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merito/gist:cb490fea6a5441669ad0

Created February 29, 2016 14:46
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gistfile1.txt
Create a service
$ curl -X PUT "http://localhost:8080/services/myimages" -d "{\"mllib\":\"caffe\",\"description\":\"image classification service\",\"type\":\"supervised\",\"parameters\":{\"input\":{\"connector\":\"image\",\"width\":224,\"height\":224},\"mllib\":{\"template\":\"googlenet\",\"nclasses\":11}},\"model\":{\"templates\":\"../templates/caffe/\",\"repository\":\"../../models/myimages\"}}"
{"status":{"code":201,"msg":"Created"}}
Start a training
$ curl -X POST "http://localhost:8080/train" -d "{\"service\":\"myimages\",\"async\":true,\"parameters\":{\"mllib\":{\"gpu\":true,\"resume\":true,\"net\":{\"batch_size\":32},\"solver\":{\"test_interval\":500,\"iterations\":30000,\"base_lr\":0.001,\"stepsize\":1000,\"gamma\":0.9}},\"input\":{\"connector\":\"image\",\"test_split\":0.1,\"shuffle\":true,\"width\":224,\"height\":224},\"output\":{\"measure\":[\"acc\",\"mcll\",\"f1\"]}},\"data\":[\"../../models/imagenet_downloader\"]}"
{"status":{"code":201,"msg":"Created"},"head":{"method":"/train","job":1,"status":"running"}}
When I ask for a service information it shows everything is ok
$ curl -X GET "http://localhost:8080/services/myimages"
{"status":{"code":200,"msg":"OK"},"body":{"jobs":{"status":"running","job":1.0},"mllib":"caffe","description":"image classification service","name":"myimages"}}
But when I try to get job details
$ curl -X GET "http://localhost:8080/train?service=myimages&job=1"
{"status":{"code":200,"msg":"OK"},"head":{"method":"/train","job":1,"status":"error"},"body":{}}
and every next request
$ curl -X GET "http://localhost:8080/train?service=myimages&job=1"
{"status":{"code":404,"msg":"NotFound","dd_code":1003,"dd_msg":"Job Not Found"},"head":{"method":"/train","job":1}}
Full server output is
$ ./dede
DeepDetect [ commit c14842278f0c4dfe148be63e218e2b1dbdf1db71 ]
Running DeepDetect HTTP server on localhost:8080
instantiating model template googlenet
INFO - source=../templates/caffe/googlenet/
INFO - dest=../../models/myimages/googlenet.prototxt
INFO - A total of 9625 images.
INFO - Opened lmdb ../../models/myimages/train.lmdb
INFO - Processed 1000 files.
INFO - Processed 2000 files.
ERROR - Could not open or find file ../../models/imagenet_downloader/graffiti/image_urls
INFO - Processed 3000 files.
Premature end of JPEG file
INFO - Processed 4000 files.
ERROR - Could not open or find file ../../models/imagenet_downloader/graffiti/t2.jpg
INFO - Processed 5000 files.
INFO - Processed 6000 files.
INFO - Processed 7000 files.
INFO - Processed 8000 files.
INFO - Processed 9000 files.
INFO - Processed 9623 files.
INFO - Opened lmdb ../../models/myimages/test.lmdb
INFO - Processed 1000 files.
INFO - Processed 1070 files.
INFO - Opened lmdb ../../models/myimages/train.lmdb
INFO - Decoding Datum
INFO - Processed 9623 files.
INFO - Write to ../../models/myimages/mean.binaryproto
INFO - Number of channels: 3
INFO - mean_value channel [0]:127.366
INFO - mean_value channel [1]:130.625
INFO - mean_value channel [2]:117.234
INFO - user batch_size=32 / inputc batch_size=9625
INFO - batch_size=35 / test_batch_size=10 / test_iter=107
INFO - Initializing solver from parameters:
INFO - Creating training net specified in net_param.
INFO - The NetState phase (0) differed from the phase (1) specified by a rule in layer googlenet
INFO - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss1/top-1
INFO - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss1/top-5
INFO - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss2/top-1
INFO - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss2/top-5
INFO - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss3/top-1
INFO - The NetState phase (0) differed from the phase (1) specified by a rule in layer probt
INFO - Initializing net from parameters:
INFO - Creating layer data
INFO - Creating Layer data
INFO - data -> data
INFO - data -> label
INFO - Loading mean file from: ../../models/myimages/mean.binaryproto
INFO - Opened lmdb ../../models/myimages/train.lmdb
INFO - output data size: 32,3,224,224
INFO - Setting up data
INFO - Top shape: 32 3 224 224 (4816896)
INFO - Top shape: 32 (32)
INFO - Memory required for data: 19267712
INFO - Creating layer label_data_1_split
INFO - Creating Layer label_data_1_split
INFO - label_data_1_split <- label
INFO - label_data_1_split -> label_data_1_split_0
INFO - label_data_1_split -> label_data_1_split_1
INFO - label_data_1_split -> label_data_1_split_2
INFO - Setting up label_data_1_split
INFO - Top shape: 32 (32)
INFO - Top shape: 32 (32)
INFO - Top shape: 32 (32)
INFO - Memory required for data: 19268096
INFO - Creating layer conv1/7x7_s2
INFO - Creating Layer conv1/7x7_s2
INFO - conv1/7x7_s2 <- data
INFO - conv1/7x7_s2 -> conv1/7x7_s2
INFO - Setting up conv1/7x7_s2
INFO - Top shape: 32 64 112 112 (25690112)
INFO - Memory required for data: 122028544
INFO - Creating layer conv1/relu_7x7
INFO - Creating Layer conv1/relu_7x7
INFO - conv1/relu_7x7 <- conv1/7x7_s2
INFO - conv1/relu_7x7 -> conv1/7x7_s2 (in-place)
INFO - Setting up conv1/relu_7x7
INFO - Top shape: 32 64 112 112 (25690112)
INFO - Memory required for data: 224788992
INFO - Creating layer pool1/3x3_s2
INFO - Creating Layer pool1/3x3_s2
INFO - pool1/3x3_s2 <- conv1/7x7_s2
INFO - pool1/3x3_s2 -> pool1/3x3_s2
INFO - Setting up pool1/3x3_s2
INFO - Top shape: 32 64 56 56 (6422528)
INFO - Memory required for data: 250479104
INFO - Creating layer pool1/norm1
INFO - Creating Layer pool1/norm1
INFO - pool1/norm1 <- pool1/3x3_s2
INFO - pool1/norm1 -> pool1/norm1
INFO - Setting up pool1/norm1
INFO - Top shape: 32 64 56 56 (6422528)
INFO - Memory required for data: 276169216
INFO - Creating layer conv2/3x3_reduce
INFO - Creating Layer conv2/3x3_reduce
INFO - conv2/3x3_reduce <- pool1/norm1
INFO - conv2/3x3_reduce -> conv2/3x3_reduce
INFO - Setting up conv2/3x3_reduce
INFO - Top shape: 32 64 56 56 (6422528)
INFO - Memory required for data: 301859328
INFO - Creating layer conv2/relu_3x3_reduce
INFO - Creating Layer conv2/relu_3x3_reduce
INFO - conv2/relu_3x3_reduce <- conv2/3x3_reduce
INFO - conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place)
INFO - Setting up conv2/relu_3x3_reduce
INFO - Top shape: 32 64 56 56 (6422528)
INFO - Memory required for data: 327549440
INFO - Creating layer conv2/3x3
INFO - Creating Layer conv2/3x3
INFO - conv2/3x3 <- conv2/3x3_reduce
INFO - conv2/3x3 -> conv2/3x3
INFO - Setting up conv2/3x3
INFO - Top shape: 32 192 56 56 (19267584)
INFO - Memory required for data: 404619776
INFO - Creating layer conv2/relu_3x3
INFO - Creating Layer conv2/relu_3x3
INFO - conv2/relu_3x3 <- conv2/3x3
INFO - conv2/relu_3x3 -> conv2/3x3 (in-place)
INFO - Setting up conv2/relu_3x3
INFO - Top shape: 32 192 56 56 (19267584)
INFO - Memory required for data: 481690112
INFO - Creating layer conv2/norm2
INFO - Creating Layer conv2/norm2
INFO - conv2/norm2 <- conv2/3x3
INFO - conv2/norm2 -> conv2/norm2
INFO - Setting up conv2/norm2
INFO - Top shape: 32 192 56 56 (19267584)
INFO - Memory required for data: 558760448
INFO - Creating layer pool2/3x3_s2
INFO - Creating Layer pool2/3x3_s2
INFO - pool2/3x3_s2 <- conv2/norm2
INFO - pool2/3x3_s2 -> pool2/3x3_s2
INFO - Setting up pool2/3x3_s2
INFO - Top shape: 32 192 28 28 (4816896)
INFO - Memory required for data: 578028032
INFO - Creating layer pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3
INFO - Setting up pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - Top shape: 32 192 28 28 (4816896)
INFO - Top shape: 32 192 28 28 (4816896)
INFO - Top shape: 32 192 28 28 (4816896)
INFO - Top shape: 32 192 28 28 (4816896)
INFO - Memory required for data: 655098368
INFO - Creating layer inception_3a/1x1
INFO - Creating Layer inception_3a/1x1
INFO - inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0
INFO - inception_3a/1x1 -> inception_3a/1x1
INFO - Setting up inception_3a/1x1
INFO - Top shape: 32 64 28 28 (1605632)
INFO - Memory required for data: 661520896
INFO - Creating layer inception_3a/relu_1x1
INFO - Creating Layer inception_3a/relu_1x1
INFO - inception_3a/relu_1x1 <- inception_3a/1x1
INFO - inception_3a/relu_1x1 -> inception_3a/1x1 (in-place)
INFO - Setting up inception_3a/relu_1x1
INFO - Top shape: 32 64 28 28 (1605632)
INFO - Memory required for data: 667943424
INFO - Creating layer inception_3a/3x3_reduce
INFO - Creating Layer inception_3a/3x3_reduce
INFO - inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1
INFO - inception_3a/3x3_reduce -> inception_3a/3x3_reduce
INFO - Setting up inception_3a/3x3_reduce
INFO - Top shape: 32 96 28 28 (2408448)
INFO - Memory required for data: 677577216
INFO - Creating layer inception_3a/relu_3x3_reduce
INFO - Creating Layer inception_3a/relu_3x3_reduce
INFO - inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce
INFO - inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place)
INFO - Setting up inception_3a/relu_3x3_reduce
INFO - Top shape: 32 96 28 28 (2408448)
INFO - Memory required for data: 687211008
INFO - Creating layer inception_3a/3x3
INFO - Creating Layer inception_3a/3x3
INFO - inception_3a/3x3 <- inception_3a/3x3_reduce
INFO - inception_3a/3x3 -> inception_3a/3x3
INFO - Setting up inception_3a/3x3
INFO - Top shape: 32 128 28 28 (3211264)
INFO - Memory required for data: 700056064
INFO - Creating layer inception_3a/relu_3x3
INFO - Creating Layer inception_3a/relu_3x3
INFO - inception_3a/relu_3x3 <- inception_3a/3x3
INFO - inception_3a/relu_3x3 -> inception_3a/3x3 (in-place)
INFO - Setting up inception_3a/relu_3x3
INFO - Top shape: 32 128 28 28 (3211264)
INFO - Memory required for data: 712901120
INFO - Creating layer inception_3a/5x5_reduce
INFO - Creating Layer inception_3a/5x5_reduce
INFO - inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2
INFO - inception_3a/5x5_reduce -> inception_3a/5x5_reduce
INFO - Setting up inception_3a/5x5_reduce
INFO - Top shape: 32 16 28 28 (401408)
INFO - Memory required for data: 714506752
INFO - Creating layer inception_3a/relu_5x5_reduce
INFO - Creating Layer inception_3a/relu_5x5_reduce
INFO - inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce
INFO - inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place)
INFO - Setting up inception_3a/relu_5x5_reduce
INFO - Top shape: 32 16 28 28 (401408)
INFO - Memory required for data: 716112384
INFO - Creating layer inception_3a/5x5
INFO - Creating Layer inception_3a/5x5
INFO - inception_3a/5x5 <- inception_3a/5x5_reduce
INFO - inception_3a/5x5 -> inception_3a/5x5
INFO - Setting up inception_3a/5x5
INFO - Top shape: 32 32 28 28 (802816)
INFO - Memory required for data: 719323648
INFO - Creating layer inception_3a/relu_5x5
INFO - Creating Layer inception_3a/relu_5x5
INFO - inception_3a/relu_5x5 <- inception_3a/5x5
INFO - inception_3a/relu_5x5 -> inception_3a/5x5 (in-place)
INFO - Setting up inception_3a/relu_5x5
INFO - Top shape: 32 32 28 28 (802816)
INFO - Memory required for data: 722534912
INFO - Creating layer inception_3a/pool
INFO - Creating Layer inception_3a/pool
INFO - inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3
INFO - inception_3a/pool -> inception_3a/pool
INFO - Setting up inception_3a/pool
INFO - Top shape: 32 192 28 28 (4816896)
INFO - Memory required for data: 741802496
INFO - Creating layer inception_3a/pool_proj
INFO - Creating Layer inception_3a/pool_proj
INFO - inception_3a/pool_proj <- inception_3a/pool
INFO - inception_3a/pool_proj -> inception_3a/pool_proj
INFO - Setting up inception_3a/pool_proj
INFO - Top shape: 32 32 28 28 (802816)
INFO - Memory required for data: 745013760
INFO - Creating layer inception_3a/relu_pool_proj
INFO - Creating Layer inception_3a/relu_pool_proj
INFO - inception_3a/relu_pool_proj <- inception_3a/pool_proj
INFO - inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place)
INFO - Setting up inception_3a/relu_pool_proj
INFO - Top shape: 32 32 28 28 (802816)
INFO - Memory required for data: 748225024
INFO - Creating layer inception_3a/output
INFO - Creating Layer inception_3a/output
INFO - inception_3a/output <- inception_3a/1x1
INFO - inception_3a/output <- inception_3a/3x3
INFO - inception_3a/output <- inception_3a/5x5
INFO - inception_3a/output <- inception_3a/pool_proj
INFO - inception_3a/output -> inception_3a/output
INFO - Setting up inception_3a/output
INFO - Top shape: 32 256 28 28 (6422528)
INFO - Memory required for data: 773915136
INFO - Creating layer inception_3a/output_inception_3a/output_0_split
INFO - Creating Layer inception_3a/output_inception_3a/output_0_split
INFO - inception_3a/output_inception_3a/output_0_split <- inception_3a/output
INFO - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0
INFO - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1
INFO - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2
INFO - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3
INFO - Setting up inception_3a/output_inception_3a/output_0_split
INFO - Top shape: 32 256 28 28 (6422528)
INFO - Top shape: 32 256 28 28 (6422528)
INFO - Top shape: 32 256 28 28 (6422528)
INFO - Top shape: 32 256 28 28 (6422528)
INFO - Memory required for data: 876675584
INFO - Creating layer inception_3b/1x1
INFO - Creating Layer inception_3b/1x1
INFO - inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0
INFO - inception_3b/1x1 -> inception_3b/1x1
INFO - Setting up inception_3b/1x1
INFO - Top shape: 32 128 28 28 (3211264)
INFO - Memory required for data: 889520640
INFO - Creating layer inception_3b/relu_1x1
INFO - Creating Layer inception_3b/relu_1x1
INFO - inception_3b/relu_1x1 <- inception_3b/1x1
INFO - inception_3b/relu_1x1 -> inception_3b/1x1 (in-place)
INFO - Setting up inception_3b/relu_1x1
INFO - Top shape: 32 128 28 28 (3211264)
INFO - Memory required for data: 902365696
INFO - Creating layer inception_3b/3x3_reduce
INFO - Creating Layer inception_3b/3x3_reduce
INFO - inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1
INFO - inception_3b/3x3_reduce -> inception_3b/3x3_reduce
INFO - Setting up inception_3b/3x3_reduce
INFO - Top shape: 32 128 28 28 (3211264)
INFO - Memory required for data: 915210752
INFO - Creating layer inception_3b/relu_3x3_reduce
INFO - Creating Layer inception_3b/relu_3x3_reduce
INFO - inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce
INFO - inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place)
INFO - Setting up inception_3b/relu_3x3_reduce
INFO - Top shape: 32 128 28 28 (3211264)
INFO - Memory required for data: 928055808
INFO - Creating layer inception_3b/3x3
INFO - Creating Layer inception_3b/3x3
INFO - inception_3b/3x3 <- inception_3b/3x3_reduce
INFO - inception_3b/3x3 -> inception_3b/3x3
INFO - Setting up inception_3b/3x3
INFO - Top shape: 32 192 28 28 (4816896)
INFO - Memory required for data: 947323392
INFO - Creating layer inception_3b/relu_3x3
INFO - Creating Layer inception_3b/relu_3x3
INFO - inception_3b/relu_3x3 <- inception_3b/3x3
INFO - inception_3b/relu_3x3 -> inception_3b/3x3 (in-place)
INFO - Setting up inception_3b/relu_3x3
INFO - Top shape: 32 192 28 28 (4816896)
INFO - Memory required for data: 966590976
INFO - Creating layer inception_3b/5x5_reduce
INFO - Creating Layer inception_3b/5x5_reduce
INFO - inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2
INFO - inception_3b/5x5_reduce -> inception_3b/5x5_reduce
INFO - Setting up inception_3b/5x5_reduce
INFO - Top shape: 32 32 28 28 (802816)
INFO - Memory required for data: 969802240
INFO - Creating layer inception_3b/relu_5x5_reduce
INFO - Creating Layer inception_3b/relu_5x5_reduce
INFO - inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce
INFO - inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place)
INFO - Setting up inception_3b/relu_5x5_reduce
INFO - Top shape: 32 32 28 28 (802816)
INFO - Memory required for data: 973013504
INFO - Creating layer inception_3b/5x5
INFO - Creating Layer inception_3b/5x5
INFO - inception_3b/5x5 <- inception_3b/5x5_reduce
INFO - inception_3b/5x5 -> inception_3b/5x5
INFO - Setting up inception_3b/5x5
INFO - Top shape: 32 96 28 28 (2408448)
INFO - Memory required for data: 982647296
INFO - Creating layer inception_3b/relu_5x5
INFO - Creating Layer inception_3b/relu_5x5
INFO - inception_3b/relu_5x5 <- inception_3b/5x5
INFO - inception_3b/relu_5x5 -> inception_3b/5x5 (in-place)
INFO - Setting up inception_3b/relu_5x5
INFO - Top shape: 32 96 28 28 (2408448)
INFO - Memory required for data: 992281088
INFO - Creating layer inception_3b/pool
INFO - Creating Layer inception_3b/pool
INFO - inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3
INFO - inception_3b/pool -> inception_3b/pool
INFO - Setting up inception_3b/pool
INFO - Top shape: 32 256 28 28 (6422528)
INFO - Memory required for data: 1017971200
INFO - Creating layer inception_3b/pool_proj
INFO - Creating Layer inception_3b/pool_proj
INFO - inception_3b/pool_proj <- inception_3b/pool
INFO - inception_3b/pool_proj -> inception_3b/pool_proj
INFO - Setting up inception_3b/pool_proj
INFO - Top shape: 32 64 28 28 (1605632)
INFO - Memory required for data: 1024393728
INFO - Creating layer inception_3b/relu_pool_proj
INFO - Creating Layer inception_3b/relu_pool_proj
INFO - inception_3b/relu_pool_proj <- inception_3b/pool_proj
INFO - inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place)
INFO - Setting up inception_3b/relu_pool_proj
INFO - Top shape: 32 64 28 28 (1605632)
INFO - Memory required for data: 1030816256
INFO - Creating layer inception_3b/output
INFO - Creating Layer inception_3b/output
INFO - inception_3b/output <- inception_3b/1x1
INFO - inception_3b/output <- inception_3b/3x3
INFO - inception_3b/output <- inception_3b/5x5
INFO - inception_3b/output <- inception_3b/pool_proj
INFO - inception_3b/output -> inception_3b/output
INFO - Setting up inception_3b/output
INFO - Top shape: 32 480 28 28 (12042240)
INFO - Memory required for data: 1078985216
INFO - Creating layer pool3/3x3_s2
INFO - Creating Layer pool3/3x3_s2
INFO - pool3/3x3_s2 <- inception_3b/output
INFO - pool3/3x3_s2 -> pool3/3x3_s2
INFO - Setting up pool3/3x3_s2
INFO - Top shape: 32 480 14 14 (3010560)
INFO - Memory required for data: 1091027456
INFO - Creating layer pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3
INFO - Setting up pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - Top shape: 32 480 14 14 (3010560)
INFO - Top shape: 32 480 14 14 (3010560)
INFO - Top shape: 32 480 14 14 (3010560)
INFO - Top shape: 32 480 14 14 (3010560)
INFO - Memory required for data: 1139196416
INFO - Creating layer inception_4a/1x1
INFO - Creating Layer inception_4a/1x1
INFO - inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0
INFO - inception_4a/1x1 -> inception_4a/1x1
INFO - Setting up inception_4a/1x1
INFO - Top shape: 32 192 14 14 (1204224)
INFO - Memory required for data: 1144013312
INFO - Creating layer inception_4a/relu_1x1
INFO - Creating Layer inception_4a/relu_1x1
INFO - inception_4a/relu_1x1 <- inception_4a/1x1
INFO - inception_4a/relu_1x1 -> inception_4a/1x1 (in-place)
INFO - Setting up inception_4a/relu_1x1
INFO - Top shape: 32 192 14 14 (1204224)
INFO - Memory required for data: 1148830208
INFO - Creating layer inception_4a/3x3_reduce
INFO - Creating Layer inception_4a/3x3_reduce
INFO - inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1
INFO - inception_4a/3x3_reduce -> inception_4a/3x3_reduce
INFO - Setting up inception_4a/3x3_reduce
INFO - Top shape: 32 96 14 14 (602112)
INFO - Memory required for data: 1151238656
INFO - Creating layer inception_4a/relu_3x3_reduce
INFO - Creating Layer inception_4a/relu_3x3_reduce
INFO - inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce
INFO - inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place)
INFO - Setting up inception_4a/relu_3x3_reduce
INFO - Top shape: 32 96 14 14 (602112)
INFO - Memory required for data: 1153647104
INFO - Creating layer inception_4a/3x3
INFO - Creating Layer inception_4a/3x3
INFO - inception_4a/3x3 <- inception_4a/3x3_reduce
INFO - inception_4a/3x3 -> inception_4a/3x3
INFO - Setting up inception_4a/3x3
INFO - Top shape: 32 208 14 14 (1304576)
INFO - Memory required for data: 1158865408
INFO - Creating layer inception_4a/relu_3x3
INFO - Creating Layer inception_4a/relu_3x3
INFO - inception_4a/relu_3x3 <- inception_4a/3x3
INFO - inception_4a/relu_3x3 -> inception_4a/3x3 (in-place)
INFO - Setting up inception_4a/relu_3x3
INFO - Top shape: 32 208 14 14 (1304576)
INFO - Memory required for data: 1164083712
INFO - Creating layer inception_4a/5x5_reduce
INFO - Creating Layer inception_4a/5x5_reduce
INFO - inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2
INFO - inception_4a/5x5_reduce -> inception_4a/5x5_reduce
INFO - Setting up inception_4a/5x5_reduce
INFO - Top shape: 32 16 14 14 (100352)
INFO - Memory required for data: 1164485120
INFO - Creating layer inception_4a/relu_5x5_reduce
INFO - Creating Layer inception_4a/relu_5x5_reduce
INFO - inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce
INFO - inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place)
INFO - Setting up inception_4a/relu_5x5_reduce
INFO - Top shape: 32 16 14 14 (100352)
INFO - Memory required for data: 1164886528
INFO - Creating layer inception_4a/5x5
INFO - Creating Layer inception_4a/5x5
INFO - inception_4a/5x5 <- inception_4a/5x5_reduce
INFO - inception_4a/5x5 -> inception_4a/5x5
INFO - Setting up inception_4a/5x5
INFO - Top shape: 32 48 14 14 (301056)
INFO - Memory required for data: 1166090752
INFO - Creating layer inception_4a/relu_5x5
INFO - Creating Layer inception_4a/relu_5x5
INFO - inception_4a/relu_5x5 <- inception_4a/5x5
INFO - inception_4a/relu_5x5 -> inception_4a/5x5 (in-place)
INFO - Setting up inception_4a/relu_5x5
INFO - Top shape: 32 48 14 14 (301056)
INFO - Memory required for data: 1167294976
INFO - Creating layer inception_4a/pool
INFO - Creating Layer inception_4a/pool
INFO - inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3
INFO - inception_4a/pool -> inception_4a/pool
INFO - Setting up inception_4a/pool
INFO - Top shape: 32 480 14 14 (3010560)
INFO - Memory required for data: 1179337216
INFO - Creating layer inception_4a/pool_proj
INFO - Creating Layer inception_4a/pool_proj
INFO - inception_4a/pool_proj <- inception_4a/pool
INFO - inception_4a/pool_proj -> inception_4a/pool_proj
INFO - Setting up inception_4a/pool_proj
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1180942848
INFO - Creating layer inception_4a/relu_pool_proj
INFO - Creating Layer inception_4a/relu_pool_proj
INFO - inception_4a/relu_pool_proj <- inception_4a/pool_proj
INFO - inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place)
INFO - Setting up inception_4a/relu_pool_proj
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1182548480
INFO - Creating layer inception_4a/output
INFO - Creating Layer inception_4a/output
INFO - inception_4a/output <- inception_4a/1x1
INFO - inception_4a/output <- inception_4a/3x3
INFO - inception_4a/output <- inception_4a/5x5
INFO - inception_4a/output <- inception_4a/pool_proj
INFO - inception_4a/output -> inception_4a/output
INFO - Setting up inception_4a/output
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1195393536
INFO - Creating layer inception_4a/output_inception_4a/output_0_split
INFO - Creating Layer inception_4a/output_inception_4a/output_0_split
INFO - inception_4a/output_inception_4a/output_0_split <- inception_4a/output
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_4
INFO - Setting up inception_4a/output_inception_4a/output_0_split
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1259618816
INFO - Creating layer loss1/ave_pool
INFO - Creating Layer loss1/ave_pool
INFO - loss1/ave_pool <- inception_4a/output_inception_4a/output_0_split_0
INFO - loss1/ave_pool -> loss1/ave_pool
INFO - Setting up loss1/ave_pool
INFO - Top shape: 32 512 4 4 (262144)
INFO - Memory required for data: 1260667392
INFO - Creating layer loss1/conv
INFO - Creating Layer loss1/conv
INFO - loss1/conv <- loss1/ave_pool
INFO - loss1/conv -> loss1/conv
INFO - Setting up loss1/conv
INFO - Top shape: 32 128 4 4 (65536)
INFO - Memory required for data: 1260929536
INFO - Creating layer loss1/relu_conv
INFO - Creating Layer loss1/relu_conv
INFO - loss1/relu_conv <- loss1/conv
INFO - loss1/relu_conv -> loss1/conv (in-place)
INFO - Setting up loss1/relu_conv
INFO - Top shape: 32 128 4 4 (65536)
INFO - Memory required for data: 1261191680
INFO - Creating layer loss1/fc
INFO - Creating Layer loss1/fc
INFO - loss1/fc <- loss1/conv
INFO - loss1/fc -> loss1/fc
INFO - Setting up loss1/fc
INFO - Top shape: 32 1024 (32768)
INFO - Memory required for data: 1261322752
INFO - Creating layer loss1/relu_fc
INFO - Creating Layer loss1/relu_fc
INFO - loss1/relu_fc <- loss1/fc
INFO - loss1/relu_fc -> loss1/fc (in-place)
INFO - Setting up loss1/relu_fc
INFO - Top shape: 32 1024 (32768)
INFO - Memory required for data: 1261453824
INFO - Creating layer loss1/drop_fc
INFO - Creating Layer loss1/drop_fc
INFO - loss1/drop_fc <- loss1/fc
INFO - loss1/drop_fc -> loss1/fc (in-place)
INFO - Setting up loss1/drop_fc
INFO - Top shape: 32 1024 (32768)
INFO - Memory required for data: 1261584896
INFO - Creating layer loss1/classifier
INFO - Creating Layer loss1/classifier
INFO - loss1/classifier <- loss1/fc
INFO - loss1/classifier -> loss1/classifier
INFO - Setting up loss1/classifier
INFO - Top shape: 32 1000 (32000)
INFO - Memory required for data: 1261712896
INFO - Creating layer loss1/loss
INFO - Creating Layer loss1/loss
INFO - loss1/loss <- loss1/classifier
INFO - loss1/loss <- label_data_1_split_0
INFO - loss1/loss -> loss1/loss1
INFO - Creating layer loss1/loss
INFO - Setting up loss1/loss
INFO - Top shape: (1)
INFO - with loss weight 0.3
INFO - Memory required for data: 1261712900
INFO - Creating layer inception_4b/1x1
INFO - Creating Layer inception_4b/1x1
INFO - inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_1
INFO - inception_4b/1x1 -> inception_4b/1x1
INFO - Setting up inception_4b/1x1
INFO - Top shape: 32 160 14 14 (1003520)
INFO - Memory required for data: 1265726980
INFO - Creating layer inception_4b/relu_1x1
INFO - Creating Layer inception_4b/relu_1x1
INFO - inception_4b/relu_1x1 <- inception_4b/1x1
INFO - inception_4b/relu_1x1 -> inception_4b/1x1 (in-place)
INFO - Setting up inception_4b/relu_1x1
INFO - Top shape: 32 160 14 14 (1003520)
INFO - Memory required for data: 1269741060
INFO - Creating layer inception_4b/3x3_reduce
INFO - Creating Layer inception_4b/3x3_reduce
INFO - inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_2
INFO - inception_4b/3x3_reduce -> inception_4b/3x3_reduce
INFO - Setting up inception_4b/3x3_reduce
INFO - Top shape: 32 112 14 14 (702464)
INFO - Memory required for data: 1272550916
INFO - Creating layer inception_4b/relu_3x3_reduce
INFO - Creating Layer inception_4b/relu_3x3_reduce
INFO - inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce
INFO - inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place)
INFO - Setting up inception_4b/relu_3x3_reduce
INFO - Top shape: 32 112 14 14 (702464)
INFO - Memory required for data: 1275360772
INFO - Creating layer inception_4b/3x3
INFO - Creating Layer inception_4b/3x3
INFO - inception_4b/3x3 <- inception_4b/3x3_reduce
INFO - inception_4b/3x3 -> inception_4b/3x3
INFO - Setting up inception_4b/3x3
INFO - Top shape: 32 224 14 14 (1404928)
INFO - Memory required for data: 1280980484
INFO - Creating layer inception_4b/relu_3x3
INFO - Creating Layer inception_4b/relu_3x3
INFO - inception_4b/relu_3x3 <- inception_4b/3x3
INFO - inception_4b/relu_3x3 -> inception_4b/3x3 (in-place)
INFO - Setting up inception_4b/relu_3x3
INFO - Top shape: 32 224 14 14 (1404928)
INFO - Memory required for data: 1286600196
INFO - Creating layer inception_4b/5x5_reduce
INFO - Creating Layer inception_4b/5x5_reduce
INFO - inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_3
INFO - inception_4b/5x5_reduce -> inception_4b/5x5_reduce
INFO - Setting up inception_4b/5x5_reduce
INFO - Top shape: 32 24 14 14 (150528)
INFO - Memory required for data: 1287202308
INFO - Creating layer inception_4b/relu_5x5_reduce
INFO - Creating Layer inception_4b/relu_5x5_reduce
INFO - inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce
INFO - inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place)
INFO - Setting up inception_4b/relu_5x5_reduce
INFO - Top shape: 32 24 14 14 (150528)
INFO - Memory required for data: 1287804420
INFO - Creating layer inception_4b/5x5
INFO - Creating Layer inception_4b/5x5
INFO - inception_4b/5x5 <- inception_4b/5x5_reduce
INFO - inception_4b/5x5 -> inception_4b/5x5
INFO - Setting up inception_4b/5x5
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1289410052
INFO - Creating layer inception_4b/relu_5x5
INFO - Creating Layer inception_4b/relu_5x5
INFO - inception_4b/relu_5x5 <- inception_4b/5x5
INFO - inception_4b/relu_5x5 -> inception_4b/5x5 (in-place)
INFO - Setting up inception_4b/relu_5x5
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1291015684
INFO - Creating layer inception_4b/pool
INFO - Creating Layer inception_4b/pool
INFO - inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_4
INFO - inception_4b/pool -> inception_4b/pool
INFO - Setting up inception_4b/pool
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1303860740
INFO - Creating layer inception_4b/pool_proj
INFO - Creating Layer inception_4b/pool_proj
INFO - inception_4b/pool_proj <- inception_4b/pool
INFO - inception_4b/pool_proj -> inception_4b/pool_proj
INFO - Setting up inception_4b/pool_proj
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1305466372
INFO - Creating layer inception_4b/relu_pool_proj
INFO - Creating Layer inception_4b/relu_pool_proj
INFO - inception_4b/relu_pool_proj <- inception_4b/pool_proj
INFO - inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place)
INFO - Setting up inception_4b/relu_pool_proj
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1307072004
INFO - Creating layer inception_4b/output
INFO - Creating Layer inception_4b/output
INFO - inception_4b/output <- inception_4b/1x1
INFO - inception_4b/output <- inception_4b/3x3
INFO - inception_4b/output <- inception_4b/5x5
INFO - inception_4b/output <- inception_4b/pool_proj
INFO - inception_4b/output -> inception_4b/output
INFO - Setting up inception_4b/output
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1319917060
INFO - Creating layer inception_4b/output_inception_4b/output_0_split
INFO - Creating Layer inception_4b/output_inception_4b/output_0_split
INFO - inception_4b/output_inception_4b/output_0_split <- inception_4b/output
INFO - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0
INFO - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1
INFO - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2
INFO - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3
INFO - Setting up inception_4b/output_inception_4b/output_0_split
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1371297284
INFO - Creating layer inception_4c/1x1
INFO - Creating Layer inception_4c/1x1
INFO - inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0
INFO - inception_4c/1x1 -> inception_4c/1x1
INFO - Setting up inception_4c/1x1
INFO - Top shape: 32 128 14 14 (802816)
INFO - Memory required for data: 1374508548
INFO - Creating layer inception_4c/relu_1x1
INFO - Creating Layer inception_4c/relu_1x1
INFO - inception_4c/relu_1x1 <- inception_4c/1x1
INFO - inception_4c/relu_1x1 -> inception_4c/1x1 (in-place)
INFO - Setting up inception_4c/relu_1x1
INFO - Top shape: 32 128 14 14 (802816)
INFO - Memory required for data: 1377719812
INFO - Creating layer inception_4c/3x3_reduce
INFO - Creating Layer inception_4c/3x3_reduce
INFO - inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1
INFO - inception_4c/3x3_reduce -> inception_4c/3x3_reduce
INFO - Setting up inception_4c/3x3_reduce
INFO - Top shape: 32 128 14 14 (802816)
INFO - Memory required for data: 1380931076
INFO - Creating layer inception_4c/relu_3x3_reduce
INFO - Creating Layer inception_4c/relu_3x3_reduce
INFO - inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce
INFO - inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place)
INFO - Setting up inception_4c/relu_3x3_reduce
INFO - Top shape: 32 128 14 14 (802816)
INFO - Memory required for data: 1384142340
INFO - Creating layer inception_4c/3x3
INFO - Creating Layer inception_4c/3x3
INFO - inception_4c/3x3 <- inception_4c/3x3_reduce
INFO - inception_4c/3x3 -> inception_4c/3x3
INFO - Setting up inception_4c/3x3
INFO - Top shape: 32 256 14 14 (1605632)
INFO - Memory required for data: 1390564868
INFO - Creating layer inception_4c/relu_3x3
INFO - Creating Layer inception_4c/relu_3x3
INFO - inception_4c/relu_3x3 <- inception_4c/3x3
INFO - inception_4c/relu_3x3 -> inception_4c/3x3 (in-place)
INFO - Setting up inception_4c/relu_3x3
INFO - Top shape: 32 256 14 14 (1605632)
INFO - Memory required for data: 1396987396
INFO - Creating layer inception_4c/5x5_reduce
INFO - Creating Layer inception_4c/5x5_reduce
INFO - inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2
INFO - inception_4c/5x5_reduce -> inception_4c/5x5_reduce
INFO - Setting up inception_4c/5x5_reduce
INFO - Top shape: 32 24 14 14 (150528)
INFO - Memory required for data: 1397589508
INFO - Creating layer inception_4c/relu_5x5_reduce
INFO - Creating Layer inception_4c/relu_5x5_reduce
INFO - inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce
INFO - inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place)
INFO - Setting up inception_4c/relu_5x5_reduce
INFO - Top shape: 32 24 14 14 (150528)
INFO - Memory required for data: 1398191620
INFO - Creating layer inception_4c/5x5
INFO - Creating Layer inception_4c/5x5
INFO - inception_4c/5x5 <- inception_4c/5x5_reduce
INFO - inception_4c/5x5 -> inception_4c/5x5
INFO - Setting up inception_4c/5x5
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1399797252
INFO - Creating layer inception_4c/relu_5x5
INFO - Creating Layer inception_4c/relu_5x5
INFO - inception_4c/relu_5x5 <- inception_4c/5x5
INFO - inception_4c/relu_5x5 -> inception_4c/5x5 (in-place)
INFO - Setting up inception_4c/relu_5x5
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1401402884
INFO - Creating layer inception_4c/pool
INFO - Creating Layer inception_4c/pool
INFO - inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3
INFO - inception_4c/pool -> inception_4c/pool
INFO - Setting up inception_4c/pool
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1414247940
INFO - Creating layer inception_4c/pool_proj
INFO - Creating Layer inception_4c/pool_proj
INFO - inception_4c/pool_proj <- inception_4c/pool
INFO - inception_4c/pool_proj -> inception_4c/pool_proj
INFO - Setting up inception_4c/pool_proj
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1415853572
INFO - Creating layer inception_4c/relu_pool_proj
INFO - Creating Layer inception_4c/relu_pool_proj
INFO - inception_4c/relu_pool_proj <- inception_4c/pool_proj
INFO - inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place)
INFO - Setting up inception_4c/relu_pool_proj
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1417459204
INFO - Creating layer inception_4c/output
INFO - Creating Layer inception_4c/output
INFO - inception_4c/output <- inception_4c/1x1
INFO - inception_4c/output <- inception_4c/3x3
INFO - inception_4c/output <- inception_4c/5x5
INFO - inception_4c/output <- inception_4c/pool_proj
INFO - inception_4c/output -> inception_4c/output
INFO - Setting up inception_4c/output
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1430304260
INFO - Creating layer inception_4c/output_inception_4c/output_0_split
INFO - Creating Layer inception_4c/output_inception_4c/output_0_split
INFO - inception_4c/output_inception_4c/output_0_split <- inception_4c/output
INFO - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0
INFO - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1
INFO - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2
INFO - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3
INFO - Setting up inception_4c/output_inception_4c/output_0_split
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1481684484
INFO - Creating layer inception_4d/1x1
INFO - Creating Layer inception_4d/1x1
INFO - inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0
INFO - inception_4d/1x1 -> inception_4d/1x1
INFO - Setting up inception_4d/1x1
INFO - Top shape: 32 112 14 14 (702464)
INFO - Memory required for data: 1484494340
INFO - Creating layer inception_4d/relu_1x1
INFO - Creating Layer inception_4d/relu_1x1
INFO - inception_4d/relu_1x1 <- inception_4d/1x1
INFO - inception_4d/relu_1x1 -> inception_4d/1x1 (in-place)
INFO - Setting up inception_4d/relu_1x1
INFO - Top shape: 32 112 14 14 (702464)
INFO - Memory required for data: 1487304196
INFO - Creating layer inception_4d/3x3_reduce
INFO - Creating Layer inception_4d/3x3_reduce
INFO - inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1
INFO - inception_4d/3x3_reduce -> inception_4d/3x3_reduce
INFO - Setting up inception_4d/3x3_reduce
INFO - Top shape: 32 144 14 14 (903168)
INFO - Memory required for data: 1490916868
INFO - Creating layer inception_4d/relu_3x3_reduce
INFO - Creating Layer inception_4d/relu_3x3_reduce
INFO - inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce
INFO - inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place)
INFO - Setting up inception_4d/relu_3x3_reduce
INFO - Top shape: 32 144 14 14 (903168)
INFO - Memory required for data: 1494529540
INFO - Creating layer inception_4d/3x3
INFO - Creating Layer inception_4d/3x3
INFO - inception_4d/3x3 <- inception_4d/3x3_reduce
INFO - inception_4d/3x3 -> inception_4d/3x3
INFO - Setting up inception_4d/3x3
INFO - Top shape: 32 288 14 14 (1806336)
INFO - Memory required for data: 1501754884
INFO - Creating layer inception_4d/relu_3x3
INFO - Creating Layer inception_4d/relu_3x3
INFO - inception_4d/relu_3x3 <- inception_4d/3x3
INFO - inception_4d/relu_3x3 -> inception_4d/3x3 (in-place)
INFO - Setting up inception_4d/relu_3x3
INFO - Top shape: 32 288 14 14 (1806336)
INFO - Memory required for data: 1508980228
INFO - Creating layer inception_4d/5x5_reduce
INFO - Creating Layer inception_4d/5x5_reduce
INFO - inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2
INFO - inception_4d/5x5_reduce -> inception_4d/5x5_reduce
INFO - Setting up inception_4d/5x5_reduce
INFO - Top shape: 32 32 14 14 (200704)
INFO - Memory required for data: 1509783044
INFO - Creating layer inception_4d/relu_5x5_reduce
INFO - Creating Layer inception_4d/relu_5x5_reduce
INFO - inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce
INFO - inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place)
INFO - Setting up inception_4d/relu_5x5_reduce
INFO - Top shape: 32 32 14 14 (200704)
INFO - Memory required for data: 1510585860
INFO - Creating layer inception_4d/5x5
INFO - Creating Layer inception_4d/5x5
INFO - inception_4d/5x5 <- inception_4d/5x5_reduce
INFO - inception_4d/5x5 -> inception_4d/5x5
INFO - Setting up inception_4d/5x5
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1512191492
INFO - Creating layer inception_4d/relu_5x5
INFO - Creating Layer inception_4d/relu_5x5
INFO - inception_4d/relu_5x5 <- inception_4d/5x5
INFO - inception_4d/relu_5x5 -> inception_4d/5x5 (in-place)
INFO - Setting up inception_4d/relu_5x5
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1513797124
INFO - Creating layer inception_4d/pool
INFO - Creating Layer inception_4d/pool
INFO - inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3
INFO - inception_4d/pool -> inception_4d/pool
INFO - Setting up inception_4d/pool
INFO - Top shape: 32 512 14 14 (3211264)
INFO - Memory required for data: 1526642180
INFO - Creating layer inception_4d/pool_proj
INFO - Creating Layer inception_4d/pool_proj
INFO - inception_4d/pool_proj <- inception_4d/pool
INFO - inception_4d/pool_proj -> inception_4d/pool_proj
INFO - Setting up inception_4d/pool_proj
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1528247812
INFO - Creating layer inception_4d/relu_pool_proj
INFO - Creating Layer inception_4d/relu_pool_proj
INFO - inception_4d/relu_pool_proj <- inception_4d/pool_proj
INFO - inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place)
INFO - Setting up inception_4d/relu_pool_proj
INFO - Top shape: 32 64 14 14 (401408)
INFO - Memory required for data: 1529853444
INFO - Creating layer inception_4d/output
INFO - Creating Layer inception_4d/output
INFO - inception_4d/output <- inception_4d/1x1
INFO - inception_4d/output <- inception_4d/3x3
INFO - inception_4d/output <- inception_4d/5x5
INFO - inception_4d/output <- inception_4d/pool_proj
INFO - inception_4d/output -> inception_4d/output
INFO - Setting up inception_4d/output
INFO - Top shape: 32 528 14 14 (3311616)
INFO - Memory required for data: 1543099908
INFO - Creating layer inception_4d/output_inception_4d/output_0_split
INFO - Creating Layer inception_4d/output_inception_4d/output_0_split
INFO - inception_4d/output_inception_4d/output_0_split <- inception_4d/output
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_4
INFO - Setting up inception_4d/output_inception_4d/output_0_split
INFO - Top shape: 32 528 14 14 (3311616)
INFO - Top shape: 32 528 14 14 (3311616)
INFO - Top shape: 32 528 14 14 (3311616)
INFO - Top shape: 32 528 14 14 (3311616)
INFO - Top shape: 32 528 14 14 (3311616)
INFO - Memory required for data: 1609332228
INFO - Creating layer loss2/ave_pool
INFO - Creating Layer loss2/ave_pool
INFO - loss2/ave_pool <- inception_4d/output_inception_4d/output_0_split_0
INFO - loss2/ave_pool -> loss2/ave_pool
INFO - Setting up loss2/ave_pool
INFO - Top shape: 32 528 4 4 (270336)
INFO - Memory required for data: 1610413572
INFO - Creating layer loss2/conv
INFO - Creating Layer loss2/conv
INFO - loss2/conv <- loss2/ave_pool
INFO - loss2/conv -> loss2/conv
INFO - Setting up loss2/conv
INFO - Top shape: 32 128 4 4 (65536)
INFO - Memory required for data: 1610675716
INFO - Creating layer loss2/relu_conv
INFO - Creating Layer loss2/relu_conv
INFO - loss2/relu_conv <- loss2/conv
INFO - loss2/relu_conv -> loss2/conv (in-place)
INFO - Setting up loss2/relu_conv
INFO - Top shape: 32 128 4 4 (65536)
INFO - Memory required for data: 1610937860
INFO - Creating layer loss2/fc
INFO - Creating Layer loss2/fc
INFO - loss2/fc <- loss2/conv
INFO - loss2/fc -> loss2/fc
INFO - Setting up loss2/fc
INFO - Top shape: 32 1024 (32768)
INFO - Memory required for data: 1611068932
INFO - Creating layer loss2/relu_fc
INFO - Creating Layer loss2/relu_fc
INFO - loss2/relu_fc <- loss2/fc
INFO - loss2/relu_fc -> loss2/fc (in-place)
INFO - Setting up loss2/relu_fc
INFO - Top shape: 32 1024 (32768)
INFO - Memory required for data: 1611200004
INFO - Creating layer loss2/drop_fc
INFO - Creating Layer loss2/drop_fc
INFO - loss2/drop_fc <- loss2/fc
INFO - loss2/drop_fc -> loss2/fc (in-place)
INFO - Setting up loss2/drop_fc
INFO - Top shape: 32 1024 (32768)
INFO - Memory required for data: 1611331076
INFO - Creating layer loss2/classifier
INFO - Creating Layer loss2/classifier
INFO - loss2/classifier <- loss2/fc
INFO - loss2/classifier -> loss2/classifier
INFO - Setting up loss2/classifier
INFO - Top shape: 32 1000 (32000)
INFO - Memory required for data: 1611459076
INFO - Creating layer loss2/loss
INFO - Creating Layer loss2/loss
INFO - loss2/loss <- loss2/classifier
INFO - loss2/loss <- label_data_1_split_1
INFO - loss2/loss -> loss2/loss1
INFO - Creating layer loss2/loss
INFO - Setting up loss2/loss
INFO - Top shape: (1)
INFO - with loss weight 0.3
INFO - Memory required for data: 1611459080
INFO - Creating layer inception_4e/1x1
INFO - Creating Layer inception_4e/1x1
INFO - inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_1
INFO - inception_4e/1x1 -> inception_4e/1x1
INFO - Setting up inception_4e/1x1
INFO - Top shape: 32 256 14 14 (1605632)
INFO - Memory required for data: 1617881608
INFO - Creating layer inception_4e/relu_1x1
INFO - Creating Layer inception_4e/relu_1x1
INFO - inception_4e/relu_1x1 <- inception_4e/1x1
INFO - inception_4e/relu_1x1 -> inception_4e/1x1 (in-place)
INFO - Setting up inception_4e/relu_1x1
INFO - Top shape: 32 256 14 14 (1605632)
INFO - Memory required for data: 1624304136
INFO - Creating layer inception_4e/3x3_reduce
INFO - Creating Layer inception_4e/3x3_reduce
INFO - inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_2
INFO - inception_4e/3x3_reduce -> inception_4e/3x3_reduce
INFO - Setting up inception_4e/3x3_reduce
INFO - Top shape: 32 160 14 14 (1003520)
INFO - Memory required for data: 1628318216
INFO - Creating layer inception_4e/relu_3x3_reduce
INFO - Creating Layer inception_4e/relu_3x3_reduce
INFO - inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce
INFO - inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place)
INFO - Setting up inception_4e/relu_3x3_reduce
INFO - Top shape: 32 160 14 14 (1003520)
INFO - Memory required for data: 1632332296
INFO - Creating layer inception_4e/3x3
INFO - Creating Layer inception_4e/3x3
INFO - inception_4e/3x3 <- inception_4e/3x3_reduce
INFO - inception_4e/3x3 -> inception_4e/3x3
INFO - Setting up inception_4e/3x3
INFO - Top shape: 32 320 14 14 (2007040)
INFO - Memory required for data: 1640360456
INFO - Creating layer inception_4e/relu_3x3
INFO - Creating Layer inception_4e/relu_3x3
INFO - inception_4e/relu_3x3 <- inception_4e/3x3
INFO - inception_4e/relu_3x3 -> inception_4e/3x3 (in-place)
INFO - Setting up inception_4e/relu_3x3
INFO - Top shape: 32 320 14 14 (2007040)
INFO - Memory required for data: 1648388616
INFO - Creating layer inception_4e/5x5_reduce
INFO - Creating Layer inception_4e/5x5_reduce
INFO - inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_3
INFO - inception_4e/5x5_reduce -> inception_4e/5x5_reduce
INFO - Setting up inception_4e/5x5_reduce
INFO - Top shape: 32 32 14 14 (200704)
INFO - Memory required for data: 1649191432
INFO - Creating layer inception_4e/relu_5x5_reduce
INFO - Creating Layer inception_4e/relu_5x5_reduce
INFO - inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce
INFO - inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place)
INFO - Setting up inception_4e/relu_5x5_reduce
INFO - Top shape: 32 32 14 14 (200704)
INFO - Memory required for data: 1649994248
INFO - Creating layer inception_4e/5x5
INFO - Creating Layer inception_4e/5x5
INFO - inception_4e/5x5 <- inception_4e/5x5_reduce
INFO - inception_4e/5x5 -> inception_4e/5x5
INFO - Setting up inception_4e/5x5
INFO - Top shape: 32 128 14 14 (802816)
INFO - Memory required for data: 1653205512
INFO - Creating layer inception_4e/relu_5x5
INFO - Creating Layer inception_4e/relu_5x5
INFO - inception_4e/relu_5x5 <- inception_4e/5x5
INFO - inception_4e/relu_5x5 -> inception_4e/5x5 (in-place)
INFO - Setting up inception_4e/relu_5x5
INFO - Top shape: 32 128 14 14 (802816)
INFO - Memory required for data: 1656416776
INFO - Creating layer inception_4e/pool
INFO - Creating Layer inception_4e/pool
INFO - inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_4
INFO - inception_4e/pool -> inception_4e/pool
INFO - Setting up inception_4e/pool
INFO - Top shape: 32 528 14 14 (3311616)
INFO - Memory required for data: 1669663240
INFO - Creating layer inception_4e/pool_proj
INFO - Creating Layer inception_4e/pool_proj
INFO - inception_4e/pool_proj <- inception_4e/pool
INFO - inception_4e/pool_proj -> inception_4e/pool_proj
INFO - Setting up inception_4e/pool_proj
INFO - Top shape: 32 128 14 14 (802816)
INFO - Memory required for data: 1672874504
INFO - Creating layer inception_4e/relu_pool_proj
INFO - Creating Layer inception_4e/relu_pool_proj
INFO - inception_4e/relu_pool_proj <- inception_4e/pool_proj
INFO - inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place)
INFO - Setting up inception_4e/relu_pool_proj
INFO - Top shape: 32 128 14 14 (802816)
INFO - Memory required for data: 1676085768
INFO - Creating layer inception_4e/output
INFO - Creating Layer inception_4e/output
INFO - inception_4e/output <- inception_4e/1x1
INFO - inception_4e/output <- inception_4e/3x3
INFO - inception_4e/output <- inception_4e/5x5
INFO - inception_4e/output <- inception_4e/pool_proj
INFO - inception_4e/output -> inception_4e/output
INFO - Setting up inception_4e/output
INFO - Top shape: 32 832 14 14 (5218304)
INFO - Memory required for data: 1696958984
INFO - Creating layer pool4/3x3_s2
INFO - Creating Layer pool4/3x3_s2
INFO - pool4/3x3_s2 <- inception_4e/output
INFO - pool4/3x3_s2 -> pool4/3x3_s2
INFO - Setting up pool4/3x3_s2
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Memory required for data: 1702177288
INFO - Creating layer pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - Creating Layer pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split <- pool4/3x3_s2
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_0
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_1
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_2
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_3
INFO - Setting up pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Memory required for data: 1723050504
INFO - Creating layer inception_5a/1x1
INFO - Creating Layer inception_5a/1x1
INFO - inception_5a/1x1 <- pool4/3x3_s2_pool4/3x3_s2_0_split_0
INFO - inception_5a/1x1 -> inception_5a/1x1
INFO - Setting up inception_5a/1x1
INFO - Top shape: 32 256 7 7 (401408)
INFO - Memory required for data: 1724656136
INFO - Creating layer inception_5a/relu_1x1
INFO - Creating Layer inception_5a/relu_1x1
INFO - inception_5a/relu_1x1 <- inception_5a/1x1
INFO - inception_5a/relu_1x1 -> inception_5a/1x1 (in-place)
INFO - Setting up inception_5a/relu_1x1
INFO - Top shape: 32 256 7 7 (401408)
INFO - Memory required for data: 1726261768
INFO - Creating layer inception_5a/3x3_reduce
INFO - Creating Layer inception_5a/3x3_reduce
INFO - inception_5a/3x3_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_1
INFO - inception_5a/3x3_reduce -> inception_5a/3x3_reduce
INFO - Setting up inception_5a/3x3_reduce
INFO - Top shape: 32 160 7 7 (250880)
INFO - Memory required for data: 1727265288
INFO - Creating layer inception_5a/relu_3x3_reduce
INFO - Creating Layer inception_5a/relu_3x3_reduce
INFO - inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce
INFO - inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place)
INFO - Setting up inception_5a/relu_3x3_reduce
INFO - Top shape: 32 160 7 7 (250880)
INFO - Memory required for data: 1728268808
INFO - Creating layer inception_5a/3x3
INFO - Creating Layer inception_5a/3x3
INFO - inception_5a/3x3 <- inception_5a/3x3_reduce
INFO - inception_5a/3x3 -> inception_5a/3x3
INFO - Setting up inception_5a/3x3
INFO - Top shape: 32 320 7 7 (501760)
INFO - Memory required for data: 1730275848
INFO - Creating layer inception_5a/relu_3x3
INFO - Creating Layer inception_5a/relu_3x3
INFO - inception_5a/relu_3x3 <- inception_5a/3x3
INFO - inception_5a/relu_3x3 -> inception_5a/3x3 (in-place)
INFO - Setting up inception_5a/relu_3x3
INFO - Top shape: 32 320 7 7 (501760)
INFO - Memory required for data: 1732282888
INFO - Creating layer inception_5a/5x5_reduce
INFO - Creating Layer inception_5a/5x5_reduce
INFO - inception_5a/5x5_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_2
INFO - inception_5a/5x5_reduce -> inception_5a/5x5_reduce
INFO - Setting up inception_5a/5x5_reduce
INFO - Top shape: 32 32 7 7 (50176)
INFO - Memory required for data: 1732483592
INFO - Creating layer inception_5a/relu_5x5_reduce
INFO - Creating Layer inception_5a/relu_5x5_reduce
INFO - inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce
INFO - inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place)
INFO - Setting up inception_5a/relu_5x5_reduce
INFO - Top shape: 32 32 7 7 (50176)
INFO - Memory required for data: 1732684296
INFO - Creating layer inception_5a/5x5
INFO - Creating Layer inception_5a/5x5
INFO - inception_5a/5x5 <- inception_5a/5x5_reduce
INFO - inception_5a/5x5 -> inception_5a/5x5
INFO - Setting up inception_5a/5x5
INFO - Top shape: 32 128 7 7 (200704)
INFO - Memory required for data: 1733487112
INFO - Creating layer inception_5a/relu_5x5
INFO - Creating Layer inception_5a/relu_5x5
INFO - inception_5a/relu_5x5 <- inception_5a/5x5
INFO - inception_5a/relu_5x5 -> inception_5a/5x5 (in-place)
INFO - Setting up inception_5a/relu_5x5
INFO - Top shape: 32 128 7 7 (200704)
INFO - Memory required for data: 1734289928
INFO - Creating layer inception_5a/pool
INFO - Creating Layer inception_5a/pool
INFO - inception_5a/pool <- pool4/3x3_s2_pool4/3x3_s2_0_split_3
INFO - inception_5a/pool -> inception_5a/pool
INFO - Setting up inception_5a/pool
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Memory required for data: 1739508232
INFO - Creating layer inception_5a/pool_proj
INFO - Creating Layer inception_5a/pool_proj
INFO - inception_5a/pool_proj <- inception_5a/pool
INFO - inception_5a/pool_proj -> inception_5a/pool_proj
INFO - Setting up inception_5a/pool_proj
INFO - Top shape: 32 128 7 7 (200704)
INFO - Memory required for data: 1740311048
INFO - Creating layer inception_5a/relu_pool_proj
INFO - Creating Layer inception_5a/relu_pool_proj
INFO - inception_5a/relu_pool_proj <- inception_5a/pool_proj
INFO - inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place)
INFO - Setting up inception_5a/relu_pool_proj
INFO - Top shape: 32 128 7 7 (200704)
INFO - Memory required for data: 1741113864
INFO - Creating layer inception_5a/output
INFO - Creating Layer inception_5a/output
INFO - inception_5a/output <- inception_5a/1x1
INFO - inception_5a/output <- inception_5a/3x3
INFO - inception_5a/output <- inception_5a/5x5
INFO - inception_5a/output <- inception_5a/pool_proj
INFO - inception_5a/output -> inception_5a/output
INFO - Setting up inception_5a/output
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Memory required for data: 1746332168
INFO - Creating layer inception_5a/output_inception_5a/output_0_split
INFO - Creating Layer inception_5a/output_inception_5a/output_0_split
INFO - inception_5a/output_inception_5a/output_0_split <- inception_5a/output
INFO - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0
INFO - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1
INFO - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2
INFO - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3
INFO - Setting up inception_5a/output_inception_5a/output_0_split
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Memory required for data: 1767205384
INFO - Creating layer inception_5b/1x1
INFO - Creating Layer inception_5b/1x1
INFO - inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0
INFO - inception_5b/1x1 -> inception_5b/1x1
INFO - Setting up inception_5b/1x1
INFO - Top shape: 32 384 7 7 (602112)
INFO - Memory required for data: 1769613832
INFO - Creating layer inception_5b/relu_1x1
INFO - Creating Layer inception_5b/relu_1x1
INFO - inception_5b/relu_1x1 <- inception_5b/1x1
INFO - inception_5b/relu_1x1 -> inception_5b/1x1 (in-place)
INFO - Setting up inception_5b/relu_1x1
INFO - Top shape: 32 384 7 7 (602112)
INFO - Memory required for data: 1772022280
INFO - Creating layer inception_5b/3x3_reduce
INFO - Creating Layer inception_5b/3x3_reduce
INFO - inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1
INFO - inception_5b/3x3_reduce -> inception_5b/3x3_reduce
INFO - Setting up inception_5b/3x3_reduce
INFO - Top shape: 32 192 7 7 (301056)
INFO - Memory required for data: 1773226504
INFO - Creating layer inception_5b/relu_3x3_reduce
INFO - Creating Layer inception_5b/relu_3x3_reduce
INFO - inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce
INFO - inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place)
INFO - Setting up inception_5b/relu_3x3_reduce
INFO - Top shape: 32 192 7 7 (301056)
INFO - Memory required for data: 1774430728
INFO - Creating layer inception_5b/3x3
INFO - Creating Layer inception_5b/3x3
INFO - inception_5b/3x3 <- inception_5b/3x3_reduce
INFO - inception_5b/3x3 -> inception_5b/3x3
INFO - Setting up inception_5b/3x3
INFO - Top shape: 32 384 7 7 (602112)
INFO - Memory required for data: 1776839176
INFO - Creating layer inception_5b/relu_3x3
INFO - Creating Layer inception_5b/relu_3x3
INFO - inception_5b/relu_3x3 <- inception_5b/3x3
INFO - inception_5b/relu_3x3 -> inception_5b/3x3 (in-place)
INFO - Setting up inception_5b/relu_3x3
INFO - Top shape: 32 384 7 7 (602112)
INFO - Memory required for data: 1779247624
INFO - Creating layer inception_5b/5x5_reduce
INFO - Creating Layer inception_5b/5x5_reduce
INFO - inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2
INFO - inception_5b/5x5_reduce -> inception_5b/5x5_reduce
INFO - Setting up inception_5b/5x5_reduce
INFO - Top shape: 32 48 7 7 (75264)
INFO - Memory required for data: 1779548680
INFO - Creating layer inception_5b/relu_5x5_reduce
INFO - Creating Layer inception_5b/relu_5x5_reduce
INFO - inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce
INFO - inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place)
INFO - Setting up inception_5b/relu_5x5_reduce
INFO - Top shape: 32 48 7 7 (75264)
INFO - Memory required for data: 1779849736
INFO - Creating layer inception_5b/5x5
INFO - Creating Layer inception_5b/5x5
INFO - inception_5b/5x5 <- inception_5b/5x5_reduce
INFO - inception_5b/5x5 -> inception_5b/5x5
INFO - Setting up inception_5b/5x5
INFO - Top shape: 32 128 7 7 (200704)
INFO - Memory required for data: 1780652552
INFO - Creating layer inception_5b/relu_5x5
INFO - Creating Layer inception_5b/relu_5x5
INFO - inception_5b/relu_5x5 <- inception_5b/5x5
INFO - inception_5b/relu_5x5 -> inception_5b/5x5 (in-place)
INFO - Setting up inception_5b/relu_5x5
INFO - Top shape: 32 128 7 7 (200704)
INFO - Memory required for data: 1781455368
INFO - Creating layer inception_5b/pool
INFO - Creating Layer inception_5b/pool
INFO - inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3
INFO - inception_5b/pool -> inception_5b/pool
INFO - Setting up inception_5b/pool
INFO - Top shape: 32 832 7 7 (1304576)
INFO - Memory required for data: 1786673672
INFO - Creating layer inception_5b/pool_proj
INFO - Creating Layer inception_5b/pool_proj
INFO - inception_5b/pool_proj <- inception_5b/pool
INFO - inception_5b/pool_proj -> inception_5b/pool_proj
INFO - Setting up inception_5b/pool_proj
INFO - Top shape: 32 128 7 7 (200704)
INFO - Memory required for data: 1787476488
INFO - Creating layer inception_5b/relu_pool_proj
INFO - Creating Layer inception_5b/relu_pool_proj
INFO - inception_5b/relu_pool_proj <- inception_5b/pool_proj
INFO - inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place)
INFO - Setting up inception_5b/relu_pool_proj
INFO - Top shape: 32 128 7 7 (200704)
INFO - Memory required for data: 1788279304
INFO - Creating layer inception_5b/output
INFO - Creating Layer inception_5b/output
INFO - inception_5b/output <- inception_5b/1x1
INFO - inception_5b/output <- inception_5b/3x3
INFO - inception_5b/output <- inception_5b/5x5
INFO - inception_5b/output <- inception_5b/pool_proj
INFO - inception_5b/output -> inception_5b/output
INFO - Setting up inception_5b/output
INFO - Top shape: 32 1024 7 7 (1605632)
INFO - Memory required for data: 1794701832
INFO - Creating layer pool5/7x7_s1
INFO - Creating Layer pool5/7x7_s1
INFO - pool5/7x7_s1 <- inception_5b/output
INFO - pool5/7x7_s1 -> pool5/7x7_s1
INFO - Setting up pool5/7x7_s1
INFO - Top shape: 32 1024 1 1 (32768)
INFO - Memory required for data: 1794832904
INFO - Creating layer pool5/drop_7x7_s1
INFO - Creating Layer pool5/drop_7x7_s1
INFO - pool5/drop_7x7_s1 <- pool5/7x7_s1
INFO - pool5/drop_7x7_s1 -> pool5/7x7_s1 (in-place)
INFO - Setting up pool5/drop_7x7_s1
INFO - Top shape: 32 1024 1 1 (32768)
INFO - Memory required for data: 1794963976
INFO - Creating layer loss3/classifier
INFO - Creating Layer loss3/classifier
INFO - loss3/classifier <- pool5/7x7_s1
INFO - loss3/classifier -> loss3/classifier
INFO - Setting up loss3/classifier
INFO - Top shape: 32 11 (352)
INFO - Memory required for data: 1794965384
INFO - Creating layer loss3/loss3
INFO - Creating Layer loss3/loss3
INFO - loss3/loss3 <- loss3/classifier
INFO - loss3/loss3 <- label_data_1_split_2
INFO - loss3/loss3 -> loss3/loss3
INFO - Creating layer loss3/loss3
INFO - Setting up loss3/loss3
INFO - Top shape: (1)
INFO - with loss weight 1
INFO - Memory required for data: 1794965388
INFO - loss3/loss3 needs backward computation.
INFO - loss3/classifier needs backward computation.
INFO - pool5/drop_7x7_s1 needs backward computation.
INFO - pool5/7x7_s1 needs backward computation.
INFO - inception_5b/output needs backward computation.
INFO - inception_5b/relu_pool_proj needs backward computation.
INFO - inception_5b/pool_proj needs backward computation.
INFO - inception_5b/pool needs backward computation.
INFO - inception_5b/relu_5x5 needs backward computation.
INFO - inception_5b/5x5 needs backward computation.
INFO - inception_5b/relu_5x5_reduce needs backward computation.
INFO - inception_5b/5x5_reduce needs backward computation.
INFO - inception_5b/relu_3x3 needs backward computation.
INFO - inception_5b/3x3 needs backward computation.
INFO - inception_5b/relu_3x3_reduce needs backward computation.
INFO - inception_5b/3x3_reduce needs backward computation.
INFO - inception_5b/relu_1x1 needs backward computation.
INFO - inception_5b/1x1 needs backward computation.
INFO - inception_5a/output_inception_5a/output_0_split needs backward computation.
INFO - inception_5a/output needs backward computation.
INFO - inception_5a/relu_pool_proj needs backward computation.
INFO - inception_5a/pool_proj needs backward computation.
INFO - inception_5a/pool needs backward computation.
INFO - inception_5a/relu_5x5 needs backward computation.
INFO - inception_5a/5x5 needs backward computation.
INFO - inception_5a/relu_5x5_reduce needs backward computation.
INFO - inception_5a/5x5_reduce needs backward computation.
INFO - inception_5a/relu_3x3 needs backward computation.
INFO - inception_5a/3x3 needs backward computation.
INFO - inception_5a/relu_3x3_reduce needs backward computation.
INFO - inception_5a/3x3_reduce needs backward computation.
INFO - inception_5a/relu_1x1 needs backward computation.
INFO - inception_5a/1x1 needs backward computation.
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split needs backward computation.
INFO - pool4/3x3_s2 needs backward computation.
INFO - inception_4e/output needs backward computation.
INFO - inception_4e/relu_pool_proj needs backward computation.
INFO - inception_4e/pool_proj needs backward computation.
INFO - inception_4e/pool needs backward computation.
INFO - inception_4e/relu_5x5 needs backward computation.
INFO - inception_4e/5x5 needs backward computation.
INFO - inception_4e/relu_5x5_reduce needs backward computation.
INFO - inception_4e/5x5_reduce needs backward computation.
INFO - inception_4e/relu_3x3 needs backward computation.
INFO - inception_4e/3x3 needs backward computation.
INFO - inception_4e/relu_3x3_reduce needs backward computation.
INFO - inception_4e/3x3_reduce needs backward computation.
INFO - inception_4e/relu_1x1 needs backward computation.
INFO - inception_4e/1x1 needs backward computation.
INFO - loss2/loss needs backward computation.
INFO - loss2/classifier needs backward computation.
INFO - loss2/drop_fc needs backward computation.
INFO - loss2/relu_fc needs backward computation.
INFO - loss2/fc needs backward computation.
INFO - loss2/relu_conv needs backward computation.
INFO - loss2/conv needs backward computation.
INFO - loss2/ave_pool needs backward computation.
INFO - inception_4d/output_inception_4d/output_0_split needs backward computation.
INFO - inception_4d/output needs backward computation.
INFO - inception_4d/relu_pool_proj needs backward computation.
INFO - inception_4d/pool_proj needs backward computation.
INFO - inception_4d/pool needs backward computation.
INFO - inception_4d/relu_5x5 needs backward computation.
INFO - inception_4d/5x5 needs backward computation.
INFO - inception_4d/relu_5x5_reduce needs backward computation.
INFO - inception_4d/5x5_reduce needs backward computation.
INFO - inception_4d/relu_3x3 needs backward computation.
INFO - inception_4d/3x3 needs backward computation.
INFO - inception_4d/relu_3x3_reduce needs backward computation.
INFO - inception_4d/3x3_reduce needs backward computation.
INFO - inception_4d/relu_1x1 needs backward computation.
INFO - inception_4d/1x1 needs backward computation.
INFO - inception_4c/output_inception_4c/output_0_split needs backward computation.
INFO - inception_4c/output needs backward computation.
INFO - inception_4c/relu_pool_proj needs backward computation.
INFO - inception_4c/pool_proj needs backward computation.
INFO - inception_4c/pool needs backward computation.
INFO - inception_4c/relu_5x5 needs backward computation.
INFO - inception_4c/5x5 needs backward computation.
INFO - inception_4c/relu_5x5_reduce needs backward computation.
INFO - inception_4c/5x5_reduce needs backward computation.
INFO - inception_4c/relu_3x3 needs backward computation.
INFO - inception_4c/3x3 needs backward computation.
INFO - inception_4c/relu_3x3_reduce needs backward computation.
INFO - inception_4c/3x3_reduce needs backward computation.
INFO - inception_4c/relu_1x1 needs backward computation.
INFO - inception_4c/1x1 needs backward computation.
INFO - inception_4b/output_inception_4b/output_0_split needs backward computation.
INFO - inception_4b/output needs backward computation.
INFO - inception_4b/relu_pool_proj needs backward computation.
INFO - inception_4b/pool_proj needs backward computation.
INFO - inception_4b/pool needs backward computation.
INFO - inception_4b/relu_5x5 needs backward computation.
INFO - inception_4b/5x5 needs backward computation.
INFO - inception_4b/relu_5x5_reduce needs backward computation.
INFO - inception_4b/5x5_reduce needs backward computation.
INFO - inception_4b/relu_3x3 needs backward computation.
INFO - inception_4b/3x3 needs backward computation.
INFO - inception_4b/relu_3x3_reduce needs backward computation.
INFO - inception_4b/3x3_reduce needs backward computation.
INFO - inception_4b/relu_1x1 needs backward computation.
INFO - inception_4b/1x1 needs backward computation.
INFO - loss1/loss needs backward computation.
INFO - loss1/classifier needs backward computation.
INFO - loss1/drop_fc needs backward computation.
INFO - loss1/relu_fc needs backward computation.
INFO - loss1/fc needs backward computation.
INFO - loss1/relu_conv needs backward computation.
INFO - loss1/conv needs backward computation.
INFO - loss1/ave_pool needs backward computation.
INFO - inception_4a/output_inception_4a/output_0_split needs backward computation.
INFO - inception_4a/output needs backward computation.
INFO - inception_4a/relu_pool_proj needs backward computation.
INFO - inception_4a/pool_proj needs backward computation.
INFO - inception_4a/pool needs backward computation.
INFO - inception_4a/relu_5x5 needs backward computation.
INFO - inception_4a/5x5 needs backward computation.
INFO - inception_4a/relu_5x5_reduce needs backward computation.
INFO - inception_4a/5x5_reduce needs backward computation.
INFO - inception_4a/relu_3x3 needs backward computation.
INFO - inception_4a/3x3 needs backward computation.
INFO - inception_4a/relu_3x3_reduce needs backward computation.
INFO - inception_4a/3x3_reduce needs backward computation.
INFO - inception_4a/relu_1x1 needs backward computation.
INFO - inception_4a/1x1 needs backward computation.
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split needs backward computation.
INFO - pool3/3x3_s2 needs backward computation.
INFO - inception_3b/output needs backward computation.
INFO - inception_3b/relu_pool_proj needs backward computation.
INFO - inception_3b/pool_proj needs backward computation.
INFO - inception_3b/pool needs backward computation.
INFO - inception_3b/relu_5x5 needs backward computation.
INFO - inception_3b/5x5 needs backward computation.
INFO - inception_3b/relu_5x5_reduce needs backward computation.
INFO - inception_3b/5x5_reduce needs backward computation.
INFO - inception_3b/relu_3x3 needs backward computation.
INFO - inception_3b/3x3 needs backward computation.
INFO - inception_3b/relu_3x3_reduce needs backward computation.
INFO - inception_3b/3x3_reduce needs backward computation.
INFO - inception_3b/relu_1x1 needs backward computation.
INFO - inception_3b/1x1 needs backward computation.
INFO - inception_3a/output_inception_3a/output_0_split needs backward computation.
INFO - inception_3a/output needs backward computation.
INFO - inception_3a/relu_pool_proj needs backward computation.
INFO - inception_3a/pool_proj needs backward computation.
INFO - inception_3a/pool needs backward computation.
INFO - inception_3a/relu_5x5 needs backward computation.
INFO - inception_3a/5x5 needs backward computation.
INFO - inception_3a/relu_5x5_reduce needs backward computation.
INFO - inception_3a/5x5_reduce needs backward computation.
INFO - inception_3a/relu_3x3 needs backward computation.
INFO - inception_3a/3x3 needs backward computation.
INFO - inception_3a/relu_3x3_reduce needs backward computation.
INFO - inception_3a/3x3_reduce needs backward computation.
INFO - inception_3a/relu_1x1 needs backward computation.
INFO - inception_3a/1x1 needs backward computation.
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split needs backward computation.
INFO - pool2/3x3_s2 needs backward computation.
INFO - conv2/norm2 needs backward computation.
INFO - conv2/relu_3x3 needs backward computation.
INFO - conv2/3x3 needs backward computation.
INFO - conv2/relu_3x3_reduce needs backward computation.
INFO - conv2/3x3_reduce needs backward computation.
INFO - pool1/norm1 needs backward computation.
INFO - pool1/3x3_s2 needs backward computation.
INFO - conv1/relu_7x7 needs backward computation.
INFO - conv1/7x7_s2 needs backward computation.
INFO - label_data_1_split does not need backward computation.
INFO - data does not need backward computation.
INFO - This network produces output loss1/loss1
INFO - This network produces output loss2/loss1
INFO - This network produces output loss3/loss3
INFO - Network initialization done.
INFO - Creating test net (#0) specified by net_param
INFO - The NetState phase (1) differed from the phase (0) specified by a rule in layer data
INFO - Initializing net from parameters:
INFO - Creating layer googlenet
INFO - Creating Layer googlenet
INFO - googlenet -> data
INFO - googlenet -> label
INFO - Setting up googlenet
INFO - Top shape: 10 3 224 224 (1505280)
INFO - Top shape: 10 (10)
INFO - Memory required for data: 6021160
INFO - Creating layer label_googlenet_1_split
INFO - Creating Layer label_googlenet_1_split
INFO - label_googlenet_1_split <- label
INFO - label_googlenet_1_split -> label_googlenet_1_split_0
INFO - label_googlenet_1_split -> label_googlenet_1_split_1
INFO - label_googlenet_1_split -> label_googlenet_1_split_2
INFO - label_googlenet_1_split -> label_googlenet_1_split_3
INFO - label_googlenet_1_split -> label_googlenet_1_split_4
INFO - label_googlenet_1_split -> label_googlenet_1_split_5
INFO - label_googlenet_1_split -> label_googlenet_1_split_6
INFO - label_googlenet_1_split -> label_googlenet_1_split_7
INFO - Setting up label_googlenet_1_split
INFO - Top shape: 10 (10)
INFO - Top shape: 10 (10)
INFO - Top shape: 10 (10)
INFO - Top shape: 10 (10)
INFO - Top shape: 10 (10)
INFO - Top shape: 10 (10)
INFO - Top shape: 10 (10)
INFO - Top shape: 10 (10)
INFO - Memory required for data: 6021480
INFO - Creating layer conv1/7x7_s2
INFO - Creating Layer conv1/7x7_s2
INFO - conv1/7x7_s2 <- data
INFO - conv1/7x7_s2 -> conv1/7x7_s2
INFO - Setting up conv1/7x7_s2
INFO - Top shape: 10 64 112 112 (8028160)
INFO - Memory required for data: 38134120
INFO - Creating layer conv1/relu_7x7
INFO - Creating Layer conv1/relu_7x7
INFO - conv1/relu_7x7 <- conv1/7x7_s2
INFO - conv1/relu_7x7 -> conv1/7x7_s2 (in-place)
INFO - Setting up conv1/relu_7x7
INFO - Top shape: 10 64 112 112 (8028160)
INFO - Memory required for data: 70246760
INFO - Creating layer pool1/3x3_s2
INFO - Creating Layer pool1/3x3_s2
INFO - pool1/3x3_s2 <- conv1/7x7_s2
INFO - pool1/3x3_s2 -> pool1/3x3_s2
INFO - Setting up pool1/3x3_s2
INFO - Top shape: 10 64 56 56 (2007040)
INFO - Memory required for data: 78274920
INFO - Creating layer pool1/norm1
INFO - Creating Layer pool1/norm1
INFO - pool1/norm1 <- pool1/3x3_s2
INFO - pool1/norm1 -> pool1/norm1
INFO - Setting up pool1/norm1
INFO - Top shape: 10 64 56 56 (2007040)
INFO - Memory required for data: 86303080
INFO - Creating layer conv2/3x3_reduce
INFO - Creating Layer conv2/3x3_reduce
INFO - conv2/3x3_reduce <- pool1/norm1
INFO - conv2/3x3_reduce -> conv2/3x3_reduce
INFO - Setting up conv2/3x3_reduce
INFO - Top shape: 10 64 56 56 (2007040)
INFO - Memory required for data: 94331240
INFO - Creating layer conv2/relu_3x3_reduce
INFO - Creating Layer conv2/relu_3x3_reduce
INFO - conv2/relu_3x3_reduce <- conv2/3x3_reduce
INFO - conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place)
INFO - Setting up conv2/relu_3x3_reduce
INFO - Top shape: 10 64 56 56 (2007040)
INFO - Memory required for data: 102359400
INFO - Creating layer conv2/3x3
INFO - Creating Layer conv2/3x3
INFO - conv2/3x3 <- conv2/3x3_reduce
INFO - conv2/3x3 -> conv2/3x3
INFO - Setting up conv2/3x3
INFO - Top shape: 10 192 56 56 (6021120)
INFO - Memory required for data: 126443880
INFO - Creating layer conv2/relu_3x3
INFO - Creating Layer conv2/relu_3x3
INFO - conv2/relu_3x3 <- conv2/3x3
INFO - conv2/relu_3x3 -> conv2/3x3 (in-place)
INFO - Setting up conv2/relu_3x3
INFO - Top shape: 10 192 56 56 (6021120)
INFO - Memory required for data: 150528360
INFO - Creating layer conv2/norm2
INFO - Creating Layer conv2/norm2
INFO - conv2/norm2 <- conv2/3x3
INFO - conv2/norm2 -> conv2/norm2
INFO - Setting up conv2/norm2
INFO - Top shape: 10 192 56 56 (6021120)
INFO - Memory required for data: 174612840
INFO - Creating layer pool2/3x3_s2
INFO - Creating Layer pool2/3x3_s2
INFO - pool2/3x3_s2 <- conv2/norm2
INFO - pool2/3x3_s2 -> pool2/3x3_s2
INFO - Setting up pool2/3x3_s2
INFO - Top shape: 10 192 28 28 (1505280)
INFO - Memory required for data: 180633960
INFO - Creating layer pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3
INFO - Setting up pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - Top shape: 10 192 28 28 (1505280)
INFO - Top shape: 10 192 28 28 (1505280)
INFO - Top shape: 10 192 28 28 (1505280)
INFO - Top shape: 10 192 28 28 (1505280)
INFO - Memory required for data: 204718440
INFO - Creating layer inception_3a/1x1
INFO - Creating Layer inception_3a/1x1
INFO - inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0
INFO - inception_3a/1x1 -> inception_3a/1x1
INFO - Setting up inception_3a/1x1
INFO - Top shape: 10 64 28 28 (501760)
INFO - Memory required for data: 206725480
INFO - Creating layer inception_3a/relu_1x1
INFO - Creating Layer inception_3a/relu_1x1
INFO - inception_3a/relu_1x1 <- inception_3a/1x1
INFO - inception_3a/relu_1x1 -> inception_3a/1x1 (in-place)
INFO - Setting up inception_3a/relu_1x1
INFO - Top shape: 10 64 28 28 (501760)
INFO - Memory required for data: 208732520
INFO - Creating layer inception_3a/3x3_reduce
INFO - Creating Layer inception_3a/3x3_reduce
INFO - inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1
INFO - inception_3a/3x3_reduce -> inception_3a/3x3_reduce
INFO - Setting up inception_3a/3x3_reduce
INFO - Top shape: 10 96 28 28 (752640)
INFO - Memory required for data: 211743080
INFO - Creating layer inception_3a/relu_3x3_reduce
INFO - Creating Layer inception_3a/relu_3x3_reduce
INFO - inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce
INFO - inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place)
INFO - Setting up inception_3a/relu_3x3_reduce
INFO - Top shape: 10 96 28 28 (752640)
INFO - Memory required for data: 214753640
INFO - Creating layer inception_3a/3x3
INFO - Creating Layer inception_3a/3x3
INFO - inception_3a/3x3 <- inception_3a/3x3_reduce
INFO - inception_3a/3x3 -> inception_3a/3x3
INFO - Setting up inception_3a/3x3
INFO - Top shape: 10 128 28 28 (1003520)
INFO - Memory required for data: 218767720
INFO - Creating layer inception_3a/relu_3x3
INFO - Creating Layer inception_3a/relu_3x3
INFO - inception_3a/relu_3x3 <- inception_3a/3x3
INFO - inception_3a/relu_3x3 -> inception_3a/3x3 (in-place)
INFO - Setting up inception_3a/relu_3x3
INFO - Top shape: 10 128 28 28 (1003520)
INFO - Memory required for data: 222781800
INFO - Creating layer inception_3a/5x5_reduce
INFO - Creating Layer inception_3a/5x5_reduce
INFO - inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2
INFO - inception_3a/5x5_reduce -> inception_3a/5x5_reduce
INFO - Setting up inception_3a/5x5_reduce
INFO - Top shape: 10 16 28 28 (125440)
INFO - Memory required for data: 223283560
INFO - Creating layer inception_3a/relu_5x5_reduce
INFO - Creating Layer inception_3a/relu_5x5_reduce
INFO - inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce
INFO - inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place)
INFO - Setting up inception_3a/relu_5x5_reduce
INFO - Top shape: 10 16 28 28 (125440)
INFO - Memory required for data: 223785320
INFO - Creating layer inception_3a/5x5
INFO - Creating Layer inception_3a/5x5
INFO - inception_3a/5x5 <- inception_3a/5x5_reduce
INFO - inception_3a/5x5 -> inception_3a/5x5
INFO - Setting up inception_3a/5x5
INFO - Top shape: 10 32 28 28 (250880)
INFO - Memory required for data: 224788840
INFO - Creating layer inception_3a/relu_5x5
INFO - Creating Layer inception_3a/relu_5x5
INFO - inception_3a/relu_5x5 <- inception_3a/5x5
INFO - inception_3a/relu_5x5 -> inception_3a/5x5 (in-place)
INFO - Setting up inception_3a/relu_5x5
INFO - Top shape: 10 32 28 28 (250880)
INFO - Memory required for data: 225792360
INFO - Creating layer inception_3a/pool
INFO - Creating Layer inception_3a/pool
INFO - inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3
INFO - inception_3a/pool -> inception_3a/pool
INFO - Setting up inception_3a/pool
INFO - Top shape: 10 192 28 28 (1505280)
INFO - Memory required for data: 231813480
INFO - Creating layer inception_3a/pool_proj
INFO - Creating Layer inception_3a/pool_proj
INFO - inception_3a/pool_proj <- inception_3a/pool
INFO - inception_3a/pool_proj -> inception_3a/pool_proj
INFO - Setting up inception_3a/pool_proj
INFO - Top shape: 10 32 28 28 (250880)
INFO - Memory required for data: 232817000
INFO - Creating layer inception_3a/relu_pool_proj
INFO - Creating Layer inception_3a/relu_pool_proj
INFO - inception_3a/relu_pool_proj <- inception_3a/pool_proj
INFO - inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place)
INFO - Setting up inception_3a/relu_pool_proj
INFO - Top shape: 10 32 28 28 (250880)
INFO - Memory required for data: 233820520
INFO - Creating layer inception_3a/output
INFO - Creating Layer inception_3a/output
INFO - inception_3a/output <- inception_3a/1x1
INFO - inception_3a/output <- inception_3a/3x3
INFO - inception_3a/output <- inception_3a/5x5
INFO - inception_3a/output <- inception_3a/pool_proj
INFO - inception_3a/output -> inception_3a/output
INFO - Setting up inception_3a/output
INFO - Top shape: 10 256 28 28 (2007040)
INFO - Memory required for data: 241848680
INFO - Creating layer inception_3a/output_inception_3a/output_0_split
INFO - Creating Layer inception_3a/output_inception_3a/output_0_split
INFO - inception_3a/output_inception_3a/output_0_split <- inception_3a/output
INFO - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0
INFO - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1
INFO - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2
INFO - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3
INFO - Setting up inception_3a/output_inception_3a/output_0_split
INFO - Top shape: 10 256 28 28 (2007040)
INFO - Top shape: 10 256 28 28 (2007040)
INFO - Top shape: 10 256 28 28 (2007040)
INFO - Top shape: 10 256 28 28 (2007040)
INFO - Memory required for data: 273961320
INFO - Creating layer inception_3b/1x1
INFO - Creating Layer inception_3b/1x1
INFO - inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0
INFO - inception_3b/1x1 -> inception_3b/1x1
INFO - Setting up inception_3b/1x1
INFO - Top shape: 10 128 28 28 (1003520)
INFO - Memory required for data: 277975400
INFO - Creating layer inception_3b/relu_1x1
INFO - Creating Layer inception_3b/relu_1x1
INFO - inception_3b/relu_1x1 <- inception_3b/1x1
INFO - inception_3b/relu_1x1 -> inception_3b/1x1 (in-place)
INFO - Setting up inception_3b/relu_1x1
INFO - Top shape: 10 128 28 28 (1003520)
INFO - Memory required for data: 281989480
INFO - Creating layer inception_3b/3x3_reduce
INFO - Creating Layer inception_3b/3x3_reduce
INFO - inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1
INFO - inception_3b/3x3_reduce -> inception_3b/3x3_reduce
INFO - Setting up inception_3b/3x3_reduce
INFO - Top shape: 10 128 28 28 (1003520)
INFO - Memory required for data: 286003560
INFO - Creating layer inception_3b/relu_3x3_reduce
INFO - Creating Layer inception_3b/relu_3x3_reduce
INFO - inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce
INFO - inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place)
INFO - Setting up inception_3b/relu_3x3_reduce
INFO - Top shape: 10 128 28 28 (1003520)
INFO - Memory required for data: 290017640
INFO - Creating layer inception_3b/3x3
INFO - Creating Layer inception_3b/3x3
INFO - inception_3b/3x3 <- inception_3b/3x3_reduce
INFO - inception_3b/3x3 -> inception_3b/3x3
INFO - Setting up inception_3b/3x3
INFO - Top shape: 10 192 28 28 (1505280)
INFO - Memory required for data: 296038760
INFO - Creating layer inception_3b/relu_3x3
INFO - Creating Layer inception_3b/relu_3x3
INFO - inception_3b/relu_3x3 <- inception_3b/3x3
INFO - inception_3b/relu_3x3 -> inception_3b/3x3 (in-place)
INFO - Setting up inception_3b/relu_3x3
INFO - Top shape: 10 192 28 28 (1505280)
INFO - Memory required for data: 302059880
INFO - Creating layer inception_3b/5x5_reduce
INFO - Creating Layer inception_3b/5x5_reduce
INFO - inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2
INFO - inception_3b/5x5_reduce -> inception_3b/5x5_reduce
INFO - Setting up inception_3b/5x5_reduce
INFO - Top shape: 10 32 28 28 (250880)
INFO - Memory required for data: 303063400
INFO - Creating layer inception_3b/relu_5x5_reduce
INFO - Creating Layer inception_3b/relu_5x5_reduce
INFO - inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce
INFO - inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place)
INFO - Setting up inception_3b/relu_5x5_reduce
INFO - Top shape: 10 32 28 28 (250880)
INFO - Memory required for data: 304066920
INFO - Creating layer inception_3b/5x5
INFO - Creating Layer inception_3b/5x5
INFO - inception_3b/5x5 <- inception_3b/5x5_reduce
INFO - inception_3b/5x5 -> inception_3b/5x5
INFO - Setting up inception_3b/5x5
INFO - Top shape: 10 96 28 28 (752640)
INFO - Memory required for data: 307077480
INFO - Creating layer inception_3b/relu_5x5
INFO - Creating Layer inception_3b/relu_5x5
INFO - inception_3b/relu_5x5 <- inception_3b/5x5
INFO - inception_3b/relu_5x5 -> inception_3b/5x5 (in-place)
INFO - Setting up inception_3b/relu_5x5
INFO - Top shape: 10 96 28 28 (752640)
INFO - Memory required for data: 310088040
INFO - Creating layer inception_3b/pool
INFO - Creating Layer inception_3b/pool
INFO - inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3
INFO - inception_3b/pool -> inception_3b/pool
INFO - Setting up inception_3b/pool
INFO - Top shape: 10 256 28 28 (2007040)
INFO - Memory required for data: 318116200
INFO - Creating layer inception_3b/pool_proj
INFO - Creating Layer inception_3b/pool_proj
INFO - inception_3b/pool_proj <- inception_3b/pool
INFO - inception_3b/pool_proj -> inception_3b/pool_proj
INFO - Setting up inception_3b/pool_proj
INFO - Top shape: 10 64 28 28 (501760)
INFO - Memory required for data: 320123240
INFO - Creating layer inception_3b/relu_pool_proj
INFO - Creating Layer inception_3b/relu_pool_proj
INFO - inception_3b/relu_pool_proj <- inception_3b/pool_proj
INFO - inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place)
INFO - Setting up inception_3b/relu_pool_proj
INFO - Top shape: 10 64 28 28 (501760)
INFO - Memory required for data: 322130280
INFO - Creating layer inception_3b/output
INFO - Creating Layer inception_3b/output
INFO - inception_3b/output <- inception_3b/1x1
INFO - inception_3b/output <- inception_3b/3x3
INFO - inception_3b/output <- inception_3b/5x5
INFO - inception_3b/output <- inception_3b/pool_proj
INFO - inception_3b/output -> inception_3b/output
INFO - Setting up inception_3b/output
INFO - Top shape: 10 480 28 28 (3763200)
INFO - Memory required for data: 337183080
INFO - Creating layer pool3/3x3_s2
INFO - Creating Layer pool3/3x3_s2
INFO - pool3/3x3_s2 <- inception_3b/output
INFO - pool3/3x3_s2 -> pool3/3x3_s2
INFO - Setting up pool3/3x3_s2
INFO - Top shape: 10 480 14 14 (940800)
INFO - Memory required for data: 340946280
INFO - Creating layer pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3
INFO - Setting up pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - Top shape: 10 480 14 14 (940800)
INFO - Top shape: 10 480 14 14 (940800)
INFO - Top shape: 10 480 14 14 (940800)
INFO - Top shape: 10 480 14 14 (940800)
INFO - Memory required for data: 355999080
INFO - Creating layer inception_4a/1x1
INFO - Creating Layer inception_4a/1x1
INFO - inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0
INFO - inception_4a/1x1 -> inception_4a/1x1
INFO - Setting up inception_4a/1x1
INFO - Top shape: 10 192 14 14 (376320)
INFO - Memory required for data: 357504360
INFO - Creating layer inception_4a/relu_1x1
INFO - Creating Layer inception_4a/relu_1x1
INFO - inception_4a/relu_1x1 <- inception_4a/1x1
INFO - inception_4a/relu_1x1 -> inception_4a/1x1 (in-place)
INFO - Setting up inception_4a/relu_1x1
INFO - Top shape: 10 192 14 14 (376320)
INFO - Memory required for data: 359009640
INFO - Creating layer inception_4a/3x3_reduce
INFO - Creating Layer inception_4a/3x3_reduce
INFO - inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1
INFO - inception_4a/3x3_reduce -> inception_4a/3x3_reduce
INFO - Setting up inception_4a/3x3_reduce
INFO - Top shape: 10 96 14 14 (188160)
INFO - Memory required for data: 359762280
INFO - Creating layer inception_4a/relu_3x3_reduce
INFO - Creating Layer inception_4a/relu_3x3_reduce
INFO - inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce
INFO - inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place)
INFO - Setting up inception_4a/relu_3x3_reduce
INFO - Top shape: 10 96 14 14 (188160)
INFO - Memory required for data: 360514920
INFO - Creating layer inception_4a/3x3
INFO - Creating Layer inception_4a/3x3
INFO - inception_4a/3x3 <- inception_4a/3x3_reduce
INFO - inception_4a/3x3 -> inception_4a/3x3
INFO - Setting up inception_4a/3x3
INFO - Top shape: 10 208 14 14 (407680)
INFO - Memory required for data: 362145640
INFO - Creating layer inception_4a/relu_3x3
INFO - Creating Layer inception_4a/relu_3x3
INFO - inception_4a/relu_3x3 <- inception_4a/3x3
INFO - inception_4a/relu_3x3 -> inception_4a/3x3 (in-place)
INFO - Setting up inception_4a/relu_3x3
INFO - Top shape: 10 208 14 14 (407680)
INFO - Memory required for data: 363776360
INFO - Creating layer inception_4a/5x5_reduce
INFO - Creating Layer inception_4a/5x5_reduce
INFO - inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2
INFO - inception_4a/5x5_reduce -> inception_4a/5x5_reduce
INFO - Setting up inception_4a/5x5_reduce
INFO - Top shape: 10 16 14 14 (31360)
INFO - Memory required for data: 363901800
INFO - Creating layer inception_4a/relu_5x5_reduce
INFO - Creating Layer inception_4a/relu_5x5_reduce
INFO - inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce
INFO - inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place)
INFO - Setting up inception_4a/relu_5x5_reduce
INFO - Top shape: 10 16 14 14 (31360)
INFO - Memory required for data: 364027240
INFO - Creating layer inception_4a/5x5
INFO - Creating Layer inception_4a/5x5
INFO - inception_4a/5x5 <- inception_4a/5x5_reduce
INFO - inception_4a/5x5 -> inception_4a/5x5
INFO - Setting up inception_4a/5x5
INFO - Top shape: 10 48 14 14 (94080)
INFO - Memory required for data: 364403560
INFO - Creating layer inception_4a/relu_5x5
INFO - Creating Layer inception_4a/relu_5x5
INFO - inception_4a/relu_5x5 <- inception_4a/5x5
INFO - inception_4a/relu_5x5 -> inception_4a/5x5 (in-place)
INFO - Setting up inception_4a/relu_5x5
INFO - Top shape: 10 48 14 14 (94080)
INFO - Memory required for data: 364779880
INFO - Creating layer inception_4a/pool
INFO - Creating Layer inception_4a/pool
INFO - inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3
INFO - inception_4a/pool -> inception_4a/pool
INFO - Setting up inception_4a/pool
INFO - Top shape: 10 480 14 14 (940800)
INFO - Memory required for data: 368543080
INFO - Creating layer inception_4a/pool_proj
INFO - Creating Layer inception_4a/pool_proj
INFO - inception_4a/pool_proj <- inception_4a/pool
INFO - inception_4a/pool_proj -> inception_4a/pool_proj
INFO - Setting up inception_4a/pool_proj
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 369044840
INFO - Creating layer inception_4a/relu_pool_proj
INFO - Creating Layer inception_4a/relu_pool_proj
INFO - inception_4a/relu_pool_proj <- inception_4a/pool_proj
INFO - inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place)
INFO - Setting up inception_4a/relu_pool_proj
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 369546600
INFO - Creating layer inception_4a/output
INFO - Creating Layer inception_4a/output
INFO - inception_4a/output <- inception_4a/1x1
INFO - inception_4a/output <- inception_4a/3x3
INFO - inception_4a/output <- inception_4a/5x5
INFO - inception_4a/output <- inception_4a/pool_proj
INFO - inception_4a/output -> inception_4a/output
INFO - Setting up inception_4a/output
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 373560680
INFO - Creating layer inception_4a/output_inception_4a/output_0_split
INFO - Creating Layer inception_4a/output_inception_4a/output_0_split
INFO - inception_4a/output_inception_4a/output_0_split <- inception_4a/output
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3
INFO - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_4
INFO - Setting up inception_4a/output_inception_4a/output_0_split
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 393631080
INFO - Creating layer loss1/ave_pool
INFO - Creating Layer loss1/ave_pool
INFO - loss1/ave_pool <- inception_4a/output_inception_4a/output_0_split_0
INFO - loss1/ave_pool -> loss1/ave_pool
INFO - Setting up loss1/ave_pool
INFO - Top shape: 10 512 4 4 (81920)
INFO - Memory required for data: 393958760
INFO - Creating layer loss1/conv
INFO - Creating Layer loss1/conv
INFO - loss1/conv <- loss1/ave_pool
INFO - loss1/conv -> loss1/conv
INFO - Setting up loss1/conv
INFO - Top shape: 10 128 4 4 (20480)
INFO - Memory required for data: 394040680
INFO - Creating layer loss1/relu_conv
INFO - Creating Layer loss1/relu_conv
INFO - loss1/relu_conv <- loss1/conv
INFO - loss1/relu_conv -> loss1/conv (in-place)
INFO - Setting up loss1/relu_conv
INFO - Top shape: 10 128 4 4 (20480)
INFO - Memory required for data: 394122600
INFO - Creating layer loss1/fc
INFO - Creating Layer loss1/fc
INFO - loss1/fc <- loss1/conv
INFO - loss1/fc -> loss1/fc
INFO - Setting up loss1/fc
INFO - Top shape: 10 1024 (10240)
INFO - Memory required for data: 394163560
INFO - Creating layer loss1/relu_fc
INFO - Creating Layer loss1/relu_fc
INFO - loss1/relu_fc <- loss1/fc
INFO - loss1/relu_fc -> loss1/fc (in-place)
INFO - Setting up loss1/relu_fc
INFO - Top shape: 10 1024 (10240)
INFO - Memory required for data: 394204520
INFO - Creating layer loss1/drop_fc
INFO - Creating Layer loss1/drop_fc
INFO - loss1/drop_fc <- loss1/fc
INFO - loss1/drop_fc -> loss1/fc (in-place)
INFO - Setting up loss1/drop_fc
INFO - Top shape: 10 1024 (10240)
INFO - Memory required for data: 394245480
INFO - Creating layer loss1/classifier
INFO - Creating Layer loss1/classifier
INFO - loss1/classifier <- loss1/fc
INFO - loss1/classifier -> loss1/classifier
INFO - Setting up loss1/classifier
INFO - Top shape: 10 1000 (10000)
INFO - Memory required for data: 394285480
INFO - Creating layer loss1/classifier_loss1/classifier_0_split
INFO - Creating Layer loss1/classifier_loss1/classifier_0_split
INFO - loss1/classifier_loss1/classifier_0_split <- loss1/classifier
INFO - loss1/classifier_loss1/classifier_0_split -> loss1/classifier_loss1/classifier_0_split_0
INFO - loss1/classifier_loss1/classifier_0_split -> loss1/classifier_loss1/classifier_0_split_1
INFO - loss1/classifier_loss1/classifier_0_split -> loss1/classifier_loss1/classifier_0_split_2
INFO - Setting up loss1/classifier_loss1/classifier_0_split
INFO - Top shape: 10 1000 (10000)
INFO - Top shape: 10 1000 (10000)
INFO - Top shape: 10 1000 (10000)
INFO - Memory required for data: 394405480
INFO - Creating layer loss1/loss
INFO - Creating Layer loss1/loss
INFO - loss1/loss <- loss1/classifier_loss1/classifier_0_split_0
INFO - loss1/loss <- label_googlenet_1_split_0
INFO - loss1/loss -> loss1/loss1
INFO - Creating layer loss1/loss
INFO - Setting up loss1/loss
INFO - Top shape: (1)
INFO - with loss weight 0.3
INFO - Memory required for data: 394405484
INFO - Creating layer loss1/top-1
INFO - Creating Layer loss1/top-1
INFO - loss1/top-1 <- loss1/classifier_loss1/classifier_0_split_1
INFO - loss1/top-1 <- label_googlenet_1_split_1
INFO - loss1/top-1 -> loss1/top-1
INFO - Setting up loss1/top-1
INFO - Top shape: (1)
INFO - Memory required for data: 394405488
INFO - Creating layer loss1/top-5
INFO - Creating Layer loss1/top-5
INFO - loss1/top-5 <- loss1/classifier_loss1/classifier_0_split_2
INFO - loss1/top-5 <- label_googlenet_1_split_2
INFO - loss1/top-5 -> loss1/top-5
INFO - Setting up loss1/top-5
INFO - Top shape: (1)
INFO - Memory required for data: 394405492
INFO - Creating layer inception_4b/1x1
INFO - Creating Layer inception_4b/1x1
INFO - inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_1
INFO - inception_4b/1x1 -> inception_4b/1x1
INFO - Setting up inception_4b/1x1
INFO - Top shape: 10 160 14 14 (313600)
INFO - Memory required for data: 395659892
INFO - Creating layer inception_4b/relu_1x1
INFO - Creating Layer inception_4b/relu_1x1
INFO - inception_4b/relu_1x1 <- inception_4b/1x1
INFO - inception_4b/relu_1x1 -> inception_4b/1x1 (in-place)
INFO - Setting up inception_4b/relu_1x1
INFO - Top shape: 10 160 14 14 (313600)
INFO - Memory required for data: 396914292
INFO - Creating layer inception_4b/3x3_reduce
INFO - Creating Layer inception_4b/3x3_reduce
INFO - inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_2
INFO - inception_4b/3x3_reduce -> inception_4b/3x3_reduce
INFO - Setting up inception_4b/3x3_reduce
INFO - Top shape: 10 112 14 14 (219520)
INFO - Memory required for data: 397792372
INFO - Creating layer inception_4b/relu_3x3_reduce
INFO - Creating Layer inception_4b/relu_3x3_reduce
INFO - inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce
INFO - inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place)
INFO - Setting up inception_4b/relu_3x3_reduce
INFO - Top shape: 10 112 14 14 (219520)
INFO - Memory required for data: 398670452
INFO - Creating layer inception_4b/3x3
INFO - Creating Layer inception_4b/3x3
INFO - inception_4b/3x3 <- inception_4b/3x3_reduce
INFO - inception_4b/3x3 -> inception_4b/3x3
INFO - Setting up inception_4b/3x3
INFO - Top shape: 10 224 14 14 (439040)
INFO - Memory required for data: 400426612
INFO - Creating layer inception_4b/relu_3x3
INFO - Creating Layer inception_4b/relu_3x3
INFO - inception_4b/relu_3x3 <- inception_4b/3x3
INFO - inception_4b/relu_3x3 -> inception_4b/3x3 (in-place)
INFO - Setting up inception_4b/relu_3x3
INFO - Top shape: 10 224 14 14 (439040)
INFO - Memory required for data: 402182772
INFO - Creating layer inception_4b/5x5_reduce
INFO - Creating Layer inception_4b/5x5_reduce
INFO - inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_3
INFO - inception_4b/5x5_reduce -> inception_4b/5x5_reduce
INFO - Setting up inception_4b/5x5_reduce
INFO - Top shape: 10 24 14 14 (47040)
INFO - Memory required for data: 402370932
INFO - Creating layer inception_4b/relu_5x5_reduce
INFO - Creating Layer inception_4b/relu_5x5_reduce
INFO - inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce
INFO - inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place)
INFO - Setting up inception_4b/relu_5x5_reduce
INFO - Top shape: 10 24 14 14 (47040)
INFO - Memory required for data: 402559092
INFO - Creating layer inception_4b/5x5
INFO - Creating Layer inception_4b/5x5
INFO - inception_4b/5x5 <- inception_4b/5x5_reduce
INFO - inception_4b/5x5 -> inception_4b/5x5
INFO - Setting up inception_4b/5x5
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 403060852
INFO - Creating layer inception_4b/relu_5x5
INFO - Creating Layer inception_4b/relu_5x5
INFO - inception_4b/relu_5x5 <- inception_4b/5x5
INFO - inception_4b/relu_5x5 -> inception_4b/5x5 (in-place)
INFO - Setting up inception_4b/relu_5x5
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 403562612
INFO - Creating layer inception_4b/pool
INFO - Creating Layer inception_4b/pool
INFO - inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_4
INFO - inception_4b/pool -> inception_4b/pool
INFO - Setting up inception_4b/pool
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 407576692
INFO - Creating layer inception_4b/pool_proj
INFO - Creating Layer inception_4b/pool_proj
INFO - inception_4b/pool_proj <- inception_4b/pool
INFO - inception_4b/pool_proj -> inception_4b/pool_proj
INFO - Setting up inception_4b/pool_proj
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 408078452
INFO - Creating layer inception_4b/relu_pool_proj
INFO - Creating Layer inception_4b/relu_pool_proj
INFO - inception_4b/relu_pool_proj <- inception_4b/pool_proj
INFO - inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place)
INFO - Setting up inception_4b/relu_pool_proj
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 408580212
INFO - Creating layer inception_4b/output
INFO - Creating Layer inception_4b/output
INFO - inception_4b/output <- inception_4b/1x1
INFO - inception_4b/output <- inception_4b/3x3
INFO - inception_4b/output <- inception_4b/5x5
INFO - inception_4b/output <- inception_4b/pool_proj
INFO - inception_4b/output -> inception_4b/output
INFO - Setting up inception_4b/output
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 412594292
INFO - Creating layer inception_4b/output_inception_4b/output_0_split
INFO - Creating Layer inception_4b/output_inception_4b/output_0_split
INFO - inception_4b/output_inception_4b/output_0_split <- inception_4b/output
INFO - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0
INFO - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1
INFO - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2
INFO - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3
INFO - Setting up inception_4b/output_inception_4b/output_0_split
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 428650612
INFO - Creating layer inception_4c/1x1
INFO - Creating Layer inception_4c/1x1
INFO - inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0
INFO - inception_4c/1x1 -> inception_4c/1x1
INFO - Setting up inception_4c/1x1
INFO - Top shape: 10 128 14 14 (250880)
INFO - Memory required for data: 429654132
INFO - Creating layer inception_4c/relu_1x1
INFO - Creating Layer inception_4c/relu_1x1
INFO - inception_4c/relu_1x1 <- inception_4c/1x1
INFO - inception_4c/relu_1x1 -> inception_4c/1x1 (in-place)
INFO - Setting up inception_4c/relu_1x1
INFO - Top shape: 10 128 14 14 (250880)
INFO - Memory required for data: 430657652
INFO - Creating layer inception_4c/3x3_reduce
INFO - Creating Layer inception_4c/3x3_reduce
INFO - inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1
INFO - inception_4c/3x3_reduce -> inception_4c/3x3_reduce
INFO - Setting up inception_4c/3x3_reduce
INFO - Top shape: 10 128 14 14 (250880)
INFO - Memory required for data: 431661172
INFO - Creating layer inception_4c/relu_3x3_reduce
INFO - Creating Layer inception_4c/relu_3x3_reduce
INFO - inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce
INFO - inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place)
INFO - Setting up inception_4c/relu_3x3_reduce
INFO - Top shape: 10 128 14 14 (250880)
INFO - Memory required for data: 432664692
INFO - Creating layer inception_4c/3x3
INFO - Creating Layer inception_4c/3x3
INFO - inception_4c/3x3 <- inception_4c/3x3_reduce
INFO - inception_4c/3x3 -> inception_4c/3x3
INFO - Setting up inception_4c/3x3
INFO - Top shape: 10 256 14 14 (501760)
INFO - Memory required for data: 434671732
INFO - Creating layer inception_4c/relu_3x3
INFO - Creating Layer inception_4c/relu_3x3
INFO - inception_4c/relu_3x3 <- inception_4c/3x3
INFO - inception_4c/relu_3x3 -> inception_4c/3x3 (in-place)
INFO - Setting up inception_4c/relu_3x3
INFO - Top shape: 10 256 14 14 (501760)
INFO - Memory required for data: 436678772
INFO - Creating layer inception_4c/5x5_reduce
INFO - Creating Layer inception_4c/5x5_reduce
INFO - inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2
INFO - inception_4c/5x5_reduce -> inception_4c/5x5_reduce
INFO - Setting up inception_4c/5x5_reduce
INFO - Top shape: 10 24 14 14 (47040)
INFO - Memory required for data: 436866932
INFO - Creating layer inception_4c/relu_5x5_reduce
INFO - Creating Layer inception_4c/relu_5x5_reduce
INFO - inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce
INFO - inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place)
INFO - Setting up inception_4c/relu_5x5_reduce
INFO - Top shape: 10 24 14 14 (47040)
INFO - Memory required for data: 437055092
INFO - Creating layer inception_4c/5x5
INFO - Creating Layer inception_4c/5x5
INFO - inception_4c/5x5 <- inception_4c/5x5_reduce
INFO - inception_4c/5x5 -> inception_4c/5x5
INFO - Setting up inception_4c/5x5
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 437556852
INFO - Creating layer inception_4c/relu_5x5
INFO - Creating Layer inception_4c/relu_5x5
INFO - inception_4c/relu_5x5 <- inception_4c/5x5
INFO - inception_4c/relu_5x5 -> inception_4c/5x5 (in-place)
INFO - Setting up inception_4c/relu_5x5
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 438058612
INFO - Creating layer inception_4c/pool
INFO - Creating Layer inception_4c/pool
INFO - inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3
INFO - inception_4c/pool -> inception_4c/pool
INFO - Setting up inception_4c/pool
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 442072692
INFO - Creating layer inception_4c/pool_proj
INFO - Creating Layer inception_4c/pool_proj
INFO - inception_4c/pool_proj <- inception_4c/pool
INFO - inception_4c/pool_proj -> inception_4c/pool_proj
INFO - Setting up inception_4c/pool_proj
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 442574452
INFO - Creating layer inception_4c/relu_pool_proj
INFO - Creating Layer inception_4c/relu_pool_proj
INFO - inception_4c/relu_pool_proj <- inception_4c/pool_proj
INFO - inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place)
INFO - Setting up inception_4c/relu_pool_proj
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 443076212
INFO - Creating layer inception_4c/output
INFO - Creating Layer inception_4c/output
INFO - inception_4c/output <- inception_4c/1x1
INFO - inception_4c/output <- inception_4c/3x3
INFO - inception_4c/output <- inception_4c/5x5
INFO - inception_4c/output <- inception_4c/pool_proj
INFO - inception_4c/output -> inception_4c/output
INFO - Setting up inception_4c/output
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 447090292
INFO - Creating layer inception_4c/output_inception_4c/output_0_split
INFO - Creating Layer inception_4c/output_inception_4c/output_0_split
INFO - inception_4c/output_inception_4c/output_0_split <- inception_4c/output
INFO - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0
INFO - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1
INFO - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2
INFO - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3
INFO - Setting up inception_4c/output_inception_4c/output_0_split
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 463146612
INFO - Creating layer inception_4d/1x1
INFO - Creating Layer inception_4d/1x1
INFO - inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0
INFO - inception_4d/1x1 -> inception_4d/1x1
INFO - Setting up inception_4d/1x1
INFO - Top shape: 10 112 14 14 (219520)
INFO - Memory required for data: 464024692
INFO - Creating layer inception_4d/relu_1x1
INFO - Creating Layer inception_4d/relu_1x1
INFO - inception_4d/relu_1x1 <- inception_4d/1x1
INFO - inception_4d/relu_1x1 -> inception_4d/1x1 (in-place)
INFO - Setting up inception_4d/relu_1x1
INFO - Top shape: 10 112 14 14 (219520)
INFO - Memory required for data: 464902772
INFO - Creating layer inception_4d/3x3_reduce
INFO - Creating Layer inception_4d/3x3_reduce
INFO - inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1
INFO - inception_4d/3x3_reduce -> inception_4d/3x3_reduce
INFO - Setting up inception_4d/3x3_reduce
INFO - Top shape: 10 144 14 14 (282240)
INFO - Memory required for data: 466031732
INFO - Creating layer inception_4d/relu_3x3_reduce
INFO - Creating Layer inception_4d/relu_3x3_reduce
INFO - inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce
INFO - inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place)
INFO - Setting up inception_4d/relu_3x3_reduce
INFO - Top shape: 10 144 14 14 (282240)
INFO - Memory required for data: 467160692
INFO - Creating layer inception_4d/3x3
INFO - Creating Layer inception_4d/3x3
INFO - inception_4d/3x3 <- inception_4d/3x3_reduce
INFO - inception_4d/3x3 -> inception_4d/3x3
INFO - Setting up inception_4d/3x3
INFO - Top shape: 10 288 14 14 (564480)
INFO - Memory required for data: 469418612
INFO - Creating layer inception_4d/relu_3x3
INFO - Creating Layer inception_4d/relu_3x3
INFO - inception_4d/relu_3x3 <- inception_4d/3x3
INFO - inception_4d/relu_3x3 -> inception_4d/3x3 (in-place)
INFO - Setting up inception_4d/relu_3x3
INFO - Top shape: 10 288 14 14 (564480)
INFO - Memory required for data: 471676532
INFO - Creating layer inception_4d/5x5_reduce
INFO - Creating Layer inception_4d/5x5_reduce
INFO - inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2
INFO - inception_4d/5x5_reduce -> inception_4d/5x5_reduce
INFO - Setting up inception_4d/5x5_reduce
INFO - Top shape: 10 32 14 14 (62720)
INFO - Memory required for data: 471927412
INFO - Creating layer inception_4d/relu_5x5_reduce
INFO - Creating Layer inception_4d/relu_5x5_reduce
INFO - inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce
INFO - inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place)
INFO - Setting up inception_4d/relu_5x5_reduce
INFO - Top shape: 10 32 14 14 (62720)
INFO - Memory required for data: 472178292
INFO - Creating layer inception_4d/5x5
INFO - Creating Layer inception_4d/5x5
INFO - inception_4d/5x5 <- inception_4d/5x5_reduce
INFO - inception_4d/5x5 -> inception_4d/5x5
INFO - Setting up inception_4d/5x5
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 472680052
INFO - Creating layer inception_4d/relu_5x5
INFO - Creating Layer inception_4d/relu_5x5
INFO - inception_4d/relu_5x5 <- inception_4d/5x5
INFO - inception_4d/relu_5x5 -> inception_4d/5x5 (in-place)
INFO - Setting up inception_4d/relu_5x5
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 473181812
INFO - Creating layer inception_4d/pool
INFO - Creating Layer inception_4d/pool
INFO - inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3
INFO - inception_4d/pool -> inception_4d/pool
INFO - Setting up inception_4d/pool
INFO - Top shape: 10 512 14 14 (1003520)
INFO - Memory required for data: 477195892
INFO - Creating layer inception_4d/pool_proj
INFO - Creating Layer inception_4d/pool_proj
INFO - inception_4d/pool_proj <- inception_4d/pool
INFO - inception_4d/pool_proj -> inception_4d/pool_proj
INFO - Setting up inception_4d/pool_proj
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 477697652
INFO - Creating layer inception_4d/relu_pool_proj
INFO - Creating Layer inception_4d/relu_pool_proj
INFO - inception_4d/relu_pool_proj <- inception_4d/pool_proj
INFO - inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place)
INFO - Setting up inception_4d/relu_pool_proj
INFO - Top shape: 10 64 14 14 (125440)
INFO - Memory required for data: 478199412
INFO - Creating layer inception_4d/output
INFO - Creating Layer inception_4d/output
INFO - inception_4d/output <- inception_4d/1x1
INFO - inception_4d/output <- inception_4d/3x3
INFO - inception_4d/output <- inception_4d/5x5
INFO - inception_4d/output <- inception_4d/pool_proj
INFO - inception_4d/output -> inception_4d/output
INFO - Setting up inception_4d/output
INFO - Top shape: 10 528 14 14 (1034880)
INFO - Memory required for data: 482338932
INFO - Creating layer inception_4d/output_inception_4d/output_0_split
INFO - Creating Layer inception_4d/output_inception_4d/output_0_split
INFO - inception_4d/output_inception_4d/output_0_split <- inception_4d/output
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3
INFO - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_4
INFO - Setting up inception_4d/output_inception_4d/output_0_split
INFO - Top shape: 10 528 14 14 (1034880)
INFO - Top shape: 10 528 14 14 (1034880)
INFO - Top shape: 10 528 14 14 (1034880)
INFO - Top shape: 10 528 14 14 (1034880)
INFO - Top shape: 10 528 14 14 (1034880)
INFO - Memory required for data: 503036532
INFO - Creating layer loss2/ave_pool
INFO - Creating Layer loss2/ave_pool
INFO - loss2/ave_pool <- inception_4d/output_inception_4d/output_0_split_0
INFO - loss2/ave_pool -> loss2/ave_pool
INFO - Setting up loss2/ave_pool
INFO - Top shape: 10 528 4 4 (84480)
INFO - Memory required for data: 503374452
INFO - Creating layer loss2/conv
INFO - Creating Layer loss2/conv
INFO - loss2/conv <- loss2/ave_pool
INFO - loss2/conv -> loss2/conv
INFO - Setting up loss2/conv
INFO - Top shape: 10 128 4 4 (20480)
INFO - Memory required for data: 503456372
INFO - Creating layer loss2/relu_conv
INFO - Creating Layer loss2/relu_conv
INFO - loss2/relu_conv <- loss2/conv
INFO - loss2/relu_conv -> loss2/conv (in-place)
INFO - Setting up loss2/relu_conv
INFO - Top shape: 10 128 4 4 (20480)
INFO - Memory required for data: 503538292
INFO - Creating layer loss2/fc
INFO - Creating Layer loss2/fc
INFO - loss2/fc <- loss2/conv
INFO - loss2/fc -> loss2/fc
INFO - Setting up loss2/fc
INFO - Top shape: 10 1024 (10240)
INFO - Memory required for data: 503579252
INFO - Creating layer loss2/relu_fc
INFO - Creating Layer loss2/relu_fc
INFO - loss2/relu_fc <- loss2/fc
INFO - loss2/relu_fc -> loss2/fc (in-place)
INFO - Setting up loss2/relu_fc
INFO - Top shape: 10 1024 (10240)
INFO - Memory required for data: 503620212
INFO - Creating layer loss2/drop_fc
INFO - Creating Layer loss2/drop_fc
INFO - loss2/drop_fc <- loss2/fc
INFO - loss2/drop_fc -> loss2/fc (in-place)
INFO - Setting up loss2/drop_fc
INFO - Top shape: 10 1024 (10240)
INFO - Memory required for data: 503661172
INFO - Creating layer loss2/classifier
INFO - Creating Layer loss2/classifier
INFO - loss2/classifier <- loss2/fc
INFO - loss2/classifier -> loss2/classifier
INFO - Setting up loss2/classifier
INFO - Top shape: 10 1000 (10000)
INFO - Memory required for data: 503701172
INFO - Creating layer loss2/classifier_loss2/classifier_0_split
INFO - Creating Layer loss2/classifier_loss2/classifier_0_split
INFO - loss2/classifier_loss2/classifier_0_split <- loss2/classifier
INFO - loss2/classifier_loss2/classifier_0_split -> loss2/classifier_loss2/classifier_0_split_0
INFO - loss2/classifier_loss2/classifier_0_split -> loss2/classifier_loss2/classifier_0_split_1
INFO - loss2/classifier_loss2/classifier_0_split -> loss2/classifier_loss2/classifier_0_split_2
INFO - Setting up loss2/classifier_loss2/classifier_0_split
INFO - Top shape: 10 1000 (10000)
INFO - Top shape: 10 1000 (10000)
INFO - Top shape: 10 1000 (10000)
INFO - Memory required for data: 503821172
INFO - Creating layer loss2/loss
INFO - Creating Layer loss2/loss
INFO - loss2/loss <- loss2/classifier_loss2/classifier_0_split_0
INFO - loss2/loss <- label_googlenet_1_split_3
INFO - loss2/loss -> loss2/loss1
INFO - Creating layer loss2/loss
INFO - Setting up loss2/loss
INFO - Top shape: (1)
INFO - with loss weight 0.3
INFO - Memory required for data: 503821176
INFO - Creating layer loss2/top-1
INFO - Creating Layer loss2/top-1
INFO - loss2/top-1 <- loss2/classifier_loss2/classifier_0_split_1
INFO - loss2/top-1 <- label_googlenet_1_split_4
INFO - loss2/top-1 -> loss2/top-1
INFO - Setting up loss2/top-1
INFO - Top shape: (1)
INFO - Memory required for data: 503821180
INFO - Creating layer loss2/top-5
INFO - Creating Layer loss2/top-5
INFO - loss2/top-5 <- loss2/classifier_loss2/classifier_0_split_2
INFO - loss2/top-5 <- label_googlenet_1_split_5
INFO - loss2/top-5 -> loss2/top-5
INFO - Setting up loss2/top-5
INFO - Top shape: (1)
INFO - Memory required for data: 503821184
INFO - Creating layer inception_4e/1x1
INFO - Creating Layer inception_4e/1x1
INFO - inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_1
INFO - inception_4e/1x1 -> inception_4e/1x1
INFO - Setting up inception_4e/1x1
INFO - Top shape: 10 256 14 14 (501760)
INFO - Memory required for data: 505828224
INFO - Creating layer inception_4e/relu_1x1
INFO - Creating Layer inception_4e/relu_1x1
INFO - inception_4e/relu_1x1 <- inception_4e/1x1
INFO - inception_4e/relu_1x1 -> inception_4e/1x1 (in-place)
INFO - Setting up inception_4e/relu_1x1
INFO - Top shape: 10 256 14 14 (501760)
INFO - Memory required for data: 507835264
INFO - Creating layer inception_4e/3x3_reduce
INFO - Creating Layer inception_4e/3x3_reduce
INFO - inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_2
INFO - inception_4e/3x3_reduce -> inception_4e/3x3_reduce
INFO - Setting up inception_4e/3x3_reduce
INFO - Top shape: 10 160 14 14 (313600)
INFO - Memory required for data: 509089664
INFO - Creating layer inception_4e/relu_3x3_reduce
INFO - Creating Layer inception_4e/relu_3x3_reduce
INFO - inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce
INFO - inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place)
INFO - Setting up inception_4e/relu_3x3_reduce
INFO - Top shape: 10 160 14 14 (313600)
INFO - Memory required for data: 510344064
INFO - Creating layer inception_4e/3x3
INFO - Creating Layer inception_4e/3x3
INFO - inception_4e/3x3 <- inception_4e/3x3_reduce
INFO - inception_4e/3x3 -> inception_4e/3x3
INFO - Setting up inception_4e/3x3
INFO - Top shape: 10 320 14 14 (627200)
INFO - Memory required for data: 512852864
INFO - Creating layer inception_4e/relu_3x3
INFO - Creating Layer inception_4e/relu_3x3
INFO - inception_4e/relu_3x3 <- inception_4e/3x3
INFO - inception_4e/relu_3x3 -> inception_4e/3x3 (in-place)
INFO - Setting up inception_4e/relu_3x3
INFO - Top shape: 10 320 14 14 (627200)
INFO - Memory required for data: 515361664
INFO - Creating layer inception_4e/5x5_reduce
INFO - Creating Layer inception_4e/5x5_reduce
INFO - inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_3
INFO - inception_4e/5x5_reduce -> inception_4e/5x5_reduce
INFO - Setting up inception_4e/5x5_reduce
INFO - Top shape: 10 32 14 14 (62720)
INFO - Memory required for data: 515612544
INFO - Creating layer inception_4e/relu_5x5_reduce
INFO - Creating Layer inception_4e/relu_5x5_reduce
INFO - inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce
INFO - inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place)
INFO - Setting up inception_4e/relu_5x5_reduce
INFO - Top shape: 10 32 14 14 (62720)
INFO - Memory required for data: 515863424
INFO - Creating layer inception_4e/5x5
INFO - Creating Layer inception_4e/5x5
INFO - inception_4e/5x5 <- inception_4e/5x5_reduce
INFO - inception_4e/5x5 -> inception_4e/5x5
INFO - Setting up inception_4e/5x5
INFO - Top shape: 10 128 14 14 (250880)
INFO - Memory required for data: 516866944
INFO - Creating layer inception_4e/relu_5x5
INFO - Creating Layer inception_4e/relu_5x5
INFO - inception_4e/relu_5x5 <- inception_4e/5x5
INFO - inception_4e/relu_5x5 -> inception_4e/5x5 (in-place)
INFO - Setting up inception_4e/relu_5x5
INFO - Top shape: 10 128 14 14 (250880)
INFO - Memory required for data: 517870464
INFO - Creating layer inception_4e/pool
INFO - Creating Layer inception_4e/pool
INFO - inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_4
INFO - inception_4e/pool -> inception_4e/pool
INFO - Setting up inception_4e/pool
INFO - Top shape: 10 528 14 14 (1034880)
INFO - Memory required for data: 522009984
INFO - Creating layer inception_4e/pool_proj
INFO - Creating Layer inception_4e/pool_proj
INFO - inception_4e/pool_proj <- inception_4e/pool
INFO - inception_4e/pool_proj -> inception_4e/pool_proj
INFO - Setting up inception_4e/pool_proj
INFO - Top shape: 10 128 14 14 (250880)
INFO - Memory required for data: 523013504
INFO - Creating layer inception_4e/relu_pool_proj
INFO - Creating Layer inception_4e/relu_pool_proj
INFO - inception_4e/relu_pool_proj <- inception_4e/pool_proj
INFO - inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place)
INFO - Setting up inception_4e/relu_pool_proj
INFO - Top shape: 10 128 14 14 (250880)
INFO - Memory required for data: 524017024
INFO - Creating layer inception_4e/output
INFO - Creating Layer inception_4e/output
INFO - inception_4e/output <- inception_4e/1x1
INFO - inception_4e/output <- inception_4e/3x3
INFO - inception_4e/output <- inception_4e/5x5
INFO - inception_4e/output <- inception_4e/pool_proj
INFO - inception_4e/output -> inception_4e/output
INFO - Setting up inception_4e/output
INFO - Top shape: 10 832 14 14 (1630720)
INFO - Memory required for data: 530539904
INFO - Creating layer pool4/3x3_s2
INFO - Creating Layer pool4/3x3_s2
INFO - pool4/3x3_s2 <- inception_4e/output
INFO - pool4/3x3_s2 -> pool4/3x3_s2
INFO - Setting up pool4/3x3_s2
INFO - Top shape: 10 832 7 7 (407680)
INFO - Memory required for data: 532170624
INFO - Creating layer pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - Creating Layer pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split <- pool4/3x3_s2
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_0
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_1
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_2
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_3
INFO - Setting up pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - Top shape: 10 832 7 7 (407680)
INFO - Top shape: 10 832 7 7 (407680)
INFO - Top shape: 10 832 7 7 (407680)
INFO - Top shape: 10 832 7 7 (407680)
INFO - Memory required for data: 538693504
INFO - Creating layer inception_5a/1x1
INFO - Creating Layer inception_5a/1x1
INFO - inception_5a/1x1 <- pool4/3x3_s2_pool4/3x3_s2_0_split_0
INFO - inception_5a/1x1 -> inception_5a/1x1
INFO - Setting up inception_5a/1x1
INFO - Top shape: 10 256 7 7 (125440)
INFO - Memory required for data: 539195264
INFO - Creating layer inception_5a/relu_1x1
INFO - Creating Layer inception_5a/relu_1x1
INFO - inception_5a/relu_1x1 <- inception_5a/1x1
INFO - inception_5a/relu_1x1 -> inception_5a/1x1 (in-place)
INFO - Setting up inception_5a/relu_1x1
INFO - Top shape: 10 256 7 7 (125440)
INFO - Memory required for data: 539697024
INFO - Creating layer inception_5a/3x3_reduce
INFO - Creating Layer inception_5a/3x3_reduce
INFO - inception_5a/3x3_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_1
INFO - inception_5a/3x3_reduce -> inception_5a/3x3_reduce
INFO - Setting up inception_5a/3x3_reduce
INFO - Top shape: 10 160 7 7 (78400)
INFO - Memory required for data: 540010624
INFO - Creating layer inception_5a/relu_3x3_reduce
INFO - Creating Layer inception_5a/relu_3x3_reduce
INFO - inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce
INFO - inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place)
INFO - Setting up inception_5a/relu_3x3_reduce
INFO - Top shape: 10 160 7 7 (78400)
INFO - Memory required for data: 540324224
INFO - Creating layer inception_5a/3x3
INFO - Creating Layer inception_5a/3x3
INFO - inception_5a/3x3 <- inception_5a/3x3_reduce
INFO - inception_5a/3x3 -> inception_5a/3x3
INFO - Setting up inception_5a/3x3
INFO - Top shape: 10 320 7 7 (156800)
INFO - Memory required for data: 540951424
INFO - Creating layer inception_5a/relu_3x3
INFO - Creating Layer inception_5a/relu_3x3
INFO - inception_5a/relu_3x3 <- inception_5a/3x3
INFO - inception_5a/relu_3x3 -> inception_5a/3x3 (in-place)
INFO - Setting up inception_5a/relu_3x3
INFO - Top shape: 10 320 7 7 (156800)
INFO - Memory required for data: 541578624
INFO - Creating layer inception_5a/5x5_reduce
INFO - Creating Layer inception_5a/5x5_reduce
INFO - inception_5a/5x5_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_2
INFO - inception_5a/5x5_reduce -> inception_5a/5x5_reduce
INFO - Setting up inception_5a/5x5_reduce
INFO - Top shape: 10 32 7 7 (15680)
INFO - Memory required for data: 541641344
INFO - Creating layer inception_5a/relu_5x5_reduce
INFO - Creating Layer inception_5a/relu_5x5_reduce
INFO - inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce
INFO - inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place)
INFO - Setting up inception_5a/relu_5x5_reduce
INFO - Top shape: 10 32 7 7 (15680)
INFO - Memory required for data: 541704064
INFO - Creating layer inception_5a/5x5
INFO - Creating Layer inception_5a/5x5
INFO - inception_5a/5x5 <- inception_5a/5x5_reduce
INFO - inception_5a/5x5 -> inception_5a/5x5
INFO - Setting up inception_5a/5x5
INFO - Top shape: 10 128 7 7 (62720)
INFO - Memory required for data: 541954944
INFO - Creating layer inception_5a/relu_5x5
INFO - Creating Layer inception_5a/relu_5x5
INFO - inception_5a/relu_5x5 <- inception_5a/5x5
INFO - inception_5a/relu_5x5 -> inception_5a/5x5 (in-place)
INFO - Setting up inception_5a/relu_5x5
INFO - Top shape: 10 128 7 7 (62720)
INFO - Memory required for data: 542205824
INFO - Creating layer inception_5a/pool
INFO - Creating Layer inception_5a/pool
INFO - inception_5a/pool <- pool4/3x3_s2_pool4/3x3_s2_0_split_3
INFO - inception_5a/pool -> inception_5a/pool
INFO - Setting up inception_5a/pool
INFO - Top shape: 10 832 7 7 (407680)
INFO - Memory required for data: 543836544
INFO - Creating layer inception_5a/pool_proj
INFO - Creating Layer inception_5a/pool_proj
INFO - inception_5a/pool_proj <- inception_5a/pool
INFO - inception_5a/pool_proj -> inception_5a/pool_proj
INFO - Setting up inception_5a/pool_proj
INFO - Top shape: 10 128 7 7 (62720)
INFO - Memory required for data: 544087424
INFO - Creating layer inception_5a/relu_pool_proj
INFO - Creating Layer inception_5a/relu_pool_proj
INFO - inception_5a/relu_pool_proj <- inception_5a/pool_proj
INFO - inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place)
INFO - Setting up inception_5a/relu_pool_proj
INFO - Top shape: 10 128 7 7 (62720)
INFO - Memory required for data: 544338304
INFO - Creating layer inception_5a/output
INFO - Creating Layer inception_5a/output
INFO - inception_5a/output <- inception_5a/1x1
INFO - inception_5a/output <- inception_5a/3x3
INFO - inception_5a/output <- inception_5a/5x5
INFO - inception_5a/output <- inception_5a/pool_proj
INFO - inception_5a/output -> inception_5a/output
INFO - Setting up inception_5a/output
INFO - Top shape: 10 832 7 7 (407680)
INFO - Memory required for data: 545969024
INFO - Creating layer inception_5a/output_inception_5a/output_0_split
INFO - Creating Layer inception_5a/output_inception_5a/output_0_split
INFO - inception_5a/output_inception_5a/output_0_split <- inception_5a/output
INFO - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0
INFO - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1
INFO - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2
INFO - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3
INFO - Setting up inception_5a/output_inception_5a/output_0_split
INFO - Top shape: 10 832 7 7 (407680)
INFO - Top shape: 10 832 7 7 (407680)
INFO - Top shape: 10 832 7 7 (407680)
INFO - Top shape: 10 832 7 7 (407680)
INFO - Memory required for data: 552491904
INFO - Creating layer inception_5b/1x1
INFO - Creating Layer inception_5b/1x1
INFO - inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0
INFO - inception_5b/1x1 -> inception_5b/1x1
INFO - Setting up inception_5b/1x1
INFO - Top shape: 10 384 7 7 (188160)
INFO - Memory required for data: 553244544
INFO - Creating layer inception_5b/relu_1x1
INFO - Creating Layer inception_5b/relu_1x1
INFO - inception_5b/relu_1x1 <- inception_5b/1x1
INFO - inception_5b/relu_1x1 -> inception_5b/1x1 (in-place)
INFO - Setting up inception_5b/relu_1x1
INFO - Top shape: 10 384 7 7 (188160)
INFO - Memory required for data: 553997184
INFO - Creating layer inception_5b/3x3_reduce
INFO - Creating Layer inception_5b/3x3_reduce
INFO - inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1
INFO - inception_5b/3x3_reduce -> inception_5b/3x3_reduce
INFO - Setting up inception_5b/3x3_reduce
INFO - Top shape: 10 192 7 7 (94080)
INFO - Memory required for data: 554373504
INFO - Creating layer inception_5b/relu_3x3_reduce
INFO - Creating Layer inception_5b/relu_3x3_reduce
INFO - inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce
INFO - inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place)
INFO - Setting up inception_5b/relu_3x3_reduce
INFO - Top shape: 10 192 7 7 (94080)
INFO - Memory required for data: 554749824
INFO - Creating layer inception_5b/3x3
INFO - Creating Layer inception_5b/3x3
INFO - inception_5b/3x3 <- inception_5b/3x3_reduce
INFO - inception_5b/3x3 -> inception_5b/3x3
INFO - Setting up inception_5b/3x3
INFO - Top shape: 10 384 7 7 (188160)
INFO - Memory required for data: 555502464
INFO - Creating layer inception_5b/relu_3x3
INFO - Creating Layer inception_5b/relu_3x3
INFO - inception_5b/relu_3x3 <- inception_5b/3x3
INFO - inception_5b/relu_3x3 -> inception_5b/3x3 (in-place)
INFO - Setting up inception_5b/relu_3x3
INFO - Top shape: 10 384 7 7 (188160)
INFO - Memory required for data: 556255104
INFO - Creating layer inception_5b/5x5_reduce
INFO - Creating Layer inception_5b/5x5_reduce
INFO - inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2
INFO - inception_5b/5x5_reduce -> inception_5b/5x5_reduce
INFO - Setting up inception_5b/5x5_reduce
INFO - Top shape: 10 48 7 7 (23520)
INFO - Memory required for data: 556349184
INFO - Creating layer inception_5b/relu_5x5_reduce
INFO - Creating Layer inception_5b/relu_5x5_reduce
INFO - inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce
INFO - inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place)
INFO - Setting up inception_5b/relu_5x5_reduce
INFO - Top shape: 10 48 7 7 (23520)
INFO - Memory required for data: 556443264
INFO - Creating layer inception_5b/5x5
INFO - Creating Layer inception_5b/5x5
INFO - inception_5b/5x5 <- inception_5b/5x5_reduce
INFO - inception_5b/5x5 -> inception_5b/5x5
INFO - Setting up inception_5b/5x5
INFO - Top shape: 10 128 7 7 (62720)
INFO - Memory required for data: 556694144
INFO - Creating layer inception_5b/relu_5x5
INFO - Creating Layer inception_5b/relu_5x5
INFO - inception_5b/relu_5x5 <- inception_5b/5x5
INFO - inception_5b/relu_5x5 -> inception_5b/5x5 (in-place)
INFO - Setting up inception_5b/relu_5x5
INFO - Top shape: 10 128 7 7 (62720)
INFO - Memory required for data: 556945024
INFO - Creating layer inception_5b/pool
INFO - Creating Layer inception_5b/pool
INFO - inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3
INFO - inception_5b/pool -> inception_5b/pool
INFO - Setting up inception_5b/pool
INFO - Top shape: 10 832 7 7 (407680)
INFO - Memory required for data: 558575744
INFO - Creating layer inception_5b/pool_proj
INFO - Creating Layer inception_5b/pool_proj
INFO - inception_5b/pool_proj <- inception_5b/pool
INFO - inception_5b/pool_proj -> inception_5b/pool_proj
INFO - Setting up inception_5b/pool_proj
INFO - Top shape: 10 128 7 7 (62720)
INFO - Memory required for data: 558826624
INFO - Creating layer inception_5b/relu_pool_proj
INFO - Creating Layer inception_5b/relu_pool_proj
INFO - inception_5b/relu_pool_proj <- inception_5b/pool_proj
INFO - inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place)
INFO - Setting up inception_5b/relu_pool_proj
INFO - Top shape: 10 128 7 7 (62720)
INFO - Memory required for data: 559077504
INFO - Creating layer inception_5b/output
INFO - Creating Layer inception_5b/output
INFO - inception_5b/output <- inception_5b/1x1
INFO - inception_5b/output <- inception_5b/3x3
INFO - inception_5b/output <- inception_5b/5x5
INFO - inception_5b/output <- inception_5b/pool_proj
INFO - inception_5b/output -> inception_5b/output
INFO - Setting up inception_5b/output
INFO - Top shape: 10 1024 7 7 (501760)
INFO - Memory required for data: 561084544
INFO - Creating layer pool5/7x7_s1
INFO - Creating Layer pool5/7x7_s1
INFO - pool5/7x7_s1 <- inception_5b/output
INFO - pool5/7x7_s1 -> pool5/7x7_s1
INFO - Setting up pool5/7x7_s1
INFO - Top shape: 10 1024 1 1 (10240)
INFO - Memory required for data: 561125504
INFO - Creating layer pool5/drop_7x7_s1
INFO - Creating Layer pool5/drop_7x7_s1
INFO - pool5/drop_7x7_s1 <- pool5/7x7_s1
INFO - pool5/drop_7x7_s1 -> pool5/7x7_s1 (in-place)
INFO - Setting up pool5/drop_7x7_s1
INFO - Top shape: 10 1024 1 1 (10240)
INFO - Memory required for data: 561166464
INFO - Creating layer loss3/classifier
INFO - Creating Layer loss3/classifier
INFO - loss3/classifier <- pool5/7x7_s1
INFO - loss3/classifier -> loss3/classifier
INFO - Setting up loss3/classifier
INFO - Top shape: 10 11 (110)
INFO - Memory required for data: 561166904
INFO - Creating layer loss3/classifier_loss3/classifier_0_split
INFO - Creating Layer loss3/classifier_loss3/classifier_0_split
INFO - loss3/classifier_loss3/classifier_0_split <- loss3/classifier
INFO - loss3/classifier_loss3/classifier_0_split -> loss3/classifier_loss3/classifier_0_split_0
INFO - loss3/classifier_loss3/classifier_0_split -> loss3/classifier_loss3/classifier_0_split_1
INFO - loss3/classifier_loss3/classifier_0_split -> loss3/classifier_loss3/classifier_0_split_2
INFO - Setting up loss3/classifier_loss3/classifier_0_split
INFO - Top shape: 10 11 (110)
INFO - Top shape: 10 11 (110)
INFO - Top shape: 10 11 (110)
INFO - Memory required for data: 561168224
INFO - Creating layer loss3/loss3
INFO - Creating Layer loss3/loss3
INFO - loss3/loss3 <- loss3/classifier_loss3/classifier_0_split_0
INFO - loss3/loss3 <- label_googlenet_1_split_6
INFO - loss3/loss3 -> loss3/loss3
INFO - Creating layer loss3/loss3
INFO - Setting up loss3/loss3
INFO - Top shape: (1)
INFO - with loss weight 1
INFO - Memory required for data: 561168228
INFO - Creating layer loss3/top-1
INFO - Creating Layer loss3/top-1
INFO - loss3/top-1 <- loss3/classifier_loss3/classifier_0_split_1
INFO - loss3/top-1 <- label_googlenet_1_split_7
INFO - loss3/top-1 -> loss3/top-1
INFO - Setting up loss3/top-1
INFO - Top shape: (1)
INFO - Memory required for data: 561168232
INFO - Creating layer probt
INFO - Creating Layer probt
INFO - probt <- loss3/classifier_loss3/classifier_0_split_2
INFO - probt -> probt
INFO - Setting up probt
INFO - Top shape: 10 11 (110)
INFO - Memory required for data: 561168672
INFO - probt does not need backward computation.
INFO - loss3/top-1 does not need backward computation.
INFO - loss3/loss3 needs backward computation.
INFO - loss3/classifier_loss3/classifier_0_split needs backward computation.
INFO - loss3/classifier needs backward computation.
INFO - pool5/drop_7x7_s1 needs backward computation.
INFO - pool5/7x7_s1 needs backward computation.
INFO - inception_5b/output needs backward computation.
INFO - inception_5b/relu_pool_proj needs backward computation.
INFO - inception_5b/pool_proj needs backward computation.
INFO - inception_5b/pool needs backward computation.
INFO - inception_5b/relu_5x5 needs backward computation.
INFO - inception_5b/5x5 needs backward computation.
INFO - inception_5b/relu_5x5_reduce needs backward computation.
INFO - inception_5b/5x5_reduce needs backward computation.
INFO - inception_5b/relu_3x3 needs backward computation.
INFO - inception_5b/3x3 needs backward computation.
INFO - inception_5b/relu_3x3_reduce needs backward computation.
INFO - inception_5b/3x3_reduce needs backward computation.
INFO - inception_5b/relu_1x1 needs backward computation.
INFO - inception_5b/1x1 needs backward computation.
INFO - inception_5a/output_inception_5a/output_0_split needs backward computation.
INFO - inception_5a/output needs backward computation.
INFO - inception_5a/relu_pool_proj needs backward computation.
INFO - inception_5a/pool_proj needs backward computation.
INFO - inception_5a/pool needs backward computation.
INFO - inception_5a/relu_5x5 needs backward computation.
INFO - inception_5a/5x5 needs backward computation.
INFO - inception_5a/relu_5x5_reduce needs backward computation.
INFO - inception_5a/5x5_reduce needs backward computation.
INFO - inception_5a/relu_3x3 needs backward computation.
INFO - inception_5a/3x3 needs backward computation.
INFO - inception_5a/relu_3x3_reduce needs backward computation.
INFO - inception_5a/3x3_reduce needs backward computation.
INFO - inception_5a/relu_1x1 needs backward computation.
INFO - inception_5a/1x1 needs backward computation.
INFO - pool4/3x3_s2_pool4/3x3_s2_0_split needs backward computation.
INFO - pool4/3x3_s2 needs backward computation.
INFO - inception_4e/output needs backward computation.
INFO - inception_4e/relu_pool_proj needs backward computation.
INFO - inception_4e/pool_proj needs backward computation.
INFO - inception_4e/pool needs backward computation.
INFO - inception_4e/relu_5x5 needs backward computation.
INFO - inception_4e/5x5 needs backward computation.
INFO - inception_4e/relu_5x5_reduce needs backward computation.
INFO - inception_4e/5x5_reduce needs backward computation.
INFO - inception_4e/relu_3x3 needs backward computation.
INFO - inception_4e/3x3 needs backward computation.
INFO - inception_4e/relu_3x3_reduce needs backward computation.
INFO - inception_4e/3x3_reduce needs backward computation.
INFO - inception_4e/relu_1x1 needs backward computation.
INFO - inception_4e/1x1 needs backward computation.
INFO - loss2/top-5 does not need backward computation.
INFO - loss2/top-1 does not need backward computation.
INFO - loss2/loss needs backward computation.
INFO - loss2/classifier_loss2/classifier_0_split needs backward computation.
INFO - loss2/classifier needs backward computation.
INFO - loss2/drop_fc needs backward computation.
INFO - loss2/relu_fc needs backward computation.
INFO - loss2/fc needs backward computation.
INFO - loss2/relu_conv needs backward computation.
INFO - loss2/conv needs backward computation.
INFO - loss2/ave_pool needs backward computation.
INFO - inception_4d/output_inception_4d/output_0_split needs backward computation.
INFO - inception_4d/output needs backward computation.
INFO - inception_4d/relu_pool_proj needs backward computation.
INFO - inception_4d/pool_proj needs backward computation.
INFO - inception_4d/pool needs backward computation.
INFO - inception_4d/relu_5x5 needs backward computation.
INFO - inception_4d/5x5 needs backward computation.
INFO - inception_4d/relu_5x5_reduce needs backward computation.
INFO - inception_4d/5x5_reduce needs backward computation.
INFO - inception_4d/relu_3x3 needs backward computation.
INFO - inception_4d/3x3 needs backward computation.
INFO - inception_4d/relu_3x3_reduce needs backward computation.
INFO - inception_4d/3x3_reduce needs backward computation.
INFO - inception_4d/relu_1x1 needs backward computation.
INFO - inception_4d/1x1 needs backward computation.
INFO - inception_4c/output_inception_4c/output_0_split needs backward computation.
INFO - inception_4c/output needs backward computation.
INFO - inception_4c/relu_pool_proj needs backward computation.
INFO - inception_4c/pool_proj needs backward computation.
INFO - inception_4c/pool needs backward computation.
INFO - inception_4c/relu_5x5 needs backward computation.
INFO - inception_4c/5x5 needs backward computation.
INFO - inception_4c/relu_5x5_reduce needs backward computation.
INFO - inception_4c/5x5_reduce needs backward computation.
INFO - inception_4c/relu_3x3 needs backward computation.
INFO - inception_4c/3x3 needs backward computation.
INFO - inception_4c/relu_3x3_reduce needs backward computation.
INFO - inception_4c/3x3_reduce needs backward computation.
INFO - inception_4c/relu_1x1 needs backward computation.
INFO - inception_4c/1x1 needs backward computation.
INFO - inception_4b/output_inception_4b/output_0_split needs backward computation.
INFO - inception_4b/output needs backward computation.
INFO - inception_4b/relu_pool_proj needs backward computation.
INFO - inception_4b/pool_proj needs backward computation.
INFO - inception_4b/pool needs backward computation.
INFO - inception_4b/relu_5x5 needs backward computation.
INFO - inception_4b/5x5 needs backward computation.
INFO - inception_4b/relu_5x5_reduce needs backward computation.
INFO - inception_4b/5x5_reduce needs backward computation.
INFO - inception_4b/relu_3x3 needs backward computation.
INFO - inception_4b/3x3 needs backward computation.
INFO - inception_4b/relu_3x3_reduce needs backward computation.
INFO - inception_4b/3x3_reduce needs backward computation.
INFO - inception_4b/relu_1x1 needs backward computation.
INFO - inception_4b/1x1 needs backward computation.
INFO - loss1/top-5 does not need backward computation.
INFO - loss1/top-1 does not need backward computation.
INFO - loss1/loss needs backward computation.
INFO - loss1/classifier_loss1/classifier_0_split needs backward computation.
INFO - loss1/classifier needs backward computation.
INFO - loss1/drop_fc needs backward computation.
INFO - loss1/relu_fc needs backward computation.
INFO - loss1/fc needs backward computation.
INFO - loss1/relu_conv needs backward computation.
INFO - loss1/conv needs backward computation.
INFO - loss1/ave_pool needs backward computation.
INFO - inception_4a/output_inception_4a/output_0_split needs backward computation.
INFO - inception_4a/output needs backward computation.
INFO - inception_4a/relu_pool_proj needs backward computation.
INFO - inception_4a/pool_proj needs backward computation.
INFO - inception_4a/pool needs backward computation.
INFO - inception_4a/relu_5x5 needs backward computation.
INFO - inception_4a/5x5 needs backward computation.
INFO - inception_4a/relu_5x5_reduce needs backward computation.
INFO - inception_4a/5x5_reduce needs backward computation.
INFO - inception_4a/relu_3x3 needs backward computation.
INFO - inception_4a/3x3 needs backward computation.
INFO - inception_4a/relu_3x3_reduce needs backward computation.
INFO - inception_4a/3x3_reduce needs backward computation.
INFO - inception_4a/relu_1x1 needs backward computation.
INFO - inception_4a/1x1 needs backward computation.
INFO - pool3/3x3_s2_pool3/3x3_s2_0_split needs backward computation.
INFO - pool3/3x3_s2 needs backward computation.
INFO - inception_3b/output needs backward computation.
INFO - inception_3b/relu_pool_proj needs backward computation.
INFO - inception_3b/pool_proj needs backward computation.
INFO - inception_3b/pool needs backward computation.
INFO - inception_3b/relu_5x5 needs backward computation.
INFO - inception_3b/5x5 needs backward computation.
INFO - inception_3b/relu_5x5_reduce needs backward computation.
INFO - inception_3b/5x5_reduce needs backward computation.
INFO - inception_3b/relu_3x3 needs backward computation.
INFO - inception_3b/3x3 needs backward computation.
INFO - inception_3b/relu_3x3_reduce needs backward computation.
INFO - inception_3b/3x3_reduce needs backward computation.
INFO - inception_3b/relu_1x1 needs backward computation.
INFO - inception_3b/1x1 needs backward computation.
INFO - inception_3a/output_inception_3a/output_0_split needs backward computation.
INFO - inception_3a/output needs backward computation.
INFO - inception_3a/relu_pool_proj needs backward computation.
INFO - inception_3a/pool_proj needs backward computation.
INFO - inception_3a/pool needs backward computation.
INFO - inception_3a/relu_5x5 needs backward computation.
INFO - inception_3a/5x5 needs backward computation.
INFO - inception_3a/relu_5x5_reduce needs backward computation.
INFO - inception_3a/5x5_reduce needs backward computation.
INFO - inception_3a/relu_3x3 needs backward computation.
INFO - inception_3a/3x3 needs backward computation.
INFO - inception_3a/relu_3x3_reduce needs backward computation.
INFO - inception_3a/3x3_reduce needs backward computation.
INFO - inception_3a/relu_1x1 needs backward computation.
INFO - inception_3a/1x1 needs backward computation.
INFO - pool2/3x3_s2_pool2/3x3_s2_0_split needs backward computation.
INFO - pool2/3x3_s2 needs backward computation.
INFO - conv2/norm2 needs backward computation.
INFO - conv2/relu_3x3 needs backward computation.
INFO - conv2/3x3 needs backward computation.
INFO - conv2/relu_3x3_reduce needs backward computation.
INFO - conv2/3x3_reduce needs backward computation.
INFO - pool1/norm1 needs backward computation.
INFO - pool1/3x3_s2 needs backward computation.
INFO - conv1/relu_7x7 needs backward computation.
INFO - conv1/7x7_s2 needs backward computation.
INFO - label_googlenet_1_split does not need backward computation.
INFO - googlenet does not need backward computation.
INFO - This network produces output loss1/loss1
INFO - This network produces output loss1/top-1
INFO - This network produces output loss1/top-5
INFO - This network produces output loss2/loss1
INFO - This network produces output loss2/top-1
INFO - This network produces output loss2/top-5
INFO - This network produces output loss3/loss3
INFO - This network produces output loss3/top-1
INFO - This network produces output probt
INFO - Network initialization done.
INFO - Solver scaffolding done.
ERROR - service myimages training status call failed
ERROR - {"code":400,"msg":"BadRequest","dd_code":1006,"dd_msg":"Service Bad Request Error"}
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