.841508 5382 net.cpp:122] Setting up res2_1_1_srelu_2 I0818 22:45:45.841514 5382 net.cpp:129] Top shape: 1 128 43 78 (429312) I0818 22:45:45.841518 5382 net.cpp:137] Memory required for data: 41986560 I0818 22:45:45.841522 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_3 I0818 22:45:45.841528 5382 net.cpp:84] Creating Layer res2_1_1_srelu_3 I0818 22:45:45.841532 5382 net.cpp:406] res2_1_1_srelu_3 <- res2_1_1 I0818 22:45:45.841538 5382 net.cpp:367] res2_1_1_srelu_3 -> res2_1_1 (in-place) I0818 22:45:45.841547 5382 layer_factory.hpp:77] Creating layer res2_1_1_srelu_3 I0818 22:45:45.841562 5382 net.cpp:122] Setting up res2_1_1_srelu_3 I0818 22:45:45.841567 5382 net.cpp:129] Top shape: 1 128 43 78 (429312) I0818 22:45:45.841572 5382 net.cpp:137] Memory required for data: 43703808 I0818 22:45:45.841578 5382 layer_factory.hpp:77] Creating layer res2_1_2 I0818 22:45:45.841588 5382 net.cpp:84] Creating Layer res2_1_2 I0818 22:45:45.841593 5382 net.cpp:406] res2_1_2 <- res2_1_1 I0818 22:45:45.841599 5382 net.cpp:380] res2_1_2 -> res2_1_2 I0818 22:45:45.842363 5382 net.cpp:122] Setting up res2_1_2 I0818 22:45:45.842373 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.842377 5382 net.cpp:137] Memory required for data: 44143104 I0818 22:45:45.842386 5382 layer_factory.hpp:77] Creating layer res2_1_proj I0818 22:45:45.842393 5382 net.cpp:84] Creating Layer res2_1_proj I0818 22:45:45.842398 5382 net.cpp:406] res2_1_proj <- res1_2_res1_2_srelu_3_0_split_1 I0818 22:45:45.842404 5382 net.cpp:380] res2_1_proj -> res2_1_proj I0818 22:45:45.842451 5382 net.cpp:122] Setting up res2_1_proj I0818 22:45:45.842458 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.842463 5382 net.cpp:137] Memory required for data: 44582400 I0818 22:45:45.842469 5382 layer_factory.hpp:77] Creating layer res2_1_sum I0818 22:45:45.842474 5382 net.cpp:84] Creating Layer res2_1_sum I0818 22:45:45.842479 5382 net.cpp:406] res2_1_sum <- res2_1_proj I0818 22:45:45.842483 5382 net.cpp:406] res2_1_sum <- res2_1_2 I0818 22:45:45.842489 5382 net.cpp:380] res2_1_sum -> res2_1 I0818 22:45:45.842496 5382 net.cpp:122] Setting up res2_1_sum I0818 22:45:45.842502 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.842506 5382 net.cpp:137] Memory required for data: 45021696 I0818 22:45:45.842510 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_1 I0818 22:45:45.842516 5382 net.cpp:84] Creating Layer res2_1_srelu_1 I0818 22:45:45.842520 5382 net.cpp:406] res2_1_srelu_1 <- res2_1 I0818 22:45:45.842526 5382 net.cpp:367] res2_1_srelu_1 -> res2_1 (in-place) I0818 22:45:45.842535 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_1 I0818 22:45:45.842550 5382 net.cpp:122] Setting up res2_1_srelu_1 I0818 22:45:45.842555 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.842559 5382 net.cpp:137] Memory required for data: 45460992 I0818 22:45:45.842566 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_2 I0818 22:45:45.842571 5382 net.cpp:84] Creating Layer res2_1_srelu_2 I0818 22:45:45.842576 5382 net.cpp:406] res2_1_srelu_2 <- res2_1 I0818 22:45:45.842581 5382 net.cpp:367] res2_1_srelu_2 -> res2_1 (in-place) I0818 22:45:45.842586 5382 net.cpp:122] Setting up res2_1_srelu_2 I0818 22:45:45.842592 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.842597 5382 net.cpp:137] Memory required for data: 45900288 I0818 22:45:45.842600 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_3 I0818 22:45:45.842607 5382 net.cpp:84] Creating Layer res2_1_srelu_3 I0818 22:45:45.842610 5382 net.cpp:406] res2_1_srelu_3 <- res2_1 I0818 22:45:45.842617 5382 net.cpp:367] res2_1_srelu_3 -> res2_1 (in-place) I0818 22:45:45.842624 5382 layer_factory.hpp:77] Creating layer res2_1_srelu_3 I0818 22:45:45.842636 5382 net.cpp:122] Setting up res2_1_srelu_3 I0818 22:45:45.842643 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.842646 5382 net.cpp:137] Memory required for data: 46339584 I0818 22:45:45.842653 5382 layer_factory.hpp:77] Creating layer res2_1_res2_1_srelu_3_0_split I0818 22:45:45.842658 5382 net.cpp:84] Creating Layer res2_1_res2_1_srelu_3_0_split I0818 22:45:45.842664 5382 net.cpp:406] res2_1_res2_1_srelu_3_0_split <- res2_1 I0818 22:45:45.842669 5382 net.cpp:380] res2_1_res2_1_srelu_3_0_split -> res2_1_res2_1_srelu_3_0_split_0 I0818 22:45:45.842676 5382 net.cpp:380] res2_1_res2_1_srelu_3_0_split -> res2_1_res2_1_srelu_3_0_split_1 I0818 22:45:45.842684 5382 net.cpp:122] Setting up res2_1_res2_1_srelu_3_0_split I0818 22:45:45.842689 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.842695 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.842700 5382 net.cpp:137] Memory required for data: 47218176 I0818 22:45:45.842703 5382 layer_factory.hpp:77] Creating layer res2_2_1 I0818 22:45:45.842710 5382 net.cpp:84] Creating Layer res2_2_1 I0818 22:45:45.842715 5382 net.cpp:406] res2_2_1 <- res2_1_res2_1_srelu_3_0_split_0 I0818 22:45:45.842721 5382 net.cpp:380] res2_2_1 -> res2_2_1 I0818 22:45:45.843575 5382 net.cpp:122] Setting up res2_2_1 I0818 22:45:45.843598 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.843602 5382 net.cpp:137] Memory required for data: 47657472 I0818 22:45:45.843626 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_1 I0818 22:45:45.843633 5382 net.cpp:84] Creating Layer res2_2_1_srelu_1 I0818 22:45:45.843637 5382 net.cpp:406] res2_2_1_srelu_1 <- res2_2_1 I0818 22:45:45.843644 5382 net.cpp:367] res2_2_1_srelu_1 -> res2_2_1 (in-place) I0818 22:45:45.843654 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_1 I0818 22:45:45.843670 5382 net.cpp:122] Setting up res2_2_1_srelu_1 I0818 22:45:45.843677 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.843681 5382 net.cpp:137] Memory required for data: 48096768 I0818 22:45:45.843688 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_2 I0818 22:45:45.843694 5382 net.cpp:84] Creating Layer res2_2_1_srelu_2 I0818 22:45:45.843698 5382 net.cpp:406] res2_2_1_srelu_2 <- res2_2_1 I0818 22:45:45.843703 5382 net.cpp:367] res2_2_1_srelu_2 -> res2_2_1 (in-place) I0818 22:45:45.843710 5382 net.cpp:122] Setting up res2_2_1_srelu_2 I0818 22:45:45.843716 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.843720 5382 net.cpp:137] Memory required for data: 48536064 I0818 22:45:45.843724 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_3 I0818 22:45:45.843730 5382 net.cpp:84] Creating Layer res2_2_1_srelu_3 I0818 22:45:45.843734 5382 net.cpp:406] res2_2_1_srelu_3 <- res2_2_1 I0818 22:45:45.843740 5382 net.cpp:367] res2_2_1_srelu_3 -> res2_2_1 (in-place) I0818 22:45:45.843750 5382 layer_factory.hpp:77] Creating layer res2_2_1_srelu_3 I0818 22:45:45.843762 5382 net.cpp:122] Setting up res2_2_1_srelu_3 I0818 22:45:45.843768 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.843772 5382 net.cpp:137] Memory required for data: 48975360 I0818 22:45:45.843828 5382 layer_factory.hpp:77] Creating layer res2_2_2 I0818 22:45:45.843840 5382 net.cpp:84] Creating Layer res2_2_2 I0818 22:45:45.843847 5382 net.cpp:406] res2_2_2 <- res2_2_1 I0818 22:45:45.843852 5382 net.cpp:380] res2_2_2 -> res2_2_2 I0818 22:45:45.844410 5382 net.cpp:122] Setting up res2_2_2 I0818 22:45:45.844417 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.844421 5382 net.cpp:137] Memory required for data: 49414656 I0818 22:45:45.844429 5382 layer_factory.hpp:77] Creating layer res2_2_sum I0818 22:45:45.844434 5382 net.cpp:84] Creating Layer res2_2_sum I0818 22:45:45.844439 5382 net.cpp:406] res2_2_sum <- res2_1_res2_1_srelu_3_0_split_1 I0818 22:45:45.844444 5382 net.cpp:406] res2_2_sum <- res2_2_2 I0818 22:45:45.844449 5382 net.cpp:380] res2_2_sum -> res2_2 I0818 22:45:45.844456 5382 net.cpp:122] Setting up res2_2_sum I0818 22:45:45.844462 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.844466 5382 net.cpp:137] Memory required for data: 49853952 I0818 22:45:45.844470 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_1 I0818 22:45:45.844477 5382 net.cpp:84] Creating Layer res2_2_srelu_1 I0818 22:45:45.844481 5382 net.cpp:406] res2_2_srelu_1 <- res2_2 I0818 22:45:45.844486 5382 net.cpp:367] res2_2_srelu_1 -> res2_2 (in-place) I0818 22:45:45.844496 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_1 I0818 22:45:45.844508 5382 net.cpp:122] Setting up res2_2_srelu_1 I0818 22:45:45.844516 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.844519 5382 net.cpp:137] Memory required for data: 50293248 I0818 22:45:45.844527 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_2 I0818 22:45:45.844532 5382 net.cpp:84] Creating Layer res2_2_srelu_2 I0818 22:45:45.844535 5382 net.cpp:406] res2_2_srelu_2 <- res2_2 I0818 22:45:45.844540 5382 net.cpp:367] res2_2_srelu_2 -> res2_2 (in-place) I0818 22:45:45.844547 5382 net.cpp:122] Setting up res2_2_srelu_2 I0818 22:45:45.844552 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.844557 5382 net.cpp:137] Memory required for data: 50732544 I0818 22:45:45.844559 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_3 I0818 22:45:45.844565 5382 net.cpp:84] Creating Layer res2_2_srelu_3 I0818 22:45:45.844569 5382 net.cpp:406] res2_2_srelu_3 <- res2_2 I0818 22:45:45.844575 5382 net.cpp:367] res2_2_srelu_3 -> res2_2 (in-place) I0818 22:45:45.844584 5382 layer_factory.hpp:77] Creating layer res2_2_srelu_3 I0818 22:45:45.844595 5382 net.cpp:122] Setting up res2_2_srelu_3 I0818 22:45:45.844602 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.844606 5382 net.cpp:137] Memory required for data: 51171840 I0818 22:45:45.844614 5382 layer_factory.hpp:77] Creating layer res2_2_res2_2_srelu_3_0_split I0818 22:45:45.844619 5382 net.cpp:84] Creating Layer res2_2_res2_2_srelu_3_0_split I0818 22:45:45.844622 5382 net.cpp:406] res2_2_res2_2_srelu_3_0_split <- res2_2 I0818 22:45:45.844628 5382 net.cpp:380] res2_2_res2_2_srelu_3_0_split -> res2_2_res2_2_srelu_3_0_split_0 I0818 22:45:45.844635 5382 net.cpp:380] res2_2_res2_2_srelu_3_0_split -> res2_2_res2_2_srelu_3_0_split_1 I0818 22:45:45.844642 5382 net.cpp:122] Setting up res2_2_res2_2_srelu_3_0_split I0818 22:45:45.844648 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.844655 5382 net.cpp:129] Top shape: 1 128 22 39 (109824) I0818 22:45:45.844658 5382 net.cpp:137] Memory required for data: 52050432 I0818 22:45:45.844662 5382 layer_factory.hpp:77] Creating layer res3_1_1 I0818 22:45:45.844669 5382 net.cpp:84] Creating Layer res3_1_1 I0818 22:45:45.844673 5382 net.cpp:406] res3_1_1 <- res2_2_res2_2_srelu_3_0_split_0 I0818 22:45:45.844681 5382 net.cpp:380] res3_1_1 -> res3_1_1 I0818 22:45:45.845860 5382 net.cpp:122] Setting up res3_1_1 I0818 22:45:45.845873 5382 net.cpp:129] Top shape: 1 256 22 39 (219648) I0818 22:45:45.845877 5382 net.cpp:137] Memory required for data: 52929024 I0818 22:45:45.845885 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_1 I0818 22:45:45.845896 5382 net.cpp:84] Creating Layer res3_1_1_srelu_1 I0818 22:45:45.845901 5382 net.cpp:406] res3_1_1_srelu_1 <- res3_1_1 I0818 22:45:45.845906 5382 net.cpp:367] res3_1_1_srelu_1 -> res3_1_1 (in-place) I0818 22:45:45.845919 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_1 I0818 22:45:45.845937 5382 net.cpp:122] Setting up res3_1_1_srelu_1 I0818 22:45:45.845945 5382 net.cpp:129] Top shape: 1 256 22 39 (219648) I0818 22:45:45.845949 5382 net.cpp:137] Memory required for data: 53807616 I0818 22:45:45.845957 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_2 I0818 22:45:45.845971 5382 net.cpp:84] Creating Layer res3_1_1_srelu_2 I0818 22:45:45.845978 5382 net.cpp:406] res3_1_1_srelu_2 <- res3_1_1 I0818 22:45:45.845984 5382 net.cpp:367] res3_1_1_srelu_2 -> res3_1_1 (in-place) I0818 22:45:45.845993 5382 net.cpp:122] Setting up res3_1_1_srelu_2 I0818 22:45:45.845999 5382 net.cpp:129] Top shape: 1 256 22 39 (219648) I0818 22:45:45.846006 5382 net.cpp:137] Memory required for data: 54686208 I0818 22:45:45.846010 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_3 I0818 22:45:45.846016 5382 net.cpp:84] Creating Layer res3_1_1_srelu_3 I0818 22:45:45.846021 5382 net.cpp:406] res3_1_1_srelu_3 <- res3_1_1 I0818 22:45:45.846029 5382 net.cpp:367] res3_1_1_srelu_3 -> res3_1_1 (in-place) I0818 22:45:45.846040 5382 layer_factory.hpp:77] Creating layer res3_1_1_srelu_3 I0818 22:45:45.846055 5382 net.cpp:122] Setting up res3_1_1_srelu_3 I0818 22:45:45.846065 5382 net.cpp:129] Top shape: 1 256 22 39 (219648) I0818 22:45:45.846068 5382 net.cpp:137] Memory required for data: 55564800 I0818 22:45:45.846078 5382 layer_factory.hpp:77] Creating layer res3_1_2 I0818 22:45:45.846086 5382 net.cpp:84] Creating Layer res3_1_2 I0818 22:45:45.846093 5382 net.cpp:406] res3_1_2 <- res3_1_1 I0818 22:45:45.846099 5382 net.cpp:380] res3_1_2 -> res3_1_2 I0818 22:45:45.848994 5382 net.cpp:122] Setting up res3_1_2 I0818 22:45:45.849010 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.849014 5382 net.cpp:137] Memory required for data: 55790080 I0818 22:45:45.849027 5382 layer_factory.hpp:77] Creating layer res3_1_proj I0818 22:45:45.849040 5382 net.cpp:84] Creating Layer res3_1_proj I0818 22:45:45.849045 5382 net.cpp:406] res3_1_proj <- res2_2_res2_2_srelu_3_0_split_1 I0818 22:45:45.849051 5382 net.cpp:380] res3_1_proj -> res3_1_proj I0818 22:45:45.849251 5382 net.cpp:122] Setting up res3_1_proj I0818 22:45:45.849263 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.849267 5382 net.cpp:137] Memory required for data: 56015360 I0818 22:45:45.849277 5382 layer_factory.hpp:77] Creating layer res3_1_sum I0818 22:45:45.849283 5382 net.cpp:84] Creating Layer res3_1_sum I0818 22:45:45.849290 5382 net.cpp:406] res3_1_sum <- res3_1_proj I0818 22:45:45.849297 5382 net.cpp:406] res3_1_sum <- res3_1_2 I0818 22:45:45.849304 5382 net.cpp:380] res3_1_sum -> res3_1 I0818 22:45:45.849313 5382 net.cpp:122] Setting up res3_1_sum I0818 22:45:45.849321 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.849325 5382 net.cpp:137] Memory required for data: 56240640 I0818 22:45:45.849331 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_1 I0818 22:45:45.849339 5382 net.cpp:84] Creating Layer res3_1_srelu_1 I0818 22:45:45.849345 5382 net.cpp:406] res3_1_srelu_1 <- res3_1 I0818 22:45:45.849351 5382 net.cpp:367] res3_1_srelu_1 -> res3_1 (in-place) I0818 22:45:45.849364 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_1 I0818 22:45:45.849380 5382 net.cpp:122] Setting up res3_1_srelu_1 I0818 22:45:45.849390 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.849395 5382 net.cpp:137] Memory required for data: 56465920 I0818 22:45:45.849403 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_2 I0818 22:45:45.849409 5382 net.cpp:84] Creating Layer res3_1_srelu_2 I0818 22:45:45.849416 5382 net.cpp:406] res3_1_srelu_2 <- res3_1 I0818 22:45:45.849421 5382 net.cpp:367] res3_1_srelu_2 -> res3_1 (in-place) I0818 22:45:45.849429 5382 net.cpp:122] Setting up res3_1_srelu_2 I0818 22:45:45.849436 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.849442 5382 net.cpp:137] Memory required for data: 56691200 I0818 22:45:45.849447 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_3 I0818 22:45:45.849452 5382 net.cpp:84] Creating Layer res3_1_srelu_3 I0818 22:45:45.849459 5382 net.cpp:406] res3_1_srelu_3 <- res3_1 I0818 22:45:45.849465 5382 net.cpp:367] res3_1_srelu_3 -> res3_1 (in-place) I0818 22:45:45.849478 5382 layer_factory.hpp:77] Creating layer res3_1_srelu_3 I0818 22:45:45.849493 5382 net.cpp:122] Setting up res3_1_srelu_3 I0818 22:45:45.849501 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.849505 5382 net.cpp:137] Memory required for data: 56916480 I0818 22:45:45.849515 5382 layer_factory.hpp:77] Creating layer res3_1_res3_1_srelu_3_0_split I0818 22:45:45.849521 5382 net.cpp:84] Creating Layer res3_1_res3_1_srelu_3_0_split I0818 22:45:45.849529 5382 net.cpp:406] res3_1_res3_1_srelu_3_0_split <- res3_1 I0818 22:45:45.849534 5382 net.cpp:380] res3_1_res3_1_srelu_3_0_split -> res3_1_res3_1_srelu_3_0_split_0 I0818 22:45:45.849545 5382 net.cpp:380] res3_1_res3_1_srelu_3_0_split -> res3_1_res3_1_srelu_3_0_split_1 I0818 22:45:45.849555 5382 net.cpp:122] Setting up res3_1_res3_1_srelu_3_0_split I0818 22:45:45.849565 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.849570 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.849577 5382 net.cpp:137] Memory required for data: 57367040 I0818 22:45:45.849581 5382 layer_factory.hpp:77] Creating layer res3_2_1 I0818 22:45:45.849589 5382 net.cpp:84] Creating Layer res3_2_1 I0818 22:45:45.849596 5382 net.cpp:406] res3_2_1 <- res3_1_res3_1_srelu_3_0_split_0 I0818 22:45:45.849603 5382 net.cpp:380] res3_2_1 -> res3_2_1 I0818 22:45:45.852309 5382 net.cpp:122] Setting up res3_2_1 I0818 22:45:45.852324 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.852329 5382 net.cpp:137] Memory required for data: 57592320 I0818 22:45:45.852339 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_1 I0818 22:45:45.852346 5382 net.cpp:84] Creating Layer res3_2_1_srelu_1 I0818 22:45:45.852355 5382 net.cpp:406] res3_2_1_srelu_1 <- res3_2_1 I0818 22:45:45.852360 5382 net.cpp:367] res3_2_1_srelu_1 -> res3_2_1 (in-place) I0818 22:45:45.852375 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_1 I0818 22:45:45.852389 5382 net.cpp:122] Setting up res3_2_1_srelu_1 I0818 22:45:45.852399 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.852403 5382 net.cpp:137] Memory required for data: 57817600 I0818 22:45:45.852413 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_2 I0818 22:45:45.852418 5382 net.cpp:84] Creating Layer res3_2_1_srelu_2 I0818 22:45:45.852425 5382 net.cpp:406] res3_2_1_srelu_2 <- res3_2_1 I0818 22:45:45.852432 5382 net.cpp:367] res3_2_1_srelu_2 -> res3_2_1 (in-place) I0818 22:45:45.852440 5382 net.cpp:122] Setting up res3_2_1_srelu_2 I0818 22:45:45.852447 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.852452 5382 net.cpp:137] Memory required for data: 58042880 I0818 22:45:45.852457 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_3 I0818 22:45:45.852465 5382 net.cpp:84] Creating Layer res3_2_1_srelu_3 I0818 22:45:45.852470 5382 net.cpp:406] res3_2_1_srelu_3 <- res3_2_1 I0818 22:45:45.852478 5382 net.cpp:367] res3_2_1_srelu_3 -> res3_2_1 (in-place) I0818 22:45:45.852488 5382 layer_factory.hpp:77] Creating layer res3_2_1_srelu_3 I0818 22:45:45.852502 5382 net.cpp:122] Setting up res3_2_1_srelu_3 I0818 22:45:45.852512 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.852516 5382 net.cpp:137] Memory required for data: 58268160 I0818 22:45:45.852525 5382 layer_factory.hpp:77] Creating layer res3_2_2 I0818 22:45:45.852541 5382 net.cpp:84] Creating Layer res3_2_2 I0818 22:45:45.852548 5382 net.cpp:406] res3_2_2 <- res3_2_1 I0818 22:45:45.852555 5382 net.cpp:380] res3_2_2 -> res3_2_2 I0818 22:45:45.855412 5382 net.cpp:122] Setting up res3_2_2 I0818 22:45:45.855430 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.855434 5382 net.cpp:137] Memory required for data: 58493440 I0818 22:45:45.855443 5382 layer_factory.hpp:77] Creating layer res3_2_sum I0818 22:45:45.855453 5382 net.cpp:84] Creating Layer res3_2_sum I0818 22:45:45.855459 5382 net.cpp:406] res3_2_sum <- res3_1_res3_1_srelu_3_0_split_1 I0818 22:45:45.855464 5382 net.cpp:406] res3_2_sum <- res3_2_2 I0818 22:45:45.855473 5382 net.cpp:380] res3_2_sum -> res3_2 I0818 22:45:45.855484 5382 net.cpp:122] Setting up res3_2_sum I0818 22:45:45.855490 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.855509 5382 net.cpp:137] Memory required for data: 58718720 I0818 22:45:45.855513 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_1 I0818 22:45:45.855543 5382 net.cpp:84] Creating Layer res3_2_srelu_1 I0818 22:45:45.855548 5382 net.cpp:406] res3_2_srelu_1 <- res3_2 I0818 22:45:45.855557 5382 net.cpp:367] res3_2_srelu_1 -> res3_2 (in-place) I0818 22:45:45.855568 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_1 I0818 22:45:45.855598 5382 net.cpp:122] Setting up res3_2_srelu_1 I0818 22:45:45.855608 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.855612 5382 net.cpp:137] Memory required for data: 58944000 I0818 22:45:45.855623 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_2 I0818 22:45:45.855628 5382 net.cpp:84] Creating Layer res3_2_srelu_2 I0818 22:45:45.855635 5382 net.cpp:406] res3_2_srelu_2 <- res3_2 I0818 22:45:45.855640 5382 net.cpp:367] res3_2_srelu_2 -> res3_2 (in-place) I0818 22:45:45.855646 5382 net.cpp:122] Setting up res3_2_srelu_2 I0818 22:45:45.855654 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.855659 5382 net.cpp:137] Memory required for data: 59169280 I0818 22:45:45.855662 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_3 I0818 22:45:45.855671 5382 net.cpp:84] Creating Layer res3_2_srelu_3 I0818 22:45:45.855675 5382 net.cpp:406] res3_2_srelu_3 <- res3_2 I0818 22:45:45.855684 5382 net.cpp:367] res3_2_srelu_3 -> res3_2 (in-place) I0818 22:45:45.855693 5382 layer_factory.hpp:77] Creating layer res3_2_srelu_3 I0818 22:45:45.855708 5382 net.cpp:122] Setting up res3_2_srelu_3 I0818 22:45:45.855717 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.855721 5382 net.cpp:137] Memory required for data: 59394560 I0818 22:45:45.855728 5382 layer_factory.hpp:77] Creating layer res3_2_res3_2_srelu_3_0_split I0818 22:45:45.855737 5382 net.cpp:84] Creating Layer res3_2_res3_2_srelu_3_0_split I0818 22:45:45.855742 5382 net.cpp:406] res3_2_res3_2_srelu_3_0_split <- res3_2 I0818 22:45:45.855751 5382 net.cpp:380] res3_2_res3_2_srelu_3_0_split -> res3_2_res3_2_srelu_3_0_split_0 I0818 22:45:45.855758 5382 net.cpp:380] res3_2_res3_2_srelu_3_0_split -> res3_2_res3_2_srelu_3_0_split_1 I0818 22:45:45.855768 5382 net.cpp:122] Setting up res3_2_res3_2_srelu_3_0_split I0818 22:45:45.855775 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.855783 5382 net.cpp:129] Top shape: 1 256 11 20 (56320) I0818 22:45:45.855787 5382 net.cpp:137] Memory required for data: 59845120 I0818 22:45:45.855794 5382 layer_factory.hpp:77] Creating layer res4_1_1 I0818 22:45:45.855803 5382 net.cpp:84] Creating Layer res4_1_1 I0818 22:45:45.855809 5382 net.cpp:406] res4_1_1 <- res3_2_res3_2_srelu_3_0_split_0 I0818 22:45:45.855816 5382 net.cpp:380] res4_1_1 -> res4_1_1 I0818 22:45:45.862243 5382 net.cpp:122] Setting up res4_1_1 I0818 22:45:45.862272 5382 net.cpp:129] Top shape: 1 512 11 20 (112640) I0818 22:45:45.862275 5382 net.cpp:137] Memory required for data: 60295680 I0818 22:45:45.862285 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_1 I0818 22:45:45.862295 5382 net.cpp:84] Creating Layer res4_1_1_srelu_1 I0818 22:45:45.862304 5382 net.cpp:406] res4_1_1_srelu_1 <- res4_1_1 I0818 22:45:45.862313 5382 net.cpp:367] res4_1_1_srelu_1 -> res4_1_1 (in-place) I0818 22:45:45.862326 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_1 I0818 22:45:45.862388 5382 net.cpp:122] Setting up res4_1_1_srelu_1 I0818 22:45:45.862401 5382 net.cpp:129] Top shape: 1 512 11 20 (112640) I0818 22:45:45.862406 5382 net.cpp:137] Memory required for data: 60746240 I0818 22:45:45.862427 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_2 I0818 22:45:45.862437 5382 net.cpp:84] Creating Layer res4_1_1_srelu_2 I0818 22:45:45.862442 5382 net.cpp:406] res4_1_1_srelu_2 <- res4_1_1 I0818 22:45:45.862447 5382 net.cpp:367] res4_1_1_srelu_2 -> res4_1_1 (in-place) I0818 22:45:45.862457 5382 net.cpp:122] Setting up res4_1_1_srelu_2 I0818 22:45:45.862463 5382 net.cpp:129] Top shape: 1 512 11 20 (112640) I0818 22:45:45.862468 5382 net.cpp:137] Memory required for data: 61196800 I0818 22:45:45.862471 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_3 I0818 22:45:45.862478 5382 net.cpp:84] Creating Layer res4_1_1_srelu_3 I0818 22:45:45.862485 5382 net.cpp:406] res4_1_1_srelu_3 <- res4_1_1 I0818 22:45:45.862491 5382 net.cpp:367] res4_1_1_srelu_3 -> res4_1_1 (in-place) I0818 22:45:45.862501 5382 layer_factory.hpp:77] Creating layer res4_1_1_srelu_3 I0818 22:45:45.862514 5382 net.cpp:122] Setting up res4_1_1_srelu_3 I0818 22:45:45.862519 5382 net.cpp:129] Top shape: 1 512 11 20 (112640) I0818 22:45:45.862524 5382 net.cpp:137] Memory required for data: 61647360 I0818 22:45:45.862530 5382 layer_factory.hpp:77] Creating layer res4_1_2 I0818 22:45:45.862540 5382 net.cpp:84] Creating Layer res4_1_2 I0818 22:45:45.862543 5382 net.cpp:406] res4_1_2 <- res4_1_1 I0818 22:45:45.862550 5382 net.cpp:380] res4_1_2 -> res4_1_2 I0818 22:45:45.877138 5382 net.cpp:122] Setting up res4_1_2 I0818 22:45:45.877161 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.877166 5382 net.cpp:137] Memory required for data: 61770240 I0818 22:45:45.877177 5382 layer_factory.hpp:77] Creating layer res4_1_proj I0818 22:45:45.877187 5382 net.cpp:84] Creating Layer res4_1_proj I0818 22:45:45.877193 5382 net.cpp:406] res4_1_proj <- res3_2_res3_2_srelu_3_0_split_1 I0818 22:45:45.877200 5382 net.cpp:380] res4_1_proj -> res4_1_proj I0818 22:45:45.877697 5382 net.cpp:122] Setting up res4_1_proj I0818 22:45:45.877708 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.877713 5382 net.cpp:137] Memory required for data: 61893120 I0818 22:45:45.877720 5382 layer_factory.hpp:77] Creating layer res4_1_sum I0818 22:45:45.877727 5382 net.cpp:84] Creating Layer res4_1_sum I0818 22:45:45.877732 5382 net.cpp:406] res4_1_sum <- res4_1_proj I0818 22:45:45.877737 5382 net.cpp:406] res4_1_sum <- res4_1_2 I0818 22:45:45.877741 5382 net.cpp:380] res4_1_sum -> res4_1 I0818 22:45:45.877750 5382 net.cpp:122] Setting up res4_1_sum I0818 22:45:45.877756 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.877763 5382 net.cpp:137] Memory required for data: 62016000 I0818 22:45:45.877768 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_1 I0818 22:45:45.877774 5382 net.cpp:84] Creating Layer res4_1_srelu_1 I0818 22:45:45.877781 5382 net.cpp:406] res4_1_srelu_1 <- res4_1 I0818 22:45:45.877789 5382 net.cpp:367] res4_1_srelu_1 -> res4_1 (in-place) I0818 22:45:45.877802 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_1 I0818 22:45:45.877820 5382 net.cpp:122] Setting up res4_1_srelu_1 I0818 22:45:45.877835 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.877842 5382 net.cpp:137] Memory required for data: 62138880 I0818 22:45:45.877849 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_2 I0818 22:45:45.877858 5382 net.cpp:84] Creating Layer res4_1_srelu_2 I0818 22:45:45.877862 5382 net.cpp:406] res4_1_srelu_2 <- res4_1 I0818 22:45:45.877871 5382 net.cpp:367] res4_1_srelu_2 -> res4_1 (in-place) I0818 22:45:45.877876 5382 net.cpp:122] Setting up res4_1_srelu_2 I0818 22:45:45.877885 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.877889 5382 net.cpp:137] Memory required for data: 62261760 I0818 22:45:45.877893 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_3 I0818 22:45:45.877899 5382 net.cpp:84] Creating Layer res4_1_srelu_3 I0818 22:45:45.877903 5382 net.cpp:406] res4_1_srelu_3 <- res4_1 I0818 22:45:45.877912 5382 net.cpp:367] res4_1_srelu_3 -> res4_1 (in-place) I0818 22:45:45.877921 5382 layer_factory.hpp:77] Creating layer res4_1_srelu_3 I0818 22:45:45.877936 5382 net.cpp:122] Setting up res4_1_srelu_3 I0818 22:45:45.877945 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.877949 5382 net.cpp:137] Memory required for data: 62384640 I0818 22:45:45.877972 5382 layer_factory.hpp:77] Creating layer res4_1_res4_1_srelu_3_0_split I0818 22:45:45.877981 5382 net.cpp:84] Creating Layer res4_1_res4_1_srelu_3_0_split I0818 22:45:45.877993 5382 net.cpp:406] res4_1_res4_1_srelu_3_0_split <- res4_1 I0818 22:45:45.878023 5382 net.cpp:380] res4_1_res4_1_srelu_3_0_split -> res4_1_res4_1_srelu_3_0_split_0 I0818 22:45:45.878036 5382 net.cpp:380] res4_1_res4_1_srelu_3_0_split -> res4_1_res4_1_srelu_3_0_split_1 I0818 22:45:45.878044 5382 net.cpp:122] Setting up res4_1_res4_1_srelu_3_0_split I0818 22:45:45.878067 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.878073 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.878080 5382 net.cpp:137] Memory required for data: 62630400 I0818 22:45:45.878084 5382 layer_factory.hpp:77] Creating layer res4_2_1 I0818 22:45:45.878093 5382 net.cpp:84] Creating Layer res4_2_1 I0818 22:45:45.878099 5382 net.cpp:406] res4_2_1 <- res4_1_res4_1_srelu_3_0_split_0 I0818 22:45:45.878105 5382 net.cpp:380] res4_2_1 -> res4_2_1 I0818 22:45:45.890050 5382 net.cpp:122] Setting up res4_2_1 I0818 22:45:45.890075 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.890080 5382 net.cpp:137] Memory required for data: 62753280 I0818 22:45:45.890092 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_1 I0818 22:45:45.890103 5382 net.cpp:84] Creating Layer res4_2_1_srelu_1 I0818 22:45:45.890112 5382 net.cpp:406] res4_2_1_srelu_1 <- res4_2_1 I0818 22:45:45.890120 5382 net.cpp:367] res4_2_1_srelu_1 -> res4_2_1 (in-place) I0818 22:45:45.890136 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_1 I0818 22:45:45.890154 5382 net.cpp:122] Setting up res4_2_1_srelu_1 I0818 22:45:45.890163 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.890167 5382 net.cpp:137] Memory required for data: 62876160 I0818 22:45:45.890175 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_2 I0818 22:45:45.890184 5382 net.cpp:84] Creating Layer res4_2_1_srelu_2 I0818 22:45:45.890188 5382 net.cpp:406] res4_2_1_srelu_2 <- res4_2_1 I0818 22:45:45.890197 5382 net.cpp:367] res4_2_1_srelu_2 -> res4_2_1 (in-place) I0818 22:45:45.890203 5382 net.cpp:122] Setting up res4_2_1_srelu_2 I0818 22:45:45.890209 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.890216 5382 net.cpp:137] Memory required for data: 62999040 I0818 22:45:45.890220 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_3 I0818 22:45:45.890226 5382 net.cpp:84] Creating Layer res4_2_1_srelu_3 I0818 22:45:45.890233 5382 net.cpp:406] res4_2_1_srelu_3 <- res4_2_1 I0818 22:45:45.890239 5382 net.cpp:367] res4_2_1_srelu_3 -> res4_2_1 (in-place) I0818 22:45:45.890252 5382 layer_factory.hpp:77] Creating layer res4_2_1_srelu_3 I0818 22:45:45.890267 5382 net.cpp:122] Setting up res4_2_1_srelu_3 I0818 22:45:45.890276 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.890280 5382 net.cpp:137] Memory required for data: 63121920 I0818 22:45:45.890287 5382 layer_factory.hpp:77] Creating layer res4_2_2 I0818 22:45:45.890298 5382 net.cpp:84] Creating Layer res4_2_2 I0818 22:45:45.890303 5382 net.cpp:406] res4_2_2 <- res4_2_1 I0818 22:45:45.890312 5382 net.cpp:380] res4_2_2 -> res4_2_2 I0818 22:45:45.902613 5382 net.cpp:122] Setting up res4_2_2 I0818 22:45:45.902925 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.902940 5382 net.cpp:137] Memory required for data: 63244800 I0818 22:45:45.902952 5382 layer_factory.hpp:77] Creating layer res4_2_sum I0818 22:45:45.902964 5382 net.cpp:84] Creating Layer res4_2_sum I0818 22:45:45.902971 5382 net.cpp:406] res4_2_sum <- res4_1_res4_1_srelu_3_0_split_1 I0818 22:45:45.902977 5382 net.cpp:406] res4_2_sum <- res4_2_2 I0818 22:45:45.902983 5382 net.cpp:380] res4_2_sum -> res4_2 I0818 22:45:45.902993 5382 net.cpp:122] Setting up res4_2_sum I0818 22:45:45.903000 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.903004 5382 net.cpp:137] Memory required for data: 63367680 I0818 22:45:45.903008 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_1 I0818 22:45:45.903019 5382 net.cpp:84] Creating Layer res4_2_srelu_1 I0818 22:45:45.903023 5382 net.cpp:406] res4_2_srelu_1 <- res4_2 I0818 22:45:45.903029 5382 net.cpp:367] res4_2_srelu_1 -> res4_2 (in-place) I0818 22:45:45.903043 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_1 I0818 22:45:45.903057 5382 net.cpp:122] Setting up res4_2_srelu_1 I0818 22:45:45.903066 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.903071 5382 net.cpp:137] Memory required for data: 63490560 I0818 22:45:45.903079 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_2 I0818 22:45:45.903084 5382 net.cpp:84] Creating Layer res4_2_srelu_2 I0818 22:45:45.903089 5382 net.cpp:406] res4_2_srelu_2 <- res4_2 I0818 22:45:45.903093 5382 net.cpp:367] res4_2_srelu_2 -> res4_2 (in-place) I0818 22:45:45.903100 5382 net.cpp:122] Setting up res4_2_srelu_2 I0818 22:45:45.903105 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.903110 5382 net.cpp:137] Memory required for data: 63613440 I0818 22:45:45.903113 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_3 I0818 22:45:45.903120 5382 net.cpp:84] Creating Layer res4_2_srelu_3 I0818 22:45:45.903123 5382 net.cpp:406] res4_2_srelu_3 <- res4_2 I0818 22:45:45.903129 5382 net.cpp:367] res4_2_srelu_3 -> res4_2 (in-place) I0818 22:45:45.903138 5382 layer_factory.hpp:77] Creating layer res4_2_srelu_3 I0818 22:45:45.903154 5382 net.cpp:122] Setting up res4_2_srelu_3 I0818 22:45:45.903162 5382 net.cpp:129] Top shape: 1 512 6 10 (30720) I0818 22:45:45.903164 5382 net.cpp:137] Memory required for data: 63736320 I0818 22:45:45.903172 5382 layer_factory.hpp:77] Creating layer pool_avg I0818 22:45:45.903178 5382 net.cpp:84] Creating Layer pool_avg I0818 22:45:45.903185 5382 net.cpp:406] pool_avg <- res4_2 I0818 22:45:45.903192 5382 net.cpp:380] pool_avg -> pool_avg I0818 22:45:45.903199 5382 net.cpp:122] Setting up pool_avg I0818 22:45:45.903206 5382 net.cpp:129] Top shape: 1 512 4 8 (16384) I0818 22:45:45.903210 5382 net.cpp:137] Memory required for data: 63801856 I0818 22:45:45.903213 5382 layer_factory.hpp:77] Creating layer pool_avg_pool_avg_0_split I0818 22:45:45.903219 5382 net.cpp:84] Creating Layer pool_avg_pool_avg_0_split I0818 22:45:45.903223 5382 net.cpp:406] pool_avg_pool_avg_0_split <- pool_avg I0818 22:45:45.903229 5382 net.cpp:380] pool_avg_pool_avg_0_split -> pool_avg_pool_avg_0_split_0 I0818 22:45:45.903236 5382 net.cpp:380] pool_avg_pool_avg_0_split -> pool_avg_pool_avg_0_split_1 I0818 22:45:45.903244 5382 net.cpp:122] Setting up pool_avg_pool_avg_0_split I0818 22:45:45.903250 5382 net.cpp:129] Top shape: 1 512 4 8 (16384) I0818 22:45:45.903255 5382 net.cpp:129] Top shape: 1 512 4 8 (16384) I0818 22:45:45.903259 5382 net.cpp:137] Memory required for data: 63932928 I0818 22:45:45.903264 5382 layer_factory.hpp:77] Creating layer fc3 I0818 22:45:45.903270 5382 net.cpp:84] Creating Layer fc3 I0818 22:45:45.903275 5382 net.cpp:406] fc3 <- pool_avg_pool_avg_0_split_0 I0818 22:45:45.903280 5382 net.cpp:380] fc3 -> fc3 I0818 22:45:45.903530 5382 net.cpp:122] Setting up fc3 I0818 22:45:45.903545 5382 net.cpp:129] Top shape: 1 3 (3) I0818 22:45:45.903549 5382 net.cpp:137] Memory required for data: 63932940 I0818 22:45:45.903558 5382 layer_factory.hpp:77] Creating layer softmax I0818 22:45:45.903566 5382 net.cpp:84] Creating Layer softmax I0818 22:45:45.903571 5382 net.cpp:406] softmax <- fc3 I0818 22:45:45.903580 5382 net.cpp:380] softmax -> softmax I0818 22:45:45.903589 5382 net.cpp:122] Setting up softmax I0818 22:45:45.903594 5382 net.cpp:129] Top shape: 1 3 (3) I0818 22:45:45.903599 5382 net.cpp:137] Memory required for data: 63932952 I0818 22:45:45.903602 5382 layer_factory.hpp:77] Creating layer fc3_t I0818 22:45:45.903609 5382 net.cpp:84] Creating Layer fc3_t I0818 22:45:45.903614 5382 net.cpp:406] fc3_t <- pool_avg_pool_avg_0_split_1 I0818 22:45:45.903620 5382 net.cpp:380] fc3_t -> fc3_t I0818 22:45:45.903810 5382 net.cpp:122] Setting up fc3_t I0818 22:45:45.903821 5382 net.cpp:129] Top shape: 1 3 (3) I0818 22:45:45.903825 5382 net.cpp:137] Memory required for data: 63932964 I0818 22:45:45.903832 5382 layer_factory.hpp:77] Creating layer softmax_t I0818 22:45:45.903837 5382 net.cpp:84] Creating Layer softmax_t I0818 22:45:45.903846 5382 net.cpp:406] softmax_t <- fc3_t I0818 22:45:45.903851 5382 net.cpp:380] softmax_t -> softmax_t I0818 22:45:45.903858 5382 net.cpp:122] Setting up softmax_t I0818 22:45:45.903864 5382 net.cpp:129] Top shape: 1 3 (3) I0818 22:45:45.903868 5382 net.cpp:137] Memory required for data: 63932976 I0818 22:45:45.903872 5382 layer_factory.hpp:77] Creating layer concat I0818 22:45:45.903877 5382 net.cpp:84] Creating Layer concat I0818 22:45:45.903882 5382 net.cpp:406] concat <- softmax I0818 22:45:45.903887 5382 net.cpp:406] concat <- softmax_t I0818 22:45:45.903892 5382 net.cpp:380] concat -> out I0818 22:45:45.903899 5382 net.cpp:122] Setting up concat I0818 22:45:45.903905 5382 net.cpp:129] Top shape: 1 6 (6) I0818 22:45:45.903913 5382 net.cpp:137] Memory required for data: 63933000 I0818 22:45:45.903918 5382 net.cpp:200] concat does not need backward computation. I0818 22:45:45.903923 5382 net.cpp:200] softmax_t does not need backward computation. I0818 22:45:45.903926 5382 net.cpp:200] fc3_t does not need backward computation. I0818 22:45:45.903931 5382 net.cpp:200] softmax does not need backward computation. I0818 22:45:45.903939 5382 net.cpp:200] fc3 does not need backward computation. I0818 22:45:45.903944 5382 net.cpp:200] pool_avg_pool_avg_0_split does not need backward computation. I0818 22:45:45.903947 5382 net.cpp:200] pool_avg does not need backward computation. I0818 22:45:45.903951 5382 net.cpp:200] res4_2_srelu_3 does not need backward computation. I0818 22:45:45.903956 5382 net.cpp:200] res4_2_srelu_2 does not need backward computation. I0818 22:45:45.903960 5382 net.cpp:200] res4_2_srelu_1 does not need backward computation. I0818 22:45:45.903967 5382 net.cpp:200] res4_2_sum does not need backward computation. I0818 22:45:45.903972 5382 net.cpp:200] res4_2_2 does not need backward computation. I0818 22:45:45.903976 5382 net.cpp:200] res4_2_1_srelu_3 does not need backward computation. I0818 22:45:45.903981 5382 net.cpp:200] res4_2_1_srelu_2 does not need backward computation. I0818 22:45:45.903985 5382 net.cpp:200] res4_2_1_srelu_1 does not need backward computation. I0818 22:45:45.903990 5382 net.cpp:200] res4_2_1 does not need backward computation. I0818 22:45:45.903995 5382 net.cpp:200] res4_1_res4_1_srelu_3_0_split does not need backward computation. I0818 22:45:45.903998 5382 net.cpp:200] res4_1_srelu_3 does not need backward computation. I0818 22:45:45.904002 5382 net.cpp:200] res4_1_srelu_2 does not need backward computation. I0818 22:45:45.904006 5382 net.cpp:200] res4_1_srelu_1 does not need backward computation. I0818 22:45:45.904011 5382 net.cpp:200] res4_1_sum does not need backward computation. I0818 22:45:45.904016 5382 net.cpp:200] res4_1_proj does not need backward computation. I0818 22:45:45.904021 5382 net.cpp:200] res4_1_2 does not need backward computation. I0818 22:45:45.904026 5382 net.cpp:200] res4_1_1_srelu_3 does not need backward computation. I0818 22:45:45.904029 5382 net.cpp:200] res4_1_1_srelu_2 does not need backward computation. I0818 22:45:45.904033 5382 net.cpp:200] res4_1_1_srelu_1 does not need backward computation. I0818 22:45:45.904038 5382 net.cpp:200] res4_1_1 does not need backward computation. I0818 22:45:45.904042 5382 net.cpp:200] res3_2_res3_2_srelu_3_0_split does not need backward computation. I0818 22:45:45.904048 5382 net.cpp:200] res3_2_srelu_3 does not need backward computation. I0818 22:45:45.904053 5382 net.cpp:200] res3_2_srelu_2 does not need backward computation. I0818 22:45:45.904057 5382 net.cpp:200] res3_2_srelu_1 does not need backward computation. I0818 22:45:45.904062 5382 net.cpp:200] res3_2_sum does not need backward computation. I0818 22:45:45.904067 5382 net.cpp:200] res3_2_2 does not need backward computation. I0818 22:45:45.904072 5382 net.cpp:200] res3_2_1_srelu_3 does not need backward computation. I0818 22:45:45.904075 5382 net.cpp:200] res3_2_1_srelu_2 does not need backward computation. I0818 22:45:45.904079 5382 net.cpp:200] res3_2_1_srelu_1 does not need backward computation. I0818 22:45:45.904083 5382 net.cpp:200] res3_2_1 does not need backward computation. I0818 22:45:45.904091 5382 net.cpp:200] res3_1_res3_1_srelu_3_0_split does not need backward computation. I0818 22:45:45.904096 5382 net.cpp:200] res3_1_srelu_3 does not need backward computation. I0818 22:45:45.904100 5382 net.cpp:200] res3_1_srelu_2 does not need backward computation. I0818 22:45:45.904105 5382 net.cpp:200] res3_1_srelu_1 does not need backward computation. I0818 22:45:45.904109 5382 net.cpp:200] res3_1_sum does not need backward computation. I0818 22:45:45.904116 5382 net.cpp:200] res3_1_proj does not need backward computation. I0818 22:45:45.904121 5382 net.cpp:200] res3_1_2 does not need backward computation. I0818 22:45:45.904125 5382 net.cpp:200] res3_1_1_srelu_3 does not need backward computation. I0818 22:45:45.904130 5382 net.cpp:200] res3_1_1_srelu_2 does not need backward computation. I0818 22:45:45.904134 5382 net.cpp:200] res3_1_1_srelu_1 does not need backward computation. I0818 22:45:45.904141 5382 net.cpp:200] res3_1_1 does not need backward computation. I0818 22:45:45.904146 5382 net.cpp:200] res2_2_res2_2_srelu_3_0_split does not need backward computation. I0818 22:45:45.904150 5382 net.cpp:200] res2_2_srelu_3 does not need backward computation. I0818 22:45:45.904155 5382 net.cpp:200] res2_2_srelu_2 does not need backward computation. I0818 22:45:45.904160 5382 net.cpp:200] res2_2_srelu_1 does not need backward computation. I0818 22:45:45.904163 5382 net.cpp:200] res2_2_sum does not need backward computation. I0818 22:45:45.904168 5382 net.cpp:200] res2_2_2 does not need backward computation. I0818 22:45:45.904173 5382 net.cpp:200] res2_2_1_srelu_3 does not need backward computation. I0818 22:45:45.904177 5382 net.cpp:200] res2_2_1_srelu_2 does not need backward computation. I0818 22:45:45.904181 5382 net.cpp:200] res2_2_1_srelu_1 does not need backward computation. I0818 22:45:45.904186 5382 net.cpp:200] res2_2_1 does not need backward computation. I0818 22:45:45.904191 5382 net.cpp:200] res2_1_res2_1_srelu_3_0_split does not need backward computation. I0818 22:45:45.904196 5382 net.cpp:200] res2_1_srelu_3 does not need backward computation. I0818 22:45:45.904199 5382 net.cpp:200] res2_1_srelu_2 does not need backward computation. I0818 22:45:45.904204 5382 net.cpp:200] res2_1_srelu_1 does not need backward computation. I0818 22:45:45.904208 5382 net.cpp:200] res2_1_sum does not need backward computation. I0818 22:45:45.904212 5382 net.cpp:200] res2_1_proj does not need backward computation. I0818 22:45:45.904217 5382 net.cpp:200] res2_1_2 does not need backward computation. I0818 22:45:45.904222 5382 net.cpp:200] res2_1_1_srelu_3 does not need backward computation. I0818 22:45:45.904227 5382 net.cpp:200] res2_1_1_srelu_2 does not need backward computation. I0818 22:45:45.904230 5382 net.cpp:200] res2_1_1_srelu_1 does not need backward computation. I0818 22:45:45.904235 5382 net.cpp:200] res2_1_1 does not need backward computation. I0818 22:45:45.904239 5382 net.cpp:200] res1_2_res1_2_srelu_3_0_split does not need backward computation. I0818 22:45:45.904244 5382 net.cpp:200] res1_2_srelu_3 does not need backward computation. I0818 22:45:45.904249 5382 net.cpp:200] res1_2_srelu_2 does not need backward computation. I0818 22:45:45.904253 5382 net.cpp:200] res1_2_srelu_1 does not need backward computation. I0818 22:45:45.904258 5382 net.cpp:200] res1_2_sum does not need backward computation. I0818 22:45:45.904263 5382 net.cpp:200] res1_2_2 does not need backward computation. I0818 22:45:45.904268 5382 net.cpp:200] res1_2_1_srelu_3 does not need backward computation. I0818 22:45:45.904273 5382 net.cpp:200] res1_2_1_srelu_2 does not need backward computation. I0818 22:45:45.904276 5382 net.cpp:200] res1_2_1_srelu_1 does not need backward computation. I0818 22:45:45.904281 5382 net.cpp:200] res1_2_1 does not need backward computation. I0818 22:45:45.904286 5382 net.cpp:200] res1_1_res1_1_srelu_3_0_split does not need backward computation. I0818 22:45:45.904294 5382 net.cpp:200] res1_1_srelu_3 does not need backward computation. I0818 22:45:45.904299 5382 net.cpp:200] res1_1_srelu_2 does not need backward computation. I0818 22:45:45.904302 5382 net.cpp:200] res1_1_srelu_1 does not need backward computation. I0818 22:45:45.904306 5382 net.cpp:200] res1_1_sum does not need backward computation. I0818 22:45:45.904312 5382 net.cpp:200] res1_1_2 does not need backward computation. I0818 22:45:45.904320 5382 net.cpp:200] res1_1_1_srelu_3 does not need backward computation. I0818 22:45:45.904323 5382 net.cpp:200] res1_1_1_srelu_2 does not need backward computation. I0818 22:45:45.904328 5382 net.cpp:200] res1_1_1_srelu_1 does not need backward computation. I0818 22:45:45.904332 5382 net.cpp:200] res1_1_1 does not need backward computation. I0818 22:45:45.904337 5382 net.cpp:200] pool1_pool1_0_split does not need backward computation. I0818 22:45:45.904345 5382 net.cpp:200] pool1 does not need backward computation. I0818 22:45:45.904350 5382 net.cpp:200] conv1_srelu1_3 does not need backward computation. I0818 22:45:45.904394 5382 net.cpp:200] conv1_srelu1_2 does not need backward computation. I0818 22:45:45.904400 5382 net.cpp:200] conv1_srelu1_1 does not need backward computation. I0818 22:45:45.904405 5382 net.cpp:200] conv1 does not need backward computation. I0818 22:45:45.904422 5382 net.cpp:200] sub_mean does not need backward computation. I0818 22:45:45.904428 5382 net.cpp:200] input does not need backward computation. I0818 22:45:45.904431 5382 net.cpp:242] This network produces output out I0818 22:45:45.904503 5382 net.cpp:255] Network initialization done. I0818 22:45:45.932448 5382 net.cpp:744] Ignoring source layer train-data I0818 22:45:45.932468 5382 net.cpp:744] Ignoring source layer data_aug I0818 22:45:45.938448 5382 net.cpp:744] Ignoring source layer cee_loss WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale WARNING: Unhandled parameters: Scale Type Name Param Output

Data data -- (1, 3, 180, 320) Scale sub_mean (3,) (1, 3, 180, 320) Convolution conv1 (7, 7, 3, 64) (1, 64, 87, 157) Scale conv1_srelu1_1 (64,) (1, 64, 87, 157) ReLU conv1_srelu1_2 -- (1, 64, 87, 157) Scale conv1_srelu1_3 (64,) (1, 64, 87, 157) Pooling pool1 -- (1, 64, 43, 78) Convolution res1_1_1 (3, 3, 64, 64) (1, 64, 43, 78) Scale res1_1_1_srelu_1 (64,) (1, 64, 43, 78) ReLU res1_1_1_srelu_2 -- (1, 64, 43, 78) Scale res1_1_1_srelu_3 (64,) (1, 64, 43, 78) Convolution res1_1_2 (3, 3, 64, 64) (1, 64, 43, 78) Eltwise res1_1_sum -- (1, 64, 43, 78) Scale res1_1_srelu_1 (64,) (1, 64, 43, 78) ReLU res1_1_srelu_2 -- (1, 64, 43, 78) Scale res1_1_srelu_3 (64,) (1, 64, 43, 78) Convolution res1_2_1 (3, 3, 64, 64) (1, 64, 43, 78) Scale res1_2_1_srelu_1 (64,) (1, 64, 43, 78) ReLU res1_2_1_srelu_2 -- (1, 64, 43, 78) Scale res1_2_1_srelu_3 (64,) (1, 64, 43, 78) Convolution res1_2_2 (3, 3, 64, 64) (1, 64, 43, 78) Eltwise res1_2_sum -- (1, 64, 43, 78) Scale res1_2_srelu_1 (64,) (1, 64, 43, 78) ReLU res1_2_srelu_2 -- (1, 64, 43, 78) Scale res1_2_srelu_3 (64,) (1, 64, 43, 78) Convolution res2_1_1 (3, 3, 64, 128) (1, 128, 43, 78) Scale res2_1_1_srelu_1 (128,) (1, 128, 43, 78) ReLU res2_1_1_srelu_2 -- (1, 128, 43, 78) Scale res2_1_1_srelu_3 (128,) (1, 128, 43, 78) Convolution res2_1_2 (3, 3, 128, 128) (1, 128, 22, 39) Convolution res2_1_proj (1, 1, 64, 128) (1, 128, 22, 39) Eltwise res2_1_sum -- (1, 128, 22, 39) Scale res2_1_srelu_1 (128,) (1, 128, 22, 39) ReLU res2_1_srelu_2 -- (1, 128, 22, 39) Scale res2_1_srelu_3 (128,) (1, 128, 22, 39) Convolution res2_2_1 (3, 3, 128, 128) (1, 128, 22, 39) Scale res2_2_1_srelu_1 (128,) (1, 128, 22, 39) ReLU res2_2_1_srelu_2 -- (1, 128, 22, 39) Scale res2_2_1_srelu_3 (128,) (1, 128, 22, 39) Convolution res2_2_2 (3, 3, 128, 128) (1, 128, 22, 39) Eltwise res2_2_sum -- (1, 128, 22, 39) Scale res2_2_srelu_1 (128,) (1, 128, 22, 39) ReLU res2_2_srelu_2 -- (1, 128, 22, 39) Scale res2_2_srelu_3 (128,) (1, 128, 22, 39) Convolution res3_1_1 (3, 3, 128, 256) (1, 256, 22, 39) Scale res3_1_1_srelu_1 (256,) (1, 256, 22, 39) ReLU res3_1_1_srelu_2 -- (1, 256, 22, 39) Scale res3_1_1_srelu_3 (256,) (1, 256, 22, 39) Convolution res3_1_2 (3, 3, 256, 256) (1, 256, 11, 20) Convolution res3_1_proj (1, 1, 128, 256) (1, 256, 11, 20) Eltwise res3_1_sum -- (1, 256, 11, 20) Scale res3_1_srelu_1 (256,) (1, 256, 11, 20) ReLU res3_1_srelu_2 -- (1, 256, 11, 20) Scale res3_1_srelu_3 (256,) (1, 256, 11, 20) Convolution res3_2_1 (3, 3, 256, 256) (1, 256, 11, 20) Scale res3_2_1_srelu_1 (256,) (1, 256, 11, 20) ReLU res3_2_1_srelu_2 -- (1, 256, 11, 20) Scale res3_2_1_srelu_3 (256,) (1, 256, 11, 20) Convolution res3_2_2 (3, 3, 256, 256) (1, 256, 11, 20) Eltwise res3_2_sum -- (1, 256, 11, 20) Scale res3_2_srelu_1 (256,) (1, 256, 11, 20) ReLU res3_2_srelu_2 -- (1, 256, 11, 20) Scale res3_2_srelu_3 (256,) (1, 256, 11, 20) Convolution res4_1_1 (3, 3, 256, 512) (1, 512, 11, 20) Scale res4_1_1_srelu_1 (512,) (1, 512, 11, 20) ReLU res4_1_1_srelu_2 -- (1, 512, 11, 20) Scale res4_1_1_srelu_3 (512,) (1, 512, 11, 20) Convolution res4_1_2 (3, 3, 512, 512) (1, 512, 6, 10) Convolution res4_1_proj (1, 1, 256, 512) (1, 512, 6, 10) Eltwise res4_1_sum -- (1, 512, 6, 10) Scale res4_1_srelu_1 (512,) (1, 512, 6, 10) ReLU res4_1_srelu_2 -- (1, 512, 6, 10) Scale res4_1_srelu_3 (512,) (1, 512, 6, 10) Convolution res4_2_1 (3, 3, 512, 512) (1, 512, 6, 10) Scale res4_2_1_srelu_1 (512,) (1, 512, 6, 10) ReLU res4_2_1_srelu_2 -- (1, 512, 6, 10) Scale res4_2_1_srelu_3 (512,) (1, 512, 6, 10) Convolution res4_2_2 (3, 3, 512, 512) (1, 512, 6, 10) Eltwise res4_2_sum -- (1, 512, 6, 10) Scale res4_2_srelu_1 (512,) (1, 512, 6, 10) ReLU res4_2_srelu_2 -- (1, 512, 6, 10) Scale res4_2_srelu_3 (512,) (1, 512, 6, 10) Pooling pool_avg -- (1, 512, 4, 8) InnerProduct fc3 (16384, 3) (1, 3, 1, 1) Softmax softmax -- (1, 3, 1, 1) InnerProduct fc3_t (16384, 3) (1, 3, 1, 1) Softmax softmax_t -- (1, 3, 1, 1) Concat concat -- (1, 6, 1, 1) Traceback (most recent call last): File "/usr/local/bin/mmtoir", line 11, in sys.exit(_main()) File "/usr/local/lib/python3.5/dist-packages/mmdnn/conversion/_script/convertToIR.py", line 184, in _main ret = _convert(args) File "/usr/local/lib/python3.5/dist-packages/mmdnn/conversion/_script/convertToIR.py", line 10, in _convert graph = transformer.transform_graph() File "/usr/local/lib/python3.5/dist-packages/mmdnn/conversion/caffe/transformer.py", line 360, in transform_graph mapped_node = self.map_node(node) File "/usr/local/lib/python3.5/dist-packages/mmdnn/conversion/caffe/transformer.py", line 381, in map_node mapped_node = map_func(node) File "/usr/local/lib/python3.5/dist-packages/mmdnn/conversion/caffe/mapper.py", line 237, in map_scale raise NotImplementedError NotImplementedError

also when tried to convert directly to keras an had a problem in #720

lucasncabral commented 5 years ago

@caesar84 Any update? I'm facing some problems trying the same thing. Could you convert the caffe models?

Captura de tela de 2019-10-23 10-48-58

caesar84 commented 5 years ago

@lucasncabral No updates from here as you can see. However, I got my model converted by another guy who works in https://github.com/microsoft/MMdnn after Them way didn't work with my model as you can see from https://github.com/microsoft/MMdnn/issues/720. give it a go and see .

lucasncabral commented 5 years ago

@caesar84 I also try convert my models with mmdnn, but i came to a problem: "too many values to unpack". Did you get a conversion with mmdnn?

caesar84 commented 5 years ago

your best bet is trying with them via an issue. If you check the above issue you can see that.

microsoft / MMdnn

Help with converting a caffe model to IR or ONNX #716

This backend is UNTESTED!