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[zhangkexin1996]

Training1 net voc12/vgg128_noup
Running C:/Users/v-kexzha/caffe-deeplab-ckc/caffe/bin/caffe train --solver=voc12/config/vgg128_noup/solver_train_aug.pro
totxt --weights=voc12/model/vgg128_noup/init.caffemodel --gpu=0
I0223 14:17:55.440616 40844 caffe.cpp:135] Use GPU with device ID 0
I0223 14:17:56.575695 40844 common.cpp:22] System entropy source not available, using fallback algorithm to generate see
d instead.
I0223 14:17:56.576696 40844 caffe.cpp:144] Starting Optimization
I0223 14:17:56.576696 40844 solver.cpp:32] Initializing solver from parameters:
train_net: "voc12/config/vgg128_noup/train_train_aug.prototxt"
base_lr: 0.001
display: 10
max_iter: 6000
lr_policy: "step"
gamma: 0.1
momentum: 0.9
weight_decay: 0.0005
stepsize: 2000
snapshot: 2000
snapshot_prefix: "voc12/model/vgg128_noup/train"
solver_mode: GPU
I0223 14:17:56.577698 40844 solver.cpp:58] Creating training net from train_net file: voc12/config/vgg128_noup/train_tra
in_aug.prototxt
I0223 14:17:56.579700 40844 net.cpp:39] Initializing net from parameters:
name: "vgg128_noup"
layers {
top: "data"
top: "label"
name: "data"
type: IMAGE_SEG_DATA
image_data_param {
source: "voc12/list/train_aug.txt"
batch_size: 30
shuffle: true
root_folder: "D:/v-kexzha/voc12/VOCdevkit/VOC2012"
label_type: PIXEL
}
include {
phase: TRAIN
}
transform_param {
mirror: true
crop_size: 321
mean_value: 104.008
mean_value: 116.669
mean_value: 122.675
}
}
layers {
bottom: "data"
top: "conv1_1"
name: "conv1_1"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 64
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv1_1"
top: "conv1_1"
name: "relu1_1"
type: RELU
}
layers {
bottom: "conv1_1"
top: "conv1_2"
name: "conv1_2"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 64
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv1_2"
top: "conv1_2"
name: "relu1_2"
type: RELU
}
layers {
bottom: "conv1_2"
top: "pool1"
name: "pool1"
type: POOLING
pooling_param {
pool: MAX
kernel_size: 3
stride: 2
pad: 1
}
}
layers {
bottom: "pool1"
top: "conv2_1"
name: "conv2_1"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 128
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv2_1"
top: "conv2_1"
name: "relu2_1"
type: RELU
}
layers {
bottom: "conv2_1"
top: "conv2_2"
name: "conv2_2"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 128
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv2_2"
top: "conv2_2"
name: "relu2_2"
type: RELU
}
layers {
bottom: "conv2_2"
top: "pool2"
name: "pool2"
type: POOLING
pooling_param {
pool: MAX
kernel_size: 3
stride: 2
pad: 1
}
}
layers {
bottom: "pool2"
top: "conv3_1"
name: "conv3_1"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 256
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv3_1"
top: "conv3_1"
name: "relu3_1"
type: RELU
}
layers {
bottom: "conv3_1"
top: "conv3_2"
name: "conv3_2"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 256
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv3_2"
top: "conv3_2"
name: "relu3_2"
type: RELU
}
layers {
bottom: "conv3_2"
top: "conv3_3"
name: "conv3_3"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 256
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv3_3"
top: "conv3_3"
name: "relu3_3"
type: RELU
}
layers {
bottom: "conv3_3"
top: "pool3"
name: "pool3"
type: POOLING
pooling_param {
pool: MAX
kernel_size: 3
stride: 2
pad: 1
}
}
layers {
bottom: "pool3"
top: "conv4_1"
name: "conv4_1"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 512
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv4_1"
top: "conv4_1"
name: "relu4_1"
type: RELU
}
layers {
bottom: "conv4_1"
top: "conv4_2"
name: "conv4_2"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 512
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv4_2"
top: "conv4_2"
name: "relu4_2"
type: RELU
}
layers {
bottom: "conv4_2"
top: "conv4_3"
name: "conv4_3"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 512
pad: 1
kernel_size: 3
}
}
layers {
bottom: "conv4_3"
top: "conv4_3"
name: "relu4_3"
type: RELU
}
layers {
bottom: "conv4_3"
top: "pool4"
name: "pool4"
type: POOLING
pooling_param {
pool: MAX
kernel_size: 3
stride: 1
pad: 1
}
}
layers {
bottom: "pool4"
top: "conv5_1"
name: "conv5_1"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 512
pad: 2
kernel_size: 3
hole: 2
}
}
layers {
bottom: "conv5_1"
top: "conv5_1"
name: "relu5_1"
type: RELU
}
layers {
bottom: "conv5_1"
top: "conv5_2"
name: "conv5_2"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 512
pad: 2
kernel_size: 3
hole: 2
}
}
layers {
bottom: "conv5_2"
top: "conv5_2"
name: "relu5_2"
type: RELU
}
layers {
bottom: "conv5_2"
top: "conv5_3"
name: "conv5_3"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 512
pad: 2
kernel_size: 3
hole: 2
}
}
layers {
bottom: "conv5_3"
top: "conv5_3"
name: "relu5_3"
type: RELU
}
layers {
bottom: "conv5_3"
top: "pool5"
name: "pool5"
type: POOLING
pooling_param {
pool: MAX
kernel_size: 3
stride: 1
pad: 1
}
}
layers {
bottom: "pool5"
top: "pool5a"
name: "pool5a"
type: POOLING
pooling_param {
pool: AVE
kernel_size: 3
stride: 1
pad: 1
}
}
layers {
bottom: "pool5a"
top: "fc6"
name: "fc6"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 1024
pad: 12
kernel_size: 3
hole: 12
}
}
layers {
bottom: "fc6"
top: "fc6"
name: "relu6"
type: RELU
}
layers {
bottom: "fc6"
top: "fc6"
name: "drop6"
type: DROPOUT
dropout_param {
dropout_ratio: 0.5
}
}
layers {
bottom: "fc6"
top: "fc7"
name: "fc7"
type: CONVOLUTION
blobs_lr: 1
blobs_lr: 2
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 1024
kernel_size: 1
}
}
layers {
bottom: "fc7"
top: "fc7"
name: "relu7"
type: RELU
}
layers {
bottom: "fc7"
top: "fc7"
name: "drop7"
type: DROPOUT
dropout_param {
dropout_ratio: 0.5
}
}
layers {
bottom: "fc7"
top: "fc8_voc12"
name: "fc8_voc12"
type: CONVOLUTION
blobs_lr: 10
blobs_lr: 20
weight_decay: 1
weight_decay: 0
convolution_param {
num_output: 21
kernel_size: 1
weight_filler {
type: "gaussian"
std: 0.01
}
bias_filler {
type: "constant"
value: 0
}
}
}
layers {
bottom: "label"
top: "label_shrink"
name: "label_shrink"
type: INTERP
interp_param {
shrink_factor: 8
pad_beg: 0
pad_end: 0
}
}
layers {
bottom: "fc8_voc12"
bottom: "label_shrink"
name: "loss"
type: SOFTMAX_LOSS
include {
phase: TRAIN
}
softmaxloss_param {
ignore_label: 255
}
}
layers {
bottom: "fc8_voc12"
bottom: "label_shrink"
top: "accuracy"
name: "accuracy"
type: SEG_ACCURACY
seg_accuracy_param {
ignore_label: 255
}
}
state {
phase: TRAIN
}
I0223 14:17:56.708823 40844 layer_factory.hpp:78] Creating layer data
I0223 14:17:56.708823 40844 net.cpp:67] Creating Layer data
I0223 14:17:56.709825 40844 net.cpp:356] data -> data
I0223 14:17:56.710824 40844 net.cpp:356] data -> label
I0223 14:17:56.710824 40844 net.cpp:356] data -> (automatic)
I0223 14:17:56.711825 40844 net.cpp:96] Setting up data
I0223 14:17:56.712826 40844 image_seg_data_layer.cpp:45] Opening file voc12/list/train_aug.txt
I0223 14:17:56.772883 40844 image_seg_data_layer.cpp:62] Shuffling data
I0223 14:17:56.773885 40844 common.cpp:22] System entropy source not available, using fallback algorithm to generate see
d instead.
I0223 14:17:56.775887 40844 image_seg_data_layer.cpp:67] A total of 10582 images.
I0223 14:17:56.788899 40844 image_seg_data_layer.cpp:113] output data size: 30,3,321,321
I0223 14:17:56.789899 40844 image_seg_data_layer.cpp:117] output label size: 30,1,321,321
I0223 14:17:56.790902 40844 image_seg_data_layer.cpp:121] output data_dim size: 30,1,1,2
I0223 14:17:56.818928 40844 net.cpp:103] Top shape: 30 3 321 321 (9273690)
I0223 14:17:56.819928 40844 net.cpp:103] Top shape: 30 1 321 321 (3091230)
I0223 14:17:56.820930 40844 net.cpp:103] Top shape: 30 1 1 2 (60)
I0223 14:17:56.821930 40844 layer_factory.hpp:78] Creating layer conv1_1
I0223 14:17:56.821930 40844 net.cpp:67] Creating Layer conv1_1
I0223 14:17:56.823935 40844 net.cpp:394] conv1_1 <- data
I0223 14:17:56.825937 40844 net.cpp:356] conv1_1 -> conv1_1
I0223 14:17:56.825937 40844 net.cpp:96] Setting up conv1_1
I0223 14:17:56.826934 40844 net.cpp:103] Top shape: 30 64 321 321 (197838720)
I0223 14:17:56.827937 40844 layer_factory.hpp:78] Creating layer relu1_1
I0223 14:17:56.828938 40844 net.cpp:67] Creating Layer relu1_1
I0223 14:17:56.829938 40844 net.cpp:394] relu1_1 <- conv1_1
I0223 14:17:56.830940 40844 net.cpp:345] relu1_1 -> conv1_1 (in-place)
I0223 14:17:56.830940 40844 net.cpp:96] Setting up relu1_1
I0223 14:17:56.831948 40844 net.cpp:103] Top shape: 30 64 321 321 (197838720)
I0223 14:17:56.832940 40844 layer_factory.hpp:78] Creating layer conv1_2
I0223 14:17:56.833941 40844 net.cpp:67] Creating Layer conv1_2
I0223 14:17:56.834944 40844 net.cpp:394] conv1_2 <- conv1_1
I0223 14:17:56.835944 40844 net.cpp:356] conv1_2 -> conv1_2
I0223 14:17:56.835944 40844 net.cpp:96] Setting up conv1_2
I0223 14:17:56.837946 40844 net.cpp:103] Top shape: 30 64 321 321 (197838720)
I0223 14:17:56.837946 40844 layer_factory.hpp:78] Creating layer relu1_2
I0223 14:17:56.838946 40844 net.cpp:67] Creating Layer relu1_2
I0223 14:17:56.839947 40844 net.cpp:394] relu1_2 <- conv1_2
I0223 14:17:56.840948 40844 net.cpp:345] relu1_2 -> conv1_2 (in-place)
I0223 14:17:56.841950 40844 net.cpp:96] Setting up relu1_2
I0223 14:17:56.842952 40844 net.cpp:103] Top shape: 30 64 321 321 (197838720)
I0223 14:17:56.843952 40844 layer_factory.hpp:78] Creating layer pool1
I0223 14:17:56.844952 40844 net.cpp:67] Creating Layer pool1
I0223 14:17:56.844952 40844 net.cpp:394] pool1 <- conv1_2
I0223 14:17:56.845952 40844 net.cpp:356] pool1 -> pool1
I0223 14:17:56.846953 40844 net.cpp:96] Setting up pool1
I0223 14:17:56.846953 40844 net.cpp:103] Top shape: 30 64 161 161 (49768320)
I0223 14:17:56.847955 40844 layer_factory.hpp:78] Creating layer conv2_1
I0223 14:17:56.848961 40844 net.cpp:67] Creating Layer conv2_1
I0223 14:17:56.848961 40844 net.cpp:394] conv2_1 <- pool1
I0223 14:17:56.849959 40844 net.cpp:356] conv2_1 -> conv2_1
I0223 14:17:56.850958 40844 net.cpp:96] Setting up conv2_1
I0223 14:17:56.851959 40844 net.cpp:103] Top shape: 30 128 161 161 (99536640)
I0223 14:17:56.852960 40844 layer_factory.hpp:78] Creating layer relu2_1
I0223 14:17:56.854961 40844 net.cpp:67] Creating Layer relu2_1
I0223 14:17:56.855963 40844 net.cpp:394] relu2_1 <- conv2_1
I0223 14:17:56.856963 40844 net.cpp:345] relu2_1 -> conv2_1 (in-place)
I0223 14:17:56.857964 40844 net.cpp:96] Setting up relu2_1
I0223 14:17:56.858965 40844 net.cpp:103] Top shape: 30 128 161 161 (99536640)
I0223 14:17:56.859971 40844 layer_factory.hpp:78] Creating layer conv2_2
I0223 14:17:56.860968 40844 net.cpp:67] Creating Layer conv2_2
I0223 14:17:56.861968 40844 net.cpp:394] conv2_2 <- conv2_1
I0223 14:17:56.862969 40844 net.cpp:356] conv2_2 -> conv2_2
I0223 14:17:56.862969 40844 net.cpp:96] Setting up conv2_2
I0223 14:17:56.864971 40844 net.cpp:103] Top shape: 30 128 161 161 (99536640)
I0223 14:17:56.864971 40844 layer_factory.hpp:78] Creating layer relu2_2
I0223 14:17:56.865972 40844 net.cpp:67] Creating Layer relu2_2
I0223 14:17:56.866973 40844 net.cpp:394] relu2_2 <- conv2_2
I0223 14:17:56.867974 40844 net.cpp:345] relu2_2 -> conv2_2 (in-place)
I0223 14:17:56.868975 40844 net.cpp:96] Setting up relu2_2
I0223 14:17:56.869977 40844 net.cpp:103] Top shape: 30 128 161 161 (99536640)
I0223 14:17:56.870978 40844 layer_factory.hpp:78] Creating layer pool2
I0223 14:17:56.871978 40844 net.cpp:67] Creating Layer pool2
I0223 14:17:56.871978 40844 net.cpp:394] pool2 <- conv2_2
I0223 14:17:56.872978 40844 net.cpp:356] pool2 -> pool2
I0223 14:17:56.873980 40844 net.cpp:96] Setting up pool2
I0223 14:17:56.874982 40844 net.cpp:103] Top shape: 30 128 81 81 (25194240)
I0223 14:17:56.875984 40844 layer_factory.hpp:78] Creating layer conv3_1
I0223 14:17:56.876982 40844 net.cpp:67] Creating Layer conv3_1
I0223 14:17:56.877987 40844 net.cpp:394] conv3_1 <- pool2
I0223 14:17:56.877987 40844 net.cpp:356] conv3_1 -> conv3_1
I0223 14:17:56.878985 40844 net.cpp:96] Setting up conv3_1
I0223 14:17:56.880987 40844 net.cpp:103] Top shape: 30 256 81 81 (50388480)
I0223 14:17:56.880987 40844 layer_factory.hpp:78] Creating layer relu3_1
I0223 14:17:56.881988 40844 net.cpp:67] Creating Layer relu3_1
I0223 14:17:56.886992 40844 net.cpp:394] relu3_1 <- conv3_1
I0223 14:17:56.888994 40844 net.cpp:345] relu3_1 -> conv3_1 (in-place)
I0223 14:17:56.889996 40844 net.cpp:96] Setting up relu3_1
I0223 14:17:56.890996 40844 net.cpp:103] Top shape: 30 256 81 81 (50388480)
I0223 14:17:56.891997 40844 layer_factory.hpp:78] Creating layer conv3_2
I0223 14:17:56.892998 40844 net.cpp:67] Creating Layer conv3_2
I0223 14:17:56.893998 40844 net.cpp:394] conv3_2 <- conv3_1
I0223 14:17:56.895000 40844 net.cpp:356] conv3_2 -> conv3_2
I0223 14:17:56.896000 40844 net.cpp:96] Setting up conv3_2
I0223 14:17:56.898002 40844 net.cpp:103] Top shape: 30 256 81 81 (50388480)
I0223 14:17:56.899003 40844 layer_factory.hpp:78] Creating layer relu3_2
I0223 14:17:56.900005 40844 net.cpp:67] Creating Layer relu3_2
I0223 14:17:56.901006 40844 net.cpp:394] relu3_2 <- conv3_2
I0223 14:17:56.902006 40844 net.cpp:345] relu3_2 -> conv3_2 (in-place)
I0223 14:17:56.903007 40844 net.cpp:96] Setting up relu3_2
I0223 14:17:56.904008 40844 net.cpp:103] Top shape: 30 256 81 81 (50388480)
I0223 14:17:56.905009 40844 layer_factory.hpp:78] Creating layer conv3_3
I0223 14:17:56.906010 40844 net.cpp:67] Creating Layer conv3_3
I0223 14:17:56.907011 40844 net.cpp:394] conv3_3 <- conv3_2
I0223 14:17:56.908012 40844 net.cpp:356] conv3_3 -> conv3_3
I0223 14:17:56.909013 40844 net.cpp:96] Setting up conv3_3
I0223 14:17:56.911015 40844 net.cpp:103] Top shape: 30 256 81 81 (50388480)
I0223 14:17:56.912015 40844 layer_factory.hpp:78] Creating layer relu3_3
I0223 14:17:56.913017 40844 net.cpp:67] Creating Layer relu3_3
I0223 14:17:56.915020 40844 net.cpp:394] relu3_3 <- conv3_3
I0223 14:17:56.916020 40844 net.cpp:345] relu3_3 -> conv3_3 (in-place)
I0223 14:17:56.917021 40844 net.cpp:96] Setting up relu3_3
I0223 14:17:56.918021 40844 net.cpp:103] Top shape: 30 256 81 81 (50388480)
I0223 14:17:56.919023 40844 layer_factory.hpp:78] Creating layer pool3
I0223 14:17:56.919023 40844 net.cpp:67] Creating Layer pool3
I0223 14:17:56.920024 40844 net.cpp:394] pool3 <- conv3_3
I0223 14:17:56.921025 40844 net.cpp:356] pool3 -> pool3
I0223 14:17:56.922025 40844 net.cpp:96] Setting up pool3
I0223 14:17:56.923027 40844 net.cpp:103] Top shape: 30 256 41 41 (12910080)
I0223 14:17:56.924027 40844 layer_factory.hpp:78] Creating layer conv4_1
I0223 14:17:56.924027 40844 net.cpp:67] Creating Layer conv4_1
I0223 14:17:56.925029 40844 net.cpp:394] conv4_1 <- pool3
I0223 14:17:56.926029 40844 net.cpp:356] conv4_1 -> conv4_1
I0223 14:17:56.926029 40844 net.cpp:96] Setting up conv4_1
I0223 14:17:56.931033 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:56.932035 40844 layer_factory.hpp:78] Creating layer relu4_1
I0223 14:17:56.933037 40844 net.cpp:67] Creating Layer relu4_1
I0223 14:17:56.934037 40844 net.cpp:394] relu4_1 <- conv4_1
I0223 14:17:56.934037 40844 net.cpp:345] relu4_1 -> conv4_1 (in-place)
I0223 14:17:56.935037 40844 net.cpp:96] Setting up relu4_1
I0223 14:17:56.936038 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:56.936038 40844 layer_factory.hpp:78] Creating layer conv4_2
I0223 14:17:56.937039 40844 net.cpp:67] Creating Layer conv4_2
I0223 14:17:56.938040 40844 net.cpp:394] conv4_2 <- conv4_1
I0223 14:17:56.939041 40844 net.cpp:356] conv4_2 -> conv4_2
I0223 14:17:56.940042 40844 net.cpp:96] Setting up conv4_2
I0223 14:17:56.949051 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:56.950052 40844 layer_factory.hpp:78] Creating layer relu4_2
I0223 14:17:56.951053 40844 net.cpp:67] Creating Layer relu4_2
I0223 14:17:56.952054 40844 net.cpp:394] relu4_2 <- conv4_2
I0223 14:17:56.953054 40844 net.cpp:345] relu4_2 -> conv4_2 (in-place)
I0223 14:17:56.954056 40844 net.cpp:96] Setting up relu4_2
I0223 14:17:56.955056 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:56.956058 40844 layer_factory.hpp:78] Creating layer conv4_3
I0223 14:17:56.957059 40844 net.cpp:67] Creating Layer conv4_3
I0223 14:17:56.958060 40844 net.cpp:394] conv4_3 <- conv4_2
I0223 14:17:56.959060 40844 net.cpp:356] conv4_3 -> conv4_3
I0223 14:17:56.960062 40844 net.cpp:96] Setting up conv4_3
I0223 14:17:56.969070 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:56.970072 40844 layer_factory.hpp:78] Creating layer relu4_3
I0223 14:17:56.971073 40844 net.cpp:67] Creating Layer relu4_3
I0223 14:17:56.972074 40844 net.cpp:394] relu4_3 <- conv4_3
I0223 14:17:56.973075 40844 net.cpp:345] relu4_3 -> conv4_3 (in-place)
I0223 14:17:56.975075 40844 net.cpp:96] Setting up relu4_3
I0223 14:17:56.976078 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:56.977078 40844 layer_factory.hpp:78] Creating layer pool4
I0223 14:17:56.978080 40844 net.cpp:67] Creating Layer pool4
I0223 14:17:56.978080 40844 net.cpp:394] pool4 <- conv4_3
I0223 14:17:56.979080 40844 net.cpp:356] pool4 -> pool4
I0223 14:17:56.981081 40844 net.cpp:96] Setting up pool4
I0223 14:17:56.982082 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:56.983084 40844 layer_factory.hpp:78] Creating layer conv5_1
I0223 14:17:56.984086 40844 net.cpp:67] Creating Layer conv5_1
I0223 14:17:56.985086 40844 net.cpp:394] conv5_1 <- pool4
I0223 14:17:56.986086 40844 net.cpp:356] conv5_1 -> conv5_1
I0223 14:17:56.987087 40844 net.cpp:96] Setting up conv5_1
I0223 14:17:56.997097 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:56.998097 40844 layer_factory.hpp:78] Creating layer relu5_1
I0223 14:17:56.999099 40844 net.cpp:67] Creating Layer relu5_1
I0223 14:17:57.001102 40844 net.cpp:394] relu5_1 <- conv5_1
I0223 14:17:57.002101 40844 net.cpp:345] relu5_1 -> conv5_1 (in-place)
I0223 14:17:57.003103 40844 net.cpp:96] Setting up relu5_1
I0223 14:17:57.004104 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:57.005105 40844 layer_factory.hpp:78] Creating layer conv5_2
I0223 14:17:57.008107 40844 net.cpp:67] Creating Layer conv5_2
I0223 14:17:57.008107 40844 net.cpp:394] conv5_2 <- conv5_1
I0223 14:17:57.010109 40844 net.cpp:356] conv5_2 -> conv5_2
I0223 14:17:57.010109 40844 net.cpp:96] Setting up conv5_2
I0223 14:17:57.023121 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:57.024122 40844 layer_factory.hpp:78] Creating layer relu5_2
I0223 14:17:57.026124 40844 net.cpp:67] Creating Layer relu5_2
I0223 14:17:57.027127 40844 net.cpp:394] relu5_2 <- conv5_2
I0223 14:17:57.028126 40844 net.cpp:345] relu5_2 -> conv5_2 (in-place)
I0223 14:17:57.029127 40844 net.cpp:96] Setting up relu5_2
I0223 14:17:57.030128 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:57.031129 40844 layer_factory.hpp:78] Creating layer conv5_3
I0223 14:17:57.031129 40844 net.cpp:67] Creating Layer conv5_3
I0223 14:17:57.032130 40844 net.cpp:394] conv5_3 <- conv5_2
I0223 14:17:57.033131 40844 net.cpp:356] conv5_3 -> conv5_3
I0223 14:17:57.034132 40844 net.cpp:96] Setting up conv5_3
I0223 14:17:57.049146 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:57.050148 40844 layer_factory.hpp:78] Creating layer relu5_3
I0223 14:17:57.052150 40844 net.cpp:67] Creating Layer relu5_3
I0223 14:17:57.053150 40844 net.cpp:394] relu5_3 <- conv5_3
I0223 14:17:57.054152 40844 net.cpp:345] relu5_3 -> conv5_3 (in-place)
I0223 14:17:57.055152 40844 net.cpp:96] Setting up relu5_3
I0223 14:17:57.057153 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:57.057153 40844 layer_factory.hpp:78] Creating layer pool5
I0223 14:17:57.059155 40844 net.cpp:67] Creating Layer pool5
I0223 14:17:57.060158 40844 net.cpp:394] pool5 <- conv5_3
I0223 14:17:57.061158 40844 net.cpp:356] pool5 -> pool5
I0223 14:17:57.062160 40844 net.cpp:96] Setting up pool5
I0223 14:17:57.063159 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:57.065161 40844 layer_factory.hpp:78] Creating layer pool5a
I0223 14:17:57.067163 40844 net.cpp:67] Creating Layer pool5a
I0223 14:17:57.068164 40844 net.cpp:394] pool5a <- pool5
I0223 14:17:57.069165 40844 net.cpp:356] pool5a -> pool5a
I0223 14:17:57.070166 40844 net.cpp:96] Setting up pool5a
I0223 14:17:57.071167 40844 net.cpp:103] Top shape: 30 512 41 41 (25820160)
I0223 14:17:57.072168 40844 layer_factory.hpp:78] Creating layer fc6
I0223 14:17:57.073169 40844 net.cpp:67] Creating Layer fc6
I0223 14:17:57.074170 40844 net.cpp:394] fc6 <- pool5a
I0223 14:17:57.074170 40844 net.cpp:356] fc6 -> fc6
I0223 14:17:57.075171 40844 net.cpp:96] Setting up fc6
I0223 14:17:57.094190 40844 net.cpp:103] Top shape: 30 1024 41 41 (51640320)
I0223 14:17:57.099195 40844 layer_factory.hpp:78] Creating layer relu6
I0223 14:17:57.100195 40844 net.cpp:67] Creating Layer relu6
I0223 14:17:57.101197 40844 net.cpp:394] relu6 <- fc6
I0223 14:17:57.102196 40844 net.cpp:345] relu6 -> fc6 (in-place)
I0223 14:17:57.103199 40844 net.cpp:96] Setting up relu6
I0223 14:17:57.104198 40844 net.cpp:103] Top shape: 30 1024 41 41 (51640320)
I0223 14:17:57.106200 40844 layer_factory.hpp:78] Creating layer drop6
I0223 14:17:57.107201 40844 net.cpp:67] Creating Layer drop6
I0223 14:17:57.108202 40844 net.cpp:394] drop6 <- fc6
I0223 14:17:57.110204 40844 net.cpp:345] drop6 -> fc6 (in-place)
I0223 14:17:57.111205 40844 net.cpp:96] Setting up drop6
I0223 14:17:57.111205 40844 net.cpp:103] Top shape: 30 1024 41 41 (51640320)
I0223 14:17:57.112206 40844 layer_factory.hpp:78] Creating layer fc7
I0223 14:17:57.113207 40844 net.cpp:67] Creating Layer fc7
I0223 14:17:57.114209 40844 net.cpp:394] fc7 <- fc6
I0223 14:17:57.115211 40844 net.cpp:356] fc7 -> fc7
I0223 14:17:57.116211 40844 net.cpp:96] Setting up fc7
I0223 14:17:57.120214 40844 net.cpp:103] Top shape: 30 1024 41 41 (51640320)
I0223 14:17:57.121214 40844 layer_factory.hpp:78] Creating layer relu7
I0223 14:17:57.122215 40844 net.cpp:67] Creating Layer relu7
I0223 14:17:57.123217 40844 net.cpp:394] relu7 <- fc7
I0223 14:17:57.126220 40844 net.cpp:345] relu7 -> fc7 (in-place)
I0223 14:17:57.130223 40844 net.cpp:96] Setting up relu7
I0223 14:17:57.131225 40844 net.cpp:103] Top shape: 30 1024 41 41 (51640320)
I0223 14:17:57.135228 40844 layer_factory.hpp:78] Creating layer drop7
I0223 14:17:57.137230 40844 net.cpp:67] Creating Layer drop7
I0223 14:17:57.138231 40844 net.cpp:394] drop7 <- fc7
I0223 14:17:57.139231 40844 net.cpp:345] drop7 -> fc7 (in-place)
I0223 14:17:57.140233 40844 net.cpp:96] Setting up drop7
I0223 14:17:57.141233 40844 net.cpp:103] Top shape: 30 1024 41 41 (51640320)
I0223 14:17:57.142235 40844 layer_factory.hpp:78] Creating layer fc8_voc12
I0223 14:17:57.142235 40844 net.cpp:67] Creating Layer fc8_voc12
I0223 14:17:57.143235 40844 net.cpp:394] fc8_voc12 <- fc7
I0223 14:17:57.144237 40844 net.cpp:356] fc8_voc12 -> fc8_voc12
I0223 14:17:57.144237 40844 net.cpp:96] Setting up fc8_voc12
I0223 14:17:57.146239 40844 net.cpp:103] Top shape: 30 21 41 41 (1059030)
I0223 14:17:57.147239 40844 layer_factory.hpp:78] Creating layer fc8_voc12_fc8_voc12_0_split
I0223 14:17:57.149241 40844 net.cpp:67] Creating Layer fc8_voc12_fc8_voc12_0_split
I0223 14:17:57.150243 40844 net.cpp:394] fc8_voc12_fc8_voc12_0_split <- fc8_voc12
I0223 14:17:57.152245 40844 net.cpp:356] fc8_voc12_fc8_voc12_0_split -> fc8_voc12_fc8_voc12_0_split_0
I0223 14:17:57.153245 40844 net.cpp:356] fc8_voc12_fc8_voc12_0_split -> fc8_voc12_fc8_voc12_0_split_1
I0223 14:17:57.154247 40844 net.cpp:96] Setting up fc8_voc12_fc8_voc12_0_split
I0223 14:17:57.156250 40844 net.cpp:103] Top shape: 30 21 41 41 (1059030)
I0223 14:17:57.157249 40844 net.cpp:103] Top shape: 30 21 41 41 (1059030)
I0223 14:17:57.157249 40844 layer_factory.hpp:78] Creating layer label_shrink
I0223 14:17:57.158251 40844 net.cpp:67] Creating Layer label_shrink
I0223 14:17:57.158251 40844 net.cpp:394] label_shrink <- label
I0223 14:17:57.159252 40844 net.cpp:356] label_shrink -> label_shrink
I0223 14:17:57.159252 40844 net.cpp:96] Setting up label_shrink
I0223 14:17:57.160253 40844 net.cpp:103] Top shape: 30 1 41 41 (50430)
I0223 14:17:57.160253 40844 layer_factory.hpp:78] Creating layer label_shrink_label_shrink_0_split
I0223 14:17:57.162255 40844 net.cpp:67] Creating Layer label_shrink_label_shrink_0_split
I0223 14:17:57.164255 40844 net.cpp:394] label_shrink_label_shrink_0_split <- label_shrink
I0223 14:17:57.165256 40844 net.cpp:356] label_shrink_label_shrink_0_split -> label_shrink_label_shrink_0_split_0
I0223 14:17:57.166257 40844 net.cpp:356] label_shrink_label_shrink_0_split -> label_shrink_label_shrink_0_split_1
I0223 14:17:57.168259 40844 net.cpp:96] Setting up label_shrink_label_shrink_0_split
I0223 14:17:57.169260 40844 net.cpp:103] Top shape: 30 1 41 41 (50430)
I0223 14:17:57.170262 40844 net.cpp:103] Top shape: 30 1 41 41 (50430)
I0223 14:17:57.171262 40844 layer_factory.hpp:78] Creating layer loss
I0223 14:17:57.172264 40844 net.cpp:67] Creating Layer loss
I0223 14:17:57.173264 40844 net.cpp:394] loss <- fc8_voc12_fc8_voc12_0_split_0
I0223 14:17:57.174266 40844 net.cpp:394] loss <- label_shrink_label_shrink_0_split_0
I0223 14:17:57.175266 40844 net.cpp:356] loss -> (automatic)
I0223 14:17:57.175266 40844 net.cpp:96] Setting up loss
I0223 14:17:57.176267 40844 softmax_loss_layer.cpp:40] Weight_Loss file is not provided. Assign all one to it.
I0223 14:17:57.177268 40844 net.cpp:103] Top shape: 1 1 1 1 (1)
I0223 14:17:57.178269 40844 net.cpp:109] with loss weight 1
I0223 14:17:57.179270 40844 layer_factory.hpp:78] Creating layer accuracy
I0223 14:17:57.180271 40844 net.cpp:67] Creating Layer accuracy
I0223 14:17:57.181272 40844 net.cpp:394] accuracy <- fc8_voc12_fc8_voc12_0_split_1
I0223 14:17:57.183274 40844 net.cpp:394] accuracy <- label_shrink_label_shrink_0_split_1
I0223 14:17:57.183274 40844 net.cpp:356] accuracy -> accuracy
I0223 14:17:57.185276 40844 net.cpp:96] Setting up accuracy
I0223 14:17:57.186276 40844 net.cpp:103] Top shape: 1 1 1 3 (3)
I0223 14:17:57.187278 40844 net.cpp:172] accuracy does not need backward computation.
I0223 14:17:57.189280 40844 net.cpp:170] loss needs backward computation.
I0223 14:17:57.191282 40844 net.cpp:172] label_shrink_label_shrink_0_split does not need backward computation.
I0223 14:17:57.192282 40844 net.cpp:172] label_shrink does not need backward computation.
I0223 14:17:57.193284 40844 net.cpp:170] fc8_voc12_fc8_voc12_0_split needs backward computation.
I0223 14:17:57.194285 40844 net.cpp:170] fc8_voc12 needs backward computation.
I0223 14:17:57.195286 40844 net.cpp:170] drop7 needs backward computation.
I0223 14:17:57.196287 40844 net.cpp:170] relu7 needs backward computation.
I0223 14:17:57.197288 40844 net.cpp:170] fc7 needs backward computation.
I0223 14:17:57.198288 40844 net.cpp:170] drop6 needs backward computation.
I0223 14:17:57.199290 40844 net.cpp:170] relu6 needs backward computation.
I0223 14:17:57.200289 40844 net.cpp:170] fc6 needs backward computation.
I0223 14:17:57.201292 40844 net.cpp:170] pool5a needs backward computation.
I0223 14:17:57.202292 40844 net.cpp:170] pool5 needs backward computation.
I0223 14:17:57.203292 40844 net.cpp:170] relu5_3 needs backward computation.
I0223 14:17:57.204294 40844 net.cpp:170] conv5_3 needs backward computation.
I0223 14:17:57.204294 40844 net.cpp:170] relu5_2 needs backward computation.
I0223 14:17:57.205296 40844 net.cpp:170] conv5_2 needs backward computation.
I0223 14:17:57.206295 40844 net.cpp:170] relu5_1 needs backward computation.
I0223 14:17:57.207298 40844 net.cpp:170] conv5_1 needs backward computation.
I0223 14:17:57.207298 40844 net.cpp:170] pool4 needs backward computation.
I0223 14:17:57.208297 40844 net.cpp:170] relu4_3 needs backward computation.
I0223 14:17:57.208297 40844 net.cpp:170] conv4_3 needs backward computation.
I0223 14:17:57.209298 40844 net.cpp:170] relu4_2 needs backward computation.
I0223 14:17:57.210300 40844 net.cpp:170] conv4_2 needs backward computation.
I0223 14:17:57.211302 40844 net.cpp:170] relu4_1 needs backward computation.
I0223 14:17:57.212301 40844 net.cpp:170] conv4_1 needs backward computation.
I0223 14:17:57.213302 40844 net.cpp:170] pool3 needs backward computation.
I0223 14:17:57.214303 40844 net.cpp:170] relu3_3 needs backward computation.
I0223 14:17:57.216305 40844 net.cpp:170] conv3_3 needs backward computation.
I0223 14:17:57.217306 40844 net.cpp:170] relu3_2 needs backward computation.
I0223 14:17:57.217306 40844 net.cpp:170] conv3_2 needs backward computation.
I0223 14:17:57.219311 40844 net.cpp:170] relu3_1 needs backward computation.
I0223 14:17:57.220309 40844 net.cpp:170] conv3_1 needs backward computation.
I0223 14:17:57.220309 40844 net.cpp:170] pool2 needs backward computation.
I0223 14:17:57.221310 40844 net.cpp:170] relu2_2 needs backward computation.
I0223 14:17:57.222311 40844 net.cpp:170] conv2_2 needs backward computation.
I0223 14:17:57.223312 40844 net.cpp:170] relu2_1 needs backward computation.
I0223 14:17:57.224313 40844 net.cpp:170] conv2_1 needs backward computation.
I0223 14:17:57.224313 40844 net.cpp:170] pool1 needs backward computation.
I0223 14:17:57.225314 40844 net.cpp:170] relu1_2 needs backward computation.
I0223 14:17:57.226315 40844 net.cpp:170] conv1_2 needs backward computation.
I0223 14:17:57.227315 40844 net.cpp:170] relu1_1 needs backward computation.
I0223 14:17:57.228317 40844 net.cpp:170] conv1_1 needs backward computation.
I0223 14:17:57.229318 40844 net.cpp:172] data does not need backward computation.
I0223 14:17:57.229318 40844 net.cpp:208] This network produces output accuracy
I0223 14:17:57.230319 40844 net.cpp:467] Collecting Learning Rate and Weight Decay.
I0223 14:17:57.231319 40844 net.cpp:219] Network initialization done.
I0223 14:17:57.232321 40844 net.cpp:220] Memory required for data: 9170170576
I0223 14:17:57.233321 40844 solver.cpp:41] Solver scaffolding done.
I0223 14:17:57.234323 40844 caffe.cpp:153] Finetuning from voc12/model/vgg128_noup/init.caffemodel
I0223 14:17:58.057106 40844 net.cpp:740] Target layer fc8_voc12 not initialized.
I0223 14:17:58.067114 40844 solver.cpp:160] Solving vgg128_noup
I0223 14:17:58.068115 40844 solver.cpp:161] Learning Rate Policy: step
F0223 14:17:58.070117 40844 blob.hpp:55] Check failed: n <= num_ (0 vs. -335549216)
*** Check failure stack trace: ***