WARNING: Logging before InitGoogleLogging() is written to STDERR
I1126 22:06:44.799381 3454440384 solver.cpp:54] Initializing solver from parameters: 
test_iter: 261
test_interval: 1333
base_lr: 1e-13
display: 50
max_iter: 100000
lr_policy: "fixed"
momentum: 0.99
weight_decay: 0.0005
snapshot: 1000
snapshot_prefix: "models/train"
solver_mode: GPU
net: "TVG_CRFRNN_COCO_VOC_TRAIN_3_CLASSES.prototxt"
test_initialization: false
I1126 22:06:44.799443 3454440384 solver.cpp:96] Creating training net from net file: TVG_CRFRNN_COCO_VOC_TRAIN_3_CLASSES.prototxt
I1126 22:06:44.799873 3454440384 net.cpp:340] The NetState phase (0) differed from the phase (1) specified by a rule in layer data
I1126 22:06:44.799882 3454440384 net.cpp:340] The NetState phase (0) differed from the phase (1) specified by a rule in layer label
I1126 22:06:44.799898 3454440384 net.cpp:50] Initializing net from parameters: 
name: "TVG_CRF_RNN_COCO_VOC_TRAIN_3_CLASSES"
state {
  phase: TRAIN
}
layer {
  name: "data"
  type: "Data"
  top: "data"
  include {
    phase: TRAIN
  }
  transform_param {
    mean_value: 130.4265
    mean_value: 111.4584
    mean_value: 103.3727
  }
  data_param {
    source: "./train_images_1_lmdb"
    batch_size: 1
    backend: LMDB
  }
}
layer {
  name: "label"
  type: "Data"
  top: "label"
  include {
    phase: TRAIN
  }
  data_param {
    source: "./train_labels_1_lmdb"
    batch_size: 1
    backend: LMDB
  }
}
layer {
  name: "conv1_1"
  type: "Convolution"
  bottom: "data"
  top: "conv1_1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 64
    pad: 100
    kernel_size: 3
  }
}
layer {
  name: "relu1_1"
  type: "ReLU"
  bottom: "conv1_1"
  top: "conv1_1"
}
layer {
  name: "conv1_2"
  type: "Convolution"
  bottom: "conv1_1"
  top: "conv1_2"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 64
    pad: 1
    kernel_size: 3
  }
}
layer {
  name: "relu1_2"
  type: "ReLU"
  bottom: "conv1_2"
  top: "conv1_2"
}
layer {
  name: "pool1"
  type: "Pooling"
  bottom: "conv1_2"
  top: "pool1"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "conv2_1"
  type: "Convolution"
  bottom: "pool1"
  top: "conv2_1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 128
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu2_1"
  type: "ReLU"
  bottom: "conv2_1"
  top: "conv2_1"
}
layer {
  name: "conv2_2"
  type: "Convolution"
  bottom: "conv2_1"
  top: "conv2_2"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 128
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu2_2"
  type: "ReLU"
  bottom: "conv2_2"
  top: "conv2_2"
}
layer {
  name: "pool2"
  type: "Pooling"
  bottom: "conv2_2"
  top: "pool2"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "conv3_1"
  type: "Convolution"
  bottom: "pool2"
  top: "conv3_1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 256
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu3_1"
  type: "ReLU"
  bottom: "conv3_1"
  top: "conv3_1"
}
layer {
  name: "conv3_2"
  type: "Convolution"
  bottom: "conv3_1"
  top: "conv3_2"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 256
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu3_2"
  type: "ReLU"
  bottom: "conv3_2"
  top: "conv3_2"
}
layer {
  name: "conv3_3"
  type: "Convolution"
  bottom: "conv3_2"
  top: "conv3_3"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 256
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu3_3"
  type: "ReLU"
  bottom: "conv3_3"
  top: "conv3_3"
}
layer {
  name: "pool3"
  type: "Pooling"
  bottom: "conv3_3"
  top: "pool3"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "conv4_1"
  type: "Convolution"
  bottom: "pool3"
  top: "conv4_1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu4_1"
  type: "ReLU"
  bottom: "conv4_1"
  top: "conv4_1"
}
layer {
  name: "conv4_2"
  type: "Convolution"
  bottom: "conv4_1"
  top: "conv4_2"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu4_2"
  type: "ReLU"
  bottom: "conv4_2"
  top: "conv4_2"
}
layer {
  name: "conv4_3"
  type: "Convolution"
  bottom: "conv4_2"
  top: "conv4_3"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu4_3"
  type: "ReLU"
  bottom: "conv4_3"
  top: "conv4_3"
}
layer {
  name: "pool4"
  type: "Pooling"
  bottom: "conv4_3"
  top: "pool4"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "conv5_1"
  type: "Convolution"
  bottom: "pool4"
  top: "conv5_1"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu5_1"
  type: "ReLU"
  bottom: "conv5_1"
  top: "conv5_1"
}
layer {
  name: "conv5_2"
  type: "Convolution"
  bottom: "conv5_1"
  top: "conv5_2"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu5_2"
  type: "ReLU"
  bottom: "conv5_2"
  top: "conv5_2"
}
layer {
  name: "conv5_3"
  type: "Convolution"
  bottom: "conv5_2"
  top: "conv5_3"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 512
    pad: 1
    kernel_size: 3
    engine: CAFFE
  }
}
layer {
  name: "relu5_3"
  type: "ReLU"
  bottom: "conv5_3"
  top: "conv5_3"
}
layer {
  name: "pool5"
  type: "Pooling"
  bottom: "conv5_3"
  top: "pool5"
  pooling_param {
    pool: MAX
    kernel_size: 2
    stride: 2
  }
}
layer {
  name: "fc6"
  type: "Convolution"
  bottom: "pool5"
  top: "fc6"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 4096
    kernel_size: 7
    engine: CAFFE
  }
}
layer {
  name: "relu6"
  type: "ReLU"
  bottom: "fc6"
  top: "fc6"
}
layer {
  name: "drop6"
  type: "Dropout"
  bottom: "fc6"
  top: "fc6"
  dropout_param {
    dropout_ratio: 0.5
  }
}
layer {
  name: "fc7"
  type: "Convolution"
  bottom: "fc6"
  top: "fc7"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 4096
    kernel_size: 1
    engine: CAFFE
  }
}
layer {
  name: "relu7"
  type: "ReLU"
  bottom: "fc7"
  top: "fc7"
}
layer {
  name: "drop7"
  type: "Dropout"
  bottom: "fc7"
  top: "fc7"
  dropout_param {
    dropout_ratio: 0.5
  }
}
layer {
  name: "score-fr"
  type: "Convolution"
  bottom: "fc7"
  top: "score"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 2
    kernel_size: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
    engine: CAFFE
  }
}
layer {
  name: "score2"
  type: "Deconvolution"
  bottom: "score"
  top: "score2"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 2
    kernel_size: 4
    stride: 2
    weight_filler {
      type: "constant"
      value: 0.2
    }
  }
}
layer {
  name: "score-pool4"
  type: "Convolution"
  bottom: "pool4"
  top: "score-pool4"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 2
    kernel_size: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
    engine: CAFFE
  }
}
layer {
  name: "crop"
  type: "Crop"
  bottom: "score-pool4"
  bottom: "score2"
  top: "score-pool4c"
}
layer {
  name: "fuse"
  type: "Eltwise"
  bottom: "score2"
  bottom: "score-pool4c"
  top: "score-fused"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "score4"
  type: "Deconvolution"
  bottom: "score-fused"
  top: "score4"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  convolution_param {
    num_output: 2
    bias_term: false
    kernel_size: 4
    stride: 2
  }
}
layer {
  name: "score-pool3"
  type: "Convolution"
  bottom: "pool3"
  top: "score-pool3"
  param {
    lr_mult: 1
    decay_mult: 1
  }
  param {
    lr_mult: 2
    decay_mult: 0
  }
  convolution_param {
    num_output: 2
    kernel_size: 1
    weight_filler {
      type: "xavier"
      std: 0.1
    }
    bias_filler {
      type: "constant"
      value: 0.2
    }
    engine: CAFFE
  }
}
layer {
  name: "crop"
  type: "Crop"
  bottom: "score-pool3"
  bottom: "score4"
  top: "score-pool3c"
}
layer {
  name: "fuse"
  type: "Eltwise"
  bottom: "score4"
  bottom: "score-pool3c"
  top: "score-final"
  eltwise_param {
    operation: SUM
  }
}
layer {
  name: "upsample"
  type: "Deconvolution"
  bottom: "score-final"
  top: "bigscore"
  param {
    lr_mult: 0
  }
  convolution_param {
    num_output: 2
    bias_term: false
    kernel_size: 16
    stride: 8
  }
}
layer {
  name: "crop"
  type: "Crop"
  bottom: "bigscore"
  bottom: "data"
  top: "coarse"
}
layer {
  name: "splitting"
  type: "Split"
  bottom: "coarse"
  top: "unary"
  top: "Q0"
}
layer {
  name: "inference1-ft"
  type: "MultiStageMeanfield"
  bottom: "unary"
  bottom: "Q0"
  bottom: "data"
  top: "pred"
  param {
    lr_mult: 10000
  }
  param {
    lr_mult: 10000
  }
  param {
    lr_mult: 1000
  }
  multi_stage_meanfield_param {
    compatibility_mode: POTTS
    threshold: 2
    theta_alpha: 160
    theta_beta: 3
    theta_gamma: 3
    num_iterations: 10
    spatial_filter_weight: 3
    bilateral_filter_weight: 5
  }
}
layer {
  name: "loss"
  type: "SoftmaxWithLoss"
  bottom: "pred"
  bottom: "label"
  top: "loss"
  loss_param {
    normalize: false
  }
}
I1126 22:06:44.800276 3454440384 layer_factory.hpp:76] Creating layer data
I1126 22:06:44.805445 3454440384 net.cpp:111] Creating Layer data
I1126 22:06:44.805461 3454440384 net.cpp:434] data -> data
I1126 22:06:44.805552 97112064 db_lmdb.cpp:22] Opened lmdb ./train_images_1_lmdb
I1126 22:06:44.807833 3454440384 data_layer.cpp:44] output data size: 1,3,500,500
I1126 22:06:44.814100 3454440384 net.cpp:156] Setting up data
I1126 22:06:44.814131 3454440384 net.cpp:164] Top shape: 1 3 500 500 (750000)
I1126 22:06:44.814144 3454440384 layer_factory.hpp:76] Creating layer data_data_0_split
I1126 22:06:44.814157 3454440384 net.cpp:111] Creating Layer data_data_0_split
I1126 22:06:44.814162 3454440384 net.cpp:478] data_data_0_split <- data
I1126 22:06:44.814170 3454440384 net.cpp:434] data_data_0_split -> data_data_0_split_0
I1126 22:06:44.814177 3454440384 net.cpp:434] data_data_0_split -> data_data_0_split_1
I1126 22:06:44.814183 3454440384 net.cpp:434] data_data_0_split -> data_data_0_split_2
I1126 22:06:44.814191 3454440384 net.cpp:156] Setting up data_data_0_split
I1126 22:06:44.814198 3454440384 net.cpp:164] Top shape: 1 3 500 500 (750000)
I1126 22:06:44.814203 3454440384 net.cpp:164] Top shape: 1 3 500 500 (750000)
I1126 22:06:44.814208 3454440384 net.cpp:164] Top shape: 1 3 500 500 (750000)
I1126 22:06:44.814213 3454440384 layer_factory.hpp:76] Creating layer label
I1126 22:06:44.814240 3454440384 net.cpp:111] Creating Layer label
I1126 22:06:44.814249 3454440384 net.cpp:434] label -> label
I1126 22:06:44.814338 98185216 db_lmdb.cpp:22] Opened lmdb ./train_labels_1_lmdb
I1126 22:06:44.814555 3454440384 data_layer.cpp:44] output data size: 1,1,500,500
I1126 22:06:44.817376 3454440384 net.cpp:156] Setting up label
I1126 22:06:44.817395 3454440384 net.cpp:164] Top shape: 1 1 500 500 (250000)
I1126 22:06:44.817404 3454440384 layer_factory.hpp:76] Creating layer conv1_1
I1126 22:06:44.817414 3454440384 net.cpp:111] Creating Layer conv1_1
I1126 22:06:44.817417 3454440384 net.cpp:478] conv1_1 <- data_data_0_split_0
I1126 22:06:44.817425 3454440384 net.cpp:434] conv1_1 -> conv1_1
I1126 22:06:44.818886 3454440384 net.cpp:156] Setting up conv1_1
I1126 22:06:44.818907 3454440384 net.cpp:164] Top shape: 1 64 698 698 (31181056)
I1126 22:06:44.818922 3454440384 layer_factory.hpp:76] Creating layer relu1_1
I1126 22:06:44.818943 3454440384 net.cpp:111] Creating Layer relu1_1
I1126 22:06:44.818948 3454440384 net.cpp:478] relu1_1 <- conv1_1
I1126 22:06:44.818954 3454440384 net.cpp:420] relu1_1 -> conv1_1 (in-place)
I1126 22:06:44.818961 3454440384 net.cpp:156] Setting up relu1_1
I1126 22:06:44.818965 3454440384 net.cpp:164] Top shape: 1 64 698 698 (31181056)
I1126 22:06:44.818970 3454440384 layer_factory.hpp:76] Creating layer conv1_2
I1126 22:06:44.818976 3454440384 net.cpp:111] Creating Layer conv1_2
I1126 22:06:44.818980 3454440384 net.cpp:478] conv1_2 <- conv1_1
I1126 22:06:44.818985 3454440384 net.cpp:434] conv1_2 -> conv1_2
I1126 22:06:44.819774 3454440384 net.cpp:156] Setting up conv1_2
I1126 22:06:44.819785 3454440384 net.cpp:164] Top shape: 1 64 698 698 (31181056)
I1126 22:06:44.819794 3454440384 layer_factory.hpp:76] Creating layer relu1_2
I1126 22:06:44.819802 3454440384 net.cpp:111] Creating Layer relu1_2
I1126 22:06:44.819806 3454440384 net.cpp:478] relu1_2 <- conv1_2
I1126 22:06:44.819813 3454440384 net.cpp:420] relu1_2 -> conv1_2 (in-place)
I1126 22:06:44.819818 3454440384 net.cpp:156] Setting up relu1_2
I1126 22:06:44.819823 3454440384 net.cpp:164] Top shape: 1 64 698 698 (31181056)
I1126 22:06:44.819828 3454440384 layer_factory.hpp:76] Creating layer pool1
I1126 22:06:44.819839 3454440384 net.cpp:111] Creating Layer pool1
I1126 22:06:44.819842 3454440384 net.cpp:478] pool1 <- conv1_2
I1126 22:06:44.819855 3454440384 net.cpp:434] pool1 -> pool1
I1126 22:06:44.819869 3454440384 net.cpp:156] Setting up pool1
I1126 22:06:44.819872 3454440384 net.cpp:164] Top shape: 1 64 349 349 (7795264)
I1126 22:06:44.819878 3454440384 layer_factory.hpp:76] Creating layer conv2_1
I1126 22:06:44.819885 3454440384 net.cpp:111] Creating Layer conv2_1
I1126 22:06:44.819890 3454440384 net.cpp:478] conv2_1 <- pool1
I1126 22:06:44.819895 3454440384 net.cpp:434] conv2_1 -> conv2_1
I1126 22:06:44.820413 3454440384 net.cpp:156] Setting up conv2_1
I1126 22:06:44.820421 3454440384 net.cpp:164] Top shape: 1 128 349 349 (15590528)
I1126 22:06:44.820430 3454440384 layer_factory.hpp:76] Creating layer relu2_1
I1126 22:06:44.820436 3454440384 net.cpp:111] Creating Layer relu2_1
I1126 22:06:44.820439 3454440384 net.cpp:478] relu2_1 <- conv2_1
I1126 22:06:44.820471 3454440384 net.cpp:420] relu2_1 -> conv2_1 (in-place)
I1126 22:06:44.820478 3454440384 net.cpp:156] Setting up relu2_1
I1126 22:06:44.820482 3454440384 net.cpp:164] Top shape: 1 128 349 349 (15590528)
I1126 22:06:44.820488 3454440384 layer_factory.hpp:76] Creating layer conv2_2
I1126 22:06:44.820493 3454440384 net.cpp:111] Creating Layer conv2_2
I1126 22:06:44.820497 3454440384 net.cpp:478] conv2_2 <- conv2_1
I1126 22:06:44.820502 3454440384 net.cpp:434] conv2_2 -> conv2_2
I1126 22:06:44.821204 3454440384 net.cpp:156] Setting up conv2_2
I1126 22:06:44.821213 3454440384 net.cpp:164] Top shape: 1 128 349 349 (15590528)
I1126 22:06:44.821220 3454440384 layer_factory.hpp:76] Creating layer relu2_2
I1126 22:06:44.821226 3454440384 net.cpp:111] Creating Layer relu2_2
I1126 22:06:44.821230 3454440384 net.cpp:478] relu2_2 <- conv2_2
I1126 22:06:44.821235 3454440384 net.cpp:420] relu2_2 -> conv2_2 (in-place)
I1126 22:06:44.821240 3454440384 net.cpp:156] Setting up relu2_2
I1126 22:06:44.821244 3454440384 net.cpp:164] Top shape: 1 128 349 349 (15590528)
I1126 22:06:44.821249 3454440384 layer_factory.hpp:76] Creating layer pool2
I1126 22:06:44.821255 3454440384 net.cpp:111] Creating Layer pool2
I1126 22:06:44.821259 3454440384 net.cpp:478] pool2 <- conv2_2
I1126 22:06:44.821262 3454440384 net.cpp:434] pool2 -> pool2
I1126 22:06:44.821269 3454440384 net.cpp:156] Setting up pool2
I1126 22:06:44.821274 3454440384 net.cpp:164] Top shape: 1 128 175 175 (3920000)
I1126 22:06:44.821279 3454440384 layer_factory.hpp:76] Creating layer conv3_1
I1126 22:06:44.821283 3454440384 net.cpp:111] Creating Layer conv3_1
I1126 22:06:44.821287 3454440384 net.cpp:478] conv3_1 <- pool2
I1126 22:06:44.821291 3454440384 net.cpp:434] conv3_1 -> conv3_1
I1126 22:06:44.822108 3454440384 net.cpp:156] Setting up conv3_1
I1126 22:06:44.822119 3454440384 net.cpp:164] Top shape: 1 256 175 175 (7840000)
I1126 22:06:44.822130 3454440384 layer_factory.hpp:76] Creating layer relu3_1
I1126 22:06:44.822136 3454440384 net.cpp:111] Creating Layer relu3_1
I1126 22:06:44.822140 3454440384 net.cpp:478] relu3_1 <- conv3_1
I1126 22:06:44.822145 3454440384 net.cpp:420] relu3_1 -> conv3_1 (in-place)
I1126 22:06:44.822151 3454440384 net.cpp:156] Setting up relu3_1
I1126 22:06:44.822155 3454440384 net.cpp:164] Top shape: 1 256 175 175 (7840000)
I1126 22:06:44.822160 3454440384 layer_factory.hpp:76] Creating layer conv3_2
I1126 22:06:44.822165 3454440384 net.cpp:111] Creating Layer conv3_2
I1126 22:06:44.822168 3454440384 net.cpp:478] conv3_2 <- conv3_1
I1126 22:06:44.822173 3454440384 net.cpp:434] conv3_2 -> conv3_2
I1126 22:06:44.823807 3454440384 net.cpp:156] Setting up conv3_2
I1126 22:06:44.823827 3454440384 net.cpp:164] Top shape: 1 256 175 175 (7840000)
I1126 22:06:44.823837 3454440384 layer_factory.hpp:76] Creating layer relu3_2
I1126 22:06:44.823845 3454440384 net.cpp:111] Creating Layer relu3_2
I1126 22:06:44.823850 3454440384 net.cpp:478] relu3_2 <- conv3_2
I1126 22:06:44.823856 3454440384 net.cpp:420] relu3_2 -> conv3_2 (in-place)
I1126 22:06:44.823864 3454440384 net.cpp:156] Setting up relu3_2
I1126 22:06:44.823868 3454440384 net.cpp:164] Top shape: 1 256 175 175 (7840000)
I1126 22:06:44.823873 3454440384 layer_factory.hpp:76] Creating layer conv3_3
I1126 22:06:44.823879 3454440384 net.cpp:111] Creating Layer conv3_3
I1126 22:06:44.823882 3454440384 net.cpp:478] conv3_3 <- conv3_2
I1126 22:06:44.823886 3454440384 net.cpp:434] conv3_3 -> conv3_3
I1126 22:06:44.826779 3454440384 net.cpp:156] Setting up conv3_3
I1126 22:06:44.826800 3454440384 net.cpp:164] Top shape: 1 256 175 175 (7840000)
I1126 22:06:44.826812 3454440384 layer_factory.hpp:76] Creating layer relu3_3
I1126 22:06:44.826819 3454440384 net.cpp:111] Creating Layer relu3_3
I1126 22:06:44.826824 3454440384 net.cpp:478] relu3_3 <- conv3_3
I1126 22:06:44.826830 3454440384 net.cpp:420] relu3_3 -> conv3_3 (in-place)
I1126 22:06:44.826838 3454440384 net.cpp:156] Setting up relu3_3
I1126 22:06:44.826841 3454440384 net.cpp:164] Top shape: 1 256 175 175 (7840000)
I1126 22:06:44.826846 3454440384 layer_factory.hpp:76] Creating layer pool3
I1126 22:06:44.826851 3454440384 net.cpp:111] Creating Layer pool3
I1126 22:06:44.826855 3454440384 net.cpp:478] pool3 <- conv3_3
I1126 22:06:44.826860 3454440384 net.cpp:434] pool3 -> pool3
I1126 22:06:44.826867 3454440384 net.cpp:156] Setting up pool3
I1126 22:06:44.826871 3454440384 net.cpp:164] Top shape: 1 256 88 88 (1982464)
I1126 22:06:44.826876 3454440384 layer_factory.hpp:76] Creating layer pool3_pool3_0_split
I1126 22:06:44.826884 3454440384 net.cpp:111] Creating Layer pool3_pool3_0_split
I1126 22:06:44.826887 3454440384 net.cpp:478] pool3_pool3_0_split <- pool3
I1126 22:06:44.826894 3454440384 net.cpp:434] pool3_pool3_0_split -> pool3_pool3_0_split_0
I1126 22:06:44.826898 3454440384 net.cpp:434] pool3_pool3_0_split -> pool3_pool3_0_split_1
I1126 22:06:44.826908 3454440384 net.cpp:156] Setting up pool3_pool3_0_split
I1126 22:06:44.826912 3454440384 net.cpp:164] Top shape: 1 256 88 88 (1982464)
I1126 22:06:44.826917 3454440384 net.cpp:164] Top shape: 1 256 88 88 (1982464)
I1126 22:06:44.826922 3454440384 layer_factory.hpp:76] Creating layer conv4_1
I1126 22:06:44.826928 3454440384 net.cpp:111] Creating Layer conv4_1
I1126 22:06:44.826932 3454440384 net.cpp:478] conv4_1 <- pool3_pool3_0_split_0
I1126 22:06:44.826937 3454440384 net.cpp:434] conv4_1 -> conv4_1
I1126 22:06:44.829706 3454440384 net.cpp:156] Setting up conv4_1
I1126 22:06:44.829723 3454440384 net.cpp:164] Top shape: 1 512 88 88 (3964928)
I1126 22:06:44.829732 3454440384 layer_factory.hpp:76] Creating layer relu4_1
I1126 22:06:44.829740 3454440384 net.cpp:111] Creating Layer relu4_1
I1126 22:06:44.829744 3454440384 net.cpp:478] relu4_1 <- conv4_1
I1126 22:06:44.829749 3454440384 net.cpp:420] relu4_1 -> conv4_1 (in-place)
I1126 22:06:44.829756 3454440384 net.cpp:156] Setting up relu4_1
I1126 22:06:44.829761 3454440384 net.cpp:164] Top shape: 1 512 88 88 (3964928)
I1126 22:06:44.829766 3454440384 layer_factory.hpp:76] Creating layer conv4_2
I1126 22:06:44.829778 3454440384 net.cpp:111] Creating Layer conv4_2
I1126 22:06:44.829782 3454440384 net.cpp:478] conv4_2 <- conv4_1
I1126 22:06:44.829788 3454440384 net.cpp:434] conv4_2 -> conv4_2
I1126 22:06:44.835346 3454440384 net.cpp:156] Setting up conv4_2
I1126 22:06:44.835363 3454440384 net.cpp:164] Top shape: 1 512 88 88 (3964928)
I1126 22:06:44.835376 3454440384 layer_factory.hpp:76] Creating layer relu4_2
I1126 22:06:44.835382 3454440384 net.cpp:111] Creating Layer relu4_2
I1126 22:06:44.835386 3454440384 net.cpp:478] relu4_2 <- conv4_2
I1126 22:06:44.835392 3454440384 net.cpp:420] relu4_2 -> conv4_2 (in-place)
I1126 22:06:44.835407 3454440384 net.cpp:156] Setting up relu4_2
I1126 22:06:44.835412 3454440384 net.cpp:164] Top shape: 1 512 88 88 (3964928)
I1126 22:06:44.835417 3454440384 layer_factory.hpp:76] Creating layer conv4_3
I1126 22:06:44.835423 3454440384 net.cpp:111] Creating Layer conv4_3
I1126 22:06:44.835428 3454440384 net.cpp:478] conv4_3 <- conv4_2
I1126 22:06:44.835434 3454440384 net.cpp:434] conv4_3 -> conv4_3
I1126 22:06:44.841228 3454440384 net.cpp:156] Setting up conv4_3
I1126 22:06:44.841246 3454440384 net.cpp:164] Top shape: 1 512 88 88 (3964928)
I1126 22:06:44.841256 3454440384 layer_factory.hpp:76] Creating layer relu4_3
I1126 22:06:44.841264 3454440384 net.cpp:111] Creating Layer relu4_3
I1126 22:06:44.841269 3454440384 net.cpp:478] relu4_3 <- conv4_3
I1126 22:06:44.841274 3454440384 net.cpp:420] relu4_3 -> conv4_3 (in-place)
I1126 22:06:44.841280 3454440384 net.cpp:156] Setting up relu4_3
I1126 22:06:44.841284 3454440384 net.cpp:164] Top shape: 1 512 88 88 (3964928)
I1126 22:06:44.841289 3454440384 layer_factory.hpp:76] Creating layer pool4
I1126 22:06:44.841294 3454440384 net.cpp:111] Creating Layer pool4
I1126 22:06:44.841297 3454440384 net.cpp:478] pool4 <- conv4_3
I1126 22:06:44.841301 3454440384 net.cpp:434] pool4 -> pool4
I1126 22:06:44.841308 3454440384 net.cpp:156] Setting up pool4
I1126 22:06:44.841312 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.841317 3454440384 layer_factory.hpp:76] Creating layer pool4_pool4_0_split
I1126 22:06:44.841328 3454440384 net.cpp:111] Creating Layer pool4_pool4_0_split
I1126 22:06:44.841332 3454440384 net.cpp:478] pool4_pool4_0_split <- pool4
I1126 22:06:44.841337 3454440384 net.cpp:434] pool4_pool4_0_split -> pool4_pool4_0_split_0
I1126 22:06:44.841344 3454440384 net.cpp:434] pool4_pool4_0_split -> pool4_pool4_0_split_1
I1126 22:06:44.841351 3454440384 net.cpp:156] Setting up pool4_pool4_0_split
I1126 22:06:44.841356 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.841359 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.841364 3454440384 layer_factory.hpp:76] Creating layer conv5_1
I1126 22:06:44.841370 3454440384 net.cpp:111] Creating Layer conv5_1
I1126 22:06:44.841375 3454440384 net.cpp:478] conv5_1 <- pool4_pool4_0_split_0
I1126 22:06:44.841384 3454440384 net.cpp:434] conv5_1 -> conv5_1
I1126 22:06:44.846789 3454440384 net.cpp:156] Setting up conv5_1
I1126 22:06:44.846812 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.846827 3454440384 layer_factory.hpp:76] Creating layer relu5_1
I1126 22:06:44.846838 3454440384 net.cpp:111] Creating Layer relu5_1
I1126 22:06:44.846845 3454440384 net.cpp:478] relu5_1 <- conv5_1
I1126 22:06:44.846854 3454440384 net.cpp:420] relu5_1 -> conv5_1 (in-place)
I1126 22:06:44.846864 3454440384 net.cpp:156] Setting up relu5_1
I1126 22:06:44.846869 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.846876 3454440384 layer_factory.hpp:76] Creating layer conv5_2
I1126 22:06:44.846884 3454440384 net.cpp:111] Creating Layer conv5_2
I1126 22:06:44.846889 3454440384 net.cpp:478] conv5_2 <- conv5_1
I1126 22:06:44.846895 3454440384 net.cpp:434] conv5_2 -> conv5_2
I1126 22:06:44.852453 3454440384 net.cpp:156] Setting up conv5_2
I1126 22:06:44.852471 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.852479 3454440384 layer_factory.hpp:76] Creating layer relu5_2
I1126 22:06:44.852494 3454440384 net.cpp:111] Creating Layer relu5_2
I1126 22:06:44.852499 3454440384 net.cpp:478] relu5_2 <- conv5_2
I1126 22:06:44.852505 3454440384 net.cpp:420] relu5_2 -> conv5_2 (in-place)
I1126 22:06:44.852514 3454440384 net.cpp:156] Setting up relu5_2
I1126 22:06:44.852516 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.852521 3454440384 layer_factory.hpp:76] Creating layer conv5_3
I1126 22:06:44.852527 3454440384 net.cpp:111] Creating Layer conv5_3
I1126 22:06:44.852531 3454440384 net.cpp:478] conv5_3 <- conv5_2
I1126 22:06:44.852537 3454440384 net.cpp:434] conv5_3 -> conv5_3
I1126 22:06:44.858376 3454440384 net.cpp:156] Setting up conv5_3
I1126 22:06:44.858400 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.858410 3454440384 layer_factory.hpp:76] Creating layer relu5_3
I1126 22:06:44.858419 3454440384 net.cpp:111] Creating Layer relu5_3
I1126 22:06:44.858424 3454440384 net.cpp:478] relu5_3 <- conv5_3
I1126 22:06:44.858430 3454440384 net.cpp:420] relu5_3 -> conv5_3 (in-place)
I1126 22:06:44.858438 3454440384 net.cpp:156] Setting up relu5_3
I1126 22:06:44.858443 3454440384 net.cpp:164] Top shape: 1 512 44 44 (991232)
I1126 22:06:44.858448 3454440384 layer_factory.hpp:76] Creating layer pool5
I1126 22:06:44.858453 3454440384 net.cpp:111] Creating Layer pool5
I1126 22:06:44.858455 3454440384 net.cpp:478] pool5 <- conv5_3
I1126 22:06:44.858461 3454440384 net.cpp:434] pool5 -> pool5
I1126 22:06:44.858469 3454440384 net.cpp:156] Setting up pool5
I1126 22:06:44.858475 3454440384 net.cpp:164] Top shape: 1 512 22 22 (247808)
I1126 22:06:44.858480 3454440384 layer_factory.hpp:76] Creating layer fc6
I1126 22:06:44.858486 3454440384 net.cpp:111] Creating Layer fc6
I1126 22:06:44.858491 3454440384 net.cpp:478] fc6 <- pool5
I1126 22:06:44.858496 3454440384 net.cpp:434] fc6 -> fc6
I1126 22:06:45.126833 3454440384 net.cpp:156] Setting up fc6
I1126 22:06:45.126857 3454440384 net.cpp:164] Top shape: 1 4096 16 16 (1048576)
I1126 22:06:45.126865 3454440384 layer_factory.hpp:76] Creating layer relu6
I1126 22:06:45.126873 3454440384 net.cpp:111] Creating Layer relu6
I1126 22:06:45.126878 3454440384 net.cpp:478] relu6 <- fc6
I1126 22:06:45.126884 3454440384 net.cpp:420] relu6 -> fc6 (in-place)
I1126 22:06:45.126891 3454440384 net.cpp:156] Setting up relu6
I1126 22:06:45.126895 3454440384 net.cpp:164] Top shape: 1 4096 16 16 (1048576)
I1126 22:06:45.126899 3454440384 layer_factory.hpp:76] Creating layer drop6
I1126 22:06:45.126904 3454440384 net.cpp:111] Creating Layer drop6
I1126 22:06:45.126909 3454440384 net.cpp:478] drop6 <- fc6
I1126 22:06:45.126912 3454440384 net.cpp:420] drop6 -> fc6 (in-place)
I1126 22:06:45.126925 3454440384 net.cpp:156] Setting up drop6
I1126 22:06:45.126929 3454440384 net.cpp:164] Top shape: 1 4096 16 16 (1048576)
I1126 22:06:45.126933 3454440384 layer_factory.hpp:76] Creating layer fc7
I1126 22:06:45.126937 3454440384 net.cpp:111] Creating Layer fc7
I1126 22:06:45.126940 3454440384 net.cpp:478] fc7 <- fc6
I1126 22:06:45.126945 3454440384 net.cpp:434] fc7 -> fc7
I1126 22:06:45.167395 3454440384 net.cpp:156] Setting up fc7
I1126 22:06:45.167414 3454440384 net.cpp:164] Top shape: 1 4096 16 16 (1048576)
I1126 22:06:45.167423 3454440384 layer_factory.hpp:76] Creating layer relu7
I1126 22:06:45.167431 3454440384 net.cpp:111] Creating Layer relu7
I1126 22:06:45.167436 3454440384 net.cpp:478] relu7 <- fc7
I1126 22:06:45.167443 3454440384 net.cpp:420] relu7 -> fc7 (in-place)
I1126 22:06:45.167450 3454440384 net.cpp:156] Setting up relu7
I1126 22:06:45.167454 3454440384 net.cpp:164] Top shape: 1 4096 16 16 (1048576)
I1126 22:06:45.167459 3454440384 layer_factory.hpp:76] Creating layer drop7
I1126 22:06:45.167464 3454440384 net.cpp:111] Creating Layer drop7
I1126 22:06:45.167467 3454440384 net.cpp:478] drop7 <- fc7
I1126 22:06:45.167471 3454440384 net.cpp:420] drop7 -> fc7 (in-place)
I1126 22:06:45.167477 3454440384 net.cpp:156] Setting up drop7
I1126 22:06:45.167480 3454440384 net.cpp:164] Top shape: 1 4096 16 16 (1048576)
I1126 22:06:45.167486 3454440384 layer_factory.hpp:76] Creating layer score-fr
I1126 22:06:45.167497 3454440384 net.cpp:111] Creating Layer score-fr
I1126 22:06:45.167501 3454440384 net.cpp:478] score-fr <- fc7
I1126 22:06:45.167506 3454440384 net.cpp:434] score-fr -> score
I1126 22:06:45.167604 3454440384 net.cpp:156] Setting up score-fr
I1126 22:06:45.167610 3454440384 net.cpp:164] Top shape: 1 2 16 16 (512)
I1126 22:06:45.167616 3454440384 layer_factory.hpp:76] Creating layer score2
I1126 22:06:45.167623 3454440384 net.cpp:111] Creating Layer score2
I1126 22:06:45.167628 3454440384 net.cpp:478] score2 <- score
I1126 22:06:45.167632 3454440384 net.cpp:434] score2 -> score2
I1126 22:06:45.167645 3454440384 net.cpp:156] Setting up score2
I1126 22:06:45.167649 3454440384 net.cpp:164] Top shape: 1 2 34 34 (2312)
I1126 22:06:45.167659 3454440384 layer_factory.hpp:76] Creating layer score2_score2_0_split
I1126 22:06:45.167665 3454440384 net.cpp:111] Creating Layer score2_score2_0_split
I1126 22:06:45.167670 3454440384 net.cpp:478] score2_score2_0_split <- score2
I1126 22:06:45.167675 3454440384 net.cpp:434] score2_score2_0_split -> score2_score2_0_split_0
I1126 22:06:45.167681 3454440384 net.cpp:434] score2_score2_0_split -> score2_score2_0_split_1
I1126 22:06:45.167690 3454440384 net.cpp:156] Setting up score2_score2_0_split
I1126 22:06:45.167692 3454440384 net.cpp:164] Top shape: 1 2 34 34 (2312)
I1126 22:06:45.167697 3454440384 net.cpp:164] Top shape: 1 2 34 34 (2312)
I1126 22:06:45.167702 3454440384 layer_factory.hpp:76] Creating layer score-pool4
I1126 22:06:45.167707 3454440384 net.cpp:111] Creating Layer score-pool4
I1126 22:06:45.167711 3454440384 net.cpp:478] score-pool4 <- pool4_pool4_0_split_1
I1126 22:06:45.167721 3454440384 net.cpp:434] score-pool4 -> score-pool4
I1126 22:06:45.167742 3454440384 net.cpp:156] Setting up score-pool4
I1126 22:06:45.167747 3454440384 net.cpp:164] Top shape: 1 2 44 44 (3872)
I1126 22:06:45.167753 3454440384 layer_factory.hpp:76] Creating layer crop
I1126 22:06:45.167758 3454440384 net.cpp:111] Creating Layer crop
I1126 22:06:45.167762 3454440384 net.cpp:478] crop <- score-pool4
I1126 22:06:45.167767 3454440384 net.cpp:478] crop <- score2_score2_0_split_0
I1126 22:06:45.167770 3454440384 net.cpp:434] crop -> score-pool4c
I1126 22:06:45.167807 3454440384 net.cpp:156] Setting up crop
I1126 22:06:45.167812 3454440384 net.cpp:164] Top shape: 1 2 34 34 (2312)
I1126 22:06:45.167817 3454440384 layer_factory.hpp:76] Creating layer fuse
I1126 22:06:45.167822 3454440384 net.cpp:111] Creating Layer fuse
I1126 22:06:45.167826 3454440384 net.cpp:478] fuse <- score2_score2_0_split_1
I1126 22:06:45.167830 3454440384 net.cpp:478] fuse <- score-pool4c
I1126 22:06:45.167835 3454440384 net.cpp:434] fuse -> score-fused
I1126 22:06:45.167843 3454440384 net.cpp:156] Setting up fuse
I1126 22:06:45.167846 3454440384 net.cpp:164] Top shape: 1 2 34 34 (2312)
I1126 22:06:45.167851 3454440384 layer_factory.hpp:76] Creating layer score4
I1126 22:06:45.167856 3454440384 net.cpp:111] Creating Layer score4
I1126 22:06:45.167860 3454440384 net.cpp:478] score4 <- score-fused
I1126 22:06:45.167865 3454440384 net.cpp:434] score4 -> score4
I1126 22:06:45.167872 3454440384 net.cpp:156] Setting up score4
I1126 22:06:45.167876 3454440384 net.cpp:164] Top shape: 1 2 70 70 (9800)
I1126 22:06:45.167881 3454440384 layer_factory.hpp:76] Creating layer score4_score4_0_split
I1126 22:06:45.167886 3454440384 net.cpp:111] Creating Layer score4_score4_0_split
I1126 22:06:45.167891 3454440384 net.cpp:478] score4_score4_0_split <- score4
I1126 22:06:45.167896 3454440384 net.cpp:434] score4_score4_0_split -> score4_score4_0_split_0
I1126 22:06:45.167901 3454440384 net.cpp:434] score4_score4_0_split -> score4_score4_0_split_1
I1126 22:06:45.167909 3454440384 net.cpp:156] Setting up score4_score4_0_split
I1126 22:06:45.167912 3454440384 net.cpp:164] Top shape: 1 2 70 70 (9800)
I1126 22:06:45.167917 3454440384 net.cpp:164] Top shape: 1 2 70 70 (9800)
I1126 22:06:45.167923 3454440384 layer_factory.hpp:76] Creating layer score-pool3
I1126 22:06:45.167929 3454440384 net.cpp:111] Creating Layer score-pool3
I1126 22:06:45.167933 3454440384 net.cpp:478] score-pool3 <- pool3_pool3_0_split_1
I1126 22:06:45.167938 3454440384 net.cpp:434] score-pool3 -> score-pool3
I1126 22:06:45.167966 3454440384 net.cpp:156] Setting up score-pool3
I1126 22:06:45.167971 3454440384 net.cpp:164] Top shape: 1 2 88 88 (15488)
I1126 22:06:45.167978 3454440384 layer_factory.hpp:76] Creating layer crop
I1126 22:06:45.167982 3454440384 net.cpp:111] Creating Layer crop
I1126 22:06:45.167986 3454440384 net.cpp:478] crop <- score-pool3
I1126 22:06:45.167990 3454440384 net.cpp:478] crop <- score4_score4_0_split_0
I1126 22:06:45.167995 3454440384 net.cpp:434] crop -> score-pool3c
I1126 22:06:45.168027 3454440384 net.cpp:156] Setting up crop
I1126 22:06:45.168032 3454440384 net.cpp:164] Top shape: 1 2 70 70 (9800)
I1126 22:06:45.168037 3454440384 layer_factory.hpp:76] Creating layer fuse
I1126 22:06:45.168041 3454440384 net.cpp:111] Creating Layer fuse
I1126 22:06:45.168045 3454440384 net.cpp:478] fuse <- score4_score4_0_split_1
I1126 22:06:45.168050 3454440384 net.cpp:478] fuse <- score-pool3c
I1126 22:06:45.168054 3454440384 net.cpp:434] fuse -> score-final
I1126 22:06:45.168059 3454440384 net.cpp:156] Setting up fuse
I1126 22:06:45.168063 3454440384 net.cpp:164] Top shape: 1 2 70 70 (9800)
I1126 22:06:45.168068 3454440384 layer_factory.hpp:76] Creating layer upsample
I1126 22:06:45.168072 3454440384 net.cpp:111] Creating Layer upsample
I1126 22:06:45.168076 3454440384 net.cpp:478] upsample <- score-final
I1126 22:06:45.168081 3454440384 net.cpp:434] upsample -> bigscore
I1126 22:06:45.168090 3454440384 net.cpp:156] Setting up upsample
I1126 22:06:45.168094 3454440384 net.cpp:164] Top shape: 1 2 568 568 (645248)
I1126 22:06:45.168100 3454440384 layer_factory.hpp:76] Creating layer crop
I1126 22:06:45.168104 3454440384 net.cpp:111] Creating Layer crop
I1126 22:06:45.168108 3454440384 net.cpp:478] crop <- bigscore
I1126 22:06:45.168112 3454440384 net.cpp:478] crop <- data_data_0_split_1
I1126 22:06:45.168118 3454440384 net.cpp:434] crop -> coarse
I1126 22:06:45.168159 3454440384 net.cpp:156] Setting up crop
I1126 22:06:45.168164 3454440384 net.cpp:164] Top shape: 1 2 500 500 (500000)
I1126 22:06:45.168169 3454440384 layer_factory.hpp:76] Creating layer splitting
I1126 22:06:45.168179 3454440384 net.cpp:111] Creating Layer splitting
I1126 22:06:45.168182 3454440384 net.cpp:478] splitting <- coarse
I1126 22:06:45.168186 3454440384 net.cpp:434] splitting -> unary
I1126 22:06:45.168192 3454440384 net.cpp:434] splitting -> Q0
I1126 22:06:45.168197 3454440384 net.cpp:156] Setting up splitting
I1126 22:06:45.168201 3454440384 net.cpp:164] Top shape: 1 2 500 500 (500000)
I1126 22:06:45.168205 3454440384 net.cpp:164] Top shape: 1 2 500 500 (500000)
I1126 22:06:45.168210 3454440384 layer_factory.hpp:76] Creating layer inference1-ft
I1126 22:06:45.168217 3454440384 net.cpp:111] Creating Layer inference1-ft
I1126 22:06:45.168221 3454440384 net.cpp:478] inference1-ft <- unary
I1126 22:06:45.168226 3454440384 net.cpp:478] inference1-ft <- Q0
I1126 22:06:45.168231 3454440384 net.cpp:478] inference1-ft <- data_data_0_split_2
I1126 22:06:45.168236 3454440384 net.cpp:434] inference1-ft -> pred
I1126 22:06:45.168251 3454440384 multi_stage_meanfield.cpp:49] This implementation has not been tested batch size > 1.