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View Code? Open in Web Editor NEWobject detection of tiny ssd
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lcyinchen objectdetection hengchuan ujsyehao patrickket huipengzhang lqs19881030 lishuangbei monkeyking kujta1 amirunpri2018 oceanwong1991 edenshin captain1986 windzhougithub dr-munirshah ailihong steveyeh opcv winnie2333 olivergracetinyssd's Issues
Random segmentation fault
When I run “demo.py”, the program intermittently reports the error "segmentation fault".
Training script for tinySSD
Hi, thanks so much for this open-source implementation! I was wondering if you could provide a script/demo on how to retrain this network to detect new classes. If that is too burdensome, a few sentences to get me started would also be great!.
Thanks,
Roman
Hi, are you planning to release the code?
Looking forward to it.
AttributeError
When I run generate.py, I get this error
Traceback (most recent call last):
File "python_script/generate.py", line 229, in
write_net(train_proto, train_lmdb, deploy_proto, label_file)
File "python_script/generate.py", line 214, in write_net
f.write(str(generate_net(train_lmdb, label_file, "TRAIN", batch_size=64)))
File "python_script/generate.py", line 87, in generate_net
resize_param=dict(prob=1.0, resize_mode=caffe.params.Resize.WARP, height=300, width=300,
File "/home/saba/caffe/python/caffe/net_spec.py", line 224, in getattr
return getattr(getattr(caffe_pb2, name + 'Parameter'), param_name)
AttributeError: 'module' object has no attribute 'ResizeParameter'
Error running the demo
When I run the demo, I get this error:
WARNING: Logging before InitGoogleLogging() is written to STDERR
W1016 11:10:46.566855 11374 _caffe.cpp:139] DEPRECATION WARNING - deprecated use of Python interface
W1016 11:10:46.566978 11374 _caffe.cpp:140] Use this instead (with the named "weights" parameter):
W1016 11:10:46.567016 11374 _caffe.cpp:142] Net('./python_script/deploy.prototxt', 1, weights='./model/_iter_290000.caffemodel')
[libprotobuf ERROR google/protobuf/text_format.cc:274] Error parsing text-format caffe.NetParameter: 1544:17: Message type "caffe.LayerParameter" has no field named "permute_param".
F1016 11:10:46.569437 11374 upgrade_proto.cpp:88] Check failed: ReadProtoFromTextFile(param_file, param) Failed to parse NetParameter file: ./python_script/deploy.prototxt
*** Check failure stack trace: ***
Aborted (core dumped)
test script
Hi,
I was wondering if I could make a full test of tinySSD using your implemented scripts. You have shared a demo but not a test script. Would it be possible to share it?
Thanks!
Need to train tiny-ssd for 4 class.
I have used generate.py script to generate the train.prototxt and deploy.prototxt. I have changed num_classes= 4 in generate.py. I have given train lmdb path and label_map.prototxt in generate.py. I have used below command to train the tiny ssd:
./build/tools/caffe train -solver ./models/dataset/solver.prototxt - weights ./model/dataset/_iter_180000.caffemodel
I got the below error : -
Check failed: num_priors_ * num_classes_ == bottom[1]->channels() (32120 vs. 168630) Number of priors must match number of confidence predictions.
@lampsonSong
Please help me how to train tiny-ssd for 4 class. What I need to change in generate.py or train.prototxt to over come this error?
Below is the log file -
I1207 15:17:01.230841 7564 layer_factory.hpp:77] Creating layer data
I1207 15:17:01.231238 7564 net.cpp:100] Creating Layer data
I1207 15:17:01.231252 7564 net.cpp:408] data -> data
I1207 15:17:01.231281 7564 net.cpp:408] data -> label
I1207 15:17:01.232112 7571 db_lmdb.cpp:35] Opened lmdb /home/administrator/users_local/shashikant/test_project/mul_gl_refinedet/lib/caffe-ssd/data/VOCdevkit/GL/lmdb/GL_trainval_lmdb
I1207 15:17:01.244451 7564 annotated_data_layer.cpp:62] output data size: 64,3,300,300
I1207 15:17:01.302664 7564 net.cpp:150] Setting up data
I1207 15:17:01.302685 7564 net.cpp:157] Top shape: 64 3 300 300 (17280000)
I1207 15:17:01.302690 7564 net.cpp:157] Top shape: 1 1 1 8 (8)
I1207 15:17:01.302692 7564 net.cpp:165] Memory required for data: 69120032
I1207 15:17:01.302701 7564 layer_factory.hpp:77] Creating layer data_data_0_split
I1207 15:17:01.302711 7564 net.cpp:100] Creating Layer data_data_0_split
I1207 15:17:01.302718 7564 net.cpp:434] data_data_0_split <- data
I1207 15:17:01.302733 7564 net.cpp:408] data_data_0_split -> data_data_0_split_0
I1207 15:17:01.302745 7564 net.cpp:408] data_data_0_split -> data_data_0_split_1
I1207 15:17:01.302753 7564 net.cpp:408] data_data_0_split -> data_data_0_split_2
I1207 15:17:01.302763 7564 net.cpp:408] data_data_0_split -> data_data_0_split_3
I1207 15:17:01.302789 7564 net.cpp:408] data_data_0_split -> data_data_0_split_4
I1207 15:17:01.302796 7564 net.cpp:408] data_data_0_split -> data_data_0_split_5
I1207 15:17:01.302801 7564 net.cpp:408] data_data_0_split -> data_data_0_split_6
I1207 15:17:01.302870 7564 net.cpp:150] Setting up data_data_0_split
I1207 15:17:01.302877 7564 net.cpp:157] Top shape: 64 3 300 300 (17280000)
I1207 15:17:01.302881 7564 net.cpp:157] Top shape: 64 3 300 300 (17280000)
I1207 15:17:01.302884 7564 net.cpp:157] Top shape: 64 3 300 300 (17280000)
I1207 15:17:01.302887 7564 net.cpp:157] Top shape: 64 3 300 300 (17280000)
I1207 15:17:01.302891 7564 net.cpp:157] Top shape: 64 3 300 300 (17280000)
I1207 15:17:01.302894 7564 net.cpp:157] Top shape: 64 3 300 300 (17280000)
I1207 15:17:01.302897 7564 net.cpp:157] Top shape: 64 3 300 300 (17280000)
I1207 15:17:01.302901 7564 net.cpp:165] Memory required for data: 552960032
I1207 15:17:01.302903 7564 layer_factory.hpp:77] Creating layer conv1
I1207 15:17:01.302917 7564 net.cpp:100] Creating Layer conv1
I1207 15:17:01.302922 7564 net.cpp:434] conv1 <- data_data_0_split_0
I1207 15:17:01.302927 7564 net.cpp:408] conv1 -> conv1
I1207 15:17:01.699306 7564 net.cpp:150] Setting up conv1
I1207 15:17:01.699328 7564 net.cpp:157] Top shape: 64 57 149 149 (80989248)
I1207 15:17:01.699332 7564 net.cpp:165] Memory required for data: 876917024
I1207 15:17:01.699347 7564 layer_factory.hpp:77] Creating layer relu_conv1
I1207 15:17:01.699355 7564 net.cpp:100] Creating Layer relu_conv1
I1207 15:17:01.699362 7564 net.cpp:434] relu_conv1 <- conv1
I1207 15:17:01.699368 7564 net.cpp:395] relu_conv1 -> conv1 (in-place)
I1207 15:17:01.699524 7564 net.cpp:150] Setting up relu_conv1
I1207 15:17:01.699532 7564 net.cpp:157] Top shape: 64 57 149 149 (80989248)
I1207 15:17:01.699535 7564 net.cpp:165] Memory required for data: 1200874016
I1207 15:17:01.699538 7564 layer_factory.hpp:77] Creating layer pool1
I1207 15:17:01.699545 7564 net.cpp:100] Creating Layer pool1
I1207 15:17:01.699548 7564 net.cpp:434] pool1 <- conv1
I1207 15:17:01.699553 7564 net.cpp:408] pool1 -> pool1
I1207 15:17:01.699591 7564 net.cpp:150] Setting up pool1
I1207 15:17:01.699597 7564 net.cpp:157] Top shape: 64 57 74 74 (19976448)
I1207 15:17:01.699600 7564 net.cpp:165] Memory required for data: 1280779808
I1207 15:17:01.699604 7564 layer_factory.hpp:77] Creating layer fire2/squeeze1x1
I1207 15:17:01.699611 7564 net.cpp:100] Creating Layer fire2/squeeze1x1
I1207 15:17:01.699615 7564 net.cpp:434] fire2/squeeze1x1 <- pool1
I1207 15:17:01.699618 7564 net.cpp:408] fire2/squeeze1x1 -> fire2/squeeze1x1
I1207 15:17:01.701689 7564 net.cpp:150] Setting up fire2/squeeze1x1
I1207 15:17:01.701700 7564 net.cpp:157] Top shape: 64 15 74 74 (5256960)
I1207 15:17:01.701704 7564 net.cpp:165] Memory required for data: 1301807648
I1207 15:17:01.701710 7564 layer_factory.hpp:77] Creating layer fire2/squeeze1x1_fire2/squeeze1x1_0_split
I1207 15:17:01.701716 7564 net.cpp:100] Creating Layer fire2/squeeze1x1_fire2/squeeze1x1_0_split
I1207 15:17:01.701720 7564 net.cpp:434] fire2/squeeze1x1_fire2/squeeze1x1_0_split <- fire2/squeeze1x1
I1207 15:17:01.701725 7564 net.cpp:408] fire2/squeeze1x1_fire2/squeeze1x1_0_split -> fire2/squeeze1x1_fire2/squeeze1x1_0_split_0
I1207 15:17:01.701731 7564 net.cpp:408] fire2/squeeze1x1_fire2/squeeze1x1_0_split -> fire2/squeeze1x1_fire2/squeeze1x1_0_split_1
I1207 15:17:01.701762 7564 net.cpp:150] Setting up fire2/squeeze1x1_fire2/squeeze1x1_0_split
I1207 15:17:01.701768 7564 net.cpp:157] Top shape: 64 15 74 74 (5256960)
I1207 15:17:01.701771 7564 net.cpp:157] Top shape: 64 15 74 74 (5256960)
I1207 15:17:01.701774 7564 net.cpp:165] Memory required for data: 1343863328
I1207 15:17:01.701777 7564 layer_factory.hpp:77] Creating layer fire2/expand1x1
I1207 15:17:01.701784 7564 net.cpp:100] Creating Layer fire2/expand1x1
I1207 15:17:01.701787 7564 net.cpp:434] fire2/expand1x1 <- fire2/squeeze1x1_fire2/squeeze1x1_0_split_0
I1207 15:17:01.701792 7564 net.cpp:408] fire2/expand1x1 -> fire2/expand1x1
I1207 15:17:01.702761 7564 net.cpp:150] Setting up fire2/expand1x1
I1207 15:17:01.702790 7564 net.cpp:157] Top shape: 64 49 74 74 (17172736)
I1207 15:17:01.702795 7564 net.cpp:165] Memory required for data: 1412554272
I1207 15:17:01.702805 7564 layer_factory.hpp:77] Creating layer fire2/relu_expand1x1
I1207 15:17:01.702813 7564 net.cpp:100] Creating Layer fire2/relu_expand1x1
I1207 15:17:01.702819 7564 net.cpp:434] fire2/relu_expand1x1 <- fire2/expand1x1
I1207 15:17:01.702824 7564 net.cpp:395] fire2/relu_expand1x1 -> fire2/expand1x1 (in-place)
I1207 15:17:01.702955 7564 net.cpp:150] Setting up fire2/relu_expand1x1
I1207 15:17:01.702961 7564 net.cpp:157] Top shape: 64 49 74 74 (17172736)
I1207 15:17:01.702965 7564 net.cpp:165] Memory required for data: 1481245216
I1207 15:17:01.702967 7564 layer_factory.hpp:77] Creating layer fire2/expand3x3
I1207 15:17:01.702973 7564 net.cpp:100] Creating Layer fire2/expand3x3
I1207 15:17:01.702977 7564 net.cpp:434] fire2/expand3x3 <- fire2/squeeze1x1_fire2/squeeze1x1_0_split_1
I1207 15:17:01.702982 7564 net.cpp:408] fire2/expand3x3 -> fire2/expand3x3
I1207 15:17:01.703981 7564 net.cpp:150] Setting up fire2/expand3x3
I1207 15:17:01.703991 7564 net.cpp:157] Top shape: 64 53 74 74 (18574592)
I1207 15:17:01.703995 7564 net.cpp:165] Memory required for data: 1555543584
I1207 15:17:01.704000 7564 layer_factory.hpp:77] Creating layer fire2/relu_expand3x3
I1207 15:17:01.704005 7564 net.cpp:100] Creating Layer fire2/relu_expand3x3
I1207 15:17:01.704008 7564 net.cpp:434] fire2/relu_expand3x3 <- fire2/expand3x3
I1207 15:17:01.704013 7564 net.cpp:395] fire2/relu_expand3x3 -> fire2/expand3x3 (in-place)
I1207 15:17:01.704529 7564 net.cpp:150] Setting up fire2/relu_expand3x3
I1207 15:17:01.704537 7564 net.cpp:157] Top shape: 64 53 74 74 (18574592)
I1207 15:17:01.704540 7564 net.cpp:165] Memory required for data: 1629841952
I1207 15:17:01.704545 7564 layer_factory.hpp:77] Creating layer fire2/concat
I1207 15:17:01.704548 7564 net.cpp:100] Creating Layer fire2/concat
I1207 15:17:01.704551 7564 net.cpp:434] fire2/concat <- fire2/expand1x1
I1207 15:17:01.704555 7564 net.cpp:434] fire2/concat <- fire2/expand3x3
I1207 15:17:01.704560 7564 net.cpp:408] fire2/concat -> fire2/concat
I1207 15:17:01.704583 7564 net.cpp:150] Setting up fire2/concat
I1207 15:17:01.704588 7564 net.cpp:157] Top shape: 64 102 74 74 (35747328)
I1207 15:17:01.704591 7564 net.cpp:165] Memory required for data: 1772831264
I1207 15:17:01.704594 7564 layer_factory.hpp:77] Creating layer fire3/squeeze1x1
I1207 15:17:01.704600 7564 net.cpp:100] Creating Layer fire3/squeeze1x1
I1207 15:17:01.704603 7564 net.cpp:434] fire3/squeeze1x1 <- fire2/concat
I1207 15:17:01.704608 7564 net.cpp:408] fire3/squeeze1x1 -> fire3/squeeze1x1
I1207 15:17:01.705561 7564 net.cpp:150] Setting up fire3/squeeze1x1
I1207 15:17:01.705571 7564 net.cpp:157] Top shape: 64 15 74 74 (5256960)
I1207 15:17:01.705574 7564 net.cpp:165] Memory required for data: 1793859104
I1207 15:17:01.705581 7564 layer_factory.hpp:77] Creating layer fire3/squeeze1x1_fire3/squeeze1x1_0_split
I1207 15:17:01.705587 7564 net.cpp:100] Creating Layer fire3/squeeze1x1_fire3/squeeze1x1_0_split
I1207 15:17:01.705590 7564 net.cpp:434] fire3/squeeze1x1_fire3/squeeze1x1_0_split <- fire3/squeeze1x1
I1207 15:17:01.705595 7564 net.cpp:408] fire3/squeeze1x1_fire3/squeeze1x1_0_split -> fire3/squeeze1x1_fire3/squeeze1x1_0_split_0
I1207 15:17:01.705601 7564 net.cpp:408] fire3/squeeze1x1_fire3/squeeze1x1_0_split -> fire3/squeeze1x1_fire3/squeeze1x1_0_split_1
I1207 15:17:01.705628 7564 net.cpp:150] Setting up fire3/squeeze1x1_fire3/squeeze1x1_0_split
I1207 15:17:01.705633 7564 net.cpp:157] Top shape: 64 15 74 74 (5256960)
I1207 15:17:01.705637 7564 net.cpp:157] Top shape: 64 15 74 74 (5256960)
I1207 15:17:01.705639 7564 net.cpp:165] Memory required for data: 1835914784
I1207 15:17:01.705642 7564 layer_factory.hpp:77] Creating layer fire3/expand1x1
I1207 15:17:01.705648 7564 net.cpp:100] Creating Layer fire3/expand1x1
I1207 15:17:01.705651 7564 net.cpp:434] fire3/expand1x1 <- fire3/squeeze1x1_fire3/squeeze1x1_0_split_0
I1207 15:17:01.705672 7564 net.cpp:408] fire3/expand1x1 -> fire3/expand1x1
I1207 15:17:01.706645 7564 net.cpp:150] Setting up fire3/expand1x1
I1207 15:17:01.706653 7564 net.cpp:157] Top shape: 64 54 74 74 (18925056)
I1207 15:17:01.706656 7564 net.cpp:165] Memory required for data: 1911615008
I1207 15:17:01.706662 7564 layer_factory.hpp:77] Creating layer fire3/relu_expand1x1
I1207 15:17:01.706667 7564 net.cpp:100] Creating Layer fire3/relu_expand1x1
I1207 15:17:01.706670 7564 net.cpp:434] fire3/relu_expand1x1 <- fire3/expand1x1
I1207 15:17:01.706676 7564 net.cpp:395] fire3/relu_expand1x1 -> fire3/expand1x1 (in-place)
I1207 15:17:01.706805 7564 net.cpp:150] Setting up fire3/relu_expand1x1
I1207 15:17:01.706813 7564 net.cpp:157] Top shape: 64 54 74 74 (18925056)
I1207 15:17:01.706816 7564 net.cpp:165] Memory required for data: 1987315232
I1207 15:17:01.706820 7564 layer_factory.hpp:77] Creating layer fire3/expand3x3
I1207 15:17:01.706830 7564 net.cpp:100] Creating Layer fire3/expand3x3
I1207 15:17:01.706835 7564 net.cpp:434] fire3/expand3x3 <- fire3/squeeze1x1_fire3/squeeze1x1_0_split_1
I1207 15:17:01.706841 7564 net.cpp:408] fire3/expand3x3 -> fire3/expand3x3
I1207 15:17:01.707873 7564 net.cpp:150] Setting up fire3/expand3x3
I1207 15:17:01.707885 7564 net.cpp:157] Top shape: 64 52 74 74 (18224128)
I1207 15:17:01.707888 7564 net.cpp:165] Memory required for data: 2060211744
I1207 15:17:01.707895 7564 layer_factory.hpp:77] Creating layer fire3/relu_expand3x3
I1207 15:17:01.707898 7564 net.cpp:100] Creating Layer fire3/relu_expand3x3
I1207 15:17:01.707902 7564 net.cpp:434] fire3/relu_expand3x3 <- fire3/expand3x3
I1207 15:17:01.707907 7564 net.cpp:395] fire3/relu_expand3x3 -> fire3/expand3x3 (in-place)
I1207 15:17:01.708052 7564 net.cpp:150] Setting up fire3/relu_expand3x3
I1207 15:17:01.708060 7564 net.cpp:157] Top shape: 64 52 74 74 (18224128)
I1207 15:17:01.708063 7564 net.cpp:165] Memory required for data: 2133108256
I1207 15:17:01.708066 7564 layer_factory.hpp:77] Creating layer fire3/concat
I1207 15:17:01.708071 7564 net.cpp:100] Creating Layer fire3/concat
I1207 15:17:01.708076 7564 net.cpp:434] fire3/concat <- fire3/expand1x1
I1207 15:17:01.708079 7564 net.cpp:434] fire3/concat <- fire3/expand3x3
I1207 15:17:01.708086 7564 net.cpp:408] fire3/concat -> fire3/concat
I1207 15:17:01.708106 7564 net.cpp:150] Setting up fire3/concat
I1207 15:17:01.708112 7564 net.cpp:157] Top shape: 64 106 74 74 (37149184)
I1207 15:17:01.708115 7564 net.cpp:165] Memory required for data: 2281704992
I1207 15:17:01.708118 7564 layer_factory.hpp:77] Creating layer pool3
I1207 15:17:01.708124 7564 net.cpp:100] Creating Layer pool3
I1207 15:17:01.708128 7564 net.cpp:434] pool3 <- fire3/concat
I1207 15:17:01.708134 7564 net.cpp:408] pool3 -> pool3
I1207 15:17:01.708163 7564 net.cpp:150] Setting up pool3
I1207 15:17:01.708168 7564 net.cpp:157] Top shape: 64 106 37 37 (9287296)
I1207 15:17:01.708173 7564 net.cpp:165] Memory required for data: 2318854176
I1207 15:17:01.708175 7564 layer_factory.hpp:77] Creating layer fire4/squeeze1x1
I1207 15:17:01.708182 7564 net.cpp:100] Creating Layer fire4/squeeze1x1
I1207 15:17:01.708186 7564 net.cpp:434] fire4/squeeze1x1 <- pool3
I1207 15:17:01.708192 7564 net.cpp:408] fire4/squeeze1x1 -> fire4/squeeze1x1
I1207 15:17:01.709205 7564 net.cpp:150] Setting up fire4/squeeze1x1
I1207 15:17:01.709215 7564 net.cpp:157] Top shape: 64 29 37 37 (2540864)
I1207 15:17:01.709219 7564 net.cpp:165] Memory required for data: 2329017632
I1207 15:17:01.709224 7564 layer_factory.hpp:77] Creating layer fire4/squeeze1x1_fire4/squeeze1x1_0_split
I1207 15:17:01.709231 7564 net.cpp:100] Creating Layer fire4/squeeze1x1_fire4/squeeze1x1_0_split
I1207 15:17:01.709236 7564 net.cpp:434] fire4/squeeze1x1_fire4/squeeze1x1_0_split <- fire4/squeeze1x1
I1207 15:17:01.709242 7564 net.cpp:408] fire4/squeeze1x1_fire4/squeeze1x1_0_split -> fire4/squeeze1x1_fire4/squeeze1x1_0_split_0
I1207 15:17:01.709249 7564 net.cpp:408] fire4/squeeze1x1_fire4/squeeze1x1_0_split -> fire4/squeeze1x1_fire4/squeeze1x1_0_split_1
I1207 15:17:01.709288 7564 net.cpp:150] Setting up fire4/squeeze1x1_fire4/squeeze1x1_0_split
I1207 15:17:01.709295 7564 net.cpp:157] Top shape: 64 29 37 37 (2540864)
I1207 15:17:01.709300 7564 net.cpp:157] Top shape: 64 29 37 37 (2540864)
I1207 15:17:01.709303 7564 net.cpp:165] Memory required for data: 2349344544
I1207 15:17:01.709306 7564 layer_factory.hpp:77] Creating layer fire4/expand1x1
I1207 15:17:01.709314 7564 net.cpp:100] Creating Layer fire4/expand1x1
I1207 15:17:01.709318 7564 net.cpp:434] fire4/expand1x1 <- fire4/squeeze1x1_fire4/squeeze1x1_0_split_0
I1207 15:17:01.709324 7564 net.cpp:408] fire4/expand1x1 -> fire4/expand1x1
I1207 15:17:01.710331 7564 net.cpp:150] Setting up fire4/expand1x1
I1207 15:17:01.710342 7564 net.cpp:157] Top shape: 64 92 37 37 (8060672)
I1207 15:17:01.710346 7564 net.cpp:165] Memory required for data: 2381587232
I1207 15:17:01.710356 7564 layer_factory.hpp:77] Creating layer fire4/relu_expand1x1
I1207 15:17:01.710362 7564 net.cpp:100] Creating Layer fire4/relu_expand1x1
I1207 15:17:01.710367 7564 net.cpp:434] fire4/relu_expand1x1 <- fire4/expand1x1
I1207 15:17:01.710372 7564 net.cpp:395] fire4/relu_expand1x1 -> fire4/expand1x1 (in-place)
I1207 15:17:01.710912 7564 net.cpp:150] Setting up fire4/relu_expand1x1
I1207 15:17:01.710922 7564 net.cpp:157] Top shape: 64 92 37 37 (8060672)
I1207 15:17:01.710927 7564 net.cpp:165] Memory required for data: 2413829920
I1207 15:17:01.710930 7564 layer_factory.hpp:77] Creating layer fire4/expand3x3
I1207 15:17:01.710938 7564 net.cpp:100] Creating Layer fire4/expand3x3
I1207 15:17:01.710942 7564 net.cpp:434] fire4/expand3x3 <- fire4/squeeze1x1_fire4/squeeze1x1_0_split_1
I1207 15:17:01.710949 7564 net.cpp:408] fire4/expand3x3 -> fire4/expand3x3
I1207 15:17:01.712021 7564 net.cpp:150] Setting up fire4/expand3x3
I1207 15:17:01.712031 7564 net.cpp:157] Top shape: 64 94 37 37 (8235904)
I1207 15:17:01.712035 7564 net.cpp:165] Memory required for data: 2446773536
I1207 15:17:01.712041 7564 layer_factory.hpp:77] Creating layer fire4/relu_expand3x3
I1207 15:17:01.712047 7564 net.cpp:100] Creating Layer fire4/relu_expand3x3
I1207 15:17:01.712051 7564 net.cpp:434] fire4/relu_expand3x3 <- fire4/expand3x3
I1207 15:17:01.712057 7564 net.cpp:395] fire4/relu_expand3x3 -> fire4/expand3x3 (in-place)
I1207 15:17:01.712193 7564 net.cpp:150] Setting up fire4/relu_expand3x3
I1207 15:17:01.712199 7564 net.cpp:157] Top shape: 64 94 37 37 (8235904)
I1207 15:17:01.712203 7564 net.cpp:165] Memory required for data: 2479717152
I1207 15:17:01.712206 7564 layer_factory.hpp:77] Creating layer fire4/concat
I1207 15:17:01.712211 7564 net.cpp:100] Creating Layer fire4/concat
I1207 15:17:01.712215 7564 net.cpp:434] fire4/concat <- fire4/expand1x1
I1207 15:17:01.712219 7564 net.cpp:434] fire4/concat <- fire4/expand3x3
I1207 15:17:01.712224 7564 net.cpp:408] fire4/concat -> fire4/concat
I1207 15:17:01.712244 7564 net.cpp:150] Setting up fire4/concat
I1207 15:17:01.712251 7564 net.cpp:157] Top shape: 64 186 37 37 (16296576)
I1207 15:17:01.712255 7564 net.cpp:165] Memory required for data: 2544903456
I1207 15:17:01.712257 7564 layer_factory.hpp:77] Creating layer fire5/squeeze1x1
I1207 15:17:01.712265 7564 net.cpp:100] Creating Layer fire5/squeeze1x1
I1207 15:17:01.712270 7564 net.cpp:434] fire5/squeeze1x1 <- fire4/concat
I1207 15:17:01.712275 7564 net.cpp:408] fire5/squeeze1x1 -> fire5/squeeze1x1
I1207 15:17:01.713281 7564 net.cpp:150] Setting up fire5/squeeze1x1
I1207 15:17:01.713291 7564 net.cpp:157] Top shape: 64 29 37 37 (2540864)
I1207 15:17:01.713295 7564 net.cpp:165] Memory required for data: 2555066912
I1207 15:17:01.713301 7564 layer_factory.hpp:77] Creating layer fire5/squeeze1x1_fire5/squeeze1x1_0_split
I1207 15:17:01.713307 7564 net.cpp:100] Creating Layer fire5/squeeze1x1_fire5/squeeze1x1_0_split
I1207 15:17:01.713312 7564 net.cpp:434] fire5/squeeze1x1_fire5/squeeze1x1_0_split <- fire5/squeeze1x1
I1207 15:17:01.713318 7564 net.cpp:408] fire5/squeeze1x1_fire5/squeeze1x1_0_split -> fire5/squeeze1x1_fire5/squeeze1x1_0_split_0
I1207 15:17:01.713335 7564 net.cpp:408] fire5/squeeze1x1_fire5/squeeze1x1_0_split -> fire5/squeeze1x1_fire5/squeeze1x1_0_split_1
I1207 15:17:01.713369 7564 net.cpp:150] Setting up fire5/squeeze1x1_fire5/squeeze1x1_0_split
I1207 15:17:01.713376 7564 net.cpp:157] Top shape: 64 29 37 37 (2540864)
I1207 15:17:01.713380 7564 net.cpp:157] Top shape: 64 29 37 37 (2540864)
I1207 15:17:01.713383 7564 net.cpp:165] Memory required for data: 2575393824
I1207 15:17:01.713387 7564 layer_factory.hpp:77] Creating layer fire5/expand1x1
I1207 15:17:01.713394 7564 net.cpp:100] Creating Layer fire5/expand1x1
I1207 15:17:01.713398 7564 net.cpp:434] fire5/expand1x1 <- fire5/squeeze1x1_fire5/squeeze1x1_0_split_0
I1207 15:17:01.713404 7564 net.cpp:408] fire5/expand1x1 -> fire5/expand1x1
I1207 15:17:01.714396 7564 net.cpp:150] Setting up fire5/expand1x1
I1207 15:17:01.714406 7564 net.cpp:157] Top shape: 64 90 37 37 (7885440)
I1207 15:17:01.714411 7564 net.cpp:165] Memory required for data: 2606935584
I1207 15:17:01.714416 7564 layer_factory.hpp:77] Creating layer fire5/relu_expand1x1
I1207 15:17:01.714421 7564 net.cpp:100] Creating Layer fire5/relu_expand1x1
I1207 15:17:01.714426 7564 net.cpp:434] fire5/relu_expand1x1 <- fire5/expand1x1
I1207 15:17:01.714432 7564 net.cpp:395] fire5/relu_expand1x1 -> fire5/expand1x1 (in-place)
I1207 15:17:01.714570 7564 net.cpp:150] Setting up fire5/relu_expand1x1
I1207 15:17:01.714576 7564 net.cpp:157] Top shape: 64 90 37 37 (7885440)
I1207 15:17:01.714581 7564 net.cpp:165] Memory required for data: 2638477344
I1207 15:17:01.714583 7564 layer_factory.hpp:77] Creating layer fire5/expand3x3
I1207 15:17:01.714592 7564 net.cpp:100] Creating Layer fire5/expand3x3
I1207 15:17:01.714596 7564 net.cpp:434] fire5/expand3x3 <- fire5/squeeze1x1_fire5/squeeze1x1_0_split_1
I1207 15:17:01.714603 7564 net.cpp:408] fire5/expand3x3 -> fire5/expand3x3
I1207 15:17:01.716055 7564 net.cpp:150] Setting up fire5/expand3x3
I1207 15:17:01.716065 7564 net.cpp:157] Top shape: 64 83 37 37 (7272128)
I1207 15:17:01.716069 7564 net.cpp:165] Memory required for data: 2667565856
I1207 15:17:01.716075 7564 layer_factory.hpp:77] Creating layer fire5/relu_expand3x3
I1207 15:17:01.716089 7564 net.cpp:100] Creating Layer fire5/relu_expand3x3
I1207 15:17:01.716092 7564 net.cpp:434] fire5/relu_expand3x3 <- fire5/expand3x3
I1207 15:17:01.716097 7564 net.cpp:395] fire5/relu_expand3x3 -> fire5/expand3x3 (in-place)
I1207 15:17:01.716241 7564 net.cpp:150] Setting up fire5/relu_expand3x3
I1207 15:17:01.716248 7564 net.cpp:157] Top shape: 64 83 37 37 (7272128)
I1207 15:17:01.716251 7564 net.cpp:165] Memory required for data: 2696654368
I1207 15:17:01.716255 7564 layer_factory.hpp:77] Creating layer fire5/concat
I1207 15:17:01.716261 7564 net.cpp:100] Creating Layer fire5/concat
I1207 15:17:01.716265 7564 net.cpp:434] fire5/concat <- fire5/expand1x1
I1207 15:17:01.716269 7564 net.cpp:434] fire5/concat <- fire5/expand3x3
I1207 15:17:01.716274 7564 net.cpp:408] fire5/concat -> fire5/concat
I1207 15:17:01.716295 7564 net.cpp:150] Setting up fire5/concat
I1207 15:17:01.716300 7564 net.cpp:157] Top shape: 64 173 37 37 (15157568)
I1207 15:17:01.716305 7564 net.cpp:165] Memory required for data: 2757284640
I1207 15:17:01.716307 7564 layer_factory.hpp:77] Creating layer fire5/concat_fire5/concat_0_split
I1207 15:17:01.716312 7564 net.cpp:100] Creating Layer fire5/concat_fire5/concat_0_split
I1207 15:17:01.716316 7564 net.cpp:434] fire5/concat_fire5/concat_0_split <- fire5/concat
I1207 15:17:01.716321 7564 net.cpp:408] fire5/concat_fire5/concat_0_split -> fire5/concat_fire5/concat_0_split_0
I1207 15:17:01.716327 7564 net.cpp:408] fire5/concat_fire5/concat_0_split -> fire5/concat_fire5/concat_0_split_1
I1207 15:17:01.716356 7564 net.cpp:150] Setting up fire5/concat_fire5/concat_0_split
I1207 15:17:01.716362 7564 net.cpp:157] Top shape: 64 173 37 37 (15157568)
I1207 15:17:01.716367 7564 net.cpp:157] Top shape: 64 173 37 37 (15157568)
I1207 15:17:01.716369 7564 net.cpp:165] Memory required for data: 2878545184
I1207 15:17:01.716382 7564 layer_factory.hpp:77] Creating layer pool5
I1207 15:17:01.716387 7564 net.cpp:100] Creating Layer pool5
I1207 15:17:01.716390 7564 net.cpp:434] pool5 <- fire5/concat_fire5/concat_0_split_0
I1207 15:17:01.716397 7564 net.cpp:408] pool5 -> pool5
I1207 15:17:01.716425 7564 net.cpp:150] Setting up pool5
I1207 15:17:01.716430 7564 net.cpp:157] Top shape: 64 173 18 18 (3587328)
I1207 15:17:01.716434 7564 net.cpp:165] Memory required for data: 2892894496
I1207 15:17:01.716437 7564 layer_factory.hpp:77] Creating layer fire6/squeeze1x1
I1207 15:17:01.716446 7564 net.cpp:100] Creating Layer fire6/squeeze1x1
I1207 15:17:01.716450 7564 net.cpp:434] fire6/squeeze1x1 <- pool5
I1207 15:17:01.716455 7564 net.cpp:408] fire6/squeeze1x1 -> fire6/squeeze1x1
I1207 15:17:01.717839 7564 net.cpp:150] Setting up fire6/squeeze1x1
I1207 15:17:01.717849 7564 net.cpp:157] Top shape: 64 44 18 18 (912384)
I1207 15:17:01.717854 7564 net.cpp:165] Memory required for data: 2896544032
I1207 15:17:01.717860 7564 layer_factory.hpp:77] Creating layer fire6/squeeze1x1_fire6/squeeze1x1_0_split
I1207 15:17:01.717865 7564 net.cpp:100] Creating Layer fire6/squeeze1x1_fire6/squeeze1x1_0_split
I1207 15:17:01.717869 7564 net.cpp:434] fire6/squeeze1x1_fire6/squeeze1x1_0_split <- fire6/squeeze1x1
I1207 15:17:01.717876 7564 net.cpp:408] fire6/squeeze1x1_fire6/squeeze1x1_0_split -> fire6/squeeze1x1_fire6/squeeze1x1_0_split_0
I1207 15:17:01.717883 7564 net.cpp:408] fire6/squeeze1x1_fire6/squeeze1x1_0_split -> fire6/squeeze1x1_fire6/squeeze1x1_0_split_1
I1207 15:17:01.717916 7564 net.cpp:150] Setting up fire6/squeeze1x1_fire6/squeeze1x1_0_split
I1207 15:17:01.717921 7564 net.cpp:157] Top shape: 64 44 18 18 (912384)
I1207 15:17:01.717926 7564 net.cpp:157] Top shape: 64 44 18 18 (912384)
I1207 15:17:01.717928 7564 net.cpp:165] Memory required for data: 2903843104
I1207 15:17:01.717932 7564 layer_factory.hpp:77] Creating layer fire6/expand1x1
I1207 15:17:01.717941 7564 net.cpp:100] Creating Layer fire6/expand1x1
I1207 15:17:01.717944 7564 net.cpp:434] fire6/expand1x1 <- fire6/squeeze1x1_fire6/squeeze1x1_0_split_0
I1207 15:17:01.717950 7564 net.cpp:408] fire6/expand1x1 -> fire6/expand1x1
I1207 15:17:01.718964 7564 net.cpp:150] Setting up fire6/expand1x1
I1207 15:17:01.718974 7564 net.cpp:157] Top shape: 64 166 18 18 (3442176)
I1207 15:17:01.718978 7564 net.cpp:165] Memory required for data: 2917611808
I1207 15:17:01.718984 7564 layer_factory.hpp:77] Creating layer fire6/relu_expand1x1
I1207 15:17:01.718991 7564 net.cpp:100] Creating Layer fire6/relu_expand1x1
I1207 15:17:01.718996 7564 net.cpp:434] fire6/relu_expand1x1 <- fire6/expand1x1
I1207 15:17:01.719000 7564 net.cpp:395] fire6/relu_expand1x1 -> fire6/expand1x1 (in-place)
I1207 15:17:01.719521 7564 net.cpp:150] Setting up fire6/relu_expand1x1
I1207 15:17:01.719530 7564 net.cpp:157] Top shape: 64 166 18 18 (3442176)
I1207 15:17:01.719534 7564 net.cpp:165] Memory required for data: 2931380512
I1207 15:17:01.719538 7564 layer_factory.hpp:77] Creating layer fire6/expand3x3
I1207 15:17:01.719547 7564 net.cpp:100] Creating Layer fire6/expand3x3
I1207 15:17:01.719552 7564 net.cpp:434] fire6/expand3x3 <- fire6/squeeze1x1_fire6/squeeze1x1_0_split_1
I1207 15:17:01.719558 7564 net.cpp:408] fire6/expand3x3 -> fire6/expand3x3
I1207 15:17:01.721530 7564 net.cpp:150] Setting up fire6/expand3x3
I1207 15:17:01.721541 7564 net.cpp:157] Top shape: 64 161 18 18 (3338496)
I1207 15:17:01.721545 7564 net.cpp:165] Memory required for data: 2944734496
I1207 15:17:01.721551 7564 layer_factory.hpp:77] Creating layer fire6/relu_expand3x3
I1207 15:17:01.721556 7564 net.cpp:100] Creating Layer fire6/relu_expand3x3
I1207 15:17:01.721560 7564 net.cpp:434] fire6/relu_expand3x3 <- fire6/expand3x3
I1207 15:17:01.721565 7564 net.cpp:395] fire6/relu_expand3x3 -> fire6/expand3x3 (in-place)
I1207 15:17:01.721715 7564 net.cpp:150] Setting up fire6/relu_expand3x3
I1207 15:17:01.721724 7564 net.cpp:157] Top shape: 64 161 18 18 (3338496)
I1207 15:17:01.721735 7564 net.cpp:165] Memory required for data: 2958088480
I1207 15:17:01.721740 7564 layer_factory.hpp:77] Creating layer fire6/concat
I1207 15:17:01.721745 7564 net.cpp:100] Creating Layer fire6/concat
I1207 15:17:01.721748 7564 net.cpp:434] fire6/concat <- fire6/expand1x1
I1207 15:17:01.721752 7564 net.cpp:434] fire6/concat <- fire6/expand3x3
I1207 15:17:01.721758 7564 net.cpp:408] fire6/concat -> fire6/concat
I1207 15:17:01.721779 7564 net.cpp:150] Setting up fire6/concat
I1207 15:17:01.721786 7564 net.cpp:157] Top shape: 64 327 18 18 (6780672)
I1207 15:17:01.721789 7564 net.cpp:165] Memory required for data: 2985211168
I1207 15:17:01.721793 7564 layer_factory.hpp:77] Creating layer fire7/squeeze1x1
I1207 15:17:01.721801 7564 net.cpp:100] Creating Layer fire7/squeeze1x1
I1207 15:17:01.721805 7564 net.cpp:434] fire7/squeeze1x1 <- fire6/concat
I1207 15:17:01.721810 7564 net.cpp:408] fire7/squeeze1x1 -> fire7/squeeze1x1
I1207 15:17:01.722863 7564 net.cpp:150] Setting up fire7/squeeze1x1
I1207 15:17:01.722875 7564 net.cpp:157] Top shape: 64 45 18 18 (933120)
I1207 15:17:01.722879 7564 net.cpp:165] Memory required for data: 2988943648
I1207 15:17:01.722888 7564 layer_factory.hpp:77] Creating layer fire7/squeeze1x1_fire7/squeeze1x1_0_split
I1207 15:17:01.722894 7564 net.cpp:100] Creating Layer fire7/squeeze1x1_fire7/squeeze1x1_0_split
I1207 15:17:01.722898 7564 net.cpp:434] fire7/squeeze1x1_fire7/squeeze1x1_0_split <- fire7/squeeze1x1
I1207 15:17:01.722905 7564 net.cpp:408] fire7/squeeze1x1_fire7/squeeze1x1_0_split -> fire7/squeeze1x1_fire7/squeeze1x1_0_split_0
I1207 15:17:01.722913 7564 net.cpp:408] fire7/squeeze1x1_fire7/squeeze1x1_0_split -> fire7/squeeze1x1_fire7/squeeze1x1_0_split_1
I1207 15:17:01.722942 7564 net.cpp:150] Setting up fire7/squeeze1x1_fire7/squeeze1x1_0_split
I1207 15:17:01.722949 7564 net.cpp:157] Top shape: 64 45 18 18 (933120)
I1207 15:17:01.722952 7564 net.cpp:157] Top shape: 64 45 18 18 (933120)
I1207 15:17:01.722955 7564 net.cpp:165] Memory required for data: 2996408608
I1207 15:17:01.722959 7564 layer_factory.hpp:77] Creating layer fire7/expand1x1
I1207 15:17:01.722966 7564 net.cpp:100] Creating Layer fire7/expand1x1
I1207 15:17:01.722970 7564 net.cpp:434] fire7/expand1x1 <- fire7/squeeze1x1_fire7/squeeze1x1_0_split_0
I1207 15:17:01.722977 7564 net.cpp:408] fire7/expand1x1 -> fire7/expand1x1
I1207 15:17:01.723989 7564 net.cpp:150] Setting up fire7/expand1x1
I1207 15:17:01.723999 7564 net.cpp:157] Top shape: 64 155 18 18 (3214080)
I1207 15:17:01.724004 7564 net.cpp:165] Memory required for data: 3009264928
I1207 15:17:01.724009 7564 layer_factory.hpp:77] Creating layer fire7/relu_expand1x1
I1207 15:17:01.724015 7564 net.cpp:100] Creating Layer fire7/relu_expand1x1
I1207 15:17:01.724020 7564 net.cpp:434] fire7/relu_expand1x1 <- fire7/expand1x1
I1207 15:17:01.724025 7564 net.cpp:395] fire7/relu_expand1x1 -> fire7/expand1x1 (in-place)
I1207 15:17:01.724162 7564 net.cpp:150] Setting up fire7/relu_expand1x1
I1207 15:17:01.724169 7564 net.cpp:157] Top shape: 64 155 18 18 (3214080)
I1207 15:17:01.724174 7564 net.cpp:165] Memory required for data: 3022121248
I1207 15:17:01.724176 7564 layer_factory.hpp:77] Creating layer fire7/expand3x3
I1207 15:17:01.724185 7564 net.cpp:100] Creating Layer fire7/expand3x3
I1207 15:17:01.724189 7564 net.cpp:434] fire7/expand3x3 <- fire7/squeeze1x1_fire7/squeeze1x1_0_split_1
I1207 15:17:01.724195 7564 net.cpp:408] fire7/expand3x3 -> fire7/expand3x3
I1207 15:17:01.725769 7564 net.cpp:150] Setting up fire7/expand3x3
I1207 15:17:01.725780 7564 net.cpp:157] Top shape: 64 146 18 18 (3027456)
I1207 15:17:01.725783 7564 net.cpp:165] Memory required for data: 3034231072
I1207 15:17:01.725790 7564 layer_factory.hpp:77] Creating layer fire7/relu_expand3x3
I1207 15:17:01.725795 7564 net.cpp:100] Creating Layer fire7/relu_expand3x3
I1207 15:17:01.725800 7564 net.cpp:434] fire7/relu_expand3x3 <- fire7/expand3x3
I1207 15:17:01.725805 7564 net.cpp:395] fire7/relu_expand3x3 -> fire7/expand3x3 (in-place)
I1207 15:17:01.726325 7564 net.cpp:150] Setting up fire7/relu_expand3x3
I1207 15:17:01.726341 7564 net.cpp:157] Top shape: 64 146 18 18 (3027456)
I1207 15:17:01.726346 7564 net.cpp:165] Memory required for data: 3046340896
I1207 15:17:01.726349 7564 layer_factory.hpp:77] Creating layer fire7/concat
I1207 15:17:01.726354 7564 net.cpp:100] Creating Layer fire7/concat
I1207 15:17:01.726358 7564 net.cpp:434] fire7/concat <- fire7/expand1x1
I1207 15:17:01.726363 7564 net.cpp:434] fire7/concat <- fire7/expand3x3
I1207 15:17:01.726369 7564 net.cpp:408] fire7/concat -> fire7/concat
I1207 15:17:01.726392 7564 net.cpp:150] Setting up fire7/concat
I1207 15:17:01.726398 7564 net.cpp:157] Top shape: 64 301 18 18 (6241536)
I1207 15:17:01.726402 7564 net.cpp:165] Memory required for data: 3071307040
I1207 15:17:01.726405 7564 layer_factory.hpp:77] Creating layer fire8/squeeze1x1
I1207 15:17:01.726413 7564 net.cpp:100] Creating Layer fire8/squeeze1x1
I1207 15:17:01.726418 7564 net.cpp:434] fire8/squeeze1x1 <- fire7/concat
I1207 15:17:01.726423 7564 net.cpp:408] fire8/squeeze1x1 -> fire8/squeeze1x1
I1207 15:17:01.727473 7564 net.cpp:150] Setting up fire8/squeeze1x1
I1207 15:17:01.727483 7564 net.cpp:157] Top shape: 64 49 18 18 (1016064)
I1207 15:17:01.727488 7564 net.cpp:165] Memory required for data: 3075371296
I1207 15:17:01.727494 7564 layer_factory.hpp:77] Creating layer fire8/squeeze1x1_fire8/squeeze1x1_0_split
I1207 15:17:01.727499 7564 net.cpp:100] Creating Layer fire8/squeeze1x1_fire8/squeeze1x1_0_split
I1207 15:17:01.727504 7564 net.cpp:434] fire8/squeeze1x1_fire8/squeeze1x1_0_split <- fire8/squeeze1x1
I1207 15:17:01.727510 7564 net.cpp:408] fire8/squeeze1x1_fire8/squeeze1x1_0_split -> fire8/squeeze1x1_fire8/squeeze1x1_0_split_0
I1207 15:17:01.727517 7564 net.cpp:408] fire8/squeeze1x1_fire8/squeeze1x1_0_split -> fire8/squeeze1x1_fire8/squeeze1x1_0_split_1
I1207 15:17:01.727548 7564 net.cpp:150] Setting up fire8/squeeze1x1_fire8/squeeze1x1_0_split
I1207 15:17:01.727553 7564 net.cpp:157] Top shape: 64 49 18 18 (1016064)
I1207 15:17:01.727558 7564 net.cpp:157] Top shape: 64 49 18 18 (1016064)
I1207 15:17:01.727561 7564 net.cpp:165] Memory required for data: 3083499808
I1207 15:17:01.727566 7564 layer_factory.hpp:77] Creating layer fire8/expand1x1
I1207 15:17:01.727572 7564 net.cpp:100] Creating Layer fire8/expand1x1
I1207 15:17:01.727577 7564 net.cpp:434] fire8/expand1x1 <- fire8/squeeze1x1_fire8/squeeze1x1_0_split_0
I1207 15:17:01.727583 7564 net.cpp:408] fire8/expand1x1 -> fire8/expand1x1
I1207 15:17:01.728607 7564 net.cpp:150] Setting up fire8/expand1x1
I1207 15:17:01.728616 7564 net.cpp:157] Top shape: 64 163 18 18 (3379968)
I1207 15:17:01.728621 7564 net.cpp:165] Memory required for data: 3097019680
I1207 15:17:01.728627 7564 layer_factory.hpp:77] Creating layer fire8/relu_expand1x1
I1207 15:17:01.728632 7564 net.cpp:100] Creating Layer fire8/relu_expand1x1
I1207 15:17:01.728636 7564 net.cpp:434] fire8/relu_expand1x1 <- fire8/expand1x1
I1207 15:17:01.728642 7564 net.cpp:395] fire8/relu_expand1x1 -> fire8/expand1x1 (in-place)
I1207 15:17:01.728777 7564 net.cpp:150] Setting up fire8/relu_expand1x1
I1207 15:17:01.728785 7564 net.cpp:157] Top shape: 64 163 18 18 (3379968)
I1207 15:17:01.728788 7564 net.cpp:165] Memory required for data: 3110539552
I1207 15:17:01.728792 7564 layer_factory.hpp:77] Creating layer fire8/expand3x3
I1207 15:17:01.728799 7564 net.cpp:100] Creating Layer fire8/expand3x3
I1207 15:17:01.728803 7564 net.cpp:434] fire8/expand3x3 <- fire8/squeeze1x1_fire8/squeeze1x1_0_split_1
I1207 15:17:01.728811 7564 net.cpp:408] fire8/expand3x3 -> fire8/expand3x3
I1207 15:17:01.731191 7564 net.cpp:150] Setting up fire8/expand3x3
I1207 15:17:01.731201 7564 net.cpp:157] Top shape: 64 171 18 18 (3545856)
I1207 15:17:01.731205 7564 net.cpp:165] Memory required for data: 3124722976
I1207 15:17:01.731211 7564 layer_factory.hpp:77] Creating layer fire8/relu_expand3x3
I1207 15:17:01.731218 7564 net.cpp:100] Creating Layer fire8/relu_expand3x3
I1207 15:17:01.731222 7564 net.cpp:434] fire8/relu_expand3x3 <- fire8/expand3x3
I1207 15:17:01.731236 7564 net.cpp:395] fire8/relu_expand3x3 -> fire8/expand3x3 (in-place)
I1207 15:17:01.731380 7564 net.cpp:150] Setting up fire8/relu_expand3x3
I1207 15:17:01.731387 7564 net.cpp:157] Top shape: 64 171 18 18 (3545856)
I1207 15:17:01.731391 7564 net.cpp:165] Memory required for data: 3138906400
I1207 15:17:01.731395 7564 layer_factory.hpp:77] Creating layer fire8/concat
I1207 15:17:01.731401 7564 net.cpp:100] Creating Layer fire8/concat
I1207 15:17:01.731405 7564 net.cpp:434] fire8/concat <- fire8/expand1x1
I1207 15:17:01.731410 7564 net.cpp:434] fire8/concat <- fire8/expand3x3
I1207 15:17:01.731415 7564 net.cpp:408] fire8/concat -> fire8/concat
I1207 15:17:01.731437 7564 net.cpp:150] Setting up fire8/concat
I1207 15:17:01.731443 7564 net.cpp:157] Top shape: 64 334 18 18 (6925824)
I1207 15:17:01.731451 7564 net.cpp:165] Memory required for data: 3166609696
I1207 15:17:01.731456 7564 layer_factory.hpp:77] Creating layer fire9/squeeze1x1
I1207 15:17:01.731462 7564 net.cpp:100] Creating Layer fire9/squeeze1x1
I1207 15:17:01.731467 7564 net.cpp:434] fire9/squeeze1x1 <- fire8/concat
I1207 15:17:01.731473 7564 net.cpp:408] fire9/squeeze1x1 -> fire9/squeeze1x1
I1207 15:17:01.732507 7564 net.cpp:150] Setting up fire9/squeeze1x1
I1207 15:17:01.732517 7564 net.cpp:157] Top shape: 64 25 18 18 (518400)
I1207 15:17:01.732522 7564 net.cpp:165] Memory required for data: 3168683296
I1207 15:17:01.732527 7564 layer_factory.hpp:77] Creating layer fire9/squeeze1x1_fire9/squeeze1x1_0_split
I1207 15:17:01.732533 7564 net.cpp:100] Creating Layer fire9/squeeze1x1_fire9/squeeze1x1_0_split
I1207 15:17:01.732537 7564 net.cpp:434] fire9/squeeze1x1_fire9/squeeze1x1_0_split <- fire9/squeeze1x1
I1207 15:17:01.732543 7564 net.cpp:408] fire9/squeeze1x1_fire9/squeeze1x1_0_split -> fire9/squeeze1x1_fire9/squeeze1x1_0_split_0
I1207 15:17:01.732553 7564 net.cpp:408] fire9/squeeze1x1_fire9/squeeze1x1_0_split -> fire9/squeeze1x1_fire9/squeeze1x1_0_split_1
I1207 15:17:01.732583 7564 net.cpp:150] Setting up fire9/squeeze1x1_fire9/squeeze1x1_0_split
I1207 15:17:01.732589 7564 net.cpp:157] Top shape: 64 25 18 18 (518400)
I1207 15:17:01.732594 7564 net.cpp:157] Top shape: 64 25 18 18 (518400)
I1207 15:17:01.732596 7564 net.cpp:165] Memory required for data: 3172830496
I1207 15:17:01.732600 7564 layer_factory.hpp:77] Creating layer fire9/expand1x1
I1207 15:17:01.732609 7564 net.cpp:100] Creating Layer fire9/expand1x1
I1207 15:17:01.732614 7564 net.cpp:434] fire9/expand1x1 <- fire9/squeeze1x1_fire9/squeeze1x1_0_split_0
I1207 15:17:01.732619 7564 net.cpp:408] fire9/expand1x1 -> fire9/expand1x1
I1207 15:17:01.733618 7564 net.cpp:150] Setting up fire9/expand1x1
I1207 15:17:01.733629 7564 net.cpp:157] Top shape: 64 29 18 18 (601344)
I1207 15:17:01.733634 7564 net.cpp:165] Memory required for data: 3175235872
I1207 15:17:01.733640 7564 layer_factory.hpp:77] Creating layer fire9/expand1x1/bn
I1207 15:17:01.733645 7564 net.cpp:100] Creating Layer fire9/expand1x1/bn
I1207 15:17:01.733649 7564 net.cpp:434] fire9/expand1x1/bn <- fire9/expand1x1
I1207 15:17:01.733656 7564 net.cpp:395] fire9/expand1x1/bn -> fire9/expand1x1 (in-place)
I1207 15:17:01.733816 7564 net.cpp:150] Setting up fire9/expand1x1/bn
I1207 15:17:01.733822 7564 net.cpp:157] Top shape: 64 29 18 18 (601344)
I1207 15:17:01.733825 7564 net.cpp:165] Memory required for data: 3177641248
I1207 15:17:01.733831 7564 layer_factory.hpp:77] Creating layer fire9/expand1x1/scale
I1207 15:17:01.733839 7564 net.cpp:100] Creating Layer fire9/expand1x1/scale
I1207 15:17:01.733844 7564 net.cpp:434] fire9/expand1x1/scale <- fire9/expand1x1
I1207 15:17:01.733847 7564 net.cpp:395] fire9/expand1x1/scale -> fire9/expand1x1 (in-place)
I1207 15:17:01.733881 7564 layer_factory.hpp:77] Creating layer fire9/expand1x1/scale
I1207 15:17:01.733978 7564 net.cpp:150] Setting up fire9/expand1x1/scale
I1207 15:17:01.733983 7564 net.cpp:157] Top shape: 64 29 18 18 (601344)
I1207 15:17:01.733986 7564 net.cpp:165] Memory required for data: 3180046624
I1207 15:17:01.733992 7564 layer_factory.hpp:77] Creating layer fire9/relu_expand1x1
I1207 15:17:01.734006 7564 net.cpp:100] Creating Layer fire9/relu_expand1x1
I1207 15:17:01.734010 7564 net.cpp:434] fire9/relu_expand1x1 <- fire9/expand1x1
I1207 15:17:01.734015 7564 net.cpp:395] fire9/relu_expand1x1 -> fire9/expand1x1 (in-place)
I1207 15:17:01.734537 7564 net.cpp:150] Setting up fire9/relu_expand1x1
I1207 15:17:01.734546 7564 net.cpp:157] Top shape: 64 29 18 18 (601344)
I1207 15:17:01.734550 7564 net.cpp:165] Memory required for data: 3182452000
I1207 15:17:01.734553 7564 layer_factory.hpp:77] Creating layer fire9/expand3x3
I1207 15:17:01.734562 7564 net.cpp:100] Creating Layer fire9/expand3x3
I1207 15:17:01.734566 7564 net.cpp:434] fire9/expand3x3 <- fire9/squeeze1x1_fire9/squeeze1x1_0_split_1
I1207 15:17:01.734573 7564 net.cpp:408] fire9/expand3x3 -> fire9/expand3x3
I1207 15:17:01.735628 7564 net.cpp:150] Setting up fire9/expand3x3
I1207 15:17:01.735638 7564 net.cpp:157] Top shape: 64 54 18 18 (1119744)
I1207 15:17:01.735642 7564 net.cpp:165] Memory required for data: 3186930976
I1207 15:17:01.735647 7564 layer_factory.hpp:77] Creating layer fire9/expand3x3/bn
I1207 15:17:01.735663 7564 net.cpp:100] Creating Layer fire9/expand3x3/bn
I1207 15:17:01.735668 7564 net.cpp:434] fire9/expand3x3/bn <- fire9/expand3x3
I1207 15:17:01.735673 7564 net.cpp:395] fire9/expand3x3/bn -> fire9/expand3x3 (in-place)
I1207 15:17:01.735831 7564 net.cpp:150] Setting up fire9/expand3x3/bn
I1207 15:17:01.735836 7564 net.cpp:157] Top shape: 64 54 18 18 (1119744)
I1207 15:17:01.735841 7564 net.cpp:165] Memory required for data: 3191409952
I1207 15:17:01.735846 7564 layer_factory.hpp:77] Creating layer fire9/expand3x3/scale
I1207 15:17:01.735852 7564 net.cpp:100] Creating Layer fire9/expand3x3/scale
I1207 15:17:01.735857 7564 net.cpp:434] fire9/expand3x3/scale <- fire9/expand3x3
I1207 15:17:01.735862 7564 net.cpp:395] fire9/expand3x3/scale -> fire9/expand3x3 (in-place)
I1207 15:17:01.735893 7564 layer_factory.hpp:77] Creating layer fire9/expand3x3/scale
I1207 15:17:01.735985 7564 net.cpp:150] Setting up fire9/expand3x3/scale
I1207 15:17:01.735991 7564 net.cpp:157] Top shape: 64 54 18 18 (1119744)
I1207 15:17:01.735996 7564 net.cpp:165] Memory required for data: 3195888928
I1207 15:17:01.735999 7564 layer_factory.hpp:77] Creating layer fire9/relu_expand3x3
I1207 15:17:01.736004 7564 net.cpp:100] Creating Layer fire9/relu_expand3x3
I1207 15:17:01.736008 7564 net.cpp:434] fire9/relu_expand3x3 <- fire9/expand3x3
I1207 15:17:01.736014 7564 net.cpp:395] fire9/relu_expand3x3 -> fire9/expand3x3 (in-place)
I1207 15:17:01.736153 7564 net.cpp:150] Setting up fire9/relu_expand3x3
I1207 15:17:01.736160 7564 net.cpp:157] Top shape: 64 54 18 18 (1119744)
I1207 15:17:01.736163 7564 net.cpp:165] Memory required for data: 3200367904
I1207 15:17:01.736167 7564 layer_factory.hpp:77] Creating layer fire9/concat
I1207 15:17:01.736173 7564 net.cpp:100] Creating Layer fire9/concat
I1207 15:17:01.736177 7564 net.cpp:434] fire9/concat <- fire9/expand1x1
I1207 15:17:01.736181 7564 net.cpp:434] fire9/concat <- fire9/expand3x3
I1207 15:17:01.736186 7564 net.cpp:408] fire9/concat -> fire9/concat
I1207 15:17:01.736207 7564 net.cpp:150] Setting up fire9/concat
I1207 15:17:01.736212 7564 net.cpp:157] Top shape: 64 83 18 18 (1721088)
I1207 15:17:01.736215 7564 net.cpp:165] Memory required for data: 3207252256
I1207 15:17:01.736219 7564 layer_factory.hpp:77] Creating layer fire9/concat_fire9/concat_0_split
I1207 15:17:01.736223 7564 net.cpp:100] Creating Layer fire9/concat_fire9/concat_0_split
I1207 15:17:01.736227 7564 net.cpp:434] fire9/concat_fire9/concat_0_split <- fire9/concat
I1207 15:17:01.736233 7564 net.cpp:408] fire9/concat_fire9/concat_0_split -> fire9/concat_fire9/concat_0_split_0
I1207 15:17:01.736240 7564 net.cpp:408] fire9/concat_fire9/concat_0_split -> fire9/concat_fire9/concat_0_split_1
I1207 15:17:01.736255 7564 net.cpp:408] fire9/concat_fire9/concat_0_split -> fire9/concat_fire9/concat_0_split_2
I1207 15:17:01.736263 7564 net.cpp:408] fire9/concat_fire9/concat_0_split -> fire9/concat_fire9/concat_0_split_3
I1207 15:17:01.736320 7564 net.cpp:150] Setting up fire9/concat_fire9/concat_0_split
I1207 15:17:01.736327 7564 net.cpp:157] Top shape: 64 83 18 18 (1721088)
I1207 15:17:01.736331 7564 net.cpp:157] Top shape: 64 83 18 18 (1721088)
I1207 15:17:01.736335 7564 net.cpp:157] Top shape: 64 83 18 18 (1721088)
I1207 15:17:01.736340 7564 net.cpp:157] Top shape: 64 83 18 18 (1721088)
I1207 15:17:01.736343 7564 net.cpp:165] Memory required for data: 3234789664
I1207 15:17:01.736346 7564 layer_factory.hpp:77] Creating layer pool9
I1207 15:17:01.736353 7564 net.cpp:100] Creating Layer pool9
I1207 15:17:01.736357 7564 net.cpp:434] pool9 <- fire9/concat_fire9/concat_0_split_0
I1207 15:17:01.736362 7564 net.cpp:408] pool9 -> pool9
I1207 15:17:01.736393 7564 net.cpp:150] Setting up pool9
I1207 15:17:01.736398 7564 net.cpp:157] Top shape: 64 83 9 9 (430272)
I1207 15:17:01.736402 7564 net.cpp:165] Memory required for data: 3236510752
I1207 15:17:01.736405 7564 layer_factory.hpp:77] Creating layer fire10/squeeze1x1
I1207 15:17:01.736413 7564 net.cpp:100] Creating Layer fire10/squeeze1x1
I1207 15:17:01.736416 7564 net.cpp:434] fire10/squeeze1x1 <- pool9
I1207 15:17:01.736421 7564 net.cpp:408] fire10/squeeze1x1 -> fire10/squeeze1x1
I1207 15:17:01.737448 7564 net.cpp:150] Setting up fire10/squeeze1x1
I1207 15:17:01.737458 7564 net.cpp:157] Top shape: 64 37 9 9 (191808)
I1207 15:17:01.737462 7564 net.cpp:165] Memory required for data: 3237277984
I1207 15:17:01.737468 7564 layer_factory.hpp:77] Creating layer fire10/squeeze1x1/bn
I1207 15:17:01.737475 7564 net.cpp:100] Creating Layer fire10/squeeze1x1/bn
I1207 15:17:01.737479 7564 net.cpp:434] fire10/squeeze1x1/bn <- fire10/squeeze1x1
I1207 15:17:01.737485 7564 net.cpp:395] fire10/squeeze1x1/bn -> fire10/squeeze1x1 (in-place)
I1207 15:17:01.737643 7564 net.cpp:150] Setting up fire10/squeeze1x1/bn
I1207 15:17:01.737650 7564 net.cpp:157] Top shape: 64 37 9 9 (191808)
I1207 15:17:01.737653 7564 net.cpp:165] Memory required for data: 3238045216
I1207 15:17:01.737666 7564 layer_factory.hpp:77] Creating layer fire10/squeeze1x1/scale
I1207 15:17:01.737673 7564 net.cpp:100] Creating Layer fire10/squeeze1x1/scale
I1207 15:17:01.737677 7564 net.cpp:434] fire10/squeeze1x1/scale <- fire10/squeeze1x1
I1207 15:17:01.737684 7564 net.cpp:395] fire10/squeeze1x1/scale -> fire10/squeeze1x1 (in-place)
I1207 15:17:01.737715 7564 layer_factory.hpp:77] Creating layer fire10/squeeze1x1/scale
I1207 15:17:01.737807 7564 net.cpp:150] Setting up fire10/squeeze1x1/scale
I1207 15:17:01.737814 7564 net.cpp:157] Top shape: 64 37 9 9 (191808)
I1207 15:17:01.737818 7564 net.cpp:165] Memory required for data: 3238812448
I1207 15:17:01.737823 7564 layer_factory.hpp:77] Creating layer fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split
I1207 15:17:01.737828 7564 net.cpp:100] Creating Layer fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split
I1207 15:17:01.737831 7564 net.cpp:434] fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split <- fire10/squeeze1x1
I1207 15:17:01.737836 7564 net.cpp:408] fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split -> fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split_0
I1207 15:17:01.737843 7564 net.cpp:408] fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split -> fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split_1
I1207 15:17:01.737872 7564 net.cpp:150] Setting up fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split
I1207 15:17:01.737879 7564 net.cpp:157] Top shape: 64 37 9 9 (191808)
I1207 15:17:01.737882 7564 net.cpp:157] Top shape: 64 37 9 9 (191808)
I1207 15:17:01.737885 7564 net.cpp:165] Memory required for data: 3240346912
I1207 15:17:01.737888 7564 layer_factory.hpp:77] Creating layer fire10/expand1x1
I1207 15:17:01.737896 7564 net.cpp:100] Creating Layer fire10/expand1x1
I1207 15:17:01.737900 7564 net.cpp:434] fire10/expand1x1 <- fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split_0
I1207 15:17:01.737905 7564 net.cpp:408] fire10/expand1x1 -> fire10/expand1x1
I1207 15:17:01.738927 7564 net.cpp:150] Setting up fire10/expand1x1
I1207 15:17:01.738945 7564 net.cpp:157] Top shape: 64 45 9 9 (233280)
I1207 15:17:01.738950 7564 net.cpp:165] Memory required for data: 3241280032
I1207 15:17:01.738955 7564 layer_factory.hpp:77] Creating layer fire10/expand1x1/bn
I1207 15:17:01.738961 7564 net.cpp:100] Creating Layer fire10/expand1x1/bn
I1207 15:17:01.738966 7564 net.cpp:434] fire10/expand1x1/bn <- fire10/expand1x1
I1207 15:17:01.738971 7564 net.cpp:395] fire10/expand1x1/bn -> fire10/expand1x1 (in-place)
I1207 15:17:01.739130 7564 net.cpp:150] Setting up fire10/expand1x1/bn
I1207 15:17:01.739135 7564 net.cpp:157] Top shape: 64 45 9 9 (233280)
I1207 15:17:01.739140 7564 net.cpp:165] Memory required for data: 3242213152
I1207 15:17:01.739145 7564 layer_factory.hpp:77] Creating layer fire10/expand1x1/scale
I1207 15:17:01.739151 7564 net.cpp:100] Creating Layer fire10/expand1x1/scale
I1207 15:17:01.739154 7564 net.cpp:434] fire10/expand1x1/scale <- fire10/expand1x1
I1207 15:17:01.739161 7564 net.cpp:395] fire10/expand1x1/scale -> fire10/expand1x1 (in-place)
I1207 15:17:01.739193 7564 layer_factory.hpp:77] Creating layer fire10/expand1x1/scale
I1207 15:17:01.739289 7564 net.cpp:150] Setting up fire10/expand1x1/scale
I1207 15:17:01.739293 7564 net.cpp:157] Top shape: 64 45 9 9 (233280)
I1207 15:17:01.739297 7564 net.cpp:165] Memory required for data: 3243146272
I1207 15:17:01.739302 7564 layer_factory.hpp:77] Creating layer fire10/relu_expand1x1
I1207 15:17:01.739307 7564 net.cpp:100] Creating Layer fire10/relu_expand1x1
I1207 15:17:01.739311 7564 net.cpp:434] fire10/relu_expand1x1 <- fire10/expand1x1
I1207 15:17:01.739317 7564 net.cpp:395] fire10/relu_expand1x1 -> fire10/expand1x1 (in-place)
I1207 15:17:01.739460 7564 net.cpp:150] Setting up fire10/relu_expand1x1
I1207 15:17:01.739468 7564 net.cpp:157] Top shape: 64 45 9 9 (233280)
I1207 15:17:01.739471 7564 net.cpp:165] Memory required for data: 3244079392
I1207 15:17:01.739475 7564 layer_factory.hpp:77] Creating layer fire10/expand3x3
I1207 15:17:01.739482 7564 net.cpp:100] Creating Layer fire10/expand3x3
I1207 15:17:01.739486 7564 net.cpp:434] fire10/expand3x3 <- fire10/squeeze1x1_fire10/squeeze1x1/scale_0_split_1
I1207 15:17:01.739493 7564 net.cpp:408] fire10/expand3x3 -> fire10/expand3x3
I1207 15:17:01.740588 7564 net.cpp:150] Setting up fire10/expand3x3
I1207 15:17:01.740597 7564 net.cpp:157] Top shape: 64 56 9 9 (290304)
I1207 15:17:01.740602 7564 net.cpp:165] Memory required for data: 3245240608
I1207 15:17:01.740607 7564 layer_factory.hpp:77] Creating layer fire10/expand3x3/bn
I1207 15:17:01.740614 7564 net.cpp:100] Creating Layer fire10/expand3x3/bn
I1207 15:17:01.740618 7564 net.cpp:434] fire10/expand3x3/bn <- fire10/expand3x3
I1207 15:17:01.740623 7564 net.cpp:395] fire10/expand3x3/bn -> fire10/expand3x3 (in-place)
I1207 15:17:01.740783 7564 net.cpp:150] Setting up fire10/expand3x3/bn
I1207 15:17:01.740790 7564 net.cpp:157] Top shape: 64 56 9 9 (290304)
I1207 15:17:01.740794 7564 net.cpp:165] Memory required for data: 3246401824
I1207 15:17:01.740800 7564 layer_factory.hpp:77] Creating layer fire10/expand3x3/scale
I1207 15:17:01.740805 7564 net.cpp:100] Creating Layer fire10/expand3x3/scale
I1207 15:17:01.740809 7564 net.cpp:434] fire10/expand3x3/scale <- fire10/expand3x3
I1207 15:17:01.740814 7564 net.cpp:395] fire10/expand3x3/scale -> fire10/expand3x3 (in-place)
I1207 15:17:01.740847 7564 layer_factory.hpp:77] Creating layer fire10/expand3x3/scale
I1207 15:17:01.740941 7564 net.cpp:150] Setting up fire10/expand3x3/scale
I1207 15:17:01.740947 7564 net.cpp:157] Top shape: 64 56 9 9 (290304)
I1207 15:17:01.740950 7564 net.cpp:165] Memory required for data: 3247563040
I1207 15:17:01.740954 7564 layer_factory.hpp:77] Creating layer fire10/relu_expand3x3
I1207 15:17:01.740959 7564 net.cpp:100] Creating Layer fire10/relu_expand3x3
I1207 15:17:01.740963 7564 net.cpp:434] fire10/relu_expand3x3 <- fire10/expand3x3
I1207 15:17:01.740968 7564 net.cpp:395] fire10/relu_expand3x3 -> fire10/expand3x3 (in-place)
I1207 15:17:01.741117 7564 net.cpp:150] Setting up fire10/relu_expand3x3
I1207 15:17:01.741124 7564 net.cpp:157] Top shape: 64 56 9 9 (290304)
I1207 15:17:01.741128 7564 net.cpp:165] Memory required for data: 3248724256
I1207 15:17:01.741132 7564 layer_factory.hpp:77] Creating layer fire10/concat
I1207 15:17:01.741137 7564 net.cpp:100] Creating Layer fire10/concat
I1207 15:17:01.741140 7564 net.cpp:434] fire10/concat <- fire10/expand1x1
I1207 15:17:01.741144 7564 net.cpp:434] fire10/concat <- fire10/expand3x3
I1207 15:17:01.741152 7564 net.cpp:408] fire10/concat -> fire10/concat
I1207 15:17:01.741173 7564 net.cpp:150] Setting up fire10/concat
I1207 15:17:01.741178 7564 net.cpp:157] Top shape: 64 101 9 9 (523584)
I1207 15:17:01.741183 7564 net.cpp:165] Memory required for data: 3250818592
I1207 15:17:01.741185 7564 layer_factory.hpp:77] Creating layer fire10/concat_fire10/concat_0_split
I1207 15:17:01.741190 7564 net.cpp:100] Creating Layer fire10/concat_fire10/concat_0_split
I1207 15:17:01.741194 7564 net.cpp:434] fire10/concat_fire10/concat_0_split <- fire10/concat
I1207 15:17:01.741200 7564 net.cpp:408] fire10/concat_fire10/concat_0_split -> fire10/concat_fire10/concat_0_split_0
I1207 15:17:01.741207 7564 net.cpp:408] fire10/concat_fire10/concat_0_split -> fire10/concat_fire10/concat_0_split_1
I1207 15:17:01.741214 7564 net.cpp:408] fire10/concat_fire10/concat_0_split -> fire10/concat_fire10/concat_0_split_2
I1207 15:17:01.741219 7564 net.cpp:408] fire10/concat_fire10/concat_0_split -> fire10/concat_fire10/concat_0_split_3
I1207 15:17:01.741268 7564 net.cpp:150] Setting up fire10/concat_fire10/concat_0_split
I1207 15:17:01.741274 7564 net.cpp:157] Top shape: 64 101 9 9 (523584)
I1207 15:17:01.741278 7564 net.cpp:157] Top shape: 64 101 9 9 (523584)
I1207 15:17:01.741282 7564 net.cpp:157] Top shape: 64 101 9 9 (523584)
I1207 15:17:01.741286 7564 net.cpp:157] Top shape: 64 101 9 9 (523584)
I1207 15:17:01.741289 7564 net.cpp:165] Memory required for data: 3259195936
I1207 15:17:01.741292 7564 layer_factory.hpp:77] Creating layer pool10
I1207 15:17:01.741297 7564 net.cpp:100] Creating Layer pool10
I1207 15:17:01.741302 7564 net.cpp:434] pool10 <- fire10/concat_fire10/concat_0_split_0
I1207 15:17:01.741308 7564 net.cpp:408] pool10 -> pool10
I1207 15:17:01.741336 7564 net.cpp:150] Setting up pool10
I1207 15:17:01.741343 7564 net.cpp:157] Top shape: 64 101 4 4 (103424)
I1207 15:17:01.741346 7564 net.cpp:165] Memory required for data: 3259609632
I1207 15:17:01.741349 7564 layer_factory.hpp:77] Creating layer fire11/squeeze1x1
I1207 15:17:01.741356 7564 net.cpp:100] Creating Layer fire11/squeeze1x1
I1207 15:17:01.741360 7564 net.cpp:434] fire11/squeeze1x1 <- pool10
I1207 15:17:01.741366 7564 net.cpp:408] fire11/squeeze1x1 -> fire11/squeeze1x1
I1207 15:17:01.742414 7564 net.cpp:150] Setting up fire11/squeeze1x1
I1207 15:17:01.742424 7564 net.cpp:157] Top shape: 64 38 4 4 (38912)
I1207 15:17:01.742427 7564 net.cpp:165] Memory required for data: 3259765280
I1207 15:17:01.742434 7564 layer_factory.hpp:77] Creating layer fire11/squeeze1x1/bn
I1207 15:17:01.742440 7564 net.cpp:100] Creating Layer fire11/squeeze1x1/bn
I1207 15:17:01.742444 7564 net.cpp:434] fire11/squeeze1x1/bn <- fire11/squeeze1x1
I1207 15:17:01.742449 7564 net.cpp:395] fire11/squeeze1x1/bn -> fire11/squeeze1x1 (in-place)
I1207 15:17:01.742607 7564 net.cpp:150] Setting up fire11/squeeze1x1/bn
I1207 15:17:01.742614 7564 net.cpp:157] Top shape: 64 38 4 4 (38912)
I1207 15:17:01.742616 7564 net.cpp:165] Memory required for data: 3259920928
I1207 15:17:01.742622 7564 layer_factory.hpp:77] Creating layer fire11/squeeze1x1/scale
I1207 15:17:01.742628 7564 net.cpp:100] Creating Layer fire11/squeeze1x1/scale
I1207 15:17:01.742632 7564 net.cpp:434] fire11/squeeze1x1/scale <- fire11/squeeze1x1
I1207 15:17:01.742640 7564 net.cpp:395] fire11/squeeze1x1/scale -> fire11/squeeze1x1 (in-place)
I1207 15:17:01.742672 7564 layer_factory.hpp:77] Creating layer fire11/squeeze1x1/scale
I1207 15:17:01.742765 7564 net.cpp:150] Setting up fire11/squeeze1x1/scale
I1207 15:17:01.742779 7564 net.cpp:157] Top shape: 64 38 4 4 (38912)
I1207 15:17:01.742782 7564 net.cpp:165] Memory required for data: 3260076576
I1207 15:17:01.742787 7564 layer_factory.hpp:77] Creating layer fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split
I1207 15:17:01.742794 7564 net.cpp:100] Creating Layer fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split
I1207 15:17:01.742799 7564 net.cpp:434] fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split <- fire11/squeeze1x1
I1207 15:17:01.742805 7564 net.cpp:408] fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split -> fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split_0
I1207 15:17:01.742811 7564 net.cpp:408] fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split -> fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split_1
I1207 15:17:01.742841 7564 net.cpp:150] Setting up fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split
I1207 15:17:01.742846 7564 net.cpp:157] Top shape: 64 38 4 4 (38912)
I1207 15:17:01.742851 7564 net.cpp:157] Top shape: 64 38 4 4 (38912)
I1207 15:17:01.742854 7564 net.cpp:165] Memory required for data: 3260387872
I1207 15:17:01.742858 7564 layer_factory.hpp:77] Creating layer fire11/expand1x1
I1207 15:17:01.742864 7564 net.cpp:100] Creating Layer fire11/expand1x1
I1207 15:17:01.742868 7564 net.cpp:434] fire11/expand1x1 <- fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split_0
I1207 15:17:01.742874 7564 net.cpp:408] fire11/expand1x1 -> fire11/expand1x1
I1207 15:17:01.743901 7564 net.cpp:150] Setting up fire11/expand1x1
I1207 15:17:01.743912 7564 net.cpp:157] Top shape: 64 41 4 4 (41984)
I1207 15:17:01.743916 7564 net.cpp:165] Memory required for data: 3260555808
I1207 15:17:01.743922 7564 layer_factory.hpp:77] Creating layer fire11/expand1x1/bn
I1207 15:17:01.743928 7564 net.cpp:100] Creating Layer fire11/expand1x1/bn
I1207 15:17:01.743932 7564 net.cpp:434] fire11/expand1x1/bn <- fire11/expand1x1
I1207 15:17:01.743938 7564 net.cpp:395] fire11/expand1x1/bn -> fire11/expand1x1 (in-place)
I1207 15:17:01.744096 7564 net.cpp:150] Setting up fire11/expand1x1/bn
I1207 15:17:01.744102 7564 net.cpp:157] Top shape: 64 41 4 4 (41984)
I1207 15:17:01.744105 7564 net.cpp:165] Memory required for data: 3260723744
I1207 15:17:01.744112 7564 layer_factory.hpp:77] Creating layer fire11/expand1x1/scale
I1207 15:17:01.744117 7564 net.cpp:100] Creating Layer fire11/expand1x1/scale
I1207 15:17:01.744122 7564 net.cpp:434] fire11/expand1x1/scale <- fire11/expand1x1
I1207 15:17:01.744127 7564 net.cpp:395] fire11/expand1x1/scale -> fire11/expand1x1 (in-place)
I1207 15:17:01.744159 7564 layer_factory.hpp:77] Creating layer fire11/expand1x1/scale
I1207 15:17:01.744254 7564 net.cpp:150] Setting up fire11/expand1x1/scale
I1207 15:17:01.744261 7564 net.cpp:157] Top shape: 64 41 4 4 (41984)
I1207 15:17:01.744264 7564 net.cpp:165] Memory required for data: 3260891680
I1207 15:17:01.744269 7564 layer_factory.hpp:77] Creating layer fire11/relu_expand1x1
I1207 15:17:01.744276 7564 net.cpp:100] Creating Layer fire11/relu_expand1x1
I1207 15:17:01.744279 7564 net.cpp:434] fire11/relu_expand1x1 <- fire11/expand1x1
I1207 15:17:01.744284 7564 net.cpp:395] fire11/relu_expand1x1 -> fire11/expand1x1 (in-place)
I1207 15:17:01.744807 7564 net.cpp:150] Setting up fire11/relu_expand1x1
I1207 15:17:01.744817 7564 net.cpp:157] Top shape: 64 41 4 4 (41984)
I1207 15:17:01.744822 7564 net.cpp:165] Memory required for data: 3261059616
I1207 15:17:01.744827 7564 layer_factory.hpp:77] Creating layer fire11/expand3x3
I1207 15:17:01.744834 7564 net.cpp:100] Creating Layer fire11/expand3x3
I1207 15:17:01.744838 7564 net.cpp:434] fire11/expand3x3 <- fire11/squeeze1x1_fire11/squeeze1x1/scale_0_split_1
I1207 15:17:01.744844 7564 net.cpp:408] fire11/expand3x3 -> fire11/expand3x3
I1207 15:17:01.745926 7564 net.cpp:150] Setting up fire11/expand3x3
I1207 15:17:01.745936 7564 net.cpp:157] Top shape: 64 44 4 4 (45056)
I1207 15:17:01.745939 7564 net.cpp:165] Memory required for data: 3261239840
I1207 15:17:01.745946 7564 layer_factory.hpp:77] Creating layer fire11/expand3x3/bn
I1207 15:17:01.745960 7564 net.cpp:100] Creating Layer fire11/expand3x3/bn
I1207 15:17:01.745965 7564 net.cpp:434] fire11/expand3x3/bn <- fire11/expand3x3
I1207 15:17:01.745971 7564 net.cpp:395] fire11/expand3x3/bn -> fire11/expand3x3 (in-place)
I1207 15:17:01.746131 7564 net.cpp:150] Setting up fire11/expand3x3/bn
I1207 15:17:01.746137 7564 net.cpp:157] Top shape: 64 44 4 4 (45056)
I1207 15:17:01.746141 7564 net.cpp:165] Memory required for data: 3261420064
I1207 15:17:01.746147 7564 layer_factory.hpp:77] Creating layer fire11/expand3x3/scale
I1207 15:17:01.746153 7564 net.cpp:100] Creating Layer fire11/expand3x3/scale
I1207 15:17:01.746157 7564 net.cpp:434] fire11/expand3x3/scale <- fire11/expand3x3
I1207 15:17:01.746162 7564 net.cpp:395] fire11/expand3x3/scale -> fire11/expand3x3 (in-place)
I1207 15:17:01.746196 7564 layer_factory.hpp:77] Creating layer fire11/expand3x3/scale
I1207 15:17:01.746291 7564 net.cpp:150] Setting up fire11/expand3x3/scale
I1207 15:17:01.746297 7564 net.cpp:157] Top shape: 64 44 4 4 (45056)
I1207 15:17:01.746300 7564 net.cpp:165] Memory required for data: 3261600288
I1207 15:17:01.746305 7564 layer_factory.hpp:77] Creating layer fire11/relu_expand3x3
I1207 15:17:01.746311 7564 net.cpp:100] Creating Layer fire11/relu_expand3x3
I1207 15:17:01.746315 7564 net.cpp:434] fire11/relu_expand3x3 <- fire11/expand3x3
I1207 15:17:01.746320 7564 net.cpp:395] fire11/relu_expand3x3 -> fire11/expand3x3 (in-place)
I1207 15:17:01.746465 7564 net.cpp:150] Setting up fire11/relu_expand3x3
I1207 15:17:01.746474 7564 net.cpp:157] Top shape: 64 44 4 4 (45056)
I1207 15:17:01.746477 7564 net.cpp:165] Memory required for data: 3261780512
I1207 15:17:01.746480 7564 layer_factory.hpp:77] Creating layer fire11/concat
I1207 15:17:01.746486 7564 net.cpp:100] Creating Layer fire11/concat
I1207 15:17:01.746491 7564 net.cpp:434] fire11/concat <- fire11/expand1x1
I1207 15:17:01.746495 7564 net.cpp:434] fire11/concat <- fire11/expand3x3
I1207 15:17:01.746500 7564 net.cpp:408] fire11/concat -> fire11/concat
I1207 15:17:01.746521 7564 net.cpp:150] Setting up fire11/concat
I1207 15:17:01.746527 7564 net.cpp:157] Top shape: 64 85 4 4 (87040)
I1207 15:17:01.746531 7564 net.cpp:165] Memory required for data: 3262128672
I1207 15:17:01.746534 7564 layer_factory.hpp:77] Creating layer fire11/concat_fire11/concat_0_split
I1207 15:17:01.746539 7564 net.cpp:100] Creating Layer fire11/concat_fire11/concat_0_split
I1207 15:17:01.746543 7564 net.cpp:434] fire11/concat_fire11/concat_0_split <- fire11/concat
I1207 15:17:01.746551 7564 net.cpp:408] fire11/concat_fire11/concat_0_split -> fire11/concat_fire11/concat_0_split_0
I1207 15:17:01.746556 7564 net.cpp:408] fire11/concat_fire11/concat_0_split -> fire11/concat_fire11/concat_0_split_1
I1207 15:17:01.746563 7564 net.cpp:408] fire11/concat_fire11/concat_0_split -> fire11/concat_fire11/concat_0_split_2
I1207 15:17:01.746569 7564 net.cpp:408] fire11/concat_fire11/concat_0_split -> fire11/concat_fire11/concat_0_split_3
I1207 15:17:01.746619 7564 net.cpp:150] Setting up fire11/concat_fire11/concat_0_split
I1207 15:17:01.746624 7564 net.cpp:157] Top shape: 64 85 4 4 (87040)
I1207 15:17:01.746629 7564 net.cpp:157] Top shape: 64 85 4 4 (87040)
I1207 15:17:01.746634 7564 net.cpp:157] Top shape: 64 85 4 4 (87040)
I1207 15:17:01.746637 7564 net.cpp:157] Top shape: 64 85 4 4 (87040)
I1207 15:17:01.746640 7564 net.cpp:165] Memory required for data: 3263521312
I1207 15:17:01.746644 7564 layer_factory.hpp:77] Creating layer conv12_1
I1207 15:17:01.746652 7564 net.cpp:100] Creating Layer conv12_1
I1207 15:17:01.746656 7564 net.cpp:434] conv12_1 <- fire11/concat_fire11/concat_0_split_0
I1207 15:17:01.746662 7564 net.cpp:408] conv12_1 -> conv12_1
I1207 15:17:01.747717 7564 net.cpp:150] Setting up conv12_1
I1207 15:17:01.747727 7564 net.cpp:157] Top shape: 64 51 4 4 (52224)
I1207 15:17:01.747731 7564 net.cpp:165] Memory required for data: 3263730208
I1207 15:17:01.747736 7564 layer_factory.hpp:77] Creating layer conv12_1/bn
I1207 15:17:01.747743 7564 net.cpp:100] Creating Layer conv12_1/bn
I1207 15:17:01.747756 7564 net.cpp:434] conv12_1/bn <- conv12_1
I1207 15:17:01.747761 7564 net.cpp:395] conv12_1/bn -> conv12_1 (in-place)
I1207 15:17:01.747923 7564 net.cpp:150] Setting up conv12_1/bn
I1207 15:17:01.747931 7564 net.cpp:157] Top shape: 64 51 4 4 (52224)
I1207 15:17:01.747934 7564 net.cpp:165] Memory required for data: 3263939104
I1207 15:17:01.747939 7564 layer_factory.hpp:77] Creating layer conv12_1/scale
I1207 15:17:01.747946 7564 net.cpp:100] Creating Layer conv12_1/scale
I1207 15:17:01.747949 7564 net.cpp:434] conv12_1/scale <- conv12_1
I1207 15:17:01.747956 7564 net.cpp:395] conv12_1/scale -> conv12_1 (in-place)
I1207 15:17:01.747987 7564 layer_factory.hpp:77] Creating layer conv12_1/scale
I1207 15:17:01.748082 7564 net.cpp:150] Setting up conv12_1/scale
I1207 15:17:01.748088 7564 net.cpp:157] Top shape: 64 51 4 4 (52224)
I1207 15:17:01.748092 7564 net.cpp:165] Memory required for data: 3264148000
I1207 15:17:01.748097 7564 layer_factory.hpp:77] Creating layer conv12_1/relu
I1207 15:17:01.748102 7564 net.cpp:100] Creating Layer conv12_1/relu
I1207 15:17:01.748106 7564 net.cpp:434] conv12_1/relu <- conv12_1
I1207 15:17:01.748111 7564 net.cpp:395] conv12_1/relu -> conv12_1 (in-place)
I1207 15:17:01.748253 7564 net.cpp:150] Setting up conv12_1/relu
I1207 15:17:01.748260 7564 net.cpp:157] Top shape: 64 51 4 4 (52224)
I1207 15:17:01.748265 7564 net.cpp:165] Memory required for data: 3264356896
I1207 15:17:01.748268 7564 layer_factory.hpp:77] Creating layer conv12_2
I1207 15:17:01.748276 7564 net.cpp:100] Creating Layer conv12_2
I1207 15:17:01.748281 7564 net.cpp:434] conv12_2 <- conv12_1
I1207 15:17:01.748286 7564 net.cpp:408] conv12_2 -> conv12_2
I1207 15:17:01.749404 7564 net.cpp:150] Setting up conv12_2
I1207 15:17:01.749414 7564 net.cpp:157] Top shape: 64 46 2 2 (11776)
I1207 15:17:01.749418 7564 net.cpp:165] Memory required for data: 3264404000
I1207 15:17:01.749424 7564 layer_factory.hpp:77] Creating layer conv12_2/bn
I1207 15:17:01.749429 7564 net.cpp:100] Creating Layer conv12_2/bn
I1207 15:17:01.749433 7564 net.cpp:434] conv12_2/bn <- conv12_2
I1207 15:17:01.749439 7564 net.cpp:395] conv12_2/bn -> conv12_2 (in-place)
I1207 15:17:01.749600 7564 net.cpp:150] Setting up conv12_2/bn
I1207 15:17:01.749606 7564 net.cpp:157] Top shape: 64 46 2 2 (11776)
I1207 15:17:01.749610 7564 net.cpp:165] Memory required for data: 3264451104
I1207 15:17:01.749615 7564 layer_factory.hpp:77] Creating layer conv12_2/scale
I1207 15:17:01.749622 7564 net.cpp:100] Creating Layer conv12_2/scale
I1207 15:17:01.749626 7564 net.cpp:434] conv12_2/scale <- conv12_2
I1207 15:17:01.749630 7564 net.cpp:395] conv12_2/scale -> conv12_2 (in-place)
I1207 15:17:01.749662 7564 layer_factory.hpp:77] Creating layer conv12_2/scale
I1207 15:17:01.749755 7564 net.cpp:150] Setting up conv12_2/scale
I1207 15:17:01.749761 7564 net.cpp:157] Top shape: 64 46 2 2 (11776)
I1207 15:17:01.749764 7564 net.cpp:165] Memory required for data: 3264498208
I1207 15:17:01.749769 7564 layer_factory.hpp:77] Creating layer conv12_2/relu
I1207 15:17:01.749774 7564 net.cpp:100] Creating Layer conv12_2/relu
I1207 15:17:01.749778 7564 net.cpp:434] conv12_2/relu <- conv12_2
I1207 15:17:01.749783 7564 net.cpp:395] conv12_2/relu -> conv12_2 (in-place)
I1207 15:17:01.750685 7564 net.cpp:150] Setting up conv12_2/relu
I1207 15:17:01.750695 7564 net.cpp:157] Top shape: 64 46 2 2 (11776)
I1207 15:17:01.750699 7564 net.cpp:165] Memory required for data: 3264545312
I1207 15:17:01.750703 7564 layer_factory.hpp:77] Creating layer conv12_2_conv12_2/relu_0_split
I1207 15:17:01.750710 7564 net.cpp:100] Creating Layer conv12_2_conv12_2/relu_0_split
I1207 15:17:01.750712 7564 net.cpp:434] conv12_2_conv12_2/relu_0_split <- conv12_2
I1207 15:17:01.750720 7564 net.cpp:408] conv12_2_conv12_2/relu_0_split -> conv12_2_conv12_2/relu_0_split_0
I1207 15:17:01.750726 7564 net.cpp:408] conv12_2_conv12_2/relu_0_split -> conv12_2_conv12_2/relu_0_split_1
I1207 15:17:01.750732 7564 net.cpp:408] conv12_2_conv12_2/relu_0_split -> conv12_2_conv12_2/relu_0_split_2
I1207 15:17:01.750746 7564 net.cpp:408] conv12_2_conv12_2/relu_0_split -> conv12_2_conv12_2/relu_0_split_3
I1207 15:17:01.750804 7564 net.cpp:150] Setting up conv12_2_conv12_2/relu_0_split
I1207 15:17:01.750809 7564 net.cpp:157] Top shape: 64 46 2 2 (11776)
I1207 15:17:01.750814 7564 net.cpp:157] Top shape: 64 46 2 2 (11776)
I1207 15:17:01.750818 7564 net.cpp:157] Top shape: 64 46 2 2 (11776)
I1207 15:17:01.750823 7564 net.cpp:157] Top shape: 64 46 2 2 (11776)
I1207 15:17:01.750825 7564 net.cpp:165] Memory required for data: 3264733728
I1207 15:17:01.750828 7564 layer_factory.hpp:77] Creating layer conv13_1
I1207 15:17:01.750836 7564 net.cpp:100] Creating Layer conv13_1
I1207 15:17:01.750840 7564 net.cpp:434] conv13_1 <- conv12_2_conv12_2/relu_0_split_0
I1207 15:17:01.750846 7564 net.cpp:408] conv13_1 -> conv13_1
I1207 15:17:01.751875 7564 net.cpp:150] Setting up conv13_1
I1207 15:17:01.751885 7564 net.cpp:157] Top shape: 64 55 2 2 (14080)
I1207 15:17:01.751889 7564 net.cpp:165] Memory required for data: 3264790048
I1207 15:17:01.751894 7564 layer_factory.hpp:77] Creating layer conv13_1/bn
I1207 15:17:01.751901 7564 net.cpp:100] Creating Layer conv13_1/bn
I1207 15:17:01.751905 7564 net.cpp:434] conv13_1/bn <- conv13_1
I1207 15:17:01.751911 7564 net.cpp:395] conv13_1/bn -> conv13_1 (in-place)
I1207 15:17:01.752072 7564 net.cpp:150] Setting up conv13_1/bn
I1207 15:17:01.752079 7564 net.cpp:157] Top shape: 64 55 2 2 (14080)
I1207 15:17:01.752082 7564 net.cpp:165] Memory required for data: 3264846368
I1207 15:17:01.752089 7564 layer_factory.hpp:77] Creating layer conv13_1/scale
I1207 15:17:01.752094 7564 net.cpp:100] Creating Layer conv13_1/scale
I1207 15:17:01.752097 7564 net.cpp:434] conv13_1/scale <- conv13_1
I1207 15:17:01.752101 7564 net.cpp:395] conv13_1/scale -> conv13_1 (in-place)
I1207 15:17:01.752135 7564 layer_factory.hpp:77] Creating layer conv13_1/scale
I1207 15:17:01.752228 7564 net.cpp:150] Setting up conv13_1/scale
I1207 15:17:01.752234 7564 net.cpp:157] Top shape: 64 55 2 2 (14080)
I1207 15:17:01.752238 7564 net.cpp:165] Memory required for data: 3264902688
I1207 15:17:01.752243 7564 layer_factory.hpp:77] Creating layer conv13_1/relu
I1207 15:17:01.752248 7564 net.cpp:100] Creating Layer conv13_1/relu
I1207 15:17:01.752250 7564 net.cpp:434] conv13_1/relu <- conv13_1
I1207 15:17:01.752255 7564 net.cpp:395] conv13_1/relu -> conv13_1 (in-place)
I1207 15:17:01.752394 7564 net.cpp:150] Setting up conv13_1/relu
I1207 15:17:01.752400 7564 net.cpp:157] Top shape: 64 55 2 2 (14080)
I1207 15:17:01.752404 7564 net.cpp:165] Memory required for data: 3264959008
I1207 15:17:01.752408 7564 layer_factory.hpp:77] Creating layer conv13_2
I1207 15:17:01.752415 7564 net.cpp:100] Creating Layer conv13_2
I1207 15:17:01.752419 7564 net.cpp:434] conv13_2 <- conv13_1
I1207 15:17:01.752426 7564 net.cpp:408] conv13_2 -> conv13_2
I1207 15:17:01.753680 7564 net.cpp:150] Setting up conv13_2
I1207 15:17:01.753690 7564 net.cpp:157] Top shape: 64 85 1 1 (5440)
I1207 15:17:01.753693 7564 net.cpp:165] Memory required for data: 3264980768
I1207 15:17:01.753698 7564 layer_factory.hpp:77] Creating layer conv13_2/bn
I1207 15:17:01.753705 7564 net.cpp:100] Creating Layer conv13_2/bn
I1207 15:17:01.753710 7564 net.cpp:434] conv13_2/bn <- conv13_2
I1207 15:17:01.753713 7564 net.cpp:395] conv13_2/bn -> conv13_2 (in-place)
I1207 15:17:01.753873 7564 net.cpp:150] Setting up conv13_2/bn
I1207 15:17:01.753880 7564 net.cpp:157] Top shape: 64 85 1 1 (5440)
I1207 15:17:01.753883 7564 net.cpp:165] Memory required for data: 3265002528
I1207 15:17:01.753890 7564 layer_factory.hpp:77] Creating layer conv13_2/scale
I1207 15:17:01.753895 7564 net.cpp:100] Creating Layer conv13_2/scale
I1207 15:17:01.753897 7564 net.cpp:434] conv13_2/scale <- conv13_2
I1207 15:17:01.753903 7564 net.cpp:395] conv13_2/scale -> conv13_2 (in-place)
I1207 15:17:01.753935 7564 layer_factory.hpp:77] Creating layer conv13_2/scale
I1207 15:17:01.754029 7564 net.cpp:150] Setting up conv13_2/scale
I1207 15:17:01.754042 7564 net.cpp:157] Top shape: 64 85 1 1 (5440)
I1207 15:17:01.754046 7564 net.cpp:165] Memory required for data: 3265024288
I1207 15:17:01.754051 7564 layer_factory.hpp:77] Creating layer conv13_2/relu
I1207 15:17:01.754058 7564 net.cpp:100] Creating Layer conv13_2/relu
I1207 15:17:01.754062 7564 net.cpp:434] conv13_2/relu <- conv13_2
I1207 15:17:01.754067 7564 net.cpp:395] conv13_2/relu -> conv13_2 (in-place)
I1207 15:17:01.754211 7564 net.cpp:150] Setting up conv13_2/relu
I1207 15:17:01.754218 7564 net.cpp:157] Top shape: 64 85 1 1 (5440)
I1207 15:17:01.754221 7564 net.cpp:165] Memory required for data: 3265046048
I1207 15:17:01.754225 7564 layer_factory.hpp:77] Creating layer conv13_2_conv13_2/relu_0_split
I1207 15:17:01.754230 7564 net.cpp:100] Creating Layer conv13_2_conv13_2/relu_0_split
I1207 15:17:01.754235 7564 net.cpp:434] conv13_2_conv13_2/relu_0_split <- conv13_2
I1207 15:17:01.754240 7564 net.cpp:408] conv13_2_conv13_2/relu_0_split -> conv13_2_conv13_2/relu_0_split_0
I1207 15:17:01.754247 7564 net.cpp:408] conv13_2_conv13_2/relu_0_split -> conv13_2_conv13_2/relu_0_split_1
I1207 15:17:01.754253 7564 net.cpp:408] conv13_2_conv13_2/relu_0_split -> conv13_2_conv13_2/relu_0_split_2
I1207 15:17:01.754297 7564 net.cpp:150] Setting up conv13_2_conv13_2/relu_0_split
I1207 15:17:01.754302 7564 net.cpp:157] Top shape: 64 85 1 1 (5440)
I1207 15:17:01.754307 7564 net.cpp:157] Top shape: 64 85 1 1 (5440)
I1207 15:17:01.754310 7564 net.cpp:157] Top shape: 64 85 1 1 (5440)
I1207 15:17:01.754313 7564 net.cpp:165] Memory required for data: 3265111328
I1207 15:17:01.754317 7564 layer_factory.hpp:77] Creating layer fire5/bn
I1207 15:17:01.754323 7564 net.cpp:100] Creating Layer fire5/bn
I1207 15:17:01.754328 7564 net.cpp:434] fire5/bn <- fire5/concat_fire5/concat_0_split_1
I1207 15:17:01.754331 7564 net.cpp:408] fire5/bn -> fire5/normal
I1207 15:17:01.754501 7564 net.cpp:150] Setting up fire5/bn
I1207 15:17:01.754508 7564 net.cpp:157] Top shape: 64 173 37 37 (15157568)
I1207 15:17:01.754513 7564 net.cpp:165] Memory required for data: 3325741600
I1207 15:17:01.754528 7564 layer_factory.hpp:77] Creating layer fire5/scale
I1207 15:17:01.754534 7564 net.cpp:100] Creating Layer fire5/scale
I1207 15:17:01.754539 7564 net.cpp:434] fire5/scale <- fire5/normal
I1207 15:17:01.754544 7564 net.cpp:395] fire5/scale -> fire5/normal (in-place)
I1207 15:17:01.754577 7564 layer_factory.hpp:77] Creating layer fire5/scale
I1207 15:17:01.754673 7564 net.cpp:150] Setting up fire5/scale
I1207 15:17:01.754678 7564 net.cpp:157] Top shape: 64 173 37 37 (15157568)
I1207 15:17:01.754683 7564 net.cpp:165] Memory required for data: 3386371872
I1207 15:17:01.754688 7564 layer_factory.hpp:77] Creating layer fire5/normal_fire5/scale_0_split
I1207 15:17:01.754693 7564 net.cpp:100] Creating Layer fire5/normal_fire5/scale_0_split
I1207 15:17:01.754698 7564 net.cpp:434] fire5/normal_fire5/scale_0_split <- fire5/normal
I1207 15:17:01.754703 7564 net.cpp:408] fire5/normal_fire5/scale_0_split -> fire5/normal_fire5/scale_0_split_0
I1207 15:17:01.754709 7564 net.cpp:408] fire5/normal_fire5/scale_0_split -> fire5/normal_fire5/scale_0_split_1
I1207 15:17:01.754715 7564 net.cpp:408] fire5/normal_fire5/scale_0_split -> fire5/normal_fire5/scale_0_split_2
I1207 15:17:01.754755 7564 net.cpp:150] Setting up fire5/normal_fire5/scale_0_split
I1207 15:17:01.754760 7564 net.cpp:157] Top shape: 64 173 37 37 (15157568)
I1207 15:17:01.754765 7564 net.cpp:157] Top shape: 64 173 37 37 (15157568)
I1207 15:17:01.754768 7564 net.cpp:157] Top shape: 64 173 37 37 (15157568)
I1207 15:17:01.754771 7564 net.cpp:165] Memory required for data: 3568262688
I1207 15:17:01.754776 7564 layer_factory.hpp:77] Creating layer fire5_mbox_loc
I1207 15:17:01.754781 7564 net.cpp:100] Creating Layer fire5_mbox_loc
I1207 15:17:01.754786 7564 net.cpp:434] fire5_mbox_loc <- fire5/normal_fire5/scale_0_split_0
I1207 15:17:01.754792 7564 net.cpp:408] fire5_mbox_loc -> fire5_mbox_loc
I1207 15:17:01.755983 7564 net.cpp:150] Setting up fire5_mbox_loc
I1207 15:17:01.756000 7564 net.cpp:157] Top shape: 64 16 37 37 (1401856)
I1207 15:17:01.756005 7564 net.cpp:165] Memory required for data: 3573870112
I1207 15:17:01.756011 7564 layer_factory.hpp:77] Creating layer fire5_mbox_loc_perm
I1207 15:17:01.756017 7564 net.cpp:100] Creating Layer fire5_mbox_loc_perm
I1207 15:17:01.756021 7564 net.cpp:434] fire5_mbox_loc_perm <- fire5_mbox_loc
I1207 15:17:01.756028 7564 net.cpp:408] fire5_mbox_loc_perm -> fire5_mbox_loc_perm
I1207 15:17:01.756119 7564 net.cpp:150] Setting up fire5_mbox_loc_perm
I1207 15:17:01.756124 7564 net.cpp:157] Top shape: 64 37 37 16 (1401856)
I1207 15:17:01.756127 7564 net.cpp:165] Memory required for data: 3579477536
I1207 15:17:01.756130 7564 layer_factory.hpp:77] Creating layer fire5_mbox_loc_flat
I1207 15:17:01.756136 7564 net.cpp:100] Creating Layer fire5_mbox_loc_flat
I1207 15:17:01.756140 7564 net.cpp:434] fire5_mbox_loc_flat <- fire5_mbox_loc_perm
I1207 15:17:01.756146 7564 net.cpp:408] fire5_mbox_loc_flat -> fire5_mbox_loc_flat
I1207 15:17:01.756168 7564 net.cpp:150] Setting up fire5_mbox_loc_flat
I1207 15:17:01.756173 7564 net.cpp:157] Top shape: 64 21904 (1401856)
I1207 15:17:01.756177 7564 net.cpp:165] Memory required for data: 3585084960
I1207 15:17:01.756181 7564 layer_factory.hpp:77] Creating layer fire5_mbox_conf
I1207 15:17:01.756188 7564 net.cpp:100] Creating Layer fire5_mbox_conf
I1207 15:17:01.756192 7564 net.cpp:434] fire5_mbox_conf <- fire5/normal_fire5/scale_0_split_1
I1207 15:17:01.756199 7564 net.cpp:408] fire5_mbox_conf -> fire5_mbox_conf
I1207 15:17:01.758450 7564 net.cpp:150] Setting up fire5_mbox_conf
I1207 15:17:01.758458 7564 net.cpp:157] Top shape: 64 84 37 37 (7359744)
I1207 15:17:01.758462 7564 net.cpp:165] Memory required for data: 3614523936
I1207 15:17:01.758468 7564 layer_factory.hpp:77] Creating layer fire5_mbox_conf_perm
I1207 15:17:01.758476 7564 net.cpp:100] Creating Layer fire5_mbox_conf_perm
I1207 15:17:01.758479 7564 net.cpp:434] fire5_mbox_conf_perm <- fire5_mbox_conf
I1207 15:17:01.758486 7564 net.cpp:408] fire5_mbox_conf_perm -> fire5_mbox_conf_perm
I1207 15:17:01.758571 7564 net.cpp:150] Setting up fire5_mbox_conf_perm
I1207 15:17:01.758577 7564 net.cpp:157] Top shape: 64 37 37 84 (7359744)
I1207 15:17:01.758580 7564 net.cpp:165] Memory required for data: 3643962912
I1207 15:17:01.758584 7564 layer_factory.hpp:77] Creating layer fire5_mbox_conf_flat
I1207 15:17:01.758589 7564 net.cpp:100] Creating Layer fire5_mbox_conf_flat
I1207 15:17:01.758594 7564 net.cpp:434] fire5_mbox_conf_flat <- fire5_mbox_conf_perm
I1207 15:17:01.758599 7564 net.cpp:408] fire5_mbox_conf_flat -> fire5_mbox_conf_flat
I1207 15:17:01.758620 7564 net.cpp:150] Setting up fire5_mbox_conf_flat
I1207 15:17:01.758625 7564 net.cpp:157] Top shape: 64 114996 (7359744)
I1207 15:17:01.758630 7564 net.cpp:165] Memory required for data: 3673401888
I1207 15:17:01.758632 7564 layer_factory.hpp:77] Creating layer fire5_mbox_priorbox
I1207 15:17:01.758638 7564 net.cpp:100] Creating Layer fire5_mbox_priorbox
I1207 15:17:01.758642 7564 net.cpp:434] fire5_mbox_priorbox <- fire5/normal_fire5/scale_0_split_2
I1207 15:17:01.758646 7564 net.cpp:434] fire5_mbox_priorbox <- data_data_0_split_1
I1207 15:17:01.758653 7564 net.cpp:408] fire5_mbox_priorbox -> fire5_mbox_priorbox
I1207 15:17:01.758677 7564 net.cpp:150] Setting up fire5_mbox_priorbox
I1207 15:17:01.758683 7564 net.cpp:157] Top shape: 1 2 21904 (43808)
I1207 15:17:01.758687 7564 net.cpp:165] Memory required for data: 3673577120
I1207 15:17:01.758689 7564 layer_factory.hpp:77] Creating layer fire9_mbox_loc
I1207 15:17:01.758698 7564 net.cpp:100] Creating Layer fire9_mbox_loc
I1207 15:17:01.758703 7564 net.cpp:434] fire9_mbox_loc <- fire9/concat_fire9/concat_0_split_1
I1207 15:17:01.758709 7564 net.cpp:408] fire9_mbox_loc -> fire9_mbox_loc
I1207 15:17:01.759872 7564 net.cpp:150] Setting up fire9_mbox_loc
I1207 15:17:01.759882 7564 net.cpp:157] Top shape: 64 24 18 18 (497664)
I1207 15:17:01.759886 7564 net.cpp:165] Memory required for data: 3675567776
I1207 15:17:01.759901 7564 layer_factory.hpp:77] Creating layer fire9_mbox_loc_perm
I1207 15:17:01.759924 7564 net.cpp:100] Creating Layer fire9_mbox_loc_perm
I1207 15:17:01.759929 7564 net.cpp:434] fire9_mbox_loc_perm <- fire9_mbox_loc
I1207 15:17:01.759935 7564 net.cpp:408] fire9_mbox_loc_perm -> fire9_mbox_loc_perm
I1207 15:17:01.760018 7564 net.cpp:150] Setting up fire9_mbox_loc_perm
I1207 15:17:01.760025 7564 net.cpp:157] Top shape: 64 18 18 24 (497664)
I1207 15:17:01.760028 7564 net.cpp:165] Memory required for data: 3677558432
I1207 15:17:01.760031 7564 layer_factory.hpp:77] Creating layer fire9_mbox_loc_flat
I1207 15:17:01.760037 7564 net.cpp:100] Creating Layer fire9_mbox_loc_flat
I1207 15:17:01.760041 7564 net.cpp:434] fire9_mbox_loc_flat <- fire9_mbox_loc_perm
I1207 15:17:01.760046 7564 net.cpp:408] fire9_mbox_loc_flat -> fire9_mbox_loc_flat
I1207 15:17:01.760067 7564 net.cpp:150] Setting up fire9_mbox_loc_flat
I1207 15:17:01.760072 7564 net.cpp:157] Top shape: 64 7776 (497664)
I1207 15:17:01.760076 7564 net.cpp:165] Memory required for data: 3679549088
I1207 15:17:01.760079 7564 layer_factory.hpp:77] Creating layer fire9_mbox_conf
I1207 15:17:01.760087 7564 net.cpp:100] Creating Layer fire9_mbox_conf
I1207 15:17:01.760090 7564 net.cpp:434] fire9_mbox_conf <- fire9/concat_fire9/concat_0_split_2
I1207 15:17:01.760097 7564 net.cpp:408] fire9_mbox_conf -> fire9_mbox_conf
I1207 15:17:01.762117 7564 net.cpp:150] Setting up fire9_mbox_conf
I1207 15:17:01.762127 7564 net.cpp:157] Top shape: 64 126 18 18 (2612736)
I1207 15:17:01.762130 7564 net.cpp:165] Memory required for data: 3690000032
I1207 15:17:01.762135 7564 layer_factory.hpp:77] Creating layer fire9_mbox_conf_perm
I1207 15:17:01.762142 7564 net.cpp:100] Creating Layer fire9_mbox_conf_perm
I1207 15:17:01.762146 7564 net.cpp:434] fire9_mbox_conf_perm <- fire9_mbox_conf
I1207 15:17:01.762151 7564 net.cpp:408] fire9_mbox_conf_perm -> fire9_mbox_conf_perm
I1207 15:17:01.762236 7564 net.cpp:150] Setting up fire9_mbox_conf_perm
I1207 15:17:01.762243 7564 net.cpp:157] Top shape: 64 18 18 126 (2612736)
I1207 15:17:01.762245 7564 net.cpp:165] Memory required for data: 3700450976
I1207 15:17:01.762248 7564 layer_factory.hpp:77] Creating layer fire9_mbox_conf_flat
I1207 15:17:01.762253 7564 net.cpp:100] Creating Layer fire9_mbox_conf_flat
I1207 15:17:01.762257 7564 net.cpp:434] fire9_mbox_conf_flat <- fire9_mbox_conf_perm
I1207 15:17:01.762261 7564 net.cpp:408] fire9_mbox_conf_flat -> fire9_mbox_conf_flat
I1207 15:17:01.762281 7564 net.cpp:150] Setting up fire9_mbox_conf_flat
I1207 15:17:01.762286 7564 net.cpp:157] Top shape: 64 40824 (2612736)
I1207 15:17:01.762290 7564 net.cpp:165] Memory required for data: 3710901920
I1207 15:17:01.762292 7564 layer_factory.hpp:77] Creating layer fire9_mbox_priorbox
I1207 15:17:01.762297 7564 net.cpp:100] Creating Layer fire9_mbox_priorbox
I1207 15:17:01.762301 7564 net.cpp:434] fire9_mbox_priorbox <- fire9/concat_fire9/concat_0_split_3
I1207 15:17:01.762305 7564 net.cpp:434] fire9_mbox_priorbox <- data_data_0_split_2
I1207 15:17:01.762310 7564 net.cpp:408] fire9_mbox_priorbox -> fire9_mbox_priorbox
I1207 15:17:01.762331 7564 net.cpp:150] Setting up fire9_mbox_priorbox
I1207 15:17:01.762336 7564 net.cpp:157] Top shape: 1 2 7776 (15552)
I1207 15:17:01.762339 7564 net.cpp:165] Memory required for data: 3710964128
I1207 15:17:01.762342 7564 layer_factory.hpp:77] Creating layer fire10_mbox_loc
I1207 15:17:01.762349 7564 net.cpp:100] Creating Layer fire10_mbox_loc
I1207 15:17:01.762353 7564 net.cpp:434] fire10_mbox_loc <- fire10/concat_fire10/concat_0_split_1
I1207 15:17:01.762359 7564 net.cpp:408] fire10_mbox_loc -> fire10_mbox_loc
I1207 15:17:01.763541 7564 net.cpp:150] Setting up fire10_mbox_loc
I1207 15:17:01.763551 7564 net.cpp:157] Top shape: 64 24 9 9 (124416)
I1207 15:17:01.763556 7564 net.cpp:165] Memory required for data: 3711461792
I1207 15:17:01.763561 7564 layer_factory.hpp:77] Creating layer fire10_mbox_loc_perm
I1207 15:17:01.763568 7564 net.cpp:100] Creating Layer fire10_mbox_loc_perm
I1207 15:17:01.763581 7564 net.cpp:434] fire10_mbox_loc_perm <- fire10_mbox_loc
I1207 15:17:01.763587 7564 net.cpp:408] fire10_mbox_loc_perm -> fire10_mbox_loc_perm
I1207 15:17:01.763675 7564 net.cpp:150] Setting up fire10_mbox_loc_perm
I1207 15:17:01.763681 7564 net.cpp:157] Top shape: 64 9 9 24 (124416)
I1207 15:17:01.763684 7564 net.cpp:165] Memory required for data: 3711959456
I1207 15:17:01.763689 7564 layer_factory.hpp:77] Creating layer fire10_mbox_loc_flat
I1207 15:17:01.763694 7564 net.cpp:100] Creating Layer fire10_mbox_loc_flat
I1207 15:17:01.763697 7564 net.cpp:434] fire10_mbox_loc_flat <- fire10_mbox_loc_perm
I1207 15:17:01.763703 7564 net.cpp:408] fire10_mbox_loc_flat -> fire10_mbox_loc_flat
I1207 15:17:01.763725 7564 net.cpp:150] Setting up fire10_mbox_loc_flat
I1207 15:17:01.763731 7564 net.cpp:157] Top shape: 64 1944 (124416)
I1207 15:17:01.763733 7564 net.cpp:165] Memory required for data: 3712457120
I1207 15:17:01.763736 7564 layer_factory.hpp:77] Creating layer fire10_mbox_conf
I1207 15:17:01.763747 7564 net.cpp:100] Creating Layer fire10_mbox_conf
I1207 15:17:01.763751 7564 net.cpp:434] fire10_mbox_conf <- fire10/concat_fire10/concat_0_split_2
I1207 15:17:01.763758 7564 net.cpp:408] fire10_mbox_conf -> fire10_mbox_conf
I1207 15:17:01.765909 7564 net.cpp:150] Setting up fire10_mbox_conf
I1207 15:17:01.765919 7564 net.cpp:157] Top shape: 64 126 9 9 (653184)
I1207 15:17:01.765923 7564 net.cpp:165] Memory required for data: 3715069856
I1207 15:17:01.765929 7564 layer_factory.hpp:77] Creating layer fire10_mbox_conf_perm
I1207 15:17:01.765936 7564 net.cpp:100] Creating Layer fire10_mbox_conf_perm
I1207 15:17:01.765941 7564 net.cpp:434] fire10_mbox_conf_perm <- fire10_mbox_conf
I1207 15:17:01.765949 7564 net.cpp:408] fire10_mbox_conf_perm -> fire10_mbox_conf_perm
I1207 15:17:01.766036 7564 net.cpp:150] Setting up fire10_mbox_conf_perm
I1207 15:17:01.766043 7564 net.cpp:157] Top shape: 64 9 9 126 (653184)
I1207 15:17:01.766047 7564 net.cpp:165] Memory required for data: 3717682592
I1207 15:17:01.766050 7564 layer_factory.hpp:77] Creating layer fire10_mbox_conf_flat
I1207 15:17:01.766055 7564 net.cpp:100] Creating Layer fire10_mbox_conf_flat
I1207 15:17:01.766059 7564 net.cpp:434] fire10_mbox_conf_flat <- fire10_mbox_conf_perm
I1207 15:17:01.766064 7564 net.cpp:408] fire10_mbox_conf_flat -> fire10_mbox_conf_flat
I1207 15:17:01.766085 7564 net.cpp:150] Setting up fire10_mbox_conf_flat
I1207 15:17:01.766090 7564 net.cpp:157] Top shape: 64 10206 (653184)
I1207 15:17:01.766093 7564 net.cpp:165] Memory required for data: 3720295328
I1207 15:17:01.766098 7564 layer_factory.hpp:77] Creating layer fire10_mbox_priorbox
I1207 15:17:01.766103 7564 net.cpp:100] Creating Layer fire10_mbox_priorbox
I1207 15:17:01.766108 7564 net.cpp:434] fire10_mbox_priorbox <- fire10/concat_fire10/concat_0_split_3
I1207 15:17:01.766113 7564 net.cpp:434] fire10_mbox_priorbox <- data_data_0_split_3
I1207 15:17:01.766119 7564 net.cpp:408] fire10_mbox_priorbox -> fire10_mbox_priorbox
I1207 15:17:01.766139 7564 net.cpp:150] Setting up fire10_mbox_priorbox
I1207 15:17:01.766145 7564 net.cpp:157] Top shape: 1 2 1944 (3888)
I1207 15:17:01.766149 7564 net.cpp:165] Memory required for data: 3720310880
I1207 15:17:01.766152 7564 layer_factory.hpp:77] Creating layer fire11_mbox_loc
I1207 15:17:01.766161 7564 net.cpp:100] Creating Layer fire11_mbox_loc
I1207 15:17:01.766165 7564 net.cpp:434] fire11_mbox_loc <- fire11/concat_fire11/concat_0_split_1
I1207 15:17:01.766171 7564 net.cpp:408] fire11_mbox_loc -> fire11_mbox_loc
I1207 15:17:01.767338 7564 net.cpp:150] Setting up fire11_mbox_loc
I1207 15:17:01.767347 7564 net.cpp:157] Top shape: 64 24 4 4 (24576)
I1207 15:17:01.767351 7564 net.cpp:165] Memory required for data: 3720409184
I1207 15:17:01.767357 7564 layer_factory.hpp:77] Creating layer fire11_mbox_loc_perm
I1207 15:17:01.767364 7564 net.cpp:100] Creating Layer fire11_mbox_loc_perm
I1207 15:17:01.767369 7564 net.cpp:434] fire11_mbox_loc_perm <- fire11_mbox_loc
I1207 15:17:01.767385 7564 net.cpp:408] fire11_mbox_loc_perm -> fire11_mbox_loc_perm
I1207 15:17:01.767474 7564 net.cpp:150] Setting up fire11_mbox_loc_perm
I1207 15:17:01.767482 7564 net.cpp:157] Top shape: 64 4 4 24 (24576)
I1207 15:17:01.767487 7564 net.cpp:165] Memory required for data: 3720507488
I1207 15:17:01.767489 7564 layer_factory.hpp:77] Creating layer fire11_mbox_loc_flat
I1207 15:17:01.767494 7564 net.cpp:100] Creating Layer fire11_mbox_loc_flat
I1207 15:17:01.767498 7564 net.cpp:434] fire11_mbox_loc_flat <- fire11_mbox_loc_perm
I1207 15:17:01.767504 7564 net.cpp:408] fire11_mbox_loc_flat -> fire11_mbox_loc_flat
I1207 15:17:01.767524 7564 net.cpp:150] Setting up fire11_mbox_loc_flat
I1207 15:17:01.767529 7564 net.cpp:157] Top shape: 64 384 (24576)
I1207 15:17:01.767532 7564 net.cpp:165] Memory required for data: 3720605792
I1207 15:17:01.767536 7564 layer_factory.hpp:77] Creating layer fire11_mbox_conf
I1207 15:17:01.767546 7564 net.cpp:100] Creating Layer fire11_mbox_conf
I1207 15:17:01.767550 7564 net.cpp:434] fire11_mbox_conf <- fire11/concat_fire11/concat_0_split_2
I1207 15:17:01.767556 7564 net.cpp:408] fire11_mbox_conf -> fire11_mbox_conf
I1207 15:17:01.769603 7564 net.cpp:150] Setting up fire11_mbox_conf
I1207 15:17:01.769614 7564 net.cpp:157] Top shape: 64 126 4 4 (129024)
I1207 15:17:01.769618 7564 net.cpp:165] Memory required for data: 3721121888
I1207 15:17:01.769624 7564 layer_factory.hpp:77] Creating layer fire11_mbox_conf_perm
I1207 15:17:01.769631 7564 net.cpp:100] Creating Layer fire11_mbox_conf_perm
I1207 15:17:01.769636 7564 net.cpp:434] fire11_mbox_conf_perm <- fire11_mbox_conf
I1207 15:17:01.769642 7564 net.cpp:408] fire11_mbox_conf_perm -> fire11_mbox_conf_perm
I1207 15:17:01.769738 7564 net.cpp:150] Setting up fire11_mbox_conf_perm
I1207 15:17:01.769745 7564 net.cpp:157] Top shape: 64 4 4 126 (129024)
I1207 15:17:01.769749 7564 net.cpp:165] Memory required for data: 3721637984
I1207 15:17:01.769752 7564 layer_factory.hpp:77] Creating layer fire11_mbox_conf_flat
I1207 15:17:01.769757 7564 net.cpp:100] Creating Layer fire11_mbox_conf_flat
I1207 15:17:01.769762 7564 net.cpp:434] fire11_mbox_conf_flat <- fire11_mbox_conf_perm
I1207 15:17:01.769767 7564 net.cpp:408] fire11_mbox_conf_flat -> fire11_mbox_conf_flat
I1207 15:17:01.769788 7564 net.cpp:150] Setting up fire11_mbox_conf_flat
I1207 15:17:01.769793 7564 net.cpp:157] Top shape: 64 2016 (129024)
I1207 15:17:01.769798 7564 net.cpp:165] Memory required for data: 3722154080
I1207 15:17:01.769801 7564 layer_factory.hpp:77] Creating layer fire11_mbox_priorbox
I1207 15:17:01.769806 7564 net.cpp:100] Creating Layer fire11_mbox_priorbox
I1207 15:17:01.769810 7564 net.cpp:434] fire11_mbox_priorbox <- fire11/concat_fire11/concat_0_split_3
I1207 15:17:01.769815 7564 net.cpp:434] fire11_mbox_priorbox <- data_data_0_split_4
I1207 15:17:01.769820 7564 net.cpp:408] fire11_mbox_priorbox -> fire11_mbox_priorbox
I1207 15:17:01.769843 7564 net.cpp:150] Setting up fire11_mbox_priorbox
I1207 15:17:01.769850 7564 net.cpp:157] Top shape: 1 2 384 (768)
I1207 15:17:01.769852 7564 net.cpp:165] Memory required for data: 3722157152
I1207 15:17:01.769856 7564 layer_factory.hpp:77] Creating layer conv12_2_mbox_loc
I1207 15:17:01.769863 7564 net.cpp:100] Creating Layer conv12_2_mbox_loc
I1207 15:17:01.769867 7564 net.cpp:434] conv12_2_mbox_loc <- conv12_2_conv12_2/relu_0_split_1
I1207 15:17:01.769873 7564 net.cpp:408] conv12_2_mbox_loc -> conv12_2_mbox_loc
I1207 15:17:01.770987 7564 net.cpp:150] Setting up conv12_2_mbox_loc
I1207 15:17:01.770997 7564 net.cpp:157] Top shape: 64 24 2 2 (6144)
I1207 15:17:01.771000 7564 net.cpp:165] Memory required for data: 3722181728
I1207 15:17:01.771006 7564 layer_factory.hpp:77] Creating layer conv12_2_mbox_loc_perm
I1207 15:17:01.771013 7564 net.cpp:100] Creating Layer conv12_2_mbox_loc_perm
I1207 15:17:01.771018 7564 net.cpp:434] conv12_2_mbox_loc_perm <- conv12_2_mbox_loc
I1207 15:17:01.771023 7564 net.cpp:408] conv12_2_mbox_loc_perm -> conv12_2_mbox_loc_perm
I1207 15:17:01.771109 7564 net.cpp:150] Setting up conv12_2_mbox_loc_perm
I1207 15:17:01.771123 7564 net.cpp:157] Top shape: 64 2 2 24 (6144)
I1207 15:17:01.771126 7564 net.cpp:165] Memory required for data: 3722206304
I1207 15:17:01.771131 7564 layer_factory.hpp:77] Creating layer conv12_2_mbox_loc_flat
I1207 15:17:01.771136 7564 net.cpp:100] Creating Layer conv12_2_mbox_loc_flat
I1207 15:17:01.771139 7564 net.cpp:434] conv12_2_mbox_loc_flat <- conv12_2_mbox_loc_perm
I1207 15:17:01.771145 7564 net.cpp:408] conv12_2_mbox_loc_flat -> conv12_2_mbox_loc_flat
I1207 15:17:01.771167 7564 net.cpp:150] Setting up conv12_2_mbox_loc_flat
I1207 15:17:01.771173 7564 net.cpp:157] Top shape: 64 96 (6144)
I1207 15:17:01.771176 7564 net.cpp:165] Memory required for data: 3722230880
I1207 15:17:01.771179 7564 layer_factory.hpp:77] Creating layer conv12_2_mbox_conf
I1207 15:17:01.771188 7564 net.cpp:100] Creating Layer conv12_2_mbox_conf
I1207 15:17:01.771191 7564 net.cpp:434] conv12_2_mbox_conf <- conv12_2_conv12_2/relu_0_split_2
I1207 15:17:01.771198 7564 net.cpp:408] conv12_2_mbox_conf -> conv12_2_mbox_conf
I1207 15:17:01.772987 7564 net.cpp:150] Setting up conv12_2_mbox_conf
I1207 15:17:01.772997 7564 net.cpp:157] Top shape: 64 126 2 2 (32256)
I1207 15:17:01.773002 7564 net.cpp:165] Memory required for data: 3722359904
I1207 15:17:01.773007 7564 layer_factory.hpp:77] Creating layer conv12_2_mbox_conf_perm
I1207 15:17:01.773015 7564 net.cpp:100] Creating Layer conv12_2_mbox_conf_perm
I1207 15:17:01.773020 7564 net.cpp:434] conv12_2_mbox_conf_perm <- conv12_2_mbox_conf
I1207 15:17:01.773026 7564 net.cpp:408] conv12_2_mbox_conf_perm -> conv12_2_mbox_conf_perm
I1207 15:17:01.773114 7564 net.cpp:150] Setting up conv12_2_mbox_conf_perm
I1207 15:17:01.773120 7564 net.cpp:157] Top shape: 64 2 2 126 (32256)
I1207 15:17:01.773125 7564 net.cpp:165] Memory required for data: 3722488928
I1207 15:17:01.773129 7564 layer_factory.hpp:77] Creating layer conv12_2_mbox_conf_flat
I1207 15:17:01.773133 7564 net.cpp:100] Creating Layer conv12_2_mbox_conf_flat
I1207 15:17:01.773138 7564 net.cpp:434] conv12_2_mbox_conf_flat <- conv12_2_mbox_conf_perm
I1207 15:17:01.773142 7564 net.cpp:408] conv12_2_mbox_conf_flat -> conv12_2_mbox_conf_flat
I1207 15:17:01.773164 7564 net.cpp:150] Setting up conv12_2_mbox_conf_flat
I1207 15:17:01.773169 7564 net.cpp:157] Top shape: 64 504 (32256)
I1207 15:17:01.773171 7564 net.cpp:165] Memory required for data: 3722617952
I1207 15:17:01.773175 7564 layer_factory.hpp:77] Creating layer conv12_2_mbox_priorbox
I1207 15:17:01.773182 7564 net.cpp:100] Creating Layer conv12_2_mbox_priorbox
I1207 15:17:01.773186 7564 net.cpp:434] conv12_2_mbox_priorbox <- conv12_2_conv12_2/relu_0_split_3
I1207 15:17:01.773190 7564 net.cpp:434] conv12_2_mbox_priorbox <- data_data_0_split_5
I1207 15:17:01.773196 7564 net.cpp:408] conv12_2_mbox_priorbox -> conv12_2_mbox_priorbox
I1207 15:17:01.773219 7564 net.cpp:150] Setting up conv12_2_mbox_priorbox
I1207 15:17:01.773226 7564 net.cpp:157] Top shape: 1 2 96 (192)
I1207 15:17:01.773228 7564 net.cpp:165] Memory required for data: 3722618720
I1207 15:17:01.773232 7564 layer_factory.hpp:77] Creating layer conv13_2_mbox_loc
I1207 15:17:01.773241 7564 net.cpp:100] Creating Layer conv13_2_mbox_loc
I1207 15:17:01.773244 7564 net.cpp:434] conv13_2_mbox_loc <- conv13_2_conv13_2/relu_0_split_0
I1207 15:17:01.773250 7564 net.cpp:408] conv13_2_mbox_loc -> conv13_2_mbox_loc
I1207 15:17:01.774379 7564 net.cpp:150] Setting up conv13_2_mbox_loc
I1207 15:17:01.774389 7564 net.cpp:157] Top shape: 64 16 1 1 (1024)
I1207 15:17:01.774394 7564 net.cpp:165] Memory required for data: 3722622816
I1207 15:17:01.774399 7564 layer_factory.hpp:77] Creating layer conv13_2_mbox_loc_perm
I1207 15:17:01.774405 7564 net.cpp:100] Creating Layer conv13_2_mbox_loc_perm
I1207 15:17:01.774410 7564 net.cpp:434] conv13_2_mbox_loc_perm <- conv13_2_mbox_loc
I1207 15:17:01.774417 7564 net.cpp:408] conv13_2_mbox_loc_perm -> conv13_2_mbox_loc_perm
I1207 15:17:01.774502 7564 net.cpp:150] Setting up conv13_2_mbox_loc_perm
I1207 15:17:01.774518 7564 net.cpp:157] Top shape: 64 1 1 16 (1024)
I1207 15:17:01.774523 7564 net.cpp:165] Memory required for data: 3722626912
I1207 15:17:01.774526 7564 layer_factory.hpp:77] Creating layer conv13_2_mbox_loc_flat
I1207 15:17:01.774531 7564 net.cpp:100] Creating Layer conv13_2_mbox_loc_flat
I1207 15:17:01.774534 7564 net.cpp:434] conv13_2_mbox_loc_flat <- conv13_2_mbox_loc_perm
I1207 15:17:01.774540 7564 net.cpp:408] conv13_2_mbox_loc_flat -> conv13_2_mbox_loc_flat
I1207 15:17:01.774561 7564 net.cpp:150] Setting up conv13_2_mbox_loc_flat
I1207 15:17:01.774567 7564 net.cpp:157] Top shape: 64 16 (1024)
I1207 15:17:01.774571 7564 net.cpp:165] Memory required for data: 3722631008
I1207 15:17:01.774574 7564 layer_factory.hpp:77] Creating layer conv13_2_mbox_conf
I1207 15:17:01.774582 7564 net.cpp:100] Creating Layer conv13_2_mbox_conf
I1207 15:17:01.774586 7564 net.cpp:434] conv13_2_mbox_conf <- conv13_2_conv13_2/relu_0_split_1
I1207 15:17:01.774592 7564 net.cpp:408] conv13_2_mbox_conf -> conv13_2_mbox_conf
I1207 15:17:01.776429 7564 net.cpp:150] Setting up conv13_2_mbox_conf
I1207 15:17:01.776440 7564 net.cpp:157] Top shape: 64 84 1 1 (5376)
I1207 15:17:01.776444 7564 net.cpp:165] Memory required for data: 3722652512
I1207 15:17:01.776450 7564 layer_factory.hpp:77] Creating layer conv13_2_mbox_conf_perm
I1207 15:17:01.776456 7564 net.cpp:100] Creating Layer conv13_2_mbox_conf_perm
I1207 15:17:01.776460 7564 net.cpp:434] conv13_2_mbox_conf_perm <- conv13_2_mbox_conf
I1207 15:17:01.776468 7564 net.cpp:408] conv13_2_mbox_conf_perm -> conv13_2_mbox_conf_perm
I1207 15:17:01.776557 7564 net.cpp:150] Setting up conv13_2_mbox_conf_perm
I1207 15:17:01.776564 7564 net.cpp:157] Top shape: 64 1 1 84 (5376)
I1207 15:17:01.776568 7564 net.cpp:165] Memory required for data: 3722674016
I1207 15:17:01.776572 7564 layer_factory.hpp:77] Creating layer conv13_2_mbox_conf_flat
I1207 15:17:01.776576 7564 net.cpp:100] Creating Layer conv13_2_mbox_conf_flat
I1207 15:17:01.776582 7564 net.cpp:434] conv13_2_mbox_conf_flat <- conv13_2_mbox_conf_perm
I1207 15:17:01.776587 7564 net.cpp:408] conv13_2_mbox_conf_flat -> conv13_2_mbox_conf_flat
I1207 15:17:01.776607 7564 net.cpp:150] Setting up conv13_2_mbox_conf_flat
I1207 15:17:01.776612 7564 net.cpp:157] Top shape: 64 84 (5376)
I1207 15:17:01.776615 7564 net.cpp:165] Memory required for data: 3722695520
I1207 15:17:01.776618 7564 layer_factory.hpp:77] Creating layer conv13_2_mbox_priorbox
I1207 15:17:01.776625 7564 net.cpp:100] Creating Layer conv13_2_mbox_priorbox
I1207 15:17:01.776630 7564 net.cpp:434] conv13_2_mbox_priorbox <- conv13_2_conv13_2/relu_0_split_2
I1207 15:17:01.776634 7564 net.cpp:434] conv13_2_mbox_priorbox <- data_data_0_split_6
I1207 15:17:01.776641 7564 net.cpp:408] conv13_2_mbox_priorbox -> conv13_2_mbox_priorbox
I1207 15:17:01.776664 7564 net.cpp:150] Setting up conv13_2_mbox_priorbox
I1207 15:17:01.776669 7564 net.cpp:157] Top shape: 1 2 16 (32)
I1207 15:17:01.776672 7564 net.cpp:165] Memory required for data: 3722695648
I1207 15:17:01.776675 7564 layer_factory.hpp:77] Creating layer mbox_loc
I1207 15:17:01.776681 7564 net.cpp:100] Creating Layer mbox_loc
I1207 15:17:01.776685 7564 net.cpp:434] mbox_loc <- fire5_mbox_loc_flat
I1207 15:17:01.776690 7564 net.cpp:434] mbox_loc <- fire9_mbox_loc_flat
I1207 15:17:01.776695 7564 net.cpp:434] mbox_loc <- fire10_mbox_loc_flat
I1207 15:17:01.776698 7564 net.cpp:434] mbox_loc <- fire11_mbox_loc_flat
I1207 15:17:01.776702 7564 net.cpp:434] mbox_loc <- conv12_2_mbox_loc_flat
I1207 15:17:01.776707 7564 net.cpp:434] mbox_loc <- conv13_2_mbox_loc_flat
I1207 15:17:01.776712 7564 net.cpp:408] mbox_loc -> mbox_loc
I1207 15:17:01.776736 7564 net.cpp:150] Setting up mbox_loc
I1207 15:17:01.776741 7564 net.cpp:157] Top shape: 64 32120 (2055680)
I1207 15:17:01.776746 7564 net.cpp:165] Memory required for data: 3730918368
I1207 15:17:01.776749 7564 layer_factory.hpp:77] Creating layer mbox_conf
I1207 15:17:01.776756 7564 net.cpp:100] Creating Layer mbox_conf
I1207 15:17:01.776759 7564 net.cpp:434] mbox_conf <- fire5_mbox_conf_flat
I1207 15:17:01.776772 7564 net.cpp:434] mbox_conf <- fire9_mbox_conf_flat
I1207 15:17:01.776777 7564 net.cpp:434] mbox_conf <- fire10_mbox_conf_flat
I1207 15:17:01.776780 7564 net.cpp:434] mbox_conf <- fire11_mbox_conf_flat
I1207 15:17:01.776784 7564 net.cpp:434] mbox_conf <- conv12_2_mbox_conf_flat
I1207 15:17:01.776789 7564 net.cpp:434] mbox_conf <- conv13_2_mbox_conf_flat
I1207 15:17:01.776793 7564 net.cpp:408] mbox_conf -> mbox_conf
I1207 15:17:01.776814 7564 net.cpp:150] Setting up mbox_conf
I1207 15:17:01.776819 7564 net.cpp:157] Top shape: 64 168630 (10792320)
I1207 15:17:01.776823 7564 net.cpp:165] Memory required for data: 3774087648
I1207 15:17:01.776826 7564 layer_factory.hpp:77] Creating layer mbox_priorbox
I1207 15:17:01.776832 7564 net.cpp:100] Creating Layer mbox_priorbox
I1207 15:17:01.776836 7564 net.cpp:434] mbox_priorbox <- fire5_mbox_priorbox
I1207 15:17:01.776841 7564 net.cpp:434] mbox_priorbox <- fire9_mbox_priorbox
I1207 15:17:01.776845 7564 net.cpp:434] mbox_priorbox <- fire10_mbox_priorbox
I1207 15:17:01.776849 7564 net.cpp:434] mbox_priorbox <- fire11_mbox_priorbox
I1207 15:17:01.776854 7564 net.cpp:434] mbox_priorbox <- conv12_2_mbox_priorbox
I1207 15:17:01.776857 7564 net.cpp:434] mbox_priorbox <- conv13_2_mbox_priorbox
I1207 15:17:01.776862 7564 net.cpp:408] mbox_priorbox -> mbox_priorbox
I1207 15:17:01.776881 7564 net.cpp:150] Setting up mbox_priorbox
I1207 15:17:01.776886 7564 net.cpp:157] Top shape: 1 2 32120 (64240)
I1207 15:17:01.776890 7564 net.cpp:165] Memory required for data: 3774344608
I1207 15:17:01.776895 7564 layer_factory.hpp:77] Creating layer mbox_loss
I1207 15:17:01.776902 7564 net.cpp:100] Creating Layer mbox_loss
I1207 15:17:01.776906 7564 net.cpp:434] mbox_loss <- mbox_loc
I1207 15:17:01.776911 7564 net.cpp:434] mbox_loss <- mbox_conf
I1207 15:17:01.776916 7564 net.cpp:434] mbox_loss <- mbox_priorbox
I1207 15:17:01.776919 7564 net.cpp:434] mbox_loss <- label
I1207 15:17:01.776926 7564 net.cpp:408] mbox_loss -> mbox_loss
I1207 15:17:01.776974 7564 layer_factory.hpp:77] Creating layer mbox_loss_smooth_L1_loc
I1207 15:17:01.777052 7564 layer_factory.hpp:77] Creating layer mbox_loss_softmax_conf
I1207 15:17:01.777061 7564 layer_factory.hpp:77] Creating layer mbox_loss_softmax_conf
F1207 15:17:01.777683 7564 multibox_loss_layer.cpp:141] Check failed: num_priors_ * num_classes_ == bottom[1]->channels() (32120 vs. 168630) Number of priors must match number of confidence predictions.
*** Check failure stack trace: ***
@ 0x7fd5b85945cd google::LogMessage::Fail()
@ 0x7fd5b8596433 google::LogMessage::SendToLog()
@ 0x7fd5b859415b google::LogMessage::Flush()
@ 0x7fd5b8596e1e google::LogMessageFatal::~LogMessageFatal()
@ 0x7fd5b8d8e5b2 caffe::MultiBoxLossLayer<>::Reshape()
@ 0x7fd5b8e228e1 caffe::Net<>::Init()
@ 0x7fd5b8e24161 caffe::Net<>::Net()
@ 0x7fd5b8e050aa caffe::Solver<>::InitTrainNet()
@ 0x7fd5b8e063a7 caffe::Solver<>::Init()
@ 0x7fd5b8e0674a caffe::Solver<>::Solver()
@ 0x7fd5b8df4569 caffe::Creator_RMSPropSolver<>()
@ 0x40ac89 train()
@ 0x407590 main
@ 0x7fd5b7511830 __libc_start_main
@ 0x407db9 _start
@ (nil) (unknown)
Aborted (core dumped)
hi,i use your net to train faceDetector,but it does not work
hi, last day i used your train.prototxt with widerface to train a face detector . though test with your test.prototxt with fddb have a 88 mAP, when inference with your deploy.prototxt on video,it detect nothing.
what is the problom?
thanks
The design of loss function
Have a note on the design of loss function.
- The object detection algorithm should be scale invariant. Therefore, SSD learn the transport factors and scale factors.
- To make sure the scale factors are positive, SSD use a exponential function.
- The loss of SSD is referenced from RCNN
AttributeError: module 'caffe.proto.caffe_pb2' has no attribute 'ResizeParameter'
I am getting this error when I run generate.py
Traceback (most recent call last):
File "python_script/generate.py", line 229, in
write_net(train_proto, train_lmdb, deploy_proto, label_file)
File "python_script/generate.py", line 214, in write_net
f.write(str(generate_net(train_lmdb, label_file, "TRAIN", batch_size=64)))
File "python_script/generate.py", line 87, in generate_net
resize_param=dict(prob=1.0, resize_mode=caffe.params.Resize.WARP, height=300, width=300,
File "/usr/lib/python3/dist-packages/caffe/net_spec.py", line 224, in getattr
return getattr(getattr(caffe_pb2, name + 'Parameter'), param_name)
AttributeError: module 'caffe.proto.caffe_pb2' has no attribute 'ResizeParameter'
Note: I am not sure if I installed caffe incorrectly. I am using caffe first time. I installed caffe on google colab with following command.
!apt install -y caffe-cuda
where is the squeezenet_ssd_voc_test.prototxt?
squeezenet_ssd_voc_test.prototxt
squeezenet_ssd_voc_train.prototxt
Kernel keeps running after running detect
I was trying to time the detect operation and could not obtain an output. I then imported the script to a jupyter notebook and realized that the kernel keeps running after giving the detect command and never stops even after producing the output. I wanted to know what I was doing wrong while running the model.
How to calculate the min_size and max_size of the priorbox layer?
I want to finetune another dataset with 6 object classes and 1 background class, how to calculate the min_size and max_size of the priorbox layer, such as in layer 'fire5/concat', how do I change the value of "21.0, 45.0"? Please help me, thank you~
fire 5 prior box
prior_box(net, net.tops['fire5/concat'], 'fire5', 16, 84, 21.0, 45.0, [2.0], 8)
# fire 9 prior box
prior_box(net, net.tops['fire9/concat'], 'fire9', 24, 126, 45.0, 99.0, [2.0, 3.0], 16)
# fire 10 prior box
prior_box(net, net.tops['fire10/concat'], 'fire10', 24, 126, 99.0, 153.0, [2.0, 3.0], 32)
# fire 11 prior box
prior_box(net, net.tops['fire11/concat'], 'fire11', 24, 126, 153.0, 207.0, [2.0, 3.0], 64)
# conv12_2 prior box
prior_box(net, net.tops['conv12_2'], 'conv12_2', 24, 126, 207.0, 261.0, [2.0, 3.0], 100)
# conv13_2 prior box
prior_box(net, net.tops['conv13_2'], 'conv13_2', 16, 84, 261.0, 315.0, [2.0], 300)
tinySSD training loss (mbox_loss) is not decreasing below 8.0
Hi,
I am trying to train model for COCO 2017 dataset. mbox_loss reduces up to 8.0 within 1k iterations. But loss is not decreasing less than 8.0 even after more than 1 lac iteration run. I have also tried different hyper parameter values like batch size, base_lr, gamma, lr_policy (mutistep, Poly) and optimization (RMSprop, sgd) but not success yet.
Great if you can suggest suitable solution to achieve best training loss/ mbox_loss.
For your reference attaching training log file and plot which is achieved best so far after multiple trials.
Hope you will be able to provide solution soon.
coco_train_log_Trial_2.log
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