log.txt

libdc1394 error: Failed to initialize libdc1394
DeepDetect [ commit 9000ad8f01fb30fda191dd261b3e4ae64a0cefcf ]
Running DeepDetect HTTP server on localhost:8080

INFO - 10:24:50 - Initializing net from parameters: 

INFO - 10:24:50 - Creating layer / name=resnet_50 / type=MemoryData
INFO - 10:24:50 - Creating Layer resnet_50
INFO - 10:24:50 - resnet_50 -> data
INFO - 10:24:50 - resnet_50 -> label
INFO - 10:24:50 - Setting up resnet_50
INFO - 10:24:50 - Top shape: 4 3 224 224 (602112)
INFO - 10:24:50 - Top shape: 4 (4)
INFO - 10:24:50 - Memory required for data: 2408464
INFO - 10:24:50 - Creating layer / name=conv1 / type=Convolution
INFO - 10:24:50 - Creating Layer conv1
INFO - 10:24:50 - conv1 <- data
INFO - 10:24:50 - conv1 -> conv1
INFO - 10:24:50 - Setting up conv1
INFO - 10:24:50 - Top shape: 4 64 112 112 (3211264)
INFO - 10:24:50 - Memory required for data: 15253520
INFO - 10:24:50 - Creating layer / name=bn_conv1 / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn_conv1
INFO - 10:24:50 - bn_conv1 <- conv1
INFO - 10:24:50 - bn_conv1 -> conv1 (in-place)
INFO - 10:24:50 - Setting up bn_conv1
INFO - 10:24:50 - Top shape: 4 64 112 112 (3211264)
INFO - 10:24:50 - Memory required for data: 28098576
INFO - 10:24:50 - Creating layer / name=scale_conv1 / type=Scale
INFO - 10:24:50 - Creating Layer scale_conv1
INFO - 10:24:50 - scale_conv1 <- conv1
INFO - 10:24:50 - scale_conv1 -> conv1 (in-place)
INFO - 10:24:50 - Creating layer / name=scale_conv1 / type=Bias
INFO - 10:24:50 - Setting up scale_conv1
INFO - 10:24:50 - Top shape: 4 64 112 112 (3211264)
INFO - 10:24:50 - Memory required for data: 40943632
INFO - 10:24:50 - Creating layer / name=conv1_relu / type=ReLU
INFO - 10:24:50 - Creating Layer conv1_relu
INFO - 10:24:50 - conv1_relu <- conv1
INFO - 10:24:50 - conv1_relu -> conv1 (in-place)
INFO - 10:24:50 - Setting up conv1_relu
INFO - 10:24:50 - Top shape: 4 64 112 112 (3211264)
INFO - 10:24:50 - Memory required for data: 53788688
INFO - 10:24:50 - Creating layer / name=pool1 / type=Pooling
INFO - 10:24:50 - Creating Layer pool1
INFO - 10:24:50 - pool1 <- conv1
INFO - 10:24:50 - pool1 -> pool1
INFO - 10:24:50 - Setting up pool1
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 56999952
INFO - 10:24:50 - Creating layer / name=pool1_pool1_0_split / type=Split
INFO - 10:24:50 - Creating Layer pool1_pool1_0_split
INFO - 10:24:50 - pool1_pool1_0_split <- pool1
INFO - 10:24:50 - pool1_pool1_0_split -> pool1_pool1_0_split_0
INFO - 10:24:50 - pool1_pool1_0_split -> pool1_pool1_0_split_1
INFO - 10:24:50 - Setting up pool1_pool1_0_split
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 63422480
INFO - 10:24:50 - Creating layer / name=res2a_branch1 / type=Convolution
INFO - 10:24:50 - Creating Layer res2a_branch1
INFO - 10:24:50 - res2a_branch1 <- pool1_pool1_0_split_0
INFO - 10:24:50 - res2a_branch1 -> res2a_branch1
INFO - 10:24:50 - Setting up res2a_branch1
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 76267536
INFO - 10:24:50 - Creating layer / name=bn2a_branch1 / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2a_branch1
INFO - 10:24:50 - bn2a_branch1 <- res2a_branch1
INFO - 10:24:50 - bn2a_branch1 -> res2a_branch1 (in-place)
INFO - 10:24:50 - Setting up bn2a_branch1
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 89112592
INFO - 10:24:50 - Creating layer / name=scale2a_branch1 / type=Scale
INFO - 10:24:50 - Creating Layer scale2a_branch1
INFO - 10:24:50 - scale2a_branch1 <- res2a_branch1
INFO - 10:24:50 - scale2a_branch1 -> res2a_branch1 (in-place)
INFO - 10:24:50 - Creating layer / name=scale2a_branch1 / type=Bias
INFO - 10:24:50 - Setting up scale2a_branch1
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 101957648
INFO - 10:24:50 - Creating layer / name=res2a_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res2a_branch2a
INFO - 10:24:50 - res2a_branch2a <- pool1_pool1_0_split_1
INFO - 10:24:50 - res2a_branch2a -> res2a_branch2a
INFO - 10:24:50 - Setting up res2a_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 105168912
INFO - 10:24:50 - Creating layer / name=bn2a_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2a_branch2a
INFO - 10:24:50 - bn2a_branch2a <- res2a_branch2a
INFO - 10:24:50 - bn2a_branch2a -> res2a_branch2a (in-place)
INFO - 10:24:50 - Setting up bn2a_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 108380176
INFO - 10:24:50 - Creating layer / name=scale2a_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale2a_branch2a
INFO - 10:24:50 - scale2a_branch2a <- res2a_branch2a
INFO - 10:24:50 - scale2a_branch2a -> res2a_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale2a_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale2a_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 111591440
INFO - 10:24:50 - Creating layer / name=res2a_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2a_branch2a_relu
INFO - 10:24:50 - res2a_branch2a_relu <- res2a_branch2a
INFO - 10:24:50 - res2a_branch2a_relu -> res2a_branch2a (in-place)
INFO - 10:24:50 - Setting up res2a_branch2a_relu
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 114802704
INFO - 10:24:50 - Creating layer / name=res2a_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res2a_branch2b
INFO - 10:24:50 - res2a_branch2b <- res2a_branch2a
INFO - 10:24:50 - res2a_branch2b -> res2a_branch2b
INFO - 10:24:50 - Setting up res2a_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 118013968
INFO - 10:24:50 - Creating layer / name=bn2a_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2a_branch2b
INFO - 10:24:50 - bn2a_branch2b <- res2a_branch2b
INFO - 10:24:50 - bn2a_branch2b -> res2a_branch2b (in-place)
INFO - 10:24:50 - Setting up bn2a_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 121225232
INFO - 10:24:50 - Creating layer / name=scale2a_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale2a_branch2b
INFO - 10:24:50 - scale2a_branch2b <- res2a_branch2b
INFO - 10:24:50 - scale2a_branch2b -> res2a_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale2a_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale2a_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 124436496
INFO - 10:24:50 - Creating layer / name=res2a_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2a_branch2b_relu
INFO - 10:24:50 - res2a_branch2b_relu <- res2a_branch2b
INFO - 10:24:50 - res2a_branch2b_relu -> res2a_branch2b (in-place)
INFO - 10:24:50 - Setting up res2a_branch2b_relu
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 127647760
INFO - 10:24:50 - Creating layer / name=res2a_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res2a_branch2c
INFO - 10:24:50 - res2a_branch2c <- res2a_branch2b
INFO - 10:24:50 - res2a_branch2c -> res2a_branch2c
INFO - 10:24:50 - Setting up res2a_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 140492816
INFO - 10:24:50 - Creating layer / name=bn2a_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2a_branch2c
INFO - 10:24:50 - bn2a_branch2c <- res2a_branch2c
INFO - 10:24:50 - bn2a_branch2c -> res2a_branch2c (in-place)
INFO - 10:24:50 - Setting up bn2a_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 153337872
INFO - 10:24:50 - Creating layer / name=scale2a_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale2a_branch2c
INFO - 10:24:50 - scale2a_branch2c <- res2a_branch2c
INFO - 10:24:50 - scale2a_branch2c -> res2a_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale2a_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale2a_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 166182928
INFO - 10:24:50 - Creating layer / name=res2a / type=Eltwise
INFO - 10:24:50 - Creating Layer res2a
INFO - 10:24:50 - res2a <- res2a_branch1
INFO - 10:24:50 - res2a <- res2a_branch2c
INFO - 10:24:50 - res2a -> res2a
INFO - 10:24:50 - Setting up res2a
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 179027984
INFO - 10:24:50 - Creating layer / name=res2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2a_relu
INFO - 10:24:50 - res2a_relu <- res2a
INFO - 10:24:50 - res2a_relu -> res2a (in-place)
INFO - 10:24:50 - Setting up res2a_relu
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 191873040
INFO - 10:24:50 - Creating layer / name=res2a_res2a_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res2a_res2a_relu_0_split
INFO - 10:24:50 - res2a_res2a_relu_0_split <- res2a
INFO - 10:24:50 - res2a_res2a_relu_0_split -> res2a_res2a_relu_0_split_0
INFO - 10:24:50 - res2a_res2a_relu_0_split -> res2a_res2a_relu_0_split_1
INFO - 10:24:50 - Setting up res2a_res2a_relu_0_split
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 217563152
INFO - 10:24:50 - Creating layer / name=res2b_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res2b_branch2a
INFO - 10:24:50 - res2b_branch2a <- res2a_res2a_relu_0_split_0
INFO - 10:24:50 - res2b_branch2a -> res2b_branch2a
INFO - 10:24:50 - Setting up res2b_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 220774416
INFO - 10:24:50 - Creating layer / name=bn2b_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2b_branch2a
INFO - 10:24:50 - bn2b_branch2a <- res2b_branch2a
INFO - 10:24:50 - bn2b_branch2a -> res2b_branch2a (in-place)
INFO - 10:24:50 - Setting up bn2b_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 223985680
INFO - 10:24:50 - Creating layer / name=scale2b_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale2b_branch2a
INFO - 10:24:50 - scale2b_branch2a <- res2b_branch2a
INFO - 10:24:50 - scale2b_branch2a -> res2b_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale2b_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale2b_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 227196944
INFO - 10:24:50 - Creating layer / name=res2b_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2b_branch2a_relu
INFO - 10:24:50 - res2b_branch2a_relu <- res2b_branch2a
INFO - 10:24:50 - res2b_branch2a_relu -> res2b_branch2a (in-place)
INFO - 10:24:50 - Setting up res2b_branch2a_relu
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 230408208
INFO - 10:24:50 - Creating layer / name=res2b_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res2b_branch2b
INFO - 10:24:50 - res2b_branch2b <- res2b_branch2a
INFO - 10:24:50 - res2b_branch2b -> res2b_branch2b
INFO - 10:24:50 - Setting up res2b_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 233619472
INFO - 10:24:50 - Creating layer / name=bn2b_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2b_branch2b
INFO - 10:24:50 - bn2b_branch2b <- res2b_branch2b
INFO - 10:24:50 - bn2b_branch2b -> res2b_branch2b (in-place)
INFO - 10:24:50 - Setting up bn2b_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 236830736
INFO - 10:24:50 - Creating layer / name=scale2b_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale2b_branch2b
INFO - 10:24:50 - scale2b_branch2b <- res2b_branch2b
INFO - 10:24:50 - scale2b_branch2b -> res2b_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale2b_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale2b_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 240042000
INFO - 10:24:50 - Creating layer / name=res2b_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2b_branch2b_relu
INFO - 10:24:50 - res2b_branch2b_relu <- res2b_branch2b
INFO - 10:24:50 - res2b_branch2b_relu -> res2b_branch2b (in-place)
INFO - 10:24:50 - Setting up res2b_branch2b_relu
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 243253264
INFO - 10:24:50 - Creating layer / name=res2b_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res2b_branch2c
INFO - 10:24:50 - res2b_branch2c <- res2b_branch2b
INFO - 10:24:50 - res2b_branch2c -> res2b_branch2c
INFO - 10:24:50 - Setting up res2b_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 256098320
INFO - 10:24:50 - Creating layer / name=bn2b_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2b_branch2c
INFO - 10:24:50 - bn2b_branch2c <- res2b_branch2c
INFO - 10:24:50 - bn2b_branch2c -> res2b_branch2c (in-place)
INFO - 10:24:50 - Setting up bn2b_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 268943376
INFO - 10:24:50 - Creating layer / name=scale2b_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale2b_branch2c
INFO - 10:24:50 - scale2b_branch2c <- res2b_branch2c
INFO - 10:24:50 - scale2b_branch2c -> res2b_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale2b_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale2b_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 281788432
INFO - 10:24:50 - Creating layer / name=res2b / type=Eltwise
INFO - 10:24:50 - Creating Layer res2b
INFO - 10:24:50 - res2b <- res2a_res2a_relu_0_split_1
INFO - 10:24:50 - res2b <- res2b_branch2c
INFO - 10:24:50 - res2b -> res2b
INFO - 10:24:50 - Setting up res2b
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 294633488
INFO - 10:24:50 - Creating layer / name=res2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2b_relu
INFO - 10:24:50 - res2b_relu <- res2b
INFO - 10:24:50 - res2b_relu -> res2b (in-place)
INFO - 10:24:50 - Setting up res2b_relu
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 307478544
INFO - 10:24:50 - Creating layer / name=res2b_res2b_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res2b_res2b_relu_0_split
INFO - 10:24:50 - res2b_res2b_relu_0_split <- res2b
INFO - 10:24:50 - res2b_res2b_relu_0_split -> res2b_res2b_relu_0_split_0
INFO - 10:24:50 - res2b_res2b_relu_0_split -> res2b_res2b_relu_0_split_1
INFO - 10:24:50 - Setting up res2b_res2b_relu_0_split
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 333168656
INFO - 10:24:50 - Creating layer / name=res2c_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res2c_branch2a
INFO - 10:24:50 - res2c_branch2a <- res2b_res2b_relu_0_split_0
INFO - 10:24:50 - res2c_branch2a -> res2c_branch2a
INFO - 10:24:50 - Setting up res2c_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 336379920
INFO - 10:24:50 - Creating layer / name=bn2c_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2c_branch2a
INFO - 10:24:50 - bn2c_branch2a <- res2c_branch2a
INFO - 10:24:50 - bn2c_branch2a -> res2c_branch2a (in-place)
INFO - 10:24:50 - Setting up bn2c_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 339591184
INFO - 10:24:50 - Creating layer / name=scale2c_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale2c_branch2a
INFO - 10:24:50 - scale2c_branch2a <- res2c_branch2a
INFO - 10:24:50 - scale2c_branch2a -> res2c_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale2c_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale2c_branch2a
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 342802448
INFO - 10:24:50 - Creating layer / name=res2c_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2c_branch2a_relu
INFO - 10:24:50 - res2c_branch2a_relu <- res2c_branch2a
INFO - 10:24:50 - res2c_branch2a_relu -> res2c_branch2a (in-place)
INFO - 10:24:50 - Setting up res2c_branch2a_relu
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 346013712
INFO - 10:24:50 - Creating layer / name=res2c_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res2c_branch2b
INFO - 10:24:50 - res2c_branch2b <- res2c_branch2a
INFO - 10:24:50 - res2c_branch2b -> res2c_branch2b
INFO - 10:24:50 - Setting up res2c_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 349224976
INFO - 10:24:50 - Creating layer / name=bn2c_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2c_branch2b
INFO - 10:24:50 - bn2c_branch2b <- res2c_branch2b
INFO - 10:24:50 - bn2c_branch2b -> res2c_branch2b (in-place)
INFO - 10:24:50 - Setting up bn2c_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 352436240
INFO - 10:24:50 - Creating layer / name=scale2c_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale2c_branch2b
INFO - 10:24:50 - scale2c_branch2b <- res2c_branch2b
INFO - 10:24:50 - scale2c_branch2b -> res2c_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale2c_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale2c_branch2b
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 355647504
INFO - 10:24:50 - Creating layer / name=res2c_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2c_branch2b_relu
INFO - 10:24:50 - res2c_branch2b_relu <- res2c_branch2b
INFO - 10:24:50 - res2c_branch2b_relu -> res2c_branch2b (in-place)
INFO - 10:24:50 - Setting up res2c_branch2b_relu
INFO - 10:24:50 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:50 - Memory required for data: 358858768
INFO - 10:24:50 - Creating layer / name=res2c_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res2c_branch2c
INFO - 10:24:50 - res2c_branch2c <- res2c_branch2b
INFO - 10:24:50 - res2c_branch2c -> res2c_branch2c
INFO - 10:24:50 - Setting up res2c_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 371703824
INFO - 10:24:50 - Creating layer / name=bn2c_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn2c_branch2c
INFO - 10:24:50 - bn2c_branch2c <- res2c_branch2c
INFO - 10:24:50 - bn2c_branch2c -> res2c_branch2c (in-place)
INFO - 10:24:50 - Setting up bn2c_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 384548880
INFO - 10:24:50 - Creating layer / name=scale2c_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale2c_branch2c
INFO - 10:24:50 - scale2c_branch2c <- res2c_branch2c
INFO - 10:24:50 - scale2c_branch2c -> res2c_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale2c_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale2c_branch2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 397393936
INFO - 10:24:50 - Creating layer / name=res2c / type=Eltwise
INFO - 10:24:50 - Creating Layer res2c
INFO - 10:24:50 - res2c <- res2b_res2b_relu_0_split_1
INFO - 10:24:50 - res2c <- res2c_branch2c
INFO - 10:24:50 - res2c -> res2c
INFO - 10:24:50 - Setting up res2c
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 410238992
INFO - 10:24:50 - Creating layer / name=res2c_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res2c_relu
INFO - 10:24:50 - res2c_relu <- res2c
INFO - 10:24:50 - res2c_relu -> res2c (in-place)
INFO - 10:24:50 - Setting up res2c_relu
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 423084048
INFO - 10:24:50 - Creating layer / name=res2c_res2c_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res2c_res2c_relu_0_split
INFO - 10:24:50 - res2c_res2c_relu_0_split <- res2c
INFO - 10:24:50 - res2c_res2c_relu_0_split -> res2c_res2c_relu_0_split_0
INFO - 10:24:50 - res2c_res2c_relu_0_split -> res2c_res2c_relu_0_split_1
INFO - 10:24:50 - Setting up res2c_res2c_relu_0_split
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:50 - Memory required for data: 448774160
INFO - 10:24:50 - Creating layer / name=res3a_branch1 / type=Convolution
INFO - 10:24:50 - Creating Layer res3a_branch1
INFO - 10:24:50 - res3a_branch1 <- res2c_res2c_relu_0_split_0
INFO - 10:24:50 - res3a_branch1 -> res3a_branch1
INFO - 10:24:50 - Setting up res3a_branch1
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 455196688
INFO - 10:24:50 - Creating layer / name=bn3a_branch1 / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3a_branch1
INFO - 10:24:50 - bn3a_branch1 <- res3a_branch1
INFO - 10:24:50 - bn3a_branch1 -> res3a_branch1 (in-place)
INFO - 10:24:50 - Setting up bn3a_branch1
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 461619216
INFO - 10:24:50 - Creating layer / name=scale3a_branch1 / type=Scale
INFO - 10:24:50 - Creating Layer scale3a_branch1
INFO - 10:24:50 - scale3a_branch1 <- res3a_branch1
INFO - 10:24:50 - scale3a_branch1 -> res3a_branch1 (in-place)
INFO - 10:24:50 - Creating layer / name=scale3a_branch1 / type=Bias
INFO - 10:24:50 - Setting up scale3a_branch1
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 468041744
INFO - 10:24:50 - Creating layer / name=res3a_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res3a_branch2a
INFO - 10:24:50 - res3a_branch2a <- res2c_res2c_relu_0_split_1
INFO - 10:24:50 - res3a_branch2a -> res3a_branch2a
INFO - 10:24:50 - Setting up res3a_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 469647376
INFO - 10:24:50 - Creating layer / name=bn3a_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3a_branch2a
INFO - 10:24:50 - bn3a_branch2a <- res3a_branch2a
INFO - 10:24:50 - bn3a_branch2a -> res3a_branch2a (in-place)
INFO - 10:24:50 - Setting up bn3a_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 471253008
INFO - 10:24:50 - Creating layer / name=scale3a_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale3a_branch2a
INFO - 10:24:50 - scale3a_branch2a <- res3a_branch2a
INFO - 10:24:50 - scale3a_branch2a -> res3a_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale3a_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale3a_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 472858640
INFO - 10:24:50 - Creating layer / name=res3a_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3a_branch2a_relu
INFO - 10:24:50 - res3a_branch2a_relu <- res3a_branch2a
INFO - 10:24:50 - res3a_branch2a_relu -> res3a_branch2a (in-place)
INFO - 10:24:50 - Setting up res3a_branch2a_relu
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 474464272
INFO - 10:24:50 - Creating layer / name=res3a_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res3a_branch2b
INFO - 10:24:50 - res3a_branch2b <- res3a_branch2a
INFO - 10:24:50 - res3a_branch2b -> res3a_branch2b
INFO - 10:24:50 - Setting up res3a_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 476069904
INFO - 10:24:50 - Creating layer / name=bn3a_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3a_branch2b
INFO - 10:24:50 - bn3a_branch2b <- res3a_branch2b
INFO - 10:24:50 - bn3a_branch2b -> res3a_branch2b (in-place)
INFO - 10:24:50 - Setting up bn3a_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 477675536
INFO - 10:24:50 - Creating layer / name=scale3a_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale3a_branch2b
INFO - 10:24:50 - scale3a_branch2b <- res3a_branch2b
INFO - 10:24:50 - scale3a_branch2b -> res3a_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale3a_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale3a_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 479281168
INFO - 10:24:50 - Creating layer / name=res3a_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3a_branch2b_relu
INFO - 10:24:50 - res3a_branch2b_relu <- res3a_branch2b
INFO - 10:24:50 - res3a_branch2b_relu -> res3a_branch2b (in-place)
INFO - 10:24:50 - Setting up res3a_branch2b_relu
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 480886800
INFO - 10:24:50 - Creating layer / name=res3a_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res3a_branch2c
INFO - 10:24:50 - res3a_branch2c <- res3a_branch2b
INFO - 10:24:50 - res3a_branch2c -> res3a_branch2c
INFO - 10:24:50 - Setting up res3a_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 487309328
INFO - 10:24:50 - Creating layer / name=bn3a_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3a_branch2c
INFO - 10:24:50 - bn3a_branch2c <- res3a_branch2c
INFO - 10:24:50 - bn3a_branch2c -> res3a_branch2c (in-place)
INFO - 10:24:50 - Setting up bn3a_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 493731856
INFO - 10:24:50 - Creating layer / name=scale3a_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale3a_branch2c
INFO - 10:24:50 - scale3a_branch2c <- res3a_branch2c
INFO - 10:24:50 - scale3a_branch2c -> res3a_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale3a_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale3a_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 500154384
INFO - 10:24:50 - Creating layer / name=res3a / type=Eltwise
INFO - 10:24:50 - Creating Layer res3a
INFO - 10:24:50 - res3a <- res3a_branch1
INFO - 10:24:50 - res3a <- res3a_branch2c
INFO - 10:24:50 - res3a -> res3a
INFO - 10:24:50 - Setting up res3a
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 506576912
INFO - 10:24:50 - Creating layer / name=res3a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3a_relu
INFO - 10:24:50 - res3a_relu <- res3a
INFO - 10:24:50 - res3a_relu -> res3a (in-place)
INFO - 10:24:50 - Setting up res3a_relu
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 512999440
INFO - 10:24:50 - Creating layer / name=res3a_res3a_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res3a_res3a_relu_0_split
INFO - 10:24:50 - res3a_res3a_relu_0_split <- res3a
INFO - 10:24:50 - res3a_res3a_relu_0_split -> res3a_res3a_relu_0_split_0
INFO - 10:24:50 - res3a_res3a_relu_0_split -> res3a_res3a_relu_0_split_1
INFO - 10:24:50 - Setting up res3a_res3a_relu_0_split
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 525844496
INFO - 10:24:50 - Creating layer / name=res3b_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res3b_branch2a
INFO - 10:24:50 - res3b_branch2a <- res3a_res3a_relu_0_split_0
INFO - 10:24:50 - res3b_branch2a -> res3b_branch2a
INFO - 10:24:50 - Setting up res3b_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 527450128
INFO - 10:24:50 - Creating layer / name=bn3b_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3b_branch2a
INFO - 10:24:50 - bn3b_branch2a <- res3b_branch2a
INFO - 10:24:50 - bn3b_branch2a -> res3b_branch2a (in-place)
INFO - 10:24:50 - Setting up bn3b_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 529055760
INFO - 10:24:50 - Creating layer / name=scale3b_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale3b_branch2a
INFO - 10:24:50 - scale3b_branch2a <- res3b_branch2a
INFO - 10:24:50 - scale3b_branch2a -> res3b_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale3b_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale3b_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 530661392
INFO - 10:24:50 - Creating layer / name=res3b_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3b_branch2a_relu
INFO - 10:24:50 - res3b_branch2a_relu <- res3b_branch2a
INFO - 10:24:50 - res3b_branch2a_relu -> res3b_branch2a (in-place)
INFO - 10:24:50 - Setting up res3b_branch2a_relu
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 532267024
INFO - 10:24:50 - Creating layer / name=res3b_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res3b_branch2b
INFO - 10:24:50 - res3b_branch2b <- res3b_branch2a
INFO - 10:24:50 - res3b_branch2b -> res3b_branch2b
INFO - 10:24:50 - Setting up res3b_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 533872656
INFO - 10:24:50 - Creating layer / name=bn3b_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3b_branch2b
INFO - 10:24:50 - bn3b_branch2b <- res3b_branch2b
INFO - 10:24:50 - bn3b_branch2b -> res3b_branch2b (in-place)
INFO - 10:24:50 - Setting up bn3b_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 535478288
INFO - 10:24:50 - Creating layer / name=scale3b_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale3b_branch2b
INFO - 10:24:50 - scale3b_branch2b <- res3b_branch2b
INFO - 10:24:50 - scale3b_branch2b -> res3b_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale3b_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale3b_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 537083920
INFO - 10:24:50 - Creating layer / name=res3b_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3b_branch2b_relu
INFO - 10:24:50 - res3b_branch2b_relu <- res3b_branch2b
INFO - 10:24:50 - res3b_branch2b_relu -> res3b_branch2b (in-place)
INFO - 10:24:50 - Setting up res3b_branch2b_relu
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 538689552
INFO - 10:24:50 - Creating layer / name=res3b_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res3b_branch2c
INFO - 10:24:50 - res3b_branch2c <- res3b_branch2b
INFO - 10:24:50 - res3b_branch2c -> res3b_branch2c
INFO - 10:24:50 - Setting up res3b_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 545112080
INFO - 10:24:50 - Creating layer / name=bn3b_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3b_branch2c
INFO - 10:24:50 - bn3b_branch2c <- res3b_branch2c
INFO - 10:24:50 - bn3b_branch2c -> res3b_branch2c (in-place)
INFO - 10:24:50 - Setting up bn3b_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 551534608
INFO - 10:24:50 - Creating layer / name=scale3b_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale3b_branch2c
INFO - 10:24:50 - scale3b_branch2c <- res3b_branch2c
INFO - 10:24:50 - scale3b_branch2c -> res3b_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale3b_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale3b_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 557957136
INFO - 10:24:50 - Creating layer / name=res3b / type=Eltwise
INFO - 10:24:50 - Creating Layer res3b
INFO - 10:24:50 - res3b <- res3a_res3a_relu_0_split_1
INFO - 10:24:50 - res3b <- res3b_branch2c
INFO - 10:24:50 - res3b -> res3b
INFO - 10:24:50 - Setting up res3b
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 564379664
INFO - 10:24:50 - Creating layer / name=res3b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3b_relu
INFO - 10:24:50 - res3b_relu <- res3b
INFO - 10:24:50 - res3b_relu -> res3b (in-place)
INFO - 10:24:50 - Setting up res3b_relu
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 570802192
INFO - 10:24:50 - Creating layer / name=res3b_res3b_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res3b_res3b_relu_0_split
INFO - 10:24:50 - res3b_res3b_relu_0_split <- res3b
INFO - 10:24:50 - res3b_res3b_relu_0_split -> res3b_res3b_relu_0_split_0
INFO - 10:24:50 - res3b_res3b_relu_0_split -> res3b_res3b_relu_0_split_1
INFO - 10:24:50 - Setting up res3b_res3b_relu_0_split
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 583647248
INFO - 10:24:50 - Creating layer / name=res3c_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res3c_branch2a
INFO - 10:24:50 - res3c_branch2a <- res3b_res3b_relu_0_split_0
INFO - 10:24:50 - res3c_branch2a -> res3c_branch2a
INFO - 10:24:50 - Setting up res3c_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 585252880
INFO - 10:24:50 - Creating layer / name=bn3c_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3c_branch2a
INFO - 10:24:50 - bn3c_branch2a <- res3c_branch2a
INFO - 10:24:50 - bn3c_branch2a -> res3c_branch2a (in-place)
INFO - 10:24:50 - Setting up bn3c_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 586858512
INFO - 10:24:50 - Creating layer / name=scale3c_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale3c_branch2a
INFO - 10:24:50 - scale3c_branch2a <- res3c_branch2a
INFO - 10:24:50 - scale3c_branch2a -> res3c_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale3c_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale3c_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 588464144
INFO - 10:24:50 - Creating layer / name=res3c_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3c_branch2a_relu
INFO - 10:24:50 - res3c_branch2a_relu <- res3c_branch2a
INFO - 10:24:50 - res3c_branch2a_relu -> res3c_branch2a (in-place)
INFO - 10:24:50 - Setting up res3c_branch2a_relu
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 590069776
INFO - 10:24:50 - Creating layer / name=res3c_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res3c_branch2b
INFO - 10:24:50 - res3c_branch2b <- res3c_branch2a
INFO - 10:24:50 - res3c_branch2b -> res3c_branch2b
INFO - 10:24:50 - Setting up res3c_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 591675408
INFO - 10:24:50 - Creating layer / name=bn3c_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3c_branch2b
INFO - 10:24:50 - bn3c_branch2b <- res3c_branch2b
INFO - 10:24:50 - bn3c_branch2b -> res3c_branch2b (in-place)
INFO - 10:24:50 - Setting up bn3c_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 593281040
INFO - 10:24:50 - Creating layer / name=scale3c_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale3c_branch2b
INFO - 10:24:50 - scale3c_branch2b <- res3c_branch2b
INFO - 10:24:50 - scale3c_branch2b -> res3c_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale3c_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale3c_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 594886672
INFO - 10:24:50 - Creating layer / name=res3c_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3c_branch2b_relu
INFO - 10:24:50 - res3c_branch2b_relu <- res3c_branch2b
INFO - 10:24:50 - res3c_branch2b_relu -> res3c_branch2b (in-place)
INFO - 10:24:50 - Setting up res3c_branch2b_relu
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 596492304
INFO - 10:24:50 - Creating layer / name=res3c_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res3c_branch2c
INFO - 10:24:50 - res3c_branch2c <- res3c_branch2b
INFO - 10:24:50 - res3c_branch2c -> res3c_branch2c
INFO - 10:24:50 - Setting up res3c_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 602914832
INFO - 10:24:50 - Creating layer / name=bn3c_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3c_branch2c
INFO - 10:24:50 - bn3c_branch2c <- res3c_branch2c
INFO - 10:24:50 - bn3c_branch2c -> res3c_branch2c (in-place)
INFO - 10:24:50 - Setting up bn3c_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 609337360
INFO - 10:24:50 - Creating layer / name=scale3c_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale3c_branch2c
INFO - 10:24:50 - scale3c_branch2c <- res3c_branch2c
INFO - 10:24:50 - scale3c_branch2c -> res3c_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale3c_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale3c_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 615759888
INFO - 10:24:50 - Creating layer / name=res3c / type=Eltwise
INFO - 10:24:50 - Creating Layer res3c
INFO - 10:24:50 - res3c <- res3b_res3b_relu_0_split_1
INFO - 10:24:50 - res3c <- res3c_branch2c
INFO - 10:24:50 - res3c -> res3c
INFO - 10:24:50 - Setting up res3c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 622182416
INFO - 10:24:50 - Creating layer / name=res3c_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3c_relu
INFO - 10:24:50 - res3c_relu <- res3c
INFO - 10:24:50 - res3c_relu -> res3c (in-place)
INFO - 10:24:50 - Setting up res3c_relu
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 628604944
INFO - 10:24:50 - Creating layer / name=res3c_res3c_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res3c_res3c_relu_0_split
INFO - 10:24:50 - res3c_res3c_relu_0_split <- res3c
INFO - 10:24:50 - res3c_res3c_relu_0_split -> res3c_res3c_relu_0_split_0
INFO - 10:24:50 - res3c_res3c_relu_0_split -> res3c_res3c_relu_0_split_1
INFO - 10:24:50 - Setting up res3c_res3c_relu_0_split
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 641450000
INFO - 10:24:50 - Creating layer / name=res3d_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res3d_branch2a
INFO - 10:24:50 - res3d_branch2a <- res3c_res3c_relu_0_split_0
INFO - 10:24:50 - res3d_branch2a -> res3d_branch2a
INFO - 10:24:50 - Setting up res3d_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 643055632
INFO - 10:24:50 - Creating layer / name=bn3d_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3d_branch2a
INFO - 10:24:50 - bn3d_branch2a <- res3d_branch2a
INFO - 10:24:50 - bn3d_branch2a -> res3d_branch2a (in-place)
INFO - 10:24:50 - Setting up bn3d_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 644661264
INFO - 10:24:50 - Creating layer / name=scale3d_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale3d_branch2a
INFO - 10:24:50 - scale3d_branch2a <- res3d_branch2a
INFO - 10:24:50 - scale3d_branch2a -> res3d_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale3d_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale3d_branch2a
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 646266896
INFO - 10:24:50 - Creating layer / name=res3d_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3d_branch2a_relu
INFO - 10:24:50 - res3d_branch2a_relu <- res3d_branch2a
INFO - 10:24:50 - res3d_branch2a_relu -> res3d_branch2a (in-place)
INFO - 10:24:50 - Setting up res3d_branch2a_relu
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 647872528
INFO - 10:24:50 - Creating layer / name=res3d_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res3d_branch2b
INFO - 10:24:50 - res3d_branch2b <- res3d_branch2a
INFO - 10:24:50 - res3d_branch2b -> res3d_branch2b
INFO - 10:24:50 - Setting up res3d_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 649478160
INFO - 10:24:50 - Creating layer / name=bn3d_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3d_branch2b
INFO - 10:24:50 - bn3d_branch2b <- res3d_branch2b
INFO - 10:24:50 - bn3d_branch2b -> res3d_branch2b (in-place)
INFO - 10:24:50 - Setting up bn3d_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 651083792
INFO - 10:24:50 - Creating layer / name=scale3d_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale3d_branch2b
INFO - 10:24:50 - scale3d_branch2b <- res3d_branch2b
INFO - 10:24:50 - scale3d_branch2b -> res3d_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale3d_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale3d_branch2b
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 652689424
INFO - 10:24:50 - Creating layer / name=res3d_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3d_branch2b_relu
INFO - 10:24:50 - res3d_branch2b_relu <- res3d_branch2b
INFO - 10:24:50 - res3d_branch2b_relu -> res3d_branch2b (in-place)
INFO - 10:24:50 - Setting up res3d_branch2b_relu
INFO - 10:24:50 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:50 - Memory required for data: 654295056
INFO - 10:24:50 - Creating layer / name=res3d_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res3d_branch2c
INFO - 10:24:50 - res3d_branch2c <- res3d_branch2b
INFO - 10:24:50 - res3d_branch2c -> res3d_branch2c
INFO - 10:24:50 - Setting up res3d_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 660717584
INFO - 10:24:50 - Creating layer / name=bn3d_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn3d_branch2c
INFO - 10:24:50 - bn3d_branch2c <- res3d_branch2c
INFO - 10:24:50 - bn3d_branch2c -> res3d_branch2c (in-place)
INFO - 10:24:50 - Setting up bn3d_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 667140112
INFO - 10:24:50 - Creating layer / name=scale3d_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale3d_branch2c
INFO - 10:24:50 - scale3d_branch2c <- res3d_branch2c
INFO - 10:24:50 - scale3d_branch2c -> res3d_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale3d_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale3d_branch2c
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 673562640
INFO - 10:24:50 - Creating layer / name=res3d / type=Eltwise
INFO - 10:24:50 - Creating Layer res3d
INFO - 10:24:50 - res3d <- res3c_res3c_relu_0_split_1
INFO - 10:24:50 - res3d <- res3d_branch2c
INFO - 10:24:50 - res3d -> res3d
INFO - 10:24:50 - Setting up res3d
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 679985168
INFO - 10:24:50 - Creating layer / name=res3d_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res3d_relu
INFO - 10:24:50 - res3d_relu <- res3d
INFO - 10:24:50 - res3d_relu -> res3d (in-place)
INFO - 10:24:50 - Setting up res3d_relu
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 686407696
INFO - 10:24:50 - Creating layer / name=res3d_res3d_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res3d_res3d_relu_0_split
INFO - 10:24:50 - res3d_res3d_relu_0_split <- res3d
INFO - 10:24:50 - res3d_res3d_relu_0_split -> res3d_res3d_relu_0_split_0
INFO - 10:24:50 - res3d_res3d_relu_0_split -> res3d_res3d_relu_0_split_1
INFO - 10:24:50 - Setting up res3d_res3d_relu_0_split
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:50 - Memory required for data: 699252752
INFO - 10:24:50 - Creating layer / name=res4a_branch1 / type=Convolution
INFO - 10:24:50 - Creating Layer res4a_branch1
INFO - 10:24:50 - res4a_branch1 <- res3d_res3d_relu_0_split_0
INFO - 10:24:50 - res4a_branch1 -> res4a_branch1
INFO - 10:24:50 - Setting up res4a_branch1
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 702464016
INFO - 10:24:50 - Creating layer / name=bn4a_branch1 / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4a_branch1
INFO - 10:24:50 - bn4a_branch1 <- res4a_branch1
INFO - 10:24:50 - bn4a_branch1 -> res4a_branch1 (in-place)
INFO - 10:24:50 - Setting up bn4a_branch1
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 705675280
INFO - 10:24:50 - Creating layer / name=scale4a_branch1 / type=Scale
INFO - 10:24:50 - Creating Layer scale4a_branch1
INFO - 10:24:50 - scale4a_branch1 <- res4a_branch1
INFO - 10:24:50 - scale4a_branch1 -> res4a_branch1 (in-place)
INFO - 10:24:50 - Creating layer / name=scale4a_branch1 / type=Bias
INFO - 10:24:50 - Setting up scale4a_branch1
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 708886544
INFO - 10:24:50 - Creating layer / name=res4a_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res4a_branch2a
INFO - 10:24:50 - res4a_branch2a <- res3d_res3d_relu_0_split_1
INFO - 10:24:50 - res4a_branch2a -> res4a_branch2a
INFO - 10:24:50 - Setting up res4a_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 709689360
INFO - 10:24:50 - Creating layer / name=bn4a_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4a_branch2a
INFO - 10:24:50 - bn4a_branch2a <- res4a_branch2a
INFO - 10:24:50 - bn4a_branch2a -> res4a_branch2a (in-place)
INFO - 10:24:50 - Setting up bn4a_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 710492176
INFO - 10:24:50 - Creating layer / name=scale4a_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale4a_branch2a
INFO - 10:24:50 - scale4a_branch2a <- res4a_branch2a
INFO - 10:24:50 - scale4a_branch2a -> res4a_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale4a_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale4a_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 711294992
INFO - 10:24:50 - Creating layer / name=res4a_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4a_branch2a_relu
INFO - 10:24:50 - res4a_branch2a_relu <- res4a_branch2a
INFO - 10:24:50 - res4a_branch2a_relu -> res4a_branch2a (in-place)
INFO - 10:24:50 - Setting up res4a_branch2a_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 712097808
INFO - 10:24:50 - Creating layer / name=res4a_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res4a_branch2b
INFO - 10:24:50 - res4a_branch2b <- res4a_branch2a
INFO - 10:24:50 - res4a_branch2b -> res4a_branch2b
INFO - 10:24:50 - Setting up res4a_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 712900624
INFO - 10:24:50 - Creating layer / name=bn4a_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4a_branch2b
INFO - 10:24:50 - bn4a_branch2b <- res4a_branch2b
INFO - 10:24:50 - bn4a_branch2b -> res4a_branch2b (in-place)
INFO - 10:24:50 - Setting up bn4a_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 713703440
INFO - 10:24:50 - Creating layer / name=scale4a_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale4a_branch2b
INFO - 10:24:50 - scale4a_branch2b <- res4a_branch2b
INFO - 10:24:50 - scale4a_branch2b -> res4a_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale4a_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale4a_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 714506256
INFO - 10:24:50 - Creating layer / name=res4a_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4a_branch2b_relu
INFO - 10:24:50 - res4a_branch2b_relu <- res4a_branch2b
INFO - 10:24:50 - res4a_branch2b_relu -> res4a_branch2b (in-place)
INFO - 10:24:50 - Setting up res4a_branch2b_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 715309072
INFO - 10:24:50 - Creating layer / name=res4a_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res4a_branch2c
INFO - 10:24:50 - res4a_branch2c <- res4a_branch2b
INFO - 10:24:50 - res4a_branch2c -> res4a_branch2c
INFO - 10:24:50 - Setting up res4a_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 718520336
INFO - 10:24:50 - Creating layer / name=bn4a_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4a_branch2c
INFO - 10:24:50 - bn4a_branch2c <- res4a_branch2c
INFO - 10:24:50 - bn4a_branch2c -> res4a_branch2c (in-place)
INFO - 10:24:50 - Setting up bn4a_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 721731600
INFO - 10:24:50 - Creating layer / name=scale4a_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale4a_branch2c
INFO - 10:24:50 - scale4a_branch2c <- res4a_branch2c
INFO - 10:24:50 - scale4a_branch2c -> res4a_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale4a_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale4a_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 724942864
INFO - 10:24:50 - Creating layer / name=res4a / type=Eltwise
INFO - 10:24:50 - Creating Layer res4a
INFO - 10:24:50 - res4a <- res4a_branch1
INFO - 10:24:50 - res4a <- res4a_branch2c
INFO - 10:24:50 - res4a -> res4a
INFO - 10:24:50 - Setting up res4a
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 728154128
INFO - 10:24:50 - Creating layer / name=res4a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4a_relu
INFO - 10:24:50 - res4a_relu <- res4a
INFO - 10:24:50 - res4a_relu -> res4a (in-place)
INFO - 10:24:50 - Setting up res4a_relu
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 731365392
INFO - 10:24:50 - Creating layer / name=res4a_res4a_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res4a_res4a_relu_0_split
INFO - 10:24:50 - res4a_res4a_relu_0_split <- res4a
INFO - 10:24:50 - res4a_res4a_relu_0_split -> res4a_res4a_relu_0_split_0
INFO - 10:24:50 - res4a_res4a_relu_0_split -> res4a_res4a_relu_0_split_1
INFO - 10:24:50 - Setting up res4a_res4a_relu_0_split
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 737787920
INFO - 10:24:50 - Creating layer / name=res4b_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res4b_branch2a
INFO - 10:24:50 - res4b_branch2a <- res4a_res4a_relu_0_split_0
INFO - 10:24:50 - res4b_branch2a -> res4b_branch2a
INFO - 10:24:50 - Setting up res4b_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 738590736
INFO - 10:24:50 - Creating layer / name=bn4b_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4b_branch2a
INFO - 10:24:50 - bn4b_branch2a <- res4b_branch2a
INFO - 10:24:50 - bn4b_branch2a -> res4b_branch2a (in-place)
INFO - 10:24:50 - Setting up bn4b_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 739393552
INFO - 10:24:50 - Creating layer / name=scale4b_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale4b_branch2a
INFO - 10:24:50 - scale4b_branch2a <- res4b_branch2a
INFO - 10:24:50 - scale4b_branch2a -> res4b_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale4b_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale4b_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 740196368
INFO - 10:24:50 - Creating layer / name=res4b_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4b_branch2a_relu
INFO - 10:24:50 - res4b_branch2a_relu <- res4b_branch2a
INFO - 10:24:50 - res4b_branch2a_relu -> res4b_branch2a (in-place)
INFO - 10:24:50 - Setting up res4b_branch2a_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 740999184
INFO - 10:24:50 - Creating layer / name=res4b_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res4b_branch2b
INFO - 10:24:50 - res4b_branch2b <- res4b_branch2a
INFO - 10:24:50 - res4b_branch2b -> res4b_branch2b
INFO - 10:24:50 - Setting up res4b_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 741802000
INFO - 10:24:50 - Creating layer / name=bn4b_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4b_branch2b
INFO - 10:24:50 - bn4b_branch2b <- res4b_branch2b
INFO - 10:24:50 - bn4b_branch2b -> res4b_branch2b (in-place)
INFO - 10:24:50 - Setting up bn4b_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 742604816
INFO - 10:24:50 - Creating layer / name=scale4b_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale4b_branch2b
INFO - 10:24:50 - scale4b_branch2b <- res4b_branch2b
INFO - 10:24:50 - scale4b_branch2b -> res4b_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale4b_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale4b_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 743407632
INFO - 10:24:50 - Creating layer / name=res4b_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4b_branch2b_relu
INFO - 10:24:50 - res4b_branch2b_relu <- res4b_branch2b
INFO - 10:24:50 - res4b_branch2b_relu -> res4b_branch2b (in-place)
INFO - 10:24:50 - Setting up res4b_branch2b_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 744210448
INFO - 10:24:50 - Creating layer / name=res4b_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res4b_branch2c
INFO - 10:24:50 - res4b_branch2c <- res4b_branch2b
INFO - 10:24:50 - res4b_branch2c -> res4b_branch2c
INFO - 10:24:50 - Setting up res4b_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 747421712
INFO - 10:24:50 - Creating layer / name=bn4b_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4b_branch2c
INFO - 10:24:50 - bn4b_branch2c <- res4b_branch2c
INFO - 10:24:50 - bn4b_branch2c -> res4b_branch2c (in-place)
INFO - 10:24:50 - Setting up bn4b_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 750632976
INFO - 10:24:50 - Creating layer / name=scale4b_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale4b_branch2c
INFO - 10:24:50 - scale4b_branch2c <- res4b_branch2c
INFO - 10:24:50 - scale4b_branch2c -> res4b_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale4b_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale4b_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 753844240
INFO - 10:24:50 - Creating layer / name=res4b / type=Eltwise
INFO - 10:24:50 - Creating Layer res4b
INFO - 10:24:50 - res4b <- res4a_res4a_relu_0_split_1
INFO - 10:24:50 - res4b <- res4b_branch2c
INFO - 10:24:50 - res4b -> res4b
INFO - 10:24:50 - Setting up res4b
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 757055504
INFO - 10:24:50 - Creating layer / name=res4b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4b_relu
INFO - 10:24:50 - res4b_relu <- res4b
INFO - 10:24:50 - res4b_relu -> res4b (in-place)
INFO - 10:24:50 - Setting up res4b_relu
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 760266768
INFO - 10:24:50 - Creating layer / name=res4b_res4b_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res4b_res4b_relu_0_split
INFO - 10:24:50 - res4b_res4b_relu_0_split <- res4b
INFO - 10:24:50 - res4b_res4b_relu_0_split -> res4b_res4b_relu_0_split_0
INFO - 10:24:50 - res4b_res4b_relu_0_split -> res4b_res4b_relu_0_split_1
INFO - 10:24:50 - Setting up res4b_res4b_relu_0_split
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 766689296
INFO - 10:24:50 - Creating layer / name=res4c_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res4c_branch2a
INFO - 10:24:50 - res4c_branch2a <- res4b_res4b_relu_0_split_0
INFO - 10:24:50 - res4c_branch2a -> res4c_branch2a
INFO - 10:24:50 - Setting up res4c_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 767492112
INFO - 10:24:50 - Creating layer / name=bn4c_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4c_branch2a
INFO - 10:24:50 - bn4c_branch2a <- res4c_branch2a
INFO - 10:24:50 - bn4c_branch2a -> res4c_branch2a (in-place)
INFO - 10:24:50 - Setting up bn4c_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 768294928
INFO - 10:24:50 - Creating layer / name=scale4c_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale4c_branch2a
INFO - 10:24:50 - scale4c_branch2a <- res4c_branch2a
INFO - 10:24:50 - scale4c_branch2a -> res4c_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale4c_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale4c_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 769097744
INFO - 10:24:50 - Creating layer / name=res4c_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4c_branch2a_relu
INFO - 10:24:50 - res4c_branch2a_relu <- res4c_branch2a
INFO - 10:24:50 - res4c_branch2a_relu -> res4c_branch2a (in-place)
INFO - 10:24:50 - Setting up res4c_branch2a_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 769900560
INFO - 10:24:50 - Creating layer / name=res4c_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res4c_branch2b
INFO - 10:24:50 - res4c_branch2b <- res4c_branch2a
INFO - 10:24:50 - res4c_branch2b -> res4c_branch2b
INFO - 10:24:50 - Setting up res4c_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 770703376
INFO - 10:24:50 - Creating layer / name=bn4c_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4c_branch2b
INFO - 10:24:50 - bn4c_branch2b <- res4c_branch2b
INFO - 10:24:50 - bn4c_branch2b -> res4c_branch2b (in-place)
INFO - 10:24:50 - Setting up bn4c_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 771506192
INFO - 10:24:50 - Creating layer / name=scale4c_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale4c_branch2b
INFO - 10:24:50 - scale4c_branch2b <- res4c_branch2b
INFO - 10:24:50 - scale4c_branch2b -> res4c_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale4c_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale4c_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 772309008
INFO - 10:24:50 - Creating layer / name=res4c_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4c_branch2b_relu
INFO - 10:24:50 - res4c_branch2b_relu <- res4c_branch2b
INFO - 10:24:50 - res4c_branch2b_relu -> res4c_branch2b (in-place)
INFO - 10:24:50 - Setting up res4c_branch2b_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 773111824
INFO - 10:24:50 - Creating layer / name=res4c_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res4c_branch2c
INFO - 10:24:50 - res4c_branch2c <- res4c_branch2b
INFO - 10:24:50 - res4c_branch2c -> res4c_branch2c
INFO - 10:24:50 - Setting up res4c_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 776323088
INFO - 10:24:50 - Creating layer / name=bn4c_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4c_branch2c
INFO - 10:24:50 - bn4c_branch2c <- res4c_branch2c
INFO - 10:24:50 - bn4c_branch2c -> res4c_branch2c (in-place)
INFO - 10:24:50 - Setting up bn4c_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 779534352
INFO - 10:24:50 - Creating layer / name=scale4c_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale4c_branch2c
INFO - 10:24:50 - scale4c_branch2c <- res4c_branch2c
INFO - 10:24:50 - scale4c_branch2c -> res4c_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale4c_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale4c_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 782745616
INFO - 10:24:50 - Creating layer / name=res4c / type=Eltwise
INFO - 10:24:50 - Creating Layer res4c
INFO - 10:24:50 - res4c <- res4b_res4b_relu_0_split_1
INFO - 10:24:50 - res4c <- res4c_branch2c
INFO - 10:24:50 - res4c -> res4c
INFO - 10:24:50 - Setting up res4c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 785956880
INFO - 10:24:50 - Creating layer / name=res4c_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4c_relu
INFO - 10:24:50 - res4c_relu <- res4c
INFO - 10:24:50 - res4c_relu -> res4c (in-place)
INFO - 10:24:50 - Setting up res4c_relu
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 789168144
INFO - 10:24:50 - Creating layer / name=res4c_res4c_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res4c_res4c_relu_0_split
INFO - 10:24:50 - res4c_res4c_relu_0_split <- res4c
INFO - 10:24:50 - res4c_res4c_relu_0_split -> res4c_res4c_relu_0_split_0
INFO - 10:24:50 - res4c_res4c_relu_0_split -> res4c_res4c_relu_0_split_1
INFO - 10:24:50 - Setting up res4c_res4c_relu_0_split
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 795590672
INFO - 10:24:50 - Creating layer / name=res4d_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res4d_branch2a
INFO - 10:24:50 - res4d_branch2a <- res4c_res4c_relu_0_split_0
INFO - 10:24:50 - res4d_branch2a -> res4d_branch2a
INFO - 10:24:50 - Setting up res4d_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 796393488
INFO - 10:24:50 - Creating layer / name=bn4d_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4d_branch2a
INFO - 10:24:50 - bn4d_branch2a <- res4d_branch2a
INFO - 10:24:50 - bn4d_branch2a -> res4d_branch2a (in-place)
INFO - 10:24:50 - Setting up bn4d_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 797196304
INFO - 10:24:50 - Creating layer / name=scale4d_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale4d_branch2a
INFO - 10:24:50 - scale4d_branch2a <- res4d_branch2a
INFO - 10:24:50 - scale4d_branch2a -> res4d_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale4d_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale4d_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 797999120
INFO - 10:24:50 - Creating layer / name=res4d_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4d_branch2a_relu
INFO - 10:24:50 - res4d_branch2a_relu <- res4d_branch2a
INFO - 10:24:50 - res4d_branch2a_relu -> res4d_branch2a (in-place)
INFO - 10:24:50 - Setting up res4d_branch2a_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 798801936
INFO - 10:24:50 - Creating layer / name=res4d_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res4d_branch2b
INFO - 10:24:50 - res4d_branch2b <- res4d_branch2a
INFO - 10:24:50 - res4d_branch2b -> res4d_branch2b
INFO - 10:24:50 - Setting up res4d_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 799604752
INFO - 10:24:50 - Creating layer / name=bn4d_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4d_branch2b
INFO - 10:24:50 - bn4d_branch2b <- res4d_branch2b
INFO - 10:24:50 - bn4d_branch2b -> res4d_branch2b (in-place)
INFO - 10:24:50 - Setting up bn4d_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 800407568
INFO - 10:24:50 - Creating layer / name=scale4d_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale4d_branch2b
INFO - 10:24:50 - scale4d_branch2b <- res4d_branch2b
INFO - 10:24:50 - scale4d_branch2b -> res4d_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale4d_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale4d_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 801210384
INFO - 10:24:50 - Creating layer / name=res4d_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4d_branch2b_relu
INFO - 10:24:50 - res4d_branch2b_relu <- res4d_branch2b
INFO - 10:24:50 - res4d_branch2b_relu -> res4d_branch2b (in-place)
INFO - 10:24:50 - Setting up res4d_branch2b_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 802013200
INFO - 10:24:50 - Creating layer / name=res4d_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res4d_branch2c
INFO - 10:24:50 - res4d_branch2c <- res4d_branch2b
INFO - 10:24:50 - res4d_branch2c -> res4d_branch2c
INFO - 10:24:50 - Setting up res4d_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 805224464
INFO - 10:24:50 - Creating layer / name=bn4d_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4d_branch2c
INFO - 10:24:50 - bn4d_branch2c <- res4d_branch2c
INFO - 10:24:50 - bn4d_branch2c -> res4d_branch2c (in-place)
INFO - 10:24:50 - Setting up bn4d_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 808435728
INFO - 10:24:50 - Creating layer / name=scale4d_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale4d_branch2c
INFO - 10:24:50 - scale4d_branch2c <- res4d_branch2c
INFO - 10:24:50 - scale4d_branch2c -> res4d_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale4d_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale4d_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 811646992
INFO - 10:24:50 - Creating layer / name=res4d / type=Eltwise
INFO - 10:24:50 - Creating Layer res4d
INFO - 10:24:50 - res4d <- res4c_res4c_relu_0_split_1
INFO - 10:24:50 - res4d <- res4d_branch2c
INFO - 10:24:50 - res4d -> res4d
INFO - 10:24:50 - Setting up res4d
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 814858256
INFO - 10:24:50 - Creating layer / name=res4d_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4d_relu
INFO - 10:24:50 - res4d_relu <- res4d
INFO - 10:24:50 - res4d_relu -> res4d (in-place)
INFO - 10:24:50 - Setting up res4d_relu
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 818069520
INFO - 10:24:50 - Creating layer / name=res4d_res4d_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res4d_res4d_relu_0_split
INFO - 10:24:50 - res4d_res4d_relu_0_split <- res4d
INFO - 10:24:50 - res4d_res4d_relu_0_split -> res4d_res4d_relu_0_split_0
INFO - 10:24:50 - res4d_res4d_relu_0_split -> res4d_res4d_relu_0_split_1
INFO - 10:24:50 - Setting up res4d_res4d_relu_0_split
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 824492048
INFO - 10:24:50 - Creating layer / name=res4e_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res4e_branch2a
INFO - 10:24:50 - res4e_branch2a <- res4d_res4d_relu_0_split_0
INFO - 10:24:50 - res4e_branch2a -> res4e_branch2a
INFO - 10:24:50 - Setting up res4e_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 825294864
INFO - 10:24:50 - Creating layer / name=bn4e_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4e_branch2a
INFO - 10:24:50 - bn4e_branch2a <- res4e_branch2a
INFO - 10:24:50 - bn4e_branch2a -> res4e_branch2a (in-place)
INFO - 10:24:50 - Setting up bn4e_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 826097680
INFO - 10:24:50 - Creating layer / name=scale4e_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale4e_branch2a
INFO - 10:24:50 - scale4e_branch2a <- res4e_branch2a
INFO - 10:24:50 - scale4e_branch2a -> res4e_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale4e_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale4e_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 826900496
INFO - 10:24:50 - Creating layer / name=res4e_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4e_branch2a_relu
INFO - 10:24:50 - res4e_branch2a_relu <- res4e_branch2a
INFO - 10:24:50 - res4e_branch2a_relu -> res4e_branch2a (in-place)
INFO - 10:24:50 - Setting up res4e_branch2a_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 827703312
INFO - 10:24:50 - Creating layer / name=res4e_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res4e_branch2b
INFO - 10:24:50 - res4e_branch2b <- res4e_branch2a
INFO - 10:24:50 - res4e_branch2b -> res4e_branch2b
INFO - 10:24:50 - Setting up res4e_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 828506128
INFO - 10:24:50 - Creating layer / name=bn4e_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4e_branch2b
INFO - 10:24:50 - bn4e_branch2b <- res4e_branch2b
INFO - 10:24:50 - bn4e_branch2b -> res4e_branch2b (in-place)
INFO - 10:24:50 - Setting up bn4e_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 829308944
INFO - 10:24:50 - Creating layer / name=scale4e_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale4e_branch2b
INFO - 10:24:50 - scale4e_branch2b <- res4e_branch2b
INFO - 10:24:50 - scale4e_branch2b -> res4e_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale4e_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale4e_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 830111760
INFO - 10:24:50 - Creating layer / name=res4e_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4e_branch2b_relu
INFO - 10:24:50 - res4e_branch2b_relu <- res4e_branch2b
INFO - 10:24:50 - res4e_branch2b_relu -> res4e_branch2b (in-place)
INFO - 10:24:50 - Setting up res4e_branch2b_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 830914576
INFO - 10:24:50 - Creating layer / name=res4e_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res4e_branch2c
INFO - 10:24:50 - res4e_branch2c <- res4e_branch2b
INFO - 10:24:50 - res4e_branch2c -> res4e_branch2c
INFO - 10:24:50 - Setting up res4e_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 834125840
INFO - 10:24:50 - Creating layer / name=bn4e_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4e_branch2c
INFO - 10:24:50 - bn4e_branch2c <- res4e_branch2c
INFO - 10:24:50 - bn4e_branch2c -> res4e_branch2c (in-place)
INFO - 10:24:50 - Setting up bn4e_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 837337104
INFO - 10:24:50 - Creating layer / name=scale4e_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale4e_branch2c
INFO - 10:24:50 - scale4e_branch2c <- res4e_branch2c
INFO - 10:24:50 - scale4e_branch2c -> res4e_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale4e_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale4e_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 840548368
INFO - 10:24:50 - Creating layer / name=res4e / type=Eltwise
INFO - 10:24:50 - Creating Layer res4e
INFO - 10:24:50 - res4e <- res4d_res4d_relu_0_split_1
INFO - 10:24:50 - res4e <- res4e_branch2c
INFO - 10:24:50 - res4e -> res4e
INFO - 10:24:50 - Setting up res4e
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 843759632
INFO - 10:24:50 - Creating layer / name=res4e_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4e_relu
INFO - 10:24:50 - res4e_relu <- res4e
INFO - 10:24:50 - res4e_relu -> res4e (in-place)
INFO - 10:24:50 - Setting up res4e_relu
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 846970896
INFO - 10:24:50 - Creating layer / name=res4e_res4e_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res4e_res4e_relu_0_split
INFO - 10:24:50 - res4e_res4e_relu_0_split <- res4e
INFO - 10:24:50 - res4e_res4e_relu_0_split -> res4e_res4e_relu_0_split_0
INFO - 10:24:50 - res4e_res4e_relu_0_split -> res4e_res4e_relu_0_split_1
INFO - 10:24:50 - Setting up res4e_res4e_relu_0_split
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 853393424
INFO - 10:24:50 - Creating layer / name=res4f_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res4f_branch2a
INFO - 10:24:50 - res4f_branch2a <- res4e_res4e_relu_0_split_0
INFO - 10:24:50 - res4f_branch2a -> res4f_branch2a
INFO - 10:24:50 - Setting up res4f_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 854196240
INFO - 10:24:50 - Creating layer / name=bn4f_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4f_branch2a
INFO - 10:24:50 - bn4f_branch2a <- res4f_branch2a
INFO - 10:24:50 - bn4f_branch2a -> res4f_branch2a (in-place)
INFO - 10:24:50 - Setting up bn4f_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 854999056
INFO - 10:24:50 - Creating layer / name=scale4f_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale4f_branch2a
INFO - 10:24:50 - scale4f_branch2a <- res4f_branch2a
INFO - 10:24:50 - scale4f_branch2a -> res4f_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale4f_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale4f_branch2a
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 855801872
INFO - 10:24:50 - Creating layer / name=res4f_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4f_branch2a_relu
INFO - 10:24:50 - res4f_branch2a_relu <- res4f_branch2a
INFO - 10:24:50 - res4f_branch2a_relu -> res4f_branch2a (in-place)
INFO - 10:24:50 - Setting up res4f_branch2a_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 856604688
INFO - 10:24:50 - Creating layer / name=res4f_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res4f_branch2b
INFO - 10:24:50 - res4f_branch2b <- res4f_branch2a
INFO - 10:24:50 - res4f_branch2b -> res4f_branch2b
INFO - 10:24:50 - Setting up res4f_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 857407504
INFO - 10:24:50 - Creating layer / name=bn4f_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4f_branch2b
INFO - 10:24:50 - bn4f_branch2b <- res4f_branch2b
INFO - 10:24:50 - bn4f_branch2b -> res4f_branch2b (in-place)
INFO - 10:24:50 - Setting up bn4f_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 858210320
INFO - 10:24:50 - Creating layer / name=scale4f_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale4f_branch2b
INFO - 10:24:50 - scale4f_branch2b <- res4f_branch2b
INFO - 10:24:50 - scale4f_branch2b -> res4f_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale4f_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale4f_branch2b
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 859013136
INFO - 10:24:50 - Creating layer / name=res4f_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4f_branch2b_relu
INFO - 10:24:50 - res4f_branch2b_relu <- res4f_branch2b
INFO - 10:24:50 - res4f_branch2b_relu -> res4f_branch2b (in-place)
INFO - 10:24:50 - Setting up res4f_branch2b_relu
INFO - 10:24:50 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:50 - Memory required for data: 859815952
INFO - 10:24:50 - Creating layer / name=res4f_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res4f_branch2c
INFO - 10:24:50 - res4f_branch2c <- res4f_branch2b
INFO - 10:24:50 - res4f_branch2c -> res4f_branch2c
INFO - 10:24:50 - Setting up res4f_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 863027216
INFO - 10:24:50 - Creating layer / name=bn4f_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn4f_branch2c
INFO - 10:24:50 - bn4f_branch2c <- res4f_branch2c
INFO - 10:24:50 - bn4f_branch2c -> res4f_branch2c (in-place)
INFO - 10:24:50 - Setting up bn4f_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 866238480
INFO - 10:24:50 - Creating layer / name=scale4f_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale4f_branch2c
INFO - 10:24:50 - scale4f_branch2c <- res4f_branch2c
INFO - 10:24:50 - scale4f_branch2c -> res4f_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale4f_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale4f_branch2c
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 869449744
INFO - 10:24:50 - Creating layer / name=res4f / type=Eltwise
INFO - 10:24:50 - Creating Layer res4f
INFO - 10:24:50 - res4f <- res4e_res4e_relu_0_split_1
INFO - 10:24:50 - res4f <- res4f_branch2c
INFO - 10:24:50 - res4f -> res4f
INFO - 10:24:50 - Setting up res4f
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 872661008
INFO - 10:24:50 - Creating layer / name=res4f_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res4f_relu
INFO - 10:24:50 - res4f_relu <- res4f
INFO - 10:24:50 - res4f_relu -> res4f (in-place)
INFO - 10:24:50 - Setting up res4f_relu
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 875872272
INFO - 10:24:50 - Creating layer / name=res4f_res4f_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res4f_res4f_relu_0_split
INFO - 10:24:50 - res4f_res4f_relu_0_split <- res4f
INFO - 10:24:50 - res4f_res4f_relu_0_split -> res4f_res4f_relu_0_split_0
INFO - 10:24:50 - res4f_res4f_relu_0_split -> res4f_res4f_relu_0_split_1
INFO - 10:24:50 - Setting up res4f_res4f_relu_0_split
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:50 - Memory required for data: 882294800
INFO - 10:24:50 - Creating layer / name=res5a_branch1 / type=Convolution
INFO - 10:24:50 - Creating Layer res5a_branch1
INFO - 10:24:50 - res5a_branch1 <- res4f_res4f_relu_0_split_0
INFO - 10:24:50 - res5a_branch1 -> res5a_branch1
INFO - 10:24:50 - Setting up res5a_branch1
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 883900432
INFO - 10:24:50 - Creating layer / name=bn5a_branch1 / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5a_branch1
INFO - 10:24:50 - bn5a_branch1 <- res5a_branch1
INFO - 10:24:50 - bn5a_branch1 -> res5a_branch1 (in-place)
INFO - 10:24:50 - Setting up bn5a_branch1
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 885506064
INFO - 10:24:50 - Creating layer / name=scale5a_branch1 / type=Scale
INFO - 10:24:50 - Creating Layer scale5a_branch1
INFO - 10:24:50 - scale5a_branch1 <- res5a_branch1
INFO - 10:24:50 - scale5a_branch1 -> res5a_branch1 (in-place)
INFO - 10:24:50 - Creating layer / name=scale5a_branch1 / type=Bias
INFO - 10:24:50 - Setting up scale5a_branch1
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 887111696
INFO - 10:24:50 - Creating layer / name=res5a_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res5a_branch2a
INFO - 10:24:50 - res5a_branch2a <- res4f_res4f_relu_0_split_1
INFO - 10:24:50 - res5a_branch2a -> res5a_branch2a
INFO - 10:24:50 - Setting up res5a_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 887513104
INFO - 10:24:50 - Creating layer / name=bn5a_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5a_branch2a
INFO - 10:24:50 - bn5a_branch2a <- res5a_branch2a
INFO - 10:24:50 - bn5a_branch2a -> res5a_branch2a (in-place)
INFO - 10:24:50 - Setting up bn5a_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 887914512
INFO - 10:24:50 - Creating layer / name=scale5a_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale5a_branch2a
INFO - 10:24:50 - scale5a_branch2a <- res5a_branch2a
INFO - 10:24:50 - scale5a_branch2a -> res5a_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale5a_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale5a_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 888315920
INFO - 10:24:50 - Creating layer / name=res5a_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5a_branch2a_relu
INFO - 10:24:50 - res5a_branch2a_relu <- res5a_branch2a
INFO - 10:24:50 - res5a_branch2a_relu -> res5a_branch2a (in-place)
INFO - 10:24:50 - Setting up res5a_branch2a_relu
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 888717328
INFO - 10:24:50 - Creating layer / name=res5a_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res5a_branch2b
INFO - 10:24:50 - res5a_branch2b <- res5a_branch2a
INFO - 10:24:50 - res5a_branch2b -> res5a_branch2b
INFO - 10:24:50 - Setting up res5a_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 889118736
INFO - 10:24:50 - Creating layer / name=bn5a_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5a_branch2b
INFO - 10:24:50 - bn5a_branch2b <- res5a_branch2b
INFO - 10:24:50 - bn5a_branch2b -> res5a_branch2b (in-place)
INFO - 10:24:50 - Setting up bn5a_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 889520144
INFO - 10:24:50 - Creating layer / name=scale5a_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale5a_branch2b
INFO - 10:24:50 - scale5a_branch2b <- res5a_branch2b
INFO - 10:24:50 - scale5a_branch2b -> res5a_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale5a_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale5a_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 889921552
INFO - 10:24:50 - Creating layer / name=res5a_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5a_branch2b_relu
INFO - 10:24:50 - res5a_branch2b_relu <- res5a_branch2b
INFO - 10:24:50 - res5a_branch2b_relu -> res5a_branch2b (in-place)
INFO - 10:24:50 - Setting up res5a_branch2b_relu
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 890322960
INFO - 10:24:50 - Creating layer / name=res5a_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res5a_branch2c
INFO - 10:24:50 - res5a_branch2c <- res5a_branch2b
INFO - 10:24:50 - res5a_branch2c -> res5a_branch2c
INFO - 10:24:50 - Setting up res5a_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 891928592
INFO - 10:24:50 - Creating layer / name=bn5a_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5a_branch2c
INFO - 10:24:50 - bn5a_branch2c <- res5a_branch2c
INFO - 10:24:50 - bn5a_branch2c -> res5a_branch2c (in-place)
INFO - 10:24:50 - Setting up bn5a_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 893534224
INFO - 10:24:50 - Creating layer / name=scale5a_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale5a_branch2c
INFO - 10:24:50 - scale5a_branch2c <- res5a_branch2c
INFO - 10:24:50 - scale5a_branch2c -> res5a_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale5a_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale5a_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 895139856
INFO - 10:24:50 - Creating layer / name=res5a / type=Eltwise
INFO - 10:24:50 - Creating Layer res5a
INFO - 10:24:50 - res5a <- res5a_branch1
INFO - 10:24:50 - res5a <- res5a_branch2c
INFO - 10:24:50 - res5a -> res5a
INFO - 10:24:50 - Setting up res5a
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 896745488
INFO - 10:24:50 - Creating layer / name=res5a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5a_relu
INFO - 10:24:50 - res5a_relu <- res5a
INFO - 10:24:50 - res5a_relu -> res5a (in-place)
INFO - 10:24:50 - Setting up res5a_relu
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 898351120
INFO - 10:24:50 - Creating layer / name=res5a_res5a_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res5a_res5a_relu_0_split
INFO - 10:24:50 - res5a_res5a_relu_0_split <- res5a
INFO - 10:24:50 - res5a_res5a_relu_0_split -> res5a_res5a_relu_0_split_0
INFO - 10:24:50 - res5a_res5a_relu_0_split -> res5a_res5a_relu_0_split_1
INFO - 10:24:50 - Setting up res5a_res5a_relu_0_split
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 901562384
INFO - 10:24:50 - Creating layer / name=res5b_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res5b_branch2a
INFO - 10:24:50 - res5b_branch2a <- res5a_res5a_relu_0_split_0
INFO - 10:24:50 - res5b_branch2a -> res5b_branch2a
INFO - 10:24:50 - Setting up res5b_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 901963792
INFO - 10:24:50 - Creating layer / name=bn5b_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5b_branch2a
INFO - 10:24:50 - bn5b_branch2a <- res5b_branch2a
INFO - 10:24:50 - bn5b_branch2a -> res5b_branch2a (in-place)
INFO - 10:24:50 - Setting up bn5b_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 902365200
INFO - 10:24:50 - Creating layer / name=scale5b_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale5b_branch2a
INFO - 10:24:50 - scale5b_branch2a <- res5b_branch2a
INFO - 10:24:50 - scale5b_branch2a -> res5b_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale5b_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale5b_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 902766608
INFO - 10:24:50 - Creating layer / name=res5b_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5b_branch2a_relu
INFO - 10:24:50 - res5b_branch2a_relu <- res5b_branch2a
INFO - 10:24:50 - res5b_branch2a_relu -> res5b_branch2a (in-place)
INFO - 10:24:50 - Setting up res5b_branch2a_relu
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 903168016
INFO - 10:24:50 - Creating layer / name=res5b_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res5b_branch2b
INFO - 10:24:50 - res5b_branch2b <- res5b_branch2a
INFO - 10:24:50 - res5b_branch2b -> res5b_branch2b
INFO - 10:24:50 - Setting up res5b_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 903569424
INFO - 10:24:50 - Creating layer / name=bn5b_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5b_branch2b
INFO - 10:24:50 - bn5b_branch2b <- res5b_branch2b
INFO - 10:24:50 - bn5b_branch2b -> res5b_branch2b (in-place)
INFO - 10:24:50 - Setting up bn5b_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 903970832
INFO - 10:24:50 - Creating layer / name=scale5b_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale5b_branch2b
INFO - 10:24:50 - scale5b_branch2b <- res5b_branch2b
INFO - 10:24:50 - scale5b_branch2b -> res5b_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale5b_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale5b_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 904372240
INFO - 10:24:50 - Creating layer / name=res5b_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5b_branch2b_relu
INFO - 10:24:50 - res5b_branch2b_relu <- res5b_branch2b
INFO - 10:24:50 - res5b_branch2b_relu -> res5b_branch2b (in-place)
INFO - 10:24:50 - Setting up res5b_branch2b_relu
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 904773648
INFO - 10:24:50 - Creating layer / name=res5b_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res5b_branch2c
INFO - 10:24:50 - res5b_branch2c <- res5b_branch2b
INFO - 10:24:50 - res5b_branch2c -> res5b_branch2c
INFO - 10:24:50 - Setting up res5b_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 906379280
INFO - 10:24:50 - Creating layer / name=bn5b_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5b_branch2c
INFO - 10:24:50 - bn5b_branch2c <- res5b_branch2c
INFO - 10:24:50 - bn5b_branch2c -> res5b_branch2c (in-place)
INFO - 10:24:50 - Setting up bn5b_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 907984912
INFO - 10:24:50 - Creating layer / name=scale5b_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale5b_branch2c
INFO - 10:24:50 - scale5b_branch2c <- res5b_branch2c
INFO - 10:24:50 - scale5b_branch2c -> res5b_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale5b_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale5b_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 909590544
INFO - 10:24:50 - Creating layer / name=res5b / type=Eltwise
INFO - 10:24:50 - Creating Layer res5b
INFO - 10:24:50 - res5b <- res5a_res5a_relu_0_split_1
INFO - 10:24:50 - res5b <- res5b_branch2c
INFO - 10:24:50 - res5b -> res5b
INFO - 10:24:50 - Setting up res5b
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 911196176
INFO - 10:24:50 - Creating layer / name=res5b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5b_relu
INFO - 10:24:50 - res5b_relu <- res5b
INFO - 10:24:50 - res5b_relu -> res5b (in-place)
INFO - 10:24:50 - Setting up res5b_relu
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 912801808
INFO - 10:24:50 - Creating layer / name=res5b_res5b_relu_0_split / type=Split
INFO - 10:24:50 - Creating Layer res5b_res5b_relu_0_split
INFO - 10:24:50 - res5b_res5b_relu_0_split <- res5b
INFO - 10:24:50 - res5b_res5b_relu_0_split -> res5b_res5b_relu_0_split_0
INFO - 10:24:50 - res5b_res5b_relu_0_split -> res5b_res5b_relu_0_split_1
INFO - 10:24:50 - Setting up res5b_res5b_relu_0_split
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 916013072
INFO - 10:24:50 - Creating layer / name=res5c_branch2a / type=Convolution
INFO - 10:24:50 - Creating Layer res5c_branch2a
INFO - 10:24:50 - res5c_branch2a <- res5b_res5b_relu_0_split_0
INFO - 10:24:50 - res5c_branch2a -> res5c_branch2a
INFO - 10:24:50 - Setting up res5c_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 916414480
INFO - 10:24:50 - Creating layer / name=bn5c_branch2a / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5c_branch2a
INFO - 10:24:50 - bn5c_branch2a <- res5c_branch2a
INFO - 10:24:50 - bn5c_branch2a -> res5c_branch2a (in-place)
INFO - 10:24:50 - Setting up bn5c_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 916815888
INFO - 10:24:50 - Creating layer / name=scale5c_branch2a / type=Scale
INFO - 10:24:50 - Creating Layer scale5c_branch2a
INFO - 10:24:50 - scale5c_branch2a <- res5c_branch2a
INFO - 10:24:50 - scale5c_branch2a -> res5c_branch2a (in-place)
INFO - 10:24:50 - Creating layer / name=scale5c_branch2a / type=Bias
INFO - 10:24:50 - Setting up scale5c_branch2a
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 917217296
INFO - 10:24:50 - Creating layer / name=res5c_branch2a_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5c_branch2a_relu
INFO - 10:24:50 - res5c_branch2a_relu <- res5c_branch2a
INFO - 10:24:50 - res5c_branch2a_relu -> res5c_branch2a (in-place)
INFO - 10:24:50 - Setting up res5c_branch2a_relu
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 917618704
INFO - 10:24:50 - Creating layer / name=res5c_branch2b / type=Convolution
INFO - 10:24:50 - Creating Layer res5c_branch2b
INFO - 10:24:50 - res5c_branch2b <- res5c_branch2a
INFO - 10:24:50 - res5c_branch2b -> res5c_branch2b
INFO - 10:24:50 - Setting up res5c_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 918020112
INFO - 10:24:50 - Creating layer / name=bn5c_branch2b / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5c_branch2b
INFO - 10:24:50 - bn5c_branch2b <- res5c_branch2b
INFO - 10:24:50 - bn5c_branch2b -> res5c_branch2b (in-place)
INFO - 10:24:50 - Setting up bn5c_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 918421520
INFO - 10:24:50 - Creating layer / name=scale5c_branch2b / type=Scale
INFO - 10:24:50 - Creating Layer scale5c_branch2b
INFO - 10:24:50 - scale5c_branch2b <- res5c_branch2b
INFO - 10:24:50 - scale5c_branch2b -> res5c_branch2b (in-place)
INFO - 10:24:50 - Creating layer / name=scale5c_branch2b / type=Bias
INFO - 10:24:50 - Setting up scale5c_branch2b
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 918822928
INFO - 10:24:50 - Creating layer / name=res5c_branch2b_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5c_branch2b_relu
INFO - 10:24:50 - res5c_branch2b_relu <- res5c_branch2b
INFO - 10:24:50 - res5c_branch2b_relu -> res5c_branch2b (in-place)
INFO - 10:24:50 - Setting up res5c_branch2b_relu
INFO - 10:24:50 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:50 - Memory required for data: 919224336
INFO - 10:24:50 - Creating layer / name=res5c_branch2c / type=Convolution
INFO - 10:24:50 - Creating Layer res5c_branch2c
INFO - 10:24:50 - res5c_branch2c <- res5c_branch2b
INFO - 10:24:50 - res5c_branch2c -> res5c_branch2c
INFO - 10:24:50 - Setting up res5c_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 920829968
INFO - 10:24:50 - Creating layer / name=bn5c_branch2c / type=BatchNorm
INFO - 10:24:50 - Creating Layer bn5c_branch2c
INFO - 10:24:50 - bn5c_branch2c <- res5c_branch2c
INFO - 10:24:50 - bn5c_branch2c -> res5c_branch2c (in-place)
INFO - 10:24:50 - Setting up bn5c_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 922435600
INFO - 10:24:50 - Creating layer / name=scale5c_branch2c / type=Scale
INFO - 10:24:50 - Creating Layer scale5c_branch2c
INFO - 10:24:50 - scale5c_branch2c <- res5c_branch2c
INFO - 10:24:50 - scale5c_branch2c -> res5c_branch2c (in-place)
INFO - 10:24:50 - Creating layer / name=scale5c_branch2c / type=Bias
INFO - 10:24:50 - Setting up scale5c_branch2c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 924041232
INFO - 10:24:50 - Creating layer / name=res5c / type=Eltwise
INFO - 10:24:50 - Creating Layer res5c
INFO - 10:24:50 - res5c <- res5b_res5b_relu_0_split_1
INFO - 10:24:50 - res5c <- res5c_branch2c
INFO - 10:24:50 - res5c -> res5c
INFO - 10:24:50 - Setting up res5c
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 925646864
INFO - 10:24:50 - Creating layer / name=res5c_relu / type=ReLU
INFO - 10:24:50 - Creating Layer res5c_relu
INFO - 10:24:50 - res5c_relu <- res5c
INFO - 10:24:50 - res5c_relu -> res5c (in-place)
INFO - 10:24:50 - Setting up res5c_relu
INFO - 10:24:50 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:50 - Memory required for data: 927252496
INFO - 10:24:50 - Creating layer / name=pool5 / type=Pooling
INFO - 10:24:50 - Creating Layer pool5
INFO - 10:24:50 - pool5 <- res5c
INFO - 10:24:50 - pool5 -> pool5
INFO - 10:24:50 - Setting up pool5
INFO - 10:24:50 - Top shape: 4 2048 1 1 (8192)
INFO - 10:24:50 - Memory required for data: 927285264
INFO - 10:24:50 - Creating layer / name=myfc1000 / type=InnerProduct
INFO - 10:24:50 - Creating Layer myfc1000
INFO - 10:24:50 - myfc1000 <- pool5
INFO - 10:24:50 - myfc1000 -> myfc1000
INFO - 10:24:50 - Setting up myfc1000
INFO - 10:24:50 - Top shape: 4 2 (8)
INFO - 10:24:50 - Memory required for data: 927285296
INFO - 10:24:50 - Creating layer / name=prob / type=Softmax
INFO - 10:24:50 - Creating Layer prob
INFO - 10:24:50 - prob <- myfc1000
INFO - 10:24:50 - prob -> prob
INFO - 10:24:50 - Setting up prob
INFO - 10:24:50 - Top shape: 4 2 (8)
INFO - 10:24:50 - Memory required for data: 927285328
INFO - 10:24:50 - prob does not need backward computation.
INFO - 10:24:50 - myfc1000 does not need backward computation.
INFO - 10:24:50 - pool5 does not need backward computation.
INFO - 10:24:50 - res5c_relu does not need backward computation.
INFO - 10:24:50 - res5c does not need backward computation.
INFO - 10:24:50 - scale5c_branch2c does not need backward computation.
INFO - 10:24:50 - bn5c_branch2c does not need backward computation.
INFO - 10:24:50 - res5c_branch2c does not need backward computation.
INFO - 10:24:50 - res5c_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale5c_branch2b does not need backward computation.
INFO - 10:24:50 - bn5c_branch2b does not need backward computation.
INFO - 10:24:50 - res5c_branch2b does not need backward computation.
INFO - 10:24:50 - res5c_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale5c_branch2a does not need backward computation.
INFO - 10:24:50 - bn5c_branch2a does not need backward computation.
INFO - 10:24:50 - res5c_branch2a does not need backward computation.
INFO - 10:24:50 - res5b_res5b_relu_0_split does not need backward computation.
INFO - 10:24:50 - res5b_relu does not need backward computation.
INFO - 10:24:50 - res5b does not need backward computation.
INFO - 10:24:50 - scale5b_branch2c does not need backward computation.
INFO - 10:24:50 - bn5b_branch2c does not need backward computation.
INFO - 10:24:50 - res5b_branch2c does not need backward computation.
INFO - 10:24:50 - res5b_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale5b_branch2b does not need backward computation.
INFO - 10:24:50 - bn5b_branch2b does not need backward computation.
INFO - 10:24:50 - res5b_branch2b does not need backward computation.
INFO - 10:24:50 - res5b_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale5b_branch2a does not need backward computation.
INFO - 10:24:50 - bn5b_branch2a does not need backward computation.
INFO - 10:24:50 - res5b_branch2a does not need backward computation.
INFO - 10:24:50 - res5a_res5a_relu_0_split does not need backward computation.
INFO - 10:24:50 - res5a_relu does not need backward computation.
INFO - 10:24:50 - res5a does not need backward computation.
INFO - 10:24:50 - scale5a_branch2c does not need backward computation.
INFO - 10:24:50 - bn5a_branch2c does not need backward computation.
INFO - 10:24:50 - res5a_branch2c does not need backward computation.
INFO - 10:24:50 - res5a_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale5a_branch2b does not need backward computation.
INFO - 10:24:50 - bn5a_branch2b does not need backward computation.
INFO - 10:24:50 - res5a_branch2b does not need backward computation.
INFO - 10:24:50 - res5a_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale5a_branch2a does not need backward computation.
INFO - 10:24:50 - bn5a_branch2a does not need backward computation.
INFO - 10:24:50 - res5a_branch2a does not need backward computation.
INFO - 10:24:50 - scale5a_branch1 does not need backward computation.
INFO - 10:24:50 - bn5a_branch1 does not need backward computation.
INFO - 10:24:50 - res5a_branch1 does not need backward computation.
INFO - 10:24:50 - res4f_res4f_relu_0_split does not need backward computation.
INFO - 10:24:50 - res4f_relu does not need backward computation.
INFO - 10:24:50 - res4f does not need backward computation.
INFO - 10:24:50 - scale4f_branch2c does not need backward computation.
INFO - 10:24:50 - bn4f_branch2c does not need backward computation.
INFO - 10:24:50 - res4f_branch2c does not need backward computation.
INFO - 10:24:50 - res4f_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale4f_branch2b does not need backward computation.
INFO - 10:24:50 - bn4f_branch2b does not need backward computation.
INFO - 10:24:50 - res4f_branch2b does not need backward computation.
INFO - 10:24:50 - res4f_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale4f_branch2a does not need backward computation.
INFO - 10:24:50 - bn4f_branch2a does not need backward computation.
INFO - 10:24:50 - res4f_branch2a does not need backward computation.
INFO - 10:24:50 - res4e_res4e_relu_0_split does not need backward computation.
INFO - 10:24:50 - res4e_relu does not need backward computation.
INFO - 10:24:50 - res4e does not need backward computation.
INFO - 10:24:50 - scale4e_branch2c does not need backward computation.
INFO - 10:24:50 - bn4e_branch2c does not need backward computation.
INFO - 10:24:50 - res4e_branch2c does not need backward computation.
INFO - 10:24:50 - res4e_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale4e_branch2b does not need backward computation.
INFO - 10:24:50 - bn4e_branch2b does not need backward computation.
INFO - 10:24:50 - res4e_branch2b does not need backward computation.
INFO - 10:24:50 - res4e_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale4e_branch2a does not need backward computation.
INFO - 10:24:50 - bn4e_branch2a does not need backward computation.
INFO - 10:24:50 - res4e_branch2a does not need backward computation.
INFO - 10:24:50 - res4d_res4d_relu_0_split does not need backward computation.
INFO - 10:24:50 - res4d_relu does not need backward computation.
INFO - 10:24:50 - res4d does not need backward computation.
INFO - 10:24:50 - scale4d_branch2c does not need backward computation.
INFO - 10:24:50 - bn4d_branch2c does not need backward computation.
INFO - 10:24:50 - res4d_branch2c does not need backward computation.
INFO - 10:24:50 - res4d_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale4d_branch2b does not need backward computation.
INFO - 10:24:50 - bn4d_branch2b does not need backward computation.
INFO - 10:24:50 - res4d_branch2b does not need backward computation.
INFO - 10:24:50 - res4d_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale4d_branch2a does not need backward computation.
INFO - 10:24:50 - bn4d_branch2a does not need backward computation.
INFO - 10:24:50 - res4d_branch2a does not need backward computation.
INFO - 10:24:50 - res4c_res4c_relu_0_split does not need backward computation.
INFO - 10:24:50 - res4c_relu does not need backward computation.
INFO - 10:24:50 - res4c does not need backward computation.
INFO - 10:24:50 - scale4c_branch2c does not need backward computation.
INFO - 10:24:50 - bn4c_branch2c does not need backward computation.
INFO - 10:24:50 - res4c_branch2c does not need backward computation.
INFO - 10:24:50 - res4c_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale4c_branch2b does not need backward computation.
INFO - 10:24:50 - bn4c_branch2b does not need backward computation.
INFO - 10:24:50 - res4c_branch2b does not need backward computation.
INFO - 10:24:50 - res4c_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale4c_branch2a does not need backward computation.
INFO - 10:24:50 - bn4c_branch2a does not need backward computation.
INFO - 10:24:50 - res4c_branch2a does not need backward computation.
INFO - 10:24:50 - res4b_res4b_relu_0_split does not need backward computation.
INFO - 10:24:50 - res4b_relu does not need backward computation.
INFO - 10:24:50 - res4b does not need backward computation.
INFO - 10:24:50 - scale4b_branch2c does not need backward computation.
INFO - 10:24:50 - bn4b_branch2c does not need backward computation.
INFO - 10:24:50 - res4b_branch2c does not need backward computation.
INFO - 10:24:50 - res4b_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale4b_branch2b does not need backward computation.
INFO - 10:24:50 - bn4b_branch2b does not need backward computation.
INFO - 10:24:50 - res4b_branch2b does not need backward computation.
INFO - 10:24:50 - res4b_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale4b_branch2a does not need backward computation.
INFO - 10:24:50 - bn4b_branch2a does not need backward computation.
INFO - 10:24:50 - res4b_branch2a does not need backward computation.
INFO - 10:24:50 - res4a_res4a_relu_0_split does not need backward computation.
INFO - 10:24:50 - res4a_relu does not need backward computation.
INFO - 10:24:50 - res4a does not need backward computation.
INFO - 10:24:50 - scale4a_branch2c does not need backward computation.
INFO - 10:24:50 - bn4a_branch2c does not need backward computation.
INFO - 10:24:50 - res4a_branch2c does not need backward computation.
INFO - 10:24:50 - res4a_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale4a_branch2b does not need backward computation.
INFO - 10:24:50 - bn4a_branch2b does not need backward computation.
INFO - 10:24:50 - res4a_branch2b does not need backward computation.
INFO - 10:24:50 - res4a_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale4a_branch2a does not need backward computation.
INFO - 10:24:50 - bn4a_branch2a does not need backward computation.
INFO - 10:24:50 - res4a_branch2a does not need backward computation.
INFO - 10:24:50 - scale4a_branch1 does not need backward computation.
INFO - 10:24:50 - bn4a_branch1 does not need backward computation.
INFO - 10:24:50 - res4a_branch1 does not need backward computation.
INFO - 10:24:50 - res3d_res3d_relu_0_split does not need backward computation.
INFO - 10:24:50 - res3d_relu does not need backward computation.
INFO - 10:24:50 - res3d does not need backward computation.
INFO - 10:24:50 - scale3d_branch2c does not need backward computation.
INFO - 10:24:50 - bn3d_branch2c does not need backward computation.
INFO - 10:24:50 - res3d_branch2c does not need backward computation.
INFO - 10:24:50 - res3d_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale3d_branch2b does not need backward computation.
INFO - 10:24:50 - bn3d_branch2b does not need backward computation.
INFO - 10:24:50 - res3d_branch2b does not need backward computation.
INFO - 10:24:50 - res3d_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale3d_branch2a does not need backward computation.
INFO - 10:24:50 - bn3d_branch2a does not need backward computation.
INFO - 10:24:50 - res3d_branch2a does not need backward computation.
INFO - 10:24:50 - res3c_res3c_relu_0_split does not need backward computation.
INFO - 10:24:50 - res3c_relu does not need backward computation.
INFO - 10:24:50 - res3c does not need backward computation.
INFO - 10:24:50 - scale3c_branch2c does not need backward computation.
INFO - 10:24:50 - bn3c_branch2c does not need backward computation.
INFO - 10:24:50 - res3c_branch2c does not need backward computation.
INFO - 10:24:50 - res3c_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale3c_branch2b does not need backward computation.
INFO - 10:24:50 - bn3c_branch2b does not need backward computation.
INFO - 10:24:50 - res3c_branch2b does not need backward computation.
INFO - 10:24:50 - res3c_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale3c_branch2a does not need backward computation.
INFO - 10:24:50 - bn3c_branch2a does not need backward computation.
INFO - 10:24:50 - res3c_branch2a does not need backward computation.
INFO - 10:24:50 - res3b_res3b_relu_0_split does not need backward computation.
INFO - 10:24:50 - res3b_relu does not need backward computation.
INFO - 10:24:50 - res3b does not need backward computation.
INFO - 10:24:50 - scale3b_branch2c does not need backward computation.
INFO - 10:24:50 - bn3b_branch2c does not need backward computation.
INFO - 10:24:50 - res3b_branch2c does not need backward computation.
INFO - 10:24:50 - res3b_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale3b_branch2b does not need backward computation.
INFO - 10:24:50 - bn3b_branch2b does not need backward computation.
INFO - 10:24:50 - res3b_branch2b does not need backward computation.
INFO - 10:24:50 - res3b_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale3b_branch2a does not need backward computation.
INFO - 10:24:50 - bn3b_branch2a does not need backward computation.
INFO - 10:24:50 - res3b_branch2a does not need backward computation.
INFO - 10:24:50 - res3a_res3a_relu_0_split does not need backward computation.
INFO - 10:24:50 - res3a_relu does not need backward computation.
INFO - 10:24:50 - res3a does not need backward computation.
INFO - 10:24:50 - scale3a_branch2c does not need backward computation.
INFO - 10:24:50 - bn3a_branch2c does not need backward computation.
INFO - 10:24:50 - res3a_branch2c does not need backward computation.
INFO - 10:24:50 - res3a_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale3a_branch2b does not need backward computation.
INFO - 10:24:50 - bn3a_branch2b does not need backward computation.
INFO - 10:24:50 - res3a_branch2b does not need backward computation.
INFO - 10:24:50 - res3a_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale3a_branch2a does not need backward computation.
INFO - 10:24:50 - bn3a_branch2a does not need backward computation.
INFO - 10:24:50 - res3a_branch2a does not need backward computation.
INFO - 10:24:50 - scale3a_branch1 does not need backward computation.
INFO - 10:24:50 - bn3a_branch1 does not need backward computation.
INFO - 10:24:50 - res3a_branch1 does not need backward computation.
INFO - 10:24:50 - res2c_res2c_relu_0_split does not need backward computation.
INFO - 10:24:50 - res2c_relu does not need backward computation.
INFO - 10:24:50 - res2c does not need backward computation.
INFO - 10:24:50 - scale2c_branch2c does not need backward computation.
INFO - 10:24:50 - bn2c_branch2c does not need backward computation.
INFO - 10:24:50 - res2c_branch2c does not need backward computation.
INFO - 10:24:50 - res2c_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale2c_branch2b does not need backward computation.
INFO - 10:24:50 - bn2c_branch2b does not need backward computation.
INFO - 10:24:50 - res2c_branch2b does not need backward computation.
INFO - 10:24:50 - res2c_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale2c_branch2a does not need backward computation.
INFO - 10:24:50 - bn2c_branch2a does not need backward computation.
INFO - 10:24:50 - res2c_branch2a does not need backward computation.
INFO - 10:24:50 - res2b_res2b_relu_0_split does not need backward computation.
INFO - 10:24:50 - res2b_relu does not need backward computation.
INFO - 10:24:50 - res2b does not need backward computation.
INFO - 10:24:50 - scale2b_branch2c does not need backward computation.
INFO - 10:24:50 - bn2b_branch2c does not need backward computation.
INFO - 10:24:50 - res2b_branch2c does not need backward computation.
INFO - 10:24:50 - res2b_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale2b_branch2b does not need backward computation.
INFO - 10:24:50 - bn2b_branch2b does not need backward computation.
INFO - 10:24:50 - res2b_branch2b does not need backward computation.
INFO - 10:24:50 - res2b_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale2b_branch2a does not need backward computation.
INFO - 10:24:50 - bn2b_branch2a does not need backward computation.
INFO - 10:24:50 - res2b_branch2a does not need backward computation.
INFO - 10:24:50 - res2a_res2a_relu_0_split does not need backward computation.
INFO - 10:24:50 - res2a_relu does not need backward computation.
INFO - 10:24:50 - res2a does not need backward computation.
INFO - 10:24:50 - scale2a_branch2c does not need backward computation.
INFO - 10:24:50 - bn2a_branch2c does not need backward computation.
INFO - 10:24:50 - res2a_branch2c does not need backward computation.
INFO - 10:24:50 - res2a_branch2b_relu does not need backward computation.
INFO - 10:24:50 - scale2a_branch2b does not need backward computation.
INFO - 10:24:50 - bn2a_branch2b does not need backward computation.
INFO - 10:24:50 - res2a_branch2b does not need backward computation.
INFO - 10:24:50 - res2a_branch2a_relu does not need backward computation.
INFO - 10:24:50 - scale2a_branch2a does not need backward computation.
INFO - 10:24:50 - bn2a_branch2a does not need backward computation.
INFO - 10:24:50 - res2a_branch2a does not need backward computation.
INFO - 10:24:50 - scale2a_branch1 does not need backward computation.
INFO - 10:24:50 - bn2a_branch1 does not need backward computation.
INFO - 10:24:50 - res2a_branch1 does not need backward computation.
INFO - 10:24:50 - pool1_pool1_0_split does not need backward computation.
INFO - 10:24:50 - pool1 does not need backward computation.
INFO - 10:24:50 - conv1_relu does not need backward computation.
INFO - 10:24:50 - scale_conv1 does not need backward computation.
INFO - 10:24:50 - bn_conv1 does not need backward computation.
INFO - 10:24:50 - conv1 does not need backward computation.
INFO - 10:24:50 - resnet_50 does not need backward computation.
INFO - 10:24:50 - This network produces output label
INFO - 10:24:50 - This network produces output prob
WARNING: Logging before InitGoogleLogging() is written to STDERR
I0916 10:24:50.414904  3256 caffelib.cc:1346] Using pre-trained weights from /home/ubuntu/deepdetect/models/1609152_resnet50/model_iter_200.caffemodel
INFO - 10:24:50 - Network initialization done.
INFO - 10:24:58 - Initializing net from parameters: 

INFO - 10:24:58 - Creating layer / name=resnet_50 / type=MemoryData
INFO - 10:24:58 - Creating Layer resnet_50
INFO - 10:24:58 - resnet_50 -> data
INFO - 10:24:58 - resnet_50 -> label
INFO - 10:24:58 - Setting up resnet_50
INFO - 10:24:58 - Top shape: 4 3 224 224 (602112)
INFO - 10:24:58 - Top shape: 4 (4)
INFO - 10:24:58 - Memory required for data: 2408464
INFO - 10:24:58 - Creating layer / name=conv1 / type=Convolution
INFO - 10:24:58 - Creating Layer conv1
INFO - 10:24:58 - conv1 <- data
INFO - 10:24:58 - conv1 -> conv1
INFO - 10:24:58 - Setting up conv1
INFO - 10:24:58 - Top shape: 4 64 112 112 (3211264)
INFO - 10:24:58 - Memory required for data: 15253520
INFO - 10:24:58 - Creating layer / name=bn_conv1 / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn_conv1
INFO - 10:24:58 - bn_conv1 <- conv1
INFO - 10:24:58 - bn_conv1 -> conv1 (in-place)
INFO - 10:24:58 - Setting up bn_conv1
INFO - 10:24:58 - Top shape: 4 64 112 112 (3211264)
INFO - 10:24:58 - Memory required for data: 28098576
INFO - 10:24:58 - Creating layer / name=scale_conv1 / type=Scale
INFO - 10:24:58 - Creating Layer scale_conv1
INFO - 10:24:58 - scale_conv1 <- conv1
INFO - 10:24:58 - scale_conv1 -> conv1 (in-place)
INFO - 10:24:58 - Creating layer / name=scale_conv1 / type=Bias
INFO - 10:24:58 - Setting up scale_conv1
INFO - 10:24:58 - Top shape: 4 64 112 112 (3211264)
INFO - 10:24:58 - Memory required for data: 40943632
INFO - 10:24:58 - Creating layer / name=conv1_relu / type=ReLU
INFO - 10:24:58 - Creating Layer conv1_relu
INFO - 10:24:58 - conv1_relu <- conv1
INFO - 10:24:58 - conv1_relu -> conv1 (in-place)
INFO - 10:24:58 - Setting up conv1_relu
INFO - 10:24:58 - Top shape: 4 64 112 112 (3211264)
INFO - 10:24:58 - Memory required for data: 53788688
INFO - 10:24:58 - Creating layer / name=pool1 / type=Pooling
INFO - 10:24:58 - Creating Layer pool1
INFO - 10:24:58 - pool1 <- conv1
INFO - 10:24:58 - pool1 -> pool1
INFO - 10:24:58 - Setting up pool1
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 56999952
INFO - 10:24:58 - Creating layer / name=pool1_pool1_0_split / type=Split
INFO - 10:24:58 - Creating Layer pool1_pool1_0_split
INFO - 10:24:58 - pool1_pool1_0_split <- pool1
INFO - 10:24:58 - pool1_pool1_0_split -> pool1_pool1_0_split_0
INFO - 10:24:58 - pool1_pool1_0_split -> pool1_pool1_0_split_1
INFO - 10:24:58 - Setting up pool1_pool1_0_split
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 63422480
INFO - 10:24:58 - Creating layer / name=res2a_branch1 / type=Convolution
INFO - 10:24:58 - Creating Layer res2a_branch1
INFO - 10:24:58 - res2a_branch1 <- pool1_pool1_0_split_0
INFO - 10:24:58 - res2a_branch1 -> res2a_branch1
INFO - 10:24:58 - Setting up res2a_branch1
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 76267536
INFO - 10:24:58 - Creating layer / name=bn2a_branch1 / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2a_branch1
INFO - 10:24:58 - bn2a_branch1 <- res2a_branch1
INFO - 10:24:58 - bn2a_branch1 -> res2a_branch1 (in-place)
INFO - 10:24:58 - Setting up bn2a_branch1
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 89112592
INFO - 10:24:58 - Creating layer / name=scale2a_branch1 / type=Scale
INFO - 10:24:58 - Creating Layer scale2a_branch1
INFO - 10:24:58 - scale2a_branch1 <- res2a_branch1
INFO - 10:24:58 - scale2a_branch1 -> res2a_branch1 (in-place)
INFO - 10:24:58 - Creating layer / name=scale2a_branch1 / type=Bias
INFO - 10:24:58 - Setting up scale2a_branch1
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 101957648
INFO - 10:24:58 - Creating layer / name=res2a_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res2a_branch2a
INFO - 10:24:58 - res2a_branch2a <- pool1_pool1_0_split_1
INFO - 10:24:58 - res2a_branch2a -> res2a_branch2a
INFO - 10:24:58 - Setting up res2a_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 105168912
INFO - 10:24:58 - Creating layer / name=bn2a_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2a_branch2a
INFO - 10:24:58 - bn2a_branch2a <- res2a_branch2a
INFO - 10:24:58 - bn2a_branch2a -> res2a_branch2a (in-place)
INFO - 10:24:58 - Setting up bn2a_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 108380176
INFO - 10:24:58 - Creating layer / name=scale2a_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale2a_branch2a
INFO - 10:24:58 - scale2a_branch2a <- res2a_branch2a
INFO - 10:24:58 - scale2a_branch2a -> res2a_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale2a_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale2a_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 111591440
INFO - 10:24:58 - Creating layer / name=res2a_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2a_branch2a_relu
INFO - 10:24:58 - res2a_branch2a_relu <- res2a_branch2a
INFO - 10:24:58 - res2a_branch2a_relu -> res2a_branch2a (in-place)
INFO - 10:24:58 - Setting up res2a_branch2a_relu
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 114802704
INFO - 10:24:58 - Creating layer / name=res2a_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res2a_branch2b
INFO - 10:24:58 - res2a_branch2b <- res2a_branch2a
INFO - 10:24:58 - res2a_branch2b -> res2a_branch2b
INFO - 10:24:58 - Setting up res2a_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 118013968
INFO - 10:24:58 - Creating layer / name=bn2a_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2a_branch2b
INFO - 10:24:58 - bn2a_branch2b <- res2a_branch2b
INFO - 10:24:58 - bn2a_branch2b -> res2a_branch2b (in-place)
INFO - 10:24:58 - Setting up bn2a_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 121225232
INFO - 10:24:58 - Creating layer / name=scale2a_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale2a_branch2b
INFO - 10:24:58 - scale2a_branch2b <- res2a_branch2b
INFO - 10:24:58 - scale2a_branch2b -> res2a_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale2a_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale2a_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 124436496
INFO - 10:24:58 - Creating layer / name=res2a_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2a_branch2b_relu
INFO - 10:24:58 - res2a_branch2b_relu <- res2a_branch2b
INFO - 10:24:58 - res2a_branch2b_relu -> res2a_branch2b (in-place)
INFO - 10:24:58 - Setting up res2a_branch2b_relu
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 127647760
INFO - 10:24:58 - Creating layer / name=res2a_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res2a_branch2c
INFO - 10:24:58 - res2a_branch2c <- res2a_branch2b
INFO - 10:24:58 - res2a_branch2c -> res2a_branch2c
INFO - 10:24:58 - Setting up res2a_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 140492816
INFO - 10:24:58 - Creating layer / name=bn2a_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2a_branch2c
INFO - 10:24:58 - bn2a_branch2c <- res2a_branch2c
INFO - 10:24:58 - bn2a_branch2c -> res2a_branch2c (in-place)
INFO - 10:24:58 - Setting up bn2a_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 153337872
INFO - 10:24:58 - Creating layer / name=scale2a_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale2a_branch2c
INFO - 10:24:58 - scale2a_branch2c <- res2a_branch2c
INFO - 10:24:58 - scale2a_branch2c -> res2a_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale2a_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale2a_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 166182928
INFO - 10:24:58 - Creating layer / name=res2a / type=Eltwise
INFO - 10:24:58 - Creating Layer res2a
INFO - 10:24:58 - res2a <- res2a_branch1
INFO - 10:24:58 - res2a <- res2a_branch2c
INFO - 10:24:58 - res2a -> res2a
INFO - 10:24:58 - Setting up res2a
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 179027984
INFO - 10:24:58 - Creating layer / name=res2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2a_relu
INFO - 10:24:58 - res2a_relu <- res2a
INFO - 10:24:58 - res2a_relu -> res2a (in-place)
INFO - 10:24:58 - Setting up res2a_relu
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 191873040
INFO - 10:24:58 - Creating layer / name=res2a_res2a_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res2a_res2a_relu_0_split
INFO - 10:24:58 - res2a_res2a_relu_0_split <- res2a
INFO - 10:24:58 - res2a_res2a_relu_0_split -> res2a_res2a_relu_0_split_0
INFO - 10:24:58 - res2a_res2a_relu_0_split -> res2a_res2a_relu_0_split_1
INFO - 10:24:58 - Setting up res2a_res2a_relu_0_split
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 217563152
INFO - 10:24:58 - Creating layer / name=res2b_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res2b_branch2a
INFO - 10:24:58 - res2b_branch2a <- res2a_res2a_relu_0_split_0
INFO - 10:24:58 - res2b_branch2a -> res2b_branch2a
INFO - 10:24:58 - Setting up res2b_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 220774416
INFO - 10:24:58 - Creating layer / name=bn2b_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2b_branch2a
INFO - 10:24:58 - bn2b_branch2a <- res2b_branch2a
INFO - 10:24:58 - bn2b_branch2a -> res2b_branch2a (in-place)
INFO - 10:24:58 - Setting up bn2b_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 223985680
INFO - 10:24:58 - Creating layer / name=scale2b_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale2b_branch2a
INFO - 10:24:58 - scale2b_branch2a <- res2b_branch2a
INFO - 10:24:58 - scale2b_branch2a -> res2b_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale2b_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale2b_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 227196944
INFO - 10:24:58 - Creating layer / name=res2b_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2b_branch2a_relu
INFO - 10:24:58 - res2b_branch2a_relu <- res2b_branch2a
INFO - 10:24:58 - res2b_branch2a_relu -> res2b_branch2a (in-place)
INFO - 10:24:58 - Setting up res2b_branch2a_relu
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 230408208
INFO - 10:24:58 - Creating layer / name=res2b_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res2b_branch2b
INFO - 10:24:58 - res2b_branch2b <- res2b_branch2a
INFO - 10:24:58 - res2b_branch2b -> res2b_branch2b
INFO - 10:24:58 - Setting up res2b_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 233619472
INFO - 10:24:58 - Creating layer / name=bn2b_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2b_branch2b
INFO - 10:24:58 - bn2b_branch2b <- res2b_branch2b
INFO - 10:24:58 - bn2b_branch2b -> res2b_branch2b (in-place)
INFO - 10:24:58 - Setting up bn2b_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 236830736
INFO - 10:24:58 - Creating layer / name=scale2b_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale2b_branch2b
INFO - 10:24:58 - scale2b_branch2b <- res2b_branch2b
INFO - 10:24:58 - scale2b_branch2b -> res2b_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale2b_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale2b_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 240042000
INFO - 10:24:58 - Creating layer / name=res2b_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2b_branch2b_relu
INFO - 10:24:58 - res2b_branch2b_relu <- res2b_branch2b
INFO - 10:24:58 - res2b_branch2b_relu -> res2b_branch2b (in-place)
INFO - 10:24:58 - Setting up res2b_branch2b_relu
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 243253264
INFO - 10:24:58 - Creating layer / name=res2b_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res2b_branch2c
INFO - 10:24:58 - res2b_branch2c <- res2b_branch2b
INFO - 10:24:58 - res2b_branch2c -> res2b_branch2c
INFO - 10:24:58 - Setting up res2b_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 256098320
INFO - 10:24:58 - Creating layer / name=bn2b_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2b_branch2c
INFO - 10:24:58 - bn2b_branch2c <- res2b_branch2c
INFO - 10:24:58 - bn2b_branch2c -> res2b_branch2c (in-place)
INFO - 10:24:58 - Setting up bn2b_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 268943376
INFO - 10:24:58 - Creating layer / name=scale2b_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale2b_branch2c
INFO - 10:24:58 - scale2b_branch2c <- res2b_branch2c
INFO - 10:24:58 - scale2b_branch2c -> res2b_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale2b_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale2b_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 281788432
INFO - 10:24:58 - Creating layer / name=res2b / type=Eltwise
INFO - 10:24:58 - Creating Layer res2b
INFO - 10:24:58 - res2b <- res2a_res2a_relu_0_split_1
INFO - 10:24:58 - res2b <- res2b_branch2c
INFO - 10:24:58 - res2b -> res2b
INFO - 10:24:58 - Setting up res2b
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 294633488
INFO - 10:24:58 - Creating layer / name=res2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2b_relu
INFO - 10:24:58 - res2b_relu <- res2b
INFO - 10:24:58 - res2b_relu -> res2b (in-place)
INFO - 10:24:58 - Setting up res2b_relu
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 307478544
INFO - 10:24:58 - Creating layer / name=res2b_res2b_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res2b_res2b_relu_0_split
INFO - 10:24:58 - res2b_res2b_relu_0_split <- res2b
INFO - 10:24:58 - res2b_res2b_relu_0_split -> res2b_res2b_relu_0_split_0
INFO - 10:24:58 - res2b_res2b_relu_0_split -> res2b_res2b_relu_0_split_1
INFO - 10:24:58 - Setting up res2b_res2b_relu_0_split
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 333168656
INFO - 10:24:58 - Creating layer / name=res2c_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res2c_branch2a
INFO - 10:24:58 - res2c_branch2a <- res2b_res2b_relu_0_split_0
INFO - 10:24:58 - res2c_branch2a -> res2c_branch2a
INFO - 10:24:58 - Setting up res2c_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 336379920
INFO - 10:24:58 - Creating layer / name=bn2c_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2c_branch2a
INFO - 10:24:58 - bn2c_branch2a <- res2c_branch2a
INFO - 10:24:58 - bn2c_branch2a -> res2c_branch2a (in-place)
INFO - 10:24:58 - Setting up bn2c_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 339591184
INFO - 10:24:58 - Creating layer / name=scale2c_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale2c_branch2a
INFO - 10:24:58 - scale2c_branch2a <- res2c_branch2a
INFO - 10:24:58 - scale2c_branch2a -> res2c_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale2c_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale2c_branch2a
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 342802448
INFO - 10:24:58 - Creating layer / name=res2c_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2c_branch2a_relu
INFO - 10:24:58 - res2c_branch2a_relu <- res2c_branch2a
INFO - 10:24:58 - res2c_branch2a_relu -> res2c_branch2a (in-place)
INFO - 10:24:58 - Setting up res2c_branch2a_relu
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 346013712
INFO - 10:24:58 - Creating layer / name=res2c_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res2c_branch2b
INFO - 10:24:58 - res2c_branch2b <- res2c_branch2a
INFO - 10:24:58 - res2c_branch2b -> res2c_branch2b
INFO - 10:24:58 - Setting up res2c_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 349224976
INFO - 10:24:58 - Creating layer / name=bn2c_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2c_branch2b
INFO - 10:24:58 - bn2c_branch2b <- res2c_branch2b
INFO - 10:24:58 - bn2c_branch2b -> res2c_branch2b (in-place)
INFO - 10:24:58 - Setting up bn2c_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 352436240
INFO - 10:24:58 - Creating layer / name=scale2c_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale2c_branch2b
INFO - 10:24:58 - scale2c_branch2b <- res2c_branch2b
INFO - 10:24:58 - scale2c_branch2b -> res2c_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale2c_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale2c_branch2b
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 355647504
INFO - 10:24:58 - Creating layer / name=res2c_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2c_branch2b_relu
INFO - 10:24:58 - res2c_branch2b_relu <- res2c_branch2b
INFO - 10:24:58 - res2c_branch2b_relu -> res2c_branch2b (in-place)
INFO - 10:24:58 - Setting up res2c_branch2b_relu
INFO - 10:24:58 - Top shape: 4 64 56 56 (802816)
INFO - 10:24:58 - Memory required for data: 358858768
INFO - 10:24:58 - Creating layer / name=res2c_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res2c_branch2c
INFO - 10:24:58 - res2c_branch2c <- res2c_branch2b
INFO - 10:24:58 - res2c_branch2c -> res2c_branch2c
INFO - 10:24:58 - Setting up res2c_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 371703824
INFO - 10:24:58 - Creating layer / name=bn2c_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn2c_branch2c
INFO - 10:24:58 - bn2c_branch2c <- res2c_branch2c
INFO - 10:24:58 - bn2c_branch2c -> res2c_branch2c (in-place)
INFO - 10:24:58 - Setting up bn2c_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 384548880
INFO - 10:24:58 - Creating layer / name=scale2c_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale2c_branch2c
INFO - 10:24:58 - scale2c_branch2c <- res2c_branch2c
INFO - 10:24:58 - scale2c_branch2c -> res2c_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale2c_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale2c_branch2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 397393936
INFO - 10:24:58 - Creating layer / name=res2c / type=Eltwise
INFO - 10:24:58 - Creating Layer res2c
INFO - 10:24:58 - res2c <- res2b_res2b_relu_0_split_1
INFO - 10:24:58 - res2c <- res2c_branch2c
INFO - 10:24:58 - res2c -> res2c
INFO - 10:24:58 - Setting up res2c
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 410238992
INFO - 10:24:58 - Creating layer / name=res2c_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res2c_relu
INFO - 10:24:58 - res2c_relu <- res2c
INFO - 10:24:58 - res2c_relu -> res2c (in-place)
INFO - 10:24:58 - Setting up res2c_relu
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 423084048
INFO - 10:24:58 - Creating layer / name=res2c_res2c_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res2c_res2c_relu_0_split
INFO - 10:24:58 - res2c_res2c_relu_0_split <- res2c
INFO - 10:24:58 - res2c_res2c_relu_0_split -> res2c_res2c_relu_0_split_0
INFO - 10:24:58 - res2c_res2c_relu_0_split -> res2c_res2c_relu_0_split_1
INFO - 10:24:58 - Setting up res2c_res2c_relu_0_split
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Top shape: 4 256 56 56 (3211264)
INFO - 10:24:58 - Memory required for data: 448774160
INFO - 10:24:58 - Creating layer / name=res3a_branch1 / type=Convolution
INFO - 10:24:58 - Creating Layer res3a_branch1
INFO - 10:24:58 - res3a_branch1 <- res2c_res2c_relu_0_split_0
INFO - 10:24:58 - res3a_branch1 -> res3a_branch1
INFO - 10:24:58 - Setting up res3a_branch1
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 455196688
INFO - 10:24:58 - Creating layer / name=bn3a_branch1 / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3a_branch1
INFO - 10:24:58 - bn3a_branch1 <- res3a_branch1
INFO - 10:24:58 - bn3a_branch1 -> res3a_branch1 (in-place)
INFO - 10:24:58 - Setting up bn3a_branch1
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 461619216
INFO - 10:24:58 - Creating layer / name=scale3a_branch1 / type=Scale
INFO - 10:24:58 - Creating Layer scale3a_branch1
INFO - 10:24:58 - scale3a_branch1 <- res3a_branch1
INFO - 10:24:58 - scale3a_branch1 -> res3a_branch1 (in-place)
INFO - 10:24:58 - Creating layer / name=scale3a_branch1 / type=Bias
INFO - 10:24:58 - Setting up scale3a_branch1
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 468041744
INFO - 10:24:58 - Creating layer / name=res3a_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res3a_branch2a
INFO - 10:24:58 - res3a_branch2a <- res2c_res2c_relu_0_split_1
INFO - 10:24:58 - res3a_branch2a -> res3a_branch2a
INFO - 10:24:58 - Setting up res3a_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 469647376
INFO - 10:24:58 - Creating layer / name=bn3a_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3a_branch2a
INFO - 10:24:58 - bn3a_branch2a <- res3a_branch2a
INFO - 10:24:58 - bn3a_branch2a -> res3a_branch2a (in-place)
INFO - 10:24:58 - Setting up bn3a_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 471253008
INFO - 10:24:58 - Creating layer / name=scale3a_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale3a_branch2a
INFO - 10:24:58 - scale3a_branch2a <- res3a_branch2a
INFO - 10:24:58 - scale3a_branch2a -> res3a_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale3a_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale3a_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 472858640
INFO - 10:24:58 - Creating layer / name=res3a_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3a_branch2a_relu
INFO - 10:24:58 - res3a_branch2a_relu <- res3a_branch2a
INFO - 10:24:58 - res3a_branch2a_relu -> res3a_branch2a (in-place)
INFO - 10:24:58 - Setting up res3a_branch2a_relu
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 474464272
INFO - 10:24:58 - Creating layer / name=res3a_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res3a_branch2b
INFO - 10:24:58 - res3a_branch2b <- res3a_branch2a
INFO - 10:24:58 - res3a_branch2b -> res3a_branch2b
INFO - 10:24:58 - Setting up res3a_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 476069904
INFO - 10:24:58 - Creating layer / name=bn3a_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3a_branch2b
INFO - 10:24:58 - bn3a_branch2b <- res3a_branch2b
INFO - 10:24:58 - bn3a_branch2b -> res3a_branch2b (in-place)
INFO - 10:24:58 - Setting up bn3a_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 477675536
INFO - 10:24:58 - Creating layer / name=scale3a_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale3a_branch2b
INFO - 10:24:58 - scale3a_branch2b <- res3a_branch2b
INFO - 10:24:58 - scale3a_branch2b -> res3a_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale3a_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale3a_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 479281168
INFO - 10:24:58 - Creating layer / name=res3a_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3a_branch2b_relu
INFO - 10:24:58 - res3a_branch2b_relu <- res3a_branch2b
INFO - 10:24:58 - res3a_branch2b_relu -> res3a_branch2b (in-place)
INFO - 10:24:58 - Setting up res3a_branch2b_relu
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 480886800
INFO - 10:24:58 - Creating layer / name=res3a_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res3a_branch2c
INFO - 10:24:58 - res3a_branch2c <- res3a_branch2b
INFO - 10:24:58 - res3a_branch2c -> res3a_branch2c
INFO - 10:24:58 - Setting up res3a_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 487309328
INFO - 10:24:58 - Creating layer / name=bn3a_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3a_branch2c
INFO - 10:24:58 - bn3a_branch2c <- res3a_branch2c
INFO - 10:24:58 - bn3a_branch2c -> res3a_branch2c (in-place)
INFO - 10:24:58 - Setting up bn3a_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 493731856
INFO - 10:24:58 - Creating layer / name=scale3a_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale3a_branch2c
INFO - 10:24:58 - scale3a_branch2c <- res3a_branch2c
INFO - 10:24:58 - scale3a_branch2c -> res3a_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale3a_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale3a_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 500154384
INFO - 10:24:58 - Creating layer / name=res3a / type=Eltwise
INFO - 10:24:58 - Creating Layer res3a
INFO - 10:24:58 - res3a <- res3a_branch1
INFO - 10:24:58 - res3a <- res3a_branch2c
INFO - 10:24:58 - res3a -> res3a
INFO - 10:24:58 - Setting up res3a
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 506576912
INFO - 10:24:58 - Creating layer / name=res3a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3a_relu
INFO - 10:24:58 - res3a_relu <- res3a
INFO - 10:24:58 - res3a_relu -> res3a (in-place)
INFO - 10:24:58 - Setting up res3a_relu
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 512999440
INFO - 10:24:58 - Creating layer / name=res3a_res3a_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res3a_res3a_relu_0_split
INFO - 10:24:58 - res3a_res3a_relu_0_split <- res3a
INFO - 10:24:58 - res3a_res3a_relu_0_split -> res3a_res3a_relu_0_split_0
INFO - 10:24:58 - res3a_res3a_relu_0_split -> res3a_res3a_relu_0_split_1
INFO - 10:24:58 - Setting up res3a_res3a_relu_0_split
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 525844496
INFO - 10:24:58 - Creating layer / name=res3b_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res3b_branch2a
INFO - 10:24:58 - res3b_branch2a <- res3a_res3a_relu_0_split_0
INFO - 10:24:58 - res3b_branch2a -> res3b_branch2a
INFO - 10:24:58 - Setting up res3b_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 527450128
INFO - 10:24:58 - Creating layer / name=bn3b_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3b_branch2a
INFO - 10:24:58 - bn3b_branch2a <- res3b_branch2a
INFO - 10:24:58 - bn3b_branch2a -> res3b_branch2a (in-place)
INFO - 10:24:58 - Setting up bn3b_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 529055760
INFO - 10:24:58 - Creating layer / name=scale3b_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale3b_branch2a
INFO - 10:24:58 - scale3b_branch2a <- res3b_branch2a
INFO - 10:24:58 - scale3b_branch2a -> res3b_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale3b_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale3b_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 530661392
INFO - 10:24:58 - Creating layer / name=res3b_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3b_branch2a_relu
INFO - 10:24:58 - res3b_branch2a_relu <- res3b_branch2a
INFO - 10:24:58 - res3b_branch2a_relu -> res3b_branch2a (in-place)
INFO - 10:24:58 - Setting up res3b_branch2a_relu
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 532267024
INFO - 10:24:58 - Creating layer / name=res3b_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res3b_branch2b
INFO - 10:24:58 - res3b_branch2b <- res3b_branch2a
INFO - 10:24:58 - res3b_branch2b -> res3b_branch2b
INFO - 10:24:58 - Setting up res3b_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 533872656
INFO - 10:24:58 - Creating layer / name=bn3b_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3b_branch2b
INFO - 10:24:58 - bn3b_branch2b <- res3b_branch2b
INFO - 10:24:58 - bn3b_branch2b -> res3b_branch2b (in-place)
INFO - 10:24:58 - Setting up bn3b_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 535478288
INFO - 10:24:58 - Creating layer / name=scale3b_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale3b_branch2b
INFO - 10:24:58 - scale3b_branch2b <- res3b_branch2b
INFO - 10:24:58 - scale3b_branch2b -> res3b_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale3b_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale3b_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 537083920
INFO - 10:24:58 - Creating layer / name=res3b_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3b_branch2b_relu
INFO - 10:24:58 - res3b_branch2b_relu <- res3b_branch2b
INFO - 10:24:58 - res3b_branch2b_relu -> res3b_branch2b (in-place)
INFO - 10:24:58 - Setting up res3b_branch2b_relu
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 538689552
INFO - 10:24:58 - Creating layer / name=res3b_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res3b_branch2c
INFO - 10:24:58 - res3b_branch2c <- res3b_branch2b
INFO - 10:24:58 - res3b_branch2c -> res3b_branch2c
INFO - 10:24:58 - Setting up res3b_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 545112080
INFO - 10:24:58 - Creating layer / name=bn3b_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3b_branch2c
INFO - 10:24:58 - bn3b_branch2c <- res3b_branch2c
INFO - 10:24:58 - bn3b_branch2c -> res3b_branch2c (in-place)
INFO - 10:24:58 - Setting up bn3b_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 551534608
INFO - 10:24:58 - Creating layer / name=scale3b_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale3b_branch2c
INFO - 10:24:58 - scale3b_branch2c <- res3b_branch2c
INFO - 10:24:58 - scale3b_branch2c -> res3b_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale3b_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale3b_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 557957136
INFO - 10:24:58 - Creating layer / name=res3b / type=Eltwise
INFO - 10:24:58 - Creating Layer res3b
INFO - 10:24:58 - res3b <- res3a_res3a_relu_0_split_1
INFO - 10:24:58 - res3b <- res3b_branch2c
INFO - 10:24:58 - res3b -> res3b
INFO - 10:24:58 - Setting up res3b
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 564379664
INFO - 10:24:58 - Creating layer / name=res3b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3b_relu
INFO - 10:24:58 - res3b_relu <- res3b
INFO - 10:24:58 - res3b_relu -> res3b (in-place)
INFO - 10:24:58 - Setting up res3b_relu
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 570802192
INFO - 10:24:58 - Creating layer / name=res3b_res3b_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res3b_res3b_relu_0_split
INFO - 10:24:58 - res3b_res3b_relu_0_split <- res3b
INFO - 10:24:58 - res3b_res3b_relu_0_split -> res3b_res3b_relu_0_split_0
INFO - 10:24:58 - res3b_res3b_relu_0_split -> res3b_res3b_relu_0_split_1
INFO - 10:24:58 - Setting up res3b_res3b_relu_0_split
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 583647248
INFO - 10:24:58 - Creating layer / name=res3c_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res3c_branch2a
INFO - 10:24:58 - res3c_branch2a <- res3b_res3b_relu_0_split_0
INFO - 10:24:58 - res3c_branch2a -> res3c_branch2a
INFO - 10:24:58 - Setting up res3c_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 585252880
INFO - 10:24:58 - Creating layer / name=bn3c_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3c_branch2a
INFO - 10:24:58 - bn3c_branch2a <- res3c_branch2a
INFO - 10:24:58 - bn3c_branch2a -> res3c_branch2a (in-place)
INFO - 10:24:58 - Setting up bn3c_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 586858512
INFO - 10:24:58 - Creating layer / name=scale3c_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale3c_branch2a
INFO - 10:24:58 - scale3c_branch2a <- res3c_branch2a
INFO - 10:24:58 - scale3c_branch2a -> res3c_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale3c_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale3c_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 588464144
INFO - 10:24:58 - Creating layer / name=res3c_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3c_branch2a_relu
INFO - 10:24:58 - res3c_branch2a_relu <- res3c_branch2a
INFO - 10:24:58 - res3c_branch2a_relu -> res3c_branch2a (in-place)
INFO - 10:24:58 - Setting up res3c_branch2a_relu
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 590069776
INFO - 10:24:58 - Creating layer / name=res3c_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res3c_branch2b
INFO - 10:24:58 - res3c_branch2b <- res3c_branch2a
INFO - 10:24:58 - res3c_branch2b -> res3c_branch2b
INFO - 10:24:58 - Setting up res3c_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 591675408
INFO - 10:24:58 - Creating layer / name=bn3c_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3c_branch2b
INFO - 10:24:58 - bn3c_branch2b <- res3c_branch2b
INFO - 10:24:58 - bn3c_branch2b -> res3c_branch2b (in-place)
INFO - 10:24:58 - Setting up bn3c_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 593281040
INFO - 10:24:58 - Creating layer / name=scale3c_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale3c_branch2b
INFO - 10:24:58 - scale3c_branch2b <- res3c_branch2b
INFO - 10:24:58 - scale3c_branch2b -> res3c_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale3c_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale3c_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 594886672
INFO - 10:24:58 - Creating layer / name=res3c_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3c_branch2b_relu
INFO - 10:24:58 - res3c_branch2b_relu <- res3c_branch2b
INFO - 10:24:58 - res3c_branch2b_relu -> res3c_branch2b (in-place)
INFO - 10:24:58 - Setting up res3c_branch2b_relu
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 596492304
INFO - 10:24:58 - Creating layer / name=res3c_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res3c_branch2c
INFO - 10:24:58 - res3c_branch2c <- res3c_branch2b
INFO - 10:24:58 - res3c_branch2c -> res3c_branch2c
INFO - 10:24:58 - Setting up res3c_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 602914832
INFO - 10:24:58 - Creating layer / name=bn3c_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3c_branch2c
INFO - 10:24:58 - bn3c_branch2c <- res3c_branch2c
INFO - 10:24:58 - bn3c_branch2c -> res3c_branch2c (in-place)
INFO - 10:24:58 - Setting up bn3c_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 609337360
INFO - 10:24:58 - Creating layer / name=scale3c_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale3c_branch2c
INFO - 10:24:58 - scale3c_branch2c <- res3c_branch2c
INFO - 10:24:58 - scale3c_branch2c -> res3c_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale3c_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale3c_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 615759888
INFO - 10:24:58 - Creating layer / name=res3c / type=Eltwise
INFO - 10:24:58 - Creating Layer res3c
INFO - 10:24:58 - res3c <- res3b_res3b_relu_0_split_1
INFO - 10:24:58 - res3c <- res3c_branch2c
INFO - 10:24:58 - res3c -> res3c
INFO - 10:24:58 - Setting up res3c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 622182416
INFO - 10:24:58 - Creating layer / name=res3c_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3c_relu
INFO - 10:24:58 - res3c_relu <- res3c
INFO - 10:24:58 - res3c_relu -> res3c (in-place)
INFO - 10:24:58 - Setting up res3c_relu
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 628604944
INFO - 10:24:58 - Creating layer / name=res3c_res3c_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res3c_res3c_relu_0_split
INFO - 10:24:58 - res3c_res3c_relu_0_split <- res3c
INFO - 10:24:58 - res3c_res3c_relu_0_split -> res3c_res3c_relu_0_split_0
INFO - 10:24:58 - res3c_res3c_relu_0_split -> res3c_res3c_relu_0_split_1
INFO - 10:24:58 - Setting up res3c_res3c_relu_0_split
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 641450000
INFO - 10:24:58 - Creating layer / name=res3d_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res3d_branch2a
INFO - 10:24:58 - res3d_branch2a <- res3c_res3c_relu_0_split_0
INFO - 10:24:58 - res3d_branch2a -> res3d_branch2a
INFO - 10:24:58 - Setting up res3d_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 643055632
INFO - 10:24:58 - Creating layer / name=bn3d_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3d_branch2a
INFO - 10:24:58 - bn3d_branch2a <- res3d_branch2a
INFO - 10:24:58 - bn3d_branch2a -> res3d_branch2a (in-place)
INFO - 10:24:58 - Setting up bn3d_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 644661264
INFO - 10:24:58 - Creating layer / name=scale3d_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale3d_branch2a
INFO - 10:24:58 - scale3d_branch2a <- res3d_branch2a
INFO - 10:24:58 - scale3d_branch2a -> res3d_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale3d_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale3d_branch2a
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 646266896
INFO - 10:24:58 - Creating layer / name=res3d_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3d_branch2a_relu
INFO - 10:24:58 - res3d_branch2a_relu <- res3d_branch2a
INFO - 10:24:58 - res3d_branch2a_relu -> res3d_branch2a (in-place)
INFO - 10:24:58 - Setting up res3d_branch2a_relu
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 647872528
INFO - 10:24:58 - Creating layer / name=res3d_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res3d_branch2b
INFO - 10:24:58 - res3d_branch2b <- res3d_branch2a
INFO - 10:24:58 - res3d_branch2b -> res3d_branch2b
INFO - 10:24:58 - Setting up res3d_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 649478160
INFO - 10:24:58 - Creating layer / name=bn3d_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3d_branch2b
INFO - 10:24:58 - bn3d_branch2b <- res3d_branch2b
INFO - 10:24:58 - bn3d_branch2b -> res3d_branch2b (in-place)
INFO - 10:24:58 - Setting up bn3d_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 651083792
INFO - 10:24:58 - Creating layer / name=scale3d_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale3d_branch2b
INFO - 10:24:58 - scale3d_branch2b <- res3d_branch2b
INFO - 10:24:58 - scale3d_branch2b -> res3d_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale3d_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale3d_branch2b
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 652689424
INFO - 10:24:58 - Creating layer / name=res3d_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3d_branch2b_relu
INFO - 10:24:58 - res3d_branch2b_relu <- res3d_branch2b
INFO - 10:24:58 - res3d_branch2b_relu -> res3d_branch2b (in-place)
INFO - 10:24:58 - Setting up res3d_branch2b_relu
INFO - 10:24:58 - Top shape: 4 128 28 28 (401408)
INFO - 10:24:58 - Memory required for data: 654295056
INFO - 10:24:58 - Creating layer / name=res3d_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res3d_branch2c
INFO - 10:24:58 - res3d_branch2c <- res3d_branch2b
INFO - 10:24:58 - res3d_branch2c -> res3d_branch2c
INFO - 10:24:58 - Setting up res3d_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 660717584
INFO - 10:24:58 - Creating layer / name=bn3d_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn3d_branch2c
INFO - 10:24:58 - bn3d_branch2c <- res3d_branch2c
INFO - 10:24:58 - bn3d_branch2c -> res3d_branch2c (in-place)
INFO - 10:24:58 - Setting up bn3d_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 667140112
INFO - 10:24:58 - Creating layer / name=scale3d_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale3d_branch2c
INFO - 10:24:58 - scale3d_branch2c <- res3d_branch2c
INFO - 10:24:58 - scale3d_branch2c -> res3d_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale3d_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale3d_branch2c
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 673562640
INFO - 10:24:58 - Creating layer / name=res3d / type=Eltwise
INFO - 10:24:58 - Creating Layer res3d
INFO - 10:24:58 - res3d <- res3c_res3c_relu_0_split_1
INFO - 10:24:58 - res3d <- res3d_branch2c
INFO - 10:24:58 - res3d -> res3d
INFO - 10:24:58 - Setting up res3d
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 679985168
INFO - 10:24:58 - Creating layer / name=res3d_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res3d_relu
INFO - 10:24:58 - res3d_relu <- res3d
INFO - 10:24:58 - res3d_relu -> res3d (in-place)
INFO - 10:24:58 - Setting up res3d_relu
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 686407696
INFO - 10:24:58 - Creating layer / name=res3d_res3d_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res3d_res3d_relu_0_split
INFO - 10:24:58 - res3d_res3d_relu_0_split <- res3d
INFO - 10:24:58 - res3d_res3d_relu_0_split -> res3d_res3d_relu_0_split_0
INFO - 10:24:58 - res3d_res3d_relu_0_split -> res3d_res3d_relu_0_split_1
INFO - 10:24:58 - Setting up res3d_res3d_relu_0_split
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Top shape: 4 512 28 28 (1605632)
INFO - 10:24:58 - Memory required for data: 699252752
INFO - 10:24:58 - Creating layer / name=res4a_branch1 / type=Convolution
INFO - 10:24:58 - Creating Layer res4a_branch1
INFO - 10:24:58 - res4a_branch1 <- res3d_res3d_relu_0_split_0
INFO - 10:24:58 - res4a_branch1 -> res4a_branch1
INFO - 10:24:58 - Setting up res4a_branch1
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 702464016
INFO - 10:24:58 - Creating layer / name=bn4a_branch1 / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4a_branch1
INFO - 10:24:58 - bn4a_branch1 <- res4a_branch1
INFO - 10:24:58 - bn4a_branch1 -> res4a_branch1 (in-place)
INFO - 10:24:58 - Setting up bn4a_branch1
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 705675280
INFO - 10:24:58 - Creating layer / name=scale4a_branch1 / type=Scale
INFO - 10:24:58 - Creating Layer scale4a_branch1
INFO - 10:24:58 - scale4a_branch1 <- res4a_branch1
INFO - 10:24:58 - scale4a_branch1 -> res4a_branch1 (in-place)
INFO - 10:24:58 - Creating layer / name=scale4a_branch1 / type=Bias
INFO - 10:24:58 - Setting up scale4a_branch1
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 708886544
INFO - 10:24:58 - Creating layer / name=res4a_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res4a_branch2a
INFO - 10:24:58 - res4a_branch2a <- res3d_res3d_relu_0_split_1
INFO - 10:24:58 - res4a_branch2a -> res4a_branch2a
INFO - 10:24:58 - Setting up res4a_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 709689360
INFO - 10:24:58 - Creating layer / name=bn4a_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4a_branch2a
INFO - 10:24:58 - bn4a_branch2a <- res4a_branch2a
INFO - 10:24:58 - bn4a_branch2a -> res4a_branch2a (in-place)
INFO - 10:24:58 - Setting up bn4a_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 710492176
INFO - 10:24:58 - Creating layer / name=scale4a_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale4a_branch2a
INFO - 10:24:58 - scale4a_branch2a <- res4a_branch2a
INFO - 10:24:58 - scale4a_branch2a -> res4a_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale4a_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale4a_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 711294992
INFO - 10:24:58 - Creating layer / name=res4a_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4a_branch2a_relu
INFO - 10:24:58 - res4a_branch2a_relu <- res4a_branch2a
INFO - 10:24:58 - res4a_branch2a_relu -> res4a_branch2a (in-place)
INFO - 10:24:58 - Setting up res4a_branch2a_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 712097808
INFO - 10:24:58 - Creating layer / name=res4a_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res4a_branch2b
INFO - 10:24:58 - res4a_branch2b <- res4a_branch2a
INFO - 10:24:58 - res4a_branch2b -> res4a_branch2b
INFO - 10:24:58 - Setting up res4a_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 712900624
INFO - 10:24:58 - Creating layer / name=bn4a_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4a_branch2b
INFO - 10:24:58 - bn4a_branch2b <- res4a_branch2b
INFO - 10:24:58 - bn4a_branch2b -> res4a_branch2b (in-place)
INFO - 10:24:58 - Setting up bn4a_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 713703440
INFO - 10:24:58 - Creating layer / name=scale4a_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale4a_branch2b
INFO - 10:24:58 - scale4a_branch2b <- res4a_branch2b
INFO - 10:24:58 - scale4a_branch2b -> res4a_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale4a_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale4a_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 714506256
INFO - 10:24:58 - Creating layer / name=res4a_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4a_branch2b_relu
INFO - 10:24:58 - res4a_branch2b_relu <- res4a_branch2b
INFO - 10:24:58 - res4a_branch2b_relu -> res4a_branch2b (in-place)
INFO - 10:24:58 - Setting up res4a_branch2b_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 715309072
INFO - 10:24:58 - Creating layer / name=res4a_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res4a_branch2c
INFO - 10:24:58 - res4a_branch2c <- res4a_branch2b
INFO - 10:24:58 - res4a_branch2c -> res4a_branch2c
INFO - 10:24:58 - Setting up res4a_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 718520336
INFO - 10:24:58 - Creating layer / name=bn4a_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4a_branch2c
INFO - 10:24:58 - bn4a_branch2c <- res4a_branch2c
INFO - 10:24:58 - bn4a_branch2c -> res4a_branch2c (in-place)
INFO - 10:24:58 - Setting up bn4a_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 721731600
INFO - 10:24:58 - Creating layer / name=scale4a_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale4a_branch2c
INFO - 10:24:58 - scale4a_branch2c <- res4a_branch2c
INFO - 10:24:58 - scale4a_branch2c -> res4a_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale4a_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale4a_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 724942864
INFO - 10:24:58 - Creating layer / name=res4a / type=Eltwise
INFO - 10:24:58 - Creating Layer res4a
INFO - 10:24:58 - res4a <- res4a_branch1
INFO - 10:24:58 - res4a <- res4a_branch2c
INFO - 10:24:58 - res4a -> res4a
INFO - 10:24:58 - Setting up res4a
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 728154128
INFO - 10:24:58 - Creating layer / name=res4a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4a_relu
INFO - 10:24:58 - res4a_relu <- res4a
INFO - 10:24:58 - res4a_relu -> res4a (in-place)
INFO - 10:24:58 - Setting up res4a_relu
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 731365392
INFO - 10:24:58 - Creating layer / name=res4a_res4a_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res4a_res4a_relu_0_split
INFO - 10:24:58 - res4a_res4a_relu_0_split <- res4a
INFO - 10:24:58 - res4a_res4a_relu_0_split -> res4a_res4a_relu_0_split_0
INFO - 10:24:58 - res4a_res4a_relu_0_split -> res4a_res4a_relu_0_split_1
INFO - 10:24:58 - Setting up res4a_res4a_relu_0_split
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 737787920
INFO - 10:24:58 - Creating layer / name=res4b_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res4b_branch2a
INFO - 10:24:58 - res4b_branch2a <- res4a_res4a_relu_0_split_0
INFO - 10:24:58 - res4b_branch2a -> res4b_branch2a
INFO - 10:24:58 - Setting up res4b_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 738590736
INFO - 10:24:58 - Creating layer / name=bn4b_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4b_branch2a
INFO - 10:24:58 - bn4b_branch2a <- res4b_branch2a
INFO - 10:24:58 - bn4b_branch2a -> res4b_branch2a (in-place)
INFO - 10:24:58 - Setting up bn4b_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 739393552
INFO - 10:24:58 - Creating layer / name=scale4b_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale4b_branch2a
INFO - 10:24:58 - scale4b_branch2a <- res4b_branch2a
INFO - 10:24:58 - scale4b_branch2a -> res4b_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale4b_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale4b_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 740196368
INFO - 10:24:58 - Creating layer / name=res4b_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4b_branch2a_relu
INFO - 10:24:58 - res4b_branch2a_relu <- res4b_branch2a
INFO - 10:24:58 - res4b_branch2a_relu -> res4b_branch2a (in-place)
INFO - 10:24:58 - Setting up res4b_branch2a_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 740999184
INFO - 10:24:58 - Creating layer / name=res4b_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res4b_branch2b
INFO - 10:24:58 - res4b_branch2b <- res4b_branch2a
INFO - 10:24:58 - res4b_branch2b -> res4b_branch2b
INFO - 10:24:58 - Setting up res4b_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 741802000
INFO - 10:24:58 - Creating layer / name=bn4b_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4b_branch2b
INFO - 10:24:58 - bn4b_branch2b <- res4b_branch2b
INFO - 10:24:58 - bn4b_branch2b -> res4b_branch2b (in-place)
INFO - 10:24:58 - Setting up bn4b_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 742604816
INFO - 10:24:58 - Creating layer / name=scale4b_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale4b_branch2b
INFO - 10:24:58 - scale4b_branch2b <- res4b_branch2b
INFO - 10:24:58 - scale4b_branch2b -> res4b_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale4b_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale4b_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 743407632
INFO - 10:24:58 - Creating layer / name=res4b_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4b_branch2b_relu
INFO - 10:24:58 - res4b_branch2b_relu <- res4b_branch2b
INFO - 10:24:58 - res4b_branch2b_relu -> res4b_branch2b (in-place)
INFO - 10:24:58 - Setting up res4b_branch2b_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 744210448
INFO - 10:24:58 - Creating layer / name=res4b_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res4b_branch2c
INFO - 10:24:58 - res4b_branch2c <- res4b_branch2b
INFO - 10:24:58 - res4b_branch2c -> res4b_branch2c
INFO - 10:24:58 - Setting up res4b_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 747421712
INFO - 10:24:58 - Creating layer / name=bn4b_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4b_branch2c
INFO - 10:24:58 - bn4b_branch2c <- res4b_branch2c
INFO - 10:24:58 - bn4b_branch2c -> res4b_branch2c (in-place)
INFO - 10:24:58 - Setting up bn4b_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 750632976
INFO - 10:24:58 - Creating layer / name=scale4b_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale4b_branch2c
INFO - 10:24:58 - scale4b_branch2c <- res4b_branch2c
INFO - 10:24:58 - scale4b_branch2c -> res4b_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale4b_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale4b_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 753844240
INFO - 10:24:58 - Creating layer / name=res4b / type=Eltwise
INFO - 10:24:58 - Creating Layer res4b
INFO - 10:24:58 - res4b <- res4a_res4a_relu_0_split_1
INFO - 10:24:58 - res4b <- res4b_branch2c
INFO - 10:24:58 - res4b -> res4b
INFO - 10:24:58 - Setting up res4b
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 757055504
INFO - 10:24:58 - Creating layer / name=res4b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4b_relu
INFO - 10:24:58 - res4b_relu <- res4b
INFO - 10:24:58 - res4b_relu -> res4b (in-place)
INFO - 10:24:58 - Setting up res4b_relu
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 760266768
INFO - 10:24:58 - Creating layer / name=res4b_res4b_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res4b_res4b_relu_0_split
INFO - 10:24:58 - res4b_res4b_relu_0_split <- res4b
INFO - 10:24:58 - res4b_res4b_relu_0_split -> res4b_res4b_relu_0_split_0
INFO - 10:24:58 - res4b_res4b_relu_0_split -> res4b_res4b_relu_0_split_1
INFO - 10:24:58 - Setting up res4b_res4b_relu_0_split
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 766689296
INFO - 10:24:58 - Creating layer / name=res4c_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res4c_branch2a
INFO - 10:24:58 - res4c_branch2a <- res4b_res4b_relu_0_split_0
INFO - 10:24:58 - res4c_branch2a -> res4c_branch2a
INFO - 10:24:58 - Setting up res4c_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 767492112
INFO - 10:24:58 - Creating layer / name=bn4c_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4c_branch2a
INFO - 10:24:58 - bn4c_branch2a <- res4c_branch2a
INFO - 10:24:58 - bn4c_branch2a -> res4c_branch2a (in-place)
INFO - 10:24:58 - Setting up bn4c_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 768294928
INFO - 10:24:58 - Creating layer / name=scale4c_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale4c_branch2a
INFO - 10:24:58 - scale4c_branch2a <- res4c_branch2a
INFO - 10:24:58 - scale4c_branch2a -> res4c_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale4c_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale4c_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 769097744
INFO - 10:24:58 - Creating layer / name=res4c_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4c_branch2a_relu
INFO - 10:24:58 - res4c_branch2a_relu <- res4c_branch2a
INFO - 10:24:58 - res4c_branch2a_relu -> res4c_branch2a (in-place)
INFO - 10:24:58 - Setting up res4c_branch2a_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 769900560
INFO - 10:24:58 - Creating layer / name=res4c_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res4c_branch2b
INFO - 10:24:58 - res4c_branch2b <- res4c_branch2a
INFO - 10:24:58 - res4c_branch2b -> res4c_branch2b
INFO - 10:24:58 - Setting up res4c_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 770703376
INFO - 10:24:58 - Creating layer / name=bn4c_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4c_branch2b
INFO - 10:24:58 - bn4c_branch2b <- res4c_branch2b
INFO - 10:24:58 - bn4c_branch2b -> res4c_branch2b (in-place)
INFO - 10:24:58 - Setting up bn4c_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 771506192
INFO - 10:24:58 - Creating layer / name=scale4c_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale4c_branch2b
INFO - 10:24:58 - scale4c_branch2b <- res4c_branch2b
INFO - 10:24:58 - scale4c_branch2b -> res4c_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale4c_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale4c_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 772309008
INFO - 10:24:58 - Creating layer / name=res4c_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4c_branch2b_relu
INFO - 10:24:58 - res4c_branch2b_relu <- res4c_branch2b
INFO - 10:24:58 - res4c_branch2b_relu -> res4c_branch2b (in-place)
INFO - 10:24:58 - Setting up res4c_branch2b_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 773111824
INFO - 10:24:58 - Creating layer / name=res4c_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res4c_branch2c
INFO - 10:24:58 - res4c_branch2c <- res4c_branch2b
INFO - 10:24:58 - res4c_branch2c -> res4c_branch2c
INFO - 10:24:58 - Setting up res4c_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 776323088
INFO - 10:24:58 - Creating layer / name=bn4c_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4c_branch2c
INFO - 10:24:58 - bn4c_branch2c <- res4c_branch2c
INFO - 10:24:58 - bn4c_branch2c -> res4c_branch2c (in-place)
INFO - 10:24:58 - Setting up bn4c_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 779534352
INFO - 10:24:58 - Creating layer / name=scale4c_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale4c_branch2c
INFO - 10:24:58 - scale4c_branch2c <- res4c_branch2c
INFO - 10:24:58 - scale4c_branch2c -> res4c_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale4c_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale4c_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 782745616
INFO - 10:24:58 - Creating layer / name=res4c / type=Eltwise
INFO - 10:24:58 - Creating Layer res4c
INFO - 10:24:58 - res4c <- res4b_res4b_relu_0_split_1
INFO - 10:24:58 - res4c <- res4c_branch2c
INFO - 10:24:58 - res4c -> res4c
INFO - 10:24:58 - Setting up res4c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 785956880
INFO - 10:24:58 - Creating layer / name=res4c_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4c_relu
INFO - 10:24:58 - res4c_relu <- res4c
INFO - 10:24:58 - res4c_relu -> res4c (in-place)
INFO - 10:24:58 - Setting up res4c_relu
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 789168144
INFO - 10:24:58 - Creating layer / name=res4c_res4c_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res4c_res4c_relu_0_split
INFO - 10:24:58 - res4c_res4c_relu_0_split <- res4c
INFO - 10:24:58 - res4c_res4c_relu_0_split -> res4c_res4c_relu_0_split_0
INFO - 10:24:58 - res4c_res4c_relu_0_split -> res4c_res4c_relu_0_split_1
INFO - 10:24:58 - Setting up res4c_res4c_relu_0_split
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 795590672
INFO - 10:24:58 - Creating layer / name=res4d_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res4d_branch2a
INFO - 10:24:58 - res4d_branch2a <- res4c_res4c_relu_0_split_0
INFO - 10:24:58 - res4d_branch2a -> res4d_branch2a
INFO - 10:24:58 - Setting up res4d_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 796393488
INFO - 10:24:58 - Creating layer / name=bn4d_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4d_branch2a
INFO - 10:24:58 - bn4d_branch2a <- res4d_branch2a
INFO - 10:24:58 - bn4d_branch2a -> res4d_branch2a (in-place)
INFO - 10:24:58 - Setting up bn4d_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 797196304
INFO - 10:24:58 - Creating layer / name=scale4d_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale4d_branch2a
INFO - 10:24:58 - scale4d_branch2a <- res4d_branch2a
INFO - 10:24:58 - scale4d_branch2a -> res4d_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale4d_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale4d_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 797999120
INFO - 10:24:58 - Creating layer / name=res4d_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4d_branch2a_relu
INFO - 10:24:58 - res4d_branch2a_relu <- res4d_branch2a
INFO - 10:24:58 - res4d_branch2a_relu -> res4d_branch2a (in-place)
INFO - 10:24:58 - Setting up res4d_branch2a_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 798801936
INFO - 10:24:58 - Creating layer / name=res4d_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res4d_branch2b
INFO - 10:24:58 - res4d_branch2b <- res4d_branch2a
INFO - 10:24:58 - res4d_branch2b -> res4d_branch2b
INFO - 10:24:58 - Setting up res4d_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 799604752
INFO - 10:24:58 - Creating layer / name=bn4d_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4d_branch2b
INFO - 10:24:58 - bn4d_branch2b <- res4d_branch2b
INFO - 10:24:58 - bn4d_branch2b -> res4d_branch2b (in-place)
INFO - 10:24:58 - Setting up bn4d_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 800407568
INFO - 10:24:58 - Creating layer / name=scale4d_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale4d_branch2b
INFO - 10:24:58 - scale4d_branch2b <- res4d_branch2b
INFO - 10:24:58 - scale4d_branch2b -> res4d_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale4d_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale4d_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 801210384
INFO - 10:24:58 - Creating layer / name=res4d_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4d_branch2b_relu
INFO - 10:24:58 - res4d_branch2b_relu <- res4d_branch2b
INFO - 10:24:58 - res4d_branch2b_relu -> res4d_branch2b (in-place)
INFO - 10:24:58 - Setting up res4d_branch2b_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 802013200
INFO - 10:24:58 - Creating layer / name=res4d_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res4d_branch2c
INFO - 10:24:58 - res4d_branch2c <- res4d_branch2b
INFO - 10:24:58 - res4d_branch2c -> res4d_branch2c
INFO - 10:24:58 - Setting up res4d_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 805224464
INFO - 10:24:58 - Creating layer / name=bn4d_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4d_branch2c
INFO - 10:24:58 - bn4d_branch2c <- res4d_branch2c
INFO - 10:24:58 - bn4d_branch2c -> res4d_branch2c (in-place)
INFO - 10:24:58 - Setting up bn4d_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 808435728
INFO - 10:24:58 - Creating layer / name=scale4d_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale4d_branch2c
INFO - 10:24:58 - scale4d_branch2c <- res4d_branch2c
INFO - 10:24:58 - scale4d_branch2c -> res4d_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale4d_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale4d_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 811646992
INFO - 10:24:58 - Creating layer / name=res4d / type=Eltwise
INFO - 10:24:58 - Creating Layer res4d
INFO - 10:24:58 - res4d <- res4c_res4c_relu_0_split_1
INFO - 10:24:58 - res4d <- res4d_branch2c
INFO - 10:24:58 - res4d -> res4d
INFO - 10:24:58 - Setting up res4d
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 814858256
INFO - 10:24:58 - Creating layer / name=res4d_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4d_relu
INFO - 10:24:58 - res4d_relu <- res4d
INFO - 10:24:58 - res4d_relu -> res4d (in-place)
INFO - 10:24:58 - Setting up res4d_relu
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 818069520
INFO - 10:24:58 - Creating layer / name=res4d_res4d_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res4d_res4d_relu_0_split
INFO - 10:24:58 - res4d_res4d_relu_0_split <- res4d
INFO - 10:24:58 - res4d_res4d_relu_0_split -> res4d_res4d_relu_0_split_0
INFO - 10:24:58 - res4d_res4d_relu_0_split -> res4d_res4d_relu_0_split_1
INFO - 10:24:58 - Setting up res4d_res4d_relu_0_split
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 824492048
INFO - 10:24:58 - Creating layer / name=res4e_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res4e_branch2a
INFO - 10:24:58 - res4e_branch2a <- res4d_res4d_relu_0_split_0
INFO - 10:24:58 - res4e_branch2a -> res4e_branch2a
INFO - 10:24:58 - Setting up res4e_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 825294864
INFO - 10:24:58 - Creating layer / name=bn4e_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4e_branch2a
INFO - 10:24:58 - bn4e_branch2a <- res4e_branch2a
INFO - 10:24:58 - bn4e_branch2a -> res4e_branch2a (in-place)
INFO - 10:24:58 - Setting up bn4e_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 826097680
INFO - 10:24:58 - Creating layer / name=scale4e_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale4e_branch2a
INFO - 10:24:58 - scale4e_branch2a <- res4e_branch2a
INFO - 10:24:58 - scale4e_branch2a -> res4e_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale4e_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale4e_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 826900496
INFO - 10:24:58 - Creating layer / name=res4e_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4e_branch2a_relu
INFO - 10:24:58 - res4e_branch2a_relu <- res4e_branch2a
INFO - 10:24:58 - res4e_branch2a_relu -> res4e_branch2a (in-place)
INFO - 10:24:58 - Setting up res4e_branch2a_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 827703312
INFO - 10:24:58 - Creating layer / name=res4e_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res4e_branch2b
INFO - 10:24:58 - res4e_branch2b <- res4e_branch2a
INFO - 10:24:58 - res4e_branch2b -> res4e_branch2b
INFO - 10:24:58 - Setting up res4e_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 828506128
INFO - 10:24:58 - Creating layer / name=bn4e_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4e_branch2b
INFO - 10:24:58 - bn4e_branch2b <- res4e_branch2b
INFO - 10:24:58 - bn4e_branch2b -> res4e_branch2b (in-place)
INFO - 10:24:58 - Setting up bn4e_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 829308944
INFO - 10:24:58 - Creating layer / name=scale4e_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale4e_branch2b
INFO - 10:24:58 - scale4e_branch2b <- res4e_branch2b
INFO - 10:24:58 - scale4e_branch2b -> res4e_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale4e_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale4e_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 830111760
INFO - 10:24:58 - Creating layer / name=res4e_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4e_branch2b_relu
INFO - 10:24:58 - res4e_branch2b_relu <- res4e_branch2b
INFO - 10:24:58 - res4e_branch2b_relu -> res4e_branch2b (in-place)
INFO - 10:24:58 - Setting up res4e_branch2b_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 830914576
INFO - 10:24:58 - Creating layer / name=res4e_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res4e_branch2c
INFO - 10:24:58 - res4e_branch2c <- res4e_branch2b
INFO - 10:24:58 - res4e_branch2c -> res4e_branch2c
INFO - 10:24:58 - Setting up res4e_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 834125840
INFO - 10:24:58 - Creating layer / name=bn4e_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4e_branch2c
INFO - 10:24:58 - bn4e_branch2c <- res4e_branch2c
INFO - 10:24:58 - bn4e_branch2c -> res4e_branch2c (in-place)
INFO - 10:24:58 - Setting up bn4e_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 837337104
INFO - 10:24:58 - Creating layer / name=scale4e_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale4e_branch2c
INFO - 10:24:58 - scale4e_branch2c <- res4e_branch2c
INFO - 10:24:58 - scale4e_branch2c -> res4e_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale4e_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale4e_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 840548368
INFO - 10:24:58 - Creating layer / name=res4e / type=Eltwise
INFO - 10:24:58 - Creating Layer res4e
INFO - 10:24:58 - res4e <- res4d_res4d_relu_0_split_1
INFO - 10:24:58 - res4e <- res4e_branch2c
INFO - 10:24:58 - res4e -> res4e
INFO - 10:24:58 - Setting up res4e
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 843759632
INFO - 10:24:58 - Creating layer / name=res4e_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4e_relu
INFO - 10:24:58 - res4e_relu <- res4e
INFO - 10:24:58 - res4e_relu -> res4e (in-place)
INFO - 10:24:58 - Setting up res4e_relu
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 846970896
INFO - 10:24:58 - Creating layer / name=res4e_res4e_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res4e_res4e_relu_0_split
INFO - 10:24:58 - res4e_res4e_relu_0_split <- res4e
INFO - 10:24:58 - res4e_res4e_relu_0_split -> res4e_res4e_relu_0_split_0
INFO - 10:24:58 - res4e_res4e_relu_0_split -> res4e_res4e_relu_0_split_1
INFO - 10:24:58 - Setting up res4e_res4e_relu_0_split
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 853393424
INFO - 10:24:58 - Creating layer / name=res4f_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res4f_branch2a
INFO - 10:24:58 - res4f_branch2a <- res4e_res4e_relu_0_split_0
INFO - 10:24:58 - res4f_branch2a -> res4f_branch2a
INFO - 10:24:58 - Setting up res4f_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 854196240
INFO - 10:24:58 - Creating layer / name=bn4f_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4f_branch2a
INFO - 10:24:58 - bn4f_branch2a <- res4f_branch2a
INFO - 10:24:58 - bn4f_branch2a -> res4f_branch2a (in-place)
INFO - 10:24:58 - Setting up bn4f_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 854999056
INFO - 10:24:58 - Creating layer / name=scale4f_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale4f_branch2a
INFO - 10:24:58 - scale4f_branch2a <- res4f_branch2a
INFO - 10:24:58 - scale4f_branch2a -> res4f_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale4f_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale4f_branch2a
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 855801872
INFO - 10:24:58 - Creating layer / name=res4f_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4f_branch2a_relu
INFO - 10:24:58 - res4f_branch2a_relu <- res4f_branch2a
INFO - 10:24:58 - res4f_branch2a_relu -> res4f_branch2a (in-place)
INFO - 10:24:58 - Setting up res4f_branch2a_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 856604688
INFO - 10:24:58 - Creating layer / name=res4f_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res4f_branch2b
INFO - 10:24:58 - res4f_branch2b <- res4f_branch2a
INFO - 10:24:58 - res4f_branch2b -> res4f_branch2b
INFO - 10:24:58 - Setting up res4f_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 857407504
INFO - 10:24:58 - Creating layer / name=bn4f_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4f_branch2b
INFO - 10:24:58 - bn4f_branch2b <- res4f_branch2b
INFO - 10:24:58 - bn4f_branch2b -> res4f_branch2b (in-place)
INFO - 10:24:58 - Setting up bn4f_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 858210320
INFO - 10:24:58 - Creating layer / name=scale4f_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale4f_branch2b
INFO - 10:24:58 - scale4f_branch2b <- res4f_branch2b
INFO - 10:24:58 - scale4f_branch2b -> res4f_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale4f_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale4f_branch2b
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 859013136
INFO - 10:24:58 - Creating layer / name=res4f_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4f_branch2b_relu
INFO - 10:24:58 - res4f_branch2b_relu <- res4f_branch2b
INFO - 10:24:58 - res4f_branch2b_relu -> res4f_branch2b (in-place)
INFO - 10:24:58 - Setting up res4f_branch2b_relu
INFO - 10:24:58 - Top shape: 4 256 14 14 (200704)
INFO - 10:24:58 - Memory required for data: 859815952
INFO - 10:24:58 - Creating layer / name=res4f_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res4f_branch2c
INFO - 10:24:58 - res4f_branch2c <- res4f_branch2b
INFO - 10:24:58 - res4f_branch2c -> res4f_branch2c
INFO - 10:24:58 - Setting up res4f_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 863027216
INFO - 10:24:58 - Creating layer / name=bn4f_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn4f_branch2c
INFO - 10:24:58 - bn4f_branch2c <- res4f_branch2c
INFO - 10:24:58 - bn4f_branch2c -> res4f_branch2c (in-place)
INFO - 10:24:58 - Setting up bn4f_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 866238480
INFO - 10:24:58 - Creating layer / name=scale4f_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale4f_branch2c
INFO - 10:24:58 - scale4f_branch2c <- res4f_branch2c
INFO - 10:24:58 - scale4f_branch2c -> res4f_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale4f_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale4f_branch2c
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 869449744
INFO - 10:24:58 - Creating layer / name=res4f / type=Eltwise
INFO - 10:24:58 - Creating Layer res4f
INFO - 10:24:58 - res4f <- res4e_res4e_relu_0_split_1
INFO - 10:24:58 - res4f <- res4f_branch2c
INFO - 10:24:58 - res4f -> res4f
INFO - 10:24:58 - Setting up res4f
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 872661008
INFO - 10:24:58 - Creating layer / name=res4f_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res4f_relu
INFO - 10:24:58 - res4f_relu <- res4f
INFO - 10:24:58 - res4f_relu -> res4f (in-place)
INFO - 10:24:58 - Setting up res4f_relu
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 875872272
INFO - 10:24:58 - Creating layer / name=res4f_res4f_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res4f_res4f_relu_0_split
INFO - 10:24:58 - res4f_res4f_relu_0_split <- res4f
INFO - 10:24:58 - res4f_res4f_relu_0_split -> res4f_res4f_relu_0_split_0
INFO - 10:24:58 - res4f_res4f_relu_0_split -> res4f_res4f_relu_0_split_1
INFO - 10:24:58 - Setting up res4f_res4f_relu_0_split
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Top shape: 4 1024 14 14 (802816)
INFO - 10:24:58 - Memory required for data: 882294800
INFO - 10:24:58 - Creating layer / name=res5a_branch1 / type=Convolution
INFO - 10:24:58 - Creating Layer res5a_branch1
INFO - 10:24:58 - res5a_branch1 <- res4f_res4f_relu_0_split_0
INFO - 10:24:58 - res5a_branch1 -> res5a_branch1
INFO - 10:24:58 - Setting up res5a_branch1
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 883900432
INFO - 10:24:58 - Creating layer / name=bn5a_branch1 / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5a_branch1
INFO - 10:24:58 - bn5a_branch1 <- res5a_branch1
INFO - 10:24:58 - bn5a_branch1 -> res5a_branch1 (in-place)
INFO - 10:24:58 - Setting up bn5a_branch1
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 885506064
INFO - 10:24:58 - Creating layer / name=scale5a_branch1 / type=Scale
INFO - 10:24:58 - Creating Layer scale5a_branch1
INFO - 10:24:58 - scale5a_branch1 <- res5a_branch1
INFO - 10:24:58 - scale5a_branch1 -> res5a_branch1 (in-place)
INFO - 10:24:58 - Creating layer / name=scale5a_branch1 / type=Bias
INFO - 10:24:58 - Setting up scale5a_branch1
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 887111696
INFO - 10:24:58 - Creating layer / name=res5a_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res5a_branch2a
INFO - 10:24:58 - res5a_branch2a <- res4f_res4f_relu_0_split_1
INFO - 10:24:58 - res5a_branch2a -> res5a_branch2a
INFO - 10:24:58 - Setting up res5a_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 887513104
INFO - 10:24:58 - Creating layer / name=bn5a_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5a_branch2a
INFO - 10:24:58 - bn5a_branch2a <- res5a_branch2a
INFO - 10:24:58 - bn5a_branch2a -> res5a_branch2a (in-place)
INFO - 10:24:58 - Setting up bn5a_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 887914512
INFO - 10:24:58 - Creating layer / name=scale5a_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale5a_branch2a
INFO - 10:24:58 - scale5a_branch2a <- res5a_branch2a
INFO - 10:24:58 - scale5a_branch2a -> res5a_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale5a_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale5a_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 888315920
INFO - 10:24:58 - Creating layer / name=res5a_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5a_branch2a_relu
INFO - 10:24:58 - res5a_branch2a_relu <- res5a_branch2a
INFO - 10:24:58 - res5a_branch2a_relu -> res5a_branch2a (in-place)
INFO - 10:24:58 - Setting up res5a_branch2a_relu
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 888717328
INFO - 10:24:58 - Creating layer / name=res5a_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res5a_branch2b
INFO - 10:24:58 - res5a_branch2b <- res5a_branch2a
INFO - 10:24:58 - res5a_branch2b -> res5a_branch2b
INFO - 10:24:58 - Setting up res5a_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 889118736
INFO - 10:24:58 - Creating layer / name=bn5a_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5a_branch2b
INFO - 10:24:58 - bn5a_branch2b <- res5a_branch2b
INFO - 10:24:58 - bn5a_branch2b -> res5a_branch2b (in-place)
INFO - 10:24:58 - Setting up bn5a_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 889520144
INFO - 10:24:58 - Creating layer / name=scale5a_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale5a_branch2b
INFO - 10:24:58 - scale5a_branch2b <- res5a_branch2b
INFO - 10:24:58 - scale5a_branch2b -> res5a_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale5a_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale5a_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 889921552
INFO - 10:24:58 - Creating layer / name=res5a_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5a_branch2b_relu
INFO - 10:24:58 - res5a_branch2b_relu <- res5a_branch2b
INFO - 10:24:58 - res5a_branch2b_relu -> res5a_branch2b (in-place)
INFO - 10:24:58 - Setting up res5a_branch2b_relu
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 890322960
INFO - 10:24:58 - Creating layer / name=res5a_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res5a_branch2c
INFO - 10:24:58 - res5a_branch2c <- res5a_branch2b
INFO - 10:24:58 - res5a_branch2c -> res5a_branch2c
INFO - 10:24:58 - Setting up res5a_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 891928592
INFO - 10:24:58 - Creating layer / name=bn5a_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5a_branch2c
INFO - 10:24:58 - bn5a_branch2c <- res5a_branch2c
INFO - 10:24:58 - bn5a_branch2c -> res5a_branch2c (in-place)
INFO - 10:24:58 - Setting up bn5a_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 893534224
INFO - 10:24:58 - Creating layer / name=scale5a_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale5a_branch2c
INFO - 10:24:58 - scale5a_branch2c <- res5a_branch2c
INFO - 10:24:58 - scale5a_branch2c -> res5a_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale5a_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale5a_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 895139856
INFO - 10:24:58 - Creating layer / name=res5a / type=Eltwise
INFO - 10:24:58 - Creating Layer res5a
INFO - 10:24:58 - res5a <- res5a_branch1
INFO - 10:24:58 - res5a <- res5a_branch2c
INFO - 10:24:58 - res5a -> res5a
INFO - 10:24:58 - Setting up res5a
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 896745488
INFO - 10:24:58 - Creating layer / name=res5a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5a_relu
INFO - 10:24:58 - res5a_relu <- res5a
INFO - 10:24:58 - res5a_relu -> res5a (in-place)
INFO - 10:24:58 - Setting up res5a_relu
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 898351120
INFO - 10:24:58 - Creating layer / name=res5a_res5a_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res5a_res5a_relu_0_split
INFO - 10:24:58 - res5a_res5a_relu_0_split <- res5a
INFO - 10:24:58 - res5a_res5a_relu_0_split -> res5a_res5a_relu_0_split_0
INFO - 10:24:58 - res5a_res5a_relu_0_split -> res5a_res5a_relu_0_split_1
INFO - 10:24:58 - Setting up res5a_res5a_relu_0_split
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 901562384
INFO - 10:24:58 - Creating layer / name=res5b_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res5b_branch2a
INFO - 10:24:58 - res5b_branch2a <- res5a_res5a_relu_0_split_0
INFO - 10:24:58 - res5b_branch2a -> res5b_branch2a
INFO - 10:24:58 - Setting up res5b_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 901963792
INFO - 10:24:58 - Creating layer / name=bn5b_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5b_branch2a
INFO - 10:24:58 - bn5b_branch2a <- res5b_branch2a
INFO - 10:24:58 - bn5b_branch2a -> res5b_branch2a (in-place)
INFO - 10:24:58 - Setting up bn5b_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 902365200
INFO - 10:24:58 - Creating layer / name=scale5b_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale5b_branch2a
INFO - 10:24:58 - scale5b_branch2a <- res5b_branch2a
INFO - 10:24:58 - scale5b_branch2a -> res5b_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale5b_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale5b_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 902766608
INFO - 10:24:58 - Creating layer / name=res5b_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5b_branch2a_relu
INFO - 10:24:58 - res5b_branch2a_relu <- res5b_branch2a
INFO - 10:24:58 - res5b_branch2a_relu -> res5b_branch2a (in-place)
INFO - 10:24:58 - Setting up res5b_branch2a_relu
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 903168016
INFO - 10:24:58 - Creating layer / name=res5b_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res5b_branch2b
INFO - 10:24:58 - res5b_branch2b <- res5b_branch2a
INFO - 10:24:58 - res5b_branch2b -> res5b_branch2b
INFO - 10:24:58 - Setting up res5b_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 903569424
INFO - 10:24:58 - Creating layer / name=bn5b_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5b_branch2b
INFO - 10:24:58 - bn5b_branch2b <- res5b_branch2b
INFO - 10:24:58 - bn5b_branch2b -> res5b_branch2b (in-place)
INFO - 10:24:58 - Setting up bn5b_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 903970832
INFO - 10:24:58 - Creating layer / name=scale5b_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale5b_branch2b
INFO - 10:24:58 - scale5b_branch2b <- res5b_branch2b
INFO - 10:24:58 - scale5b_branch2b -> res5b_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale5b_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale5b_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 904372240
INFO - 10:24:58 - Creating layer / name=res5b_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5b_branch2b_relu
INFO - 10:24:58 - res5b_branch2b_relu <- res5b_branch2b
INFO - 10:24:58 - res5b_branch2b_relu -> res5b_branch2b (in-place)
INFO - 10:24:58 - Setting up res5b_branch2b_relu
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 904773648
INFO - 10:24:58 - Creating layer / name=res5b_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res5b_branch2c
INFO - 10:24:58 - res5b_branch2c <- res5b_branch2b
INFO - 10:24:58 - res5b_branch2c -> res5b_branch2c
INFO - 10:24:58 - Setting up res5b_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 906379280
INFO - 10:24:58 - Creating layer / name=bn5b_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5b_branch2c
INFO - 10:24:58 - bn5b_branch2c <- res5b_branch2c
INFO - 10:24:58 - bn5b_branch2c -> res5b_branch2c (in-place)
INFO - 10:24:58 - Setting up bn5b_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 907984912
INFO - 10:24:58 - Creating layer / name=scale5b_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale5b_branch2c
INFO - 10:24:58 - scale5b_branch2c <- res5b_branch2c
INFO - 10:24:58 - scale5b_branch2c -> res5b_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale5b_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale5b_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 909590544
INFO - 10:24:58 - Creating layer / name=res5b / type=Eltwise
INFO - 10:24:58 - Creating Layer res5b
INFO - 10:24:58 - res5b <- res5a_res5a_relu_0_split_1
INFO - 10:24:58 - res5b <- res5b_branch2c
INFO - 10:24:58 - res5b -> res5b
INFO - 10:24:58 - Setting up res5b
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 911196176
INFO - 10:24:58 - Creating layer / name=res5b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5b_relu
INFO - 10:24:58 - res5b_relu <- res5b
INFO - 10:24:58 - res5b_relu -> res5b (in-place)
INFO - 10:24:58 - Setting up res5b_relu
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 912801808
INFO - 10:24:58 - Creating layer / name=res5b_res5b_relu_0_split / type=Split
INFO - 10:24:58 - Creating Layer res5b_res5b_relu_0_split
INFO - 10:24:58 - res5b_res5b_relu_0_split <- res5b
INFO - 10:24:58 - res5b_res5b_relu_0_split -> res5b_res5b_relu_0_split_0
INFO - 10:24:58 - res5b_res5b_relu_0_split -> res5b_res5b_relu_0_split_1
INFO - 10:24:58 - Setting up res5b_res5b_relu_0_split
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 916013072
INFO - 10:24:58 - Creating layer / name=res5c_branch2a / type=Convolution
INFO - 10:24:58 - Creating Layer res5c_branch2a
INFO - 10:24:58 - res5c_branch2a <- res5b_res5b_relu_0_split_0
INFO - 10:24:58 - res5c_branch2a -> res5c_branch2a
INFO - 10:24:58 - Setting up res5c_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 916414480
INFO - 10:24:58 - Creating layer / name=bn5c_branch2a / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5c_branch2a
INFO - 10:24:58 - bn5c_branch2a <- res5c_branch2a
INFO - 10:24:58 - bn5c_branch2a -> res5c_branch2a (in-place)
INFO - 10:24:58 - Setting up bn5c_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 916815888
INFO - 10:24:58 - Creating layer / name=scale5c_branch2a / type=Scale
INFO - 10:24:58 - Creating Layer scale5c_branch2a
INFO - 10:24:58 - scale5c_branch2a <- res5c_branch2a
INFO - 10:24:58 - scale5c_branch2a -> res5c_branch2a (in-place)
INFO - 10:24:58 - Creating layer / name=scale5c_branch2a / type=Bias
INFO - 10:24:58 - Setting up scale5c_branch2a
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 917217296
INFO - 10:24:58 - Creating layer / name=res5c_branch2a_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5c_branch2a_relu
INFO - 10:24:58 - res5c_branch2a_relu <- res5c_branch2a
INFO - 10:24:58 - res5c_branch2a_relu -> res5c_branch2a (in-place)
INFO - 10:24:58 - Setting up res5c_branch2a_relu
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 917618704
INFO - 10:24:58 - Creating layer / name=res5c_branch2b / type=Convolution
INFO - 10:24:58 - Creating Layer res5c_branch2b
INFO - 10:24:58 - res5c_branch2b <- res5c_branch2a
INFO - 10:24:58 - res5c_branch2b -> res5c_branch2b
INFO - 10:24:58 - Setting up res5c_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 918020112
INFO - 10:24:58 - Creating layer / name=bn5c_branch2b / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5c_branch2b
INFO - 10:24:58 - bn5c_branch2b <- res5c_branch2b
INFO - 10:24:58 - bn5c_branch2b -> res5c_branch2b (in-place)
INFO - 10:24:58 - Setting up bn5c_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 918421520
INFO - 10:24:58 - Creating layer / name=scale5c_branch2b / type=Scale
INFO - 10:24:58 - Creating Layer scale5c_branch2b
INFO - 10:24:58 - scale5c_branch2b <- res5c_branch2b
INFO - 10:24:58 - scale5c_branch2b -> res5c_branch2b (in-place)
INFO - 10:24:58 - Creating layer / name=scale5c_branch2b / type=Bias
INFO - 10:24:58 - Setting up scale5c_branch2b
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 918822928
INFO - 10:24:58 - Creating layer / name=res5c_branch2b_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5c_branch2b_relu
INFO - 10:24:58 - res5c_branch2b_relu <- res5c_branch2b
INFO - 10:24:58 - res5c_branch2b_relu -> res5c_branch2b (in-place)
INFO - 10:24:58 - Setting up res5c_branch2b_relu
INFO - 10:24:58 - Top shape: 4 512 7 7 (100352)
INFO - 10:24:58 - Memory required for data: 919224336
INFO - 10:24:58 - Creating layer / name=res5c_branch2c / type=Convolution
INFO - 10:24:58 - Creating Layer res5c_branch2c
INFO - 10:24:58 - res5c_branch2c <- res5c_branch2b
INFO - 10:24:58 - res5c_branch2c -> res5c_branch2c
INFO - 10:24:58 - Setting up res5c_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 920829968
INFO - 10:24:58 - Creating layer / name=bn5c_branch2c / type=BatchNorm
INFO - 10:24:58 - Creating Layer bn5c_branch2c
INFO - 10:24:58 - bn5c_branch2c <- res5c_branch2c
INFO - 10:24:58 - bn5c_branch2c -> res5c_branch2c (in-place)
INFO - 10:24:58 - Setting up bn5c_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 922435600
INFO - 10:24:58 - Creating layer / name=scale5c_branch2c / type=Scale
INFO - 10:24:58 - Creating Layer scale5c_branch2c
INFO - 10:24:58 - scale5c_branch2c <- res5c_branch2c
INFO - 10:24:58 - scale5c_branch2c -> res5c_branch2c (in-place)
INFO - 10:24:58 - Creating layer / name=scale5c_branch2c / type=Bias
INFO - 10:24:58 - Setting up scale5c_branch2c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 924041232
INFO - 10:24:58 - Creating layer / name=res5c / type=Eltwise
INFO - 10:24:58 - Creating Layer res5c
INFO - 10:24:58 - res5c <- res5b_res5b_relu_0_split_1
INFO - 10:24:58 - res5c <- res5c_branch2c
INFO - 10:24:58 - res5c -> res5c
INFO - 10:24:58 - Setting up res5c
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 925646864
INFO - 10:24:58 - Creating layer / name=res5c_relu / type=ReLU
INFO - 10:24:58 - Creating Layer res5c_relu
INFO - 10:24:58 - res5c_relu <- res5c
INFO - 10:24:58 - res5c_relu -> res5c (in-place)
INFO - 10:24:58 - Setting up res5c_relu
INFO - 10:24:58 - Top shape: 4 2048 7 7 (401408)
INFO - 10:24:58 - Memory required for data: 927252496
INFO - 10:24:58 - Creating layer / name=pool5 / type=Pooling
INFO - 10:24:58 - Creating Layer pool5
INFO - 10:24:58 - pool5 <- res5c
INFO - 10:24:58 - pool5 -> pool5
INFO - 10:24:58 - Setting up pool5
INFO - 10:24:58 - Top shape: 4 2048 1 1 (8192)
INFO - 10:24:58 - Memory required for data: 927285264
INFO - 10:24:58 - Creating layer / name=myfc1000 / type=InnerProduct
INFO - 10:24:58 - Creating Layer myfc1000
INFO - 10:24:58 - myfc1000 <- pool5
INFO - 10:24:58 - myfc1000 -> myfc1000
INFO - 10:24:58 - Setting up myfc1000
INFO - 10:24:58 - Top shape: 4 2 (8)
INFO - 10:24:58 - Memory required for data: 927285296
INFO - 10:24:58 - Creating layer / name=prob / type=Softmax
INFO - 10:24:58 - Creating Layer prob
INFO - 10:24:58 - prob <- myfc1000
INFO - 10:24:58 - prob -> prob
INFO - 10:24:58 - Setting up prob
INFO - 10:24:58 - Top shape: 4 2 (8)
INFO - 10:24:58 - Memory required for data: 927285328
INFO - 10:24:58 - prob does not need backward computation.
INFO - 10:24:58 - myfc1000 does not need backward computation.
INFO - 10:24:58 - pool5 does not need backward computation.
INFO - 10:24:58 - res5c_relu does not need backward computation.
INFO - 10:24:58 - res5c does not need backward computation.
INFO - 10:24:58 - scale5c_branch2c does not need backward computation.
INFO - 10:24:58 - bn5c_branch2c does not need backward computation.
INFO - 10:24:58 - res5c_branch2c does not need backward computation.
INFO - 10:24:58 - res5c_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale5c_branch2b does not need backward computation.
INFO - 10:24:58 - bn5c_branch2b does not need backward computation.
INFO - 10:24:58 - res5c_branch2b does not need backward computation.
INFO - 10:24:58 - res5c_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale5c_branch2a does not need backward computation.
INFO - 10:24:58 - bn5c_branch2a does not need backward computation.
INFO - 10:24:58 - res5c_branch2a does not need backward computation.
INFO - 10:24:58 - res5b_res5b_relu_0_split does not need backward computation.
INFO - 10:24:58 - res5b_relu does not need backward computation.
INFO - 10:24:58 - res5b does not need backward computation.
INFO - 10:24:58 - scale5b_branch2c does not need backward computation.
INFO - 10:24:58 - bn5b_branch2c does not need backward computation.
INFO - 10:24:58 - res5b_branch2c does not need backward computation.
INFO - 10:24:58 - res5b_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale5b_branch2b does not need backward computation.
INFO - 10:24:58 - bn5b_branch2b does not need backward computation.
INFO - 10:24:58 - res5b_branch2b does not need backward computation.
INFO - 10:24:58 - res5b_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale5b_branch2a does not need backward computation.
INFO - 10:24:58 - bn5b_branch2a does not need backward computation.
INFO - 10:24:58 - res5b_branch2a does not need backward computation.
INFO - 10:24:58 - res5a_res5a_relu_0_split does not need backward computation.
INFO - 10:24:58 - res5a_relu does not need backward computation.
INFO - 10:24:58 - res5a does not need backward computation.
INFO - 10:24:58 - scale5a_branch2c does not need backward computation.
INFO - 10:24:58 - bn5a_branch2c does not need backward computation.
INFO - 10:24:58 - res5a_branch2c does not need backward computation.
INFO - 10:24:58 - res5a_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale5a_branch2b does not need backward computation.
INFO - 10:24:58 - bn5a_branch2b does not need backward computation.
INFO - 10:24:58 - res5a_branch2b does not need backward computation.
INFO - 10:24:58 - res5a_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale5a_branch2a does not need backward computation.
INFO - 10:24:58 - bn5a_branch2a does not need backward computation.
INFO - 10:24:58 - res5a_branch2a does not need backward computation.
INFO - 10:24:58 - scale5a_branch1 does not need backward computation.
INFO - 10:24:58 - bn5a_branch1 does not need backward computation.
INFO - 10:24:58 - res5a_branch1 does not need backward computation.
INFO - 10:24:58 - res4f_res4f_relu_0_split does not need backward computation.
INFO - 10:24:58 - res4f_relu does not need backward computation.
INFO - 10:24:58 - res4f does not need backward computation.
INFO - 10:24:58 - scale4f_branch2c does not need backward computation.
INFO - 10:24:58 - bn4f_branch2c does not need backward computation.
INFO - 10:24:58 - res4f_branch2c does not need backward computation.
INFO - 10:24:58 - res4f_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale4f_branch2b does not need backward computation.
INFO - 10:24:58 - bn4f_branch2b does not need backward computation.
INFO - 10:24:58 - res4f_branch2b does not need backward computation.
INFO - 10:24:58 - res4f_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale4f_branch2a does not need backward computation.
INFO - 10:24:58 - bn4f_branch2a does not need backward computation.
INFO - 10:24:58 - res4f_branch2a does not need backward computation.
INFO - 10:24:58 - res4e_res4e_relu_0_split does not need backward computation.
INFO - 10:24:58 - res4e_relu does not need backward computation.
INFO - 10:24:58 - res4e does not need backward computation.
INFO - 10:24:58 - scale4e_branch2c does not need backward computation.
INFO - 10:24:58 - bn4e_branch2c does not need backward computation.
INFO - 10:24:58 - res4e_branch2c does not need backward computation.
INFO - 10:24:58 - res4e_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale4e_branch2b does not need backward computation.
INFO - 10:24:58 - bn4e_branch2b does not need backward computation.
INFO - 10:24:58 - res4e_branch2b does not need backward computation.
INFO - 10:24:58 - res4e_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale4e_branch2a does not need backward computation.
INFO - 10:24:58 - bn4e_branch2a does not need backward computation.
INFO - 10:24:58 - res4e_branch2a does not need backward computation.
INFO - 10:24:58 - res4d_res4d_relu_0_split does not need backward computation.
INFO - 10:24:58 - res4d_relu does not need backward computation.
INFO - 10:24:58 - res4d does not need backward computation.
INFO - 10:24:58 - scale4d_branch2c does not need backward computation.
INFO - 10:24:58 - bn4d_branch2c does not need backward computation.
INFO - 10:24:58 - res4d_branch2c does not need backward computation.
INFO - 10:24:58 - res4d_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale4d_branch2b does not need backward computation.
INFO - 10:24:58 - bn4d_branch2b does not need backward computation.
INFO - 10:24:58 - res4d_branch2b does not need backward computation.
INFO - 10:24:58 - res4d_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale4d_branch2a does not need backward computation.
INFO - 10:24:58 - bn4d_branch2a does not need backward computation.
INFO - 10:24:58 - res4d_branch2a does not need backward computation.
INFO - 10:24:58 - res4c_res4c_relu_0_split does not need backward computation.
INFO - 10:24:58 - res4c_relu does not need backward computation.
INFO - 10:24:58 - res4c does not need backward computation.
INFO - 10:24:58 - scale4c_branch2c does not need backward computation.
INFO - 10:24:58 - bn4c_branch2c does not need backward computation.
INFO - 10:24:58 - res4c_branch2c does not need backward computation.
INFO - 10:24:58 - res4c_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale4c_branch2b does not need backward computation.
INFO - 10:24:58 - bn4c_branch2b does not need backward computation.
INFO - 10:24:58 - res4c_branch2b does not need backward computation.
INFO - 10:24:58 - res4c_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale4c_branch2a does not need backward computation.
INFO - 10:24:58 - bn4c_branch2a does not need backward computation.
INFO - 10:24:58 - res4c_branch2a does not need backward computation.
INFO - 10:24:58 - res4b_res4b_relu_0_split does not need backward computation.
INFO - 10:24:58 - res4b_relu does not need backward computation.
INFO - 10:24:58 - res4b does not need backward computation.
INFO - 10:24:58 - scale4b_branch2c does not need backward computation.
INFO - 10:24:58 - bn4b_branch2c does not need backward computation.
INFO - 10:24:58 - res4b_branch2c does not need backward computation.
INFO - 10:24:58 - res4b_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale4b_branch2b does not need backward computation.
INFO - 10:24:58 - bn4b_branch2b does not need backward computation.
INFO - 10:24:58 - res4b_branch2b does not need backward computation.
INFO - 10:24:58 - res4b_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale4b_branch2a does not need backward computation.
INFO - 10:24:58 - bn4b_branch2a does not need backward computation.
INFO - 10:24:58 - res4b_branch2a does not need backward computation.
INFO - 10:24:58 - res4a_res4a_relu_0_split does not need backward computation.
INFO - 10:24:58 - res4a_relu does not need backward computation.
INFO - 10:24:58 - res4a does not need backward computation.
INFO - 10:24:58 - scale4a_branch2c does not need backward computation.
INFO - 10:24:58 - bn4a_branch2c does not need backward computation.
INFO - 10:24:58 - res4a_branch2c does not need backward computation.
INFO - 10:24:58 - res4a_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale4a_branch2b does not need backward computation.
INFO - 10:24:58 - bn4a_branch2b does not need backward computation.
INFO - 10:24:58 - res4a_branch2b does not need backward computation.
INFO - 10:24:58 - res4a_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale4a_branch2a does not need backward computation.
INFO - 10:24:58 - bn4a_branch2a does not need backward computation.
INFO - 10:24:58 - res4a_branch2a does not need backward computation.
INFO - 10:24:58 - scale4a_branch1 does not need backward computation.
INFO - 10:24:58 - bn4a_branch1 does not need backward computation.
INFO - 10:24:58 - res4a_branch1 does not need backward computation.
INFO - 10:24:58 - res3d_res3d_relu_0_split does not need backward computation.
INFO - 10:24:58 - res3d_relu does not need backward computation.
INFO - 10:24:58 - res3d does not need backward computation.
INFO - 10:24:58 - scale3d_branch2c does not need backward computation.
INFO - 10:24:58 - bn3d_branch2c does not need backward computation.
INFO - 10:24:58 - res3d_branch2c does not need backward computation.
INFO - 10:24:58 - res3d_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale3d_branch2b does not need backward computation.
INFO - 10:24:58 - bn3d_branch2b does not need backward computation.
INFO - 10:24:58 - res3d_branch2b does not need backward computation.
INFO - 10:24:58 - res3d_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale3d_branch2a does not need backward computation.
INFO - 10:24:58 - bn3d_branch2a does not need backward computation.
INFO - 10:24:58 - res3d_branch2a does not need backward computation.
INFO - 10:24:58 - res3c_res3c_relu_0_split does not need backward computation.
INFO - 10:24:58 - res3c_relu does not need backward computation.
INFO - 10:24:58 - res3c does not need backward computation.
INFO - 10:24:58 - scale3c_branch2c does not need backward computation.
INFO - 10:24:58 - bn3c_branch2c does not need backward computation.
INFO - 10:24:58 - res3c_branch2c does not need backward computation.
INFO - 10:24:58 - res3c_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale3c_branch2b does not need backward computation.
INFO - 10:24:58 - bn3c_branch2b does not need backward computation.
INFO - 10:24:58 - res3c_branch2b does not need backward computation.
INFO - 10:24:58 - res3c_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale3c_branch2a does not need backward computation.
INFO - 10:24:58 - bn3c_branch2a does not need backward computation.
INFO - 10:24:58 - res3c_branch2a does not need backward computation.
INFO - 10:24:58 - res3b_res3b_relu_0_split does not need backward computation.
INFO - 10:24:58 - res3b_relu does not need backward computation.
INFO - 10:24:58 - res3b does not need backward computation.
INFO - 10:24:58 - scale3b_branch2c does not need backward computation.
INFO - 10:24:58 - bn3b_branch2c does not need backward computation.
INFO - 10:24:58 - res3b_branch2c does not need backward computation.
INFO - 10:24:58 - res3b_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale3b_branch2b does not need backward computation.
INFO - 10:24:58 - bn3b_branch2b does not need backward computation.
INFO - 10:24:58 - res3b_branch2b does not need backward computation.
INFO - 10:24:58 - res3b_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale3b_branch2a does not need backward computation.
INFO - 10:24:58 - bn3b_branch2a does not need backward computation.
INFO - 10:24:58 - res3b_branch2a does not need backward computation.
INFO - 10:24:58 - res3a_res3a_relu_0_split does not need backward computation.
INFO - 10:24:58 - res3a_relu does not need backward computation.
INFO - 10:24:58 - res3a does not need backward computation.
INFO - 10:24:58 - scale3a_branch2c does not need backward computation.
INFO - 10:24:58 - bn3a_branch2c does not need backward computation.
INFO - 10:24:58 - res3a_branch2c does not need backward computation.
INFO - 10:24:58 - res3a_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale3a_branch2b does not need backward computation.
INFO - 10:24:58 - bn3a_branch2b does not need backward computation.
INFO - 10:24:58 - res3a_branch2b does not need backward computation.
INFO - 10:24:58 - res3a_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale3a_branch2a does not need backward computation.
INFO - 10:24:58 - bn3a_branch2a does not need backward computation.
INFO - 10:24:58 - res3a_branch2a does not need backward computation.
INFO - 10:24:58 - scale3a_branch1 does not need backward computation.
INFO - 10:24:58 - bn3a_branch1 does not need backward computation.
INFO - 10:24:58 - res3a_branch1 does not need backward computation.
INFO - 10:24:58 - res2c_res2c_relu_0_split does not need backward computation.
INFO - 10:24:58 - res2c_relu does not need backward computation.
INFO - 10:24:58 - res2c does not need backward computation.
INFO - 10:24:58 - scale2c_branch2c does not need backward computation.
INFO - 10:24:58 - bn2c_branch2c does not need backward computation.
INFO - 10:24:58 - res2c_branch2c does not need backward computation.
INFO - 10:24:58 - res2c_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale2c_branch2b does not need backward computation.
INFO - 10:24:58 - bn2c_branch2b does not need backward computation.
INFO - 10:24:58 - res2c_branch2b does not need backward computation.
INFO - 10:24:58 - res2c_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale2c_branch2a does not need backward computation.
INFO - 10:24:58 - bn2c_branch2a does not need backward computation.
INFO - 10:24:58 - res2c_branch2a does not need backward computation.
INFO - 10:24:58 - res2b_res2b_relu_0_split does not need backward computation.
INFO - 10:24:58 - res2b_relu does not need backward computation.
INFO - 10:24:58 - res2b does not need backward computation.
INFO - 10:24:58 - scale2b_branch2c does not need backward computation.
INFO - 10:24:58 - bn2b_branch2c does not need backward computation.
INFO - 10:24:58 - res2b_branch2c does not need backward computation.
INFO - 10:24:58 - res2b_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale2b_branch2b does not need backward computation.
INFO - 10:24:58 - bn2b_branch2b does not need backward computation.
INFO - 10:24:58 - res2b_branch2b does not need backward computation.
INFO - 10:24:58 - res2b_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale2b_branch2a does not need backward computation.
INFO - 10:24:58 - bn2b_branch2a does not need backward computation.
INFO - 10:24:58 - res2b_branch2a does not need backward computation.
INFO - 10:24:58 - res2a_res2a_relu_0_split does not need backward computation.
INFO - 10:24:58 - res2a_relu does not need backward computation.
INFO - 10:24:58 - res2a does not need backward computation.
INFO - 10:24:58 - scale2a_branch2c does not need backward computation.
INFO - 10:24:58 - bn2a_branch2c does not need backward computation.
INFO - 10:24:58 - res2a_branch2c does not need backward computation.
INFO - 10:24:58 - res2a_branch2b_relu does not need backward computation.
INFO - 10:24:58 - scale2a_branch2b does not need backward computation.
INFO - 10:24:58 - bn2a_branch2b does not need backward computation.
INFO - 10:24:58 - res2a_branch2b does not need backward computation.
INFO - 10:24:58 - res2a_branch2a_relu does not need backward computation.
INFO - 10:24:58 - scale2a_branch2a does not need backward computation.
INFO - 10:24:58 - bn2a_branch2a does not need backward computation.
INFO - 10:24:58 - res2a_branch2a does not need backward computation.
INFO - 10:24:58 - scale2a_branch1 does not need backward computation.
INFO - 10:24:58 - bn2a_branch1 does not need backward computation.
INFO - 10:24:58 - res2a_branch1 does not need backward computation.
INFO - 10:24:58 - pool1_pool1_0_split does not need backward computation.
INFO - 10:24:58 - pool1 does not need backward computation.
INFO - 10:24:58 - conv1_relu does not need backward computation.
INFO - 10:24:58 - scale_conv1 does not need backward computation.
INFO - 10:24:58 - bn_conv1 does not need backward computation.
INFO - 10:24:58 - conv1 does not need backward computation.
INFO - 10:24:58 - resnet_50 does not need backward computation.
INFO - 10:24:58 - This network produces output label
INFO - 10:24:58 - This network produces output prob
I0916 10:24:58.635118  3265 caffelib.cc:1346] Using pre-trained weights from /home/ubuntu/deepdetect/models/1609152_resnet50/model_iter_200.caffemodel
INFO - 10:24:58 - Network initialization done.
INFO - 10:25:46 - stopping HTTP server

ERROR - 10:25:46 - Bad file descriptor

ERROR - 10:25:46 - No associated state