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System Information
Base Board Information
Manufacturer: ASUSTeK COMPUTER INC.
Product Name: PRIME X299-DELUXE
Version: Rev 1.xx
Processor Information
Socket Designation: CPU0
Type: Central Processor
Family: Xeon
Manufacturer: Intel(R) Corporation
ID: 54 06 05 00 FF FB EB BF
Signature: Type 0, Family 6, Model 85, Stepping 4
Flags:
FPU (Floating-point unit on-chip)
VME (Virtual mode extension)
DE (Debugging extension)
PSE (Page size extension)
TSC (Time stamp counter)
MSR (Model specific registers)
PAE (Physical address extension)
MCE (Machine check exception)
CX8 (CMPXCHG8 instruction supported)
APIC (On-chip APIC hardware supported)
SEP (Fast system call)
MTRR (Memory type range registers)
PGE (Page global enable)
MCA (Machine check architecture)
CMOV (Conditional move instruction supported)
PAT (Page attribute table)
PSE-36 (36-bit page size extension)
CLFSH (CLFLUSH instruction supported)
DS (Debug store)
ACPI (ACPI supported)
MMX (MMX technology supported)
FXSR (FXSAVE and FXSTOR instructions supported)
SSE (Streaming SIMD extensions)
SSE2 (Streaming SIMD extensions 2)
SS (Self-snoop)
HTT (Multi-threading)
TM (Thermal monitor supported)
PBE (Pending break enabled)
Version: Intel(R) Core(TM) i9-7920X CPU @ 2.90GHz
Voltage: 1.6 V
External Clock: 100 MHz
Max Speed: 4000 MHz
Current Speed: 2900 MHz
Status: Populated, Enabled
Upgrade: Other
Serial Number: Not Specified
Asset Tag: UNKNOWN
Part Number: Not Specified
Core Count: 12
Core Enabled: 12
Thread Count: 24
Characteristics:
64-bit capable
Multi-Core
Hardware Thread
Execute Protection
Enhanced Virtualization
Power/Performance Control
Nvidia-smi
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 384.98 Driver Version: 384.98 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
|===============================+======================+======================|
| 0 GeForce GTX 108... Off | 00000000:41:00.0 On | N/A |
| 0% 47C P8 20W / 250W | 629MiB / 11169MiB | 1% Default |
+-------------------------------+----------------------+----------------------+
CALL MADE TO START SERVICE AND TRAIN ON SERVICE
_________________________________________________
curl -X PUT "http://localhost:9001/services/cosmos_image_classification" -d '{
"mllib":"caffe",
"description":"COSMOS - Image Classifier_3569",
"type":"supervised",
"parameters":{
"input":{
"connector":"image",
"width":224,
"height":224
},
"mllib":{
"template":"googlenet",
"nclasses":12
}
},
"model":{
"templates":"/home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/templates/caffe",
"repository":"/home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1"
}
}'
curl -X POST "http://localhost:9001/train" -d '{
"service":"cosmos_image_classification",
"async":true,
"parameters":{
"mllib":{
"gpu":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":["/home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/imgnet"]
}'
SERVER OUTPUT
____________________
sudo ./main/dede -host 127.0.0.1 -port 9001
DeepDetect [ commit ab7bae2b9a0b994efeb95be4aa836385beccd6f8 ]
INFO - 18:05:07 - Running DeepDetect HTTP server on 127.0.0.1:9001
ERROR - 18:05:19 - service creation mllib bad param: using template while network weights exist, remove 'template' from 'mllib' or would you like to 'finetune' instead ?
ERROR - 18:05:19 - Sat Dec 9 18:05:19 2017 IST - 127.0.0.1 "PUT /services/cosmos_image_classification" 400 715
ERROR - 18:06:49 - service creation mllib bad param: using template while network weights exist, remove 'template' from 'mllib' or would you like to 'finetune' instead ?
ERROR - 18:06:49 - Sat Dec 9 18:06:49 2017 IST - 127.0.0.1 "PUT /services/cosmos_image_classification" 400 13
ERROR - 18:07:14 - Sat Dec 9 18:07:14 2017 IST - 127.0.0.1 "POST /train" 400 0
WARNING: Logging before InitGoogleLogging() is written to STDERR
I1209 18:07:54.844048 2251 caffelib.cc:131] instantiating model template googlenet
I1209 18:07:54.844141 2251 caffelib.cc:135] source=/home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/templates/caffe/googlenet/
I1209 18:07:54.844151 2251 caffelib.cc:136] dest=/home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/googlenet.prototxt
INFO - 18:07:54 - Sat Dec 9 18:07:54 2017 IST - 127.0.0.1 "PUT /services/cosmos_image_classification" 201 20
INFO - 18:08:10 - Sat Dec 9 18:08:10 2017 IST - 127.0.0.1 "POST /train" 201 0
INFO - 18:08:10 - A total of 11012 images.
INFO - 18:08:10 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/train.lmdb
INFO - 18:08:13 - Processed 1000 files.
INFO - 18:08:16 - Processed 2000 files.
INFO - 18:08:19 - Processed 3000 files.
INFO - 18:08:22 - Processed 4000 files.
INFO - 18:08:25 - Processed 5000 files.
INFO - 18:08:28 - Processed 6000 files.
INFO - 18:08:31 - Processed 7000 files.
INFO - 18:08:34 - Processed 8000 files.
INFO - 18:08:37 - Processed 9000 files.
INFO - 18:08:40 - Processed 10000 files.
INFO - 18:08:43 - Processed 11000 files.
INFO - 18:08:43 - Processed 11012 files.
INFO - 18:08:43 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/test.lmdb
INFO - 18:08:46 - Processed 1000 files.
INFO - 18:08:47 - Processed 1224 files.
INFO - 18:08:47 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/train.lmdb
INFO - 18:08:47 - Decoding Datum
INFO - 18:08:55 - Processed 10000 files.
INFO - 18:08:56 - Processed 11012 files.
INFO - 18:08:56 - Write to /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/mean.binaryproto
INFO - 18:08:56 - Number of channels: 3
INFO - 18:08:56 - mean_value channel [0]:128.191
INFO - 18:08:56 - mean_value channel [1]:135.859
I1209 18:08:56.698410 2345 caffelib.cc:1849] user batch_size=32 / inputc batch_size=11012
I1209 18:08:56.698433 2345 caffelib.cc:1893] batch_size=4 / test_batch_size=24 / test_iter=51
INFO - 18:08:56 - mean_value channel [2]:123.428
INFO - 18:08:56 - Initializing solver from parameters:
INFO - 18:08:56 - Creating training net specified in net_param.
INFO - 18:08:56 - The NetState phase (0) differed from the phase (1) specified by a rule in layer googlenet
INFO - 18:08:56 - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss1/top-1
INFO - 18:08:56 - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss1/top-5
INFO - 18:08:56 - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss2/top-1
INFO - 18:08:56 - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss2/top-5
INFO - 18:08:56 - The NetState phase (0) differed from the phase (1) specified by a rule in layer loss3/top-1
INFO - 18:08:56 - The NetState phase (0) differed from the phase (1) specified by a rule in layer probt
INFO - 18:08:56 - Initializing net from parameters:
INFO - 18:08:56 - Creating layer / name=data / type=Data
INFO - 18:08:56 - Creating Layer data
INFO - 18:08:56 - data -> data
INFO - 18:08:56 - data -> label
INFO - 18:08:56 - Loading mean file from: /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/mean.binaryproto
INFO - 18:08:56 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/train.lmdb
INFO - 18:08:56 - output data size: 32,3,224,224
INFO - 18:08:56 - Setting up data
INFO - 18:08:56 - Top shape: 32 3 224 224 (4816896)
INFO - 18:08:56 - Top shape: 32 (32)
INFO - 18:08:56 - Memory required for data: 19267712
INFO - 18:08:56 - Creating layer / name=label_data_1_split / type=Split
INFO - 18:08:56 - Creating Layer label_data_1_split
INFO - 18:08:56 - label_data_1_split <- label
INFO - 18:08:56 - label_data_1_split -> label_data_1_split_0
INFO - 18:08:56 - label_data_1_split -> label_data_1_split_1
INFO - 18:08:56 - label_data_1_split -> label_data_1_split_2
INFO - 18:08:56 - Setting up label_data_1_split
INFO - 18:08:56 - Top shape: 32 (32)
INFO - 18:08:56 - Top shape: 32 (32)
INFO - 18:08:56 - Top shape: 32 (32)
INFO - 18:08:56 - Memory required for data: 19268096
INFO - 18:08:56 - Creating layer / name=conv1/7x7_s2 / type=Convolution
INFO - 18:08:56 - Creating Layer conv1/7x7_s2
INFO - 18:08:56 - conv1/7x7_s2 <- data
INFO - 18:08:56 - conv1/7x7_s2 -> conv1/7x7_s2
INFO - 18:08:56 - Setting up conv1/7x7_s2
INFO - 18:08:56 - Top shape: 32 64 112 112 (25690112)
INFO - 18:08:56 - Memory required for data: 122028544
INFO - 18:08:56 - Creating layer / name=conv1/relu_7x7 / type=ReLU
INFO - 18:08:56 - Creating Layer conv1/relu_7x7
INFO - 18:08:56 - conv1/relu_7x7 <- conv1/7x7_s2
INFO - 18:08:56 - conv1/relu_7x7 -> conv1/7x7_s2 (in-place)
INFO - 18:08:56 - Setting up conv1/relu_7x7
INFO - 18:08:56 - Top shape: 32 64 112 112 (25690112)
INFO - 18:08:56 - Memory required for data: 224788992
INFO - 18:08:56 - Creating layer / name=pool1/3x3_s2 / type=Pooling
INFO - 18:08:56 - Creating Layer pool1/3x3_s2
INFO - 18:08:56 - pool1/3x3_s2 <- conv1/7x7_s2
INFO - 18:08:56 - pool1/3x3_s2 -> pool1/3x3_s2
INFO - 18:08:56 - Setting up pool1/3x3_s2
INFO - 18:08:56 - Top shape: 32 64 56 56 (6422528)
INFO - 18:08:56 - Memory required for data: 250479104
INFO - 18:08:56 - Creating layer / name=pool1/norm1 / type=LRN
INFO - 18:08:56 - Creating Layer pool1/norm1
INFO - 18:08:56 - pool1/norm1 <- pool1/3x3_s2
INFO - 18:08:56 - pool1/norm1 -> pool1/norm1
INFO - 18:08:56 - Setting up pool1/norm1
INFO - 18:08:56 - Top shape: 32 64 56 56 (6422528)
INFO - 18:08:56 - Memory required for data: 276169216
INFO - 18:08:56 - Creating layer / name=conv2/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer conv2/3x3_reduce
INFO - 18:08:56 - conv2/3x3_reduce <- pool1/norm1
INFO - 18:08:56 - conv2/3x3_reduce -> conv2/3x3_reduce
INFO - 18:08:56 - Setting up conv2/3x3_reduce
INFO - 18:08:56 - Top shape: 32 64 56 56 (6422528)
INFO - 18:08:56 - Memory required for data: 301859328
INFO - 18:08:56 - Creating layer / name=conv2/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer conv2/relu_3x3_reduce
INFO - 18:08:56 - conv2/relu_3x3_reduce <- conv2/3x3_reduce
INFO - 18:08:56 - conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up conv2/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 64 56 56 (6422528)
INFO - 18:08:56 - Memory required for data: 327549440
INFO - 18:08:56 - Creating layer / name=conv2/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer conv2/3x3
INFO - 18:08:56 - conv2/3x3 <- conv2/3x3_reduce
INFO - 18:08:56 - conv2/3x3 -> conv2/3x3
INFO - 18:08:56 - Setting up conv2/3x3
INFO - 18:08:56 - Top shape: 32 192 56 56 (19267584)
INFO - 18:08:56 - Memory required for data: 404619776
INFO - 18:08:56 - Creating layer / name=conv2/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer conv2/relu_3x3
INFO - 18:08:56 - conv2/relu_3x3 <- conv2/3x3
INFO - 18:08:56 - conv2/relu_3x3 -> conv2/3x3 (in-place)
INFO - 18:08:56 - Setting up conv2/relu_3x3
INFO - 18:08:56 - Top shape: 32 192 56 56 (19267584)
INFO - 18:08:56 - Memory required for data: 481690112
INFO - 18:08:56 - Creating layer / name=conv2/norm2 / type=LRN
INFO - 18:08:56 - Creating Layer conv2/norm2
INFO - 18:08:56 - conv2/norm2 <- conv2/3x3
INFO - 18:08:56 - conv2/norm2 -> conv2/norm2
INFO - 18:08:56 - Setting up conv2/norm2
INFO - 18:08:56 - Top shape: 32 192 56 56 (19267584)
INFO - 18:08:56 - Memory required for data: 558760448
INFO - 18:08:56 - Creating layer / name=pool2/3x3_s2 / type=Pooling
INFO - 18:08:56 - Creating Layer pool2/3x3_s2
INFO - 18:08:56 - pool2/3x3_s2 <- conv2/norm2
INFO - 18:08:56 - pool2/3x3_s2 -> pool2/3x3_s2
INFO - 18:08:56 - Setting up pool2/3x3_s2
INFO - 18:08:56 - Top shape: 32 192 28 28 (4816896)
INFO - 18:08:56 - Memory required for data: 578028032
INFO - 18:08:56 - Creating layer / name=pool2/3x3_s2_pool2/3x3_s2_0_split / type=Split
INFO - 18:08:56 - Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3
INFO - 18:08:56 - Setting up pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - 18:08:56 - Top shape: 32 192 28 28 (4816896)
INFO - 18:08:56 - Top shape: 32 192 28 28 (4816896)
INFO - 18:08:56 - Top shape: 32 192 28 28 (4816896)
INFO - 18:08:56 - Top shape: 32 192 28 28 (4816896)
INFO - 18:08:56 - Memory required for data: 655098368
INFO - 18:08:56 - Creating layer / name=inception_3a/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/1x1
INFO - 18:08:56 - inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0
INFO - 18:08:56 - inception_3a/1x1 -> inception_3a/1x1
INFO - 18:08:56 - Setting up inception_3a/1x1
INFO - 18:08:56 - Top shape: 32 64 28 28 (1605632)
INFO - 18:08:56 - Memory required for data: 661520896
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_1x1
INFO - 18:08:56 - inception_3a/relu_1x1 <- inception_3a/1x1
INFO - 18:08:56 - inception_3a/relu_1x1 -> inception_3a/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_1x1
INFO - 18:08:56 - Top shape: 32 64 28 28 (1605632)
INFO - 18:08:56 - Memory required for data: 667943424
INFO - 18:08:56 - Creating layer / name=inception_3a/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/3x3_reduce
INFO - 18:08:56 - inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1
INFO - 18:08:56 - inception_3a/3x3_reduce -> inception_3a/3x3_reduce
INFO - 18:08:56 - Setting up inception_3a/3x3_reduce
INFO - 18:08:56 - Top shape: 32 96 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 677577216
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_3x3_reduce
INFO - 18:08:56 - inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce
INFO - 18:08:56 - inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 96 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 687211008
INFO - 18:08:56 - Creating layer / name=inception_3a/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/3x3
INFO - 18:08:56 - inception_3a/3x3 <- inception_3a/3x3_reduce
INFO - 18:08:56 - inception_3a/3x3 -> inception_3a/3x3
INFO - 18:08:56 - Setting up inception_3a/3x3
INFO - 18:08:56 - Top shape: 32 128 28 28 (3211264)
INFO - 18:08:56 - Memory required for data: 700056064
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_3x3
INFO - 18:08:56 - inception_3a/relu_3x3 <- inception_3a/3x3
INFO - 18:08:56 - inception_3a/relu_3x3 -> inception_3a/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_3x3
INFO - 18:08:56 - Top shape: 32 128 28 28 (3211264)
INFO - 18:08:56 - Memory required for data: 712901120
INFO - 18:08:56 - Creating layer / name=inception_3a/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/5x5_reduce
INFO - 18:08:56 - inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2
INFO - 18:08:56 - inception_3a/5x5_reduce -> inception_3a/5x5_reduce
INFO - 18:08:56 - Setting up inception_3a/5x5_reduce
INFO - 18:08:56 - Top shape: 32 16 28 28 (401408)
INFO - 18:08:56 - Memory required for data: 714506752
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_5x5_reduce
INFO - 18:08:56 - inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce
INFO - 18:08:56 - inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 16 28 28 (401408)
INFO - 18:08:56 - Memory required for data: 716112384
INFO - 18:08:56 - Creating layer / name=inception_3a/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/5x5
INFO - 18:08:56 - inception_3a/5x5 <- inception_3a/5x5_reduce
INFO - 18:08:56 - inception_3a/5x5 -> inception_3a/5x5
INFO - 18:08:56 - Setting up inception_3a/5x5
INFO - 18:08:56 - Top shape: 32 32 28 28 (802816)
INFO - 18:08:56 - Memory required for data: 719323648
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_5x5
INFO - 18:08:56 - inception_3a/relu_5x5 <- inception_3a/5x5
INFO - 18:08:56 - inception_3a/relu_5x5 -> inception_3a/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_5x5
INFO - 18:08:56 - Top shape: 32 32 28 28 (802816)
INFO - 18:08:56 - Memory required for data: 722534912
INFO - 18:08:56 - Creating layer / name=inception_3a/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_3a/pool
INFO - 18:08:56 - inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3
INFO - 18:08:56 - inception_3a/pool -> inception_3a/pool
INFO - 18:08:56 - Setting up inception_3a/pool
INFO - 18:08:56 - Top shape: 32 192 28 28 (4816896)
INFO - 18:08:56 - Memory required for data: 741802496
INFO - 18:08:56 - Creating layer / name=inception_3a/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/pool_proj
INFO - 18:08:56 - inception_3a/pool_proj <- inception_3a/pool
INFO - 18:08:56 - inception_3a/pool_proj -> inception_3a/pool_proj
INFO - 18:08:56 - Setting up inception_3a/pool_proj
INFO - 18:08:56 - Top shape: 32 32 28 28 (802816)
INFO - 18:08:56 - Memory required for data: 745013760
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_pool_proj
INFO - 18:08:56 - inception_3a/relu_pool_proj <- inception_3a/pool_proj
INFO - 18:08:56 - inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 32 28 28 (802816)
INFO - 18:08:56 - Memory required for data: 748225024
INFO - 18:08:56 - Creating layer / name=inception_3a/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_3a/output
INFO - 18:08:56 - inception_3a/output <- inception_3a/1x1
INFO - 18:08:56 - inception_3a/output <- inception_3a/3x3
INFO - 18:08:56 - inception_3a/output <- inception_3a/5x5
INFO - 18:08:56 - inception_3a/output <- inception_3a/pool_proj
INFO - 18:08:56 - inception_3a/output -> inception_3a/output
INFO - 18:08:56 - Setting up inception_3a/output
INFO - 18:08:56 - Top shape: 32 256 28 28 (6422528)
INFO - 18:08:56 - Memory required for data: 773915136
INFO - 18:08:56 - Creating layer / name=inception_3a/output_inception_3a/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_3a/output_inception_3a/output_0_split
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split <- inception_3a/output
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3
INFO - 18:08:56 - Setting up inception_3a/output_inception_3a/output_0_split
INFO - 18:08:56 - Top shape: 32 256 28 28 (6422528)
INFO - 18:08:56 - Top shape: 32 256 28 28 (6422528)
INFO - 18:08:56 - Top shape: 32 256 28 28 (6422528)
INFO - 18:08:56 - Top shape: 32 256 28 28 (6422528)
INFO - 18:08:56 - Memory required for data: 876675584
INFO - 18:08:56 - Creating layer / name=inception_3b/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/1x1
INFO - 18:08:56 - inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0
INFO - 18:08:56 - inception_3b/1x1 -> inception_3b/1x1
INFO - 18:08:56 - Setting up inception_3b/1x1
INFO - 18:08:56 - Top shape: 32 128 28 28 (3211264)
INFO - 18:08:56 - Memory required for data: 889520640
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_1x1
INFO - 18:08:56 - inception_3b/relu_1x1 <- inception_3b/1x1
INFO - 18:08:56 - inception_3b/relu_1x1 -> inception_3b/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_1x1
INFO - 18:08:56 - Top shape: 32 128 28 28 (3211264)
INFO - 18:08:56 - Memory required for data: 902365696
INFO - 18:08:56 - Creating layer / name=inception_3b/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/3x3_reduce
INFO - 18:08:56 - inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1
INFO - 18:08:56 - inception_3b/3x3_reduce -> inception_3b/3x3_reduce
INFO - 18:08:56 - Setting up inception_3b/3x3_reduce
INFO - 18:08:56 - Top shape: 32 128 28 28 (3211264)
INFO - 18:08:56 - Memory required for data: 915210752
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_3x3_reduce
INFO - 18:08:56 - inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce
INFO - 18:08:56 - inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 128 28 28 (3211264)
INFO - 18:08:56 - Memory required for data: 928055808
INFO - 18:08:56 - Creating layer / name=inception_3b/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/3x3
INFO - 18:08:56 - inception_3b/3x3 <- inception_3b/3x3_reduce
INFO - 18:08:56 - inception_3b/3x3 -> inception_3b/3x3
INFO - 18:08:56 - Setting up inception_3b/3x3
INFO - 18:08:56 - Top shape: 32 192 28 28 (4816896)
INFO - 18:08:56 - Memory required for data: 947323392
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_3x3
INFO - 18:08:56 - inception_3b/relu_3x3 <- inception_3b/3x3
INFO - 18:08:56 - inception_3b/relu_3x3 -> inception_3b/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_3x3
INFO - 18:08:56 - Top shape: 32 192 28 28 (4816896)
INFO - 18:08:56 - Memory required for data: 966590976
INFO - 18:08:56 - Creating layer / name=inception_3b/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/5x5_reduce
INFO - 18:08:56 - inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2
INFO - 18:08:56 - inception_3b/5x5_reduce -> inception_3b/5x5_reduce
INFO - 18:08:56 - Setting up inception_3b/5x5_reduce
INFO - 18:08:56 - Top shape: 32 32 28 28 (802816)
INFO - 18:08:56 - Memory required for data: 969802240
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_5x5_reduce
INFO - 18:08:56 - inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce
INFO - 18:08:56 - inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 32 28 28 (802816)
INFO - 18:08:56 - Memory required for data: 973013504
INFO - 18:08:56 - Creating layer / name=inception_3b/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/5x5
INFO - 18:08:56 - inception_3b/5x5 <- inception_3b/5x5_reduce
INFO - 18:08:56 - inception_3b/5x5 -> inception_3b/5x5
INFO - 18:08:56 - Setting up inception_3b/5x5
INFO - 18:08:56 - Top shape: 32 96 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 982647296
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_5x5
INFO - 18:08:56 - inception_3b/relu_5x5 <- inception_3b/5x5
INFO - 18:08:56 - inception_3b/relu_5x5 -> inception_3b/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_5x5
INFO - 18:08:56 - Top shape: 32 96 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 992281088
INFO - 18:08:56 - Creating layer / name=inception_3b/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_3b/pool
INFO - 18:08:56 - inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3
INFO - 18:08:56 - inception_3b/pool -> inception_3b/pool
INFO - 18:08:56 - Setting up inception_3b/pool
INFO - 18:08:56 - Top shape: 32 256 28 28 (6422528)
INFO - 18:08:56 - Memory required for data: 1017971200
INFO - 18:08:56 - Creating layer / name=inception_3b/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/pool_proj
INFO - 18:08:56 - inception_3b/pool_proj <- inception_3b/pool
INFO - 18:08:56 - inception_3b/pool_proj -> inception_3b/pool_proj
INFO - 18:08:56 - Setting up inception_3b/pool_proj
INFO - 18:08:56 - Top shape: 32 64 28 28 (1605632)
INFO - 18:08:56 - Memory required for data: 1024393728
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_pool_proj
INFO - 18:08:56 - inception_3b/relu_pool_proj <- inception_3b/pool_proj
INFO - 18:08:56 - inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 64 28 28 (1605632)
INFO - 18:08:56 - Memory required for data: 1030816256
INFO - 18:08:56 - Creating layer / name=inception_3b/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_3b/output
INFO - 18:08:56 - inception_3b/output <- inception_3b/1x1
INFO - 18:08:56 - inception_3b/output <- inception_3b/3x3
INFO - 18:08:56 - inception_3b/output <- inception_3b/5x5
INFO - 18:08:56 - inception_3b/output <- inception_3b/pool_proj
INFO - 18:08:56 - inception_3b/output -> inception_3b/output
INFO - 18:08:56 - Setting up inception_3b/output
INFO - 18:08:56 - Top shape: 32 480 28 28 (12042240)
INFO - 18:08:56 - Memory required for data: 1078985216
INFO - 18:08:56 - Creating layer / name=pool3/3x3_s2 / type=Pooling
INFO - 18:08:56 - Creating Layer pool3/3x3_s2
INFO - 18:08:56 - pool3/3x3_s2 <- inception_3b/output
INFO - 18:08:56 - pool3/3x3_s2 -> pool3/3x3_s2
INFO - 18:08:56 - Setting up pool3/3x3_s2
INFO - 18:08:56 - Top shape: 32 480 14 14 (3010560)
INFO - 18:08:56 - Memory required for data: 1091027456
INFO - 18:08:56 - Creating layer / name=pool3/3x3_s2_pool3/3x3_s2_0_split / type=Split
INFO - 18:08:56 - Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3
INFO - 18:08:56 - Setting up pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - 18:08:56 - Top shape: 32 480 14 14 (3010560)
INFO - 18:08:56 - Top shape: 32 480 14 14 (3010560)
INFO - 18:08:56 - Top shape: 32 480 14 14 (3010560)
INFO - 18:08:56 - Top shape: 32 480 14 14 (3010560)
INFO - 18:08:56 - Memory required for data: 1139196416
INFO - 18:08:56 - Creating layer / name=inception_4a/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/1x1
INFO - 18:08:56 - inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0
INFO - 18:08:56 - inception_4a/1x1 -> inception_4a/1x1
INFO - 18:08:56 - Setting up inception_4a/1x1
INFO - 18:08:56 - Top shape: 32 192 14 14 (1204224)
INFO - 18:08:56 - Memory required for data: 1144013312
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_1x1
INFO - 18:08:56 - inception_4a/relu_1x1 <- inception_4a/1x1
INFO - 18:08:56 - inception_4a/relu_1x1 -> inception_4a/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_1x1
INFO - 18:08:56 - Top shape: 32 192 14 14 (1204224)
INFO - 18:08:56 - Memory required for data: 1148830208
INFO - 18:08:56 - Creating layer / name=inception_4a/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/3x3_reduce
INFO - 18:08:56 - inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1
INFO - 18:08:56 - inception_4a/3x3_reduce -> inception_4a/3x3_reduce
INFO - 18:08:56 - Setting up inception_4a/3x3_reduce
INFO - 18:08:56 - Top shape: 32 96 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1151238656
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_3x3_reduce
INFO - 18:08:56 - inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce
INFO - 18:08:56 - inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 96 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1153647104
INFO - 18:08:56 - Creating layer / name=inception_4a/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/3x3
INFO - 18:08:56 - inception_4a/3x3 <- inception_4a/3x3_reduce
INFO - 18:08:56 - inception_4a/3x3 -> inception_4a/3x3
INFO - 18:08:56 - Setting up inception_4a/3x3
INFO - 18:08:56 - Top shape: 32 208 14 14 (1304576)
INFO - 18:08:56 - Memory required for data: 1158865408
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_3x3
INFO - 18:08:56 - inception_4a/relu_3x3 <- inception_4a/3x3
INFO - 18:08:56 - inception_4a/relu_3x3 -> inception_4a/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_3x3
INFO - 18:08:56 - Top shape: 32 208 14 14 (1304576)
INFO - 18:08:56 - Memory required for data: 1164083712
INFO - 18:08:56 - Creating layer / name=inception_4a/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/5x5_reduce
INFO - 18:08:56 - inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2
INFO - 18:08:56 - inception_4a/5x5_reduce -> inception_4a/5x5_reduce
INFO - 18:08:56 - Setting up inception_4a/5x5_reduce
INFO - 18:08:56 - Top shape: 32 16 14 14 (100352)
INFO - 18:08:56 - Memory required for data: 1164485120
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_5x5_reduce
INFO - 18:08:56 - inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce
INFO - 18:08:56 - inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 16 14 14 (100352)
INFO - 18:08:56 - Memory required for data: 1164886528
INFO - 18:08:56 - Creating layer / name=inception_4a/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/5x5
INFO - 18:08:56 - inception_4a/5x5 <- inception_4a/5x5_reduce
INFO - 18:08:56 - inception_4a/5x5 -> inception_4a/5x5
INFO - 18:08:56 - Setting up inception_4a/5x5
INFO - 18:08:56 - Top shape: 32 48 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1166090752
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_5x5
INFO - 18:08:56 - inception_4a/relu_5x5 <- inception_4a/5x5
INFO - 18:08:56 - inception_4a/relu_5x5 -> inception_4a/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_5x5
INFO - 18:08:56 - Top shape: 32 48 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1167294976
INFO - 18:08:56 - Creating layer / name=inception_4a/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4a/pool
INFO - 18:08:56 - inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3
INFO - 18:08:56 - inception_4a/pool -> inception_4a/pool
INFO - 18:08:56 - Setting up inception_4a/pool
INFO - 18:08:56 - Top shape: 32 480 14 14 (3010560)
INFO - 18:08:56 - Memory required for data: 1179337216
INFO - 18:08:56 - Creating layer / name=inception_4a/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/pool_proj
INFO - 18:08:56 - inception_4a/pool_proj <- inception_4a/pool
INFO - 18:08:56 - inception_4a/pool_proj -> inception_4a/pool_proj
INFO - 18:08:56 - Setting up inception_4a/pool_proj
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1180942848
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_pool_proj
INFO - 18:08:56 - inception_4a/relu_pool_proj <- inception_4a/pool_proj
INFO - 18:08:56 - inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1182548480
INFO - 18:08:56 - Creating layer / name=inception_4a/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4a/output
INFO - 18:08:56 - inception_4a/output <- inception_4a/1x1
INFO - 18:08:56 - inception_4a/output <- inception_4a/3x3
INFO - 18:08:56 - inception_4a/output <- inception_4a/5x5
INFO - 18:08:56 - inception_4a/output <- inception_4a/pool_proj
INFO - 18:08:56 - inception_4a/output -> inception_4a/output
INFO - 18:08:56 - Setting up inception_4a/output
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1195393536
INFO - 18:08:56 - Creating layer / name=inception_4a/output_inception_4a/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_4a/output_inception_4a/output_0_split
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split <- inception_4a/output
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_4
INFO - 18:08:56 - Setting up inception_4a/output_inception_4a/output_0_split
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1259618816
INFO - 18:08:56 - Creating layer / name=loss1/ave_pool / type=Pooling
INFO - 18:08:56 - Creating Layer loss1/ave_pool
INFO - 18:08:56 - loss1/ave_pool <- inception_4a/output_inception_4a/output_0_split_0
INFO - 18:08:56 - loss1/ave_pool -> loss1/ave_pool
INFO - 18:08:56 - Setting up loss1/ave_pool
INFO - 18:08:56 - Top shape: 32 512 4 4 (262144)
INFO - 18:08:56 - Memory required for data: 1260667392
INFO - 18:08:56 - Creating layer / name=loss1/conv / type=Convolution
INFO - 18:08:56 - Creating Layer loss1/conv
INFO - 18:08:56 - loss1/conv <- loss1/ave_pool
INFO - 18:08:56 - loss1/conv -> loss1/conv
INFO - 18:08:56 - Setting up loss1/conv
INFO - 18:08:56 - Top shape: 32 128 4 4 (65536)
INFO - 18:08:56 - Memory required for data: 1260929536
INFO - 18:08:56 - Creating layer / name=loss1/relu_conv / type=ReLU
INFO - 18:08:56 - Creating Layer loss1/relu_conv
INFO - 18:08:56 - loss1/relu_conv <- loss1/conv
INFO - 18:08:56 - loss1/relu_conv -> loss1/conv (in-place)
INFO - 18:08:56 - Setting up loss1/relu_conv
INFO - 18:08:56 - Top shape: 32 128 4 4 (65536)
INFO - 18:08:56 - Memory required for data: 1261191680
INFO - 18:08:56 - Creating layer / name=loss1/fc / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss1/fc
INFO - 18:08:56 - loss1/fc <- loss1/conv
INFO - 18:08:56 - loss1/fc -> loss1/fc
INFO - 18:08:56 - Setting up loss1/fc
INFO - 18:08:56 - Top shape: 32 1024 (32768)
INFO - 18:08:56 - Memory required for data: 1261322752
INFO - 18:08:56 - Creating layer / name=loss1/relu_fc / type=ReLU
INFO - 18:08:56 - Creating Layer loss1/relu_fc
INFO - 18:08:56 - loss1/relu_fc <- loss1/fc
INFO - 18:08:56 - loss1/relu_fc -> loss1/fc (in-place)
INFO - 18:08:56 - Setting up loss1/relu_fc
INFO - 18:08:56 - Top shape: 32 1024 (32768)
INFO - 18:08:56 - Memory required for data: 1261453824
INFO - 18:08:56 - Creating layer / name=loss1/drop_fc / type=Dropout
INFO - 18:08:56 - Creating Layer loss1/drop_fc
INFO - 18:08:56 - loss1/drop_fc <- loss1/fc
INFO - 18:08:56 - loss1/drop_fc -> loss1/fc (in-place)
INFO - 18:08:56 - Setting up loss1/drop_fc
INFO - 18:08:56 - Top shape: 32 1024 (32768)
INFO - 18:08:56 - Memory required for data: 1261584896
INFO - 18:08:56 - Creating layer / name=loss1/classifier / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss1/classifier
INFO - 18:08:56 - loss1/classifier <- loss1/fc
INFO - 18:08:56 - loss1/classifier -> loss1/classifier
INFO - 18:08:56 - Setting up loss1/classifier
INFO - 18:08:56 - Top shape: 32 1000 (32000)
INFO - 18:08:56 - Memory required for data: 1261712896
INFO - 18:08:56 - Creating layer / name=loss1/loss / type=SoftmaxWithLoss
INFO - 18:08:56 - Creating Layer loss1/loss
INFO - 18:08:56 - loss1/loss <- loss1/classifier
INFO - 18:08:56 - loss1/loss <- label_data_1_split_0
INFO - 18:08:56 - loss1/loss -> loss1/loss1
INFO - 18:08:56 - Creating layer / name=loss1/loss / type=Softmax
INFO - 18:08:56 - Setting up loss1/loss
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - with loss weight 0.3
INFO - 18:08:56 - Memory required for data: 1261712900
INFO - 18:08:56 - Creating layer / name=inception_4b/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/1x1
INFO - 18:08:56 - inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_1
INFO - 18:08:56 - inception_4b/1x1 -> inception_4b/1x1
INFO - 18:08:56 - Setting up inception_4b/1x1
INFO - 18:08:56 - Top shape: 32 160 14 14 (1003520)
INFO - 18:08:56 - Memory required for data: 1265726980
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_1x1
INFO - 18:08:56 - inception_4b/relu_1x1 <- inception_4b/1x1
INFO - 18:08:56 - inception_4b/relu_1x1 -> inception_4b/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_1x1
INFO - 18:08:56 - Top shape: 32 160 14 14 (1003520)
INFO - 18:08:56 - Memory required for data: 1269741060
INFO - 18:08:56 - Creating layer / name=inception_4b/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/3x3_reduce
INFO - 18:08:56 - inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_2
INFO - 18:08:56 - inception_4b/3x3_reduce -> inception_4b/3x3_reduce
INFO - 18:08:56 - Setting up inception_4b/3x3_reduce
INFO - 18:08:56 - Top shape: 32 112 14 14 (702464)
INFO - 18:08:56 - Memory required for data: 1272550916
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_3x3_reduce
INFO - 18:08:56 - inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce
INFO - 18:08:56 - inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 112 14 14 (702464)
INFO - 18:08:56 - Memory required for data: 1275360772
INFO - 18:08:56 - Creating layer / name=inception_4b/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/3x3
INFO - 18:08:56 - inception_4b/3x3 <- inception_4b/3x3_reduce
INFO - 18:08:56 - inception_4b/3x3 -> inception_4b/3x3
INFO - 18:08:56 - Setting up inception_4b/3x3
INFO - 18:08:56 - Top shape: 32 224 14 14 (1404928)
INFO - 18:08:56 - Memory required for data: 1280980484
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_3x3
INFO - 18:08:56 - inception_4b/relu_3x3 <- inception_4b/3x3
INFO - 18:08:56 - inception_4b/relu_3x3 -> inception_4b/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_3x3
INFO - 18:08:56 - Top shape: 32 224 14 14 (1404928)
INFO - 18:08:56 - Memory required for data: 1286600196
INFO - 18:08:56 - Creating layer / name=inception_4b/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/5x5_reduce
INFO - 18:08:56 - inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_3
INFO - 18:08:56 - inception_4b/5x5_reduce -> inception_4b/5x5_reduce
INFO - 18:08:56 - Setting up inception_4b/5x5_reduce
INFO - 18:08:56 - Top shape: 32 24 14 14 (150528)
INFO - 18:08:56 - Memory required for data: 1287202308
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_5x5_reduce
INFO - 18:08:56 - inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce
INFO - 18:08:56 - inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 24 14 14 (150528)
INFO - 18:08:56 - Memory required for data: 1287804420
INFO - 18:08:56 - Creating layer / name=inception_4b/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/5x5
INFO - 18:08:56 - inception_4b/5x5 <- inception_4b/5x5_reduce
INFO - 18:08:56 - inception_4b/5x5 -> inception_4b/5x5
INFO - 18:08:56 - Setting up inception_4b/5x5
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1289410052
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_5x5
INFO - 18:08:56 - inception_4b/relu_5x5 <- inception_4b/5x5
INFO - 18:08:56 - inception_4b/relu_5x5 -> inception_4b/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_5x5
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1291015684
INFO - 18:08:56 - Creating layer / name=inception_4b/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4b/pool
INFO - 18:08:56 - inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_4
INFO - 18:08:56 - inception_4b/pool -> inception_4b/pool
INFO - 18:08:56 - Setting up inception_4b/pool
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1303860740
INFO - 18:08:56 - Creating layer / name=inception_4b/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/pool_proj
INFO - 18:08:56 - inception_4b/pool_proj <- inception_4b/pool
INFO - 18:08:56 - inception_4b/pool_proj -> inception_4b/pool_proj
INFO - 18:08:56 - Setting up inception_4b/pool_proj
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1305466372
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_pool_proj
INFO - 18:08:56 - inception_4b/relu_pool_proj <- inception_4b/pool_proj
INFO - 18:08:56 - inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1307072004
INFO - 18:08:56 - Creating layer / name=inception_4b/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4b/output
INFO - 18:08:56 - inception_4b/output <- inception_4b/1x1
INFO - 18:08:56 - inception_4b/output <- inception_4b/3x3
INFO - 18:08:56 - inception_4b/output <- inception_4b/5x5
INFO - 18:08:56 - inception_4b/output <- inception_4b/pool_proj
INFO - 18:08:56 - inception_4b/output -> inception_4b/output
INFO - 18:08:56 - Setting up inception_4b/output
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1319917060
INFO - 18:08:56 - Creating layer / name=inception_4b/output_inception_4b/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_4b/output_inception_4b/output_0_split
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split <- inception_4b/output
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3
INFO - 18:08:56 - Setting up inception_4b/output_inception_4b/output_0_split
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1371297284
INFO - 18:08:56 - Creating layer / name=inception_4c/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/1x1
INFO - 18:08:56 - inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0
INFO - 18:08:56 - inception_4c/1x1 -> inception_4c/1x1
INFO - 18:08:56 - Setting up inception_4c/1x1
INFO - 18:08:56 - Top shape: 32 128 14 14 (802816)
INFO - 18:08:56 - Memory required for data: 1374508548
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_1x1
INFO - 18:08:56 - inception_4c/relu_1x1 <- inception_4c/1x1
INFO - 18:08:56 - inception_4c/relu_1x1 -> inception_4c/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_1x1
INFO - 18:08:56 - Top shape: 32 128 14 14 (802816)
INFO - 18:08:56 - Memory required for data: 1377719812
INFO - 18:08:56 - Creating layer / name=inception_4c/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/3x3_reduce
INFO - 18:08:56 - inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1
INFO - 18:08:56 - inception_4c/3x3_reduce -> inception_4c/3x3_reduce
INFO - 18:08:56 - Setting up inception_4c/3x3_reduce
INFO - 18:08:56 - Top shape: 32 128 14 14 (802816)
INFO - 18:08:56 - Memory required for data: 1380931076
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_3x3_reduce
INFO - 18:08:56 - inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce
INFO - 18:08:56 - inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 128 14 14 (802816)
INFO - 18:08:56 - Memory required for data: 1384142340
INFO - 18:08:56 - Creating layer / name=inception_4c/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/3x3
INFO - 18:08:56 - inception_4c/3x3 <- inception_4c/3x3_reduce
INFO - 18:08:56 - inception_4c/3x3 -> inception_4c/3x3
INFO - 18:08:56 - Setting up inception_4c/3x3
INFO - 18:08:56 - Top shape: 32 256 14 14 (1605632)
INFO - 18:08:56 - Memory required for data: 1390564868
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_3x3
INFO - 18:08:56 - inception_4c/relu_3x3 <- inception_4c/3x3
INFO - 18:08:56 - inception_4c/relu_3x3 -> inception_4c/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_3x3
INFO - 18:08:56 - Top shape: 32 256 14 14 (1605632)
INFO - 18:08:56 - Memory required for data: 1396987396
INFO - 18:08:56 - Creating layer / name=inception_4c/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/5x5_reduce
INFO - 18:08:56 - inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2
INFO - 18:08:56 - inception_4c/5x5_reduce -> inception_4c/5x5_reduce
INFO - 18:08:56 - Setting up inception_4c/5x5_reduce
INFO - 18:08:56 - Top shape: 32 24 14 14 (150528)
INFO - 18:08:56 - Memory required for data: 1397589508
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_5x5_reduce
INFO - 18:08:56 - inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce
INFO - 18:08:56 - inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 24 14 14 (150528)
INFO - 18:08:56 - Memory required for data: 1398191620
INFO - 18:08:56 - Creating layer / name=inception_4c/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/5x5
INFO - 18:08:56 - inception_4c/5x5 <- inception_4c/5x5_reduce
INFO - 18:08:56 - inception_4c/5x5 -> inception_4c/5x5
INFO - 18:08:56 - Setting up inception_4c/5x5
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1399797252
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_5x5
INFO - 18:08:56 - inception_4c/relu_5x5 <- inception_4c/5x5
INFO - 18:08:56 - inception_4c/relu_5x5 -> inception_4c/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_5x5
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1401402884
INFO - 18:08:56 - Creating layer / name=inception_4c/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4c/pool
INFO - 18:08:56 - inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3
INFO - 18:08:56 - inception_4c/pool -> inception_4c/pool
INFO - 18:08:56 - Setting up inception_4c/pool
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1414247940
INFO - 18:08:56 - Creating layer / name=inception_4c/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/pool_proj
INFO - 18:08:56 - inception_4c/pool_proj <- inception_4c/pool
INFO - 18:08:56 - inception_4c/pool_proj -> inception_4c/pool_proj
INFO - 18:08:56 - Setting up inception_4c/pool_proj
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1415853572
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_pool_proj
INFO - 18:08:56 - inception_4c/relu_pool_proj <- inception_4c/pool_proj
INFO - 18:08:56 - inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1417459204
INFO - 18:08:56 - Creating layer / name=inception_4c/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4c/output
INFO - 18:08:56 - inception_4c/output <- inception_4c/1x1
INFO - 18:08:56 - inception_4c/output <- inception_4c/3x3
INFO - 18:08:56 - inception_4c/output <- inception_4c/5x5
INFO - 18:08:56 - inception_4c/output <- inception_4c/pool_proj
INFO - 18:08:56 - inception_4c/output -> inception_4c/output
INFO - 18:08:56 - Setting up inception_4c/output
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1430304260
INFO - 18:08:56 - Creating layer / name=inception_4c/output_inception_4c/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_4c/output_inception_4c/output_0_split
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split <- inception_4c/output
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3
INFO - 18:08:56 - Setting up inception_4c/output_inception_4c/output_0_split
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1481684484
INFO - 18:08:56 - Creating layer / name=inception_4d/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/1x1
INFO - 18:08:56 - inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0
INFO - 18:08:56 - inception_4d/1x1 -> inception_4d/1x1
INFO - 18:08:56 - Setting up inception_4d/1x1
INFO - 18:08:56 - Top shape: 32 112 14 14 (702464)
INFO - 18:08:56 - Memory required for data: 1484494340
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_1x1
INFO - 18:08:56 - inception_4d/relu_1x1 <- inception_4d/1x1
INFO - 18:08:56 - inception_4d/relu_1x1 -> inception_4d/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_1x1
INFO - 18:08:56 - Top shape: 32 112 14 14 (702464)
INFO - 18:08:56 - Memory required for data: 1487304196
INFO - 18:08:56 - Creating layer / name=inception_4d/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/3x3_reduce
INFO - 18:08:56 - inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1
INFO - 18:08:56 - inception_4d/3x3_reduce -> inception_4d/3x3_reduce
INFO - 18:08:56 - Setting up inception_4d/3x3_reduce
INFO - 18:08:56 - Top shape: 32 144 14 14 (903168)
INFO - 18:08:56 - Memory required for data: 1490916868
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_3x3_reduce
INFO - 18:08:56 - inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce
INFO - 18:08:56 - inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 144 14 14 (903168)
INFO - 18:08:56 - Memory required for data: 1494529540
INFO - 18:08:56 - Creating layer / name=inception_4d/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/3x3
INFO - 18:08:56 - inception_4d/3x3 <- inception_4d/3x3_reduce
INFO - 18:08:56 - inception_4d/3x3 -> inception_4d/3x3
INFO - 18:08:56 - Setting up inception_4d/3x3
INFO - 18:08:56 - Top shape: 32 288 14 14 (1806336)
INFO - 18:08:56 - Memory required for data: 1501754884
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_3x3
INFO - 18:08:56 - inception_4d/relu_3x3 <- inception_4d/3x3
INFO - 18:08:56 - inception_4d/relu_3x3 -> inception_4d/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_3x3
INFO - 18:08:56 - Top shape: 32 288 14 14 (1806336)
INFO - 18:08:56 - Memory required for data: 1508980228
INFO - 18:08:56 - Creating layer / name=inception_4d/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/5x5_reduce
INFO - 18:08:56 - inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2
INFO - 18:08:56 - inception_4d/5x5_reduce -> inception_4d/5x5_reduce
INFO - 18:08:56 - Setting up inception_4d/5x5_reduce
INFO - 18:08:56 - Top shape: 32 32 14 14 (200704)
INFO - 18:08:56 - Memory required for data: 1509783044
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_5x5_reduce
INFO - 18:08:56 - inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce
INFO - 18:08:56 - inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 32 14 14 (200704)
INFO - 18:08:56 - Memory required for data: 1510585860
INFO - 18:08:56 - Creating layer / name=inception_4d/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/5x5
INFO - 18:08:56 - inception_4d/5x5 <- inception_4d/5x5_reduce
INFO - 18:08:56 - inception_4d/5x5 -> inception_4d/5x5
INFO - 18:08:56 - Setting up inception_4d/5x5
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1512191492
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_5x5
INFO - 18:08:56 - inception_4d/relu_5x5 <- inception_4d/5x5
INFO - 18:08:56 - inception_4d/relu_5x5 -> inception_4d/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_5x5
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1513797124
INFO - 18:08:56 - Creating layer / name=inception_4d/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4d/pool
INFO - 18:08:56 - inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3
INFO - 18:08:56 - inception_4d/pool -> inception_4d/pool
INFO - 18:08:56 - Setting up inception_4d/pool
INFO - 18:08:56 - Top shape: 32 512 14 14 (3211264)
INFO - 18:08:56 - Memory required for data: 1526642180
INFO - 18:08:56 - Creating layer / name=inception_4d/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/pool_proj
INFO - 18:08:56 - inception_4d/pool_proj <- inception_4d/pool
INFO - 18:08:56 - inception_4d/pool_proj -> inception_4d/pool_proj
INFO - 18:08:56 - Setting up inception_4d/pool_proj
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1528247812
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_pool_proj
INFO - 18:08:56 - inception_4d/relu_pool_proj <- inception_4d/pool_proj
INFO - 18:08:56 - inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 64 14 14 (401408)
INFO - 18:08:56 - Memory required for data: 1529853444
INFO - 18:08:56 - Creating layer / name=inception_4d/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4d/output
INFO - 18:08:56 - inception_4d/output <- inception_4d/1x1
INFO - 18:08:56 - inception_4d/output <- inception_4d/3x3
INFO - 18:08:56 - inception_4d/output <- inception_4d/5x5
INFO - 18:08:56 - inception_4d/output <- inception_4d/pool_proj
INFO - 18:08:56 - inception_4d/output -> inception_4d/output
INFO - 18:08:56 - Setting up inception_4d/output
INFO - 18:08:56 - Top shape: 32 528 14 14 (3311616)
INFO - 18:08:56 - Memory required for data: 1543099908
INFO - 18:08:56 - Creating layer / name=inception_4d/output_inception_4d/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_4d/output_inception_4d/output_0_split
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split <- inception_4d/output
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_4
INFO - 18:08:56 - Setting up inception_4d/output_inception_4d/output_0_split
INFO - 18:08:56 - Top shape: 32 528 14 14 (3311616)
INFO - 18:08:56 - Top shape: 32 528 14 14 (3311616)
INFO - 18:08:56 - Top shape: 32 528 14 14 (3311616)
INFO - 18:08:56 - Top shape: 32 528 14 14 (3311616)
INFO - 18:08:56 - Top shape: 32 528 14 14 (3311616)
INFO - 18:08:56 - Memory required for data: 1609332228
INFO - 18:08:56 - Creating layer / name=loss2/ave_pool / type=Pooling
INFO - 18:08:56 - Creating Layer loss2/ave_pool
INFO - 18:08:56 - loss2/ave_pool <- inception_4d/output_inception_4d/output_0_split_0
INFO - 18:08:56 - loss2/ave_pool -> loss2/ave_pool
INFO - 18:08:56 - Setting up loss2/ave_pool
INFO - 18:08:56 - Top shape: 32 528 4 4 (270336)
INFO - 18:08:56 - Memory required for data: 1610413572
INFO - 18:08:56 - Creating layer / name=loss2/conv / type=Convolution
INFO - 18:08:56 - Creating Layer loss2/conv
INFO - 18:08:56 - loss2/conv <- loss2/ave_pool
INFO - 18:08:56 - loss2/conv -> loss2/conv
INFO - 18:08:56 - Setting up loss2/conv
INFO - 18:08:56 - Top shape: 32 128 4 4 (65536)
INFO - 18:08:56 - Memory required for data: 1610675716
INFO - 18:08:56 - Creating layer / name=loss2/relu_conv / type=ReLU
INFO - 18:08:56 - Creating Layer loss2/relu_conv
INFO - 18:08:56 - loss2/relu_conv <- loss2/conv
INFO - 18:08:56 - loss2/relu_conv -> loss2/conv (in-place)
INFO - 18:08:56 - Setting up loss2/relu_conv
INFO - 18:08:56 - Top shape: 32 128 4 4 (65536)
INFO - 18:08:56 - Memory required for data: 1610937860
INFO - 18:08:56 - Creating layer / name=loss2/fc / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss2/fc
INFO - 18:08:56 - loss2/fc <- loss2/conv
INFO - 18:08:56 - loss2/fc -> loss2/fc
INFO - 18:08:56 - Setting up loss2/fc
INFO - 18:08:56 - Top shape: 32 1024 (32768)
INFO - 18:08:56 - Memory required for data: 1611068932
INFO - 18:08:56 - Creating layer / name=loss2/relu_fc / type=ReLU
INFO - 18:08:56 - Creating Layer loss2/relu_fc
INFO - 18:08:56 - loss2/relu_fc <- loss2/fc
INFO - 18:08:56 - loss2/relu_fc -> loss2/fc (in-place)
INFO - 18:08:56 - Setting up loss2/relu_fc
INFO - 18:08:56 - Top shape: 32 1024 (32768)
INFO - 18:08:56 - Memory required for data: 1611200004
INFO - 18:08:56 - Creating layer / name=loss2/drop_fc / type=Dropout
INFO - 18:08:56 - Creating Layer loss2/drop_fc
INFO - 18:08:56 - loss2/drop_fc <- loss2/fc
INFO - 18:08:56 - loss2/drop_fc -> loss2/fc (in-place)
INFO - 18:08:56 - Setting up loss2/drop_fc
INFO - 18:08:56 - Top shape: 32 1024 (32768)
INFO - 18:08:56 - Memory required for data: 1611331076
INFO - 18:08:56 - Creating layer / name=loss2/classifier / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss2/classifier
INFO - 18:08:56 - loss2/classifier <- loss2/fc
INFO - 18:08:56 - loss2/classifier -> loss2/classifier
INFO - 18:08:56 - Setting up loss2/classifier
INFO - 18:08:56 - Top shape: 32 1000 (32000)
INFO - 18:08:56 - Memory required for data: 1611459076
INFO - 18:08:56 - Creating layer / name=loss2/loss / type=SoftmaxWithLoss
INFO - 18:08:56 - Creating Layer loss2/loss
INFO - 18:08:56 - loss2/loss <- loss2/classifier
INFO - 18:08:56 - loss2/loss <- label_data_1_split_1
INFO - 18:08:56 - loss2/loss -> loss2/loss1
INFO - 18:08:56 - Creating layer / name=loss2/loss / type=Softmax
INFO - 18:08:56 - Setting up loss2/loss
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - with loss weight 0.3
INFO - 18:08:56 - Memory required for data: 1611459080
INFO - 18:08:56 - Creating layer / name=inception_4e/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/1x1
INFO - 18:08:56 - inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_1
INFO - 18:08:56 - inception_4e/1x1 -> inception_4e/1x1
INFO - 18:08:56 - Setting up inception_4e/1x1
INFO - 18:08:56 - Top shape: 32 256 14 14 (1605632)
INFO - 18:08:56 - Memory required for data: 1617881608
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_1x1
INFO - 18:08:56 - inception_4e/relu_1x1 <- inception_4e/1x1
INFO - 18:08:56 - inception_4e/relu_1x1 -> inception_4e/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_1x1
INFO - 18:08:56 - Top shape: 32 256 14 14 (1605632)
INFO - 18:08:56 - Memory required for data: 1624304136
INFO - 18:08:56 - Creating layer / name=inception_4e/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/3x3_reduce
INFO - 18:08:56 - inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_2
INFO - 18:08:56 - inception_4e/3x3_reduce -> inception_4e/3x3_reduce
INFO - 18:08:56 - Setting up inception_4e/3x3_reduce
INFO - 18:08:56 - Top shape: 32 160 14 14 (1003520)
INFO - 18:08:56 - Memory required for data: 1628318216
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_3x3_reduce
INFO - 18:08:56 - inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce
INFO - 18:08:56 - inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 160 14 14 (1003520)
INFO - 18:08:56 - Memory required for data: 1632332296
INFO - 18:08:56 - Creating layer / name=inception_4e/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/3x3
INFO - 18:08:56 - inception_4e/3x3 <- inception_4e/3x3_reduce
INFO - 18:08:56 - inception_4e/3x3 -> inception_4e/3x3
INFO - 18:08:56 - Setting up inception_4e/3x3
INFO - 18:08:56 - Top shape: 32 320 14 14 (2007040)
INFO - 18:08:56 - Memory required for data: 1640360456
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_3x3
INFO - 18:08:56 - inception_4e/relu_3x3 <- inception_4e/3x3
INFO - 18:08:56 - inception_4e/relu_3x3 -> inception_4e/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_3x3
INFO - 18:08:56 - Top shape: 32 320 14 14 (2007040)
INFO - 18:08:56 - Memory required for data: 1648388616
INFO - 18:08:56 - Creating layer / name=inception_4e/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/5x5_reduce
INFO - 18:08:56 - inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_3
INFO - 18:08:56 - inception_4e/5x5_reduce -> inception_4e/5x5_reduce
INFO - 18:08:56 - Setting up inception_4e/5x5_reduce
INFO - 18:08:56 - Top shape: 32 32 14 14 (200704)
INFO - 18:08:56 - Memory required for data: 1649191432
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_5x5_reduce
INFO - 18:08:56 - inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce
INFO - 18:08:56 - inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 32 14 14 (200704)
INFO - 18:08:56 - Memory required for data: 1649994248
INFO - 18:08:56 - Creating layer / name=inception_4e/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/5x5
INFO - 18:08:56 - inception_4e/5x5 <- inception_4e/5x5_reduce
INFO - 18:08:56 - inception_4e/5x5 -> inception_4e/5x5
INFO - 18:08:56 - Setting up inception_4e/5x5
INFO - 18:08:56 - Top shape: 32 128 14 14 (802816)
INFO - 18:08:56 - Memory required for data: 1653205512
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_5x5
INFO - 18:08:56 - inception_4e/relu_5x5 <- inception_4e/5x5
INFO - 18:08:56 - inception_4e/relu_5x5 -> inception_4e/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_5x5
INFO - 18:08:56 - Top shape: 32 128 14 14 (802816)
INFO - 18:08:56 - Memory required for data: 1656416776
INFO - 18:08:56 - Creating layer / name=inception_4e/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4e/pool
INFO - 18:08:56 - inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_4
INFO - 18:08:56 - inception_4e/pool -> inception_4e/pool
INFO - 18:08:56 - Setting up inception_4e/pool
INFO - 18:08:56 - Top shape: 32 528 14 14 (3311616)
INFO - 18:08:56 - Memory required for data: 1669663240
INFO - 18:08:56 - Creating layer / name=inception_4e/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/pool_proj
INFO - 18:08:56 - inception_4e/pool_proj <- inception_4e/pool
INFO - 18:08:56 - inception_4e/pool_proj -> inception_4e/pool_proj
INFO - 18:08:56 - Setting up inception_4e/pool_proj
INFO - 18:08:56 - Top shape: 32 128 14 14 (802816)
INFO - 18:08:56 - Memory required for data: 1672874504
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_pool_proj
INFO - 18:08:56 - inception_4e/relu_pool_proj <- inception_4e/pool_proj
INFO - 18:08:56 - inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 128 14 14 (802816)
INFO - 18:08:56 - Memory required for data: 1676085768
INFO - 18:08:56 - Creating layer / name=inception_4e/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4e/output
INFO - 18:08:56 - inception_4e/output <- inception_4e/1x1
INFO - 18:08:56 - inception_4e/output <- inception_4e/3x3
INFO - 18:08:56 - inception_4e/output <- inception_4e/5x5
INFO - 18:08:56 - inception_4e/output <- inception_4e/pool_proj
INFO - 18:08:56 - inception_4e/output -> inception_4e/output
INFO - 18:08:56 - Setting up inception_4e/output
INFO - 18:08:56 - Top shape: 32 832 14 14 (5218304)
INFO - 18:08:56 - Memory required for data: 1696958984
INFO - 18:08:56 - Creating layer / name=pool4/3x3_s2 / type=Pooling
INFO - 18:08:56 - Creating Layer pool4/3x3_s2
INFO - 18:08:56 - pool4/3x3_s2 <- inception_4e/output
INFO - 18:08:56 - pool4/3x3_s2 -> pool4/3x3_s2
INFO - 18:08:56 - Setting up pool4/3x3_s2
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Memory required for data: 1702177288
INFO - 18:08:56 - Creating layer / name=pool4/3x3_s2_pool4/3x3_s2_0_split / type=Split
INFO - 18:08:56 - Creating Layer pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split <- pool4/3x3_s2
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_0
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_1
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_2
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_3
INFO - 18:08:56 - Setting up pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Memory required for data: 1723050504
INFO - 18:08:56 - Creating layer / name=inception_5a/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/1x1
INFO - 18:08:56 - inception_5a/1x1 <- pool4/3x3_s2_pool4/3x3_s2_0_split_0
INFO - 18:08:56 - inception_5a/1x1 -> inception_5a/1x1
INFO - 18:08:56 - Setting up inception_5a/1x1
INFO - 18:08:56 - Top shape: 32 256 7 7 (401408)
INFO - 18:08:56 - Memory required for data: 1724656136
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_1x1
INFO - 18:08:56 - inception_5a/relu_1x1 <- inception_5a/1x1
INFO - 18:08:56 - inception_5a/relu_1x1 -> inception_5a/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_1x1
INFO - 18:08:56 - Top shape: 32 256 7 7 (401408)
INFO - 18:08:56 - Memory required for data: 1726261768
INFO - 18:08:56 - Creating layer / name=inception_5a/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/3x3_reduce
INFO - 18:08:56 - inception_5a/3x3_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_1
INFO - 18:08:56 - inception_5a/3x3_reduce -> inception_5a/3x3_reduce
INFO - 18:08:56 - Setting up inception_5a/3x3_reduce
INFO - 18:08:56 - Top shape: 32 160 7 7 (250880)
INFO - 18:08:56 - Memory required for data: 1727265288
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_3x3_reduce
INFO - 18:08:56 - inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce
INFO - 18:08:56 - inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 160 7 7 (250880)
INFO - 18:08:56 - Memory required for data: 1728268808
INFO - 18:08:56 - Creating layer / name=inception_5a/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/3x3
INFO - 18:08:56 - inception_5a/3x3 <- inception_5a/3x3_reduce
INFO - 18:08:56 - inception_5a/3x3 -> inception_5a/3x3
INFO - 18:08:56 - Setting up inception_5a/3x3
INFO - 18:08:56 - Top shape: 32 320 7 7 (501760)
INFO - 18:08:56 - Memory required for data: 1730275848
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_3x3
INFO - 18:08:56 - inception_5a/relu_3x3 <- inception_5a/3x3
INFO - 18:08:56 - inception_5a/relu_3x3 -> inception_5a/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_3x3
INFO - 18:08:56 - Top shape: 32 320 7 7 (501760)
INFO - 18:08:56 - Memory required for data: 1732282888
INFO - 18:08:56 - Creating layer / name=inception_5a/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/5x5_reduce
INFO - 18:08:56 - inception_5a/5x5_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_2
INFO - 18:08:56 - inception_5a/5x5_reduce -> inception_5a/5x5_reduce
INFO - 18:08:56 - Setting up inception_5a/5x5_reduce
INFO - 18:08:56 - Top shape: 32 32 7 7 (50176)
INFO - 18:08:56 - Memory required for data: 1732483592
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_5x5_reduce
INFO - 18:08:56 - inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce
INFO - 18:08:56 - inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 32 7 7 (50176)
INFO - 18:08:56 - Memory required for data: 1732684296
INFO - 18:08:56 - Creating layer / name=inception_5a/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/5x5
INFO - 18:08:56 - inception_5a/5x5 <- inception_5a/5x5_reduce
INFO - 18:08:56 - inception_5a/5x5 -> inception_5a/5x5
INFO - 18:08:56 - Setting up inception_5a/5x5
INFO - 18:08:56 - Top shape: 32 128 7 7 (200704)
INFO - 18:08:56 - Memory required for data: 1733487112
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_5x5
INFO - 18:08:56 - inception_5a/relu_5x5 <- inception_5a/5x5
INFO - 18:08:56 - inception_5a/relu_5x5 -> inception_5a/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_5x5
INFO - 18:08:56 - Top shape: 32 128 7 7 (200704)
INFO - 18:08:56 - Memory required for data: 1734289928
INFO - 18:08:56 - Creating layer / name=inception_5a/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_5a/pool
INFO - 18:08:56 - inception_5a/pool <- pool4/3x3_s2_pool4/3x3_s2_0_split_3
INFO - 18:08:56 - inception_5a/pool -> inception_5a/pool
INFO - 18:08:56 - Setting up inception_5a/pool
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Memory required for data: 1739508232
INFO - 18:08:56 - Creating layer / name=inception_5a/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/pool_proj
INFO - 18:08:56 - inception_5a/pool_proj <- inception_5a/pool
INFO - 18:08:56 - inception_5a/pool_proj -> inception_5a/pool_proj
INFO - 18:08:56 - Setting up inception_5a/pool_proj
INFO - 18:08:56 - Top shape: 32 128 7 7 (200704)
INFO - 18:08:56 - Memory required for data: 1740311048
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_pool_proj
INFO - 18:08:56 - inception_5a/relu_pool_proj <- inception_5a/pool_proj
INFO - 18:08:56 - inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 128 7 7 (200704)
INFO - 18:08:56 - Memory required for data: 1741113864
INFO - 18:08:56 - Creating layer / name=inception_5a/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_5a/output
INFO - 18:08:56 - inception_5a/output <- inception_5a/1x1
INFO - 18:08:56 - inception_5a/output <- inception_5a/3x3
INFO - 18:08:56 - inception_5a/output <- inception_5a/5x5
INFO - 18:08:56 - inception_5a/output <- inception_5a/pool_proj
INFO - 18:08:56 - inception_5a/output -> inception_5a/output
INFO - 18:08:56 - Setting up inception_5a/output
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Memory required for data: 1746332168
INFO - 18:08:56 - Creating layer / name=inception_5a/output_inception_5a/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_5a/output_inception_5a/output_0_split
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split <- inception_5a/output
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3
INFO - 18:08:56 - Setting up inception_5a/output_inception_5a/output_0_split
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Memory required for data: 1767205384
INFO - 18:08:56 - Creating layer / name=inception_5b/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/1x1
INFO - 18:08:56 - inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0
INFO - 18:08:56 - inception_5b/1x1 -> inception_5b/1x1
INFO - 18:08:56 - Setting up inception_5b/1x1
INFO - 18:08:56 - Top shape: 32 384 7 7 (602112)
INFO - 18:08:56 - Memory required for data: 1769613832
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_1x1
INFO - 18:08:56 - inception_5b/relu_1x1 <- inception_5b/1x1
INFO - 18:08:56 - inception_5b/relu_1x1 -> inception_5b/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_1x1
INFO - 18:08:56 - Top shape: 32 384 7 7 (602112)
INFO - 18:08:56 - Memory required for data: 1772022280
INFO - 18:08:56 - Creating layer / name=inception_5b/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/3x3_reduce
INFO - 18:08:56 - inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1
INFO - 18:08:56 - inception_5b/3x3_reduce -> inception_5b/3x3_reduce
INFO - 18:08:56 - Setting up inception_5b/3x3_reduce
INFO - 18:08:56 - Top shape: 32 192 7 7 (301056)
INFO - 18:08:56 - Memory required for data: 1773226504
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_3x3_reduce
INFO - 18:08:56 - inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce
INFO - 18:08:56 - inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 32 192 7 7 (301056)
INFO - 18:08:56 - Memory required for data: 1774430728
INFO - 18:08:56 - Creating layer / name=inception_5b/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/3x3
INFO - 18:08:56 - inception_5b/3x3 <- inception_5b/3x3_reduce
INFO - 18:08:56 - inception_5b/3x3 -> inception_5b/3x3
INFO - 18:08:56 - Setting up inception_5b/3x3
INFO - 18:08:56 - Top shape: 32 384 7 7 (602112)
INFO - 18:08:56 - Memory required for data: 1776839176
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_3x3
INFO - 18:08:56 - inception_5b/relu_3x3 <- inception_5b/3x3
INFO - 18:08:56 - inception_5b/relu_3x3 -> inception_5b/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_3x3
INFO - 18:08:56 - Top shape: 32 384 7 7 (602112)
INFO - 18:08:56 - Memory required for data: 1779247624
INFO - 18:08:56 - Creating layer / name=inception_5b/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/5x5_reduce
INFO - 18:08:56 - inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2
INFO - 18:08:56 - inception_5b/5x5_reduce -> inception_5b/5x5_reduce
INFO - 18:08:56 - Setting up inception_5b/5x5_reduce
INFO - 18:08:56 - Top shape: 32 48 7 7 (75264)
INFO - 18:08:56 - Memory required for data: 1779548680
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_5x5_reduce
INFO - 18:08:56 - inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce
INFO - 18:08:56 - inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 32 48 7 7 (75264)
INFO - 18:08:56 - Memory required for data: 1779849736
INFO - 18:08:56 - Creating layer / name=inception_5b/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/5x5
INFO - 18:08:56 - inception_5b/5x5 <- inception_5b/5x5_reduce
INFO - 18:08:56 - inception_5b/5x5 -> inception_5b/5x5
INFO - 18:08:56 - Setting up inception_5b/5x5
INFO - 18:08:56 - Top shape: 32 128 7 7 (200704)
INFO - 18:08:56 - Memory required for data: 1780652552
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_5x5
INFO - 18:08:56 - inception_5b/relu_5x5 <- inception_5b/5x5
INFO - 18:08:56 - inception_5b/relu_5x5 -> inception_5b/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_5x5
INFO - 18:08:56 - Top shape: 32 128 7 7 (200704)
INFO - 18:08:56 - Memory required for data: 1781455368
INFO - 18:08:56 - Creating layer / name=inception_5b/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_5b/pool
INFO - 18:08:56 - inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3
INFO - 18:08:56 - inception_5b/pool -> inception_5b/pool
INFO - 18:08:56 - Setting up inception_5b/pool
INFO - 18:08:56 - Top shape: 32 832 7 7 (1304576)
INFO - 18:08:56 - Memory required for data: 1786673672
INFO - 18:08:56 - Creating layer / name=inception_5b/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/pool_proj
INFO - 18:08:56 - inception_5b/pool_proj <- inception_5b/pool
INFO - 18:08:56 - inception_5b/pool_proj -> inception_5b/pool_proj
INFO - 18:08:56 - Setting up inception_5b/pool_proj
INFO - 18:08:56 - Top shape: 32 128 7 7 (200704)
INFO - 18:08:56 - Memory required for data: 1787476488
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_pool_proj
INFO - 18:08:56 - inception_5b/relu_pool_proj <- inception_5b/pool_proj
INFO - 18:08:56 - inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_pool_proj
INFO - 18:08:56 - Top shape: 32 128 7 7 (200704)
INFO - 18:08:56 - Memory required for data: 1788279304
INFO - 18:08:56 - Creating layer / name=inception_5b/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_5b/output
INFO - 18:08:56 - inception_5b/output <- inception_5b/1x1
INFO - 18:08:56 - inception_5b/output <- inception_5b/3x3
INFO - 18:08:56 - inception_5b/output <- inception_5b/5x5
INFO - 18:08:56 - inception_5b/output <- inception_5b/pool_proj
INFO - 18:08:56 - inception_5b/output -> inception_5b/output
INFO - 18:08:56 - Setting up inception_5b/output
INFO - 18:08:56 - Top shape: 32 1024 7 7 (1605632)
INFO - 18:08:56 - Memory required for data: 1794701832
INFO - 18:08:56 - Creating layer / name=pool5/7x7_s1 / type=Pooling
INFO - 18:08:56 - Creating Layer pool5/7x7_s1
INFO - 18:08:56 - pool5/7x7_s1 <- inception_5b/output
INFO - 18:08:56 - pool5/7x7_s1 -> pool5/7x7_s1
INFO - 18:08:56 - Setting up pool5/7x7_s1
INFO - 18:08:56 - Top shape: 32 1024 1 1 (32768)
INFO - 18:08:56 - Memory required for data: 1794832904
INFO - 18:08:56 - Creating layer / name=pool5/drop_7x7_s1 / type=Dropout
INFO - 18:08:56 - Creating Layer pool5/drop_7x7_s1
INFO - 18:08:56 - pool5/drop_7x7_s1 <- pool5/7x7_s1
INFO - 18:08:56 - pool5/drop_7x7_s1 -> pool5/7x7_s1 (in-place)
INFO - 18:08:56 - Setting up pool5/drop_7x7_s1
INFO - 18:08:56 - Top shape: 32 1024 1 1 (32768)
INFO - 18:08:56 - Memory required for data: 1794963976
INFO - 18:08:56 - Creating layer / name=loss3/classifier / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss3/classifier
INFO - 18:08:56 - loss3/classifier <- pool5/7x7_s1
INFO - 18:08:56 - loss3/classifier -> loss3/classifier
INFO - 18:08:56 - Setting up loss3/classifier
INFO - 18:08:56 - Top shape: 32 12 (384)
INFO - 18:08:56 - Memory required for data: 1794965512
INFO - 18:08:56 - Creating layer / name=loss3/loss3 / type=SoftmaxWithLoss
INFO - 18:08:56 - Creating Layer loss3/loss3
INFO - 18:08:56 - loss3/loss3 <- loss3/classifier
INFO - 18:08:56 - loss3/loss3 <- label_data_1_split_2
INFO - 18:08:56 - loss3/loss3 -> loss3/loss3
INFO - 18:08:56 - Creating layer / name=loss3/loss3 / type=Softmax
INFO - 18:08:56 - Setting up loss3/loss3
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - with loss weight 1
INFO - 18:08:56 - Memory required for data: 1794965516
INFO - 18:08:56 - loss3/loss3 needs backward computation.
INFO - 18:08:56 - loss3/classifier needs backward computation.
INFO - 18:08:56 - pool5/drop_7x7_s1 needs backward computation.
INFO - 18:08:56 - pool5/7x7_s1 needs backward computation.
INFO - 18:08:56 - inception_5b/output needs backward computation.
INFO - 18:08:56 - inception_5b/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_5b/pool_proj needs backward computation.
INFO - 18:08:56 - inception_5b/pool needs backward computation.
INFO - 18:08:56 - inception_5b/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_5b/5x5 needs backward computation.
INFO - 18:08:56 - inception_5b/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_5b/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_5b/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_5b/3x3 needs backward computation.
INFO - 18:08:56 - inception_5b/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_5b/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_5b/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_5b/1x1 needs backward computation.
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split needs backward computation.
INFO - 18:08:56 - inception_5a/output needs backward computation.
INFO - 18:08:56 - inception_5a/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_5a/pool_proj needs backward computation.
INFO - 18:08:56 - inception_5a/pool needs backward computation.
INFO - 18:08:56 - inception_5a/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_5a/5x5 needs backward computation.
INFO - 18:08:56 - inception_5a/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_5a/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_5a/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_5a/3x3 needs backward computation.
INFO - 18:08:56 - inception_5a/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_5a/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_5a/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_5a/1x1 needs backward computation.
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split needs backward computation.
INFO - 18:08:56 - pool4/3x3_s2 needs backward computation.
INFO - 18:08:56 - inception_4e/output needs backward computation.
INFO - 18:08:56 - inception_4e/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4e/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4e/pool needs backward computation.
INFO - 18:08:56 - inception_4e/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4e/5x5 needs backward computation.
INFO - 18:08:56 - inception_4e/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4e/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4e/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4e/3x3 needs backward computation.
INFO - 18:08:56 - inception_4e/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4e/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4e/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4e/1x1 needs backward computation.
INFO - 18:08:56 - loss2/loss needs backward computation.
INFO - 18:08:56 - loss2/classifier needs backward computation.
INFO - 18:08:56 - loss2/drop_fc needs backward computation.
INFO - 18:08:56 - loss2/relu_fc needs backward computation.
INFO - 18:08:56 - loss2/fc needs backward computation.
INFO - 18:08:56 - loss2/relu_conv needs backward computation.
INFO - 18:08:56 - loss2/conv needs backward computation.
INFO - 18:08:56 - loss2/ave_pool needs backward computation.
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split needs backward computation.
INFO - 18:08:56 - inception_4d/output needs backward computation.
INFO - 18:08:56 - inception_4d/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4d/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4d/pool needs backward computation.
INFO - 18:08:56 - inception_4d/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4d/5x5 needs backward computation.
INFO - 18:08:56 - inception_4d/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4d/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4d/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4d/3x3 needs backward computation.
INFO - 18:08:56 - inception_4d/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4d/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4d/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4d/1x1 needs backward computation.
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split needs backward computation.
INFO - 18:08:56 - inception_4c/output needs backward computation.
INFO - 18:08:56 - inception_4c/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4c/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4c/pool needs backward computation.
INFO - 18:08:56 - inception_4c/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4c/5x5 needs backward computation.
INFO - 18:08:56 - inception_4c/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4c/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4c/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4c/3x3 needs backward computation.
INFO - 18:08:56 - inception_4c/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4c/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4c/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4c/1x1 needs backward computation.
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split needs backward computation.
INFO - 18:08:56 - inception_4b/output needs backward computation.
INFO - 18:08:56 - inception_4b/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4b/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4b/pool needs backward computation.
INFO - 18:08:56 - inception_4b/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4b/5x5 needs backward computation.
INFO - 18:08:56 - inception_4b/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4b/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4b/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4b/3x3 needs backward computation.
INFO - 18:08:56 - inception_4b/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4b/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4b/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4b/1x1 needs backward computation.
INFO - 18:08:56 - loss1/loss needs backward computation.
INFO - 18:08:56 - loss1/classifier needs backward computation.
INFO - 18:08:56 - loss1/drop_fc needs backward computation.
INFO - 18:08:56 - loss1/relu_fc needs backward computation.
INFO - 18:08:56 - loss1/fc needs backward computation.
INFO - 18:08:56 - loss1/relu_conv needs backward computation.
INFO - 18:08:56 - loss1/conv needs backward computation.
INFO - 18:08:56 - loss1/ave_pool needs backward computation.
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split needs backward computation.
INFO - 18:08:56 - inception_4a/output needs backward computation.
INFO - 18:08:56 - inception_4a/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4a/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4a/pool needs backward computation.
INFO - 18:08:56 - inception_4a/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4a/5x5 needs backward computation.
INFO - 18:08:56 - inception_4a/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4a/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4a/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4a/3x3 needs backward computation.
INFO - 18:08:56 - inception_4a/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4a/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4a/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4a/1x1 needs backward computation.
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split needs backward computation.
INFO - 18:08:56 - pool3/3x3_s2 needs backward computation.
INFO - 18:08:56 - inception_3b/output needs backward computation.
INFO - 18:08:56 - inception_3b/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_3b/pool_proj needs backward computation.
INFO - 18:08:56 - inception_3b/pool needs backward computation.
INFO - 18:08:56 - inception_3b/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_3b/5x5 needs backward computation.
INFO - 18:08:56 - inception_3b/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_3b/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_3b/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_3b/3x3 needs backward computation.
INFO - 18:08:56 - inception_3b/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_3b/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_3b/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_3b/1x1 needs backward computation.
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split needs backward computation.
INFO - 18:08:56 - inception_3a/output needs backward computation.
INFO - 18:08:56 - inception_3a/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_3a/pool_proj needs backward computation.
INFO - 18:08:56 - inception_3a/pool needs backward computation.
INFO - 18:08:56 - inception_3a/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_3a/5x5 needs backward computation.
INFO - 18:08:56 - inception_3a/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_3a/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_3a/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_3a/3x3 needs backward computation.
INFO - 18:08:56 - inception_3a/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_3a/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_3a/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_3a/1x1 needs backward computation.
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split needs backward computation.
INFO - 18:08:56 - pool2/3x3_s2 needs backward computation.
INFO - 18:08:56 - conv2/norm2 needs backward computation.
INFO - 18:08:56 - conv2/relu_3x3 needs backward computation.
INFO - 18:08:56 - conv2/3x3 needs backward computation.
INFO - 18:08:56 - conv2/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - conv2/3x3_reduce needs backward computation.
INFO - 18:08:56 - pool1/norm1 needs backward computation.
INFO - 18:08:56 - pool1/3x3_s2 needs backward computation.
INFO - 18:08:56 - conv1/relu_7x7 needs backward computation.
INFO - 18:08:56 - conv1/7x7_s2 needs backward computation.
INFO - 18:08:56 - label_data_1_split does not need backward computation.
INFO - 18:08:56 - data does not need backward computation.
INFO - 18:08:56 - This network produces output loss1/loss1
INFO - 18:08:56 - This network produces output loss2/loss1
INFO - 18:08:56 - This network produces output loss3/loss3
INFO - 18:08:56 - Network initialization done.
INFO - 18:08:56 - Creating test net (#0) specified by net_param
INFO - 18:08:56 - The NetState phase (1) differed from the phase (0) specified by a rule in layer data
INFO - 18:08:56 - Initializing net from parameters:
INFO - 18:08:56 - Creating layer / name=googlenet / type=MemoryData
INFO - 18:08:56 - Creating Layer googlenet
INFO - 18:08:56 - googlenet -> data
INFO - 18:08:56 - googlenet -> label
INFO - 18:08:56 - Setting up googlenet
INFO - 18:08:56 - Top shape: 24 3 224 224 (3612672)
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Memory required for data: 14450784
INFO - 18:08:56 - Creating layer / name=label_googlenet_1_split / type=Split
INFO - 18:08:56 - Creating Layer label_googlenet_1_split
INFO - 18:08:56 - label_googlenet_1_split <- label
INFO - 18:08:56 - label_googlenet_1_split -> label_googlenet_1_split_0
INFO - 18:08:56 - label_googlenet_1_split -> label_googlenet_1_split_1
INFO - 18:08:56 - label_googlenet_1_split -> label_googlenet_1_split_2
INFO - 18:08:56 - label_googlenet_1_split -> label_googlenet_1_split_3
INFO - 18:08:56 - label_googlenet_1_split -> label_googlenet_1_split_4
INFO - 18:08:56 - label_googlenet_1_split -> label_googlenet_1_split_5
INFO - 18:08:56 - label_googlenet_1_split -> label_googlenet_1_split_6
INFO - 18:08:56 - label_googlenet_1_split -> label_googlenet_1_split_7
INFO - 18:08:56 - Setting up label_googlenet_1_split
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Top shape: 24 (24)
INFO - 18:08:56 - Memory required for data: 14451552
INFO - 18:08:56 - Creating layer / name=conv1/7x7_s2 / type=Convolution
INFO - 18:08:56 - Creating Layer conv1/7x7_s2
INFO - 18:08:56 - conv1/7x7_s2 <- data
INFO - 18:08:56 - conv1/7x7_s2 -> conv1/7x7_s2
INFO - 18:08:56 - Setting up conv1/7x7_s2
INFO - 18:08:56 - Top shape: 24 64 112 112 (19267584)
INFO - 18:08:56 - Memory required for data: 91521888
INFO - 18:08:56 - Creating layer / name=conv1/relu_7x7 / type=ReLU
INFO - 18:08:56 - Creating Layer conv1/relu_7x7
INFO - 18:08:56 - conv1/relu_7x7 <- conv1/7x7_s2
INFO - 18:08:56 - conv1/relu_7x7 -> conv1/7x7_s2 (in-place)
INFO - 18:08:56 - Setting up conv1/relu_7x7
INFO - 18:08:56 - Top shape: 24 64 112 112 (19267584)
INFO - 18:08:56 - Memory required for data: 168592224
INFO - 18:08:56 - Creating layer / name=pool1/3x3_s2 / type=Pooling
INFO - 18:08:56 - Creating Layer pool1/3x3_s2
INFO - 18:08:56 - pool1/3x3_s2 <- conv1/7x7_s2
INFO - 18:08:56 - pool1/3x3_s2 -> pool1/3x3_s2
INFO - 18:08:56 - Setting up pool1/3x3_s2
INFO - 18:08:56 - Top shape: 24 64 56 56 (4816896)
INFO - 18:08:56 - Memory required for data: 187859808
INFO - 18:08:56 - Creating layer / name=pool1/norm1 / type=LRN
INFO - 18:08:56 - Creating Layer pool1/norm1
INFO - 18:08:56 - pool1/norm1 <- pool1/3x3_s2
INFO - 18:08:56 - pool1/norm1 -> pool1/norm1
INFO - 18:08:56 - Setting up pool1/norm1
INFO - 18:08:56 - Top shape: 24 64 56 56 (4816896)
INFO - 18:08:56 - Memory required for data: 207127392
INFO - 18:08:56 - Creating layer / name=conv2/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer conv2/3x3_reduce
INFO - 18:08:56 - conv2/3x3_reduce <- pool1/norm1
INFO - 18:08:56 - conv2/3x3_reduce -> conv2/3x3_reduce
INFO - 18:08:56 - Setting up conv2/3x3_reduce
INFO - 18:08:56 - Top shape: 24 64 56 56 (4816896)
INFO - 18:08:56 - Memory required for data: 226394976
INFO - 18:08:56 - Creating layer / name=conv2/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer conv2/relu_3x3_reduce
INFO - 18:08:56 - conv2/relu_3x3_reduce <- conv2/3x3_reduce
INFO - 18:08:56 - conv2/relu_3x3_reduce -> conv2/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up conv2/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 64 56 56 (4816896)
INFO - 18:08:56 - Memory required for data: 245662560
INFO - 18:08:56 - Creating layer / name=conv2/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer conv2/3x3
INFO - 18:08:56 - conv2/3x3 <- conv2/3x3_reduce
INFO - 18:08:56 - conv2/3x3 -> conv2/3x3
INFO - 18:08:56 - Setting up conv2/3x3
INFO - 18:08:56 - Top shape: 24 192 56 56 (14450688)
INFO - 18:08:56 - Memory required for data: 303465312
INFO - 18:08:56 - Creating layer / name=conv2/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer conv2/relu_3x3
INFO - 18:08:56 - conv2/relu_3x3 <- conv2/3x3
INFO - 18:08:56 - conv2/relu_3x3 -> conv2/3x3 (in-place)
INFO - 18:08:56 - Setting up conv2/relu_3x3
INFO - 18:08:56 - Top shape: 24 192 56 56 (14450688)
INFO - 18:08:56 - Memory required for data: 361268064
INFO - 18:08:56 - Creating layer / name=conv2/norm2 / type=LRN
INFO - 18:08:56 - Creating Layer conv2/norm2
INFO - 18:08:56 - conv2/norm2 <- conv2/3x3
INFO - 18:08:56 - conv2/norm2 -> conv2/norm2
INFO - 18:08:56 - Setting up conv2/norm2
INFO - 18:08:56 - Top shape: 24 192 56 56 (14450688)
INFO - 18:08:56 - Memory required for data: 419070816
INFO - 18:08:56 - Creating layer / name=pool2/3x3_s2 / type=Pooling
INFO - 18:08:56 - Creating Layer pool2/3x3_s2
INFO - 18:08:56 - pool2/3x3_s2 <- conv2/norm2
INFO - 18:08:56 - pool2/3x3_s2 -> pool2/3x3_s2
INFO - 18:08:56 - Setting up pool2/3x3_s2
INFO - 18:08:56 - Top shape: 24 192 28 28 (3612672)
INFO - 18:08:56 - Memory required for data: 433521504
INFO - 18:08:56 - Creating layer / name=pool2/3x3_s2_pool2/3x3_s2_0_split / type=Split
INFO - 18:08:56 - Creating Layer pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split <- pool2/3x3_s2
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_0
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_1
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_2
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split -> pool2/3x3_s2_pool2/3x3_s2_0_split_3
INFO - 18:08:56 - Setting up pool2/3x3_s2_pool2/3x3_s2_0_split
INFO - 18:08:56 - Top shape: 24 192 28 28 (3612672)
INFO - 18:08:56 - Top shape: 24 192 28 28 (3612672)
INFO - 18:08:56 - Top shape: 24 192 28 28 (3612672)
INFO - 18:08:56 - Top shape: 24 192 28 28 (3612672)
INFO - 18:08:56 - Memory required for data: 491324256
INFO - 18:08:56 - Creating layer / name=inception_3a/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/1x1
INFO - 18:08:56 - inception_3a/1x1 <- pool2/3x3_s2_pool2/3x3_s2_0_split_0
INFO - 18:08:56 - inception_3a/1x1 -> inception_3a/1x1
INFO - 18:08:56 - Setting up inception_3a/1x1
INFO - 18:08:56 - Top shape: 24 64 28 28 (1204224)
INFO - 18:08:56 - Memory required for data: 496141152
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_1x1
INFO - 18:08:56 - inception_3a/relu_1x1 <- inception_3a/1x1
INFO - 18:08:56 - inception_3a/relu_1x1 -> inception_3a/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_1x1
INFO - 18:08:56 - Top shape: 24 64 28 28 (1204224)
INFO - 18:08:56 - Memory required for data: 500958048
INFO - 18:08:56 - Creating layer / name=inception_3a/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/3x3_reduce
INFO - 18:08:56 - inception_3a/3x3_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_1
INFO - 18:08:56 - inception_3a/3x3_reduce -> inception_3a/3x3_reduce
INFO - 18:08:56 - Setting up inception_3a/3x3_reduce
INFO - 18:08:56 - Top shape: 24 96 28 28 (1806336)
INFO - 18:08:56 - Memory required for data: 508183392
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_3x3_reduce
INFO - 18:08:56 - inception_3a/relu_3x3_reduce <- inception_3a/3x3_reduce
INFO - 18:08:56 - inception_3a/relu_3x3_reduce -> inception_3a/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 96 28 28 (1806336)
INFO - 18:08:56 - Memory required for data: 515408736
INFO - 18:08:56 - Creating layer / name=inception_3a/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/3x3
INFO - 18:08:56 - inception_3a/3x3 <- inception_3a/3x3_reduce
INFO - 18:08:56 - inception_3a/3x3 -> inception_3a/3x3
INFO - 18:08:56 - Setting up inception_3a/3x3
INFO - 18:08:56 - Top shape: 24 128 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 525042528
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_3x3
INFO - 18:08:56 - inception_3a/relu_3x3 <- inception_3a/3x3
INFO - 18:08:56 - inception_3a/relu_3x3 -> inception_3a/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_3x3
INFO - 18:08:56 - Top shape: 24 128 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 534676320
INFO - 18:08:56 - Creating layer / name=inception_3a/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/5x5_reduce
INFO - 18:08:56 - inception_3a/5x5_reduce <- pool2/3x3_s2_pool2/3x3_s2_0_split_2
INFO - 18:08:56 - inception_3a/5x5_reduce -> inception_3a/5x5_reduce
INFO - 18:08:56 - Setting up inception_3a/5x5_reduce
INFO - 18:08:56 - Top shape: 24 16 28 28 (301056)
INFO - 18:08:56 - Memory required for data: 535880544
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_5x5_reduce
INFO - 18:08:56 - inception_3a/relu_5x5_reduce <- inception_3a/5x5_reduce
INFO - 18:08:56 - inception_3a/relu_5x5_reduce -> inception_3a/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 16 28 28 (301056)
INFO - 18:08:56 - Memory required for data: 537084768
INFO - 18:08:56 - Creating layer / name=inception_3a/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/5x5
INFO - 18:08:56 - inception_3a/5x5 <- inception_3a/5x5_reduce
INFO - 18:08:56 - inception_3a/5x5 -> inception_3a/5x5
INFO - 18:08:56 - Setting up inception_3a/5x5
INFO - 18:08:56 - Top shape: 24 32 28 28 (602112)
INFO - 18:08:56 - Memory required for data: 539493216
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_5x5
INFO - 18:08:56 - inception_3a/relu_5x5 <- inception_3a/5x5
INFO - 18:08:56 - inception_3a/relu_5x5 -> inception_3a/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_5x5
INFO - 18:08:56 - Top shape: 24 32 28 28 (602112)
INFO - 18:08:56 - Memory required for data: 541901664
INFO - 18:08:56 - Creating layer / name=inception_3a/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_3a/pool
INFO - 18:08:56 - inception_3a/pool <- pool2/3x3_s2_pool2/3x3_s2_0_split_3
INFO - 18:08:56 - inception_3a/pool -> inception_3a/pool
INFO - 18:08:56 - Setting up inception_3a/pool
INFO - 18:08:56 - Top shape: 24 192 28 28 (3612672)
INFO - 18:08:56 - Memory required for data: 556352352
INFO - 18:08:56 - Creating layer / name=inception_3a/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3a/pool_proj
INFO - 18:08:56 - inception_3a/pool_proj <- inception_3a/pool
INFO - 18:08:56 - inception_3a/pool_proj -> inception_3a/pool_proj
INFO - 18:08:56 - Setting up inception_3a/pool_proj
INFO - 18:08:56 - Top shape: 24 32 28 28 (602112)
INFO - 18:08:56 - Memory required for data: 558760800
INFO - 18:08:56 - Creating layer / name=inception_3a/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3a/relu_pool_proj
INFO - 18:08:56 - inception_3a/relu_pool_proj <- inception_3a/pool_proj
INFO - 18:08:56 - inception_3a/relu_pool_proj -> inception_3a/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_3a/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 32 28 28 (602112)
INFO - 18:08:56 - Memory required for data: 561169248
INFO - 18:08:56 - Creating layer / name=inception_3a/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_3a/output
INFO - 18:08:56 - inception_3a/output <- inception_3a/1x1
INFO - 18:08:56 - inception_3a/output <- inception_3a/3x3
INFO - 18:08:56 - inception_3a/output <- inception_3a/5x5
INFO - 18:08:56 - inception_3a/output <- inception_3a/pool_proj
INFO - 18:08:56 - inception_3a/output -> inception_3a/output
INFO - 18:08:56 - Setting up inception_3a/output
INFO - 18:08:56 - Top shape: 24 256 28 28 (4816896)
INFO - 18:08:56 - Memory required for data: 580436832
INFO - 18:08:56 - Creating layer / name=inception_3a/output_inception_3a/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_3a/output_inception_3a/output_0_split
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split <- inception_3a/output
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_0
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_1
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_2
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split -> inception_3a/output_inception_3a/output_0_split_3
INFO - 18:08:56 - Setting up inception_3a/output_inception_3a/output_0_split
INFO - 18:08:56 - Top shape: 24 256 28 28 (4816896)
INFO - 18:08:56 - Top shape: 24 256 28 28 (4816896)
INFO - 18:08:56 - Top shape: 24 256 28 28 (4816896)
INFO - 18:08:56 - Top shape: 24 256 28 28 (4816896)
INFO - 18:08:56 - Memory required for data: 657507168
INFO - 18:08:56 - Creating layer / name=inception_3b/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/1x1
INFO - 18:08:56 - inception_3b/1x1 <- inception_3a/output_inception_3a/output_0_split_0
INFO - 18:08:56 - inception_3b/1x1 -> inception_3b/1x1
INFO - 18:08:56 - Setting up inception_3b/1x1
INFO - 18:08:56 - Top shape: 24 128 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 667140960
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_1x1
INFO - 18:08:56 - inception_3b/relu_1x1 <- inception_3b/1x1
INFO - 18:08:56 - inception_3b/relu_1x1 -> inception_3b/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_1x1
INFO - 18:08:56 - Top shape: 24 128 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 676774752
INFO - 18:08:56 - Creating layer / name=inception_3b/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/3x3_reduce
INFO - 18:08:56 - inception_3b/3x3_reduce <- inception_3a/output_inception_3a/output_0_split_1
INFO - 18:08:56 - inception_3b/3x3_reduce -> inception_3b/3x3_reduce
INFO - 18:08:56 - Setting up inception_3b/3x3_reduce
INFO - 18:08:56 - Top shape: 24 128 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 686408544
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_3x3_reduce
INFO - 18:08:56 - inception_3b/relu_3x3_reduce <- inception_3b/3x3_reduce
INFO - 18:08:56 - inception_3b/relu_3x3_reduce -> inception_3b/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 128 28 28 (2408448)
INFO - 18:08:56 - Memory required for data: 696042336
INFO - 18:08:56 - Creating layer / name=inception_3b/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/3x3
INFO - 18:08:56 - inception_3b/3x3 <- inception_3b/3x3_reduce
INFO - 18:08:56 - inception_3b/3x3 -> inception_3b/3x3
INFO - 18:08:56 - Setting up inception_3b/3x3
INFO - 18:08:56 - Top shape: 24 192 28 28 (3612672)
INFO - 18:08:56 - Memory required for data: 710493024
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_3x3
INFO - 18:08:56 - inception_3b/relu_3x3 <- inception_3b/3x3
INFO - 18:08:56 - inception_3b/relu_3x3 -> inception_3b/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_3x3
INFO - 18:08:56 - Top shape: 24 192 28 28 (3612672)
INFO - 18:08:56 - Memory required for data: 724943712
INFO - 18:08:56 - Creating layer / name=inception_3b/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/5x5_reduce
INFO - 18:08:56 - inception_3b/5x5_reduce <- inception_3a/output_inception_3a/output_0_split_2
INFO - 18:08:56 - inception_3b/5x5_reduce -> inception_3b/5x5_reduce
INFO - 18:08:56 - Setting up inception_3b/5x5_reduce
INFO - 18:08:56 - Top shape: 24 32 28 28 (602112)
INFO - 18:08:56 - Memory required for data: 727352160
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_5x5_reduce
INFO - 18:08:56 - inception_3b/relu_5x5_reduce <- inception_3b/5x5_reduce
INFO - 18:08:56 - inception_3b/relu_5x5_reduce -> inception_3b/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 32 28 28 (602112)
INFO - 18:08:56 - Memory required for data: 729760608
INFO - 18:08:56 - Creating layer / name=inception_3b/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/5x5
INFO - 18:08:56 - inception_3b/5x5 <- inception_3b/5x5_reduce
INFO - 18:08:56 - inception_3b/5x5 -> inception_3b/5x5
INFO - 18:08:56 - Setting up inception_3b/5x5
INFO - 18:08:56 - Top shape: 24 96 28 28 (1806336)
INFO - 18:08:56 - Memory required for data: 736985952
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_5x5
INFO - 18:08:56 - inception_3b/relu_5x5 <- inception_3b/5x5
INFO - 18:08:56 - inception_3b/relu_5x5 -> inception_3b/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_5x5
INFO - 18:08:56 - Top shape: 24 96 28 28 (1806336)
INFO - 18:08:56 - Memory required for data: 744211296
INFO - 18:08:56 - Creating layer / name=inception_3b/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_3b/pool
INFO - 18:08:56 - inception_3b/pool <- inception_3a/output_inception_3a/output_0_split_3
INFO - 18:08:56 - inception_3b/pool -> inception_3b/pool
INFO - 18:08:56 - Setting up inception_3b/pool
INFO - 18:08:56 - Top shape: 24 256 28 28 (4816896)
INFO - 18:08:56 - Memory required for data: 763478880
INFO - 18:08:56 - Creating layer / name=inception_3b/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_3b/pool_proj
INFO - 18:08:56 - inception_3b/pool_proj <- inception_3b/pool
INFO - 18:08:56 - inception_3b/pool_proj -> inception_3b/pool_proj
INFO - 18:08:56 - Setting up inception_3b/pool_proj
INFO - 18:08:56 - Top shape: 24 64 28 28 (1204224)
INFO - 18:08:56 - Memory required for data: 768295776
INFO - 18:08:56 - Creating layer / name=inception_3b/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_3b/relu_pool_proj
INFO - 18:08:56 - inception_3b/relu_pool_proj <- inception_3b/pool_proj
INFO - 18:08:56 - inception_3b/relu_pool_proj -> inception_3b/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_3b/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 64 28 28 (1204224)
INFO - 18:08:56 - Memory required for data: 773112672
INFO - 18:08:56 - Creating layer / name=inception_3b/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_3b/output
INFO - 18:08:56 - inception_3b/output <- inception_3b/1x1
INFO - 18:08:56 - inception_3b/output <- inception_3b/3x3
INFO - 18:08:56 - inception_3b/output <- inception_3b/5x5
INFO - 18:08:56 - inception_3b/output <- inception_3b/pool_proj
INFO - 18:08:56 - inception_3b/output -> inception_3b/output
INFO - 18:08:56 - Setting up inception_3b/output
INFO - 18:08:56 - Top shape: 24 480 28 28 (9031680)
INFO - 18:08:56 - Memory required for data: 809239392
INFO - 18:08:56 - Creating layer / name=pool3/3x3_s2 / type=Pooling
INFO - 18:08:56 - Creating Layer pool3/3x3_s2
INFO - 18:08:56 - pool3/3x3_s2 <- inception_3b/output
INFO - 18:08:56 - pool3/3x3_s2 -> pool3/3x3_s2
INFO - 18:08:56 - Setting up pool3/3x3_s2
INFO - 18:08:56 - Top shape: 24 480 14 14 (2257920)
INFO - 18:08:56 - Memory required for data: 818271072
INFO - 18:08:56 - Creating layer / name=pool3/3x3_s2_pool3/3x3_s2_0_split / type=Split
INFO - 18:08:56 - Creating Layer pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split <- pool3/3x3_s2
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_0
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_1
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_2
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split -> pool3/3x3_s2_pool3/3x3_s2_0_split_3
INFO - 18:08:56 - Setting up pool3/3x3_s2_pool3/3x3_s2_0_split
INFO - 18:08:56 - Top shape: 24 480 14 14 (2257920)
INFO - 18:08:56 - Top shape: 24 480 14 14 (2257920)
INFO - 18:08:56 - Top shape: 24 480 14 14 (2257920)
INFO - 18:08:56 - Top shape: 24 480 14 14 (2257920)
INFO - 18:08:56 - Memory required for data: 854397792
INFO - 18:08:56 - Creating layer / name=inception_4a/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/1x1
INFO - 18:08:56 - inception_4a/1x1 <- pool3/3x3_s2_pool3/3x3_s2_0_split_0
INFO - 18:08:56 - inception_4a/1x1 -> inception_4a/1x1
INFO - 18:08:56 - Setting up inception_4a/1x1
INFO - 18:08:56 - Top shape: 24 192 14 14 (903168)
INFO - 18:08:56 - Memory required for data: 858010464
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_1x1
INFO - 18:08:56 - inception_4a/relu_1x1 <- inception_4a/1x1
INFO - 18:08:56 - inception_4a/relu_1x1 -> inception_4a/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_1x1
INFO - 18:08:56 - Top shape: 24 192 14 14 (903168)
INFO - 18:08:56 - Memory required for data: 861623136
INFO - 18:08:56 - Creating layer / name=inception_4a/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/3x3_reduce
INFO - 18:08:56 - inception_4a/3x3_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_1
INFO - 18:08:56 - inception_4a/3x3_reduce -> inception_4a/3x3_reduce
INFO - 18:08:56 - Setting up inception_4a/3x3_reduce
INFO - 18:08:56 - Top shape: 24 96 14 14 (451584)
INFO - 18:08:56 - Memory required for data: 863429472
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_3x3_reduce
INFO - 18:08:56 - inception_4a/relu_3x3_reduce <- inception_4a/3x3_reduce
INFO - 18:08:56 - inception_4a/relu_3x3_reduce -> inception_4a/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 96 14 14 (451584)
INFO - 18:08:56 - Memory required for data: 865235808
INFO - 18:08:56 - Creating layer / name=inception_4a/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/3x3
INFO - 18:08:56 - inception_4a/3x3 <- inception_4a/3x3_reduce
INFO - 18:08:56 - inception_4a/3x3 -> inception_4a/3x3
INFO - 18:08:56 - Setting up inception_4a/3x3
INFO - 18:08:56 - Top shape: 24 208 14 14 (978432)
INFO - 18:08:56 - Memory required for data: 869149536
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_3x3
INFO - 18:08:56 - inception_4a/relu_3x3 <- inception_4a/3x3
INFO - 18:08:56 - inception_4a/relu_3x3 -> inception_4a/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_3x3
INFO - 18:08:56 - Top shape: 24 208 14 14 (978432)
INFO - 18:08:56 - Memory required for data: 873063264
INFO - 18:08:56 - Creating layer / name=inception_4a/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/5x5_reduce
INFO - 18:08:56 - inception_4a/5x5_reduce <- pool3/3x3_s2_pool3/3x3_s2_0_split_2
INFO - 18:08:56 - inception_4a/5x5_reduce -> inception_4a/5x5_reduce
INFO - 18:08:56 - Setting up inception_4a/5x5_reduce
INFO - 18:08:56 - Top shape: 24 16 14 14 (75264)
INFO - 18:08:56 - Memory required for data: 873364320
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_5x5_reduce
INFO - 18:08:56 - inception_4a/relu_5x5_reduce <- inception_4a/5x5_reduce
INFO - 18:08:56 - inception_4a/relu_5x5_reduce -> inception_4a/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 16 14 14 (75264)
INFO - 18:08:56 - Memory required for data: 873665376
INFO - 18:08:56 - Creating layer / name=inception_4a/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/5x5
INFO - 18:08:56 - inception_4a/5x5 <- inception_4a/5x5_reduce
INFO - 18:08:56 - inception_4a/5x5 -> inception_4a/5x5
INFO - 18:08:56 - Setting up inception_4a/5x5
INFO - 18:08:56 - Top shape: 24 48 14 14 (225792)
INFO - 18:08:56 - Memory required for data: 874568544
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_5x5
INFO - 18:08:56 - inception_4a/relu_5x5 <- inception_4a/5x5
INFO - 18:08:56 - inception_4a/relu_5x5 -> inception_4a/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_5x5
INFO - 18:08:56 - Top shape: 24 48 14 14 (225792)
INFO - 18:08:56 - Memory required for data: 875471712
INFO - 18:08:56 - Creating layer / name=inception_4a/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4a/pool
INFO - 18:08:56 - inception_4a/pool <- pool3/3x3_s2_pool3/3x3_s2_0_split_3
INFO - 18:08:56 - inception_4a/pool -> inception_4a/pool
INFO - 18:08:56 - Setting up inception_4a/pool
INFO - 18:08:56 - Top shape: 24 480 14 14 (2257920)
INFO - 18:08:56 - Memory required for data: 884503392
INFO - 18:08:56 - Creating layer / name=inception_4a/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4a/pool_proj
INFO - 18:08:56 - inception_4a/pool_proj <- inception_4a/pool
INFO - 18:08:56 - inception_4a/pool_proj -> inception_4a/pool_proj
INFO - 18:08:56 - Setting up inception_4a/pool_proj
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 885707616
INFO - 18:08:56 - Creating layer / name=inception_4a/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4a/relu_pool_proj
INFO - 18:08:56 - inception_4a/relu_pool_proj <- inception_4a/pool_proj
INFO - 18:08:56 - inception_4a/relu_pool_proj -> inception_4a/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4a/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 886911840
INFO - 18:08:56 - Creating layer / name=inception_4a/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4a/output
INFO - 18:08:56 - inception_4a/output <- inception_4a/1x1
INFO - 18:08:56 - inception_4a/output <- inception_4a/3x3
INFO - 18:08:56 - inception_4a/output <- inception_4a/5x5
INFO - 18:08:56 - inception_4a/output <- inception_4a/pool_proj
INFO - 18:08:56 - inception_4a/output -> inception_4a/output
INFO - 18:08:56 - Setting up inception_4a/output
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 896545632
INFO - 18:08:56 - Creating layer / name=inception_4a/output_inception_4a/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_4a/output_inception_4a/output_0_split
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split <- inception_4a/output
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_0
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_1
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_2
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_3
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split -> inception_4a/output_inception_4a/output_0_split_4
INFO - 18:08:56 - Setting up inception_4a/output_inception_4a/output_0_split
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 944714592
INFO - 18:08:56 - Creating layer / name=loss1/ave_pool / type=Pooling
INFO - 18:08:56 - Creating Layer loss1/ave_pool
INFO - 18:08:56 - loss1/ave_pool <- inception_4a/output_inception_4a/output_0_split_0
INFO - 18:08:56 - loss1/ave_pool -> loss1/ave_pool
INFO - 18:08:56 - Setting up loss1/ave_pool
INFO - 18:08:56 - Top shape: 24 512 4 4 (196608)
INFO - 18:08:56 - Memory required for data: 945501024
INFO - 18:08:56 - Creating layer / name=loss1/conv / type=Convolution
INFO - 18:08:56 - Creating Layer loss1/conv
INFO - 18:08:56 - loss1/conv <- loss1/ave_pool
INFO - 18:08:56 - loss1/conv -> loss1/conv
INFO - 18:08:56 - Setting up loss1/conv
INFO - 18:08:56 - Top shape: 24 128 4 4 (49152)
INFO - 18:08:56 - Memory required for data: 945697632
INFO - 18:08:56 - Creating layer / name=loss1/relu_conv / type=ReLU
INFO - 18:08:56 - Creating Layer loss1/relu_conv
INFO - 18:08:56 - loss1/relu_conv <- loss1/conv
INFO - 18:08:56 - loss1/relu_conv -> loss1/conv (in-place)
INFO - 18:08:56 - Setting up loss1/relu_conv
INFO - 18:08:56 - Top shape: 24 128 4 4 (49152)
INFO - 18:08:56 - Memory required for data: 945894240
INFO - 18:08:56 - Creating layer / name=loss1/fc / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss1/fc
INFO - 18:08:56 - loss1/fc <- loss1/conv
INFO - 18:08:56 - loss1/fc -> loss1/fc
INFO - 18:08:56 - Setting up loss1/fc
INFO - 18:08:56 - Top shape: 24 1024 (24576)
INFO - 18:08:56 - Memory required for data: 945992544
INFO - 18:08:56 - Creating layer / name=loss1/relu_fc / type=ReLU
INFO - 18:08:56 - Creating Layer loss1/relu_fc
INFO - 18:08:56 - loss1/relu_fc <- loss1/fc
INFO - 18:08:56 - loss1/relu_fc -> loss1/fc (in-place)
INFO - 18:08:56 - Setting up loss1/relu_fc
INFO - 18:08:56 - Top shape: 24 1024 (24576)
INFO - 18:08:56 - Memory required for data: 946090848
INFO - 18:08:56 - Creating layer / name=loss1/drop_fc / type=Dropout
INFO - 18:08:56 - Creating Layer loss1/drop_fc
INFO - 18:08:56 - loss1/drop_fc <- loss1/fc
INFO - 18:08:56 - loss1/drop_fc -> loss1/fc (in-place)
INFO - 18:08:56 - Setting up loss1/drop_fc
INFO - 18:08:56 - Top shape: 24 1024 (24576)
INFO - 18:08:56 - Memory required for data: 946189152
INFO - 18:08:56 - Creating layer / name=loss1/classifier / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss1/classifier
INFO - 18:08:56 - loss1/classifier <- loss1/fc
INFO - 18:08:56 - loss1/classifier -> loss1/classifier
INFO - 18:08:56 - Setting up loss1/classifier
INFO - 18:08:56 - Top shape: 24 1000 (24000)
INFO - 18:08:56 - Memory required for data: 946285152
INFO - 18:08:56 - Creating layer / name=loss1/classifier_loss1/classifier_0_split / type=Split
INFO - 18:08:56 - Creating Layer loss1/classifier_loss1/classifier_0_split
INFO - 18:08:56 - loss1/classifier_loss1/classifier_0_split <- loss1/classifier
INFO - 18:08:56 - loss1/classifier_loss1/classifier_0_split -> loss1/classifier_loss1/classifier_0_split_0
INFO - 18:08:56 - loss1/classifier_loss1/classifier_0_split -> loss1/classifier_loss1/classifier_0_split_1
INFO - 18:08:56 - loss1/classifier_loss1/classifier_0_split -> loss1/classifier_loss1/classifier_0_split_2
INFO - 18:08:56 - Setting up loss1/classifier_loss1/classifier_0_split
INFO - 18:08:56 - Top shape: 24 1000 (24000)
INFO - 18:08:56 - Top shape: 24 1000 (24000)
INFO - 18:08:56 - Top shape: 24 1000 (24000)
INFO - 18:08:56 - Memory required for data: 946573152
INFO - 18:08:56 - Creating layer / name=loss1/loss / type=SoftmaxWithLoss
INFO - 18:08:56 - Creating Layer loss1/loss
INFO - 18:08:56 - loss1/loss <- loss1/classifier_loss1/classifier_0_split_0
INFO - 18:08:56 - loss1/loss <- label_googlenet_1_split_0
INFO - 18:08:56 - loss1/loss -> loss1/loss1
INFO - 18:08:56 - Creating layer / name=loss1/loss / type=Softmax
INFO - 18:08:56 - Setting up loss1/loss
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - with loss weight 0.3
INFO - 18:08:56 - Memory required for data: 946573156
INFO - 18:08:56 - Creating layer / name=loss1/top-1 / type=Accuracy
INFO - 18:08:56 - Creating Layer loss1/top-1
INFO - 18:08:56 - loss1/top-1 <- loss1/classifier_loss1/classifier_0_split_1
INFO - 18:08:56 - loss1/top-1 <- label_googlenet_1_split_1
INFO - 18:08:56 - loss1/top-1 -> loss1/top-1
INFO - 18:08:56 - Setting up loss1/top-1
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - Memory required for data: 946573160
INFO - 18:08:56 - Creating layer / name=loss1/top-5 / type=Accuracy
INFO - 18:08:56 - Creating Layer loss1/top-5
INFO - 18:08:56 - loss1/top-5 <- loss1/classifier_loss1/classifier_0_split_2
INFO - 18:08:56 - loss1/top-5 <- label_googlenet_1_split_2
INFO - 18:08:56 - loss1/top-5 -> loss1/top-5
INFO - 18:08:56 - Setting up loss1/top-5
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - Memory required for data: 946573164
INFO - 18:08:56 - Creating layer / name=inception_4b/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/1x1
INFO - 18:08:56 - inception_4b/1x1 <- inception_4a/output_inception_4a/output_0_split_1
INFO - 18:08:56 - inception_4b/1x1 -> inception_4b/1x1
INFO - 18:08:56 - Setting up inception_4b/1x1
INFO - 18:08:56 - Top shape: 24 160 14 14 (752640)
INFO - 18:08:56 - Memory required for data: 949583724
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_1x1
INFO - 18:08:56 - inception_4b/relu_1x1 <- inception_4b/1x1
INFO - 18:08:56 - inception_4b/relu_1x1 -> inception_4b/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_1x1
INFO - 18:08:56 - Top shape: 24 160 14 14 (752640)
INFO - 18:08:56 - Memory required for data: 952594284
INFO - 18:08:56 - Creating layer / name=inception_4b/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/3x3_reduce
INFO - 18:08:56 - inception_4b/3x3_reduce <- inception_4a/output_inception_4a/output_0_split_2
INFO - 18:08:56 - inception_4b/3x3_reduce -> inception_4b/3x3_reduce
INFO - 18:08:56 - Setting up inception_4b/3x3_reduce
INFO - 18:08:56 - Top shape: 24 112 14 14 (526848)
INFO - 18:08:56 - Memory required for data: 954701676
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_3x3_reduce
INFO - 18:08:56 - inception_4b/relu_3x3_reduce <- inception_4b/3x3_reduce
INFO - 18:08:56 - inception_4b/relu_3x3_reduce -> inception_4b/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 112 14 14 (526848)
INFO - 18:08:56 - Memory required for data: 956809068
INFO - 18:08:56 - Creating layer / name=inception_4b/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/3x3
INFO - 18:08:56 - inception_4b/3x3 <- inception_4b/3x3_reduce
INFO - 18:08:56 - inception_4b/3x3 -> inception_4b/3x3
INFO - 18:08:56 - Setting up inception_4b/3x3
INFO - 18:08:56 - Top shape: 24 224 14 14 (1053696)
INFO - 18:08:56 - Memory required for data: 961023852
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_3x3
INFO - 18:08:56 - inception_4b/relu_3x3 <- inception_4b/3x3
INFO - 18:08:56 - inception_4b/relu_3x3 -> inception_4b/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_3x3
INFO - 18:08:56 - Top shape: 24 224 14 14 (1053696)
INFO - 18:08:56 - Memory required for data: 965238636
INFO - 18:08:56 - Creating layer / name=inception_4b/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/5x5_reduce
INFO - 18:08:56 - inception_4b/5x5_reduce <- inception_4a/output_inception_4a/output_0_split_3
INFO - 18:08:56 - inception_4b/5x5_reduce -> inception_4b/5x5_reduce
INFO - 18:08:56 - Setting up inception_4b/5x5_reduce
INFO - 18:08:56 - Top shape: 24 24 14 14 (112896)
INFO - 18:08:56 - Memory required for data: 965690220
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_5x5_reduce
INFO - 18:08:56 - inception_4b/relu_5x5_reduce <- inception_4b/5x5_reduce
INFO - 18:08:56 - inception_4b/relu_5x5_reduce -> inception_4b/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 24 14 14 (112896)
INFO - 18:08:56 - Memory required for data: 966141804
INFO - 18:08:56 - Creating layer / name=inception_4b/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/5x5
INFO - 18:08:56 - inception_4b/5x5 <- inception_4b/5x5_reduce
INFO - 18:08:56 - inception_4b/5x5 -> inception_4b/5x5
INFO - 18:08:56 - Setting up inception_4b/5x5
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 967346028
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_5x5
INFO - 18:08:56 - inception_4b/relu_5x5 <- inception_4b/5x5
INFO - 18:08:56 - inception_4b/relu_5x5 -> inception_4b/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_5x5
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 968550252
INFO - 18:08:56 - Creating layer / name=inception_4b/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4b/pool
INFO - 18:08:56 - inception_4b/pool <- inception_4a/output_inception_4a/output_0_split_4
INFO - 18:08:56 - inception_4b/pool -> inception_4b/pool
INFO - 18:08:56 - Setting up inception_4b/pool
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 978184044
INFO - 18:08:56 - Creating layer / name=inception_4b/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4b/pool_proj
INFO - 18:08:56 - inception_4b/pool_proj <- inception_4b/pool
INFO - 18:08:56 - inception_4b/pool_proj -> inception_4b/pool_proj
INFO - 18:08:56 - Setting up inception_4b/pool_proj
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 979388268
INFO - 18:08:56 - Creating layer / name=inception_4b/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4b/relu_pool_proj
INFO - 18:08:56 - inception_4b/relu_pool_proj <- inception_4b/pool_proj
INFO - 18:08:56 - inception_4b/relu_pool_proj -> inception_4b/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4b/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 980592492
INFO - 18:08:56 - Creating layer / name=inception_4b/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4b/output
INFO - 18:08:56 - inception_4b/output <- inception_4b/1x1
INFO - 18:08:56 - inception_4b/output <- inception_4b/3x3
INFO - 18:08:56 - inception_4b/output <- inception_4b/5x5
INFO - 18:08:56 - inception_4b/output <- inception_4b/pool_proj
INFO - 18:08:56 - inception_4b/output -> inception_4b/output
INFO - 18:08:56 - Setting up inception_4b/output
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 990226284
INFO - 18:08:56 - Creating layer / name=inception_4b/output_inception_4b/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_4b/output_inception_4b/output_0_split
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split <- inception_4b/output
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_0
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_1
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_2
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split -> inception_4b/output_inception_4b/output_0_split_3
INFO - 18:08:56 - Setting up inception_4b/output_inception_4b/output_0_split
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 1028761452
INFO - 18:08:56 - Creating layer / name=inception_4c/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/1x1
INFO - 18:08:56 - inception_4c/1x1 <- inception_4b/output_inception_4b/output_0_split_0
INFO - 18:08:56 - inception_4c/1x1 -> inception_4c/1x1
INFO - 18:08:56 - Setting up inception_4c/1x1
INFO - 18:08:56 - Top shape: 24 128 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1031169900
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_1x1
INFO - 18:08:56 - inception_4c/relu_1x1 <- inception_4c/1x1
INFO - 18:08:56 - inception_4c/relu_1x1 -> inception_4c/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_1x1
INFO - 18:08:56 - Top shape: 24 128 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1033578348
INFO - 18:08:56 - Creating layer / name=inception_4c/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/3x3_reduce
INFO - 18:08:56 - inception_4c/3x3_reduce <- inception_4b/output_inception_4b/output_0_split_1
INFO - 18:08:56 - inception_4c/3x3_reduce -> inception_4c/3x3_reduce
INFO - 18:08:56 - Setting up inception_4c/3x3_reduce
INFO - 18:08:56 - Top shape: 24 128 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1035986796
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_3x3_reduce
INFO - 18:08:56 - inception_4c/relu_3x3_reduce <- inception_4c/3x3_reduce
INFO - 18:08:56 - inception_4c/relu_3x3_reduce -> inception_4c/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 128 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1038395244
INFO - 18:08:56 - Creating layer / name=inception_4c/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/3x3
INFO - 18:08:56 - inception_4c/3x3 <- inception_4c/3x3_reduce
INFO - 18:08:56 - inception_4c/3x3 -> inception_4c/3x3
INFO - 18:08:56 - Setting up inception_4c/3x3
INFO - 18:08:56 - Top shape: 24 256 14 14 (1204224)
INFO - 18:08:56 - Memory required for data: 1043212140
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_3x3
INFO - 18:08:56 - inception_4c/relu_3x3 <- inception_4c/3x3
INFO - 18:08:56 - inception_4c/relu_3x3 -> inception_4c/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_3x3
INFO - 18:08:56 - Top shape: 24 256 14 14 (1204224)
INFO - 18:08:56 - Memory required for data: 1048029036
INFO - 18:08:56 - Creating layer / name=inception_4c/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/5x5_reduce
INFO - 18:08:56 - inception_4c/5x5_reduce <- inception_4b/output_inception_4b/output_0_split_2
INFO - 18:08:56 - inception_4c/5x5_reduce -> inception_4c/5x5_reduce
INFO - 18:08:56 - Setting up inception_4c/5x5_reduce
INFO - 18:08:56 - Top shape: 24 24 14 14 (112896)
INFO - 18:08:56 - Memory required for data: 1048480620
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_5x5_reduce
INFO - 18:08:56 - inception_4c/relu_5x5_reduce <- inception_4c/5x5_reduce
INFO - 18:08:56 - inception_4c/relu_5x5_reduce -> inception_4c/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 24 14 14 (112896)
INFO - 18:08:56 - Memory required for data: 1048932204
INFO - 18:08:56 - Creating layer / name=inception_4c/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/5x5
INFO - 18:08:56 - inception_4c/5x5 <- inception_4c/5x5_reduce
INFO - 18:08:56 - inception_4c/5x5 -> inception_4c/5x5
INFO - 18:08:56 - Setting up inception_4c/5x5
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1050136428
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_5x5
INFO - 18:08:56 - inception_4c/relu_5x5 <- inception_4c/5x5
INFO - 18:08:56 - inception_4c/relu_5x5 -> inception_4c/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_5x5
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1051340652
INFO - 18:08:56 - Creating layer / name=inception_4c/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4c/pool
INFO - 18:08:56 - inception_4c/pool <- inception_4b/output_inception_4b/output_0_split_3
INFO - 18:08:56 - inception_4c/pool -> inception_4c/pool
INFO - 18:08:56 - Setting up inception_4c/pool
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 1060974444
INFO - 18:08:56 - Creating layer / name=inception_4c/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4c/pool_proj
INFO - 18:08:56 - inception_4c/pool_proj <- inception_4c/pool
INFO - 18:08:56 - inception_4c/pool_proj -> inception_4c/pool_proj
INFO - 18:08:56 - Setting up inception_4c/pool_proj
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1062178668
INFO - 18:08:56 - Creating layer / name=inception_4c/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4c/relu_pool_proj
INFO - 18:08:56 - inception_4c/relu_pool_proj <- inception_4c/pool_proj
INFO - 18:08:56 - inception_4c/relu_pool_proj -> inception_4c/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4c/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1063382892
INFO - 18:08:56 - Creating layer / name=inception_4c/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4c/output
INFO - 18:08:56 - inception_4c/output <- inception_4c/1x1
INFO - 18:08:56 - inception_4c/output <- inception_4c/3x3
INFO - 18:08:56 - inception_4c/output <- inception_4c/5x5
INFO - 18:08:56 - inception_4c/output <- inception_4c/pool_proj
INFO - 18:08:56 - inception_4c/output -> inception_4c/output
INFO - 18:08:56 - Setting up inception_4c/output
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 1073016684
INFO - 18:08:56 - Creating layer / name=inception_4c/output_inception_4c/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_4c/output_inception_4c/output_0_split
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split <- inception_4c/output
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_0
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_1
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_2
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split -> inception_4c/output_inception_4c/output_0_split_3
INFO - 18:08:56 - Setting up inception_4c/output_inception_4c/output_0_split
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 1111551852
INFO - 18:08:56 - Creating layer / name=inception_4d/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/1x1
INFO - 18:08:56 - inception_4d/1x1 <- inception_4c/output_inception_4c/output_0_split_0
INFO - 18:08:56 - inception_4d/1x1 -> inception_4d/1x1
INFO - 18:08:56 - Setting up inception_4d/1x1
INFO - 18:08:56 - Top shape: 24 112 14 14 (526848)
INFO - 18:08:56 - Memory required for data: 1113659244
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_1x1
INFO - 18:08:56 - inception_4d/relu_1x1 <- inception_4d/1x1
INFO - 18:08:56 - inception_4d/relu_1x1 -> inception_4d/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_1x1
INFO - 18:08:56 - Top shape: 24 112 14 14 (526848)
INFO - 18:08:56 - Memory required for data: 1115766636
INFO - 18:08:56 - Creating layer / name=inception_4d/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/3x3_reduce
INFO - 18:08:56 - inception_4d/3x3_reduce <- inception_4c/output_inception_4c/output_0_split_1
INFO - 18:08:56 - inception_4d/3x3_reduce -> inception_4d/3x3_reduce
INFO - 18:08:56 - Setting up inception_4d/3x3_reduce
INFO - 18:08:56 - Top shape: 24 144 14 14 (677376)
INFO - 18:08:56 - Memory required for data: 1118476140
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_3x3_reduce
INFO - 18:08:56 - inception_4d/relu_3x3_reduce <- inception_4d/3x3_reduce
INFO - 18:08:56 - inception_4d/relu_3x3_reduce -> inception_4d/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 144 14 14 (677376)
INFO - 18:08:56 - Memory required for data: 1121185644
INFO - 18:08:56 - Creating layer / name=inception_4d/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/3x3
INFO - 18:08:56 - inception_4d/3x3 <- inception_4d/3x3_reduce
INFO - 18:08:56 - inception_4d/3x3 -> inception_4d/3x3
INFO - 18:08:56 - Setting up inception_4d/3x3
INFO - 18:08:56 - Top shape: 24 288 14 14 (1354752)
INFO - 18:08:56 - Memory required for data: 1126604652
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_3x3
INFO - 18:08:56 - inception_4d/relu_3x3 <- inception_4d/3x3
INFO - 18:08:56 - inception_4d/relu_3x3 -> inception_4d/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_3x3
INFO - 18:08:56 - Top shape: 24 288 14 14 (1354752)
INFO - 18:08:56 - Memory required for data: 1132023660
INFO - 18:08:56 - Creating layer / name=inception_4d/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/5x5_reduce
INFO - 18:08:56 - inception_4d/5x5_reduce <- inception_4c/output_inception_4c/output_0_split_2
INFO - 18:08:56 - inception_4d/5x5_reduce -> inception_4d/5x5_reduce
INFO - 18:08:56 - Setting up inception_4d/5x5_reduce
INFO - 18:08:56 - Top shape: 24 32 14 14 (150528)
INFO - 18:08:56 - Memory required for data: 1132625772
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_5x5_reduce
INFO - 18:08:56 - inception_4d/relu_5x5_reduce <- inception_4d/5x5_reduce
INFO - 18:08:56 - inception_4d/relu_5x5_reduce -> inception_4d/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 32 14 14 (150528)
INFO - 18:08:56 - Memory required for data: 1133227884
INFO - 18:08:56 - Creating layer / name=inception_4d/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/5x5
INFO - 18:08:56 - inception_4d/5x5 <- inception_4d/5x5_reduce
INFO - 18:08:56 - inception_4d/5x5 -> inception_4d/5x5
INFO - 18:08:56 - Setting up inception_4d/5x5
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1134432108
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_5x5
INFO - 18:08:56 - inception_4d/relu_5x5 <- inception_4d/5x5
INFO - 18:08:56 - inception_4d/relu_5x5 -> inception_4d/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_5x5
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1135636332
INFO - 18:08:56 - Creating layer / name=inception_4d/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4d/pool
INFO - 18:08:56 - inception_4d/pool <- inception_4c/output_inception_4c/output_0_split_3
INFO - 18:08:56 - inception_4d/pool -> inception_4d/pool
INFO - 18:08:56 - Setting up inception_4d/pool
INFO - 18:08:56 - Top shape: 24 512 14 14 (2408448)
INFO - 18:08:56 - Memory required for data: 1145270124
INFO - 18:08:56 - Creating layer / name=inception_4d/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4d/pool_proj
INFO - 18:08:56 - inception_4d/pool_proj <- inception_4d/pool
INFO - 18:08:56 - inception_4d/pool_proj -> inception_4d/pool_proj
INFO - 18:08:56 - Setting up inception_4d/pool_proj
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1146474348
INFO - 18:08:56 - Creating layer / name=inception_4d/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4d/relu_pool_proj
INFO - 18:08:56 - inception_4d/relu_pool_proj <- inception_4d/pool_proj
INFO - 18:08:56 - inception_4d/relu_pool_proj -> inception_4d/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4d/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 64 14 14 (301056)
INFO - 18:08:56 - Memory required for data: 1147678572
INFO - 18:08:56 - Creating layer / name=inception_4d/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4d/output
INFO - 18:08:56 - inception_4d/output <- inception_4d/1x1
INFO - 18:08:56 - inception_4d/output <- inception_4d/3x3
INFO - 18:08:56 - inception_4d/output <- inception_4d/5x5
INFO - 18:08:56 - inception_4d/output <- inception_4d/pool_proj
INFO - 18:08:56 - inception_4d/output -> inception_4d/output
INFO - 18:08:56 - Setting up inception_4d/output
INFO - 18:08:56 - Top shape: 24 528 14 14 (2483712)
INFO - 18:08:56 - Memory required for data: 1157613420
INFO - 18:08:56 - Creating layer / name=inception_4d/output_inception_4d/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_4d/output_inception_4d/output_0_split
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split <- inception_4d/output
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_0
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_1
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_2
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_3
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split -> inception_4d/output_inception_4d/output_0_split_4
INFO - 18:08:56 - Setting up inception_4d/output_inception_4d/output_0_split
INFO - 18:08:56 - Top shape: 24 528 14 14 (2483712)
INFO - 18:08:56 - Top shape: 24 528 14 14 (2483712)
INFO - 18:08:56 - Top shape: 24 528 14 14 (2483712)
INFO - 18:08:56 - Top shape: 24 528 14 14 (2483712)
INFO - 18:08:56 - Top shape: 24 528 14 14 (2483712)
INFO - 18:08:56 - Memory required for data: 1207287660
INFO - 18:08:56 - Creating layer / name=loss2/ave_pool / type=Pooling
INFO - 18:08:56 - Creating Layer loss2/ave_pool
INFO - 18:08:56 - loss2/ave_pool <- inception_4d/output_inception_4d/output_0_split_0
INFO - 18:08:56 - loss2/ave_pool -> loss2/ave_pool
INFO - 18:08:56 - Setting up loss2/ave_pool
INFO - 18:08:56 - Top shape: 24 528 4 4 (202752)
INFO - 18:08:56 - Memory required for data: 1208098668
INFO - 18:08:56 - Creating layer / name=loss2/conv / type=Convolution
INFO - 18:08:56 - Creating Layer loss2/conv
INFO - 18:08:56 - loss2/conv <- loss2/ave_pool
INFO - 18:08:56 - loss2/conv -> loss2/conv
INFO - 18:08:56 - Setting up loss2/conv
INFO - 18:08:56 - Top shape: 24 128 4 4 (49152)
INFO - 18:08:56 - Memory required for data: 1208295276
INFO - 18:08:56 - Creating layer / name=loss2/relu_conv / type=ReLU
INFO - 18:08:56 - Creating Layer loss2/relu_conv
INFO - 18:08:56 - loss2/relu_conv <- loss2/conv
INFO - 18:08:56 - loss2/relu_conv -> loss2/conv (in-place)
INFO - 18:08:56 - Setting up loss2/relu_conv
INFO - 18:08:56 - Top shape: 24 128 4 4 (49152)
INFO - 18:08:56 - Memory required for data: 1208491884
INFO - 18:08:56 - Creating layer / name=loss2/fc / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss2/fc
INFO - 18:08:56 - loss2/fc <- loss2/conv
INFO - 18:08:56 - loss2/fc -> loss2/fc
INFO - 18:08:56 - Setting up loss2/fc
INFO - 18:08:56 - Top shape: 24 1024 (24576)
INFO - 18:08:56 - Memory required for data: 1208590188
INFO - 18:08:56 - Creating layer / name=loss2/relu_fc / type=ReLU
INFO - 18:08:56 - Creating Layer loss2/relu_fc
INFO - 18:08:56 - loss2/relu_fc <- loss2/fc
INFO - 18:08:56 - loss2/relu_fc -> loss2/fc (in-place)
INFO - 18:08:56 - Setting up loss2/relu_fc
INFO - 18:08:56 - Top shape: 24 1024 (24576)
INFO - 18:08:56 - Memory required for data: 1208688492
INFO - 18:08:56 - Creating layer / name=loss2/drop_fc / type=Dropout
INFO - 18:08:56 - Creating Layer loss2/drop_fc
INFO - 18:08:56 - loss2/drop_fc <- loss2/fc
INFO - 18:08:56 - loss2/drop_fc -> loss2/fc (in-place)
INFO - 18:08:56 - Setting up loss2/drop_fc
INFO - 18:08:56 - Top shape: 24 1024 (24576)
INFO - 18:08:56 - Memory required for data: 1208786796
INFO - 18:08:56 - Creating layer / name=loss2/classifier / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss2/classifier
INFO - 18:08:56 - loss2/classifier <- loss2/fc
INFO - 18:08:56 - loss2/classifier -> loss2/classifier
INFO - 18:08:56 - Setting up loss2/classifier
INFO - 18:08:56 - Top shape: 24 1000 (24000)
INFO - 18:08:56 - Memory required for data: 1208882796
INFO - 18:08:56 - Creating layer / name=loss2/classifier_loss2/classifier_0_split / type=Split
INFO - 18:08:56 - Creating Layer loss2/classifier_loss2/classifier_0_split
INFO - 18:08:56 - loss2/classifier_loss2/classifier_0_split <- loss2/classifier
INFO - 18:08:56 - loss2/classifier_loss2/classifier_0_split -> loss2/classifier_loss2/classifier_0_split_0
INFO - 18:08:56 - loss2/classifier_loss2/classifier_0_split -> loss2/classifier_loss2/classifier_0_split_1
INFO - 18:08:56 - loss2/classifier_loss2/classifier_0_split -> loss2/classifier_loss2/classifier_0_split_2
INFO - 18:08:56 - Setting up loss2/classifier_loss2/classifier_0_split
INFO - 18:08:56 - Top shape: 24 1000 (24000)
INFO - 18:08:56 - Top shape: 24 1000 (24000)
INFO - 18:08:56 - Top shape: 24 1000 (24000)
INFO - 18:08:56 - Memory required for data: 1209170796
INFO - 18:08:56 - Creating layer / name=loss2/loss / type=SoftmaxWithLoss
INFO - 18:08:56 - Creating Layer loss2/loss
INFO - 18:08:56 - loss2/loss <- loss2/classifier_loss2/classifier_0_split_0
INFO - 18:08:56 - loss2/loss <- label_googlenet_1_split_3
INFO - 18:08:56 - loss2/loss -> loss2/loss1
INFO - 18:08:56 - Creating layer / name=loss2/loss / type=Softmax
INFO - 18:08:56 - Setting up loss2/loss
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - with loss weight 0.3
INFO - 18:08:56 - Memory required for data: 1209170800
INFO - 18:08:56 - Creating layer / name=loss2/top-1 / type=Accuracy
INFO - 18:08:56 - Creating Layer loss2/top-1
INFO - 18:08:56 - loss2/top-1 <- loss2/classifier_loss2/classifier_0_split_1
INFO - 18:08:56 - loss2/top-1 <- label_googlenet_1_split_4
INFO - 18:08:56 - loss2/top-1 -> loss2/top-1
INFO - 18:08:56 - Setting up loss2/top-1
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - Memory required for data: 1209170804
INFO - 18:08:56 - Creating layer / name=loss2/top-5 / type=Accuracy
INFO - 18:08:56 - Creating Layer loss2/top-5
INFO - 18:08:56 - loss2/top-5 <- loss2/classifier_loss2/classifier_0_split_2
INFO - 18:08:56 - loss2/top-5 <- label_googlenet_1_split_5
INFO - 18:08:56 - loss2/top-5 -> loss2/top-5
INFO - 18:08:56 - Setting up loss2/top-5
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - Memory required for data: 1209170808
INFO - 18:08:56 - Creating layer / name=inception_4e/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/1x1
INFO - 18:08:56 - inception_4e/1x1 <- inception_4d/output_inception_4d/output_0_split_1
INFO - 18:08:56 - inception_4e/1x1 -> inception_4e/1x1
INFO - 18:08:56 - Setting up inception_4e/1x1
INFO - 18:08:56 - Top shape: 24 256 14 14 (1204224)
INFO - 18:08:56 - Memory required for data: 1213987704
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_1x1
INFO - 18:08:56 - inception_4e/relu_1x1 <- inception_4e/1x1
INFO - 18:08:56 - inception_4e/relu_1x1 -> inception_4e/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_1x1
INFO - 18:08:56 - Top shape: 24 256 14 14 (1204224)
INFO - 18:08:56 - Memory required for data: 1218804600
INFO - 18:08:56 - Creating layer / name=inception_4e/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/3x3_reduce
INFO - 18:08:56 - inception_4e/3x3_reduce <- inception_4d/output_inception_4d/output_0_split_2
INFO - 18:08:56 - inception_4e/3x3_reduce -> inception_4e/3x3_reduce
INFO - 18:08:56 - Setting up inception_4e/3x3_reduce
INFO - 18:08:56 - Top shape: 24 160 14 14 (752640)
INFO - 18:08:56 - Memory required for data: 1221815160
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_3x3_reduce
INFO - 18:08:56 - inception_4e/relu_3x3_reduce <- inception_4e/3x3_reduce
INFO - 18:08:56 - inception_4e/relu_3x3_reduce -> inception_4e/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 160 14 14 (752640)
INFO - 18:08:56 - Memory required for data: 1224825720
INFO - 18:08:56 - Creating layer / name=inception_4e/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/3x3
INFO - 18:08:56 - inception_4e/3x3 <- inception_4e/3x3_reduce
INFO - 18:08:56 - inception_4e/3x3 -> inception_4e/3x3
INFO - 18:08:56 - Setting up inception_4e/3x3
INFO - 18:08:56 - Top shape: 24 320 14 14 (1505280)
INFO - 18:08:56 - Memory required for data: 1230846840
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_3x3
INFO - 18:08:56 - inception_4e/relu_3x3 <- inception_4e/3x3
INFO - 18:08:56 - inception_4e/relu_3x3 -> inception_4e/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_3x3
INFO - 18:08:56 - Top shape: 24 320 14 14 (1505280)
INFO - 18:08:56 - Memory required for data: 1236867960
INFO - 18:08:56 - Creating layer / name=inception_4e/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/5x5_reduce
INFO - 18:08:56 - inception_4e/5x5_reduce <- inception_4d/output_inception_4d/output_0_split_3
INFO - 18:08:56 - inception_4e/5x5_reduce -> inception_4e/5x5_reduce
INFO - 18:08:56 - Setting up inception_4e/5x5_reduce
INFO - 18:08:56 - Top shape: 24 32 14 14 (150528)
INFO - 18:08:56 - Memory required for data: 1237470072
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_5x5_reduce
INFO - 18:08:56 - inception_4e/relu_5x5_reduce <- inception_4e/5x5_reduce
INFO - 18:08:56 - inception_4e/relu_5x5_reduce -> inception_4e/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 32 14 14 (150528)
INFO - 18:08:56 - Memory required for data: 1238072184
INFO - 18:08:56 - Creating layer / name=inception_4e/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/5x5
INFO - 18:08:56 - inception_4e/5x5 <- inception_4e/5x5_reduce
INFO - 18:08:56 - inception_4e/5x5 -> inception_4e/5x5
INFO - 18:08:56 - Setting up inception_4e/5x5
INFO - 18:08:56 - Top shape: 24 128 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1240480632
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_5x5
INFO - 18:08:56 - inception_4e/relu_5x5 <- inception_4e/5x5
INFO - 18:08:56 - inception_4e/relu_5x5 -> inception_4e/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_5x5
INFO - 18:08:56 - Top shape: 24 128 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1242889080
INFO - 18:08:56 - Creating layer / name=inception_4e/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_4e/pool
INFO - 18:08:56 - inception_4e/pool <- inception_4d/output_inception_4d/output_0_split_4
INFO - 18:08:56 - inception_4e/pool -> inception_4e/pool
INFO - 18:08:56 - Setting up inception_4e/pool
INFO - 18:08:56 - Top shape: 24 528 14 14 (2483712)
INFO - 18:08:56 - Memory required for data: 1252823928
INFO - 18:08:56 - Creating layer / name=inception_4e/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_4e/pool_proj
INFO - 18:08:56 - inception_4e/pool_proj <- inception_4e/pool
INFO - 18:08:56 - inception_4e/pool_proj -> inception_4e/pool_proj
INFO - 18:08:56 - Setting up inception_4e/pool_proj
INFO - 18:08:56 - Top shape: 24 128 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1255232376
INFO - 18:08:56 - Creating layer / name=inception_4e/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_4e/relu_pool_proj
INFO - 18:08:56 - inception_4e/relu_pool_proj <- inception_4e/pool_proj
INFO - 18:08:56 - inception_4e/relu_pool_proj -> inception_4e/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_4e/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 128 14 14 (602112)
INFO - 18:08:56 - Memory required for data: 1257640824
INFO - 18:08:56 - Creating layer / name=inception_4e/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_4e/output
INFO - 18:08:56 - inception_4e/output <- inception_4e/1x1
INFO - 18:08:56 - inception_4e/output <- inception_4e/3x3
INFO - 18:08:56 - inception_4e/output <- inception_4e/5x5
INFO - 18:08:56 - inception_4e/output <- inception_4e/pool_proj
INFO - 18:08:56 - inception_4e/output -> inception_4e/output
INFO - 18:08:56 - Setting up inception_4e/output
INFO - 18:08:56 - Top shape: 24 832 14 14 (3913728)
INFO - 18:08:56 - Memory required for data: 1273295736
INFO - 18:08:56 - Creating layer / name=pool4/3x3_s2 / type=Pooling
INFO - 18:08:56 - Creating Layer pool4/3x3_s2
INFO - 18:08:56 - pool4/3x3_s2 <- inception_4e/output
INFO - 18:08:56 - pool4/3x3_s2 -> pool4/3x3_s2
INFO - 18:08:56 - Setting up pool4/3x3_s2
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Memory required for data: 1277209464
INFO - 18:08:56 - Creating layer / name=pool4/3x3_s2_pool4/3x3_s2_0_split / type=Split
INFO - 18:08:56 - Creating Layer pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split <- pool4/3x3_s2
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_0
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_1
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_2
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split -> pool4/3x3_s2_pool4/3x3_s2_0_split_3
INFO - 18:08:56 - Setting up pool4/3x3_s2_pool4/3x3_s2_0_split
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Memory required for data: 1292864376
INFO - 18:08:56 - Creating layer / name=inception_5a/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/1x1
INFO - 18:08:56 - inception_5a/1x1 <- pool4/3x3_s2_pool4/3x3_s2_0_split_0
INFO - 18:08:56 - inception_5a/1x1 -> inception_5a/1x1
INFO - 18:08:56 - Setting up inception_5a/1x1
INFO - 18:08:56 - Top shape: 24 256 7 7 (301056)
INFO - 18:08:56 - Memory required for data: 1294068600
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_1x1
INFO - 18:08:56 - inception_5a/relu_1x1 <- inception_5a/1x1
INFO - 18:08:56 - inception_5a/relu_1x1 -> inception_5a/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_1x1
INFO - 18:08:56 - Top shape: 24 256 7 7 (301056)
INFO - 18:08:56 - Memory required for data: 1295272824
INFO - 18:08:56 - Creating layer / name=inception_5a/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/3x3_reduce
INFO - 18:08:56 - inception_5a/3x3_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_1
INFO - 18:08:56 - inception_5a/3x3_reduce -> inception_5a/3x3_reduce
INFO - 18:08:56 - Setting up inception_5a/3x3_reduce
INFO - 18:08:56 - Top shape: 24 160 7 7 (188160)
INFO - 18:08:56 - Memory required for data: 1296025464
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_3x3_reduce
INFO - 18:08:56 - inception_5a/relu_3x3_reduce <- inception_5a/3x3_reduce
INFO - 18:08:56 - inception_5a/relu_3x3_reduce -> inception_5a/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 160 7 7 (188160)
INFO - 18:08:56 - Memory required for data: 1296778104
INFO - 18:08:56 - Creating layer / name=inception_5a/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/3x3
INFO - 18:08:56 - inception_5a/3x3 <- inception_5a/3x3_reduce
INFO - 18:08:56 - inception_5a/3x3 -> inception_5a/3x3
INFO - 18:08:56 - Setting up inception_5a/3x3
INFO - 18:08:56 - Top shape: 24 320 7 7 (376320)
INFO - 18:08:56 - Memory required for data: 1298283384
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_3x3
INFO - 18:08:56 - inception_5a/relu_3x3 <- inception_5a/3x3
INFO - 18:08:56 - inception_5a/relu_3x3 -> inception_5a/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_3x3
INFO - 18:08:56 - Top shape: 24 320 7 7 (376320)
INFO - 18:08:56 - Memory required for data: 1299788664
INFO - 18:08:56 - Creating layer / name=inception_5a/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/5x5_reduce
INFO - 18:08:56 - inception_5a/5x5_reduce <- pool4/3x3_s2_pool4/3x3_s2_0_split_2
INFO - 18:08:56 - inception_5a/5x5_reduce -> inception_5a/5x5_reduce
INFO - 18:08:56 - Setting up inception_5a/5x5_reduce
INFO - 18:08:56 - Top shape: 24 32 7 7 (37632)
INFO - 18:08:56 - Memory required for data: 1299939192
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_5x5_reduce
INFO - 18:08:56 - inception_5a/relu_5x5_reduce <- inception_5a/5x5_reduce
INFO - 18:08:56 - inception_5a/relu_5x5_reduce -> inception_5a/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 32 7 7 (37632)
INFO - 18:08:56 - Memory required for data: 1300089720
INFO - 18:08:56 - Creating layer / name=inception_5a/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/5x5
INFO - 18:08:56 - inception_5a/5x5 <- inception_5a/5x5_reduce
INFO - 18:08:56 - inception_5a/5x5 -> inception_5a/5x5
INFO - 18:08:56 - Setting up inception_5a/5x5
INFO - 18:08:56 - Top shape: 24 128 7 7 (150528)
INFO - 18:08:56 - Memory required for data: 1300691832
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_5x5
INFO - 18:08:56 - inception_5a/relu_5x5 <- inception_5a/5x5
INFO - 18:08:56 - inception_5a/relu_5x5 -> inception_5a/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_5x5
INFO - 18:08:56 - Top shape: 24 128 7 7 (150528)
INFO - 18:08:56 - Memory required for data: 1301293944
INFO - 18:08:56 - Creating layer / name=inception_5a/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_5a/pool
INFO - 18:08:56 - inception_5a/pool <- pool4/3x3_s2_pool4/3x3_s2_0_split_3
INFO - 18:08:56 - inception_5a/pool -> inception_5a/pool
INFO - 18:08:56 - Setting up inception_5a/pool
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Memory required for data: 1305207672
INFO - 18:08:56 - Creating layer / name=inception_5a/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5a/pool_proj
INFO - 18:08:56 - inception_5a/pool_proj <- inception_5a/pool
INFO - 18:08:56 - inception_5a/pool_proj -> inception_5a/pool_proj
INFO - 18:08:56 - Setting up inception_5a/pool_proj
INFO - 18:08:56 - Top shape: 24 128 7 7 (150528)
INFO - 18:08:56 - Memory required for data: 1305809784
INFO - 18:08:56 - Creating layer / name=inception_5a/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5a/relu_pool_proj
INFO - 18:08:56 - inception_5a/relu_pool_proj <- inception_5a/pool_proj
INFO - 18:08:56 - inception_5a/relu_pool_proj -> inception_5a/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_5a/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 128 7 7 (150528)
INFO - 18:08:56 - Memory required for data: 1306411896
INFO - 18:08:56 - Creating layer / name=inception_5a/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_5a/output
INFO - 18:08:56 - inception_5a/output <- inception_5a/1x1
INFO - 18:08:56 - inception_5a/output <- inception_5a/3x3
INFO - 18:08:56 - inception_5a/output <- inception_5a/5x5
INFO - 18:08:56 - inception_5a/output <- inception_5a/pool_proj
INFO - 18:08:56 - inception_5a/output -> inception_5a/output
INFO - 18:08:56 - Setting up inception_5a/output
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Memory required for data: 1310325624
INFO - 18:08:56 - Creating layer / name=inception_5a/output_inception_5a/output_0_split / type=Split
INFO - 18:08:56 - Creating Layer inception_5a/output_inception_5a/output_0_split
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split <- inception_5a/output
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_0
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_1
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_2
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split -> inception_5a/output_inception_5a/output_0_split_3
INFO - 18:08:56 - Setting up inception_5a/output_inception_5a/output_0_split
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Memory required for data: 1325980536
INFO - 18:08:56 - Creating layer / name=inception_5b/1x1 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/1x1
INFO - 18:08:56 - inception_5b/1x1 <- inception_5a/output_inception_5a/output_0_split_0
INFO - 18:08:56 - inception_5b/1x1 -> inception_5b/1x1
INFO - 18:08:56 - Setting up inception_5b/1x1
INFO - 18:08:56 - Top shape: 24 384 7 7 (451584)
INFO - 18:08:56 - Memory required for data: 1327786872
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_1x1 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_1x1
INFO - 18:08:56 - inception_5b/relu_1x1 <- inception_5b/1x1
INFO - 18:08:56 - inception_5b/relu_1x1 -> inception_5b/1x1 (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_1x1
INFO - 18:08:56 - Top shape: 24 384 7 7 (451584)
INFO - 18:08:56 - Memory required for data: 1329593208
INFO - 18:08:56 - Creating layer / name=inception_5b/3x3_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/3x3_reduce
INFO - 18:08:56 - inception_5b/3x3_reduce <- inception_5a/output_inception_5a/output_0_split_1
INFO - 18:08:56 - inception_5b/3x3_reduce -> inception_5b/3x3_reduce
INFO - 18:08:56 - Setting up inception_5b/3x3_reduce
INFO - 18:08:56 - Top shape: 24 192 7 7 (225792)
INFO - 18:08:56 - Memory required for data: 1330496376
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_3x3_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_3x3_reduce
INFO - 18:08:56 - inception_5b/relu_3x3_reduce <- inception_5b/3x3_reduce
INFO - 18:08:56 - inception_5b/relu_3x3_reduce -> inception_5b/3x3_reduce (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_3x3_reduce
INFO - 18:08:56 - Top shape: 24 192 7 7 (225792)
INFO - 18:08:56 - Memory required for data: 1331399544
INFO - 18:08:56 - Creating layer / name=inception_5b/3x3 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/3x3
INFO - 18:08:56 - inception_5b/3x3 <- inception_5b/3x3_reduce
INFO - 18:08:56 - inception_5b/3x3 -> inception_5b/3x3
INFO - 18:08:56 - Setting up inception_5b/3x3
INFO - 18:08:56 - Top shape: 24 384 7 7 (451584)
INFO - 18:08:56 - Memory required for data: 1333205880
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_3x3 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_3x3
INFO - 18:08:56 - inception_5b/relu_3x3 <- inception_5b/3x3
INFO - 18:08:56 - inception_5b/relu_3x3 -> inception_5b/3x3 (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_3x3
INFO - 18:08:56 - Top shape: 24 384 7 7 (451584)
INFO - 18:08:56 - Memory required for data: 1335012216
INFO - 18:08:56 - Creating layer / name=inception_5b/5x5_reduce / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/5x5_reduce
INFO - 18:08:56 - inception_5b/5x5_reduce <- inception_5a/output_inception_5a/output_0_split_2
INFO - 18:08:56 - inception_5b/5x5_reduce -> inception_5b/5x5_reduce
INFO - 18:08:56 - Setting up inception_5b/5x5_reduce
INFO - 18:08:56 - Top shape: 24 48 7 7 (56448)
INFO - 18:08:56 - Memory required for data: 1335238008
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_5x5_reduce / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_5x5_reduce
INFO - 18:08:56 - inception_5b/relu_5x5_reduce <- inception_5b/5x5_reduce
INFO - 18:08:56 - inception_5b/relu_5x5_reduce -> inception_5b/5x5_reduce (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_5x5_reduce
INFO - 18:08:56 - Top shape: 24 48 7 7 (56448)
INFO - 18:08:56 - Memory required for data: 1335463800
INFO - 18:08:56 - Creating layer / name=inception_5b/5x5 / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/5x5
INFO - 18:08:56 - inception_5b/5x5 <- inception_5b/5x5_reduce
INFO - 18:08:56 - inception_5b/5x5 -> inception_5b/5x5
INFO - 18:08:56 - Setting up inception_5b/5x5
INFO - 18:08:56 - Top shape: 24 128 7 7 (150528)
INFO - 18:08:56 - Memory required for data: 1336065912
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_5x5 / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_5x5
INFO - 18:08:56 - inception_5b/relu_5x5 <- inception_5b/5x5
INFO - 18:08:56 - inception_5b/relu_5x5 -> inception_5b/5x5 (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_5x5
INFO - 18:08:56 - Top shape: 24 128 7 7 (150528)
INFO - 18:08:56 - Memory required for data: 1336668024
INFO - 18:08:56 - Creating layer / name=inception_5b/pool / type=Pooling
INFO - 18:08:56 - Creating Layer inception_5b/pool
INFO - 18:08:56 - inception_5b/pool <- inception_5a/output_inception_5a/output_0_split_3
INFO - 18:08:56 - inception_5b/pool -> inception_5b/pool
INFO - 18:08:56 - Setting up inception_5b/pool
INFO - 18:08:56 - Top shape: 24 832 7 7 (978432)
INFO - 18:08:56 - Memory required for data: 1340581752
INFO - 18:08:56 - Creating layer / name=inception_5b/pool_proj / type=Convolution
INFO - 18:08:56 - Creating Layer inception_5b/pool_proj
INFO - 18:08:56 - inception_5b/pool_proj <- inception_5b/pool
INFO - 18:08:56 - inception_5b/pool_proj -> inception_5b/pool_proj
INFO - 18:08:56 - Setting up inception_5b/pool_proj
INFO - 18:08:56 - Top shape: 24 128 7 7 (150528)
INFO - 18:08:56 - Memory required for data: 1341183864
INFO - 18:08:56 - Creating layer / name=inception_5b/relu_pool_proj / type=ReLU
INFO - 18:08:56 - Creating Layer inception_5b/relu_pool_proj
INFO - 18:08:56 - inception_5b/relu_pool_proj <- inception_5b/pool_proj
INFO - 18:08:56 - inception_5b/relu_pool_proj -> inception_5b/pool_proj (in-place)
INFO - 18:08:56 - Setting up inception_5b/relu_pool_proj
INFO - 18:08:56 - Top shape: 24 128 7 7 (150528)
INFO - 18:08:56 - Memory required for data: 1341785976
INFO - 18:08:56 - Creating layer / name=inception_5b/output / type=Concat
INFO - 18:08:56 - Creating Layer inception_5b/output
INFO - 18:08:56 - inception_5b/output <- inception_5b/1x1
INFO - 18:08:56 - inception_5b/output <- inception_5b/3x3
INFO - 18:08:56 - inception_5b/output <- inception_5b/5x5
INFO - 18:08:56 - inception_5b/output <- inception_5b/pool_proj
INFO - 18:08:56 - inception_5b/output -> inception_5b/output
INFO - 18:08:56 - Setting up inception_5b/output
INFO - 18:08:56 - Top shape: 24 1024 7 7 (1204224)
INFO - 18:08:56 - Memory required for data: 1346602872
INFO - 18:08:56 - Creating layer / name=pool5/7x7_s1 / type=Pooling
INFO - 18:08:56 - Creating Layer pool5/7x7_s1
INFO - 18:08:56 - pool5/7x7_s1 <- inception_5b/output
INFO - 18:08:56 - pool5/7x7_s1 -> pool5/7x7_s1
INFO - 18:08:56 - Setting up pool5/7x7_s1
INFO - 18:08:56 - Top shape: 24 1024 1 1 (24576)
INFO - 18:08:56 - Memory required for data: 1346701176
INFO - 18:08:56 - Creating layer / name=pool5/drop_7x7_s1 / type=Dropout
INFO - 18:08:56 - Creating Layer pool5/drop_7x7_s1
INFO - 18:08:56 - pool5/drop_7x7_s1 <- pool5/7x7_s1
INFO - 18:08:56 - pool5/drop_7x7_s1 -> pool5/7x7_s1 (in-place)
INFO - 18:08:56 - Setting up pool5/drop_7x7_s1
INFO - 18:08:56 - Top shape: 24 1024 1 1 (24576)
INFO - 18:08:56 - Memory required for data: 1346799480
INFO - 18:08:56 - Creating layer / name=loss3/classifier / type=InnerProduct
INFO - 18:08:56 - Creating Layer loss3/classifier
INFO - 18:08:56 - loss3/classifier <- pool5/7x7_s1
INFO - 18:08:56 - loss3/classifier -> loss3/classifier
INFO - 18:08:56 - Setting up loss3/classifier
INFO - 18:08:56 - Top shape: 24 12 (288)
INFO - 18:08:56 - Memory required for data: 1346800632
INFO - 18:08:56 - Creating layer / name=loss3/classifier_loss3/classifier_0_split / type=Split
INFO - 18:08:56 - Creating Layer loss3/classifier_loss3/classifier_0_split
INFO - 18:08:56 - loss3/classifier_loss3/classifier_0_split <- loss3/classifier
INFO - 18:08:56 - loss3/classifier_loss3/classifier_0_split -> loss3/classifier_loss3/classifier_0_split_0
INFO - 18:08:56 - loss3/classifier_loss3/classifier_0_split -> loss3/classifier_loss3/classifier_0_split_1
INFO - 18:08:56 - loss3/classifier_loss3/classifier_0_split -> loss3/classifier_loss3/classifier_0_split_2
INFO - 18:08:56 - Setting up loss3/classifier_loss3/classifier_0_split
INFO - 18:08:56 - Top shape: 24 12 (288)
INFO - 18:08:56 - Top shape: 24 12 (288)
INFO - 18:08:56 - Top shape: 24 12 (288)
INFO - 18:08:56 - Memory required for data: 1346804088
INFO - 18:08:56 - Creating layer / name=loss3/loss3 / type=SoftmaxWithLoss
INFO - 18:08:56 - Creating Layer loss3/loss3
INFO - 18:08:56 - loss3/loss3 <- loss3/classifier_loss3/classifier_0_split_0
INFO - 18:08:56 - loss3/loss3 <- label_googlenet_1_split_6
INFO - 18:08:56 - loss3/loss3 -> loss3/loss3
INFO - 18:08:56 - Creating layer / name=loss3/loss3 / type=Softmax
INFO - 18:08:56 - Setting up loss3/loss3
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - with loss weight 1
INFO - 18:08:56 - Memory required for data: 1346804092
INFO - 18:08:56 - Creating layer / name=loss3/top-1 / type=Accuracy
INFO - 18:08:56 - Creating Layer loss3/top-1
INFO - 18:08:56 - loss3/top-1 <- loss3/classifier_loss3/classifier_0_split_1
INFO - 18:08:56 - loss3/top-1 <- label_googlenet_1_split_7
INFO - 18:08:56 - loss3/top-1 -> loss3/top-1
INFO - 18:08:56 - Setting up loss3/top-1
INFO - 18:08:56 - Top shape: (1)
INFO - 18:08:56 - Memory required for data: 1346804096
INFO - 18:08:56 - Creating layer / name=probt / type=Softmax
INFO - 18:08:56 - Creating Layer probt
INFO - 18:08:56 - probt <- loss3/classifier_loss3/classifier_0_split_2
INFO - 18:08:56 - probt -> probt
INFO - 18:08:56 - Setting up probt
INFO - 18:08:56 - Top shape: 24 12 (288)
INFO - 18:08:56 - Memory required for data: 1346805248
INFO - 18:08:56 - probt does not need backward computation.
INFO - 18:08:56 - loss3/top-1 does not need backward computation.
INFO - 18:08:56 - loss3/loss3 needs backward computation.
INFO - 18:08:56 - loss3/classifier_loss3/classifier_0_split needs backward computation.
INFO - 18:08:56 - loss3/classifier needs backward computation.
INFO - 18:08:56 - pool5/drop_7x7_s1 needs backward computation.
INFO - 18:08:56 - pool5/7x7_s1 needs backward computation.
INFO - 18:08:56 - inception_5b/output needs backward computation.
INFO - 18:08:56 - inception_5b/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_5b/pool_proj needs backward computation.
INFO - 18:08:56 - inception_5b/pool needs backward computation.
INFO - 18:08:56 - inception_5b/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_5b/5x5 needs backward computation.
INFO - 18:08:56 - inception_5b/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_5b/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_5b/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_5b/3x3 needs backward computation.
INFO - 18:08:56 - inception_5b/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_5b/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_5b/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_5b/1x1 needs backward computation.
INFO - 18:08:56 - inception_5a/output_inception_5a/output_0_split needs backward computation.
INFO - 18:08:56 - inception_5a/output needs backward computation.
INFO - 18:08:56 - inception_5a/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_5a/pool_proj needs backward computation.
INFO - 18:08:56 - inception_5a/pool needs backward computation.
INFO - 18:08:56 - inception_5a/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_5a/5x5 needs backward computation.
INFO - 18:08:56 - inception_5a/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_5a/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_5a/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_5a/3x3 needs backward computation.
INFO - 18:08:56 - inception_5a/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_5a/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_5a/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_5a/1x1 needs backward computation.
INFO - 18:08:56 - pool4/3x3_s2_pool4/3x3_s2_0_split needs backward computation.
INFO - 18:08:56 - pool4/3x3_s2 needs backward computation.
INFO - 18:08:56 - inception_4e/output needs backward computation.
INFO - 18:08:56 - inception_4e/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4e/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4e/pool needs backward computation.
INFO - 18:08:56 - inception_4e/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4e/5x5 needs backward computation.
INFO - 18:08:56 - inception_4e/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4e/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4e/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4e/3x3 needs backward computation.
INFO - 18:08:56 - inception_4e/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4e/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4e/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4e/1x1 needs backward computation.
INFO - 18:08:56 - loss2/top-5 does not need backward computation.
INFO - 18:08:56 - loss2/top-1 does not need backward computation.
INFO - 18:08:56 - loss2/loss needs backward computation.
INFO - 18:08:56 - loss2/classifier_loss2/classifier_0_split needs backward computation.
INFO - 18:08:56 - loss2/classifier needs backward computation.
INFO - 18:08:56 - loss2/drop_fc needs backward computation.
INFO - 18:08:56 - loss2/relu_fc needs backward computation.
INFO - 18:08:56 - loss2/fc needs backward computation.
INFO - 18:08:56 - loss2/relu_conv needs backward computation.
INFO - 18:08:56 - loss2/conv needs backward computation.
INFO - 18:08:56 - loss2/ave_pool needs backward computation.
INFO - 18:08:56 - inception_4d/output_inception_4d/output_0_split needs backward computation.
INFO - 18:08:56 - inception_4d/output needs backward computation.
INFO - 18:08:56 - inception_4d/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4d/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4d/pool needs backward computation.
INFO - 18:08:56 - inception_4d/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4d/5x5 needs backward computation.
INFO - 18:08:56 - inception_4d/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4d/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4d/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4d/3x3 needs backward computation.
INFO - 18:08:56 - inception_4d/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4d/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4d/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4d/1x1 needs backward computation.
INFO - 18:08:56 - inception_4c/output_inception_4c/output_0_split needs backward computation.
INFO - 18:08:56 - inception_4c/output needs backward computation.
INFO - 18:08:56 - inception_4c/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4c/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4c/pool needs backward computation.
INFO - 18:08:56 - inception_4c/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4c/5x5 needs backward computation.
INFO - 18:08:56 - inception_4c/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4c/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4c/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4c/3x3 needs backward computation.
INFO - 18:08:56 - inception_4c/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4c/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4c/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4c/1x1 needs backward computation.
INFO - 18:08:56 - inception_4b/output_inception_4b/output_0_split needs backward computation.
INFO - 18:08:56 - inception_4b/output needs backward computation.
INFO - 18:08:56 - inception_4b/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4b/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4b/pool needs backward computation.
INFO - 18:08:56 - inception_4b/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4b/5x5 needs backward computation.
INFO - 18:08:56 - inception_4b/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4b/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4b/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4b/3x3 needs backward computation.
INFO - 18:08:56 - inception_4b/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4b/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4b/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4b/1x1 needs backward computation.
INFO - 18:08:56 - loss1/top-5 does not need backward computation.
INFO - 18:08:56 - loss1/top-1 does not need backward computation.
INFO - 18:08:56 - loss1/loss needs backward computation.
INFO - 18:08:56 - loss1/classifier_loss1/classifier_0_split needs backward computation.
INFO - 18:08:56 - loss1/classifier needs backward computation.
INFO - 18:08:56 - loss1/drop_fc needs backward computation.
INFO - 18:08:56 - loss1/relu_fc needs backward computation.
INFO - 18:08:56 - loss1/fc needs backward computation.
INFO - 18:08:56 - loss1/relu_conv needs backward computation.
INFO - 18:08:56 - loss1/conv needs backward computation.
INFO - 18:08:56 - loss1/ave_pool needs backward computation.
INFO - 18:08:56 - inception_4a/output_inception_4a/output_0_split needs backward computation.
INFO - 18:08:56 - inception_4a/output needs backward computation.
INFO - 18:08:56 - inception_4a/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_4a/pool_proj needs backward computation.
INFO - 18:08:56 - inception_4a/pool needs backward computation.
INFO - 18:08:56 - inception_4a/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_4a/5x5 needs backward computation.
INFO - 18:08:56 - inception_4a/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4a/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_4a/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_4a/3x3 needs backward computation.
INFO - 18:08:56 - inception_4a/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4a/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_4a/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_4a/1x1 needs backward computation.
INFO - 18:08:56 - pool3/3x3_s2_pool3/3x3_s2_0_split needs backward computation.
INFO - 18:08:56 - pool3/3x3_s2 needs backward computation.
INFO - 18:08:56 - inception_3b/output needs backward computation.
INFO - 18:08:56 - inception_3b/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_3b/pool_proj needs backward computation.
INFO - 18:08:56 - inception_3b/pool needs backward computation.
INFO - 18:08:56 - inception_3b/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_3b/5x5 needs backward computation.
INFO - 18:08:56 - inception_3b/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_3b/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_3b/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_3b/3x3 needs backward computation.
INFO - 18:08:56 - inception_3b/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_3b/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_3b/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_3b/1x1 needs backward computation.
INFO - 18:08:56 - inception_3a/output_inception_3a/output_0_split needs backward computation.
INFO - 18:08:56 - inception_3a/output needs backward computation.
INFO - 18:08:56 - inception_3a/relu_pool_proj needs backward computation.
INFO - 18:08:56 - inception_3a/pool_proj needs backward computation.
INFO - 18:08:56 - inception_3a/pool needs backward computation.
INFO - 18:08:56 - inception_3a/relu_5x5 needs backward computation.
INFO - 18:08:56 - inception_3a/5x5 needs backward computation.
INFO - 18:08:56 - inception_3a/relu_5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_3a/5x5_reduce needs backward computation.
INFO - 18:08:56 - inception_3a/relu_3x3 needs backward computation.
INFO - 18:08:56 - inception_3a/3x3 needs backward computation.
INFO - 18:08:56 - inception_3a/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_3a/3x3_reduce needs backward computation.
INFO - 18:08:56 - inception_3a/relu_1x1 needs backward computation.
INFO - 18:08:56 - inception_3a/1x1 needs backward computation.
INFO - 18:08:56 - pool2/3x3_s2_pool2/3x3_s2_0_split needs backward computation.
INFO - 18:08:56 - pool2/3x3_s2 needs backward computation.
INFO - 18:08:56 - conv2/norm2 needs backward computation.
INFO - 18:08:56 - conv2/relu_3x3 needs backward computation.
INFO - 18:08:56 - conv2/3x3 needs backward computation.
INFO - 18:08:56 - conv2/relu_3x3_reduce needs backward computation.
INFO - 18:08:56 - conv2/3x3_reduce needs backward computation.
INFO - 18:08:56 - pool1/norm1 needs backward computation.
INFO - 18:08:56 - pool1/3x3_s2 needs backward computation.
INFO - 18:08:56 - conv1/relu_7x7 needs backward computation.
INFO - 18:08:56 - conv1/7x7_s2 needs backward computation.
INFO - 18:08:56 - label_googlenet_1_split does not need backward computation.
INFO - 18:08:56 - googlenet does not need backward computation.
INFO - 18:08:56 - This network produces output loss1/loss1
INFO - 18:08:56 - This network produces output loss1/top-1
INFO - 18:08:56 - This network produces output loss1/top-5
INFO - 18:08:56 - This network produces output loss2/loss1
INFO - 18:08:56 - This network produces output loss2/top-1
INFO - 18:08:56 - This network produces output loss2/top-5
INFO - 18:08:56 - This network produces output loss3/loss3
INFO - 18:08:56 - This network produces output loss3/top-1
INFO - 18:08:56 - This network produces output probt
INFO - 18:08:56 - Network initialization done.
I1209 18:08:57.065786 2345 caffelib.cc:812] smoothed_loss=12.5703
INFO - 18:08:56 - Solver scaffolding done.
I1209 18:09:03.218896 2345 caffelib.cc:812] smoothed_loss=5.47502
INFO - 18:09:03 - Iteration 40, lr = 0.001
I1209 18:09:09.371610 2345 caffelib.cc:812] smoothed_loss=4.21031
INFO - 18:09:09 - Iteration 80, lr = 0.001
I1209 18:09:15.525351 2345 caffelib.cc:812] smoothed_loss=3.92606
INFO - 18:09:15 - Iteration 120, lr = 0.001
I1209 18:09:21.679095 2345 caffelib.cc:812] smoothed_loss=3.69002
INFO - 18:09:21 - Iteration 160, lr = 0.001
I1209 18:09:27.834321 2345 caffelib.cc:812] smoothed_loss=3.64998
INFO - 18:09:27 - Iteration 200, lr = 0.001
I1209 18:09:33.988862 2345 caffelib.cc:812] smoothed_loss=3.47671
INFO - 18:09:33 - Iteration 240, lr = 0.001
I1209 18:09:40.172303 2345 caffelib.cc:812] smoothed_loss=3.41277
INFO - 18:09:40 - Iteration 280, lr = 0.001
I1209 18:09:46.358594 2345 caffelib.cc:812] smoothed_loss=3.37523
INFO - 18:09:46 - Iteration 320, lr = 0.001
I1209 18:09:52.547456 2345 caffelib.cc:812] smoothed_loss=3.19001
INFO - 18:09:52 - Iteration 360, lr = 0.001
I1209 18:09:58.735945 2345 caffelib.cc:812] smoothed_loss=3.20984
INFO - 18:09:58 - Iteration 400, lr = 0.001
I1209 18:10:04.927794 2345 caffelib.cc:812] smoothed_loss=3.15721
INFO - 18:10:04 - Iteration 440, lr = 0.001
I1209 18:10:11.116416 2345 caffelib.cc:812] smoothed_loss=3.09774
INFO - 18:10:10 - Iteration 480, lr = 0.001
INFO - 18:10:14 - Ignoring source layer data
INFO - 18:10:14 - Ignoring source layer label_data_1_split
I1209 18:10:17.071775 2345 caffelib.cc:745] batch size=32
I1209 18:10:17.071802 2345 caffelib.cc:751] train_loss=3.02408
I1209 18:10:17.071815 2345 caffelib.cc:751] mcll=2.32515
I1209 18:10:17.071823 2345 caffelib.cc:751] accp=0.156863
I1209 18:10:17.071830 2345 caffelib.cc:751] acc=0.156863
I1209 18:10:17.071835 2345 caffelib.cc:751] f1=0.0944874
I1209 18:10:17.071844 2345 caffelib.cc:751] recall=0.0745937
I1209 18:10:17.071853 2345 caffelib.cc:751] iteration=500
I1209 18:10:17.071862 2345 caffelib.cc:751] precision=0.128851
I1209 18:10:17.187984 2345 caffelib.cc:812] smoothed_loss=3.01354
INFO - 18:10:14 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/test.lmdb
I1209 18:10:20.281708 2345 caffelib.cc:812] smoothed_loss=2.98236
INFO - 18:10:20 - Iteration 520, lr = 0.001
I1209 18:10:26.468678 2345 caffelib.cc:812] smoothed_loss=3.02012
INFO - 18:10:26 - Iteration 560, lr = 0.001
I1209 18:10:32.657120 2345 caffelib.cc:812] smoothed_loss=2.85045
INFO - 18:10:32 - Iteration 600, lr = 0.001
I1209 18:10:38.846513 2345 caffelib.cc:812] smoothed_loss=2.94824
INFO - 18:10:38 - Iteration 640, lr = 0.001
I1209 18:10:45.036023 2345 caffelib.cc:812] smoothed_loss=2.80024
INFO - 18:10:44 - Iteration 680, lr = 0.001
I1209 18:10:51.223280 2345 caffelib.cc:812] smoothed_loss=2.90222
INFO - 18:10:51 - Iteration 720, lr = 0.001
I1209 18:10:57.416074 2345 caffelib.cc:812] smoothed_loss=2.9225
INFO - 18:10:57 - Iteration 760, lr = 0.001
I1209 18:11:03.608834 2345 caffelib.cc:812] smoothed_loss=2.81968
INFO - 18:11:03 - Iteration 800, lr = 0.001
I1209 18:11:09.797647 2345 caffelib.cc:812] smoothed_loss=2.66182
INFO - 18:11:09 - Iteration 840, lr = 0.001
I1209 18:11:15.986083 2345 caffelib.cc:812] smoothed_loss=2.73985
INFO - 18:11:15 - Iteration 880, lr = 0.001
I1209 18:11:22.174054 2345 caffelib.cc:812] smoothed_loss=2.67472
INFO - 18:11:22 - Iteration 920, lr = 0.001
I1209 18:11:28.361091 2345 caffelib.cc:812] smoothed_loss=2.57193
INFO - 18:11:28 - Iteration 960, lr = 0.001
INFO - 18:11:34 - Iteration 1000, lr = 0.0009
INFO - 18:11:34 - Ignoring source layer data
INFO - 18:11:34 - Ignoring source layer label_data_1_split
I1209 18:11:37.399437 2345 caffelib.cc:745] batch size=32
I1209 18:11:37.399462 2345 caffelib.cc:751] train_loss=2.58364
I1209 18:11:37.399474 2345 caffelib.cc:751] mcll=2.39298
I1209 18:11:37.399490 2345 caffelib.cc:751] accp=0.152778
I1209 18:11:37.399497 2345 caffelib.cc:751] acc=0.152778
I1209 18:11:37.399503 2345 caffelib.cc:751] f1=0.158437
I1209 18:11:37.399510 2345 caffelib.cc:751] recall=0.224871
I1209 18:11:37.399516 2345 caffelib.cc:751] iteration=1000
I1209 18:11:37.399525 2345 caffelib.cc:751] precision=0.122305
I1209 18:11:37.515236 2345 caffelib.cc:812] smoothed_loss=2.5927
INFO - 18:11:34 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/test.lmdb
I1209 18:11:43.704162 2345 caffelib.cc:812] smoothed_loss=2.61453
INFO - 18:11:43 - Iteration 1040, lr = 0.0009
I1209 18:11:49.892812 2345 caffelib.cc:812] smoothed_loss=2.61542
INFO - 18:11:49 - Iteration 1080, lr = 0.0009
I1209 18:11:56.088785 2345 caffelib.cc:812] smoothed_loss=2.65002
INFO - 18:11:55 - Iteration 1120, lr = 0.0009
I1209 18:12:02.278246 2345 caffelib.cc:812] smoothed_loss=2.56277
INFO - 18:12:02 - Iteration 1160, lr = 0.0009
I1209 18:12:08.467990 2345 caffelib.cc:812] smoothed_loss=2.52328
INFO - 18:12:08 - Iteration 1200, lr = 0.0009
I1209 18:12:14.657879 2345 caffelib.cc:812] smoothed_loss=2.57143
INFO - 18:12:14 - Iteration 1240, lr = 0.0009
I1209 18:12:20.845963 2345 caffelib.cc:812] smoothed_loss=2.41248
INFO - 18:12:20 - Iteration 1280, lr = 0.0009
I1209 18:12:27.036180 2345 caffelib.cc:812] smoothed_loss=2.47317
INFO - 18:12:26 - Iteration 1320, lr = 0.0009
I1209 18:12:33.225188 2345 caffelib.cc:812] smoothed_loss=2.43657
INFO - 18:12:33 - Iteration 1360, lr = 0.0009
I1209 18:12:39.415380 2345 caffelib.cc:812] smoothed_loss=2.48551
INFO - 18:12:39 - Iteration 1400, lr = 0.0009
I1209 18:12:45.604514 2345 caffelib.cc:812] smoothed_loss=2.46491
INFO - 18:12:45 - Iteration 1440, lr = 0.0009
I1209 18:12:51.793608 2345 caffelib.cc:812] smoothed_loss=2.52017
INFO - 18:12:51 - Iteration 1480, lr = 0.0009
INFO - 18:12:54 - Ignoring source layer data
INFO - 18:12:54 - Ignoring source layer label_data_1_split
I1209 18:12:57.744659 2345 caffelib.cc:745] batch size=32
I1209 18:12:57.744688 2345 caffelib.cc:751] train_loss=2.41125
I1209 18:12:57.744705 2345 caffelib.cc:751] mcll=2.18935
I1209 18:12:57.744729 2345 caffelib.cc:751] accp=0.227124
I1209 18:12:57.744737 2345 caffelib.cc:751] acc=0.227124
I1209 18:12:57.744755 2345 caffelib.cc:751] f1=0.209781
I1209 18:12:57.744773 2345 caffelib.cc:751] recall=0.234759
I1209 18:12:57.744786 2345 caffelib.cc:751] iteration=1500
I1209 18:12:57.744803 2345 caffelib.cc:751] precision=0.189608
I1209 18:12:57.861013 2345 caffelib.cc:812] smoothed_loss=2.41902
INFO - 18:12:54 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/test.lmdb
I1209 18:13:00.970516 2345 caffelib.cc:812] smoothed_loss=2.32775
INFO - 18:13:00 - Iteration 1520, lr = 0.0009
I1209 18:13:07.159291 2345 caffelib.cc:812] smoothed_loss=2.48002
INFO - 18:13:07 - Iteration 1560, lr = 0.0009
I1209 18:13:13.347180 2345 caffelib.cc:812] smoothed_loss=2.36605
INFO - 18:13:13 - Iteration 1600, lr = 0.0009
I1209 18:13:19.537138 2345 caffelib.cc:812] smoothed_loss=2.28957
INFO - 18:13:19 - Iteration 1640, lr = 0.0009
I1209 18:13:25.726294 2345 caffelib.cc:812] smoothed_loss=2.41474
INFO - 18:13:25 - Iteration 1680, lr = 0.0009
I1209 18:13:31.917114 2345 caffelib.cc:812] smoothed_loss=2.35646
INFO - 18:13:31 - Iteration 1720, lr = 0.0009
I1209 18:13:38.105824 2345 caffelib.cc:812] smoothed_loss=2.39943
INFO - 18:13:37 - Iteration 1760, lr = 0.0009
I1209 18:13:44.294809 2345 caffelib.cc:812] smoothed_loss=2.40457
INFO - 18:13:44 - Iteration 1800, lr = 0.0009
I1209 18:13:50.481498 2345 caffelib.cc:812] smoothed_loss=2.37269
INFO - 18:13:50 - Iteration 1840, lr = 0.0009
I1209 18:13:56.670864 2345 caffelib.cc:812] smoothed_loss=2.2708
INFO - 18:13:56 - Iteration 1880, lr = 0.0009
I1209 18:14:02.875568 2345 caffelib.cc:812] smoothed_loss=2.36451
INFO - 18:14:02 - Iteration 1920, lr = 0.0009
I1209 18:14:09.064371 2345 caffelib.cc:812] smoothed_loss=2.20349
INFO - 18:14:08 - Iteration 1960, lr = 0.0009
INFO - 18:14:15 - Iteration 2000, lr = 0.00081
INFO - 18:14:15 - Ignoring source layer data
INFO - 18:14:15 - Ignoring source layer label_data_1_split
I1209 18:14:18.104480 2345 caffelib.cc:745] batch size=32
I1209 18:14:18.104504 2345 caffelib.cc:751] train_loss=2.21178
I1209 18:14:18.104527 2345 caffelib.cc:751] mcll=2.34031
I1209 18:14:18.104533 2345 caffelib.cc:751] accp=0.218954
I1209 18:14:18.104539 2345 caffelib.cc:751] acc=0.218954
I1209 18:14:18.104545 2345 caffelib.cc:751] f1=0.217576
I1209 18:14:18.104552 2345 caffelib.cc:751] recall=0.268931
I1209 18:14:18.104560 2345 caffelib.cc:751] iteration=2000
I1209 18:14:18.104570 2345 caffelib.cc:751] precision=0.182689
I1209 18:14:18.220891 2345 caffelib.cc:812] smoothed_loss=2.21794
INFO - 18:14:15 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/test.lmdb
I1209 18:14:24.410313 2345 caffelib.cc:812] smoothed_loss=2.31411
INFO - 18:14:24 - Iteration 2040, lr = 0.00081
I1209 18:14:30.598816 2345 caffelib.cc:812] smoothed_loss=2.29697
INFO - 18:14:30 - Iteration 2080, lr = 0.00081
I1209 18:14:36.785810 2345 caffelib.cc:812] smoothed_loss=2.2298
INFO - 18:14:36 - Iteration 2120, lr = 0.00081
I1209 18:14:42.973901 2345 caffelib.cc:812] smoothed_loss=2.31329
INFO - 18:14:42 - Iteration 2160, lr = 0.00081
I1209 18:14:49.160898 2345 caffelib.cc:812] smoothed_loss=2.21005
INFO - 18:14:49 - Iteration 2200, lr = 0.00081
I1209 18:14:55.348754 2345 caffelib.cc:812] smoothed_loss=2.15491
INFO - 18:14:55 - Iteration 2240, lr = 0.00081
I1209 18:15:01.541148 2345 caffelib.cc:812] smoothed_loss=2.27287
INFO - 18:15:01 - Iteration 2280, lr = 0.00081
I1209 18:15:07.744065 2345 caffelib.cc:812] smoothed_loss=2.05792
INFO - 18:15:07 - Iteration 2320, lr = 0.00081
I1209 18:15:13.933282 2345 caffelib.cc:812] smoothed_loss=2.24379
INFO - 18:15:13 - Iteration 2360, lr = 0.00081
I1209 18:15:20.122717 2345 caffelib.cc:812] smoothed_loss=2.17559
INFO - 18:15:19 - Iteration 2400, lr = 0.00081
I1209 18:15:26.312176 2345 caffelib.cc:812] smoothed_loss=2.20646
INFO - 18:15:26 - Iteration 2440, lr = 0.00081
I1209 18:15:32.499573 2345 caffelib.cc:812] smoothed_loss=2.20597
INFO - 18:15:32 - Iteration 2480, lr = 0.00081
INFO - 18:15:35 - Ignoring source layer data
INFO - 18:15:35 - Ignoring source layer label_data_1_split
I1209 18:15:38.441176 2345 caffelib.cc:745] batch size=32
I1209 18:15:38.441201 2345 caffelib.cc:751] train_loss=2.24008
I1209 18:15:38.441224 2345 caffelib.cc:751] mcll=1.91129
I1209 18:15:38.441231 2345 caffelib.cc:751] accp=0.329248
I1209 18:15:38.441238 2345 caffelib.cc:751] acc=0.329248
I1209 18:15:38.441246 2345 caffelib.cc:751] f1=0.303185
I1209 18:15:38.441254 2345 caffelib.cc:751] recall=0.327826
I1209 18:15:38.441263 2345 caffelib.cc:751] iteration=2500
I1209 18:15:38.441272 2345 caffelib.cc:751] precision=0.281989
I1209 18:15:38.557385 2345 caffelib.cc:812] smoothed_loss=2.27041
INFO - 18:15:35 - Opened lmdb /home/ubuntu/Documents/Jubeen/deepdetect/deepdetect_pascal/deepdetect/model/temp_repository_1/test.lmdb
I1209 18:15:41.652014 2345 caffelib.cc:812] smoothed_loss=2.20814
INFO - 18:15:41 - Iteration 2520, lr = 0.00081
I1209 18:15:47.838042 2345 caffelib.cc:812] smoothed_loss=2.12426
INFO - 18:15:47 - Iteration 2560, lr = 0.00081
I1209 18:15:54.026058 2345 caffelib.cc:812] smoothed_loss=2.13488
INFO - 18:15:53 - Iteration 2600, lr = 0.00081
I1209 18:16:00.217835 2345 caffelib.cc:812] smoothed_loss=2.10559
INFO - 18:16:00 - Iteration 2640, lr = 0.00081
I1209 18:16:06.407475 2345 caffelib.cc:812] smoothed_loss=2.05103
INFO - 18:16:06 - Iteration 2680, lr = 0.00081
I1209 18:16:12.611315 2345 caffelib.cc:812] smoothed_loss=2.14398
INFO - 18:16:12 - Iteration 2720, lr = 0.00081
I1209 18:16:18.799921 2345 caffelib.cc:812] smoothed_loss=2.1163
INFO - 18:16:18 - Iteration 2760, lr = 0.00081
I1209 18:16:24.988083 2345 caffelib.cc:812] smoothed_loss=2.13275
INFO - 18:16:24 - Iteration 2800, lr = 0.00081
I1209 18:16:31.176933 2345 caffelib.cc:812] smoothed_loss=2.16823
INFO - 18:16:31 - Iteration 2840, lr = 0.00081
I1209 18:16:37.365756 2345 caffelib.cc:812] smoothed_loss=2.09241
INFO - 18:16:37 - Iteration 2880, lr = 0.00081
I1209 18:16:43.553540 2345 caffelib.cc:812] smoothed_loss=2.06161
INFO - 18:16:43 - Iteration 2920, lr = 0.00081
I1209 18:16:49.741219 2345 caffelib.cc:812] smoothed_loss=2.1351
INFO - 18:16:49 - Iteration 2960, lr = 0.00081
INFO - 18:16:55 - Iteration 3000, lr = 0.000729
INFO - 18:16:55 - Ignoring source layer data
INFO - 18:16:55 - Ignoring source layer label_data_1_split
I1209 18:16:58.785465 2345 caffelib.cc:745] batch size=32