Performance issue of running a single convolutional layer with different sparsity #21
Comments
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Please set conv_mode to DIRECT_SCONV (example: ) |
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BTW, can you share how you fixed the link error for undefined symbols in protobuf? protobuf 3.9.0 didn't work. Which version worked for you? |
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Also, 50% is not high enough sparsity to get noticeable speedup. I'd first try with a higher sparsity like 90%. |
Sure. I had the issue of undefined symbols in protobuf when I built the Caffe: |
Thank you for the suggestion. I set the conv_mode to DIRECT_SCONV. However the performance drops: Sparsity 98%: 686 GFLOPs I also get the warning: Do the convolution parameters need to fall into a certain range in order for the direct convolution method to get a speedup? Thanks, |
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Yes. Please see https://github.com/IntelLabs/SkimCaffe/blob/intel_scnn/src/caffe/util/math_functions_intel.cpp for what shapes are optimized. BTW, please first test performance with just a single thread because thread scalability may not be optimized for all settings. |
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BTW lower sparsity means more non-zeros so it's expected to see perf drops with lower sparsity. |
Issue summary
I’m measuring the performance of the inference of a single sparse convolutional layer using SkimCaffe. However, the results show that:
I get the FLOPs value from SkimCaffe’s output. Is this the right way to get the FLOPs? The dumped outputs are at the end of this post.
I was wondering why the FLOPs is low? And also why the FLOPs doesn’t change with the sparsity?
Here are some more details:
CPU: Intel clx (Xeon Platinum 8280)
KMP affinity:
export OMP_NUM_THREADS=28
export KMP_AFFINITY=granularity=fine,compact,1
Convolution size:
Input:1*3*224*224
Conv layer: 3*64*7*7
Batch size: 16
The command to run the convolution layer:
build/tools/caffe.bin test -model my-conv.prototxt -weights my-conv.caffemodel
System configuration
Operating system: CentOS Linux 7 (Core)
Compiler: icc version 19.0.4.243 (gcc version 4.8.5 compatibility)
BLAS: OpenBLAS 0.2.15
Python version (for pycaffe): Python 3.6.8
my-conv.prototxt
name: "ResNet-50"
layer {
name: "data"
type: "Data"
top: "data"
include {
phase: TEST
}
transform_param {
mirror: false
crop_size: 224
mean_value: 104
mean_value: 117
mean_value: 123
}
data_param {
source: "~/SkimCaffe/examples/imagenet/ilsvrc12_val_lmdb"
batch_size: 16
backend: LMDB
}
}
#input: "data"
#input_dim: 1
#input_dim: 3
#input_dim: 224
#input_dim: 224
layer {
bottom: "data"
name: "conv1"
#top: "conv1"
top: "conv1"
type: "Convolution"
convolution_param {
num_output: 64
kernel_size: 7
pad: 3
stride: 2
}
}
SkimCaffe's output when sparsity is 0.5 (50% of the weights are non-zeros)
\I0826 17:23:39.227200 364882 caffe.cpp:295] Use CPU.
I0826 17:23:39.237113 364882 cpu_info.cpp:452] Processor speed [MHz]: 2700
I0826 17:23:39.237139 364882 cpu_info.cpp:455] Total number of sockets: 2
I0826 17:23:39.237146 364882 cpu_info.cpp:458] Total number of CPU cores: 56
I0826 17:23:39.237151 364882 cpu_info.cpp:461] Total number of processors: 112
I0826 17:23:39.237155 364882 cpu_info.cpp:464] GPU is used: no
I0826 17:23:39.237160 364882 cpu_info.cpp:467] OpenMP environmental variables are specified: yes
I0826 17:23:39.237165 364882 cpu_info.cpp:470] OpenMP thread bind allowed: no
I0826 17:23:39.237169 364882 cpu_info.cpp:473] Number of OpenMP threads: 28
I0826 17:23:39.242393 364882 net.cpp:78] Initializing net from parameters:
name: "ResNet-50"
state {
phase: TEST
level: 0
stage: ""
}
layer {
name: "data"
type: "Data"
top: "data"
include {
phase: TEST
}
transform_param {
mirror: false
crop_size: 224
mean_value: 104
mean_value: 117
mean_value: 123
}
data_param {
source: "/nfs_home/yushansu/SkimCaffe/examples/imagenet/ilsvrc12_val_lmdb"
batch_size: 16
backend: LMDB
}
}
layer {
name: "conv1"
type: "Convolution"
bottom: "data"
top: "conv1"
convolution_param {
num_output: 64
pad: 3
kernel_size: 7
stride: 2
}
}
I0826 17:23:39.242787 364882 layer_factory.hpp:77] Creating layer data
I0826 17:23:39.243247 364882 net.cpp:120] Creating Layer data
I0826 17:23:39.243268 364882 net.cpp:428] data -> data
I0826 17:23:39.247416 364885 db_lmdb.cpp:37] Opened lmdb /nfs_home/yushansu/SkimCaffe/examples/imagenet/ilsvrc12_val_lmdb
I0826 17:23:39.247437 364885 db_lmdb.cpp:40] Map size is 10038173696
I0826 17:23:39.248174 364882 data_layer.cpp:41] output data size: 16,3,224,224
I0826 17:23:39.267680 364882 net.cpp:170] Setting up data
I0826 17:23:39.267704 364882 net.cpp:177] Top shape: 16 3 224 224 (2408448)
I0826 17:23:39.267743 364882 net.cpp:185] Memory required for data: 9633792
I0826 17:23:39.267757 364882 layer_factory.hpp:77] Creating layer conv1
I0826 17:23:39.267802 364882 net.cpp:120] Creating Layer conv1
I0826 17:23:39.267812 364882 net.cpp:454] conv1 <- data
I0826 17:23:39.267827 364882 net.cpp:428] conv1 -> conv1
I0826 17:23:39.328923 364882 net.cpp:170] Setting up conv1
I0826 17:23:39.328961 364882 net.cpp:177] Top shape: 16 64 112 112 (12845056)
I0826 17:23:39.328980 364882 net.cpp:185] Memory required for data: 61014016
I0826 17:23:39.329057 364882 net.cpp:248] conv1 does not need backward computation.
I0826 17:23:39.329069 364882 net.cpp:248] data does not need backward computation.
I0826 17:23:39.329075 364882 net.cpp:290] This network produces output conv1
I0826 17:23:39.329092 364882 net.cpp:303] Network initialization done.
I0826 17:23:39.334676 364882 base_conv_layer.cpp:66] layer conv1 has sparsity of 0.5
I0826 17:23:39.335335 364882 base_conv_layer.cpp:368] ConvolutionParameter ConvMode: DEFAULT
I0826 17:23:39.335383 364882 caffe.cpp:301] Running for 50 iterations.
I0826 17:23:39.399005 364882 conv_layer.cpp:114] conv1 wall clock-time 0.054523 padding-time 0
I0826 17:23:39.399077 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 2117.29 avg 1113.66 mFlops-per-file 236.028 GF/s 300.257
I0826 17:23:39.557459 364882 net.cpp:655] Test time of data 9.041 ms ( 14.1998 % )
I0826 17:23:39.557515 364882 net.cpp:655] Test time of conv1 54.629 ms ( 85.8002 % )
I0826 17:23:39.557528 364882 caffe.cpp:330] Total forwarding time: 63.67 ms
I0826 17:23:39.571211 364882 conv_layer.cpp:114] conv1 wall clock-time 0.0100009 padding-time 0
I0826 17:23:39.571274 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 783.475 avg 436.182 mFlops-per-file 236.028 GF/s 811.425
I0826 17:23:39.597092 364882 net.cpp:655] Test time of data 3.63 ms ( 26.5002 % )
I0826 17:23:39.597131 364882 net.cpp:655] Test time of conv1 10.068 ms ( 73.4998 % )
I0826 17:23:39.597143 364882 caffe.cpp:330] Total forwarding time: 13.698 ms
I0826 17:23:39.610417 364882 conv_layer.cpp:114] conv1 wall clock-time 0.0095818 padding-time 0
I0826 17:23:39.610472 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 762.877 avg 417.005 mFlops-per-file 236.028 GF/s 833.333
I0826 17:23:39.636723 364882 net.cpp:655] Test time of data 3.66 ms ( 27.385 % )
I0826 17:23:39.636766 364882 net.cpp:655] Test time of conv1 9.705 ms ( 72.615 % )
I0826 17:23:39.636777 364882 caffe.cpp:330] Total forwarding time: 13.365 ms
I0826 17:23:39.650087 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00960612 padding-time 0
I0826 17:23:39.650146 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 767.088 avg 417.37 mFlops-per-file 236.028 GF/s 828.759
I0826 17:23:39.675879 364882 net.cpp:655] Test time of data 3.674 ms ( 27.533 % )
I0826 17:23:39.675917 364882 net.cpp:655] Test time of conv1 9.67 ms ( 72.467 % )
I0826 17:23:39.675928 364882 caffe.cpp:330] Total forwarding time: 13.344 ms
I0826 17:23:39.689330 364882 conv_layer.cpp:114] conv1 wall clock-time 0.009588 padding-time 0
I0826 17:23:39.689388 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 771.799 avg 417.632 mFlops-per-file 236.028 GF/s 823.7
I0826 17:23:39.715143 364882 net.cpp:655] Test time of data 3.785 ms ( 28.1706 % )
I0826 17:23:39.715183 364882 net.cpp:655] Test time of conv1 9.651 ms ( 71.8294 % )
I0826 17:23:39.715194 364882 caffe.cpp:330] Total forwarding time: 13.436 ms
I0826 17:23:39.728513 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00958014 padding-time 0
I0826 17:23:39.728569 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 772.278 avg 417.77 mFlops-per-file 236.028 GF/s 823.189
I0826 17:23:39.754333 364882 net.cpp:655] Test time of data 3.705 ms ( 27.759 % )
I0826 17:23:39.754371 364882 net.cpp:655] Test time of conv1 9.642 ms ( 72.241 % )
I0826 17:23:39.754382 364882 caffe.cpp:330] Total forwarding time: 13.347 ms
I0826 17:23:39.767673 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00955915 padding-time 0
I0826 17:23:39.767729 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 762.981 avg 416.588 mFlops-per-file 236.028 GF/s 833.22
I0826 17:23:39.793504 364882 net.cpp:655] Test time of data 3.7 ms ( 27.7778 % )
I0826 17:23:39.793545 364882 net.cpp:655] Test time of conv1 9.62 ms ( 72.2222 % )
I0826 17:23:39.793556 364882 caffe.cpp:330] Total forwarding time: 13.32 ms
I0826 17:23:39.806905 364882 conv_layer.cpp:114] conv1 wall clock-time 0.009583 padding-time 0
I0826 17:23:39.806962 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 770.659 avg 416.97 mFlops-per-file 236.028 GF/s 824.919
I0826 17:23:39.832778 364882 net.cpp:655] Test time of data 3.738 ms ( 27.933 % )
I0826 17:23:39.832820 364882 net.cpp:655] Test time of conv1 9.644 ms ( 72.067 % )
I0826 17:23:39.832831 364882 caffe.cpp:330] Total forwarding time: 13.382 ms
I0826 17:23:39.846145 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957799 padding-time 0
I0826 17:23:39.846200 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 780.595 avg 416.957 mFlops-per-file 236.028 GF/s 814.418
I0826 17:23:39.871975 364882 net.cpp:655] Test time of data 3.706 ms ( 27.7728 % )
I0826 17:23:39.872025 364882 net.cpp:655] Test time of conv1 9.638 ms ( 72.2272 % )
I0826 17:23:39.872035 364882 caffe.cpp:330] Total forwarding time: 13.344 ms
I0826 17:23:39.885311 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957417 padding-time 0
I0826 17:23:39.885367 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 766.77 avg 417.177 mFlops-per-file 236.028 GF/s 829.103
I0826 17:23:39.911111 364882 net.cpp:655] Test time of data 3.671 ms ( 27.587 % )
I0826 17:23:39.911149 364882 net.cpp:655] Test time of conv1 9.636 ms ( 72.413 % )
I0826 17:23:39.911160 364882 caffe.cpp:330] Total forwarding time: 13.307 ms
I0826 17:23:39.924415 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956297 padding-time 0
I0826 17:23:39.924471 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 777.499 avg 416.566 mFlops-per-file 236.028 GF/s 817.662
I0826 17:23:39.950246 364882 net.cpp:655] Test time of data 3.66 ms ( 27.5478 % )
I0826 17:23:39.950285 364882 net.cpp:655] Test time of conv1 9.626 ms ( 72.4522 % )
I0826 17:23:39.950296 364882 caffe.cpp:330] Total forwarding time: 13.286 ms
I0826 17:23:39.963610 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00960588 padding-time 0
I0826 17:23:39.963711 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 784.482 avg 418.655 mFlops-per-file 236.028 GF/s 810.383
I0826 17:23:39.989496 364882 net.cpp:655] Test time of data 3.671 ms ( 27.4303 % )
I0826 17:23:39.989537 364882 net.cpp:655] Test time of conv1 9.712 ms ( 72.5697 % )
I0826 17:23:39.989547 364882 caffe.cpp:330] Total forwarding time: 13.383 ms
I0826 17:23:40.002790 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00954103 padding-time 0
I0826 17:23:40.002846 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 768.256 avg 417.488 mFlops-per-file 236.028 GF/s 827.499
I0826 17:23:40.028591 364882 net.cpp:655] Test time of data 3.669 ms ( 27.6467 % )
I0826 17:23:40.028630 364882 net.cpp:655] Test time of conv1 9.602 ms ( 72.3533 % )
I0826 17:23:40.028640 364882 caffe.cpp:330] Total forwarding time: 13.271 ms
I0826 17:23:40.041913 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00955105 padding-time 0
I0826 17:23:40.041970 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 768.066 avg 417.941 mFlops-per-file 236.028 GF/s 827.704
I0826 17:23:40.067750 364882 net.cpp:655] Test time of data 3.694 ms ( 27.7619 % )
I0826 17:23:40.067790 364882 net.cpp:655] Test time of conv1 9.612 ms ( 72.2381 % )
I0826 17:23:40.067800 364882 caffe.cpp:330] Total forwarding time: 13.306 ms
I0826 17:23:40.081027 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956106 padding-time 0
I0826 17:23:40.081081 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 766.727 avg 416.938 mFlops-per-file 236.028 GF/s 829.149
I0826 17:23:40.106850 364882 net.cpp:655] Test time of data 3.636 ms ( 27.427 % )
I0826 17:23:40.106890 364882 net.cpp:655] Test time of conv1 9.621 ms ( 72.573 % )
I0826 17:23:40.106901 364882 caffe.cpp:330] Total forwarding time: 13.257 ms
I0826 17:23:40.120138 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957394 padding-time 0
I0826 17:23:40.120193 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 775.212 avg 417.522 mFlops-per-file 236.028 GF/s 820.074
I0826 17:23:40.145938 364882 net.cpp:655] Test time of data 3.632 ms ( 27.3741 % )
I0826 17:23:40.145975 364882 net.cpp:655] Test time of conv1 9.636 ms ( 72.6259 % )
I0826 17:23:40.145985 364882 caffe.cpp:330] Total forwarding time: 13.268 ms
I0826 17:23:40.159260 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957012 padding-time 0
I0826 17:23:40.159314 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 769.267 avg 417.958 mFlops-per-file 236.028 GF/s 826.411
I0826 17:23:40.185092 364882 net.cpp:655] Test time of data 3.674 ms ( 27.6158 % )
I0826 17:23:40.185130 364882 net.cpp:655] Test time of conv1 9.63 ms ( 72.3842 % )
I0826 17:23:40.185142 364882 caffe.cpp:330] Total forwarding time: 13.304 ms
I0826 17:23:40.198388 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00955677 padding-time 0
I0826 17:23:40.198442 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 768.003 avg 417.199 mFlops-per-file 236.028 GF/s 827.772
I0826 17:23:40.224225 364882 net.cpp:655] Test time of data 3.659 ms ( 27.5589 % )
I0826 17:23:40.224263 364882 net.cpp:655] Test time of conv1 9.618 ms ( 72.4411 % )
I0826 17:23:40.224274 364882 caffe.cpp:330] Total forwarding time: 13.277 ms
I0826 17:23:40.237462 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00952601 padding-time 0
I0826 17:23:40.237516 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 766.96 avg 414.539 mFlops-per-file 236.028 GF/s 828.897
I0826 17:23:40.266093 364882 net.cpp:655] Test time of data 3.63 ms ( 27.4605 % )
I0826 17:23:40.266481 364882 net.cpp:655] Test time of conv1 9.589 ms ( 72.5395 % )
I0826 17:23:40.266527 364882 caffe.cpp:330] Total forwarding time: 13.219 ms
I0826 17:23:40.281864 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00981688 padding-time 0
I0826 17:23:40.281920 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 788.28 avg 433.313 mFlops-per-file 236.028 GF/s 806.479
I0826 17:23:40.307670 364882 net.cpp:655] Test time of data 5.214 ms ( 34.5481 % )
I0826 17:23:40.307752 364882 net.cpp:655] Test time of conv1 9.878 ms ( 65.4519 % )
I0826 17:23:40.307765 364882 caffe.cpp:330] Total forwarding time: 15.092 ms
I0826 17:23:40.321373 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00954103 padding-time 0
I0826 17:23:40.321426 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 763.249 avg 418.376 mFlops-per-file 236.028 GF/s 832.927
I0826 17:23:40.347199 364882 net.cpp:655] Test time of data 4.04 ms ( 29.6166 % )
I0826 17:23:40.347239 364882 net.cpp:655] Test time of conv1 9.601 ms ( 70.3834 % )
I0826 17:23:40.347249 364882 caffe.cpp:330] Total forwarding time: 13.641 ms
I0826 17:23:40.361042 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956511 padding-time 0
I0826 17:23:40.361097 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 774.089 avg 417.683 mFlops-per-file 236.028 GF/s 821.263
I0826 17:23:40.386855 364882 net.cpp:655] Test time of data 4.156 ms ( 30.1509 % )
I0826 17:23:40.386894 364882 net.cpp:655] Test time of conv1 9.628 ms ( 69.8491 % )
I0826 17:23:40.386905 364882 caffe.cpp:330] Total forwarding time: 13.784 ms
I0826 17:23:40.400305 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00955296 padding-time 0
I0826 17:23:40.400359 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 765.94 avg 416.965 mFlops-per-file 236.028 GF/s 830.001
I0826 17:23:40.426134 364882 net.cpp:655] Test time of data 3.818 ms ( 28.4225 % )
I0826 17:23:40.426172 364882 net.cpp:655] Test time of conv1 9.615 ms ( 71.5775 % )
I0826 17:23:40.426182 364882 caffe.cpp:330] Total forwarding time: 13.433 ms
I0826 17:23:40.439442 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00953698 padding-time 0
I0826 17:23:40.439496 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 762.682 avg 418.315 mFlops-per-file 236.028 GF/s 833.547
I0826 17:23:40.465315 364882 net.cpp:655] Test time of data 3.696 ms ( 27.8041 % )
I0826 17:23:40.465353 364882 net.cpp:655] Test time of conv1 9.597 ms ( 72.1959 % )
I0826 17:23:40.465363 364882 caffe.cpp:330] Total forwarding time: 13.293 ms
I0826 17:23:40.478651 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956917 padding-time 0
I0826 17:23:40.478705 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 768.386 avg 417.647 mFlops-per-file 236.028 GF/s 827.359
I0826 17:23:40.504456 364882 net.cpp:655] Test time of data 3.688 ms ( 27.6939 % )
I0826 17:23:40.504494 364882 net.cpp:655] Test time of conv1 9.629 ms ( 72.3061 % )
I0826 17:23:40.504504 364882 caffe.cpp:330] Total forwarding time: 13.317 ms
I0826 17:23:40.517815 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957298 padding-time 0
I0826 17:23:40.517868 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 775.285 avg 417.851 mFlops-per-file 236.028 GF/s 819.997
I0826 17:23:40.543712 364882 net.cpp:655] Test time of data 3.709 ms ( 27.8036 % )
I0826 17:23:40.543753 364882 net.cpp:655] Test time of conv1 9.631 ms ( 72.1964 % )
I0826 17:23:40.543764 364882 caffe.cpp:330] Total forwarding time: 13.34 ms
I0826 17:23:40.557160 364882 conv_layer.cpp:114] conv1 wall clock-time 0.0095911 padding-time 0
I0826 17:23:40.557214 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 777.245 avg 417.398 mFlops-per-file 236.028 GF/s 817.928
I0826 17:23:40.583015 364882 net.cpp:655] Test time of data 3.778 ms ( 28.1373 % )
I0826 17:23:40.583055 364882 net.cpp:655] Test time of conv1 9.649 ms ( 71.8627 % )
I0826 17:23:40.583065 364882 caffe.cpp:330] Total forwarding time: 13.427 ms
I0826 17:23:40.596320 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00955701 padding-time 0
I0826 17:23:40.596374 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 769.677 avg 418.434 mFlops-per-file 236.028 GF/s 825.972
I0826 17:23:40.622519 364882 net.cpp:655] Test time of data 3.67 ms ( 27.621 % )
I0826 17:23:40.622560 364882 net.cpp:655] Test time of conv1 9.617 ms ( 72.379 % )
I0826 17:23:40.622570 364882 caffe.cpp:330] Total forwarding time: 13.287 ms
I0826 17:23:40.635856 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956488 padding-time 0
I0826 17:23:40.635910 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 775.789 avg 416.091 mFlops-per-file 236.028 GF/s 819.464
I0826 17:23:40.661743 364882 net.cpp:655] Test time of data 3.693 ms ( 27.6257 % )
I0826 17:23:40.661785 364882 net.cpp:655] Test time of conv1 9.675 ms ( 72.3743 % )
I0826 17:23:40.661795 364882 caffe.cpp:330] Total forwarding time: 13.368 ms
I0826 17:23:40.675067 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956297 padding-time 0
I0826 17:23:40.675122 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 762.887 avg 416.594 mFlops-per-file 236.028 GF/s 833.323
I0826 17:23:40.700861 364882 net.cpp:655] Test time of data 3.68 ms ( 27.6609 % )
I0826 17:23:40.700898 364882 net.cpp:655] Test time of conv1 9.624 ms ( 72.3391 % )
I0826 17:23:40.700908 364882 caffe.cpp:330] Total forwarding time: 13.304 ms
I0826 17:23:40.714176 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957799 padding-time 0
I0826 17:23:40.714229 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 777.839 avg 416.767 mFlops-per-file 236.028 GF/s 817.304
I0826 17:23:40.739976 364882 net.cpp:655] Test time of data 3.662 ms ( 27.5359 % )
I0826 17:23:40.740020 364882 net.cpp:655] Test time of conv1 9.637 ms ( 72.4641 % )
I0826 17:23:40.740032 364882 caffe.cpp:330] Total forwarding time: 13.299 ms
I0826 17:23:40.753279 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00955009 padding-time 0
I0826 17:23:40.753332 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 765.156 avg 417.465 mFlops-per-file 236.028 GF/s 830.851
I0826 17:23:40.779093 364882 net.cpp:655] Test time of data 3.669 ms ( 27.6301 % )
I0826 17:23:40.779131 364882 net.cpp:655] Test time of conv1 9.61 ms ( 72.3699 % )
I0826 17:23:40.779141 364882 caffe.cpp:330] Total forwarding time: 13.279 ms
I0826 17:23:40.792373 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956798 padding-time 0
I0826 17:23:40.792426 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 778.89 avg 416.655 mFlops-per-file 236.028 GF/s 816.201
I0826 17:23:40.818192 364882 net.cpp:655] Test time of data 3.632 ms ( 27.3886 % )
I0826 17:23:40.818233 364882 net.cpp:655] Test time of conv1 9.629 ms ( 72.6114 % )
I0826 17:23:40.818243 364882 caffe.cpp:330] Total forwarding time: 13.261 ms
I0826 17:23:40.831501 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956392 padding-time 0
I0826 17:23:40.831557 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 768.512 avg 416.287 mFlops-per-file 236.028 GF/s 827.224
I0826 17:23:40.857972 364882 net.cpp:655] Test time of data 3.667 ms ( 27.5859 % )
I0826 17:23:40.858053 364882 net.cpp:655] Test time of conv1 9.626 ms ( 72.4141 % )
I0826 17:23:40.858064 364882 caffe.cpp:330] Total forwarding time: 13.293 ms
I0826 17:23:40.871491 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957894 padding-time 0
I0826 17:23:40.871546 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 777.421 avg 418.265 mFlops-per-file 236.028 GF/s 817.743
I0826 17:23:40.897763 364882 net.cpp:655] Test time of data 3.818 ms ( 28.3719 % )
I0826 17:23:40.897801 364882 net.cpp:655] Test time of conv1 9.639 ms ( 71.6281 % )
I0826 17:23:40.897811 364882 caffe.cpp:330] Total forwarding time: 13.457 ms
I0826 17:23:40.911106 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957513 padding-time 0
I0826 17:23:40.911160 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 779.785 avg 418.021 mFlops-per-file 236.028 GF/s 815.264
I0826 17:23:40.936878 364882 net.cpp:655] Test time of data 3.694 ms ( 27.7182 % )
I0826 17:23:40.936916 364882 net.cpp:655] Test time of conv1 9.633 ms ( 72.2818 % )
I0826 17:23:40.936928 364882 caffe.cpp:330] Total forwarding time: 13.327 ms
I0826 17:23:40.950183 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00953889 padding-time 0
I0826 17:23:40.950234 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 760.889 avg 416.466 mFlops-per-file 236.028 GF/s 835.511
I0826 17:23:40.975996 364882 net.cpp:655] Test time of data 3.689 ms ( 27.7682 % )
I0826 17:23:40.976038 364882 net.cpp:655] Test time of conv1 9.596 ms ( 72.2318 % )
I0826 17:23:40.976104 364882 caffe.cpp:330] Total forwarding time: 13.285 ms
I0826 17:23:40.989352 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00952291 padding-time 0
I0826 17:23:40.989408 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 764.975 avg 416.476 mFlops-per-file 236.028 GF/s 831.049
I0826 17:23:41.015156 364882 net.cpp:655] Test time of data 3.686 ms ( 27.7769 % )
I0826 17:23:41.015194 364882 net.cpp:655] Test time of conv1 9.584 ms ( 72.2231 % )
I0826 17:23:41.015204 364882 caffe.cpp:330] Total forwarding time: 13.27 ms
I0826 17:23:41.028442 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00955391 padding-time 0
I0826 17:23:41.028498 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 770.845 avg 415.482 mFlops-per-file 236.028 GF/s 824.72
I0826 17:23:41.054263 364882 net.cpp:655] Test time of data 3.655 ms ( 27.5413 % )
I0826 17:23:41.054301 364882 net.cpp:655] Test time of conv1 9.616 ms ( 72.4587 % )
I0826 17:23:41.054311 364882 caffe.cpp:330] Total forwarding time: 13.271 ms
I0826 17:23:41.067581 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00951982 padding-time 0
I0826 17:23:41.067636 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 762.466 avg 416.505 mFlops-per-file 236.028 GF/s 833.783
I0826 17:23:41.093394 364882 net.cpp:655] Test time of data 3.723 ms ( 27.9904 % )
I0826 17:23:41.093433 364882 net.cpp:655] Test time of conv1 9.578 ms ( 72.0096 % )
I0826 17:23:41.093443 364882 caffe.cpp:330] Total forwarding time: 13.301 ms
I0826 17:23:41.106710 364882 conv_layer.cpp:114] conv1 wall clock-time 0.009552 padding-time 0
I0826 17:23:41.106763 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 768.075 avg 415.164 mFlops-per-file 236.028 GF/s 827.694
I0826 17:23:41.132522 364882 net.cpp:655] Test time of data 3.687 ms ( 27.7281 % )
I0826 17:23:41.132561 364882 net.cpp:655] Test time of conv1 9.61 ms ( 72.2719 % )
I0826 17:23:41.132571 364882 caffe.cpp:330] Total forwarding time: 13.297 ms
I0826 17:23:41.145793 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00954604 padding-time 0
I0826 17:23:41.145844 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 766.646 avg 416.322 mFlops-per-file 236.028 GF/s 829.237
I0826 17:23:41.171620 364882 net.cpp:655] Test time of data 3.648 ms ( 27.5279 % )
I0826 17:23:41.171658 364882 net.cpp:655] Test time of conv1 9.604 ms ( 72.4721 % )
I0826 17:23:41.171669 364882 caffe.cpp:330] Total forwarding time: 13.252 ms
I0826 17:23:41.184911 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00955582 padding-time 0
I0826 17:23:41.184960 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 770.429 avg 417.252 mFlops-per-file 236.028 GF/s 825.165
I0826 17:23:41.210716 364882 net.cpp:655] Test time of data 3.656 ms ( 27.5488 % )
I0826 17:23:41.210757 364882 net.cpp:655] Test time of conv1 9.615 ms ( 72.4512 % )
I0826 17:23:41.210767 364882 caffe.cpp:330] Total forwarding time: 13.271 ms
I0826 17:23:41.223989 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956202 padding-time 0
I0826 17:23:41.224050 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 770.548 avg 417.554 mFlops-per-file 236.028 GF/s 825.038
I0826 17:23:41.249781 364882 net.cpp:655] Test time of data 3.632 ms ( 27.3906 % )
I0826 17:23:41.249822 364882 net.cpp:655] Test time of conv1 9.628 ms ( 72.6094 % )
I0826 17:23:41.249832 364882 caffe.cpp:330] Total forwarding time: 13.26 ms
I0826 17:23:41.263079 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957084 padding-time 0
I0826 17:23:41.263130 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 775.745 avg 417.931 mFlops-per-file 236.028 GF/s 819.511
I0826 17:23:41.288861 364882 net.cpp:655] Test time of data 3.648 ms ( 27.4782 % )
I0826 17:23:41.288899 364882 net.cpp:655] Test time of conv1 9.628 ms ( 72.5218 % )
I0826 17:23:41.288909 364882 caffe.cpp:330] Total forwarding time: 13.276 ms
I0826 17:23:41.302129 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00957108 padding-time 0
I0826 17:23:41.302182 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 776.288 avg 418.354 mFlops-per-file 236.028 GF/s 818.937
I0826 17:23:41.328037 364882 net.cpp:655] Test time of data 3.622 ms ( 27.2208 % )
I0826 17:23:41.328078 364882 net.cpp:655] Test time of conv1 9.684 ms ( 72.7792 % )
I0826 17:23:41.328088 364882 caffe.cpp:330] Total forwarding time: 13.306 ms
I0826 17:23:41.341290 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00953603 padding-time 0
I0826 17:23:41.341343 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 765.844 avg 415.29 mFlops-per-file 236.028 GF/s 830.105
I0826 17:23:41.367089 364882 net.cpp:655] Test time of data 3.637 ms ( 27.4864 % )
I0826 17:23:41.367128 364882 net.cpp:655] Test time of conv1 9.595 ms ( 72.5136 % )
I0826 17:23:41.367139 364882 caffe.cpp:330] Total forwarding time: 13.232 ms
I0826 17:23:41.380353 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00954413 padding-time 0
I0826 17:23:41.380407 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 771.473 avg 416.335 mFlops-per-file 236.028 GF/s 824.048
I0826 17:23:41.406165 364882 net.cpp:655] Test time of data 3.645 ms ( 27.5136 % )
I0826 17:23:41.406206 364882 net.cpp:655] Test time of conv1 9.603 ms ( 72.4864 % )
I0826 17:23:41.406217 364882 caffe.cpp:330] Total forwarding time: 13.248 ms
I0826 17:23:41.419467 364882 conv_layer.cpp:114] conv1 wall clock-time 0.0095489 padding-time 0
I0826 17:23:41.419518 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 767.572 avg 417.422 mFlops-per-file 236.028 GF/s 828.236
I0826 17:23:41.445269 364882 net.cpp:655] Test time of data 3.675 ms ( 27.6732 % )
I0826 17:23:41.445307 364882 net.cpp:655] Test time of conv1 9.605 ms ( 72.3268 % )
I0826 17:23:41.445317 364882 caffe.cpp:330] Total forwarding time: 13.28 ms
I0826 17:23:41.458581 364882 conv_layer.cpp:114] conv1 wall clock-time 0.00956202 padding-time 0
I0826 17:23:41.458636 364882 conv_layer.cpp:124] conv1 K-cycles-per-file max 769.138 avg 415.628 mFlops-per-file 236.028 GF/s 826.55
I0826 17:23:41.484419 364882 net.cpp:655] Test time of data 3.669 ms ( 27.6072 % )
I0826 17:23:41.484455 364882 net.cpp:655] Test time of conv1 9.621 ms ( 72.3928 % )
I0826 17:23:41.484465 364882 caffe.cpp:330] Total forwarding time: 13.29 ms
I0826 17:23:41.484474 364882 caffe.cpp:333] Loss: 0
I0826 17:23:46.853449 364882 caffe.cpp:350] Total-images-processed: 800
I0826 17:23:46.853484 364882 caffe.cpp:353] conv1 K-cycles-per-file 797.846 mFlops-per-file 236.028 GF/s 796.809
freq = 2.69346e+09
SkimCaffe's output when sparsity is 0.7 (70% of the weights are non-zeros)
I0826 17:22:56.127554 364794 caffe.cpp:295] Use CPU.
I0826 17:22:56.136904 364794 cpu_info.cpp:452] Processor speed [MHz]: 2700
I0826 17:22:56.136929 364794 cpu_info.cpp:455] Total number of sockets: 2
I0826 17:22:56.136934 364794 cpu_info.cpp:458] Total number of CPU cores: 56
I0826 17:22:56.136940 364794 cpu_info.cpp:461] Total number of processors: 112
I0826 17:22:56.136943 364794 cpu_info.cpp:464] GPU is used: no
I0826 17:22:56.136948 364794 cpu_info.cpp:467] OpenMP environmental variables are specified: yes
I0826 17:22:56.136952 364794 cpu_info.cpp:470] OpenMP thread bind allowed: no
I0826 17:22:56.136957 364794 cpu_info.cpp:473] Number of OpenMP threads: 28
I0826 17:22:56.143631 364794 net.cpp:78] Initializing net from parameters:
name: "ResNet-50"
state {
phase: TEST
level: 0
stage: ""
}
layer {
name: "data"
type: "Data"
top: "data"
include {
phase: TEST
}
transform_param {
mirror: false
crop_size: 224
mean_value: 104
mean_value: 117
mean_value: 123
}
data_param {
source: "/nfs_home/yushansu/SkimCaffe/examples/imagenet/ilsvrc12_val_lmdb"
batch_size: 16
backend: LMDB
}
}
layer {
name: "conv1"
type: "Convolution"
bottom: "data"
top: "conv1"
convolution_param {
num_output: 64
pad: 3
kernel_size: 7
stride: 2
}
}
I0826 17:22:56.144038 364794 layer_factory.hpp:77] Creating layer data
I0826 17:22:56.144498 364794 net.cpp:120] Creating Layer data
I0826 17:22:56.144517 364794 net.cpp:428] data -> data
I0826 17:22:56.165719 364797 db_lmdb.cpp:37] Opened lmdb /nfs_home/yushansu/SkimCaffe/examples/imagenet/ilsvrc12_val_lmdb
I0826 17:22:56.165738 364797 db_lmdb.cpp:40] Map size is 10038173696
I0826 17:22:56.166476 364794 data_layer.cpp:41] output data size: 16,3,224,224
I0826 17:22:56.193086 364794 net.cpp:170] Setting up data
I0826 17:22:56.193110 364794 net.cpp:177] Top shape: 16 3 224 224 (2408448)
I0826 17:22:56.193150 364794 net.cpp:185] Memory required for data: 9633792
I0826 17:22:56.193166 364794 layer_factory.hpp:77] Creating layer conv1
I0826 17:22:56.193208 364794 net.cpp:120] Creating Layer conv1
I0826 17:22:56.193219 364794 net.cpp:454] conv1 <- data
I0826 17:22:56.193233 364794 net.cpp:428] conv1 -> conv1
I0826 17:22:56.247386 364794 net.cpp:170] Setting up conv1
I0826 17:22:56.247426 364794 net.cpp:177] Top shape: 16 64 112 112 (12845056)
I0826 17:22:56.247443 364794 net.cpp:185] Memory required for data: 61014016
I0826 17:22:56.247519 364794 net.cpp:248] conv1 does not need backward computation.
I0826 17:22:56.247531 364794 net.cpp:248] data does not need backward computation.
I0826 17:22:56.247536 364794 net.cpp:290] This network produces output conv1
I0826 17:22:56.247555 364794 net.cpp:303] Network initialization done.
I0826 17:22:56.253495 364794 base_conv_layer.cpp:66] layer conv1 has sparsity of 0.700043
I0826 17:22:56.254216 364794 base_conv_layer.cpp:368] ConvolutionParameter ConvMode: DEFAULT
I0826 17:22:56.254261 364794 caffe.cpp:301] Running for 50 iterations.
I0826 17:22:56.315704 364794 conv_layer.cpp:114] conv1 wall clock-time 0.0523908 padding-time 0
I0826 17:22:56.315775 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 1682.65 avg 947.043 mFlops-per-file 236.028 GF/s 377.812
I0826 17:22:56.473810 364794 net.cpp:655] Test time of data 8.992 ms ( 14.6233 % )
I0826 17:22:56.473865 364794 net.cpp:655] Test time of conv1 52.499 ms ( 85.3767 % )
I0826 17:22:56.473878 364794 caffe.cpp:330] Total forwarding time: 61.491 ms
I0826 17:22:56.487519 364794 conv_layer.cpp:114] conv1 wall clock-time 0.0100031 padding-time 0
I0826 17:22:56.487578 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 780.549 avg 436.695 mFlops-per-file 236.028 GF/s 814.46
I0826 17:22:56.515791 364794 net.cpp:655] Test time of data 3.58 ms ( 26.2233 % )
I0826 17:22:56.515830 364794 net.cpp:655] Test time of conv1 10.072 ms ( 73.7767 % )
I0826 17:22:56.515842 364794 caffe.cpp:330] Total forwarding time: 13.652 ms
I0826 17:22:56.529036 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00954103 padding-time 0
I0826 17:22:56.529091 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 743.617 avg 417.113 mFlops-per-file 236.028 GF/s 854.91
I0826 17:22:56.557291 364794 net.cpp:655] Test time of data 3.619 ms ( 27.2454 % )
I0826 17:22:56.557333 364794 net.cpp:655] Test time of conv1 9.664 ms ( 72.7546 % )
I0826 17:22:56.557345 364794 caffe.cpp:330] Total forwarding time: 13.283 ms
I0826 17:22:56.570549 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00953102 padding-time 0
I0826 17:22:56.570606 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 746.516 avg 417.004 mFlops-per-file 236.028 GF/s 851.59
I0826 17:22:56.598744 364794 net.cpp:655] Test time of data 3.635 ms ( 27.4775 % )
I0826 17:22:56.598784 364794 net.cpp:655] Test time of conv1 9.594 ms ( 72.5225 % )
I0826 17:22:56.598795 364794 caffe.cpp:330] Total forwarding time: 13.229 ms
I0826 17:22:56.611979 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00950789 padding-time 0
I0826 17:22:56.612035 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 741.533 avg 415.769 mFlops-per-file 236.028 GF/s 857.313
I0826 17:22:56.640594 364794 net.cpp:655] Test time of data 3.644 ms ( 27.5706 % )
I0826 17:22:56.640635 364794 net.cpp:655] Test time of conv1 9.573 ms ( 72.4294 % )
I0826 17:22:56.640646 364794 caffe.cpp:330] Total forwarding time: 13.217 ms
I0826 17:22:56.653890 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00951719 padding-time 0
I0826 17:22:56.653945 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 746.022 avg 416.095 mFlops-per-file 236.028 GF/s 852.154
I0826 17:22:56.682415 364794 net.cpp:655] Test time of data 3.695 ms ( 27.8448 % )
I0826 17:22:56.682454 364794 net.cpp:655] Test time of conv1 9.575 ms ( 72.1552 % )
I0826 17:22:56.682466 364794 caffe.cpp:330] Total forwarding time: 13.27 ms
I0826 17:22:56.695732 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949001 padding-time 0
I0826 17:22:56.695791 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 746.19 avg 415.359 mFlops-per-file 236.028 GF/s 851.962
I0826 17:22:56.723908 364794 net.cpp:655] Test time of data 3.748 ms ( 28.1762 % )
I0826 17:22:56.723947 364794 net.cpp:655] Test time of conv1 9.554 ms ( 71.8238 % )
I0826 17:22:56.723956 364794 caffe.cpp:330] Total forwarding time: 13.302 ms
I0826 17:22:56.737150 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00948095 padding-time 0
I0826 17:22:56.737206 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 747.255 avg 415.4 mFlops-per-file 236.028 GF/s 850.749
I0826 17:22:56.765367 364794 net.cpp:655] Test time of data 3.682 ms ( 27.8412 % )
I0826 17:22:56.765405 364794 net.cpp:655] Test time of conv1 9.543 ms ( 72.1588 % )
I0826 17:22:56.765415 364794 caffe.cpp:330] Total forwarding time: 13.225 ms
I0826 17:22:56.778590 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00950193 padding-time 0
I0826 17:22:56.778646 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 749.24 avg 414.806 mFlops-per-file 236.028 GF/s 848.494
I0826 17:22:56.806838 364794 net.cpp:655] Test time of data 3.638 ms ( 27.5543 % )
I0826 17:22:56.806877 364794 net.cpp:655] Test time of conv1 9.565 ms ( 72.4457 % )
I0826 17:22:56.806888 364794 caffe.cpp:330] Total forwarding time: 13.203 ms
I0826 17:22:56.820128 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00952196 padding-time 0
I0826 17:22:56.820184 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 749.964 avg 416.067 mFlops-per-file 236.028 GF/s 847.675
I0826 17:22:56.848294 364794 net.cpp:655] Test time of data 3.686 ms ( 27.7748 % )
I0826 17:22:56.848335 364794 net.cpp:655] Test time of conv1 9.585 ms ( 72.2252 % )
I0826 17:22:56.848345 364794 caffe.cpp:330] Total forwarding time: 13.271 ms
I0826 17:22:56.861531 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949812 padding-time 0
I0826 17:22:56.861587 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 749.973 avg 414.959 mFlops-per-file 236.028 GF/s 847.664
I0826 17:22:56.889752 364794 net.cpp:655] Test time of data 3.648 ms ( 27.6175 % )
I0826 17:22:56.889793 364794 net.cpp:655] Test time of conv1 9.561 ms ( 72.3825 % )
I0826 17:22:56.889804 364794 caffe.cpp:330] Total forwarding time: 13.209 ms
I0826 17:22:56.902994 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00951385 padding-time 0
I0826 17:22:56.903059 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 747.811 avg 416.108 mFlops-per-file 236.028 GF/s 850.116
I0826 17:22:56.931216 364794 net.cpp:655] Test time of data 3.604 ms ( 27.3465 % )
I0826 17:22:56.931257 364794 net.cpp:655] Test time of conv1 9.575 ms ( 72.6535 % )
I0826 17:22:56.931267 364794 caffe.cpp:330] Total forwarding time: 13.179 ms
I0826 17:22:56.944460 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00951791 padding-time 0
I0826 17:22:56.944516 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 753.797 avg 416.355 mFlops-per-file 236.028 GF/s 843.364
I0826 17:22:56.972712 364794 net.cpp:655] Test time of data 3.643 ms ( 27.5526 % )
I0826 17:22:56.972750 364794 net.cpp:655] Test time of conv1 9.579 ms ( 72.4474 % )
I0826 17:22:56.972761 364794 caffe.cpp:330] Total forwarding time: 13.222 ms
I0826 17:22:56.985934 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949001 padding-time 0
I0826 17:22:56.985987 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 746.127 avg 416.211 mFlops-per-file 236.028 GF/s 852.034
I0826 17:22:57.014142 364794 net.cpp:655] Test time of data 3.65 ms ( 27.6473 % )
I0826 17:22:57.014183 364794 net.cpp:655] Test time of conv1 9.552 ms ( 72.3527 % )
I0826 17:22:57.014194 364794 caffe.cpp:330] Total forwarding time: 13.202 ms
I0826 17:22:57.027410 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00953913 padding-time 0
I0826 17:22:57.027465 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 750.23 avg 415.303 mFlops-per-file 236.028 GF/s 847.374
I0826 17:22:57.055609 364794 net.cpp:655] Test time of data 3.645 ms ( 27.5157 % )
I0826 17:22:57.055646 364794 net.cpp:655] Test time of conv1 9.602 ms ( 72.4843 % )
I0826 17:22:57.055657 364794 caffe.cpp:330] Total forwarding time: 13.247 ms
I0826 17:22:57.068832 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00953197 padding-time 0
I0826 17:22:57.068887 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 751.308 avg 416.88 mFlops-per-file 236.028 GF/s 846.158
I0826 17:22:57.097012 364794 net.cpp:655] Test time of data 3.614 ms ( 27.3643 % )
I0826 17:22:57.097051 364794 net.cpp:655] Test time of conv1 9.593 ms ( 72.6357 % )
I0826 17:22:57.097062 364794 caffe.cpp:330] Total forwarding time: 13.207 ms
I0826 17:22:57.110214 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00947404 padding-time 0
I0826 17:22:57.110270 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 745.881 avg 415.197 mFlops-per-file 236.028 GF/s 852.315
I0826 17:22:57.138409 364794 net.cpp:655] Test time of data 3.645 ms ( 27.6534 % )
I0826 17:22:57.138449 364794 net.cpp:655] Test time of conv1 9.536 ms ( 72.3466 % )
I0826 17:22:57.138459 364794 caffe.cpp:330] Total forwarding time: 13.181 ms
I0826 17:22:57.151625 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949693 padding-time 0
I0826 17:22:57.151680 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 749.773 avg 415.311 mFlops-per-file 236.028 GF/s 847.891
I0826 17:22:57.182847 364794 net.cpp:655] Test time of data 3.637 ms ( 27.5635 % )
I0826 17:22:57.183236 364794 net.cpp:655] Test time of conv1 9.558 ms ( 72.4365 % )
I0826 17:22:57.183279 364794 caffe.cpp:330] Total forwarding time: 13.195 ms
I0826 17:22:57.198654 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00978494 padding-time 0
I0826 17:22:57.198709 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 787.515 avg 430.274 mFlops-per-file 236.028 GF/s 807.256
I0826 17:22:57.226840 364794 net.cpp:655] Test time of data 5.321 ms ( 35.0851 % )
I0826 17:22:57.226877 364794 net.cpp:655] Test time of conv1 9.845 ms ( 64.9149 % )
I0826 17:22:57.226888 364794 caffe.cpp:330] Total forwarding time: 15.166 ms
I0826 17:22:57.240298 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00951314 padding-time 0
I0826 17:22:57.240352 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 751.939 avg 414.779 mFlops-per-file 236.028 GF/s 845.449
I0826 17:22:57.268481 364794 net.cpp:655] Test time of data 3.866 ms ( 28.7627 % )
I0826 17:22:57.268564 364794 net.cpp:655] Test time of conv1 9.575 ms ( 71.2373 % )
I0826 17:22:57.268576 364794 caffe.cpp:330] Total forwarding time: 13.441 ms
I0826 17:22:57.282107 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00952196 padding-time 0
I0826 17:22:57.282158 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 754.022 avg 415.741 mFlops-per-file 236.028 GF/s 843.113
I0826 17:22:57.310261 364794 net.cpp:655] Test time of data 3.979 ms ( 29.3458 % )
I0826 17:22:57.310300 364794 net.cpp:655] Test time of conv1 9.58 ms ( 70.6542 % )
I0826 17:22:57.310312 364794 caffe.cpp:330] Total forwarding time: 13.559 ms
I0826 17:22:57.323701 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00951123 padding-time 0
I0826 17:22:57.323755 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 752.182 avg 417.116 mFlops-per-file 236.028 GF/s 845.175
I0826 17:22:57.351897 364794 net.cpp:655] Test time of data 3.815 ms ( 28.5042 % )
I0826 17:22:57.351934 364794 net.cpp:655] Test time of conv1 9.569 ms ( 71.4958 % )
I0826 17:22:57.351945 364794 caffe.cpp:330] Total forwarding time: 13.384 ms
I0826 17:22:57.365120 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949788 padding-time 0
I0826 17:22:57.365175 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 749.323 avg 415.686 mFlops-per-file 236.028 GF/s 848.4
I0826 17:22:57.393313 364794 net.cpp:655] Test time of data 3.647 ms ( 27.6204 % )
I0826 17:22:57.393350 364794 net.cpp:655] Test time of conv1 9.557 ms ( 72.3796 % )
I0826 17:22:57.393362 364794 caffe.cpp:330] Total forwarding time: 13.204 ms
I0826 17:22:57.406569 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00950909 padding-time 0
I0826 17:22:57.406620 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 748.487 avg 416.18 mFlops-per-file 236.028 GF/s 849.347
I0826 17:22:57.434756 364794 net.cpp:655] Test time of data 3.668 ms ( 27.7165 % )
I0826 17:22:57.434794 364794 net.cpp:655] Test time of conv1 9.566 ms ( 72.2835 % )
I0826 17:22:57.434805 364794 caffe.cpp:330] Total forwarding time: 13.234 ms
I0826 17:22:57.447983 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00950408 padding-time 0
I0826 17:22:57.448043 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 762.542 avg 417.31 mFlops-per-file 236.028 GF/s 833.692
I0826 17:22:57.476189 364794 net.cpp:655] Test time of data 3.644 ms ( 27.5789 % )
I0826 17:22:57.476225 364794 net.cpp:655] Test time of conv1 9.569 ms ( 72.4211 % )
I0826 17:22:57.476236 364794 caffe.cpp:330] Total forwarding time: 13.213 ms
I0826 17:22:57.489393 364794 conv_layer.cpp:114] conv1 wall clock-time 0.0094831 padding-time 0
I0826 17:22:57.489449 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 748.82 avg 416.688 mFlops-per-file 236.028 GF/s 848.97
I0826 17:22:57.517606 364794 net.cpp:655] Test time of data 3.645 ms ( 27.6346 % )
I0826 17:22:57.517643 364794 net.cpp:655] Test time of conv1 9.545 ms ( 72.3654 % )
I0826 17:22:57.517654 364794 caffe.cpp:330] Total forwarding time: 13.19 ms
I0826 17:22:57.530827 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949812 padding-time 0
I0826 17:22:57.530881 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 751.337 avg 415.418 mFlops-per-file 236.028 GF/s 846.126
I0826 17:22:57.559113 364794 net.cpp:655] Test time of data 3.647 ms ( 27.6162 % )
I0826 17:22:57.559155 364794 net.cpp:655] Test time of conv1 9.559 ms ( 72.3838 % )
I0826 17:22:57.559165 364794 caffe.cpp:330] Total forwarding time: 13.206 ms
I0826 17:22:57.572379 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00955486 padding-time 0
I0826 17:22:57.572432 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 757.086 avg 418.006 mFlops-per-file 236.028 GF/s 839.701
I0826 17:22:57.600639 364794 net.cpp:655] Test time of data 3.628 ms ( 27.3977 % )
I0826 17:22:57.600679 364794 net.cpp:655] Test time of conv1 9.614 ms ( 72.6023 % )
I0826 17:22:57.600690 364794 caffe.cpp:330] Total forwarding time: 13.242 ms
I0826 17:22:57.613874 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949693 padding-time 0
I0826 17:22:57.613983 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 746.421 avg 414.199 mFlops-per-file 236.028 GF/s 851.699
I0826 17:22:57.642489 364794 net.cpp:655] Test time of data 3.656 ms ( 27.5488 % )
I0826 17:22:57.642532 364794 net.cpp:655] Test time of conv1 9.615 ms ( 72.4512 % )
I0826 17:22:57.642544 364794 caffe.cpp:330] Total forwarding time: 13.271 ms
I0826 17:22:57.655705 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00948501 padding-time 0
I0826 17:22:57.655759 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 749.226 avg 416.444 mFlops-per-file 236.028 GF/s 848.509
I0826 17:22:57.683912 364794 net.cpp:655] Test time of data 3.649 ms ( 27.6565 % )
I0826 17:22:57.683953 364794 net.cpp:655] Test time of conv1 9.545 ms ( 72.3435 % )
I0826 17:22:57.683962 364794 caffe.cpp:330] Total forwarding time: 13.194 ms
I0826 17:22:57.697171 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00948405 padding-time 0
I0826 17:22:57.697223 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 746.028 avg 415.069 mFlops-per-file 236.028 GF/s 852.147
I0826 17:22:57.725365 364794 net.cpp:655] Test time of data 3.695 ms ( 27.9142 % )
I0826 17:22:57.725404 364794 net.cpp:655] Test time of conv1 9.542 ms ( 72.0858 % )
I0826 17:22:57.725415 364794 caffe.cpp:330] Total forwarding time: 13.237 ms
I0826 17:22:57.738567 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949192 padding-time 0
I0826 17:22:57.738620 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 751.016 avg 416.358 mFlops-per-file 236.028 GF/s 846.487
I0826 17:22:57.767297 364794 net.cpp:655] Test time of data 3.632 ms ( 27.5506 % )
I0826 17:22:57.767371 364794 net.cpp:655] Test time of conv1 9.551 ms ( 72.4494 % )
I0826 17:22:57.767381 364794 caffe.cpp:330] Total forwarding time: 13.183 ms
I0826 17:22:57.780930 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00968695 padding-time 0
I0826 17:22:57.780982 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 794.998 avg 419.104 mFlops-per-file 236.028 GF/s 799.657
I0826 17:22:57.809826 364794 net.cpp:655] Test time of data 3.831 ms ( 28.2148 % )
I0826 17:22:57.809866 364794 net.cpp:655] Test time of conv1 9.747 ms ( 71.7852 % )
I0826 17:22:57.809876 364794 caffe.cpp:330] Total forwarding time: 13.578 ms
I0826 17:22:57.823069 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00952005 padding-time 0
I0826 17:22:57.823122 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 748.847 avg 415.124 mFlops-per-file 236.028 GF/s 848.939
I0826 17:22:57.851263 364794 net.cpp:655] Test time of data 3.645 ms ( 27.5656 % )
I0826 17:22:57.851299 364794 net.cpp:655] Test time of conv1 9.578 ms ( 72.4344 % )
I0826 17:22:57.851308 364794 caffe.cpp:330] Total forwarding time: 13.223 ms
I0826 17:22:57.864498 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00947189 padding-time 0
I0826 17:22:57.864550 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 744.37 avg 415.602 mFlops-per-file 236.028 GF/s 854.046
I0826 17:22:57.892693 364794 net.cpp:655] Test time of data 3.683 ms ( 27.8741 % )
I0826 17:22:57.892733 364794 net.cpp:655] Test time of conv1 9.53 ms ( 72.1259 % )
I0826 17:22:57.892743 364794 caffe.cpp:330] Total forwarding time: 13.213 ms
I0826 17:22:57.905951 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00951886 padding-time 0
I0826 17:22:57.906002 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 752.625 avg 416.113 mFlops-per-file 236.028 GF/s 844.678
I0826 17:22:57.934128 364794 net.cpp:655] Test time of data 3.657 ms ( 27.6208 % )
I0826 17:22:57.934168 364794 net.cpp:655] Test time of conv1 9.583 ms ( 72.3792 % )
I0826 17:22:57.934178 364794 caffe.cpp:330] Total forwarding time: 13.24 ms
I0826 17:22:57.947403 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00952411 padding-time 0
I0826 17:22:57.947456 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 751.291 avg 416.451 mFlops-per-file 236.028 GF/s 846.178
I0826 17:22:57.975605 364794 net.cpp:655] Test time of data 3.669 ms ( 27.6843 % )
I0826 17:22:57.975641 364794 net.cpp:655] Test time of conv1 9.584 ms ( 72.3157 % )
I0826 17:22:57.975708 364794 caffe.cpp:330] Total forwarding time: 13.253 ms
I0826 17:22:57.988955 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00949717 padding-time 0
I0826 17:22:57.989020 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 746.678 avg 415.702 mFlops-per-file 236.028 GF/s 851.405
I0826 17:22:58.017169 364794 net.cpp:655] Test time of data 3.7 ms ( 27.8824 % )
I0826 17:22:58.017207 364794 net.cpp:655] Test time of conv1 9.57 ms ( 72.1176 % )
I0826 17:22:58.017217 364794 caffe.cpp:330] Total forwarding time: 13.27 ms
I0826 17:22:58.030375 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00948191 padding-time 0
I0826 17:22:58.030428 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 743.001 avg 414.876 mFlops-per-file 236.028 GF/s 855.619
I0826 17:22:58.058575 364794 net.cpp:655] Test time of data 3.647 ms ( 27.6539 % )
I0826 17:22:58.058614 364794 net.cpp:655] Test time of conv1 9.541 ms ( 72.3461 % )
I0826 17:22:58.058624 364794 caffe.cpp:330] Total forwarding time: 13.188 ms
I0826 17:22:58.071851 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00951099 padding-time 0
I0826 17:22:58.071903 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 751.514 avg 415.387 mFlops-per-file 236.028 GF/s 845.927
I0826 17:22:58.100001 364794 net.cpp:655] Test time of data 3.691 ms ( 27.8356 % )
I0826 17:22:58.100046 364794 net.cpp:655] Test time of conv1 9.569 ms ( 72.1644 % )
I0826 17:22:58.100056 364794 caffe.cpp:330] Total forwarding time: 13.26 ms
I0826 17:22:58.113258 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00947905 padding-time 0
I0826 17:22:58.113312 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 745.325 avg 415.183 mFlops-per-file 236.028 GF/s 852.951
I0826 17:22:58.141428 364794 net.cpp:655] Test time of data 3.695 ms ( 27.9247 % )
I0826 17:22:58.141469 364794 net.cpp:655] Test time of conv1 9.537 ms ( 72.0753 % )
I0826 17:22:58.141479 364794 caffe.cpp:330] Total forwarding time: 13.232 ms
I0826 17:22:58.154659 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00950599 padding-time 0
I0826 17:22:58.154709 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 753.428 avg 415.788 mFlops-per-file 236.028 GF/s 843.778
I0826 17:22:58.182811 364794 net.cpp:655] Test time of data 3.641 ms ( 27.5708 % )
I0826 17:22:58.182850 364794 net.cpp:655] Test time of conv1 9.565 ms ( 72.4292 % )
I0826 17:22:58.182860 364794 caffe.cpp:330] Total forwarding time: 13.206 ms
I0826 17:22:58.196020 364794 conv_layer.cpp:114] conv1 wall clock-time 0.009516 padding-time 0
I0826 17:22:58.196072 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 749.018 avg 415.867 mFlops-per-file 236.028 GF/s 848.746
I0826 17:22:58.224195 364794 net.cpp:655] Test time of data 3.61 ms ( 27.3796 % )
I0826 17:22:58.224231 364794 net.cpp:655] Test time of conv1 9.575 ms ( 72.6204 % )
I0826 17:22:58.224241 364794 caffe.cpp:330] Total forwarding time: 13.185 ms
I0826 17:22:58.237392 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00946498 padding-time 0
I0826 17:22:58.237444 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 745.481 avg 414.632 mFlops-per-file 236.028 GF/s 852.773
I0826 17:22:58.265622 364794 net.cpp:655] Test time of data 3.656 ms ( 27.7411 % )
I0826 17:22:58.265663 364794 net.cpp:655] Test time of conv1 9.523 ms ( 72.2589 % )
I0826 17:22:58.265673 364794 caffe.cpp:330] Total forwarding time: 13.179 ms
I0826 17:22:58.280547 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00970387 padding-time 0
I0826 17:22:58.280601 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 766.803 avg 417.548 mFlops-per-file 236.028 GF/s 829.06
I0826 17:22:58.308818 364794 net.cpp:655] Test time of data 5.108 ms ( 34.3487 % )
I0826 17:22:58.308858 364794 net.cpp:655] Test time of conv1 9.763 ms ( 65.6513 % )
I0826 17:22:58.308868 364794 caffe.cpp:330] Total forwarding time: 14.871 ms
I0826 17:22:58.322549 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00952101 padding-time 0
I0826 17:22:58.322604 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 748.321 avg 415.996 mFlops-per-file 236.028 GF/s 849.536
I0826 17:22:58.350795 364794 net.cpp:655] Test time of data 4.121 ms ( 29.96 % )
I0826 17:22:58.350837 364794 net.cpp:655] Test time of conv1 9.634 ms ( 70.04 % )
I0826 17:22:58.350847 364794 caffe.cpp:330] Total forwarding time: 13.755 ms
I0826 17:22:58.364291 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00951195 padding-time 0
I0826 17:22:58.364346 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 756.438 avg 416.656 mFlops-per-file 236.028 GF/s 840.42
I0826 17:22:58.392495 364794 net.cpp:655] Test time of data 3.901 ms ( 28.9521 % )
I0826 17:22:58.392534 364794 net.cpp:655] Test time of conv1 9.573 ms ( 71.0479 % )
I0826 17:22:58.392545 364794 caffe.cpp:330] Total forwarding time: 13.474 ms
I0826 17:22:58.405853 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00947094 padding-time 0
I0826 17:22:58.405903 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 747.888 avg 416.602 mFlops-per-file 236.028 GF/s 850.028
I0826 17:22:58.434072 364794 net.cpp:655] Test time of data 3.807 ms ( 28.5489 % )
I0826 17:22:58.434113 364794 net.cpp:655] Test time of conv1 9.528 ms ( 71.4511 % )
I0826 17:22:58.434124 364794 caffe.cpp:330] Total forwarding time: 13.335 ms
I0826 17:22:58.447350 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00948405 padding-time 0
I0826 17:22:58.447402 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 756.927 avg 416.053 mFlops-per-file 236.028 GF/s 839.877
I0826 17:22:58.475601 364794 net.cpp:655] Test time of data 3.712 ms ( 28.0066 % )
I0826 17:22:58.475639 364794 net.cpp:655] Test time of conv1 9.542 ms ( 71.9934 % )
I0826 17:22:58.475651 364794 caffe.cpp:330] Total forwarding time: 13.254 ms
I0826 17:22:58.488797 364794 conv_layer.cpp:114] conv1 wall clock-time 0.00947404 padding-time 0
I0826 17:22:58.488852 364794 conv_layer.cpp:124] conv1 K-cycles-per-file max 749.681 avg 415.028 mFlops-per-file 236.028 GF/s 847.995
I0826 17:22:58.516995 364794 net.cpp:655] Test time of data 3.645 ms ( 27.6597 % )
I0826 17:22:58.517038 364794 net.cpp:655] Test time of conv1 9.533 ms ( 72.3403 % )
I0826 17:22:58.517050 364794 caffe.cpp:330] Total forwarding time: 13.178 ms
I0826 17:22:58.517058 364794 caffe.cpp:333] Loss: 0
I0826 17:23:03.935611 364794 caffe.cpp:350] Total-images-processed: 800
I0826 17:23:03.935645 364794 caffe.cpp:353] conv1 K-cycles-per-file 770.74 mFlops-per-file 236.028 GF/s 824.825
freq = 2.69343e+09
SkimCaffe's performance when sparsity is 0.98 (98% of the weights are non-zeros)
I0826 17:21:24.016013 364703 caffe.cpp:295] Use CPU.
I0826 17:21:24.025918 364703 cpu_info.cpp:452] Processor speed [MHz]: 2700
I0826 17:21:24.025944 364703 cpu_info.cpp:455] Total number of sockets: 2
I0826 17:21:24.025951 364703 cpu_info.cpp:458] Total number of CPU cores: 56
I0826 17:21:24.025955 364703 cpu_info.cpp:461] Total number of processors: 112
I0826 17:21:24.025961 364703 cpu_info.cpp:464] GPU is used: no
I0826 17:21:24.025965 364703 cpu_info.cpp:467] OpenMP environmental variables are specified: yes
I0826 17:21:24.025970 364703 cpu_info.cpp:470] OpenMP thread bind allowed: no
I0826 17:21:24.025974 364703 cpu_info.cpp:473] Number of OpenMP threads: 28
I0826 17:21:24.031673 364703 net.cpp:78] Initializing net from parameters:
name: "ResNet-50"
state {
phase: TEST
level: 0
stage: ""
}
layer {
name: "data"
type: "Data"
top: "data"
include {
phase: TEST
}
transform_param {
mirror: false
crop_size: 224
mean_value: 104
mean_value: 117
mean_value: 123
}
data_param {
source: "/nfs_home/yushansu/SkimCaffe/examples/imagenet/ilsvrc12_val_lmdb"
batch_size: 16
backend: LMDB
}
}
layer {
name: "conv1"
type: "Convolution"
bottom: "data"
top: "conv1"
convolution_param {
num_output: 64
pad: 3
kernel_size: 7
stride: 2
}
}
I0826 17:21:24.032078 364703 layer_factory.hpp:77] Creating layer data
I0826 17:21:24.032537 364703 net.cpp:120] Creating Layer data
I0826 17:21:24.032557 364703 net.cpp:428] data -> data
I0826 17:21:24.036964 364706 db_lmdb.cpp:37] Opened lmdb /nfs_home/yushansu/SkimCaffe/examples/imagenet/ilsvrc12_val_lmdb
I0826 17:21:24.036985 364706 db_lmdb.cpp:40] Map size is 10038173696
I0826 17:21:24.037729 364703 data_layer.cpp:41] output data size: 16,3,224,224
I0826 17:21:24.056303 364703 net.cpp:170] Setting up data
I0826 17:21:24.056329 364703 net.cpp:177] Top shape: 16 3 224 224 (2408448)
I0826 17:21:24.056367 364703 net.cpp:185] Memory required for data: 9633792
I0826 17:21:24.056383 364703 layer_factory.hpp:77] Creating layer conv1
I0826 17:21:24.056428 364703 net.cpp:120] Creating Layer conv1
I0826 17:21:24.056439 364703 net.cpp:454] conv1 <- data
I0826 17:21:24.056453 364703 net.cpp:428] conv1 -> conv1
I0826 17:21:24.118024 364703 net.cpp:170] Setting up conv1
I0826 17:21:24.118062 364703 net.cpp:177] Top shape: 16 64 112 112 (12845056)
I0826 17:21:24.118078 364703 net.cpp:185] Memory required for data: 61014016
I0826 17:21:24.118151 364703 net.cpp:248] conv1 does not need backward computation.
I0826 17:21:24.118163 364703 net.cpp:248] data does not need backward computation.
I0826 17:21:24.118168 364703 net.cpp:290] This network produces output conv1
I0826 17:21:24.118187 364703 net.cpp:303] Network initialization done.
I0826 17:21:24.123944 364703 base_conv_layer.cpp:66] layer conv1 has sparsity of 0.980017
I0826 17:21:24.124778 364703 base_conv_layer.cpp:368] ConvolutionParameter ConvMode: DEFAULT
I0826 17:21:24.124826 364703 caffe.cpp:301] Running for 50 iterations.
I0826 17:21:24.187851 364703 conv_layer.cpp:114] conv1 wall clock-time 0.0539792 padding-time 0
I0826 17:21:24.187922 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 2215.64 avg 1168.17 mFlops-per-file 236.028 GF/s 286.929
I0826 17:21:24.346465 364703 net.cpp:655] Test time of data 8.981 ms ( 14.2402 % )
I0826 17:21:24.346521 364703 net.cpp:655] Test time of conv1 54.087 ms ( 85.7598 % )
I0826 17:21:24.346534 364703 caffe.cpp:330] Total forwarding time: 63.068 ms
I0826 17:21:24.360201 364703 conv_layer.cpp:114] conv1 wall clock-time 0.0100288 padding-time 0
I0826 17:21:24.360257 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 787.023 avg 437.865 mFlops-per-file 236.028 GF/s 807.767
I0826 17:21:24.386021 364703 net.cpp:655] Test time of data 3.581 ms ( 26.1884 % )
I0826 17:21:24.386059 364703 net.cpp:655] Test time of conv1 10.093 ms ( 73.8116 % )
I0826 17:21:24.386071 364703 caffe.cpp:330] Total forwarding time: 13.674 ms
I0826 17:21:24.399328 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00955606 padding-time 0
I0826 17:21:24.399381 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 753.909 avg 421.358 mFlops-per-file 236.028 GF/s 843.246
I0826 17:21:24.425209 364703 net.cpp:655] Test time of data 3.667 ms ( 27.4846 % )
I0826 17:21:24.425248 364703 net.cpp:655] Test time of conv1 9.675 ms ( 72.5154 % )
I0826 17:21:24.425259 364703 caffe.cpp:330] Total forwarding time: 13.342 ms
I0826 17:21:24.438416 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00950718 padding-time 0
I0826 17:21:24.438468 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 755.653 avg 417.648 mFlops-per-file 236.028 GF/s 841.3
I0826 17:21:24.464257 364703 net.cpp:655] Test time of data 3.618 ms ( 27.4403 % )
I0826 17:21:24.464298 364703 net.cpp:655] Test time of conv1 9.567 ms ( 72.5597 % )
I0826 17:21:24.464308 364703 caffe.cpp:330] Total forwarding time: 13.185 ms
I0826 17:21:24.477512 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00950289 padding-time 0
I0826 17:21:24.477566 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 750.251 avg 418.335 mFlops-per-file 236.028 GF/s 847.358
I0826 17:21:24.503337 364703 net.cpp:655] Test time of data 3.661 ms ( 27.6803 % )
I0826 17:21:24.503377 364703 net.cpp:655] Test time of conv1 9.565 ms ( 72.3197 % )
I0826 17:21:24.503388 364703 caffe.cpp:330] Total forwarding time: 13.226 ms
I0826 17:21:24.516638 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952411 padding-time 0
I0826 17:21:24.516690 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 763.149 avg 418.463 mFlops-per-file 236.028 GF/s 833.037
I0826 17:21:24.542450 364703 net.cpp:655] Test time of data 3.695 ms ( 27.8217 % )
I0826 17:21:24.542490 364703 net.cpp:655] Test time of conv1 9.586 ms ( 72.1783 % )
I0826 17:21:24.542500 364703 caffe.cpp:330] Total forwarding time: 13.281 ms
I0826 17:21:24.555783 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00948811 padding-time 0
I0826 17:21:24.555836 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 755.145 avg 417.626 mFlops-per-file 236.028 GF/s 841.866
I0826 17:21:24.581579 364703 net.cpp:655] Test time of data 3.764 ms ( 28.2731 % )
I0826 17:21:24.581619 364703 net.cpp:655] Test time of conv1 9.549 ms ( 71.7269 % )
I0826 17:21:24.581629 364703 caffe.cpp:330] Total forwarding time: 13.313 ms
I0826 17:21:24.594795 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00949097 padding-time 0
I0826 17:21:24.594848 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 751.11 avg 416.833 mFlops-per-file 236.028 GF/s 846.389
I0826 17:21:24.621042 364703 net.cpp:655] Test time of data 3.645 ms ( 27.6241 % )
I0826 17:21:24.621084 364703 net.cpp:655] Test time of conv1 9.55 ms ( 72.3759 % )
I0826 17:21:24.621094 364703 caffe.cpp:330] Total forwarding time: 13.195 ms
I0826 17:21:24.634346 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00953102 padding-time 0
I0826 17:21:24.634399 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 767.299 avg 418.09 mFlops-per-file 236.028 GF/s 828.531
I0826 17:21:24.660146 364703 net.cpp:655] Test time of data 3.688 ms ( 27.7711 % )
I0826 17:21:24.660187 364703 net.cpp:655] Test time of conv1 9.592 ms ( 72.2289 % )
I0826 17:21:24.660197 364703 caffe.cpp:330] Total forwarding time: 13.28 ms
I0826 17:21:24.673354 364703 conv_layer.cpp:114] conv1 wall clock-time 0.0095129 padding-time 0
I0826 17:21:24.673408 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 762.574 avg 417.988 mFlops-per-file 236.028 GF/s 833.665
I0826 17:21:24.699149 364703 net.cpp:655] Test time of data 3.615 ms ( 27.4092 % )
I0826 17:21:24.699188 364703 net.cpp:655] Test time of conv1 9.574 ms ( 72.5908 % )
I0826 17:21:24.699200 364703 caffe.cpp:330] Total forwarding time: 13.189 ms
I0826 17:21:24.712431 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00955796 padding-time 0
I0826 17:21:24.712483 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 769.183 avg 419.551 mFlops-per-file 236.028 GF/s 826.502
I0826 17:21:24.738225 364703 net.cpp:655] Test time of data 3.641 ms ( 27.4585 % )
I0826 17:21:24.738262 364703 net.cpp:655] Test time of conv1 9.619 ms ( 72.5415 % )
I0826 17:21:24.738273 364703 caffe.cpp:330] Total forwarding time: 13.26 ms
I0826 17:21:24.751473 364703 conv_layer.cpp:114] conv1 wall clock-time 0.0095129 padding-time 0
I0826 17:21:24.751528 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 757.762 avg 417.623 mFlops-per-file 236.028 GF/s 838.959
I0826 17:21:24.777281 364703 net.cpp:655] Test time of data 3.605 ms ( 27.3562 % )
I0826 17:21:24.777320 364703 net.cpp:655] Test time of conv1 9.573 ms ( 72.6438 % )
I0826 17:21:24.777331 364703 caffe.cpp:330] Total forwarding time: 13.178 ms
I0826 17:21:24.790571 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952601 padding-time 0
I0826 17:21:24.790621 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 754.903 avg 417.191 mFlops-per-file 236.028 GF/s 842.136
I0826 17:21:24.816355 364703 net.cpp:655] Test time of data 3.681 ms ( 27.7476 % )
I0826 17:21:24.816395 364703 net.cpp:655] Test time of conv1 9.585 ms ( 72.2524 % )
I0826 17:21:24.816406 364703 caffe.cpp:330] Total forwarding time: 13.266 ms
I0826 17:21:24.829635 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00953698 padding-time 0
I0826 17:21:24.829684 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 758.837 avg 419.158 mFlops-per-file 236.028 GF/s 837.77
I0826 17:21:24.855408 364703 net.cpp:655] Test time of data 3.661 ms ( 27.6219 % )
I0826 17:21:24.855444 364703 net.cpp:655] Test time of conv1 9.593 ms ( 72.3781 % )
I0826 17:21:24.855456 364703 caffe.cpp:330] Total forwarding time: 13.254 ms
I0826 17:21:24.868613 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952196 padding-time 0
I0826 17:21:24.868665 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 759.614 avg 417.941 mFlops-per-file 236.028 GF/s 836.913
I0826 17:21:24.894402 364703 net.cpp:655] Test time of data 3.605 ms ( 27.3396 % )
I0826 17:21:24.894441 364703 net.cpp:655] Test time of conv1 9.581 ms ( 72.6604 % )
I0826 17:21:24.894452 364703 caffe.cpp:330] Total forwarding time: 13.186 ms
I0826 17:21:24.907644 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00948906 padding-time 0
I0826 17:21:24.907694 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 754.783 avg 416.915 mFlops-per-file 236.028 GF/s 842.27
I0826 17:21:24.933410 364703 net.cpp:655] Test time of data 3.673 ms ( 27.7879 % )
I0826 17:21:24.933451 364703 net.cpp:655] Test time of conv1 9.545 ms ( 72.2121 % )
I0826 17:21:24.933461 364703 caffe.cpp:330] Total forwarding time: 13.218 ms
I0826 17:21:24.946650 364703 conv_layer.cpp:114] conv1 wall clock-time 0.0095098 padding-time 0
I0826 17:21:24.946700 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 757.153 avg 417.732 mFlops-per-file 236.028 GF/s 839.633
I0826 17:21:24.972506 364703 net.cpp:655] Test time of data 3.644 ms ( 27.5789 % )
I0826 17:21:24.972549 364703 net.cpp:655] Test time of conv1 9.569 ms ( 72.4211 % )
I0826 17:21:24.972560 364703 caffe.cpp:330] Total forwarding time: 13.213 ms
I0826 17:21:24.985885 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00955892 padding-time 0
I0826 17:21:24.985939 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 765.506 avg 417.976 mFlops-per-file 236.028 GF/s 830.472
I0826 17:21:25.011703 364703 net.cpp:655] Test time of data 3.732 ms ( 27.9467 % )
I0826 17:21:25.011742 364703 net.cpp:655] Test time of conv1 9.622 ms ( 72.0533 % )
I0826 17:21:25.011754 364703 caffe.cpp:330] Total forwarding time: 13.354 ms
I0826 17:21:25.024919 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00949717 padding-time 0
I0826 17:21:25.024972 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 753.098 avg 416.911 mFlops-per-file 236.028 GF/s 844.154
I0826 17:21:25.053516 364703 net.cpp:655] Test time of data 3.639 ms ( 27.5786 % )
I0826 17:21:25.053897 364703 net.cpp:655] Test time of conv1 9.556 ms ( 72.4214 % )
I0826 17:21:25.053939 364703 caffe.cpp:330] Total forwarding time: 13.195 ms
I0826 17:21:25.069224 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00973082 padding-time 0
I0826 17:21:25.069278 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 786.113 avg 428.405 mFlops-per-file 236.028 GF/s 808.703
I0826 17:21:25.094991 364703 net.cpp:655] Test time of data 5.227 ms ( 34.8072 % )
I0826 17:21:25.095077 364703 net.cpp:655] Test time of conv1 9.79 ms ( 65.1928 % )
I0826 17:21:25.095088 364703 caffe.cpp:330] Total forwarding time: 15.017 ms
I0826 17:21:25.108749 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00953794 padding-time 0
I0826 17:21:25.108801 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 769.342 avg 418.624 mFlops-per-file 236.028 GF/s 826.331
I0826 17:21:25.134546 364703 net.cpp:655] Test time of data 4.09 ms ( 29.8867 % )
I0826 17:21:25.134583 364703 net.cpp:655] Test time of conv1 9.595 ms ( 70.1133 % )
I0826 17:21:25.134593 364703 caffe.cpp:330] Total forwarding time: 13.685 ms
I0826 17:21:25.148247 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00951314 padding-time 0
I0826 17:21:25.148299 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 758.723 avg 416.233 mFlops-per-file 236.028 GF/s 837.896
I0826 17:21:25.174031 364703 net.cpp:655] Test time of data 4.109 ms ( 30.0344 % )
I0826 17:21:25.174072 364703 net.cpp:655] Test time of conv1 9.572 ms ( 69.9656 % )
I0826 17:21:25.174082 364703 caffe.cpp:330] Total forwarding time: 13.681 ms
I0826 17:21:25.187445 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952506 padding-time 0
I0826 17:21:25.187495 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 761.121 avg 417.872 mFlops-per-file 236.028 GF/s 835.257
I0826 17:21:25.213222 364703 net.cpp:655] Test time of data 3.808 ms ( 28.4391 % )
I0826 17:21:25.213259 364703 net.cpp:655] Test time of conv1 9.582 ms ( 71.5609 % )
I0826 17:21:25.213270 364703 caffe.cpp:330] Total forwarding time: 13.39 ms
I0826 17:21:25.226568 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00955701 padding-time 0
I0826 17:21:25.226619 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 767.155 avg 417.951 mFlops-per-file 236.028 GF/s 828.687
I0826 17:21:25.252369 364703 net.cpp:655] Test time of data 3.704 ms ( 27.8057 % )
I0826 17:21:25.252408 364703 net.cpp:655] Test time of conv1 9.617 ms ( 72.1943 % )
I0826 17:21:25.252419 364703 caffe.cpp:330] Total forwarding time: 13.321 ms
I0826 17:21:25.265674 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00956392 padding-time 0
I0826 17:21:25.265722 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 763.967 avg 418.047 mFlops-per-file 236.028 GF/s 832.145
I0826 17:21:25.291438 364703 net.cpp:655] Test time of data 3.662 ms ( 27.5691 % )
I0826 17:21:25.291476 364703 net.cpp:655] Test time of conv1 9.621 ms ( 72.4309 % )
I0826 17:21:25.291487 364703 caffe.cpp:330] Total forwarding time: 13.283 ms
I0826 17:21:25.304739 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952601 padding-time 0
I0826 17:21:25.304790 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 759.732 avg 418.309 mFlops-per-file 236.028 GF/s 836.783
I0826 17:21:25.330540 364703 net.cpp:655] Test time of data 3.696 ms ( 27.8313 % )
I0826 17:21:25.330577 364703 net.cpp:655] Test time of conv1 9.584 ms ( 72.1687 % )
I0826 17:21:25.330588 364703 caffe.cpp:330] Total forwarding time: 13.28 ms
I0826 17:21:25.343804 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00954795 padding-time 0
I0826 17:21:25.343856 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 761.824 avg 417.534 mFlops-per-file 236.028 GF/s 834.486
I0826 17:21:25.369642 364703 net.cpp:655] Test time of data 3.64 ms ( 27.4779 % )
I0826 17:21:25.369681 364703 net.cpp:655] Test time of conv1 9.607 ms ( 72.5221 % )
I0826 17:21:25.369691 364703 caffe.cpp:330] Total forwarding time: 13.247 ms
I0826 17:21:25.382923 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952792 padding-time 0
I0826 17:21:25.382973 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 766.422 avg 417.104 mFlops-per-file 236.028 GF/s 829.48
I0826 17:21:25.408733 364703 net.cpp:655] Test time of data 3.672 ms ( 27.6965 % )
I0826 17:21:25.408772 364703 net.cpp:655] Test time of conv1 9.586 ms ( 72.3035 % )
I0826 17:21:25.408783 364703 caffe.cpp:330] Total forwarding time: 13.258 ms
I0826 17:21:25.422034 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00951815 padding-time 0
I0826 17:21:25.422130 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 754.746 avg 417.629 mFlops-per-file 236.028 GF/s 842.312
I0826 17:21:25.447921 364703 net.cpp:655] Test time of data 3.703 ms ( 27.792 % )
I0826 17:21:25.447960 364703 net.cpp:655] Test time of conv1 9.621 ms ( 72.208 % )
I0826 17:21:25.447970 364703 caffe.cpp:330] Total forwarding time: 13.324 ms
I0826 17:21:25.461280 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00956702 padding-time 0
I0826 17:21:25.461331 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 767.794 avg 418.775 mFlops-per-file 236.028 GF/s 827.998
I0826 17:21:25.487082 364703 net.cpp:655] Test time of data 3.713 ms ( 27.8357 % )
I0826 17:21:25.487114 364703 net.cpp:655] Test time of conv1 9.626 ms ( 72.1643 % )
I0826 17:21:25.487125 364703 caffe.cpp:330] Total forwarding time: 13.339 ms
I0826 17:21:25.500321 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00950098 padding-time 0
I0826 17:21:25.500372 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 758.904 avg 417.709 mFlops-per-file 236.028 GF/s 837.696
I0826 17:21:25.526160 364703 net.cpp:655] Test time of data 3.665 ms ( 27.7127 % )
I0826 17:21:25.526199 364703 net.cpp:655] Test time of conv1 9.56 ms ( 72.2873 % )
I0826 17:21:25.526209 364703 caffe.cpp:330] Total forwarding time: 13.225 ms
I0826 17:21:25.539425 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00955105 padding-time 0
I0826 17:21:25.539475 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 774.611 avg 419.359 mFlops-per-file 236.028 GF/s 820.71
I0826 17:21:25.565276 364703 net.cpp:655] Test time of data 3.635 ms ( 27.4505 % )
I0826 17:21:25.565315 364703 net.cpp:655] Test time of conv1 9.607 ms ( 72.5495 % )
I0826 17:21:25.565325 364703 caffe.cpp:330] Total forwarding time: 13.242 ms
I0826 17:21:25.578552 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952601 padding-time 0
I0826 17:21:25.578601 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 757.121 avg 416.834 mFlops-per-file 236.028 GF/s 839.67
I0826 17:21:25.604383 364703 net.cpp:655] Test time of data 3.658 ms ( 27.6284 % )
I0826 17:21:25.604423 364703 net.cpp:655] Test time of conv1 9.582 ms ( 72.3716 % )
I0826 17:21:25.604432 364703 caffe.cpp:330] Total forwarding time: 13.24 ms
I0826 17:21:25.617971 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00987601 padding-time 0
I0826 17:21:25.618041 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 871.395 avg 425.229 mFlops-per-file 236.028 GF/s 729.556
I0826 17:21:25.644495 364703 net.cpp:655] Test time of data 3.635 ms ( 26.7555 % )
I0826 17:21:25.644534 364703 net.cpp:655] Test time of conv1 9.951 ms ( 73.2445 % )
I0826 17:21:25.644546 364703 caffe.cpp:330] Total forwarding time: 13.586 ms
I0826 17:21:25.658023 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00961494 padding-time 0
I0826 17:21:25.658082 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 777.987 avg 419.123 mFlops-per-file 236.028 GF/s 817.149
I0826 17:21:25.683818 364703 net.cpp:655] Test time of data 3.832 ms ( 28.36 % )
I0826 17:21:25.683858 364703 net.cpp:655] Test time of conv1 9.68 ms ( 71.64 % )
I0826 17:21:25.683868 364703 caffe.cpp:330] Total forwarding time: 13.512 ms
I0826 17:21:25.697114 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00951004 padding-time 0
I0826 17:21:25.697170 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 764.22 avg 416.777 mFlops-per-file 236.028 GF/s 831.87
I0826 17:21:25.722898 364703 net.cpp:655] Test time of data 3.708 ms ( 27.9259 % )
I0826 17:21:25.722936 364703 net.cpp:655] Test time of conv1 9.57 ms ( 72.0741 % )
I0826 17:21:25.722946 364703 caffe.cpp:330] Total forwarding time: 13.278 ms
I0826 17:21:25.736188 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00954604 padding-time 0
I0826 17:21:25.736239 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 759.753 avg 418.272 mFlops-per-file 236.028 GF/s 836.761
I0826 17:21:25.761998 364703 net.cpp:655] Test time of data 3.666 ms ( 27.6241 % )
I0826 17:21:25.762043 364703 net.cpp:655] Test time of conv1 9.605 ms ( 72.3759 % )
I0826 17:21:25.762109 364703 caffe.cpp:330] Total forwarding time: 13.271 ms
I0826 17:21:25.775310 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00953889 padding-time 0
I0826 17:21:25.775362 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 765.586 avg 418.959 mFlops-per-file 236.028 GF/s 830.385
I0826 17:21:25.801112 364703 net.cpp:655] Test time of data 3.619 ms ( 27.3814 % )
I0826 17:21:25.801151 364703 net.cpp:655] Test time of conv1 9.598 ms ( 72.6186 % )
I0826 17:21:25.801162 364703 caffe.cpp:330] Total forwarding time: 13.217 ms
I0826 17:21:25.814337 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00951695 padding-time 0
I0826 17:21:25.814389 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 765.408 avg 417.243 mFlops-per-file 236.028 GF/s 830.578
I0826 17:21:25.840119 364703 net.cpp:655] Test time of data 3.63 ms ( 27.4896 % )
I0826 17:21:25.840158 364703 net.cpp:655] Test time of conv1 9.575 ms ( 72.5104 % )
I0826 17:21:25.840168 364703 caffe.cpp:330] Total forwarding time: 13.205 ms
I0826 17:21:25.853355 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00954795 padding-time 0
I0826 17:21:25.853406 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 764.605 avg 418.635 mFlops-per-file 236.028 GF/s 831.451
I0826 17:21:25.879135 364703 net.cpp:655] Test time of data 3.611 ms ( 27.3209 % )
I0826 17:21:25.879174 364703 net.cpp:655] Test time of conv1 9.606 ms ( 72.6791 % )
I0826 17:21:25.879184 364703 caffe.cpp:330] Total forwarding time: 13.217 ms
I0826 17:21:25.892402 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00953102 padding-time 0
I0826 17:21:25.892454 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 766.902 avg 418.409 mFlops-per-file 236.028 GF/s 828.96
I0826 17:21:25.918195 364703 net.cpp:655] Test time of data 3.658 ms ( 27.6159 % )
I0826 17:21:25.918234 364703 net.cpp:655] Test time of conv1 9.588 ms ( 72.3841 % )
I0826 17:21:25.918246 364703 caffe.cpp:330] Total forwarding time: 13.246 ms
I0826 17:21:25.931411 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952697 padding-time 0
I0826 17:21:25.931463 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 763.955 avg 417.207 mFlops-per-file 236.028 GF/s 832.158
I0826 17:21:25.957213 364703 net.cpp:655] Test time of data 3.608 ms ( 27.3458 % )
I0826 17:21:25.957252 364703 net.cpp:655] Test time of conv1 9.586 ms ( 72.6542 % )
I0826 17:21:25.957263 364703 caffe.cpp:330] Total forwarding time: 13.194 ms
I0826 17:21:25.970428 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00952005 padding-time 0
I0826 17:21:25.970477 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 763.133 avg 416.389 mFlops-per-file 236.028 GF/s 833.054
I0826 17:21:25.996209 364703 net.cpp:655] Test time of data 3.615 ms ( 27.405 % )
I0826 17:21:25.996248 364703 net.cpp:655] Test time of conv1 9.576 ms ( 72.595 % )
I0826 17:21:25.996259 364703 caffe.cpp:330] Total forwarding time: 13.191 ms
I0826 17:21:26.009418 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00950885 padding-time 0
I0826 17:21:26.009469 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 763.697 avg 418.914 mFlops-per-file 236.028 GF/s 832.439
I0826 17:21:26.035225 364703 net.cpp:655] Test time of data 3.618 ms ( 27.4424 % )
I0826 17:21:26.035264 364703 net.cpp:655] Test time of conv1 9.566 ms ( 72.5576 % )
I0826 17:21:26.035275 364703 caffe.cpp:330] Total forwarding time: 13.184 ms
I0826 17:21:26.048460 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00954199 padding-time 0
I0826 17:21:26.048512 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 773.112 avg 419.84 mFlops-per-file 236.028 GF/s 822.301
I0826 17:21:26.074259 364703 net.cpp:655] Test time of data 3.612 ms ( 27.3367 % )
I0826 17:21:26.074298 364703 net.cpp:655] Test time of conv1 9.601 ms ( 72.6633 % )
I0826 17:21:26.074311 364703 caffe.cpp:330] Total forwarding time: 13.213 ms
I0826 17:21:26.087534 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00954318 padding-time 0
I0826 17:21:26.087584 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 764.52 avg 418.444 mFlops-per-file 236.028 GF/s 831.543
I0826 17:21:26.113420 364703 net.cpp:655] Test time of data 3.648 ms ( 27.4286 % )
I0826 17:21:26.113461 364703 net.cpp:655] Test time of conv1 9.652 ms ( 72.5714 % )
I0826 17:21:26.113471 364703 caffe.cpp:330] Total forwarding time: 13.3 ms
I0826 17:21:26.126662 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00953794 padding-time 0
I0826 17:21:26.126711 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 765.613 avg 419.525 mFlops-per-file 236.028 GF/s 830.356
I0826 17:21:26.152494 364703 net.cpp:655] Test time of data 3.619 ms ( 27.3855 % )
I0826 17:21:26.152532 364703 net.cpp:655] Test time of conv1 9.596 ms ( 72.6145 % )
I0826 17:21:26.152542 364703 caffe.cpp:330] Total forwarding time: 13.215 ms
I0826 17:21:26.165742 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00953102 padding-time 0
I0826 17:21:26.165794 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 759.865 avg 417.329 mFlops-per-file 236.028 GF/s 836.637
I0826 17:21:26.191534 364703 net.cpp:655] Test time of data 3.64 ms ( 27.5153 % )
I0826 17:21:26.191576 364703 net.cpp:655] Test time of conv1 9.589 ms ( 72.4847 % )
I0826 17:21:26.191587 364703 caffe.cpp:330] Total forwarding time: 13.229 ms
I0826 17:21:26.204808 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00954795 padding-time 0
I0826 17:21:26.204859 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 768.451 avg 417.844 mFlops-per-file 236.028 GF/s 827.289
I0826 17:21:26.230626 364703 net.cpp:655] Test time of data 3.644 ms ( 27.5019 % )
I0826 17:21:26.230666 364703 net.cpp:655] Test time of conv1 9.606 ms ( 72.4981 % )
I0826 17:21:26.230676 364703 caffe.cpp:330] Total forwarding time: 13.25 ms
I0826 17:21:26.243921 364703 conv_layer.cpp:114] conv1 wall clock-time 0.00960302 padding-time 0
I0826 17:21:26.243973 364703 conv_layer.cpp:124] conv1 K-cycles-per-file max 778.147 avg 419.387 mFlops-per-file 236.028 GF/s 816.981
I0826 17:21:26.269690 364703 net.cpp:655] Test time of data 3.613 ms ( 27.2186 % )
I0826 17:21:26.269729 364703 net.cpp:655] Test time of conv1 9.661 ms ( 72.7814 % )
I0826 17:21:26.269739 364703 caffe.cpp:330] Total forwarding time: 13.274 ms
I0826 17:21:26.269748 364703 caffe.cpp:333] Loss: 0
I0826 17:21:31.687211 364703 caffe.cpp:350] Total-images-processed: 800
I0826 17:21:31.687244 364703 caffe.cpp:353] conv1 K-cycles-per-file 794.73 mFlops-per-file 236.028 GF/s 799.933
freq = 2.69346e+09
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