rzzn
/
Face
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity
Face/model/log

7095 lines
430 KiB
Plaintext
Raw Permalink Normal View History

first
2024-07-29 11:24:25 +08:00
gpu num: 4
num_layers 50
image_size [112, 112]
num_classes 85742
Called with argument: Namespace(batch_size=512, beta=1000.0, beta_freeze=0, beta_min=5.0, center_alpha=0.5, center_scale=0.003, ckpt=1, coco_scale=8.679543201625835, ctx_num=4, data_dir='/cache/jiaguo/faces_ms1mr_112x112', easy_margin=0, emb_size=512, end_epoch=100000, gamma=0.12, image_channel=3, image_h=112, image_w=112, images_per_identity=0, incay=0.0, loss_type=4, lr=0.1, lr_steps='50000,80000,100000', margin=4, margin_m=0.5, margin_s=64.0, margin_verbose=2000, max_steps=0, mom=0.9, network='r50', num_classes=85742, num_layers=50, patch='0_0_96_112_0', per_batch_size=128, power=1.0, prefix='../model-r50-am-lfw/model', pretrained='', rand_mirror=1, rescale_threshold=0, retrain=False, scale=0.9993, target='cfp_ff,cfp_fp,agedb_30,lfw', triplet_alpha=0.3, triplet_bag_size=3600, triplet_max_ap=0.0, use_deformable=0, use_val=False, verbose=2000, version_input=1, version_output='E', version_se=0, version_unit=3, wd=0.0005)
init resnet 50
0 1 E 3
INFO:root:loading recordio /cache/jiaguo/faces_ms1mr_112x112/train.rec...
header0 label [ 3850179. 3935921.]
id2range 85742
rand_mirror 1
[11:19:40] src/engine/engine.cc:54: MXNet start using engine: ThreadedEnginePerDevice
loading bin 1000
loading bin 2000
loading bin 3000
loading bin 4000
loading bin 5000
loading bin 6000
loading bin 7000
loading bin 8000
loading bin 9000
loading bin 10000
loading bin 11000
loading bin 12000
loading bin 13000
loading bin 14000
(14000L, 3L, 112L, 112L)
ver cfp_ff
loading bin 1000
loading bin 2000
loading bin 3000
loading bin 4000
loading bin 5000
loading bin 6000
loading bin 7000
loading bin 8000
loading bin 9000
loading bin 10000
loading bin 11000
loading bin 12000
loading bin 13000
loading bin 14000
(14000L, 3L, 112L, 112L)
ver cfp_fp
loading bin 1000
loading bin 2000
loading bin 3000
loading bin 4000
loading bin 5000
loading bin 6000
loading bin 7000
loading bin 8000
loading bin 9000
loading bin 10000
loading bin 11000
loading bin 12000
(12000L, 3L, 112L, 112L)
ver agedb_30
loading bin 1000
loading bin 2000
loading bin 3000
loading bin 4000
loading bin 5000
loading bin 6000
loading bin 7000
loading bin 8000
loading bin 9000
loading bin 10000
loading bin 11000
loading bin 12000
(12000L, 3L, 112L, 112L)
ver lfw
lr_steps [50000, 80000, 100000]
/root/codebase/mxnet/python/mxnet/module/base_module.py:466: UserWarning: Optimizer created manually outside Module but rescale_grad is not normalized to 1.0/batch_size/num_workers (0.25 vs. 0.001953125). Is this intended?
optimizer_params=optimizer_params)
call reset()
[1][MARGIN]0.000434,-0.478536
INFO:root:Epoch[0] Batch [20] Speed: 644.79 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [40] Speed: 634.07 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [60] Speed: 649.95 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [80] Speed: 649.72 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [100] Speed: 650.81 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [120] Speed: 649.96 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [140] Speed: 651.57 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [160] Speed: 650.47 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [180] Speed: 650.82 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [200] Speed: 651.51 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [220] Speed: 652.71 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [240] Speed: 653.87 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [260] Speed: 654.40 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [280] Speed: 640.71 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [300] Speed: 653.38 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [320] Speed: 655.12 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [340] Speed: 652.97 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [360] Speed: 655.28 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [380] Speed: 656.21 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [400] Speed: 656.65 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [420] Speed: 656.34 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [440] Speed: 656.27 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [460] Speed: 657.00 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [480] Speed: 658.23 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [500] Speed: 656.69 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [520] Speed: 655.78 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [540] Speed: 659.12 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [560] Speed: 658.79 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [580] Speed: 658.13 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [600] Speed: 657.53 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [620] Speed: 660.71 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [640] Speed: 663.04 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [660] Speed: 662.37 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [680] Speed: 662.88 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [700] Speed: 659.24 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [720] Speed: 663.00 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [740] Speed: 648.51 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [760] Speed: 664.60 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [780] Speed: 665.42 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [800] Speed: 665.97 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [820] Speed: 668.72 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [840] Speed: 667.42 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [860] Speed: 666.18 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [880] Speed: 666.68 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [900] Speed: 666.40 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [920] Speed: 667.43 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [940] Speed: 669.26 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [960] Speed: 670.06 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [980] Speed: 668.92 samples/sec acc=0.000000
lr-batch-epoch: 0.1 999 0
INFO:root:Epoch[0] Batch [1000] Speed: 669.35 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1020] Speed: 669.08 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1040] Speed: 669.27 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1060] Speed: 671.89 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1080] Speed: 668.86 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1100] Speed: 670.39 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1120] Speed: 670.10 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1140] Speed: 671.93 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1160] Speed: 671.13 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1180] Speed: 670.72 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1200] Speed: 669.89 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1220] Speed: 672.17 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1240] Speed: 669.87 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1260] Speed: 673.92 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1280] Speed: 671.42 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1300] Speed: 669.78 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1320] Speed: 659.88 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1340] Speed: 671.13 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1360] Speed: 673.34 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1380] Speed: 670.05 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1400] Speed: 669.00 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1420] Speed: 672.09 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1440] Speed: 670.99 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1460] Speed: 671.36 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1480] Speed: 670.33 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1500] Speed: 670.73 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1520] Speed: 670.46 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1540] Speed: 672.16 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1560] Speed: 674.16 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1580] Speed: 672.88 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1600] Speed: 672.23 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1620] Speed: 673.29 samples/sec acc=0.000098
INFO:root:Epoch[0] Batch [1640] Speed: 673.69 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1660] Speed: 673.66 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1680] Speed: 674.84 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1700] Speed: 674.14 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1720] Speed: 673.76 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1740] Speed: 674.11 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1760] Speed: 672.24 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1780] Speed: 673.66 samples/sec acc=0.000195
INFO:root:Epoch[0] Batch [1800] Speed: 673.61 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1820] Speed: 674.43 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1840] Speed: 673.21 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1860] Speed: 674.09 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1880] Speed: 675.00 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1900] Speed: 675.02 samples/sec acc=0.000293
INFO:root:Epoch[0] Batch [1920] Speed: 674.10 samples/sec acc=0.000000
INFO:root:Epoch[0] Batch [1940] Speed: 675.82 samples/sec acc=0.000586
INFO:root:Epoch[0] Batch [1960] Speed: 674.90 samples/sec acc=0.000293
INFO:root:Epoch[0] Batch [1980] Speed: 662.58 samples/sec acc=0.000293
[2000][MARGIN]0.318108,-0.171479
lr-batch-epoch: 0.1 1999 0
testing verification..
(14000, 512)
infer time 22.275142
[cfp_ff][2000]XNorm: 21.556408
[cfp_ff][2000]Accuracy-Flip: 0.89814+-0.01236
testing verification..
(14000, 512)
infer time 17.385799
[cfp_fp][2000]XNorm: 20.292884
[cfp_fp][2000]Accuracy-Flip: 0.69000+-0.01651
testing verification..
(12000, 512)
infer time 14.193146
[agedb_30][2000]XNorm: 21.596348
[agedb_30][2000]Accuracy-Flip: 0.71433+-0.01589
testing verification..
(12000, 512)
infer time 13.689882
[lfw][2000]XNorm: 22.501038
[lfw][2000]Accuracy-Flip: 0.92283+-0.01750
[2000]Accuracy-Highest: 0.92283
INFO:root:Epoch[0] Batch [2000] Speed: 98.00 samples/sec acc=0.000293
INFO:root:Epoch[0] Batch [2020] Speed: 673.67 samples/sec acc=0.000293
INFO:root:Epoch[0] Batch [2040] Speed: 674.79 samples/sec acc=0.000195
INFO:root:Epoch[0] Batch [2060] Speed: 673.67 samples/sec acc=0.000195
INFO:root:Epoch[0] Batch [2080] Speed: 676.43 samples/sec acc=0.000391
INFO:root:Epoch[0] Batch [2100] Speed: 674.95 samples/sec acc=0.000293
INFO:root:Epoch[0] Batch [2120] Speed: 674.58 samples/sec acc=0.000098
INFO:root:Epoch[0] Batch [2140] Speed: 675.61 samples/sec acc=0.000586
INFO:root:Epoch[0] Batch [2160] Speed: 675.09 samples/sec acc=0.000586
INFO:root:Epoch[0] Batch [2180] Speed: 676.43 samples/sec acc=0.000781
INFO:root:Epoch[0] Batch [2200] Speed: 675.79 samples/sec acc=0.000195
INFO:root:Epoch[0] Batch [2220] Speed: 675.75 samples/sec acc=0.000488
INFO:root:Epoch[0] Batch [2240] Speed: 675.89 samples/sec acc=0.001270
INFO:root:Epoch[0] Batch [2260] Speed: 676.21 samples/sec acc=0.000684
INFO:root:Epoch[0] Batch [2280] Speed: 675.04 samples/sec acc=0.000781
INFO:root:Epoch[0] Batch [2300] Speed: 676.03 samples/sec acc=0.001172
INFO:root:Epoch[0] Batch [2320] Speed: 676.00 samples/sec acc=0.001074
INFO:root:Epoch[0] Batch [2340] Speed: 675.01 samples/sec acc=0.001465
INFO:root:Epoch[0] Batch [2360] Speed: 675.63 samples/sec acc=0.001367
INFO:root:Epoch[0] Batch [2380] Speed: 674.71 samples/sec acc=0.000879
INFO:root:Epoch[0] Batch [2400] Speed: 675.81 samples/sec acc=0.001758
INFO:root:Epoch[0] Batch [2420] Speed: 675.55 samples/sec acc=0.001367
INFO:root:Epoch[0] Batch [2440] Speed: 675.67 samples/sec acc=0.001660
INFO:root:Epoch[0] Batch [2460] Speed: 675.68 samples/sec acc=0.001465
INFO:root:Epoch[0] Batch [2480] Speed: 674.96 samples/sec acc=0.003125
INFO:root:Epoch[0] Batch [2500] Speed: 675.34 samples/sec acc=0.002344
INFO:root:Epoch[0] Batch [2520] Speed: 675.26 samples/sec acc=0.002441
INFO:root:Epoch[0] Batch [2540] Speed: 674.46 samples/sec acc=0.002539
INFO:root:Epoch[0] Batch [2560] Speed: 676.14 samples/sec acc=0.003223
INFO:root:Epoch[0] Batch [2580] Speed: 675.05 samples/sec acc=0.002539
INFO:root:Epoch[0] Batch [2600] Speed: 676.11 samples/sec acc=0.003223
INFO:root:Epoch[0] Batch [2620] Speed: 675.14 samples/sec acc=0.004004
INFO:root:Epoch[0] Batch [2640] Speed: 666.70 samples/sec acc=0.003613
INFO:root:Epoch[0] Batch [2660] Speed: 675.77 samples/sec acc=0.004395
INFO:root:Epoch[0] Batch [2680] Speed: 676.31 samples/sec acc=0.004199
INFO:root:Epoch[0] Batch [2700] Speed: 675.34 samples/sec acc=0.005957
INFO:root:Epoch[0] Batch [2720] Speed: 675.18 samples/sec acc=0.003809
INFO:root:Epoch[0] Batch [2740] Speed: 675.65 samples/sec acc=0.004492
INFO:root:Epoch[0] Batch [2760] Speed: 675.55 samples/sec acc=0.006641
INFO:root:Epoch[0] Batch [2780] Speed: 675.93 samples/sec acc=0.005664
INFO:root:Epoch[0] Batch [2800] Speed: 676.44 samples/sec acc=0.006836
INFO:root:Epoch[0] Batch [2820] Speed: 676.61 samples/sec acc=0.006348
INFO:root:Epoch[0] Batch [2840] Speed: 677.42 samples/sec acc=0.008105
INFO:root:Epoch[0] Batch [2860] Speed: 675.81 samples/sec acc=0.007715
INFO:root:Epoch[0] Batch [2880] Speed: 676.39 samples/sec acc=0.008789
INFO:root:Epoch[0] Batch [2900] Speed: 675.64 samples/sec acc=0.006934
INFO:root:Epoch[0] Batch [2920] Speed: 675.39 samples/sec acc=0.007227
INFO:root:Epoch[0] Batch [2940] Speed: 675.92 samples/sec acc=0.008398
INFO:root:Epoch[0] Batch [2960] Speed: 677.12 samples/sec acc=0.010645
INFO:root:Epoch[0] Batch [2980] Speed: 675.77 samples/sec acc=0.009668
lr-batch-epoch: 0.1 2999 0
INFO:root:Epoch[0] Batch [3000] Speed: 677.35 samples/sec acc=0.008984
INFO:root:Epoch[0] Batch [3020] Speed: 676.25 samples/sec acc=0.009375
INFO:root:Epoch[0] Batch [3040] Speed: 676.78 samples/sec acc=0.011914
INFO:root:Epoch[0] Batch [3060] Speed: 677.34 samples/sec acc=0.011328
INFO:root:Epoch[0] Batch [3080] Speed: 676.81 samples/sec acc=0.012402
INFO:root:Epoch[0] Batch [3100] Speed: 676.99 samples/sec acc=0.012598
INFO:root:Epoch[0] Batch [3120] Speed: 676.19 samples/sec acc=0.012598
INFO:root:Epoch[0] Batch [3140] Speed: 677.12 samples/sec acc=0.014063
INFO:root:Epoch[0] Batch [3160] Speed: 676.20 samples/sec acc=0.013184
INFO:root:Epoch[0] Batch [3180] Speed: 676.86 samples/sec acc=0.014258
INFO:root:Epoch[0] Batch [3200] Speed: 676.69 samples/sec acc=0.012988
INFO:root:Epoch[0] Batch [3220] Speed: 676.08 samples/sec acc=0.015625
INFO:root:Epoch[0] Batch [3240] Speed: 676.61 samples/sec acc=0.012598
INFO:root:Epoch[0] Batch [3260] Speed: 677.18 samples/sec acc=0.016016
INFO:root:Epoch[0] Batch [3280] Speed: 676.36 samples/sec acc=0.014844
INFO:root:Epoch[0] Batch [3300] Speed: 668.66 samples/sec acc=0.014648
INFO:root:Epoch[0] Batch [3320] Speed: 676.78 samples/sec acc=0.016797
INFO:root:Epoch[0] Batch [3340] Speed: 677.91 samples/sec acc=0.017285
INFO:root:Epoch[0] Batch [3360] Speed: 676.52 samples/sec acc=0.019824
INFO:root:Epoch[0] Batch [3380] Speed: 676.83 samples/sec acc=0.018750
INFO:root:Epoch[0] Batch [3400] Speed: 675.56 samples/sec acc=0.015625
INFO:root:Epoch[0] Batch [3420] Speed: 677.13 samples/sec acc=0.016992
INFO:root:Epoch[0] Batch [3440] Speed: 676.76 samples/sec acc=0.021094
INFO:root:Epoch[0] Batch [3460] Speed: 675.81 samples/sec acc=0.021484
INFO:root:Epoch[0] Batch [3480] Speed: 676.76 samples/sec acc=0.019336
INFO:root:Epoch[0] Batch [3500] Speed: 675.75 samples/sec acc=0.018457
INFO:root:Epoch[0] Batch [3520] Speed: 675.31 samples/sec acc=0.019434
INFO:root:Epoch[0] Batch [3540] Speed: 676.22 samples/sec acc=0.018359
INFO:root:Epoch[0] Batch [3560] Speed: 675.88 samples/sec acc=0.024219
INFO:root:Epoch[0] Batch [3580] Speed: 676.76 samples/sec acc=0.017285
INFO:root:Epoch[0] Batch [3600] Speed: 678.39 samples/sec acc=0.018457
INFO:root:Epoch[0] Batch [3620] Speed: 677.13 samples/sec acc=0.022949
INFO:root:Epoch[0] Batch [3640] Speed: 677.37 samples/sec acc=0.023730
INFO:root:Epoch[0] Batch [3660] Speed: 677.03 samples/sec acc=0.021484
INFO:root:Epoch[0] Batch [3680] Speed: 677.22 samples/sec acc=0.024414
INFO:root:Epoch[0] Batch [3700] Speed: 677.14 samples/sec acc=0.025586
INFO:root:Epoch[0] Batch [3720] Speed: 677.20 samples/sec acc=0.022559
INFO:root:Epoch[0] Batch [3740] Speed: 677.84 samples/sec acc=0.021973
INFO:root:Epoch[0] Batch [3760] Speed: 677.04 samples/sec acc=0.023438
INFO:root:Epoch[0] Batch [3780] Speed: 676.00 samples/sec acc=0.023730
INFO:root:Epoch[0] Batch [3800] Speed: 677.31 samples/sec acc=0.026953
INFO:root:Epoch[0] Batch [3820] Speed: 676.48 samples/sec acc=0.025195
INFO:root:Epoch[0] Batch [3840] Speed: 675.81 samples/sec acc=0.027148
INFO:root:Epoch[0] Batch [3860] Speed: 676.56 samples/sec acc=0.027441
INFO:root:Epoch[0] Batch [3880] Speed: 676.52 samples/sec acc=0.026367
INFO:root:Epoch[0] Batch [3900] Speed: 677.22 samples/sec acc=0.026270
INFO:root:Epoch[0] Batch [3920] Speed: 675.63 samples/sec acc=0.025391
INFO:root:Epoch[0] Batch [3940] Speed: 677.07 samples/sec acc=0.026660
INFO:root:Epoch[0] Batch [3960] Speed: 676.32 samples/sec acc=0.030078
INFO:root:Epoch[0] Batch [3980] Speed: 675.38 samples/sec acc=0.027734
[4000][MARGIN]0.635072,0.194337
lr-batch-epoch: 0.1 3999 0
testing verification..
(14000, 512)
infer time 18.636469
[cfp_ff][4000]XNorm: 19.935919
[cfp_ff][4000]Accuracy-Flip: 0.97486+-0.00576
testing verification..
(14000, 512)
infer time 17.165106
[cfp_fp][4000]XNorm: 16.943145
[cfp_fp][4000]Accuracy-Flip: 0.77571+-0.01934
testing verification..
(12000, 512)
infer time 13.460029
[agedb_30][4000]XNorm: 19.915963
[agedb_30][4000]Accuracy-Flip: 0.87317+-0.02042
testing verification..
(12000, 512)
infer time 14.412261
[lfw][4000]XNorm: 20.575942
[lfw][4000]Accuracy-Flip: 0.97883+-0.00628
[4000]Accuracy-Highest: 0.97883
INFO:root:Epoch[0] Batch [4000] Speed: 100.99 samples/sec acc=0.031152
INFO:root:Epoch[0] Batch [4020] Speed: 670.46 samples/sec acc=0.029102
INFO:root:Epoch[0] Batch [4040] Speed: 676.63 samples/sec acc=0.027930
INFO:root:Epoch[0] Batch [4060] Speed: 677.21 samples/sec acc=0.029102
INFO:root:Epoch[0] Batch [4080] Speed: 677.37 samples/sec acc=0.027832
INFO:root:Epoch[0] Batch [4100] Speed: 675.95 samples/sec acc=0.030469
INFO:root:Epoch[0] Batch [4120] Speed: 679.02 samples/sec acc=0.030762
INFO:root:Epoch[0] Batch [4140] Speed: 678.00 samples/sec acc=0.029297
INFO:root:Epoch[0] Batch [4160] Speed: 677.56 samples/sec acc=0.033301
INFO:root:Epoch[0] Batch [4180] Speed: 677.75 samples/sec acc=0.028320
INFO:root:Epoch[0] Batch [4200] Speed: 677.43 samples/sec acc=0.033984
INFO:root:Epoch[0] Batch [4220] Speed: 678.17 samples/sec acc=0.029687
INFO:root:Epoch[0] Batch [4240] Speed: 676.25 samples/sec acc=0.031250
INFO:root:Epoch[0] Batch [4260] Speed: 676.69 samples/sec acc=0.030176
INFO:root:Epoch[0] Batch [4280] Speed: 675.17 samples/sec acc=0.035937
INFO:root:Epoch[0] Batch [4300] Speed: 676.69 samples/sec acc=0.037695
INFO:root:Epoch[0] Batch [4320] Speed: 676.37 samples/sec acc=0.033203
INFO:root:Epoch[0] Batch [4340] Speed: 677.01 samples/sec acc=0.032617
INFO:root:Epoch[0] Batch [4360] Speed: 678.14 samples/sec acc=0.034961
INFO:root:Epoch[0] Batch [4380] Speed: 678.45 samples/sec acc=0.034180
INFO:root:Epoch[0] Batch [4400] Speed: 678.02 samples/sec acc=0.033691
INFO:root:Epoch[0] Batch [4420] Speed: 677.47 samples/sec acc=0.034082
INFO:root:Epoch[0] Batch [4440] Speed: 678.48 samples/sec acc=0.037793
INFO:root:Epoch[0] Batch [4460] Speed: 678.17 samples/sec acc=0.034375
INFO:root:Epoch[0] Batch [4480] Speed: 677.33 samples/sec acc=0.035449
INFO:root:Epoch[0] Batch [4500] Speed: 677.29 samples/sec acc=0.035742
INFO:root:Epoch[0] Batch [4520] Speed: 676.83 samples/sec acc=0.034766
INFO:root:Epoch[0] Batch [4540] Speed: 678.16 samples/sec acc=0.038965
INFO:root:Epoch[0] Batch [4560] Speed: 678.53 samples/sec acc=0.034277
INFO:root:Epoch[0] Batch [4580] Speed: 677.40 samples/sec acc=0.037500
INFO:root:Epoch[0] Batch [4600] Speed: 675.07 samples/sec acc=0.035840
INFO:root:Epoch[0] Batch [4620] Speed: 677.33 samples/sec acc=0.036621
INFO:root:Epoch[0] Batch [4640] Speed: 676.37 samples/sec acc=0.039453
INFO:root:Epoch[0] Batch [4660] Speed: 676.62 samples/sec acc=0.034473
INFO:root:Epoch[0] Batch [4680] Speed: 677.97 samples/sec acc=0.038379
INFO:root:Epoch[0] Batch [4700] Speed: 677.84 samples/sec acc=0.037598
INFO:root:Epoch[0] Batch [4720] Speed: 677.82 samples/sec acc=0.037012
INFO:root:Epoch[0] Batch [4740] Speed: 667.47 samples/sec acc=0.043164
INFO:root:Epoch[0] Batch [4760] Speed: 677.44 samples/sec acc=0.041797
INFO:root:Epoch[0] Batch [4780] Speed: 679.78 samples/sec acc=0.045215
INFO:root:Epoch[0] Batch [4800] Speed: 679.15 samples/sec acc=0.041504
INFO:root:Epoch[0] Batch [4820] Speed: 661.68 samples/sec acc=0.039355
INFO:root:Epoch[0] Batch [4840] Speed: 661.76 samples/sec acc=0.041797
INFO:root:Epoch[0] Batch [4860] Speed: 661.89 samples/sec acc=0.040234
INFO:root:Epoch[0] Batch [4880] Speed: 662.45 samples/sec acc=0.041406
INFO:root:Epoch[0] Batch [4900] Speed: 660.34 samples/sec acc=0.043066
INFO:root:Epoch[0] Batch [4920] Speed: 661.82 samples/sec acc=0.039941
INFO:root:Epoch[0] Batch [4940] Speed: 661.75 samples/sec acc=0.039453
INFO:root:Epoch[0] Batch [4960] Speed: 661.17 samples/sec acc=0.043359
INFO:root:Epoch[0] Batch [4980] Speed: 661.79 samples/sec acc=0.040625
lr-batch-epoch: 0.1 4999 0
INFO:root:Epoch[0] Batch [5000] Speed: 661.08 samples/sec acc=0.043652
INFO:root:Epoch[0] Batch [5020] Speed: 662.01 samples/sec acc=0.042188
INFO:root:Epoch[0] Batch [5040] Speed: 661.66 samples/sec acc=0.042090
INFO:root:Epoch[0] Batch [5060] Speed: 662.41 samples/sec acc=0.044824
INFO:root:Epoch[0] Batch [5080] Speed: 661.84 samples/sec acc=0.043848
INFO:root:Epoch[0] Batch [5100] Speed: 661.70 samples/sec acc=0.044824
INFO:root:Epoch[0] Batch [5120] Speed: 662.14 samples/sec acc=0.046777
INFO:root:Epoch[0] Batch [5140] Speed: 660.41 samples/sec acc=0.048535
INFO:root:Epoch[0] Batch [5160] Speed: 662.28 samples/sec acc=0.043066
INFO:root:Epoch[0] Batch [5180] Speed: 662.27 samples/sec acc=0.049316
INFO:root:Epoch[0] Batch [5200] Speed: 662.37 samples/sec acc=0.043457
INFO:root:Epoch[0] Batch [5220] Speed: 660.97 samples/sec acc=0.044238
INFO:root:Epoch[0] Batch [5240] Speed: 660.86 samples/sec acc=0.045801
INFO:root:Epoch[0] Batch [5260] Speed: 662.95 samples/sec acc=0.049609
INFO:root:Epoch[0] Batch [5280] Speed: 661.55 samples/sec acc=0.043359
INFO:root:Epoch[0] Batch [5300] Speed: 661.68 samples/sec acc=0.046777
INFO:root:Epoch[0] Batch [5320] Speed: 662.14 samples/sec acc=0.047461
INFO:root:Epoch[0] Batch [5340] Speed: 660.87 samples/sec acc=0.047266
INFO:root:Epoch[0] Batch [5360] Speed: 661.63 samples/sec acc=0.051562
INFO:root:Epoch[0] Batch [5380] Speed: 662.28 samples/sec acc=0.046777
INFO:root:Epoch[0] Batch [5400] Speed: 662.36 samples/sec acc=0.049609
INFO:root:Epoch[0] Batch [5420] Speed: 661.43 samples/sec acc=0.046191
INFO:root:Epoch[0] Batch [5440] Speed: 662.07 samples/sec acc=0.049805
INFO:root:Epoch[0] Batch [5460] Speed: 662.13 samples/sec acc=0.046875
INFO:root:Epoch[0] Batch [5480] Speed: 662.57 samples/sec acc=0.049512
INFO:root:Epoch[0] Batch [5500] Speed: 677.52 samples/sec acc=0.047363
INFO:root:Epoch[0] Batch [5520] Speed: 679.41 samples/sec acc=0.048242
INFO:root:Epoch[0] Batch [5540] Speed: 679.69 samples/sec acc=0.050781
INFO:root:Epoch[0] Batch [5560] Speed: 678.48 samples/sec acc=0.049512
INFO:root:Epoch[0] Batch [5580] Speed: 676.77 samples/sec acc=0.050977
INFO:root:Epoch[0] Batch [5600] Speed: 678.05 samples/sec acc=0.051953
INFO:root:Epoch[0] Batch [5620] Speed: 679.09 samples/sec acc=0.050586
INFO:root:Epoch[0] Batch [5640] Speed: 678.14 samples/sec acc=0.046680
INFO:root:Epoch[0] Batch [5660] Speed: 678.66 samples/sec acc=0.052344
INFO:root:Epoch[0] Batch [5680] Speed: 677.87 samples/sec acc=0.052441
INFO:root:Epoch[0] Batch [5700] Speed: 677.25 samples/sec acc=0.052051
INFO:root:Epoch[0] Batch [5720] Speed: 678.25 samples/sec acc=0.053516
INFO:root:Epoch[0] Batch [5740] Speed: 675.71 samples/sec acc=0.056152
INFO:root:Epoch[0] Batch [5760] Speed: 679.53 samples/sec acc=0.051953
INFO:root:Epoch[0] Batch [5780] Speed: 678.92 samples/sec acc=0.052930
INFO:root:Epoch[0] Batch [5800] Speed: 677.03 samples/sec acc=0.052148
INFO:root:Epoch[0] Batch [5820] Speed: 676.98 samples/sec acc=0.053027
INFO:root:Epoch[0] Batch [5840] Speed: 678.34 samples/sec acc=0.052344
INFO:root:Epoch[0] Batch [5860] Speed: 678.96 samples/sec acc=0.052930
INFO:root:Epoch[0] Batch [5880] Speed: 677.13 samples/sec acc=0.055957
INFO:root:Epoch[0] Batch [5900] Speed: 677.95 samples/sec acc=0.056152
INFO:root:Epoch[0] Batch [5920] Speed: 677.03 samples/sec acc=0.051367
INFO:root:Epoch[0] Batch [5940] Speed: 677.81 samples/sec acc=0.056250
INFO:root:Epoch[0] Batch [5960] Speed: 677.87 samples/sec acc=0.052832
INFO:root:Epoch[0] Batch [5980] Speed: 678.27 samples/sec acc=0.054102
[6000][MARGIN]0.638322,0.196974
lr-batch-epoch: 0.1 5999 0
testing verification..
(14000, 512)
infer time 20.587736
[cfp_ff][6000]XNorm: 22.175584
[cfp_ff][6000]Accuracy-Flip: 0.98514+-0.00583
testing verification..
(14000, 512)
infer time 21.94076
[cfp_fp][6000]XNorm: 18.532788
[cfp_fp][6000]Accuracy-Flip: 0.81614+-0.01800
testing verification..
(12000, 512)
infer time 17.659599
[agedb_30][6000]XNorm: 22.109134
[agedb_30][6000]Accuracy-Flip: 0.91667+-0.02018
testing verification..
(12000, 512)
infer time 18.542575
[lfw][6000]XNorm: 22.595654
[lfw][6000]Accuracy-Flip: 0.98567+-0.00642
[6000]Accuracy-Highest: 0.98567
INFO:root:Epoch[0] Batch [6000] Speed: 88.05 samples/sec acc=0.055957
INFO:root:Epoch[0] Batch [6020] Speed: 679.23 samples/sec acc=0.053906
INFO:root:Epoch[0] Batch [6040] Speed: 678.16 samples/sec acc=0.058105
INFO:root:Epoch[0] Batch [6060] Speed: 676.01 samples/sec acc=0.058496
INFO:root:Epoch[0] Batch [6080] Speed: 676.47 samples/sec acc=0.055273
INFO:root:Epoch[0] Batch [6100] Speed: 677.98 samples/sec acc=0.056445
INFO:root:Epoch[0] Batch [6120] Speed: 676.84 samples/sec acc=0.053906
INFO:root:Epoch[0] Batch [6140] Speed: 678.95 samples/sec acc=0.059766
INFO:root:Epoch[0] Batch [6160] Speed: 669.69 samples/sec acc=0.050977
INFO:root:Epoch[0] Batch [6180] Speed: 677.19 samples/sec acc=0.056152
INFO:root:Epoch[0] Batch [6200] Speed: 675.56 samples/sec acc=0.055859
INFO:root:Epoch[0] Batch [6220] Speed: 676.91 samples/sec acc=0.058496
INFO:root:Epoch[0] Batch [6240] Speed: 677.78 samples/sec acc=0.056738
INFO:root:Epoch[0] Batch [6260] Speed: 678.77 samples/sec acc=0.054297
INFO:root:Epoch[0] Batch [6280] Speed: 680.08 samples/sec acc=0.055078
INFO:root:Epoch[0] Batch [6300] Speed: 676.31 samples/sec acc=0.059570
INFO:root:Epoch[0] Batch [6320] Speed: 679.00 samples/sec acc=0.063281
INFO:root:Epoch[0] Batch [6340] Speed: 677.99 samples/sec acc=0.059473
INFO:root:Epoch[0] Batch [6360] Speed: 680.58 samples/sec acc=0.055469
INFO:root:Epoch[0] Batch [6380] Speed: 662.02 samples/sec acc=0.061035
INFO:root:Epoch[0] Batch [6400] Speed: 662.17 samples/sec acc=0.061230
INFO:root:Epoch[0] Batch [6420] Speed: 662.59 samples/sec acc=0.058887
INFO:root:Epoch[0] Batch [6440] Speed: 661.62 samples/sec acc=0.061426
INFO:root:Epoch[0] Batch [6460] Speed: 662.99 samples/sec acc=0.060742
INFO:root:Epoch[0] Batch [6480] Speed: 662.39 samples/sec acc=0.058789
INFO:root:Epoch[0] Batch [6500] Speed: 662.39 samples/sec acc=0.059180
INFO:root:Epoch[0] Batch [6520] Speed: 661.72 samples/sec acc=0.058203
INFO:root:Epoch[0] Batch [6540] Speed: 662.39 samples/sec acc=0.058789
INFO:root:Epoch[0] Batch [6560] Speed: 662.52 samples/sec acc=0.062012
INFO:root:Epoch[0] Batch [6580] Speed: 662.48 samples/sec acc=0.057129
INFO:root:Epoch[0] Batch [6600] Speed: 662.49 samples/sec acc=0.060742
INFO:root:Epoch[0] Batch [6620] Speed: 661.21 samples/sec acc=0.062012
INFO:root:Epoch[0] Batch [6640] Speed: 661.41 samples/sec acc=0.063770
INFO:root:Epoch[0] Batch [6660] Speed: 661.61 samples/sec acc=0.059277
INFO:root:Epoch[0] Batch [6680] Speed: 661.67 samples/sec acc=0.061035
INFO:root:Epoch[0] Batch [6700] Speed: 662.48 samples/sec acc=0.062988
INFO:root:Epoch[0] Batch [6720] Speed: 662.67 samples/sec acc=0.063965
INFO:root:Epoch[0] Batch [6740] Speed: 661.64 samples/sec acc=0.064648
INFO:root:Epoch[0] Batch [6760] Speed: 662.10 samples/sec acc=0.065137
INFO:root:Epoch[0] Batch [6780] Speed: 660.91 samples/sec acc=0.059668
INFO:root:Epoch[0] Batch [6800] Speed: 661.81 samples/sec acc=0.062402
INFO:root:Epoch[0] Batch [6820] Speed: 662.05 samples/sec acc=0.062891
INFO:root:Epoch[0] Batch [6840] Speed: 662.09 samples/sec acc=0.063379
INFO:root:Epoch[0] Batch [6860] Speed: 662.57 samples/sec acc=0.067773
INFO:root:Epoch[0] Batch [6880] Speed: 655.70 samples/sec acc=0.064355
INFO:root:Epoch[0] Batch [6900] Speed: 677.25 samples/sec acc=0.062695
INFO:root:Epoch[0] Batch [6920] Speed: 679.46 samples/sec acc=0.066602
INFO:root:Epoch[0] Batch [6940] Speed: 678.32 samples/sec acc=0.063086
INFO:root:Epoch[0] Batch [6960] Speed: 677.74 samples/sec acc=0.065820
INFO:root:Epoch[0] Batch [6980] Speed: 680.36 samples/sec acc=0.066309
lr-batch-epoch: 0.1 6999 0
INFO:root:Epoch[0] Batch [7000] Speed: 677.42 samples/sec acc=0.061719
INFO:root:Epoch[0] Batch [7020] Speed: 678.84 samples/sec acc=0.065137
INFO:root:Epoch[0] Batch [7040] Speed: 678.47 samples/sec acc=0.064453
INFO:root:Epoch[0] Batch [7060] Speed: 677.29 samples/sec acc=0.066992
INFO:root:Epoch[0] Batch [7080] Speed: 678.12 samples/sec acc=0.061328
INFO:root:Epoch[0] Batch [7100] Speed: 678.82 samples/sec acc=0.064160
INFO:root:Epoch[0] Batch [7120] Speed: 677.84 samples/sec acc=0.066211
INFO:root:Epoch[0] Batch [7140] Speed: 678.83 samples/sec acc=0.075293
INFO:root:Epoch[0] Batch [7160] Speed: 678.00 samples/sec acc=0.061914
INFO:root:Epoch[0] Batch [7180] Speed: 679.14 samples/sec acc=0.065137
INFO:root:Epoch[0] Batch [7200] Speed: 679.30 samples/sec acc=0.063965
INFO:root:Epoch[0] Batch [7220] Speed: 680.12 samples/sec acc=0.066504
INFO:root:Epoch[0] Batch [7240] Speed: 677.71 samples/sec acc=0.062402
INFO:root:Epoch[0] Batch [7260] Speed: 679.25 samples/sec acc=0.064844
INFO:root:Epoch[0] Batch [7280] Speed: 678.19 samples/sec acc=0.068750
INFO:root:Epoch[0] Batch [7300] Speed: 679.31 samples/sec acc=0.070996
INFO:root:Epoch[0] Batch [7320] Speed: 678.34 samples/sec acc=0.064355
INFO:root:Epoch[0] Batch [7340] Speed: 677.93 samples/sec acc=0.063867
INFO:root:Epoch[0] Batch [7360] Speed: 678.70 samples/sec acc=0.070508
INFO:root:Epoch[0] Batch [7380] Speed: 678.44 samples/sec acc=0.065137
INFO:root:Epoch[0] Batch [7400] Speed: 679.43 samples/sec acc=0.069141
INFO:root:Epoch[0] Batch [7420] Speed: 677.16 samples/sec acc=0.069238
INFO:root:Epoch[0] Batch [7440] Speed: 675.98 samples/sec acc=0.066895
INFO:root:Epoch[0] Batch [7460] Speed: 678.25 samples/sec acc=0.071875
INFO:root:Epoch[0] Batch [7480] Speed: 676.22 samples/sec acc=0.069824
INFO:root:Epoch[0] Batch [7500] Speed: 677.61 samples/sec acc=0.068262
INFO:root:Epoch[0] Train-acc=0.065213
INFO:root:Epoch[0] Time cost=6026.197
call reset()
INFO:root:Epoch[1] Batch [20] Speed: 678.56 samples/sec acc=0.088356
INFO:root:Epoch[1] Batch [40] Speed: 670.34 samples/sec acc=0.085742
INFO:root:Epoch[1] Batch [60] Speed: 679.25 samples/sec acc=0.086230
INFO:root:Epoch[1] Batch [80] Speed: 677.77 samples/sec acc=0.080762
INFO:root:Epoch[1] Batch [100] Speed: 679.00 samples/sec acc=0.084863
INFO:root:Epoch[1] Batch [120] Speed: 677.89 samples/sec acc=0.082520
INFO:root:Epoch[1] Batch [140] Speed: 677.44 samples/sec acc=0.084277
INFO:root:Epoch[1] Batch [160] Speed: 678.36 samples/sec acc=0.082812
INFO:root:Epoch[1] Batch [180] Speed: 677.89 samples/sec acc=0.080859
INFO:root:Epoch[1] Batch [200] Speed: 670.57 samples/sec acc=0.080664
INFO:root:Epoch[1] Batch [220] Speed: 662.27 samples/sec acc=0.079590
INFO:root:Epoch[1] Batch [240] Speed: 661.53 samples/sec acc=0.075391
INFO:root:Epoch[1] Batch [260] Speed: 661.56 samples/sec acc=0.077832
INFO:root:Epoch[1] Batch [280] Speed: 661.32 samples/sec acc=0.074805
INFO:root:Epoch[1] Batch [300] Speed: 662.06 samples/sec acc=0.076367
INFO:root:Epoch[1] Batch [320] Speed: 661.87 samples/sec acc=0.075098
INFO:root:Epoch[1] Batch [340] Speed: 661.84 samples/sec acc=0.074707
INFO:root:Epoch[1] Batch [360] Speed: 663.11 samples/sec acc=0.081445
INFO:root:Epoch[1] Batch [380] Speed: 662.29 samples/sec acc=0.080371
INFO:root:Epoch[1] Batch [400] Speed: 662.15 samples/sec acc=0.074805
INFO:root:Epoch[1] Batch [420] Speed: 663.09 samples/sec acc=0.078613
INFO:root:Epoch[1] Batch [440] Speed: 662.54 samples/sec acc=0.078320
INFO:root:Epoch[1] Batch [460] Speed: 662.79 samples/sec acc=0.073340
[8000][MARGIN]0.659157,0.225854
INFO:root:Epoch[1] Batch [480] Speed: 662.05 samples/sec acc=0.074023
lr-batch-epoch: 0.1 480 1
testing verification..
(14000, 512)
infer time 20.835884
[cfp_ff][8000]XNorm: 19.584579
[cfp_ff][8000]Accuracy-Flip: 0.98857+-0.00433
testing verification..
(14000, 512)
infer time 21.983813
[cfp_fp][8000]XNorm: 16.207827
[cfp_fp][8000]Accuracy-Flip: 0.81771+-0.01746
testing verification..
(12000, 512)
infer time 18.553163
[agedb_30][8000]XNorm: 19.670710
[agedb_30][8000]Accuracy-Flip: 0.92450+-0.01976
testing verification..
(12000, 512)
infer time 17.92847
[lfw][8000]XNorm: 19.712476
[lfw][8000]Accuracy-Flip: 0.99033+-0.00386
[8000]Accuracy-Highest: 0.99033
INFO:root:Epoch[1] Batch [500] Speed: 88.19 samples/sec acc=0.075098
INFO:root:Epoch[1] Batch [520] Speed: 677.44 samples/sec acc=0.077051
INFO:root:Epoch[1] Batch [540] Speed: 677.87 samples/sec acc=0.079883
INFO:root:Epoch[1] Batch [560] Speed: 678.35 samples/sec acc=0.079297
INFO:root:Epoch[1] Batch [580] Speed: 677.45 samples/sec acc=0.076758
INFO:root:Epoch[1] Batch [600] Speed: 678.32 samples/sec acc=0.077637
INFO:root:Epoch[1] Batch [620] Speed: 677.88 samples/sec acc=0.079199
INFO:root:Epoch[1] Batch [640] Speed: 663.81 samples/sec acc=0.078711
INFO:root:Epoch[1] Batch [660] Speed: 663.58 samples/sec acc=0.077734
INFO:root:Epoch[1] Batch [680] Speed: 664.08 samples/sec acc=0.073340
INFO:root:Epoch[1] Batch [700] Speed: 665.07 samples/sec acc=0.078320
INFO:root:Epoch[1] Batch [720] Speed: 664.18 samples/sec acc=0.069824
INFO:root:Epoch[1] Batch [740] Speed: 664.43 samples/sec acc=0.073926
INFO:root:Epoch[1] Batch [760] Speed: 664.01 samples/sec acc=0.075781
INFO:root:Epoch[1] Batch [780] Speed: 664.59 samples/sec acc=0.076855
INFO:root:Epoch[1] Batch [800] Speed: 664.93 samples/sec acc=0.078223
INFO:root:Epoch[1] Batch [820] Speed: 664.85 samples/sec acc=0.076660
INFO:root:Epoch[1] Batch [840] Speed: 667.14 samples/sec acc=0.075684
INFO:root:Epoch[1] Batch [860] Speed: 664.40 samples/sec acc=0.073926
INFO:root:Epoch[1] Batch [880] Speed: 664.33 samples/sec acc=0.078516
INFO:root:Epoch[1] Batch [900] Speed: 664.83 samples/sec acc=0.077441
INFO:root:Epoch[1] Batch [920] Speed: 664.61 samples/sec acc=0.078125
INFO:root:Epoch[1] Batch [940] Speed: 665.42 samples/sec acc=0.076074
INFO:root:Epoch[1] Batch [960] Speed: 664.69 samples/sec acc=0.074707
INFO:root:Epoch[1] Batch [980] Speed: 664.73 samples/sec acc=0.074512
INFO:root:Epoch[1] Batch [1000] Speed: 665.19 samples/sec acc=0.077539
INFO:root:Epoch[1] Batch [1020] Speed: 664.25 samples/sec acc=0.071191
INFO:root:Epoch[1] Batch [1040] Speed: 664.30 samples/sec acc=0.073828
INFO:root:Epoch[1] Batch [1060] Speed: 664.79 samples/sec acc=0.072949
INFO:root:Epoch[1] Batch [1080] Speed: 664.35 samples/sec acc=0.073535
INFO:root:Epoch[1] Batch [1100] Speed: 665.18 samples/sec acc=0.077148
INFO:root:Epoch[1] Batch [1120] Speed: 664.84 samples/sec acc=0.073047
INFO:root:Epoch[1] Batch [1140] Speed: 664.19 samples/sec acc=0.079297
INFO:root:Epoch[1] Batch [1160] Speed: 664.03 samples/sec acc=0.073145
INFO:root:Epoch[1] Batch [1180] Speed: 664.45 samples/sec acc=0.072363
INFO:root:Epoch[1] Batch [1200] Speed: 664.66 samples/sec acc=0.077441
INFO:root:Epoch[1] Batch [1220] Speed: 664.29 samples/sec acc=0.072363
INFO:root:Epoch[1] Batch [1240] Speed: 665.36 samples/sec acc=0.081348
INFO:root:Epoch[1] Batch [1260] Speed: 665.23 samples/sec acc=0.072754
INFO:root:Epoch[1] Batch [1280] Speed: 663.95 samples/sec acc=0.071387
INFO:root:Epoch[1] Batch [1300] Speed: 664.83 samples/sec acc=0.076758
INFO:root:Epoch[1] Batch [1320] Speed: 663.75 samples/sec acc=0.077148
INFO:root:Epoch[1] Batch [1340] Speed: 665.27 samples/sec acc=0.075586
INFO:root:Epoch[1] Batch [1360] Speed: 664.15 samples/sec acc=0.075879
INFO:root:Epoch[1] Batch [1380] Speed: 664.03 samples/sec acc=0.074512
INFO:root:Epoch[1] Batch [1400] Speed: 663.55 samples/sec acc=0.076172
INFO:root:Epoch[1] Batch [1420] Speed: 664.51 samples/sec acc=0.080859
INFO:root:Epoch[1] Batch [1440] Speed: 665.22 samples/sec acc=0.073828
INFO:root:Epoch[1] Batch [1460] Speed: 663.78 samples/sec acc=0.080566
INFO:root:Epoch[1] Batch [1480] Speed: 664.50 samples/sec acc=0.080566
lr-batch-epoch: 0.1 1480 1
INFO:root:Epoch[1] Batch [1500] Speed: 664.67 samples/sec acc=0.076660
INFO:root:Epoch[1] Batch [1520] Speed: 664.57 samples/sec acc=0.075586
INFO:root:Epoch[1] Batch [1540] Speed: 663.94 samples/sec acc=0.078125
INFO:root:Epoch[1] Batch [1560] Speed: 665.17 samples/sec acc=0.077051
INFO:root:Epoch[1] Batch [1580] Speed: 663.92 samples/sec acc=0.080371
INFO:root:Epoch[1] Batch [1600] Speed: 664.96 samples/sec acc=0.077930
INFO:root:Epoch[1] Batch [1620] Speed: 661.54 samples/sec acc=0.083203
INFO:root:Epoch[1] Batch [1640] Speed: 677.62 samples/sec acc=0.076172
INFO:root:Epoch[1] Batch [1660] Speed: 671.80 samples/sec acc=0.079004
INFO:root:Epoch[1] Batch [1680] Speed: 664.55 samples/sec acc=0.077441
INFO:root:Epoch[1] Batch [1700] Speed: 664.60 samples/sec acc=0.077637
INFO:root:Epoch[1] Batch [1720] Speed: 665.05 samples/sec acc=0.081641
INFO:root:Epoch[1] Batch [1740] Speed: 664.88 samples/sec acc=0.078418
INFO:root:Epoch[1] Batch [1760] Speed: 664.12 samples/sec acc=0.080078
INFO:root:Epoch[1] Batch [1780] Speed: 665.52 samples/sec acc=0.077441
INFO:root:Epoch[1] Batch [1800] Speed: 664.75 samples/sec acc=0.079687
INFO:root:Epoch[1] Batch [1820] Speed: 664.27 samples/sec acc=0.083301
INFO:root:Epoch[1] Batch [1840] Speed: 664.70 samples/sec acc=0.081250
INFO:root:Epoch[1] Batch [1860] Speed: 664.75 samples/sec acc=0.075684
INFO:root:Epoch[1] Batch [1880] Speed: 664.46 samples/sec acc=0.080859
INFO:root:Epoch[1] Batch [1900] Speed: 664.87 samples/sec acc=0.080762
INFO:root:Epoch[1] Batch [1920] Speed: 664.11 samples/sec acc=0.078906
INFO:root:Epoch[1] Batch [1940] Speed: 664.11 samples/sec acc=0.079004
INFO:root:Epoch[1] Batch [1960] Speed: 665.33 samples/sec acc=0.080176
INFO:root:Epoch[1] Batch [1980] Speed: 663.48 samples/sec acc=0.079883
INFO:root:Epoch[1] Batch [2000] Speed: 663.18 samples/sec acc=0.084473
INFO:root:Epoch[1] Batch [2020] Speed: 665.34 samples/sec acc=0.087207
INFO:root:Epoch[1] Batch [2040] Speed: 664.37 samples/sec acc=0.081055
INFO:root:Epoch[1] Batch [2060] Speed: 664.42 samples/sec acc=0.079590
INFO:root:Epoch[1] Batch [2080] Speed: 665.51 samples/sec acc=0.075977
INFO:root:Epoch[1] Batch [2100] Speed: 665.09 samples/sec acc=0.085645
INFO:root:Epoch[1] Batch [2120] Speed: 665.31 samples/sec acc=0.080078
INFO:root:Epoch[1] Batch [2140] Speed: 664.63 samples/sec acc=0.087500
INFO:root:Epoch[1] Batch [2160] Speed: 664.01 samples/sec acc=0.084375
INFO:root:Epoch[1] Batch [2180] Speed: 664.13 samples/sec acc=0.082227
INFO:root:Epoch[1] Batch [2200] Speed: 665.01 samples/sec acc=0.083105
INFO:root:Epoch[1] Batch [2220] Speed: 664.57 samples/sec acc=0.079785
INFO:root:Epoch[1] Batch [2240] Speed: 664.51 samples/sec acc=0.086523
INFO:root:Epoch[1] Batch [2260] Speed: 664.53 samples/sec acc=0.078223
INFO:root:Epoch[1] Batch [2280] Speed: 664.83 samples/sec acc=0.087988
INFO:root:Epoch[1] Batch [2300] Speed: 664.73 samples/sec acc=0.081543
INFO:root:Epoch[1] Batch [2320] Speed: 664.37 samples/sec acc=0.084668
INFO:root:Epoch[1] Batch [2340] Speed: 665.15 samples/sec acc=0.081738
INFO:root:Epoch[1] Batch [2360] Speed: 663.92 samples/sec acc=0.079004
INFO:root:Epoch[1] Batch [2380] Speed: 665.51 samples/sec acc=0.082031
INFO:root:Epoch[1] Batch [2400] Speed: 664.35 samples/sec acc=0.077051
INFO:root:Epoch[1] Batch [2420] Speed: 662.95 samples/sec acc=0.082227
INFO:root:Epoch[1] Batch [2440] Speed: 676.10 samples/sec acc=0.081836
INFO:root:Epoch[1] Batch [2460] Speed: 663.98 samples/sec acc=0.086719
[10000][MARGIN]0.664993,0.231848
INFO:root:Epoch[1] Batch [2480] Speed: 663.22 samples/sec acc=0.082617
lr-batch-epoch: 0.1 2480 1
testing verification..
(14000, 512)
infer time 17.877836
[cfp_ff][10000]XNorm: 20.343479
[cfp_ff][10000]Accuracy-Flip: 0.98929+-0.00327
testing verification..
(14000, 512)
infer time 19.623478
[cfp_fp][10000]XNorm: 17.196823
[cfp_fp][10000]Accuracy-Flip: 0.82243+-0.01548
testing verification..
(12000, 512)
infer time 15.526678
[agedb_30][10000]XNorm: 20.347628
[agedb_30][10000]Accuracy-Flip: 0.92933+-0.01628
testing verification..
(12000, 512)
infer time 16.828989
[lfw][10000]XNorm: 20.625510
[lfw][10000]Accuracy-Flip: 0.98800+-0.00482
[10000]Accuracy-Highest: 0.99033
INFO:root:Epoch[1] Batch [2500] Speed: 98.69 samples/sec acc=0.086621
INFO:root:Epoch[1] Batch [2520] Speed: 678.48 samples/sec acc=0.088672
INFO:root:Epoch[1] Batch [2540] Speed: 678.65 samples/sec acc=0.089551
INFO:root:Epoch[1] Batch [2560] Speed: 669.09 samples/sec acc=0.082324
INFO:root:Epoch[1] Batch [2580] Speed: 664.26 samples/sec acc=0.083105
INFO:root:Epoch[1] Batch [2600] Speed: 663.67 samples/sec acc=0.087207
INFO:root:Epoch[1] Batch [2620] Speed: 664.71 samples/sec acc=0.085352
INFO:root:Epoch[1] Batch [2640] Speed: 664.20 samples/sec acc=0.085840
INFO:root:Epoch[1] Batch [2660] Speed: 663.51 samples/sec acc=0.073438
INFO:root:Epoch[1] Batch [2680] Speed: 665.76 samples/sec acc=0.082129
INFO:root:Epoch[1] Batch [2700] Speed: 664.60 samples/sec acc=0.081934
INFO:root:Epoch[1] Batch [2720] Speed: 664.04 samples/sec acc=0.085352
INFO:root:Epoch[1] Batch [2740] Speed: 665.08 samples/sec acc=0.082617
INFO:root:Epoch[1] Batch [2760] Speed: 664.56 samples/sec acc=0.091699
INFO:root:Epoch[1] Batch [2780] Speed: 664.34 samples/sec acc=0.085352
INFO:root:Epoch[1] Batch [2800] Speed: 664.53 samples/sec acc=0.083496
INFO:root:Epoch[1] Batch [2820] Speed: 664.41 samples/sec acc=0.088477
INFO:root:Epoch[1] Batch [2840] Speed: 663.93 samples/sec acc=0.083008
INFO:root:Epoch[1] Batch [2860] Speed: 665.67 samples/sec acc=0.091309
INFO:root:Epoch[1] Batch [2880] Speed: 665.30 samples/sec acc=0.085254
INFO:root:Epoch[1] Batch [2900] Speed: 664.62 samples/sec acc=0.086816
INFO:root:Epoch[1] Batch [2920] Speed: 664.53 samples/sec acc=0.087695
INFO:root:Epoch[1] Batch [2940] Speed: 664.82 samples/sec acc=0.088574
INFO:root:Epoch[1] Batch [2960] Speed: 664.41 samples/sec acc=0.090039
INFO:root:Epoch[1] Batch [2980] Speed: 664.68 samples/sec acc=0.088672
INFO:root:Epoch[1] Batch [3000] Speed: 664.52 samples/sec acc=0.082422
INFO:root:Epoch[1] Batch [3020] Speed: 662.59 samples/sec acc=0.089453
INFO:root:Epoch[1] Batch [3040] Speed: 664.72 samples/sec acc=0.084570
INFO:root:Epoch[1] Batch [3060] Speed: 664.22 samples/sec acc=0.086230
INFO:root:Epoch[1] Batch [3080] Speed: 664.08 samples/sec acc=0.085645
INFO:root:Epoch[1] Batch [3100] Speed: 664.31 samples/sec acc=0.084863
INFO:root:Epoch[1] Batch [3120] Speed: 665.35 samples/sec acc=0.090723
INFO:root:Epoch[1] Batch [3140] Speed: 663.29 samples/sec acc=0.085156
INFO:root:Epoch[1] Batch [3160] Speed: 664.39 samples/sec acc=0.082031
INFO:root:Epoch[1] Batch [3180] Speed: 663.95 samples/sec acc=0.092871
INFO:root:Epoch[1] Batch [3200] Speed: 664.39 samples/sec acc=0.086523
INFO:root:Epoch[1] Batch [3220] Speed: 666.84 samples/sec acc=0.087109
INFO:root:Epoch[1] Batch [3240] Speed: 664.72 samples/sec acc=0.088867
INFO:root:Epoch[1] Batch [3260] Speed: 664.66 samples/sec acc=0.089355
INFO:root:Epoch[1] Batch [3280] Speed: 664.14 samples/sec acc=0.086328
INFO:root:Epoch[1] Batch [3300] Speed: 664.52 samples/sec acc=0.083691
INFO:root:Epoch[1] Batch [3320] Speed: 663.75 samples/sec acc=0.088477
INFO:root:Epoch[1] Batch [3340] Speed: 664.86 samples/sec acc=0.092871
INFO:root:Epoch[1] Batch [3360] Speed: 663.90 samples/sec acc=0.086035
INFO:root:Epoch[1] Batch [3380] Speed: 665.00 samples/sec acc=0.086914
INFO:root:Epoch[1] Batch [3400] Speed: 664.49 samples/sec acc=0.085547
INFO:root:Epoch[1] Batch [3420] Speed: 664.78 samples/sec acc=0.088867
INFO:root:Epoch[1] Batch [3440] Speed: 664.42 samples/sec acc=0.089551
INFO:root:Epoch[1] Batch [3460] Speed: 664.11 samples/sec acc=0.080762
INFO:root:Epoch[1] Batch [3480] Speed: 664.17 samples/sec acc=0.087500
lr-batch-epoch: 0.1 3480 1
INFO:root:Epoch[1] Batch [3500] Speed: 663.87 samples/sec acc=0.089844
INFO:root:Epoch[1] Batch [3520] Speed: 665.16 samples/sec acc=0.089551
INFO:root:Epoch[1] Batch [3540] Speed: 664.13 samples/sec acc=0.087500
INFO:root:Epoch[1] Batch [3560] Speed: 664.60 samples/sec acc=0.085547
INFO:root:Epoch[1] Batch [3580] Speed: 664.75 samples/sec acc=0.084570
INFO:root:Epoch[1] Batch [3600] Speed: 665.00 samples/sec acc=0.095020
INFO:root:Epoch[1] Batch [3620] Speed: 663.77 samples/sec acc=0.087793
INFO:root:Epoch[1] Batch [3640] Speed: 664.30 samples/sec acc=0.091895
INFO:root:Epoch[1] Batch [3660] Speed: 664.50 samples/sec acc=0.089355
INFO:root:Epoch[1] Batch [3680] Speed: 664.58 samples/sec acc=0.089941
INFO:root:Epoch[1] Batch [3700] Speed: 664.02 samples/sec acc=0.090039
INFO:root:Epoch[1] Batch [3720] Speed: 664.71 samples/sec acc=0.088965
INFO:root:Epoch[1] Batch [3740] Speed: 664.16 samples/sec acc=0.089355
INFO:root:Epoch[1] Batch [3760] Speed: 664.09 samples/sec acc=0.087012
INFO:root:Epoch[1] Batch [3780] Speed: 664.70 samples/sec acc=0.090723
INFO:root:Epoch[1] Batch [3800] Speed: 664.31 samples/sec acc=0.089355
INFO:root:Epoch[1] Batch [3820] Speed: 664.69 samples/sec acc=0.096973
INFO:root:Epoch[1] Batch [3840] Speed: 664.36 samples/sec acc=0.084961
INFO:root:Epoch[1] Batch [3860] Speed: 664.40 samples/sec acc=0.091992
INFO:root:Epoch[1] Batch [3880] Speed: 664.58 samples/sec acc=0.092480
INFO:root:Epoch[1] Batch [3900] Speed: 664.23 samples/sec acc=0.092578
INFO:root:Epoch[1] Batch [3920] Speed: 664.49 samples/sec acc=0.093066
INFO:root:Epoch[1] Batch [3940] Speed: 663.86 samples/sec acc=0.091309
INFO:root:Epoch[1] Batch [3960] Speed: 665.03 samples/sec acc=0.090527
INFO:root:Epoch[1] Batch [3980] Speed: 663.71 samples/sec acc=0.084863
INFO:root:Epoch[1] Batch [4000] Speed: 664.63 samples/sec acc=0.095703
INFO:root:Epoch[1] Batch [4020] Speed: 669.26 samples/sec acc=0.095703
INFO:root:Epoch[1] Batch [4040] Speed: 675.43 samples/sec acc=0.089648
INFO:root:Epoch[1] Batch [4060] Speed: 664.82 samples/sec acc=0.086328
INFO:root:Epoch[1] Batch [4080] Speed: 663.26 samples/sec acc=0.092480
INFO:root:Epoch[1] Batch [4100] Speed: 664.69 samples/sec acc=0.092188
INFO:root:Epoch[1] Batch [4120] Speed: 664.61 samples/sec acc=0.086914
INFO:root:Epoch[1] Batch [4140] Speed: 663.93 samples/sec acc=0.089258
INFO:root:Epoch[1] Batch [4160] Speed: 663.79 samples/sec acc=0.096094
INFO:root:Epoch[1] Batch [4180] Speed: 664.65 samples/sec acc=0.090820
INFO:root:Epoch[1] Batch [4200] Speed: 664.80 samples/sec acc=0.093359
INFO:root:Epoch[1] Batch [4220] Speed: 664.67 samples/sec acc=0.091699
INFO:root:Epoch[1] Batch [4240] Speed: 664.96 samples/sec acc=0.091602
INFO:root:Epoch[1] Batch [4260] Speed: 665.19 samples/sec acc=0.094824
INFO:root:Epoch[1] Batch [4280] Speed: 663.33 samples/sec acc=0.092676
INFO:root:Epoch[1] Batch [4300] Speed: 664.50 samples/sec acc=0.093555
INFO:root:Epoch[1] Batch [4320] Speed: 664.55 samples/sec acc=0.092969
INFO:root:Epoch[1] Batch [4340] Speed: 664.03 samples/sec acc=0.090918
INFO:root:Epoch[1] Batch [4360] Speed: 664.82 samples/sec acc=0.090527
INFO:root:Epoch[1] Batch [4380] Speed: 665.27 samples/sec acc=0.087793
INFO:root:Epoch[1] Batch [4400] Speed: 664.36 samples/sec acc=0.096582
INFO:root:Epoch[1] Batch [4420] Speed: 664.62 samples/sec acc=0.088477
INFO:root:Epoch[1] Batch [4440] Speed: 664.28 samples/sec acc=0.090625
INFO:root:Epoch[1] Batch [4460] Speed: 663.94 samples/sec acc=0.089258
[12000][MARGIN]0.663869,0.231542
INFO:root:Epoch[1] Batch [4480] Speed: 664.20 samples/sec acc=0.093359
lr-batch-epoch: 0.1 4480 1
testing verification..
(14000, 512)
infer time 19.055237
[cfp_ff][12000]XNorm: 20.237718
[cfp_ff][12000]Accuracy-Flip: 0.99200+-0.00321
testing verification..
(14000, 512)
infer time 18.214119
[cfp_fp][12000]XNorm: 16.544081
[cfp_fp][12000]Accuracy-Flip: 0.82214+-0.01447
testing verification..
(12000, 512)
infer time 19.305643
[agedb_30][12000]XNorm: 19.872737
[agedb_30][12000]Accuracy-Flip: 0.93100+-0.01537
testing verification..
(12000, 512)
infer time 17.90811
[lfw][12000]XNorm: 20.345964
[lfw][12000]Accuracy-Flip: 0.99017+-0.00540
[12000]Accuracy-Highest: 0.99033
INFO:root:Epoch[1] Batch [4500] Speed: 91.87 samples/sec acc=0.093457
INFO:root:Epoch[1] Batch [4520] Speed: 663.13 samples/sec acc=0.094629
INFO:root:Epoch[1] Batch [4540] Speed: 664.12 samples/sec acc=0.089648
INFO:root:Epoch[1] Batch [4560] Speed: 663.19 samples/sec acc=0.095703
INFO:root:Epoch[1] Batch [4580] Speed: 663.06 samples/sec acc=0.092285
INFO:root:Epoch[1] Batch [4600] Speed: 664.42 samples/sec acc=0.089746
INFO:root:Epoch[1] Batch [4620] Speed: 663.47 samples/sec acc=0.091992
INFO:root:Epoch[1] Batch [4640] Speed: 664.15 samples/sec acc=0.090430
INFO:root:Epoch[1] Batch [4660] Speed: 664.55 samples/sec acc=0.095215
INFO:root:Epoch[1] Batch [4680] Speed: 664.79 samples/sec acc=0.095508
INFO:root:Epoch[1] Batch [4700] Speed: 664.10 samples/sec acc=0.092480
INFO:root:Epoch[1] Batch [4720] Speed: 664.65 samples/sec acc=0.092578
INFO:root:Epoch[1] Batch [4740] Speed: 661.35 samples/sec acc=0.096484
INFO:root:Epoch[1] Batch [4760] Speed: 663.40 samples/sec acc=0.094238
INFO:root:Epoch[1] Batch [4780] Speed: 664.87 samples/sec acc=0.095508
INFO:root:Epoch[1] Batch [4800] Speed: 665.01 samples/sec acc=0.095117
INFO:root:Epoch[1] Batch [4820] Speed: 673.97 samples/sec acc=0.097266
INFO:root:Epoch[1] Batch [4840] Speed: 680.04 samples/sec acc=0.091016
INFO:root:Epoch[1] Batch [4860] Speed: 671.80 samples/sec acc=0.089355
INFO:root:Epoch[1] Batch [4880] Speed: 664.33 samples/sec acc=0.091406
INFO:root:Epoch[1] Batch [4900] Speed: 665.06 samples/sec acc=0.097461
INFO:root:Epoch[1] Batch [4920] Speed: 664.58 samples/sec acc=0.092188
INFO:root:Epoch[1] Batch [4940] Speed: 664.17 samples/sec acc=0.094336
INFO:root:Epoch[1] Batch [4960] Speed: 665.38 samples/sec acc=0.094238
INFO:root:Epoch[1] Batch [4980] Speed: 664.12 samples/sec acc=0.097070
INFO:root:Epoch[1] Batch [5000] Speed: 664.07 samples/sec acc=0.095898
INFO:root:Epoch[1] Batch [5020] Speed: 664.17 samples/sec acc=0.093750
INFO:root:Epoch[1] Batch [5040] Speed: 664.34 samples/sec acc=0.098828
INFO:root:Epoch[1] Batch [5060] Speed: 664.32 samples/sec acc=0.093555
INFO:root:Epoch[1] Batch [5080] Speed: 664.87 samples/sec acc=0.094531
INFO:root:Epoch[1] Batch [5100] Speed: 664.44 samples/sec acc=0.093652
INFO:root:Epoch[1] Batch [5120] Speed: 664.01 samples/sec acc=0.089941
INFO:root:Epoch[1] Batch [5140] Speed: 664.60 samples/sec acc=0.096387
INFO:root:Epoch[1] Batch [5160] Speed: 664.69 samples/sec acc=0.097070
INFO:root:Epoch[1] Batch [5180] Speed: 664.06 samples/sec acc=0.097852
INFO:root:Epoch[1] Batch [5200] Speed: 665.19 samples/sec acc=0.095898
INFO:root:Epoch[1] Batch [5220] Speed: 664.77 samples/sec acc=0.095801
INFO:root:Epoch[1] Batch [5240] Speed: 664.18 samples/sec acc=0.095996
INFO:root:Epoch[1] Batch [5260] Speed: 665.28 samples/sec acc=0.096582
INFO:root:Epoch[1] Batch [5280] Speed: 663.67 samples/sec acc=0.102148
INFO:root:Epoch[1] Batch [5300] Speed: 664.59 samples/sec acc=0.095801
INFO:root:Epoch[1] Batch [5320] Speed: 665.23 samples/sec acc=0.098633
INFO:root:Epoch[1] Batch [5340] Speed: 664.13 samples/sec acc=0.099414
INFO:root:Epoch[1] Batch [5360] Speed: 663.60 samples/sec acc=0.093262
INFO:root:Epoch[1] Batch [5380] Speed: 664.76 samples/sec acc=0.095020
INFO:root:Epoch[1] Batch [5400] Speed: 664.85 samples/sec acc=0.091602
INFO:root:Epoch[1] Batch [5420] Speed: 663.86 samples/sec acc=0.102734
INFO:root:Epoch[1] Batch [5440] Speed: 664.46 samples/sec acc=0.094434
INFO:root:Epoch[1] Batch [5460] Speed: 664.61 samples/sec acc=0.090820
INFO:root:Epoch[1] Batch [5480] Speed: 664.34 samples/sec acc=0.090723
lr-batch-epoch: 0.1 5480 1
INFO:root:Epoch[1] Batch [5500] Speed: 664.63 samples/sec acc=0.094434
INFO:root:Epoch[1] Batch [5520] Speed: 664.64 samples/sec acc=0.097559
INFO:root:Epoch[1] Batch [5540] Speed: 664.70 samples/sec acc=0.098730
INFO:root:Epoch[1] Batch [5560] Speed: 665.25 samples/sec acc=0.094238
INFO:root:Epoch[1] Batch [5580] Speed: 664.78 samples/sec acc=0.091992
INFO:root:Epoch[1] Batch [5600] Speed: 663.40 samples/sec acc=0.094922
INFO:root:Epoch[1] Batch [5620] Speed: 676.34 samples/sec acc=0.093750
INFO:root:Epoch[1] Batch [5640] Speed: 664.83 samples/sec acc=0.097754
INFO:root:Epoch[1] Batch [5660] Speed: 664.16 samples/sec acc=0.098340
INFO:root:Epoch[1] Batch [5680] Speed: 664.74 samples/sec acc=0.096875
INFO:root:Epoch[1] Batch [5700] Speed: 664.90 samples/sec acc=0.096191
INFO:root:Epoch[1] Batch [5720] Speed: 664.13 samples/sec acc=0.095410
INFO:root:Epoch[1] Batch [5740] Speed: 665.64 samples/sec acc=0.096973
INFO:root:Epoch[1] Batch [5760] Speed: 664.07 samples/sec acc=0.099512
INFO:root:Epoch[1] Batch [5780] Speed: 664.54 samples/sec acc=0.096777
INFO:root:Epoch[1] Batch [5800] Speed: 664.87 samples/sec acc=0.096191
INFO:root:Epoch[1] Batch [5820] Speed: 664.23 samples/sec acc=0.096973
INFO:root:Epoch[1] Batch [5840] Speed: 663.94 samples/sec acc=0.100098
INFO:root:Epoch[1] Batch [5860] Speed: 664.64 samples/sec acc=0.098535
INFO:root:Epoch[1] Batch [5880] Speed: 664.42 samples/sec acc=0.098926
INFO:root:Epoch[1] Batch [5900] Speed: 664.01 samples/sec acc=0.100488
INFO:root:Epoch[1] Batch [5920] Speed: 664.99 samples/sec acc=0.097656
INFO:root:Epoch[1] Batch [5940] Speed: 664.46 samples/sec acc=0.094238
INFO:root:Epoch[1] Batch [5960] Speed: 663.98 samples/sec acc=0.097363
INFO:root:Epoch[1] Batch [5980] Speed: 665.40 samples/sec acc=0.092188
INFO:root:Epoch[1] Batch [6000] Speed: 665.01 samples/sec acc=0.093457
INFO:root:Epoch[1] Batch [6020] Speed: 664.35 samples/sec acc=0.100586
INFO:root:Epoch[1] Batch [6040] Speed: 665.23 samples/sec acc=0.102344
INFO:root:Epoch[1] Batch [6060] Speed: 664.94 samples/sec acc=0.101562
INFO:root:Epoch[1] Batch [6080] Speed: 664.54 samples/sec acc=0.099512
INFO:root:Epoch[1] Batch [6100] Speed: 665.41 samples/sec acc=0.099316
INFO:root:Epoch[1] Batch [6120] Speed: 664.04 samples/sec acc=0.100781
INFO:root:Epoch[1] Batch [6140] Speed: 663.61 samples/sec acc=0.103125
INFO:root:Epoch[1] Batch [6160] Speed: 665.18 samples/sec acc=0.098633
INFO:root:Epoch[1] Batch [6180] Speed: 664.86 samples/sec acc=0.101074
INFO:root:Epoch[1] Batch [6200] Speed: 664.23 samples/sec acc=0.097852
INFO:root:Epoch[1] Batch [6220] Speed: 665.03 samples/sec acc=0.097949
INFO:root:Epoch[1] Batch [6240] Speed: 664.08 samples/sec acc=0.099219
INFO:root:Epoch[1] Batch [6260] Speed: 663.75 samples/sec acc=0.097754
INFO:root:Epoch[1] Batch [6280] Speed: 664.83 samples/sec acc=0.099902
INFO:root:Epoch[1] Batch [6300] Speed: 664.99 samples/sec acc=0.092969
INFO:root:Epoch[1] Batch [6320] Speed: 664.05 samples/sec acc=0.102246
INFO:root:Epoch[1] Batch [6340] Speed: 664.66 samples/sec acc=0.096387
INFO:root:Epoch[1] Batch [6360] Speed: 665.46 samples/sec acc=0.098535
INFO:root:Epoch[1] Batch [6380] Speed: 664.46 samples/sec acc=0.104395
INFO:root:Epoch[1] Batch [6400] Speed: 665.45 samples/sec acc=0.100977
INFO:root:Epoch[1] Batch [6420] Speed: 664.39 samples/sec acc=0.102051
INFO:root:Epoch[1] Batch [6440] Speed: 664.14 samples/sec acc=0.098633
INFO:root:Epoch[1] Batch [6460] Speed: 664.70 samples/sec acc=0.095508
[14000][MARGIN]0.663905,0.231038
INFO:root:Epoch[1] Batch [6480] Speed: 664.85 samples/sec acc=0.102734
lr-batch-epoch: 0.1 6480 1
testing verification..
(14000, 512)
infer time 23.191147
[cfp_ff][14000]XNorm: 21.783922
[cfp_ff][14000]Accuracy-Flip: 0.99243+-0.00384
testing verification..
(14000, 512)
infer time 24.450724
[cfp_fp][14000]XNorm: 18.047383
[cfp_fp][14000]Accuracy-Flip: 0.83314+-0.01562
testing verification..
(12000, 512)
infer time 24.3648
[agedb_30][14000]XNorm: 21.715938
[agedb_30][14000]Accuracy-Flip: 0.93733+-0.01510
testing verification..
(12000, 512)
infer time 21.910281
[lfw][14000]XNorm: 22.156482
[lfw][14000]Accuracy-Flip: 0.99100+-0.00389
saving 7
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0007.params"
[14000]Accuracy-Highest: 0.99100
INFO:root:Epoch[1] Batch [6500] Speed: 76.89 samples/sec acc=0.098828
INFO:root:Epoch[1] Batch [6520] Speed: 663.29 samples/sec acc=0.096973
INFO:root:Epoch[1] Batch [6540] Speed: 663.21 samples/sec acc=0.094141
INFO:root:Epoch[1] Batch [6560] Speed: 663.48 samples/sec acc=0.098633
INFO:root:Epoch[1] Batch [6580] Speed: 665.25 samples/sec acc=0.094922
INFO:root:Epoch[1] Batch [6600] Speed: 662.71 samples/sec acc=0.094629
INFO:root:Epoch[1] Batch [6620] Speed: 664.04 samples/sec acc=0.104590
INFO:root:Epoch[1] Batch [6640] Speed: 664.52 samples/sec acc=0.095312
INFO:root:Epoch[1] Batch [6660] Speed: 664.97 samples/sec acc=0.103223
INFO:root:Epoch[1] Batch [6680] Speed: 664.04 samples/sec acc=0.098926
INFO:root:Epoch[1] Batch [6700] Speed: 665.37 samples/sec acc=0.101758
INFO:root:Epoch[1] Batch [6720] Speed: 665.17 samples/sec acc=0.101660
INFO:root:Epoch[1] Batch [6740] Speed: 664.60 samples/sec acc=0.103613
INFO:root:Epoch[1] Batch [6760] Speed: 664.41 samples/sec acc=0.103711
INFO:root:Epoch[1] Batch [6780] Speed: 665.11 samples/sec acc=0.102441
INFO:root:Epoch[1] Batch [6800] Speed: 664.46 samples/sec acc=0.100391
INFO:root:Epoch[1] Batch [6820] Speed: 665.60 samples/sec acc=0.102344
INFO:root:Epoch[1] Batch [6840] Speed: 664.00 samples/sec acc=0.103516
INFO:root:Epoch[1] Batch [6860] Speed: 664.43 samples/sec acc=0.099023
INFO:root:Epoch[1] Batch [6880] Speed: 664.94 samples/sec acc=0.101074
INFO:root:Epoch[1] Batch [6900] Speed: 672.25 samples/sec acc=0.104980
INFO:root:Epoch[1] Batch [6920] Speed: 678.31 samples/sec acc=0.100684
INFO:root:Epoch[1] Batch [6940] Speed: 679.02 samples/sec acc=0.097168
INFO:root:Epoch[1] Batch [6960] Speed: 678.62 samples/sec acc=0.100586
INFO:root:Epoch[1] Batch [6980] Speed: 678.71 samples/sec acc=0.100879
INFO:root:Epoch[1] Batch [7000] Speed: 679.13 samples/sec acc=0.102344
INFO:root:Epoch[1] Batch [7020] Speed: 671.83 samples/sec acc=0.098633
INFO:root:Epoch[1] Batch [7040] Speed: 664.19 samples/sec acc=0.103320
INFO:root:Epoch[1] Batch [7060] Speed: 664.75 samples/sec acc=0.097363
INFO:root:Epoch[1] Batch [7080] Speed: 664.33 samples/sec acc=0.106250
INFO:root:Epoch[1] Batch [7100] Speed: 664.17 samples/sec acc=0.103418
INFO:root:Epoch[1] Batch [7120] Speed: 667.57 samples/sec acc=0.107422
INFO:root:Epoch[1] Batch [7140] Speed: 678.84 samples/sec acc=0.098437
INFO:root:Epoch[1] Batch [7160] Speed: 673.04 samples/sec acc=0.099609
INFO:root:Epoch[1] Batch [7180] Speed: 664.41 samples/sec acc=0.103516
INFO:root:Epoch[1] Batch [7200] Speed: 664.60 samples/sec acc=0.104102
INFO:root:Epoch[1] Batch [7220] Speed: 663.82 samples/sec acc=0.097266
INFO:root:Epoch[1] Batch [7240] Speed: 665.29 samples/sec acc=0.101758
INFO:root:Epoch[1] Batch [7260] Speed: 664.91 samples/sec acc=0.104004
INFO:root:Epoch[1] Batch [7280] Speed: 664.18 samples/sec acc=0.104980
INFO:root:Epoch[1] Batch [7300] Speed: 664.74 samples/sec acc=0.104980
INFO:root:Epoch[1] Batch [7320] Speed: 664.91 samples/sec acc=0.099707
INFO:root:Epoch[1] Batch [7340] Speed: 664.00 samples/sec acc=0.103125
INFO:root:Epoch[1] Batch [7360] Speed: 665.13 samples/sec acc=0.103516
INFO:root:Epoch[1] Batch [7380] Speed: 664.32 samples/sec acc=0.100098
INFO:root:Epoch[1] Batch [7400] Speed: 664.56 samples/sec acc=0.099902
INFO:root:Epoch[1] Batch [7420] Speed: 664.68 samples/sec acc=0.098633
INFO:root:Epoch[1] Batch [7440] Speed: 664.59 samples/sec acc=0.102930
INFO:root:Epoch[1] Batch [7460] Speed: 663.32 samples/sec acc=0.100977
INFO:root:Epoch[1] Batch [7480] Speed: 665.12 samples/sec acc=0.100977
lr-batch-epoch: 0.1 7480 1
INFO:root:Epoch[1] Batch [7500] Speed: 664.33 samples/sec acc=0.096973
INFO:root:Epoch[1] Train-acc=0.102322
INFO:root:Epoch[1] Time cost=6187.711
call reset()
INFO:root:Epoch[2] Batch [20] Speed: 662.76 samples/sec acc=0.123791
INFO:root:Epoch[2] Batch [40] Speed: 664.15 samples/sec acc=0.120020
INFO:root:Epoch[2] Batch [60] Speed: 664.97 samples/sec acc=0.121094
INFO:root:Epoch[2] Batch [80] Speed: 665.05 samples/sec acc=0.122461
INFO:root:Epoch[2] Batch [100] Speed: 664.38 samples/sec acc=0.123242
INFO:root:Epoch[2] Batch [120] Speed: 665.15 samples/sec acc=0.120410
INFO:root:Epoch[2] Batch [140] Speed: 665.00 samples/sec acc=0.112891
INFO:root:Epoch[2] Batch [160] Speed: 664.95 samples/sec acc=0.114355
INFO:root:Epoch[2] Batch [180] Speed: 665.33 samples/sec acc=0.116504
INFO:root:Epoch[2] Batch [200] Speed: 665.11 samples/sec acc=0.114551
INFO:root:Epoch[2] Batch [220] Speed: 664.61 samples/sec acc=0.119141
INFO:root:Epoch[2] Batch [240] Speed: 665.19 samples/sec acc=0.114941
INFO:root:Epoch[2] Batch [260] Speed: 663.86 samples/sec acc=0.110937
INFO:root:Epoch[2] Batch [280] Speed: 664.48 samples/sec acc=0.108594
INFO:root:Epoch[2] Batch [300] Speed: 664.79 samples/sec acc=0.114062
INFO:root:Epoch[2] Batch [320] Speed: 665.11 samples/sec acc=0.112988
INFO:root:Epoch[2] Batch [340] Speed: 664.95 samples/sec acc=0.116406
INFO:root:Epoch[2] Batch [360] Speed: 667.06 samples/sec acc=0.107910
INFO:root:Epoch[2] Batch [380] Speed: 665.33 samples/sec acc=0.107617
INFO:root:Epoch[2] Batch [400] Speed: 664.36 samples/sec acc=0.106934
INFO:root:Epoch[2] Batch [420] Speed: 664.53 samples/sec acc=0.107031
INFO:root:Epoch[2] Batch [440] Speed: 664.55 samples/sec acc=0.106152
INFO:root:Epoch[2] Batch [460] Speed: 664.04 samples/sec acc=0.111914
INFO:root:Epoch[2] Batch [480] Speed: 665.19 samples/sec acc=0.105957
INFO:root:Epoch[2] Batch [500] Speed: 665.20 samples/sec acc=0.106348
INFO:root:Epoch[2] Batch [520] Speed: 665.11 samples/sec acc=0.107715
INFO:root:Epoch[2] Batch [540] Speed: 664.99 samples/sec acc=0.100879
INFO:root:Epoch[2] Batch [560] Speed: 664.56 samples/sec acc=0.103711
INFO:root:Epoch[2] Batch [580] Speed: 664.09 samples/sec acc=0.112793
INFO:root:Epoch[2] Batch [600] Speed: 665.09 samples/sec acc=0.104980
INFO:root:Epoch[2] Batch [620] Speed: 664.69 samples/sec acc=0.102930
INFO:root:Epoch[2] Batch [640] Speed: 664.65 samples/sec acc=0.105762
INFO:root:Epoch[2] Batch [660] Speed: 664.24 samples/sec acc=0.107227
INFO:root:Epoch[2] Batch [680] Speed: 664.73 samples/sec acc=0.108691
INFO:root:Epoch[2] Batch [700] Speed: 664.50 samples/sec acc=0.107813
INFO:root:Epoch[2] Batch [720] Speed: 664.69 samples/sec acc=0.105566
INFO:root:Epoch[2] Batch [740] Speed: 665.19 samples/sec acc=0.112793
INFO:root:Epoch[2] Batch [760] Speed: 664.86 samples/sec acc=0.109277
INFO:root:Epoch[2] Batch [780] Speed: 663.88 samples/sec acc=0.108496
INFO:root:Epoch[2] Batch [800] Speed: 664.99 samples/sec acc=0.100684
INFO:root:Epoch[2] Batch [820] Speed: 664.61 samples/sec acc=0.109473
INFO:root:Epoch[2] Batch [840] Speed: 664.20 samples/sec acc=0.103027
INFO:root:Epoch[2] Batch [860] Speed: 665.03 samples/sec acc=0.105273
INFO:root:Epoch[2] Batch [880] Speed: 665.11 samples/sec acc=0.101660
INFO:root:Epoch[2] Batch [900] Speed: 664.63 samples/sec acc=0.106738
INFO:root:Epoch[2] Batch [920] Speed: 663.97 samples/sec acc=0.107520
INFO:root:Epoch[2] Batch [940] Speed: 664.86 samples/sec acc=0.103125
INFO:root:Epoch[2] Batch [960] Speed: 664.08 samples/sec acc=0.107422
[16000][MARGIN]0.651529,0.216234
lr-batch-epoch: 0.1 961 2
testing verification..
(14000, 512)
infer time 22.022497
[cfp_ff][16000]XNorm: 22.037617
[cfp_ff][16000]Accuracy-Flip: 0.99143+-0.00461
testing verification..
(14000, 512)
infer time 22.0002
[cfp_fp][16000]XNorm: 18.299705
[cfp_fp][16000]Accuracy-Flip: 0.82743+-0.01448
testing verification..
(12000, 512)
infer time 19.077122
[agedb_30][16000]XNorm: 21.726744
[agedb_30][16000]Accuracy-Flip: 0.93767+-0.01450
testing verification..
(12000, 512)
infer time 20.571949
[lfw][16000]XNorm: 22.139647
[lfw][16000]Accuracy-Flip: 0.99033+-0.00427
[16000]Accuracy-Highest: 0.99100
INFO:root:Epoch[2] Batch [980] Speed: 88.23 samples/sec acc=0.105664
INFO:root:Epoch[2] Batch [1000] Speed: 663.50 samples/sec acc=0.103809
INFO:root:Epoch[2] Batch [1020] Speed: 663.57 samples/sec acc=0.110156
INFO:root:Epoch[2] Batch [1040] Speed: 664.63 samples/sec acc=0.105078
INFO:root:Epoch[2] Batch [1060] Speed: 664.12 samples/sec acc=0.110645
INFO:root:Epoch[2] Batch [1080] Speed: 670.58 samples/sec acc=0.110547
INFO:root:Epoch[2] Batch [1100] Speed: 685.56 samples/sec acc=0.110059
INFO:root:Epoch[2] Batch [1120] Speed: 664.68 samples/sec acc=0.107324
INFO:root:Epoch[2] Batch [1140] Speed: 664.30 samples/sec acc=0.108594
INFO:root:Epoch[2] Batch [1160] Speed: 665.77 samples/sec acc=0.105957
INFO:root:Epoch[2] Batch [1180] Speed: 664.53 samples/sec acc=0.101758
INFO:root:Epoch[2] Batch [1200] Speed: 664.85 samples/sec acc=0.108594
INFO:root:Epoch[2] Batch [1220] Speed: 664.07 samples/sec acc=0.107520
INFO:root:Epoch[2] Batch [1240] Speed: 664.89 samples/sec acc=0.103516
INFO:root:Epoch[2] Batch [1260] Speed: 664.97 samples/sec acc=0.107520
INFO:root:Epoch[2] Batch [1280] Speed: 665.06 samples/sec acc=0.106543
INFO:root:Epoch[2] Batch [1300] Speed: 664.37 samples/sec acc=0.104590
INFO:root:Epoch[2] Batch [1320] Speed: 664.46 samples/sec acc=0.111230
INFO:root:Epoch[2] Batch [1340] Speed: 664.77 samples/sec acc=0.107324
INFO:root:Epoch[2] Batch [1360] Speed: 664.64 samples/sec acc=0.107813
INFO:root:Epoch[2] Batch [1380] Speed: 665.25 samples/sec acc=0.106250
INFO:root:Epoch[2] Batch [1400] Speed: 664.91 samples/sec acc=0.108398
INFO:root:Epoch[2] Batch [1420] Speed: 664.60 samples/sec acc=0.105469
INFO:root:Epoch[2] Batch [1440] Speed: 663.94 samples/sec acc=0.104492
INFO:root:Epoch[2] Batch [1460] Speed: 665.11 samples/sec acc=0.105273
INFO:root:Epoch[2] Batch [1480] Speed: 665.18 samples/sec acc=0.104688
INFO:root:Epoch[2] Batch [1500] Speed: 663.93 samples/sec acc=0.109570
INFO:root:Epoch[2] Batch [1520] Speed: 664.76 samples/sec acc=0.109375
INFO:root:Epoch[2] Batch [1540] Speed: 663.55 samples/sec acc=0.107813
INFO:root:Epoch[2] Batch [1560] Speed: 665.20 samples/sec acc=0.112793
INFO:root:Epoch[2] Batch [1580] Speed: 665.05 samples/sec acc=0.104004
INFO:root:Epoch[2] Batch [1600] Speed: 664.81 samples/sec acc=0.110449
INFO:root:Epoch[2] Batch [1620] Speed: 664.04 samples/sec acc=0.103711
INFO:root:Epoch[2] Batch [1640] Speed: 664.94 samples/sec acc=0.103613
INFO:root:Epoch[2] Batch [1660] Speed: 664.82 samples/sec acc=0.106543
INFO:root:Epoch[2] Batch [1680] Speed: 664.07 samples/sec acc=0.115625
INFO:root:Epoch[2] Batch [1700] Speed: 664.73 samples/sec acc=0.108594
INFO:root:Epoch[2] Batch [1720] Speed: 664.96 samples/sec acc=0.111621
INFO:root:Epoch[2] Batch [1740] Speed: 664.57 samples/sec acc=0.108203
INFO:root:Epoch[2] Batch [1760] Speed: 664.65 samples/sec acc=0.105273
INFO:root:Epoch[2] Batch [1780] Speed: 664.55 samples/sec acc=0.109570
INFO:root:Epoch[2] Batch [1800] Speed: 663.90 samples/sec acc=0.108887
INFO:root:Epoch[2] Batch [1820] Speed: 665.03 samples/sec acc=0.110937
INFO:root:Epoch[2] Batch [1840] Speed: 664.37 samples/sec acc=0.108789
INFO:root:Epoch[2] Batch [1860] Speed: 665.64 samples/sec acc=0.108691
INFO:root:Epoch[2] Batch [1880] Speed: 664.35 samples/sec acc=0.106738
INFO:root:Epoch[2] Batch [1900] Speed: 664.58 samples/sec acc=0.110742
INFO:root:Epoch[2] Batch [1920] Speed: 664.56 samples/sec acc=0.116797
INFO:root:Epoch[2] Batch [1940] Speed: 664.19 samples/sec acc=0.107129
INFO:root:Epoch[2] Batch [1960] Speed: 664.40 samples/sec acc=0.107227
lr-batch-epoch: 0.1 1961 2
INFO:root:Epoch[2] Batch [1980] Speed: 664.40 samples/sec acc=0.108008
INFO:root:Epoch[2] Batch [2000] Speed: 664.47 samples/sec acc=0.106055
INFO:root:Epoch[2] Batch [2020] Speed: 663.48 samples/sec acc=0.112207
INFO:root:Epoch[2] Batch [2040] Speed: 664.45 samples/sec acc=0.104199
INFO:root:Epoch[2] Batch [2060] Speed: 664.24 samples/sec acc=0.110937
INFO:root:Epoch[2] Batch [2080] Speed: 664.63 samples/sec acc=0.104590
INFO:root:Epoch[2] Batch [2100] Speed: 664.37 samples/sec acc=0.110254
INFO:root:Epoch[2] Batch [2120] Speed: 664.96 samples/sec acc=0.109668
INFO:root:Epoch[2] Batch [2140] Speed: 664.44 samples/sec acc=0.111523
INFO:root:Epoch[2] Batch [2160] Speed: 664.79 samples/sec acc=0.107520
INFO:root:Epoch[2] Batch [2180] Speed: 664.34 samples/sec acc=0.106445
INFO:root:Epoch[2] Batch [2200] Speed: 664.62 samples/sec acc=0.109961
INFO:root:Epoch[2] Batch [2220] Speed: 664.52 samples/sec acc=0.109375
INFO:root:Epoch[2] Batch [2240] Speed: 665.07 samples/sec acc=0.109570
INFO:root:Epoch[2] Batch [2260] Speed: 664.79 samples/sec acc=0.108496
INFO:root:Epoch[2] Batch [2280] Speed: 664.37 samples/sec acc=0.107422
INFO:root:Epoch[2] Batch [2300] Speed: 663.81 samples/sec acc=0.102930
INFO:root:Epoch[2] Batch [2320] Speed: 664.82 samples/sec acc=0.106738
INFO:root:Epoch[2] Batch [2340] Speed: 663.48 samples/sec acc=0.111230
INFO:root:Epoch[2] Batch [2360] Speed: 664.29 samples/sec acc=0.109180
INFO:root:Epoch[2] Batch [2380] Speed: 664.07 samples/sec acc=0.107617
INFO:root:Epoch[2] Batch [2400] Speed: 664.46 samples/sec acc=0.111621
INFO:root:Epoch[2] Batch [2420] Speed: 663.83 samples/sec acc=0.111426
INFO:root:Epoch[2] Batch [2440] Speed: 664.06 samples/sec acc=0.111523
INFO:root:Epoch[2] Batch [2460] Speed: 664.59 samples/sec acc=0.106934
INFO:root:Epoch[2] Batch [2480] Speed: 664.31 samples/sec acc=0.112109
INFO:root:Epoch[2] Batch [2500] Speed: 664.29 samples/sec acc=0.114258
INFO:root:Epoch[2] Batch [2520] Speed: 665.16 samples/sec acc=0.108594
INFO:root:Epoch[2] Batch [2540] Speed: 664.23 samples/sec acc=0.109180
INFO:root:Epoch[2] Batch [2560] Speed: 663.99 samples/sec acc=0.116113
INFO:root:Epoch[2] Batch [2580] Speed: 664.65 samples/sec acc=0.110059
INFO:root:Epoch[2] Batch [2600] Speed: 664.12 samples/sec acc=0.110059
INFO:root:Epoch[2] Batch [2620] Speed: 663.70 samples/sec acc=0.109180
INFO:root:Epoch[2] Batch [2640] Speed: 661.06 samples/sec acc=0.111230
INFO:root:Epoch[2] Batch [2660] Speed: 671.20 samples/sec acc=0.113770
INFO:root:Epoch[2] Batch [2680] Speed: 664.35 samples/sec acc=0.106934
INFO:root:Epoch[2] Batch [2700] Speed: 664.46 samples/sec acc=0.109570
INFO:root:Epoch[2] Batch [2720] Speed: 664.56 samples/sec acc=0.109863
INFO:root:Epoch[2] Batch [2740] Speed: 664.62 samples/sec acc=0.109473
INFO:root:Epoch[2] Batch [2760] Speed: 663.39 samples/sec acc=0.113281
INFO:root:Epoch[2] Batch [2780] Speed: 663.43 samples/sec acc=0.107031
INFO:root:Epoch[2] Batch [2800] Speed: 663.70 samples/sec acc=0.112207
INFO:root:Epoch[2] Batch [2820] Speed: 664.16 samples/sec acc=0.110937
INFO:root:Epoch[2] Batch [2840] Speed: 664.13 samples/sec acc=0.114551
INFO:root:Epoch[2] Batch [2860] Speed: 664.69 samples/sec acc=0.112500
INFO:root:Epoch[2] Batch [2880] Speed: 664.43 samples/sec acc=0.110156
INFO:root:Epoch[2] Batch [2900] Speed: 664.40 samples/sec acc=0.106445
INFO:root:Epoch[2] Batch [2920] Speed: 664.79 samples/sec acc=0.112598
INFO:root:Epoch[2] Batch [2940] Speed: 663.88 samples/sec acc=0.108496
INFO:root:Epoch[2] Batch [2960] Speed: 664.18 samples/sec acc=0.109766
[18000][MARGIN]0.643295,0.205146
lr-batch-epoch: 0.1 2961 2
testing verification..
(14000, 512)
infer time 20.873428
[cfp_ff][18000]XNorm: 21.546624
[cfp_ff][18000]Accuracy-Flip: 0.99343+-0.00339
testing verification..
(14000, 512)
infer time 21.734194
[cfp_fp][18000]XNorm: 17.674893
[cfp_fp][18000]Accuracy-Flip: 0.83671+-0.01759
testing verification..
(12000, 512)
infer time 21.034575
[agedb_30][18000]XNorm: 21.225530
[agedb_30][18000]Accuracy-Flip: 0.94467+-0.01388
testing verification..
(12000, 512)
infer time 19.427078
[lfw][18000]XNorm: 21.675605
[lfw][18000]Accuracy-Flip: 0.99167+-0.00489
saving 9
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0009.params"
[18000]Accuracy-Highest: 0.99167
INFO:root:Epoch[2] Batch [2980] Speed: 84.94 samples/sec acc=0.110156
INFO:root:Epoch[2] Batch [3000] Speed: 663.02 samples/sec acc=0.112598
INFO:root:Epoch[2] Batch [3020] Speed: 663.09 samples/sec acc=0.109082
INFO:root:Epoch[2] Batch [3040] Speed: 663.72 samples/sec acc=0.113867
INFO:root:Epoch[2] Batch [3060] Speed: 663.60 samples/sec acc=0.114160
INFO:root:Epoch[2] Batch [3080] Speed: 664.46 samples/sec acc=0.107227
INFO:root:Epoch[2] Batch [3100] Speed: 664.43 samples/sec acc=0.110254
INFO:root:Epoch[2] Batch [3120] Speed: 664.16 samples/sec acc=0.117578
INFO:root:Epoch[2] Batch [3140] Speed: 663.31 samples/sec acc=0.111914
INFO:root:Epoch[2] Batch [3160] Speed: 663.83 samples/sec acc=0.110937
INFO:root:Epoch[2] Batch [3180] Speed: 664.06 samples/sec acc=0.108691
INFO:root:Epoch[2] Batch [3200] Speed: 664.65 samples/sec acc=0.107617
INFO:root:Epoch[2] Batch [3220] Speed: 664.69 samples/sec acc=0.112500
INFO:root:Epoch[2] Batch [3240] Speed: 664.71 samples/sec acc=0.110352
INFO:root:Epoch[2] Batch [3260] Speed: 664.45 samples/sec acc=0.110645
INFO:root:Epoch[2] Batch [3280] Speed: 665.02 samples/sec acc=0.104785
INFO:root:Epoch[2] Batch [3300] Speed: 664.39 samples/sec acc=0.112793
INFO:root:Epoch[2] Batch [3320] Speed: 663.92 samples/sec acc=0.107227
INFO:root:Epoch[2] Batch [3340] Speed: 664.14 samples/sec acc=0.115137
INFO:root:Epoch[2] Batch [3360] Speed: 668.48 samples/sec acc=0.111621
INFO:root:Epoch[2] Batch [3380] Speed: 683.07 samples/sec acc=0.108789
INFO:root:Epoch[2] Batch [3400] Speed: 675.24 samples/sec acc=0.112305
INFO:root:Epoch[2] Batch [3420] Speed: 664.20 samples/sec acc=0.109375
INFO:root:Epoch[2] Batch [3440] Speed: 664.32 samples/sec acc=0.111914
INFO:root:Epoch[2] Batch [3460] Speed: 663.89 samples/sec acc=0.114844
INFO:root:Epoch[2] Batch [3480] Speed: 664.25 samples/sec acc=0.111914
INFO:root:Epoch[2] Batch [3500] Speed: 663.71 samples/sec acc=0.114355
INFO:root:Epoch[2] Batch [3520] Speed: 664.43 samples/sec acc=0.111816
INFO:root:Epoch[2] Batch [3540] Speed: 663.37 samples/sec acc=0.112207
INFO:root:Epoch[2] Batch [3560] Speed: 664.55 samples/sec acc=0.111816
INFO:root:Epoch[2] Batch [3580] Speed: 664.70 samples/sec acc=0.108008
INFO:root:Epoch[2] Batch [3600] Speed: 664.80 samples/sec acc=0.110742
INFO:root:Epoch[2] Batch [3620] Speed: 664.22 samples/sec acc=0.109570
INFO:root:Epoch[2] Batch [3640] Speed: 663.62 samples/sec acc=0.111719
INFO:root:Epoch[2] Batch [3660] Speed: 664.16 samples/sec acc=0.114648
INFO:root:Epoch[2] Batch [3680] Speed: 664.17 samples/sec acc=0.111328
INFO:root:Epoch[2] Batch [3700] Speed: 664.86 samples/sec acc=0.112793
INFO:root:Epoch[2] Batch [3720] Speed: 664.13 samples/sec acc=0.107227
INFO:root:Epoch[2] Batch [3740] Speed: 664.20 samples/sec acc=0.116797
INFO:root:Epoch[2] Batch [3760] Speed: 664.91 samples/sec acc=0.115723
INFO:root:Epoch[2] Batch [3780] Speed: 663.87 samples/sec acc=0.117773
INFO:root:Epoch[2] Batch [3800] Speed: 664.63 samples/sec acc=0.108398
INFO:root:Epoch[2] Batch [3820] Speed: 664.50 samples/sec acc=0.114746
INFO:root:Epoch[2] Batch [3840] Speed: 664.13 samples/sec acc=0.106348
INFO:root:Epoch[2] Batch [3860] Speed: 663.95 samples/sec acc=0.119531
INFO:root:Epoch[2] Batch [3880] Speed: 664.61 samples/sec acc=0.110840
INFO:root:Epoch[2] Batch [3900] Speed: 664.16 samples/sec acc=0.118555
INFO:root:Epoch[2] Batch [3920] Speed: 664.38 samples/sec acc=0.111523
INFO:root:Epoch[2] Batch [3940] Speed: 664.28 samples/sec acc=0.112305
INFO:root:Epoch[2] Batch [3960] Speed: 664.88 samples/sec acc=0.116016
lr-batch-epoch: 0.1 3961 2
INFO:root:Epoch[2] Batch [3980] Speed: 664.94 samples/sec acc=0.113672
INFO:root:Epoch[2] Batch [4000] Speed: 664.07 samples/sec acc=0.108008
INFO:root:Epoch[2] Batch [4020] Speed: 664.84 samples/sec acc=0.117090
INFO:root:Epoch[2] Batch [4040] Speed: 664.60 samples/sec acc=0.113867
INFO:root:Epoch[2] Batch [4060] Speed: 664.30 samples/sec acc=0.116309
INFO:root:Epoch[2] Batch [4080] Speed: 663.47 samples/sec acc=0.118262
INFO:root:Epoch[2] Batch [4100] Speed: 664.70 samples/sec acc=0.114355
INFO:root:Epoch[2] Batch [4120] Speed: 663.99 samples/sec acc=0.112109
INFO:root:Epoch[2] Batch [4140] Speed: 669.73 samples/sec acc=0.109082
INFO:root:Epoch[2] Batch [4160] Speed: 680.88 samples/sec acc=0.111914
INFO:root:Epoch[2] Batch [4180] Speed: 669.61 samples/sec acc=0.110547
INFO:root:Epoch[2] Batch [4200] Speed: 665.34 samples/sec acc=0.113477
INFO:root:Epoch[2] Batch [4220] Speed: 664.35 samples/sec acc=0.117285
INFO:root:Epoch[2] Batch [4240] Speed: 664.92 samples/sec acc=0.114062
INFO:root:Epoch[2] Batch [4260] Speed: 664.83 samples/sec acc=0.113867
INFO:root:Epoch[2] Batch [4280] Speed: 663.98 samples/sec acc=0.115430
INFO:root:Epoch[2] Batch [4300] Speed: 664.89 samples/sec acc=0.114941
INFO:root:Epoch[2] Batch [4320] Speed: 664.82 samples/sec acc=0.112207
INFO:root:Epoch[2] Batch [4340] Speed: 664.90 samples/sec acc=0.114258
INFO:root:Epoch[2] Batch [4360] Speed: 664.17 samples/sec acc=0.110840
INFO:root:Epoch[2] Batch [4380] Speed: 664.28 samples/sec acc=0.118359
INFO:root:Epoch[2] Batch [4400] Speed: 663.80 samples/sec acc=0.115723
INFO:root:Epoch[2] Batch [4420] Speed: 664.33 samples/sec acc=0.114355
INFO:root:Epoch[2] Batch [4440] Speed: 665.21 samples/sec acc=0.111719
INFO:root:Epoch[2] Batch [4460] Speed: 664.03 samples/sec acc=0.116504
INFO:root:Epoch[2] Batch [4480] Speed: 664.72 samples/sec acc=0.111133
INFO:root:Epoch[2] Batch [4500] Speed: 663.72 samples/sec acc=0.119629
INFO:root:Epoch[2] Batch [4520] Speed: 664.06 samples/sec acc=0.108594
INFO:root:Epoch[2] Batch [4540] Speed: 664.94 samples/sec acc=0.111914
INFO:root:Epoch[2] Batch [4560] Speed: 663.78 samples/sec acc=0.110742
INFO:root:Epoch[2] Batch [4580] Speed: 665.08 samples/sec acc=0.117188
INFO:root:Epoch[2] Batch [4600] Speed: 664.37 samples/sec acc=0.110937
INFO:root:Epoch[2] Batch [4620] Speed: 664.12 samples/sec acc=0.110840
INFO:root:Epoch[2] Batch [4640] Speed: 664.57 samples/sec acc=0.117383
INFO:root:Epoch[2] Batch [4660] Speed: 663.86 samples/sec acc=0.113672
INFO:root:Epoch[2] Batch [4680] Speed: 664.00 samples/sec acc=0.116113
INFO:root:Epoch[2] Batch [4700] Speed: 664.21 samples/sec acc=0.121289
INFO:root:Epoch[2] Batch [4720] Speed: 664.58 samples/sec acc=0.114355
INFO:root:Epoch[2] Batch [4740] Speed: 664.36 samples/sec acc=0.114160
INFO:root:Epoch[2] Batch [4760] Speed: 664.57 samples/sec acc=0.117090
INFO:root:Epoch[2] Batch [4780] Speed: 664.18 samples/sec acc=0.116113
INFO:root:Epoch[2] Batch [4800] Speed: 664.03 samples/sec acc=0.118652
INFO:root:Epoch[2] Batch [4820] Speed: 664.77 samples/sec acc=0.112305
INFO:root:Epoch[2] Batch [4840] Speed: 663.82 samples/sec acc=0.121484
INFO:root:Epoch[2] Batch [4860] Speed: 664.63 samples/sec acc=0.115918
INFO:root:Epoch[2] Batch [4880] Speed: 664.45 samples/sec acc=0.116016
INFO:root:Epoch[2] Batch [4900] Speed: 664.80 samples/sec acc=0.120020
INFO:root:Epoch[2] Batch [4920] Speed: 663.74 samples/sec acc=0.119531
INFO:root:Epoch[2] Batch [4940] Speed: 669.45 samples/sec acc=0.110937
INFO:root:Epoch[2] Batch [4960] Speed: 665.32 samples/sec acc=0.109863
[20000][MARGIN]0.663238,0.230801
lr-batch-epoch: 0.1 4961 2
testing verification..
(14000, 512)
infer time 21.918577
[cfp_ff][20000]XNorm: 20.374364
[cfp_ff][20000]Accuracy-Flip: 0.99314+-0.00325
testing verification..
(14000, 512)
infer time 19.171411
[cfp_fp][20000]XNorm: 16.566911
[cfp_fp][20000]Accuracy-Flip: 0.81929+-0.01688
testing verification..
(12000, 512)
infer time 18.896416
[agedb_30][20000]XNorm: 19.540734
[agedb_30][20000]Accuracy-Flip: 0.94333+-0.01216
testing verification..
(12000, 512)
infer time 20.152508
[lfw][20000]XNorm: 20.211320
[lfw][20000]Accuracy-Flip: 0.99067+-0.00410
[20000]Accuracy-Highest: 0.99167
INFO:root:Epoch[2] Batch [4980] Speed: 91.09 samples/sec acc=0.118750
INFO:root:Epoch[2] Batch [5000] Speed: 672.88 samples/sec acc=0.119922
INFO:root:Epoch[2] Batch [5020] Speed: 663.05 samples/sec acc=0.116016
INFO:root:Epoch[2] Batch [5040] Speed: 663.79 samples/sec acc=0.118066
INFO:root:Epoch[2] Batch [5060] Speed: 663.57 samples/sec acc=0.115039
INFO:root:Epoch[2] Batch [5080] Speed: 663.88 samples/sec acc=0.112305
INFO:root:Epoch[2] Batch [5100] Speed: 664.05 samples/sec acc=0.119336
INFO:root:Epoch[2] Batch [5120] Speed: 664.60 samples/sec acc=0.118652
INFO:root:Epoch[2] Batch [5140] Speed: 663.68 samples/sec acc=0.117676
INFO:root:Epoch[2] Batch [5160] Speed: 665.14 samples/sec acc=0.116406
INFO:root:Epoch[2] Batch [5180] Speed: 663.46 samples/sec acc=0.110449
INFO:root:Epoch[2] Batch [5200] Speed: 663.83 samples/sec acc=0.112109
INFO:root:Epoch[2] Batch [5220] Speed: 664.03 samples/sec acc=0.116602
INFO:root:Epoch[2] Batch [5240] Speed: 664.81 samples/sec acc=0.116309
INFO:root:Epoch[2] Batch [5260] Speed: 663.35 samples/sec acc=0.117090
INFO:root:Epoch[2] Batch [5280] Speed: 664.49 samples/sec acc=0.115918
INFO:root:Epoch[2] Batch [5300] Speed: 663.17 samples/sec acc=0.119531
INFO:root:Epoch[2] Batch [5320] Speed: 664.53 samples/sec acc=0.114844
INFO:root:Epoch[2] Batch [5340] Speed: 662.99 samples/sec acc=0.116699
INFO:root:Epoch[2] Batch [5360] Speed: 663.62 samples/sec acc=0.114258
INFO:root:Epoch[2] Batch [5380] Speed: 663.86 samples/sec acc=0.111133
INFO:root:Epoch[2] Batch [5400] Speed: 664.32 samples/sec acc=0.115430
INFO:root:Epoch[2] Batch [5420] Speed: 664.78 samples/sec acc=0.111816
INFO:root:Epoch[2] Batch [5440] Speed: 664.39 samples/sec acc=0.111230
INFO:root:Epoch[2] Batch [5460] Speed: 664.17 samples/sec acc=0.117676
INFO:root:Epoch[2] Batch [5480] Speed: 664.50 samples/sec acc=0.115625
INFO:root:Epoch[2] Batch [5500] Speed: 664.36 samples/sec acc=0.118066
INFO:root:Epoch[2] Batch [5520] Speed: 664.05 samples/sec acc=0.120996
INFO:root:Epoch[2] Batch [5540] Speed: 664.47 samples/sec acc=0.118750
INFO:root:Epoch[2] Batch [5560] Speed: 664.39 samples/sec acc=0.123047
INFO:root:Epoch[2] Batch [5580] Speed: 663.95 samples/sec acc=0.117090
INFO:root:Epoch[2] Batch [5600] Speed: 664.22 samples/sec acc=0.121387
INFO:root:Epoch[2] Batch [5620] Speed: 664.51 samples/sec acc=0.119824
INFO:root:Epoch[2] Batch [5640] Speed: 664.47 samples/sec acc=0.118164
INFO:root:Epoch[2] Batch [5660] Speed: 666.73 samples/sec acc=0.115137
INFO:root:Epoch[2] Batch [5680] Speed: 664.81 samples/sec acc=0.116895
INFO:root:Epoch[2] Batch [5700] Speed: 663.82 samples/sec acc=0.122656
INFO:root:Epoch[2] Batch [5720] Speed: 664.55 samples/sec acc=0.114062
INFO:root:Epoch[2] Batch [5740] Speed: 664.58 samples/sec acc=0.114453
INFO:root:Epoch[2] Batch [5760] Speed: 664.23 samples/sec acc=0.118164
INFO:root:Epoch[2] Batch [5780] Speed: 664.38 samples/sec acc=0.116699
INFO:root:Epoch[2] Batch [5800] Speed: 664.22 samples/sec acc=0.117676
INFO:root:Epoch[2] Batch [5820] Speed: 663.73 samples/sec acc=0.119336
INFO:root:Epoch[2] Batch [5840] Speed: 664.61 samples/sec acc=0.116602
INFO:root:Epoch[2] Batch [5860] Speed: 664.85 samples/sec acc=0.114941
INFO:root:Epoch[2] Batch [5880] Speed: 664.40 samples/sec acc=0.118164
INFO:root:Epoch[2] Batch [5900] Speed: 663.76 samples/sec acc=0.119531
INFO:root:Epoch[2] Batch [5920] Speed: 664.06 samples/sec acc=0.119043
INFO:root:Epoch[2] Batch [5940] Speed: 663.59 samples/sec acc=0.121387
INFO:root:Epoch[2] Batch [5960] Speed: 664.12 samples/sec acc=0.112793
lr-batch-epoch: 0.1 5961 2
INFO:root:Epoch[2] Batch [5980] Speed: 664.73 samples/sec acc=0.115039
INFO:root:Epoch[2] Batch [6000] Speed: 663.84 samples/sec acc=0.111133
INFO:root:Epoch[2] Batch [6020] Speed: 664.09 samples/sec acc=0.118555
INFO:root:Epoch[2] Batch [6040] Speed: 664.42 samples/sec acc=0.117090
INFO:root:Epoch[2] Batch [6060] Speed: 664.06 samples/sec acc=0.117480
INFO:root:Epoch[2] Batch [6080] Speed: 664.31 samples/sec acc=0.119531
INFO:root:Epoch[2] Batch [6100] Speed: 663.97 samples/sec acc=0.119434
INFO:root:Epoch[2] Batch [6120] Speed: 663.05 samples/sec acc=0.123633
INFO:root:Epoch[2] Batch [6140] Speed: 664.41 samples/sec acc=0.117871
INFO:root:Epoch[2] Batch [6160] Speed: 663.85 samples/sec acc=0.110449
INFO:root:Epoch[2] Batch [6180] Speed: 663.81 samples/sec acc=0.113867
INFO:root:Epoch[2] Batch [6200] Speed: 664.09 samples/sec acc=0.114941
INFO:root:Epoch[2] Batch [6220] Speed: 664.49 samples/sec acc=0.119238
INFO:root:Epoch[2] Batch [6240] Speed: 664.11 samples/sec acc=0.115820
INFO:root:Epoch[2] Batch [6260] Speed: 663.29 samples/sec acc=0.115234
INFO:root:Epoch[2] Batch [6280] Speed: 664.97 samples/sec acc=0.114355
INFO:root:Epoch[2] Batch [6300] Speed: 663.77 samples/sec acc=0.117188
INFO:root:Epoch[2] Batch [6320] Speed: 663.55 samples/sec acc=0.123535
INFO:root:Epoch[2] Batch [6340] Speed: 664.37 samples/sec acc=0.122070
INFO:root:Epoch[2] Batch [6360] Speed: 664.77 samples/sec acc=0.125977
INFO:root:Epoch[2] Batch [6380] Speed: 663.94 samples/sec acc=0.114746
INFO:root:Epoch[2] Batch [6400] Speed: 664.46 samples/sec acc=0.124316
INFO:root:Epoch[2] Batch [6420] Speed: 663.56 samples/sec acc=0.118262
INFO:root:Epoch[2] Batch [6440] Speed: 669.30 samples/sec acc=0.118164
INFO:root:Epoch[2] Batch [6460] Speed: 681.44 samples/sec acc=0.121094
INFO:root:Epoch[2] Batch [6480] Speed: 680.55 samples/sec acc=0.124023
INFO:root:Epoch[2] Batch [6500] Speed: 680.84 samples/sec acc=0.119531
INFO:root:Epoch[2] Batch [6520] Speed: 680.07 samples/sec acc=0.124219
INFO:root:Epoch[2] Batch [6540] Speed: 681.65 samples/sec acc=0.122754
INFO:root:Epoch[2] Batch [6560] Speed: 678.54 samples/sec acc=0.115527
INFO:root:Epoch[2] Batch [6580] Speed: 663.81 samples/sec acc=0.116895
INFO:root:Epoch[2] Batch [6600] Speed: 664.42 samples/sec acc=0.114844
INFO:root:Epoch[2] Batch [6620] Speed: 663.95 samples/sec acc=0.119141
INFO:root:Epoch[2] Batch [6640] Speed: 662.97 samples/sec acc=0.119824
INFO:root:Epoch[2] Batch [6660] Speed: 664.26 samples/sec acc=0.119922
INFO:root:Epoch[2] Batch [6680] Speed: 664.31 samples/sec acc=0.117285
INFO:root:Epoch[2] Batch [6700] Speed: 663.47 samples/sec acc=0.114355
INFO:root:Epoch[2] Batch [6720] Speed: 664.60 samples/sec acc=0.123145
INFO:root:Epoch[2] Batch [6740] Speed: 663.39 samples/sec acc=0.121484
INFO:root:Epoch[2] Batch [6760] Speed: 663.38 samples/sec acc=0.117969
INFO:root:Epoch[2] Batch [6780] Speed: 664.36 samples/sec acc=0.125000
INFO:root:Epoch[2] Batch [6800] Speed: 664.32 samples/sec acc=0.116992
INFO:root:Epoch[2] Batch [6820] Speed: 664.38 samples/sec acc=0.116211
INFO:root:Epoch[2] Batch [6840] Speed: 663.61 samples/sec acc=0.114062
INFO:root:Epoch[2] Batch [6860] Speed: 664.10 samples/sec acc=0.119629
INFO:root:Epoch[2] Batch [6880] Speed: 664.32 samples/sec acc=0.121582
INFO:root:Epoch[2] Batch [6900] Speed: 664.65 samples/sec acc=0.118359
INFO:root:Epoch[2] Batch [6920] Speed: 663.93 samples/sec acc=0.115234
INFO:root:Epoch[2] Batch [6940] Speed: 663.81 samples/sec acc=0.119434
INFO:root:Epoch[2] Batch [6960] Speed: 663.18 samples/sec acc=0.113574
[22000][MARGIN]0.657348,0.223681
lr-batch-epoch: 0.1 6961 2
testing verification..
(14000, 512)
infer time 21.128909
[cfp_ff][22000]XNorm: 21.352920
[cfp_ff][22000]Accuracy-Flip: 0.99257+-0.00167
testing verification..
(14000, 512)
infer time 18.872781
[cfp_fp][22000]XNorm: 17.430041
[cfp_fp][22000]Accuracy-Flip: 0.82871+-0.01249
testing verification..
(12000, 512)
infer time 21.459833
[agedb_30][22000]XNorm: 20.922552
[agedb_30][22000]Accuracy-Flip: 0.94383+-0.00913
testing verification..
(12000, 512)
infer time 17.803807
[lfw][22000]XNorm: 21.271461
[lfw][22000]Accuracy-Flip: 0.99250+-0.00344
saving 11
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0011.params"
[22000]Accuracy-Highest: 0.99250
INFO:root:Epoch[2] Batch [6980] Speed: 88.76 samples/sec acc=0.117480
INFO:root:Epoch[2] Batch [7000] Speed: 663.49 samples/sec acc=0.120117
INFO:root:Epoch[2] Batch [7020] Speed: 662.53 samples/sec acc=0.117871
INFO:root:Epoch[2] Batch [7040] Speed: 663.60 samples/sec acc=0.118457
INFO:root:Epoch[2] Batch [7060] Speed: 663.42 samples/sec acc=0.116602
INFO:root:Epoch[2] Batch [7080] Speed: 664.05 samples/sec acc=0.119922
INFO:root:Epoch[2] Batch [7100] Speed: 664.54 samples/sec acc=0.122461
INFO:root:Epoch[2] Batch [7120] Speed: 664.20 samples/sec acc=0.123145
INFO:root:Epoch[2] Batch [7140] Speed: 665.31 samples/sec acc=0.123340
INFO:root:Epoch[2] Batch [7160] Speed: 664.74 samples/sec acc=0.124609
INFO:root:Epoch[2] Batch [7180] Speed: 664.66 samples/sec acc=0.120020
INFO:root:Epoch[2] Batch [7200] Speed: 664.34 samples/sec acc=0.127148
INFO:root:Epoch[2] Batch [7220] Speed: 671.26 samples/sec acc=0.123633
INFO:root:Epoch[2] Batch [7240] Speed: 664.98 samples/sec acc=0.129297
INFO:root:Epoch[2] Batch [7260] Speed: 663.81 samples/sec acc=0.118750
INFO:root:Epoch[2] Batch [7280] Speed: 664.59 samples/sec acc=0.120605
INFO:root:Epoch[2] Batch [7300] Speed: 664.42 samples/sec acc=0.125098
INFO:root:Epoch[2] Batch [7320] Speed: 664.16 samples/sec acc=0.124414
INFO:root:Epoch[2] Batch [7340] Speed: 664.47 samples/sec acc=0.117969
INFO:root:Epoch[2] Batch [7360] Speed: 664.39 samples/sec acc=0.121875
INFO:root:Epoch[2] Batch [7380] Speed: 663.71 samples/sec acc=0.122949
INFO:root:Epoch[2] Batch [7400] Speed: 663.93 samples/sec acc=0.124219
INFO:root:Epoch[2] Batch [7420] Speed: 664.72 samples/sec acc=0.121289
INFO:root:Epoch[2] Batch [7440] Speed: 664.18 samples/sec acc=0.113965
INFO:root:Epoch[2] Batch [7460] Speed: 663.63 samples/sec acc=0.124316
INFO:root:Epoch[2] Batch [7480] Speed: 664.10 samples/sec acc=0.120898
INFO:root:Epoch[2] Batch [7500] Speed: 664.24 samples/sec acc=0.120410
INFO:root:Epoch[2] Train-acc=0.120551
INFO:root:Epoch[2] Time cost=6193.579
call reset()
INFO:root:Epoch[3] Batch [20] Speed: 676.59 samples/sec acc=0.149833
INFO:root:Epoch[3] Batch [40] Speed: 672.43 samples/sec acc=0.142578
INFO:root:Epoch[3] Batch [60] Speed: 663.42 samples/sec acc=0.137402
INFO:root:Epoch[3] Batch [80] Speed: 664.03 samples/sec acc=0.135645
INFO:root:Epoch[3] Batch [100] Speed: 664.10 samples/sec acc=0.132715
INFO:root:Epoch[3] Batch [120] Speed: 664.15 samples/sec acc=0.133203
INFO:root:Epoch[3] Batch [140] Speed: 663.85 samples/sec acc=0.134473
INFO:root:Epoch[3] Batch [160] Speed: 664.61 samples/sec acc=0.131152
INFO:root:Epoch[3] Batch [180] Speed: 664.18 samples/sec acc=0.137793
INFO:root:Epoch[3] Batch [200] Speed: 664.27 samples/sec acc=0.135742
INFO:root:Epoch[3] Batch [220] Speed: 665.12 samples/sec acc=0.131836
INFO:root:Epoch[3] Batch [240] Speed: 663.97 samples/sec acc=0.139746
INFO:root:Epoch[3] Batch [260] Speed: 664.24 samples/sec acc=0.136230
INFO:root:Epoch[3] Batch [280] Speed: 665.08 samples/sec acc=0.133691
INFO:root:Epoch[3] Batch [300] Speed: 664.23 samples/sec acc=0.137012
INFO:root:Epoch[3] Batch [320] Speed: 663.24 samples/sec acc=0.131836
INFO:root:Epoch[3] Batch [340] Speed: 665.29 samples/sec acc=0.129395
INFO:root:Epoch[3] Batch [360] Speed: 664.53 samples/sec acc=0.133594
INFO:root:Epoch[3] Batch [380] Speed: 664.21 samples/sec acc=0.127637
INFO:root:Epoch[3] Batch [400] Speed: 663.98 samples/sec acc=0.125879
INFO:root:Epoch[3] Batch [420] Speed: 664.86 samples/sec acc=0.128906
INFO:root:Epoch[3] Batch [440] Speed: 663.66 samples/sec acc=0.132910
lr-batch-epoch: 0.1 442 3
INFO:root:Epoch[3] Batch [460] Speed: 673.99 samples/sec acc=0.125000
INFO:root:Epoch[3] Batch [480] Speed: 663.55 samples/sec acc=0.136426
INFO:root:Epoch[3] Batch [500] Speed: 664.04 samples/sec acc=0.123145
INFO:root:Epoch[3] Batch [520] Speed: 665.16 samples/sec acc=0.129004
INFO:root:Epoch[3] Batch [540] Speed: 663.61 samples/sec acc=0.119531
INFO:root:Epoch[3] Batch [560] Speed: 664.36 samples/sec acc=0.123340
INFO:root:Epoch[3] Batch [580] Speed: 664.27 samples/sec acc=0.124707
INFO:root:Epoch[3] Batch [600] Speed: 663.76 samples/sec acc=0.127832
INFO:root:Epoch[3] Batch [620] Speed: 664.59 samples/sec acc=0.125098
INFO:root:Epoch[3] Batch [640] Speed: 664.99 samples/sec acc=0.118945
INFO:root:Epoch[3] Batch [660] Speed: 664.18 samples/sec acc=0.132129
INFO:root:Epoch[3] Batch [680] Speed: 664.41 samples/sec acc=0.120996
INFO:root:Epoch[3] Batch [700] Speed: 665.25 samples/sec acc=0.120996
INFO:root:Epoch[3] Batch [720] Speed: 664.00 samples/sec acc=0.125391
INFO:root:Epoch[3] Batch [740] Speed: 664.30 samples/sec acc=0.121289
INFO:root:Epoch[3] Batch [760] Speed: 664.60 samples/sec acc=0.124023
INFO:root:Epoch[3] Batch [780] Speed: 664.30 samples/sec acc=0.123145
INFO:root:Epoch[3] Batch [800] Speed: 664.70 samples/sec acc=0.122168
INFO:root:Epoch[3] Batch [820] Speed: 663.92 samples/sec acc=0.122949
INFO:root:Epoch[3] Batch [840] Speed: 664.20 samples/sec acc=0.126172
INFO:root:Epoch[3] Batch [860] Speed: 664.74 samples/sec acc=0.127051
INFO:root:Epoch[3] Batch [880] Speed: 665.04 samples/sec acc=0.123047
INFO:root:Epoch[3] Batch [900] Speed: 664.94 samples/sec acc=0.125488
INFO:root:Epoch[3] Batch [920] Speed: 662.39 samples/sec acc=0.130371
INFO:root:Epoch[3] Batch [940] Speed: 665.08 samples/sec acc=0.122266
INFO:root:Epoch[3] Batch [960] Speed: 664.76 samples/sec acc=0.116992
INFO:root:Epoch[3] Batch [980] Speed: 664.07 samples/sec acc=0.122656
INFO:root:Epoch[3] Batch [1000] Speed: 664.29 samples/sec acc=0.124902
INFO:root:Epoch[3] Batch [1020] Speed: 665.25 samples/sec acc=0.124121
INFO:root:Epoch[3] Batch [1040] Speed: 663.85 samples/sec acc=0.123926
INFO:root:Epoch[3] Batch [1060] Speed: 664.97 samples/sec acc=0.123145
INFO:root:Epoch[3] Batch [1080] Speed: 663.92 samples/sec acc=0.121582
INFO:root:Epoch[3] Batch [1100] Speed: 663.69 samples/sec acc=0.127344
INFO:root:Epoch[3] Batch [1120] Speed: 665.25 samples/sec acc=0.124609
INFO:root:Epoch[3] Batch [1140] Speed: 664.36 samples/sec acc=0.121680
INFO:root:Epoch[3] Batch [1160] Speed: 662.74 samples/sec acc=0.122559
INFO:root:Epoch[3] Batch [1180] Speed: 664.77 samples/sec acc=0.122461
INFO:root:Epoch[3] Batch [1200] Speed: 665.04 samples/sec acc=0.123633
INFO:root:Epoch[3] Batch [1220] Speed: 664.49 samples/sec acc=0.123535
INFO:root:Epoch[3] Batch [1240] Speed: 661.68 samples/sec acc=0.125488
INFO:root:Epoch[3] Batch [1260] Speed: 670.20 samples/sec acc=0.121484
INFO:root:Epoch[3] Batch [1280] Speed: 664.20 samples/sec acc=0.119141
INFO:root:Epoch[3] Batch [1300] Speed: 664.92 samples/sec acc=0.124414
INFO:root:Epoch[3] Batch [1320] Speed: 664.64 samples/sec acc=0.119629
INFO:root:Epoch[3] Batch [1340] Speed: 663.19 samples/sec acc=0.122266
INFO:root:Epoch[3] Batch [1360] Speed: 665.31 samples/sec acc=0.119629
INFO:root:Epoch[3] Batch [1380] Speed: 664.81 samples/sec acc=0.119824
INFO:root:Epoch[3] Batch [1400] Speed: 664.02 samples/sec acc=0.125781
INFO:root:Epoch[3] Batch [1420] Speed: 664.94 samples/sec acc=0.121680
INFO:root:Epoch[3] Batch [1440] Speed: 664.45 samples/sec acc=0.124805
[24000][MARGIN]0.676005,0.245434
lr-batch-epoch: 0.1 1442 3
testing verification..
(14000, 512)
infer time 18.967896
[cfp_ff][24000]XNorm: 21.066906
[cfp_ff][24000]Accuracy-Flip: 0.99229+-0.00475
testing verification..
(14000, 512)
infer time 20.284738
[cfp_fp][24000]XNorm: 17.000686
[cfp_fp][24000]Accuracy-Flip: 0.83029+-0.01477
testing verification..
(12000, 512)
infer time 18.408323
[agedb_30][24000]XNorm: 20.699430
[agedb_30][24000]Accuracy-Flip: 0.94183+-0.00911
testing verification..
(12000, 512)
infer time 17.257163
[lfw][24000]XNorm: 20.954269
[lfw][24000]Accuracy-Flip: 0.99233+-0.00442
[24000]Accuracy-Highest: 0.99250
INFO:root:Epoch[3] Batch [1460] Speed: 95.17 samples/sec acc=0.122559
INFO:root:Epoch[3] Batch [1480] Speed: 684.66 samples/sec acc=0.128809
INFO:root:Epoch[3] Batch [1500] Speed: 664.17 samples/sec acc=0.120117
INFO:root:Epoch[3] Batch [1520] Speed: 663.18 samples/sec acc=0.122461
INFO:root:Epoch[3] Batch [1540] Speed: 663.68 samples/sec acc=0.128516
INFO:root:Epoch[3] Batch [1560] Speed: 664.18 samples/sec acc=0.121289
INFO:root:Epoch[3] Batch [1580] Speed: 663.50 samples/sec acc=0.123730
INFO:root:Epoch[3] Batch [1600] Speed: 664.59 samples/sec acc=0.119727
INFO:root:Epoch[3] Batch [1620] Speed: 664.57 samples/sec acc=0.120117
INFO:root:Epoch[3] Batch [1640] Speed: 664.05 samples/sec acc=0.122168
INFO:root:Epoch[3] Batch [1660] Speed: 664.38 samples/sec acc=0.124512
INFO:root:Epoch[3] Batch [1680] Speed: 663.93 samples/sec acc=0.126660
INFO:root:Epoch[3] Batch [1700] Speed: 664.04 samples/sec acc=0.128516
INFO:root:Epoch[3] Batch [1720] Speed: 664.56 samples/sec acc=0.120215
INFO:root:Epoch[3] Batch [1740] Speed: 663.86 samples/sec acc=0.120898
INFO:root:Epoch[3] Batch [1760] Speed: 662.76 samples/sec acc=0.123535
INFO:root:Epoch[3] Batch [1780] Speed: 664.90 samples/sec acc=0.126270
INFO:root:Epoch[3] Batch [1800] Speed: 663.03 samples/sec acc=0.121484
INFO:root:Epoch[3] Batch [1820] Speed: 663.67 samples/sec acc=0.122266
INFO:root:Epoch[3] Batch [1840] Speed: 664.01 samples/sec acc=0.124805
INFO:root:Epoch[3] Batch [1860] Speed: 664.74 samples/sec acc=0.122559
INFO:root:Epoch[3] Batch [1880] Speed: 662.70 samples/sec acc=0.121289
INFO:root:Epoch[3] Batch [1900] Speed: 664.50 samples/sec acc=0.128320
INFO:root:Epoch[3] Batch [1920] Speed: 664.27 samples/sec acc=0.125977
INFO:root:Epoch[3] Batch [1940] Speed: 663.74 samples/sec acc=0.124902
INFO:root:Epoch[3] Batch [1960] Speed: 664.55 samples/sec acc=0.122754
INFO:root:Epoch[3] Batch [1980] Speed: 663.80 samples/sec acc=0.126270
INFO:root:Epoch[3] Batch [2000] Speed: 664.25 samples/sec acc=0.124023
INFO:root:Epoch[3] Batch [2020] Speed: 664.63 samples/sec acc=0.129199
INFO:root:Epoch[3] Batch [2040] Speed: 663.88 samples/sec acc=0.126270
INFO:root:Epoch[3] Batch [2060] Speed: 664.78 samples/sec acc=0.119824
INFO:root:Epoch[3] Batch [2080] Speed: 663.88 samples/sec acc=0.122070
INFO:root:Epoch[3] Batch [2100] Speed: 663.73 samples/sec acc=0.118066
INFO:root:Epoch[3] Batch [2120] Speed: 664.68 samples/sec acc=0.119336
INFO:root:Epoch[3] Batch [2140] Speed: 664.16 samples/sec acc=0.121777
INFO:root:Epoch[3] Batch [2160] Speed: 663.81 samples/sec acc=0.122461
INFO:root:Epoch[3] Batch [2180] Speed: 663.03 samples/sec acc=0.123340
INFO:root:Epoch[3] Batch [2200] Speed: 664.74 samples/sec acc=0.119043
INFO:root:Epoch[3] Batch [2220] Speed: 663.71 samples/sec acc=0.124902
INFO:root:Epoch[3] Batch [2240] Speed: 663.56 samples/sec acc=0.126953
INFO:root:Epoch[3] Batch [2260] Speed: 665.15 samples/sec acc=0.121680
INFO:root:Epoch[3] Batch [2280] Speed: 664.00 samples/sec acc=0.119434
INFO:root:Epoch[3] Batch [2300] Speed: 663.77 samples/sec acc=0.128809
INFO:root:Epoch[3] Batch [2320] Speed: 664.50 samples/sec acc=0.122461
INFO:root:Epoch[3] Batch [2340] Speed: 663.68 samples/sec acc=0.120898
INFO:root:Epoch[3] Batch [2360] Speed: 663.62 samples/sec acc=0.124219
INFO:root:Epoch[3] Batch [2380] Speed: 664.04 samples/sec acc=0.123535
INFO:root:Epoch[3] Batch [2400] Speed: 664.30 samples/sec acc=0.125195
INFO:root:Epoch[3] Batch [2420] Speed: 663.62 samples/sec acc=0.117969
INFO:root:Epoch[3] Batch [2440] Speed: 663.52 samples/sec acc=0.125488
lr-batch-epoch: 0.1 2442 3
INFO:root:Epoch[3] Batch [2460] Speed: 663.67 samples/sec acc=0.124512
INFO:root:Epoch[3] Batch [2480] Speed: 664.31 samples/sec acc=0.126562
INFO:root:Epoch[3] Batch [2500] Speed: 664.13 samples/sec acc=0.122754
INFO:root:Epoch[3] Batch [2520] Speed: 664.67 samples/sec acc=0.128906
INFO:root:Epoch[3] Batch [2540] Speed: 662.74 samples/sec acc=0.127637
INFO:root:Epoch[3] Batch [2560] Speed: 664.93 samples/sec acc=0.121387
INFO:root:Epoch[3] Batch [2580] Speed: 664.35 samples/sec acc=0.123340
INFO:root:Epoch[3] Batch [2600] Speed: 663.53 samples/sec acc=0.122754
INFO:root:Epoch[3] Batch [2620] Speed: 664.64 samples/sec acc=0.119922
INFO:root:Epoch[3] Batch [2640] Speed: 664.33 samples/sec acc=0.122168
INFO:root:Epoch[3] Batch [2660] Speed: 662.44 samples/sec acc=0.126660
INFO:root:Epoch[3] Batch [2680] Speed: 664.43 samples/sec acc=0.121582
INFO:root:Epoch[3] Batch [2700] Speed: 664.71 samples/sec acc=0.120996
INFO:root:Epoch[3] Batch [2720] Speed: 663.88 samples/sec acc=0.124023
INFO:root:Epoch[3] Batch [2740] Speed: 664.39 samples/sec acc=0.126172
INFO:root:Epoch[3] Batch [2760] Speed: 664.13 samples/sec acc=0.126855
INFO:root:Epoch[3] Batch [2780] Speed: 663.57 samples/sec acc=0.128125
INFO:root:Epoch[3] Batch [2800] Speed: 663.28 samples/sec acc=0.126172
INFO:root:Epoch[3] Batch [2820] Speed: 663.83 samples/sec acc=0.122754
INFO:root:Epoch[3] Batch [2840] Speed: 658.99 samples/sec acc=0.129883
INFO:root:Epoch[3] Batch [2860] Speed: 680.46 samples/sec acc=0.124512
INFO:root:Epoch[3] Batch [2880] Speed: 663.96 samples/sec acc=0.123828
INFO:root:Epoch[3] Batch [2900] Speed: 663.27 samples/sec acc=0.121875
INFO:root:Epoch[3] Batch [2920] Speed: 665.04 samples/sec acc=0.122168
INFO:root:Epoch[3] Batch [2940] Speed: 664.46 samples/sec acc=0.127930
INFO:root:Epoch[3] Batch [2960] Speed: 663.56 samples/sec acc=0.129590
INFO:root:Epoch[3] Batch [2980] Speed: 663.95 samples/sec acc=0.132031
INFO:root:Epoch[3] Batch [3000] Speed: 664.42 samples/sec acc=0.124316
INFO:root:Epoch[3] Batch [3020] Speed: 663.19 samples/sec acc=0.125879
INFO:root:Epoch[3] Batch [3040] Speed: 664.69 samples/sec acc=0.128223
INFO:root:Epoch[3] Batch [3060] Speed: 664.21 samples/sec acc=0.122852
INFO:root:Epoch[3] Batch [3080] Speed: 663.99 samples/sec acc=0.125195
INFO:root:Epoch[3] Batch [3100] Speed: 664.47 samples/sec acc=0.120801
INFO:root:Epoch[3] Batch [3120] Speed: 663.47 samples/sec acc=0.122363
INFO:root:Epoch[3] Batch [3140] Speed: 663.53 samples/sec acc=0.134668
INFO:root:Epoch[3] Batch [3160] Speed: 664.83 samples/sec acc=0.125488
INFO:root:Epoch[3] Batch [3180] Speed: 663.79 samples/sec acc=0.131738
INFO:root:Epoch[3] Batch [3200] Speed: 663.86 samples/sec acc=0.128125
INFO:root:Epoch[3] Batch [3220] Speed: 664.37 samples/sec acc=0.126660
INFO:root:Epoch[3] Batch [3240] Speed: 664.69 samples/sec acc=0.123438
INFO:root:Epoch[3] Batch [3260] Speed: 663.81 samples/sec acc=0.131348
INFO:root:Epoch[3] Batch [3280] Speed: 664.47 samples/sec acc=0.128125
INFO:root:Epoch[3] Batch [3300] Speed: 664.63 samples/sec acc=0.124121
INFO:root:Epoch[3] Batch [3320] Speed: 664.18 samples/sec acc=0.123633
INFO:root:Epoch[3] Batch [3340] Speed: 664.41 samples/sec acc=0.130371
INFO:root:Epoch[3] Batch [3360] Speed: 664.15 samples/sec acc=0.121973
INFO:root:Epoch[3] Batch [3380] Speed: 663.45 samples/sec acc=0.123145
INFO:root:Epoch[3] Batch [3400] Speed: 664.41 samples/sec acc=0.127832
INFO:root:Epoch[3] Batch [3420] Speed: 664.75 samples/sec acc=0.124316
INFO:root:Epoch[3] Batch [3440] Speed: 663.48 samples/sec acc=0.128809
[26000][MARGIN]0.661023,0.226349
lr-batch-epoch: 0.1 3442 3
testing verification..
(14000, 512)
infer time 21.8588
[cfp_ff][26000]XNorm: 22.559293
[cfp_ff][26000]Accuracy-Flip: 0.99257+-0.00325
testing verification..
(14000, 512)
infer time 20.407895
[cfp_fp][26000]XNorm: 18.426936
[cfp_fp][26000]Accuracy-Flip: 0.83086+-0.01707
testing verification..
(12000, 512)
infer time 21.819959
[agedb_30][26000]XNorm: 22.785963
[agedb_30][26000]Accuracy-Flip: 0.94317+-0.01084
testing verification..
(12000, 512)
infer time 19.544551
[lfw][26000]XNorm: 22.925718
[lfw][26000]Accuracy-Flip: 0.99167+-0.00350
[26000]Accuracy-Highest: 0.99250
INFO:root:Epoch[3] Batch [3460] Speed: 87.18 samples/sec acc=0.121484
INFO:root:Epoch[3] Batch [3480] Speed: 664.00 samples/sec acc=0.127832
INFO:root:Epoch[3] Batch [3500] Speed: 663.16 samples/sec acc=0.128711
INFO:root:Epoch[3] Batch [3520] Speed: 664.71 samples/sec acc=0.128223
INFO:root:Epoch[3] Batch [3540] Speed: 663.81 samples/sec acc=0.123926
INFO:root:Epoch[3] Batch [3560] Speed: 662.96 samples/sec acc=0.127441
INFO:root:Epoch[3] Batch [3580] Speed: 663.53 samples/sec acc=0.126074
INFO:root:Epoch[3] Batch [3600] Speed: 663.95 samples/sec acc=0.129199
INFO:root:Epoch[3] Batch [3620] Speed: 663.67 samples/sec acc=0.128320
INFO:root:Epoch[3] Batch [3640] Speed: 667.46 samples/sec acc=0.125098
INFO:root:Epoch[3] Batch [3660] Speed: 671.07 samples/sec acc=0.126758
INFO:root:Epoch[3] Batch [3680] Speed: 663.59 samples/sec acc=0.129590
INFO:root:Epoch[3] Batch [3700] Speed: 665.08 samples/sec acc=0.127051
INFO:root:Epoch[3] Batch [3720] Speed: 663.88 samples/sec acc=0.121875
INFO:root:Epoch[3] Batch [3740] Speed: 663.13 samples/sec acc=0.124219
INFO:root:Epoch[3] Batch [3760] Speed: 664.26 samples/sec acc=0.129785
INFO:root:Epoch[3] Batch [3780] Speed: 664.86 samples/sec acc=0.125684
INFO:root:Epoch[3] Batch [3800] Speed: 662.89 samples/sec acc=0.129199
INFO:root:Epoch[3] Batch [3820] Speed: 664.38 samples/sec acc=0.122949
INFO:root:Epoch[3] Batch [3840] Speed: 664.12 samples/sec acc=0.128516
INFO:root:Epoch[3] Batch [3860] Speed: 663.67 samples/sec acc=0.126855
INFO:root:Epoch[3] Batch [3880] Speed: 664.96 samples/sec acc=0.127441
INFO:root:Epoch[3] Batch [3900] Speed: 664.07 samples/sec acc=0.125586
INFO:root:Epoch[3] Batch [3920] Speed: 662.60 samples/sec acc=0.131348
INFO:root:Epoch[3] Batch [3940] Speed: 663.37 samples/sec acc=0.126660
INFO:root:Epoch[3] Batch [3960] Speed: 664.11 samples/sec acc=0.132129
INFO:root:Epoch[3] Batch [3980] Speed: 664.05 samples/sec acc=0.130566
INFO:root:Epoch[3] Batch [4000] Speed: 664.85 samples/sec acc=0.131055
INFO:root:Epoch[3] Batch [4020] Speed: 664.73 samples/sec acc=0.125293
INFO:root:Epoch[3] Batch [4040] Speed: 653.47 samples/sec acc=0.126172
INFO:root:Epoch[3] Batch [4060] Speed: 664.52 samples/sec acc=0.122949
INFO:root:Epoch[3] Batch [4080] Speed: 664.28 samples/sec acc=0.123047
INFO:root:Epoch[3] Batch [4100] Speed: 663.82 samples/sec acc=0.124219
INFO:root:Epoch[3] Batch [4120] Speed: 664.02 samples/sec acc=0.128809
INFO:root:Epoch[3] Batch [4140] Speed: 664.64 samples/sec acc=0.123340
INFO:root:Epoch[3] Batch [4160] Speed: 664.12 samples/sec acc=0.122852
INFO:root:Epoch[3] Batch [4180] Speed: 665.16 samples/sec acc=0.124902
INFO:root:Epoch[3] Batch [4200] Speed: 663.81 samples/sec acc=0.121582
INFO:root:Epoch[3] Batch [4220] Speed: 663.79 samples/sec acc=0.117969
INFO:root:Epoch[3] Batch [4240] Speed: 664.55 samples/sec acc=0.125586
INFO:root:Epoch[3] Batch [4260] Speed: 664.06 samples/sec acc=0.128516
INFO:root:Epoch[3] Batch [4280] Speed: 663.59 samples/sec acc=0.123047
INFO:root:Epoch[3] Batch [4300] Speed: 665.40 samples/sec acc=0.130957
INFO:root:Epoch[3] Batch [4320] Speed: 664.98 samples/sec acc=0.123438
INFO:root:Epoch[3] Batch [4340] Speed: 663.44 samples/sec acc=0.130957
INFO:root:Epoch[3] Batch [4360] Speed: 663.80 samples/sec acc=0.123730
INFO:root:Epoch[3] Batch [4380] Speed: 663.76 samples/sec acc=0.133008
INFO:root:Epoch[3] Batch [4400] Speed: 663.94 samples/sec acc=0.125684
INFO:root:Epoch[3] Batch [4420] Speed: 665.00 samples/sec acc=0.128125
INFO:root:Epoch[3] Batch [4440] Speed: 671.72 samples/sec acc=0.129883
lr-batch-epoch: 0.1 4442 3
INFO:root:Epoch[3] Batch [4460] Speed: 664.25 samples/sec acc=0.128906
INFO:root:Epoch[3] Batch [4480] Speed: 663.98 samples/sec acc=0.130371
INFO:root:Epoch[3] Batch [4500] Speed: 663.85 samples/sec acc=0.127051
INFO:root:Epoch[3] Batch [4520] Speed: 663.60 samples/sec acc=0.128125
INFO:root:Epoch[3] Batch [4540] Speed: 664.99 samples/sec acc=0.127148
INFO:root:Epoch[3] Batch [4560] Speed: 664.75 samples/sec acc=0.126855
INFO:root:Epoch[3] Batch [4580] Speed: 663.85 samples/sec acc=0.131543
INFO:root:Epoch[3] Batch [4600] Speed: 664.22 samples/sec acc=0.129688
INFO:root:Epoch[3] Batch [4620] Speed: 663.74 samples/sec acc=0.128711
INFO:root:Epoch[3] Batch [4640] Speed: 664.12 samples/sec acc=0.132715
INFO:root:Epoch[3] Batch [4660] Speed: 664.73 samples/sec acc=0.130273
INFO:root:Epoch[3] Batch [4680] Speed: 664.34 samples/sec acc=0.128125
INFO:root:Epoch[3] Batch [4700] Speed: 663.96 samples/sec acc=0.126074
INFO:root:Epoch[3] Batch [4720] Speed: 664.89 samples/sec acc=0.127051
INFO:root:Epoch[3] Batch [4740] Speed: 663.51 samples/sec acc=0.129102
INFO:root:Epoch[3] Batch [4760] Speed: 663.56 samples/sec acc=0.124219
INFO:root:Epoch[3] Batch [4780] Speed: 664.69 samples/sec acc=0.124121
INFO:root:Epoch[3] Batch [4800] Speed: 663.76 samples/sec acc=0.127930
INFO:root:Epoch[3] Batch [4820] Speed: 663.68 samples/sec acc=0.125586
INFO:root:Epoch[3] Batch [4840] Speed: 664.41 samples/sec acc=0.125391
INFO:root:Epoch[3] Batch [4860] Speed: 663.67 samples/sec acc=0.121094
INFO:root:Epoch[3] Batch [4880] Speed: 663.83 samples/sec acc=0.129297
INFO:root:Epoch[3] Batch [4900] Speed: 664.27 samples/sec acc=0.123145
INFO:root:Epoch[3] Batch [4920] Speed: 663.89 samples/sec acc=0.130859
INFO:root:Epoch[3] Batch [4940] Speed: 662.91 samples/sec acc=0.127441
INFO:root:Epoch[3] Batch [4960] Speed: 665.17 samples/sec acc=0.130664
INFO:root:Epoch[3] Batch [4980] Speed: 664.26 samples/sec acc=0.127539
INFO:root:Epoch[3] Batch [5000] Speed: 663.62 samples/sec acc=0.134668
INFO:root:Epoch[3] Batch [5020] Speed: 663.40 samples/sec acc=0.125098
INFO:root:Epoch[3] Batch [5040] Speed: 663.95 samples/sec acc=0.124121
INFO:root:Epoch[3] Batch [5060] Speed: 663.76 samples/sec acc=0.128125
INFO:root:Epoch[3] Batch [5080] Speed: 664.72 samples/sec acc=0.124219
INFO:root:Epoch[3] Batch [5100] Speed: 663.57 samples/sec acc=0.127344
INFO:root:Epoch[3] Batch [5120] Speed: 664.31 samples/sec acc=0.129297
INFO:root:Epoch[3] Batch [5140] Speed: 663.71 samples/sec acc=0.134570
INFO:root:Epoch[3] Batch [5160] Speed: 664.63 samples/sec acc=0.125684
INFO:root:Epoch[3] Batch [5180] Speed: 663.41 samples/sec acc=0.130566
INFO:root:Epoch[3] Batch [5200] Speed: 664.59 samples/sec acc=0.130566
INFO:root:Epoch[3] Batch [5220] Speed: 658.54 samples/sec acc=0.127148
INFO:root:Epoch[3] Batch [5240] Speed: 675.42 samples/sec acc=0.125879
INFO:root:Epoch[3] Batch [5260] Speed: 677.59 samples/sec acc=0.131348
INFO:root:Epoch[3] Batch [5280] Speed: 679.10 samples/sec acc=0.129395
INFO:root:Epoch[3] Batch [5300] Speed: 663.36 samples/sec acc=0.123535
INFO:root:Epoch[3] Batch [5320] Speed: 664.75 samples/sec acc=0.122949
INFO:root:Epoch[3] Batch [5340] Speed: 663.91 samples/sec acc=0.131543
INFO:root:Epoch[3] Batch [5360] Speed: 663.92 samples/sec acc=0.132324
INFO:root:Epoch[3] Batch [5380] Speed: 664.66 samples/sec acc=0.130566
INFO:root:Epoch[3] Batch [5400] Speed: 663.47 samples/sec acc=0.125684
INFO:root:Epoch[3] Batch [5420] Speed: 662.88 samples/sec acc=0.136230
INFO:root:Epoch[3] Batch [5440] Speed: 663.58 samples/sec acc=0.126758
[28000][MARGIN]0.672505,0.241496
lr-batch-epoch: 0.1 5442 3
testing verification..
(14000, 512)
infer time 20.845058
[cfp_ff][28000]XNorm: 21.863884
[cfp_ff][28000]Accuracy-Flip: 0.99343+-0.00321
testing verification..
(14000, 512)
infer time 20.262105
[cfp_fp][28000]XNorm: 17.841239
[cfp_fp][28000]Accuracy-Flip: 0.83929+-0.01692
testing verification..
(12000, 512)
infer time 20.014003
[agedb_30][28000]XNorm: 21.388760
[agedb_30][28000]Accuracy-Flip: 0.94683+-0.01092
testing verification..
(12000, 512)
infer time 19.268613
[lfw][28000]XNorm: 21.858025
[lfw][28000]Accuracy-Flip: 0.99267+-0.00455
saving 14
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0014.params"
[28000]Accuracy-Highest: 0.99267
INFO:root:Epoch[3] Batch [5460] Speed: 87.04 samples/sec acc=0.131445
INFO:root:Epoch[3] Batch [5480] Speed: 677.46 samples/sec acc=0.123926
INFO:root:Epoch[3] Batch [5500] Speed: 663.41 samples/sec acc=0.128418
INFO:root:Epoch[3] Batch [5520] Speed: 663.99 samples/sec acc=0.122363
INFO:root:Epoch[3] Batch [5540] Speed: 663.13 samples/sec acc=0.129883
INFO:root:Epoch[3] Batch [5560] Speed: 664.72 samples/sec acc=0.127344
INFO:root:Epoch[3] Batch [5580] Speed: 664.61 samples/sec acc=0.127344
INFO:root:Epoch[3] Batch [5600] Speed: 663.83 samples/sec acc=0.127637
INFO:root:Epoch[3] Batch [5620] Speed: 664.57 samples/sec acc=0.129102
INFO:root:Epoch[3] Batch [5640] Speed: 655.02 samples/sec acc=0.123535
INFO:root:Epoch[3] Batch [5660] Speed: 663.64 samples/sec acc=0.128027
INFO:root:Epoch[3] Batch [5680] Speed: 664.13 samples/sec acc=0.125098
INFO:root:Epoch[3] Batch [5700] Speed: 663.81 samples/sec acc=0.124707
INFO:root:Epoch[3] Batch [5720] Speed: 663.50 samples/sec acc=0.133398
INFO:root:Epoch[3] Batch [5740] Speed: 663.96 samples/sec acc=0.129785
INFO:root:Epoch[3] Batch [5760] Speed: 664.77 samples/sec acc=0.134180
INFO:root:Epoch[3] Batch [5780] Speed: 645.82 samples/sec acc=0.131152
INFO:root:Epoch[3] Batch [5800] Speed: 664.52 samples/sec acc=0.129297
INFO:root:Epoch[3] Batch [5820] Speed: 663.54 samples/sec acc=0.130469
INFO:root:Epoch[3] Batch [5840] Speed: 663.43 samples/sec acc=0.128906
INFO:root:Epoch[3] Batch [5860] Speed: 657.87 samples/sec acc=0.126465
INFO:root:Epoch[3] Batch [5880] Speed: 663.86 samples/sec acc=0.130957
INFO:root:Epoch[3] Batch [5900] Speed: 663.04 samples/sec acc=0.132422
INFO:root:Epoch[3] Batch [5920] Speed: 663.75 samples/sec acc=0.130371
INFO:root:Epoch[3] Batch [5940] Speed: 662.68 samples/sec acc=0.125488
INFO:root:Epoch[3] Batch [5960] Speed: 663.85 samples/sec acc=0.124414
INFO:root:Epoch[3] Batch [5980] Speed: 663.71 samples/sec acc=0.129785
INFO:root:Epoch[3] Batch [6000] Speed: 663.49 samples/sec acc=0.126953
INFO:root:Epoch[3] Batch [6020] Speed: 663.35 samples/sec acc=0.127734
INFO:root:Epoch[3] Batch [6040] Speed: 663.89 samples/sec acc=0.129297
INFO:root:Epoch[3] Batch [6060] Speed: 663.14 samples/sec acc=0.126367
INFO:root:Epoch[3] Batch [6080] Speed: 662.93 samples/sec acc=0.129004
INFO:root:Epoch[3] Batch [6100] Speed: 664.81 samples/sec acc=0.127148
INFO:root:Epoch[3] Batch [6120] Speed: 664.00 samples/sec acc=0.125684
INFO:root:Epoch[3] Batch [6140] Speed: 662.86 samples/sec acc=0.130176
INFO:root:Epoch[3] Batch [6160] Speed: 664.56 samples/sec acc=0.126855
INFO:root:Epoch[3] Batch [6180] Speed: 663.60 samples/sec acc=0.129980
INFO:root:Epoch[3] Batch [6200] Speed: 663.43 samples/sec acc=0.128320
INFO:root:Epoch[3] Batch [6220] Speed: 662.30 samples/sec acc=0.124902
INFO:root:Epoch[3] Batch [6240] Speed: 664.36 samples/sec acc=0.126172
INFO:root:Epoch[3] Batch [6260] Speed: 663.59 samples/sec acc=0.124902
INFO:root:Epoch[3] Batch [6280] Speed: 664.64 samples/sec acc=0.122559
INFO:root:Epoch[3] Batch [6300] Speed: 663.70 samples/sec acc=0.127441
INFO:root:Epoch[3] Batch [6320] Speed: 663.98 samples/sec acc=0.138184
INFO:root:Epoch[3] Batch [6340] Speed: 664.47 samples/sec acc=0.126758
INFO:root:Epoch[3] Batch [6360] Speed: 663.74 samples/sec acc=0.123340
INFO:root:Epoch[3] Batch [6380] Speed: 663.78 samples/sec acc=0.126172
INFO:root:Epoch[3] Batch [6400] Speed: 664.66 samples/sec acc=0.135059
INFO:root:Epoch[3] Batch [6420] Speed: 663.86 samples/sec acc=0.119141
INFO:root:Epoch[3] Batch [6440] Speed: 662.84 samples/sec acc=0.127734
lr-batch-epoch: 0.1 6442 3
INFO:root:Epoch[3] Batch [6460] Speed: 663.55 samples/sec acc=0.128320
INFO:root:Epoch[3] Batch [6480] Speed: 664.26 samples/sec acc=0.128613
INFO:root:Epoch[3] Batch [6500] Speed: 663.40 samples/sec acc=0.131348
INFO:root:Epoch[3] Batch [6520] Speed: 664.24 samples/sec acc=0.128516
INFO:root:Epoch[3] Batch [6540] Speed: 664.42 samples/sec acc=0.125879
INFO:root:Epoch[3] Batch [6560] Speed: 663.78 samples/sec acc=0.133301
INFO:root:Epoch[3] Batch [6580] Speed: 664.83 samples/sec acc=0.129785
INFO:root:Epoch[3] Batch [6600] Speed: 664.32 samples/sec acc=0.128613
INFO:root:Epoch[3] Batch [6620] Speed: 662.97 samples/sec acc=0.129199
INFO:root:Epoch[3] Batch [6640] Speed: 664.96 samples/sec acc=0.127148
INFO:root:Epoch[3] Batch [6660] Speed: 664.42 samples/sec acc=0.128711
INFO:root:Epoch[3] Batch [6680] Speed: 663.26 samples/sec acc=0.130957
INFO:root:Epoch[3] Batch [6700] Speed: 664.43 samples/sec acc=0.131250
INFO:root:Epoch[3] Batch [6720] Speed: 664.17 samples/sec acc=0.129199
INFO:root:Epoch[3] Batch [6740] Speed: 663.50 samples/sec acc=0.124023
INFO:root:Epoch[3] Batch [6760] Speed: 667.68 samples/sec acc=0.125195
INFO:root:Epoch[3] Batch [6780] Speed: 664.16 samples/sec acc=0.128516
INFO:root:Epoch[3] Batch [6800] Speed: 664.15 samples/sec acc=0.124512
INFO:root:Epoch[3] Batch [6820] Speed: 663.64 samples/sec acc=0.129395
INFO:root:Epoch[3] Batch [6840] Speed: 664.13 samples/sec acc=0.127832
INFO:root:Epoch[3] Batch [6860] Speed: 663.07 samples/sec acc=0.129590
INFO:root:Epoch[3] Batch [6880] Speed: 664.00 samples/sec acc=0.126074
INFO:root:Epoch[3] Batch [6900] Speed: 663.31 samples/sec acc=0.131934
INFO:root:Epoch[3] Batch [6920] Speed: 663.62 samples/sec acc=0.138770
INFO:root:Epoch[3] Batch [6940] Speed: 664.47 samples/sec acc=0.127832
INFO:root:Epoch[3] Batch [6960] Speed: 663.95 samples/sec acc=0.125293
INFO:root:Epoch[3] Batch [6980] Speed: 663.62 samples/sec acc=0.129102
INFO:root:Epoch[3] Batch [7000] Speed: 663.89 samples/sec acc=0.124902
INFO:root:Epoch[3] Batch [7020] Speed: 664.24 samples/sec acc=0.129883
INFO:root:Epoch[3] Batch [7040] Speed: 662.99 samples/sec acc=0.135742
INFO:root:Epoch[3] Batch [7060] Speed: 664.31 samples/sec acc=0.132422
INFO:root:Epoch[3] Batch [7080] Speed: 663.11 samples/sec acc=0.136719
INFO:root:Epoch[3] Batch [7100] Speed: 663.35 samples/sec acc=0.131934
INFO:root:Epoch[3] Batch [7120] Speed: 664.66 samples/sec acc=0.124707
INFO:root:Epoch[3] Batch [7140] Speed: 664.30 samples/sec acc=0.127441
INFO:root:Epoch[3] Batch [7160] Speed: 663.58 samples/sec acc=0.131055
INFO:root:Epoch[3] Batch [7180] Speed: 663.99 samples/sec acc=0.128223
INFO:root:Epoch[3] Batch [7200] Speed: 664.17 samples/sec acc=0.129102
INFO:root:Epoch[3] Batch [7220] Speed: 663.18 samples/sec acc=0.131543
INFO:root:Epoch[3] Batch [7240] Speed: 664.60 samples/sec acc=0.126270
INFO:root:Epoch[3] Batch [7260] Speed: 663.31 samples/sec acc=0.128809
INFO:root:Epoch[3] Batch [7280] Speed: 661.80 samples/sec acc=0.131250
INFO:root:Epoch[3] Batch [7300] Speed: 664.73 samples/sec acc=0.132910
INFO:root:Epoch[3] Batch [7320] Speed: 666.62 samples/sec acc=0.129980
INFO:root:Epoch[3] Batch [7340] Speed: 677.70 samples/sec acc=0.128906
INFO:root:Epoch[3] Batch [7360] Speed: 677.18 samples/sec acc=0.123145
INFO:root:Epoch[3] Batch [7380] Speed: 679.76 samples/sec acc=0.124219
INFO:root:Epoch[3] Batch [7400] Speed: 662.22 samples/sec acc=0.126660
INFO:root:Epoch[3] Batch [7420] Speed: 664.41 samples/sec acc=0.128906
INFO:root:Epoch[3] Batch [7440] Speed: 663.52 samples/sec acc=0.130176
[30000][MARGIN]0.661733,0.226331
lr-batch-epoch: 0.1 7442 3
testing verification..
(14000, 512)
infer time 19.90458
[cfp_ff][30000]XNorm: 23.170623
[cfp_ff][30000]Accuracy-Flip: 0.99271+-0.00329
testing verification..
(14000, 512)
infer time 22.25676
[cfp_fp][30000]XNorm: 19.201502
[cfp_fp][30000]Accuracy-Flip: 0.82100+-0.01378
testing verification..
(12000, 512)
infer time 20.529218
[agedb_30][30000]XNorm: 22.540779
[agedb_30][30000]Accuracy-Flip: 0.94417+-0.00932
testing verification..
(12000, 512)
infer time 18.718563
[lfw][30000]XNorm: 23.312340
[lfw][30000]Accuracy-Flip: 0.99283+-0.00441
saving 15
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0015.params"
[30000]Accuracy-Highest: 0.99283
INFO:root:Epoch[3] Batch [7460] Speed: 86.43 samples/sec acc=0.133203
INFO:root:Epoch[3] Batch [7480] Speed: 663.38 samples/sec acc=0.127441
INFO:root:Epoch[3] Batch [7500] Speed: 662.21 samples/sec acc=0.132617
INFO:root:Epoch[3] Train-acc=0.129449
INFO:root:Epoch[3] Time cost=6194.280
call reset()
INFO:root:Epoch[4] Batch [20] Speed: 673.87 samples/sec acc=0.155041
INFO:root:Epoch[4] Batch [40] Speed: 663.79 samples/sec acc=0.158008
INFO:root:Epoch[4] Batch [60] Speed: 662.85 samples/sec acc=0.154590
INFO:root:Epoch[4] Batch [80] Speed: 664.58 samples/sec acc=0.150977
INFO:root:Epoch[4] Batch [100] Speed: 663.91 samples/sec acc=0.148535
INFO:root:Epoch[4] Batch [120] Speed: 663.78 samples/sec acc=0.144043
INFO:root:Epoch[4] Batch [140] Speed: 663.78 samples/sec acc=0.150684
INFO:root:Epoch[4] Batch [160] Speed: 664.75 samples/sec acc=0.147656
INFO:root:Epoch[4] Batch [180] Speed: 664.28 samples/sec acc=0.144727
INFO:root:Epoch[4] Batch [200] Speed: 663.78 samples/sec acc=0.141211
INFO:root:Epoch[4] Batch [220] Speed: 664.62 samples/sec acc=0.149023
INFO:root:Epoch[4] Batch [240] Speed: 663.82 samples/sec acc=0.140039
INFO:root:Epoch[4] Batch [260] Speed: 664.21 samples/sec acc=0.136719
INFO:root:Epoch[4] Batch [280] Speed: 664.80 samples/sec acc=0.136230
INFO:root:Epoch[4] Batch [300] Speed: 664.31 samples/sec acc=0.144922
INFO:root:Epoch[4] Batch [320] Speed: 664.58 samples/sec acc=0.142871
INFO:root:Epoch[4] Batch [340] Speed: 664.43 samples/sec acc=0.137891
INFO:root:Epoch[4] Batch [360] Speed: 664.43 samples/sec acc=0.138086
INFO:root:Epoch[4] Batch [380] Speed: 664.11 samples/sec acc=0.139648
INFO:root:Epoch[4] Batch [400] Speed: 663.53 samples/sec acc=0.140137
INFO:root:Epoch[4] Batch [420] Speed: 664.35 samples/sec acc=0.139746
INFO:root:Epoch[4] Batch [440] Speed: 664.55 samples/sec acc=0.140234
INFO:root:Epoch[4] Batch [460] Speed: 664.32 samples/sec acc=0.136523
INFO:root:Epoch[4] Batch [480] Speed: 664.06 samples/sec acc=0.138770
INFO:root:Epoch[4] Batch [500] Speed: 664.08 samples/sec acc=0.133008
INFO:root:Epoch[4] Batch [520] Speed: 664.79 samples/sec acc=0.137988
INFO:root:Epoch[4] Batch [540] Speed: 664.51 samples/sec acc=0.134277
INFO:root:Epoch[4] Batch [560] Speed: 664.15 samples/sec acc=0.136035
INFO:root:Epoch[4] Batch [580] Speed: 664.48 samples/sec acc=0.123633
INFO:root:Epoch[4] Batch [600] Speed: 664.55 samples/sec acc=0.136230
INFO:root:Epoch[4] Batch [620] Speed: 664.31 samples/sec acc=0.130957
INFO:root:Epoch[4] Batch [640] Speed: 664.24 samples/sec acc=0.130078
INFO:root:Epoch[4] Batch [660] Speed: 664.04 samples/sec acc=0.136621
INFO:root:Epoch[4] Batch [680] Speed: 665.17 samples/sec acc=0.132812
INFO:root:Epoch[4] Batch [700] Speed: 664.30 samples/sec acc=0.137500
INFO:root:Epoch[4] Batch [720] Speed: 664.43 samples/sec acc=0.137891
INFO:root:Epoch[4] Batch [740] Speed: 664.00 samples/sec acc=0.126758
INFO:root:Epoch[4] Batch [760] Speed: 664.27 samples/sec acc=0.142383
INFO:root:Epoch[4] Batch [780] Speed: 664.59 samples/sec acc=0.134082
INFO:root:Epoch[4] Batch [800] Speed: 664.90 samples/sec acc=0.128027
INFO:root:Epoch[4] Batch [820] Speed: 683.19 samples/sec acc=0.136914
INFO:root:Epoch[4] Batch [840] Speed: 663.24 samples/sec acc=0.137891
INFO:root:Epoch[4] Batch [860] Speed: 664.29 samples/sec acc=0.133594
INFO:root:Epoch[4] Batch [880] Speed: 664.50 samples/sec acc=0.134473
INFO:root:Epoch[4] Batch [900] Speed: 664.25 samples/sec acc=0.128711
INFO:root:Epoch[4] Batch [920] Speed: 664.04 samples/sec acc=0.127930
lr-batch-epoch: 0.1 923 4
INFO:root:Epoch[4] Batch [940] Speed: 664.25 samples/sec acc=0.130957
INFO:root:Epoch[4] Batch [960] Speed: 663.67 samples/sec acc=0.128711
INFO:root:Epoch[4] Batch [980] Speed: 663.79 samples/sec acc=0.131836
INFO:root:Epoch[4] Batch [1000] Speed: 663.87 samples/sec acc=0.129102
INFO:root:Epoch[4] Batch [1020] Speed: 664.87 samples/sec acc=0.127930
INFO:root:Epoch[4] Batch [1040] Speed: 663.82 samples/sec acc=0.130566
INFO:root:Epoch[4] Batch [1060] Speed: 664.12 samples/sec acc=0.131836
INFO:root:Epoch[4] Batch [1080] Speed: 664.72 samples/sec acc=0.127637
INFO:root:Epoch[4] Batch [1100] Speed: 664.79 samples/sec acc=0.124707
INFO:root:Epoch[4] Batch [1120] Speed: 665.24 samples/sec acc=0.127930
INFO:root:Epoch[4] Batch [1140] Speed: 663.19 samples/sec acc=0.132324
INFO:root:Epoch[4] Batch [1160] Speed: 663.95 samples/sec acc=0.134180
INFO:root:Epoch[4] Batch [1180] Speed: 664.73 samples/sec acc=0.128516
INFO:root:Epoch[4] Batch [1200] Speed: 664.67 samples/sec acc=0.131641
INFO:root:Epoch[4] Batch [1220] Speed: 664.35 samples/sec acc=0.133105
INFO:root:Epoch[4] Batch [1240] Speed: 664.22 samples/sec acc=0.136816
INFO:root:Epoch[4] Batch [1260] Speed: 664.81 samples/sec acc=0.136914
INFO:root:Epoch[4] Batch [1280] Speed: 664.22 samples/sec acc=0.134082
INFO:root:Epoch[4] Batch [1300] Speed: 665.18 samples/sec acc=0.132812
INFO:root:Epoch[4] Batch [1320] Speed: 664.18 samples/sec acc=0.133008
INFO:root:Epoch[4] Batch [1340] Speed: 664.17 samples/sec acc=0.136426
INFO:root:Epoch[4] Batch [1360] Speed: 663.57 samples/sec acc=0.133887
INFO:root:Epoch[4] Batch [1380] Speed: 664.20 samples/sec acc=0.129785
INFO:root:Epoch[4] Batch [1400] Speed: 664.27 samples/sec acc=0.123633
INFO:root:Epoch[4] Batch [1420] Speed: 664.61 samples/sec acc=0.129980
INFO:root:Epoch[4] Batch [1440] Speed: 663.41 samples/sec acc=0.129980
INFO:root:Epoch[4] Batch [1460] Speed: 664.07 samples/sec acc=0.138867
INFO:root:Epoch[4] Batch [1480] Speed: 664.34 samples/sec acc=0.124219
INFO:root:Epoch[4] Batch [1500] Speed: 664.73 samples/sec acc=0.127344
INFO:root:Epoch[4] Batch [1520] Speed: 663.56 samples/sec acc=0.135742
INFO:root:Epoch[4] Batch [1540] Speed: 664.24 samples/sec acc=0.127930
INFO:root:Epoch[4] Batch [1560] Speed: 664.63 samples/sec acc=0.131152
INFO:root:Epoch[4] Batch [1580] Speed: 659.18 samples/sec acc=0.136816
INFO:root:Epoch[4] Batch [1600] Speed: 681.27 samples/sec acc=0.129688
INFO:root:Epoch[4] Batch [1620] Speed: 663.35 samples/sec acc=0.128027
INFO:root:Epoch[4] Batch [1640] Speed: 664.00 samples/sec acc=0.135059
INFO:root:Epoch[4] Batch [1660] Speed: 664.82 samples/sec acc=0.131250
INFO:root:Epoch[4] Batch [1680] Speed: 663.46 samples/sec acc=0.134277
INFO:root:Epoch[4] Batch [1700] Speed: 663.90 samples/sec acc=0.140332
INFO:root:Epoch[4] Batch [1720] Speed: 663.26 samples/sec acc=0.132715
INFO:root:Epoch[4] Batch [1740] Speed: 664.70 samples/sec acc=0.136719
INFO:root:Epoch[4] Batch [1760] Speed: 664.55 samples/sec acc=0.131055
INFO:root:Epoch[4] Batch [1780] Speed: 663.91 samples/sec acc=0.136230
INFO:root:Epoch[4] Batch [1800] Speed: 664.39 samples/sec acc=0.132617
INFO:root:Epoch[4] Batch [1820] Speed: 664.18 samples/sec acc=0.132227
INFO:root:Epoch[4] Batch [1840] Speed: 663.53 samples/sec acc=0.134473
INFO:root:Epoch[4] Batch [1860] Speed: 664.66 samples/sec acc=0.132715
INFO:root:Epoch[4] Batch [1880] Speed: 663.26 samples/sec acc=0.131055
INFO:root:Epoch[4] Batch [1900] Speed: 663.04 samples/sec acc=0.128711
INFO:root:Epoch[4] Batch [1920] Speed: 664.32 samples/sec acc=0.134375
[32000][MARGIN]0.665787,0.234442
lr-batch-epoch: 0.1 1923 4
testing verification..
(14000, 512)
infer time 23.744189
[cfp_ff][32000]XNorm: 21.983676
[cfp_ff][32000]Accuracy-Flip: 0.99286+-0.00389
testing verification..
(14000, 512)
infer time 22.832868
[cfp_fp][32000]XNorm: 18.096088
[cfp_fp][32000]Accuracy-Flip: 0.84700+-0.02116
testing verification..
(12000, 512)
infer time 17.128199
[agedb_30][32000]XNorm: 21.840082
[agedb_30][32000]Accuracy-Flip: 0.94300+-0.00963
testing verification..
(12000, 512)
infer time 20.034206
[lfw][32000]XNorm: 21.846459
[lfw][32000]Accuracy-Flip: 0.99183+-0.00329
[32000]Accuracy-Highest: 0.99283
INFO:root:Epoch[4] Batch [1940] Speed: 86.30 samples/sec acc=0.131445
INFO:root:Epoch[4] Batch [1960] Speed: 682.94 samples/sec acc=0.131152
INFO:root:Epoch[4] Batch [1980] Speed: 662.51 samples/sec acc=0.135352
INFO:root:Epoch[4] Batch [2000] Speed: 662.63 samples/sec acc=0.136230
INFO:root:Epoch[4] Batch [2020] Speed: 662.96 samples/sec acc=0.130078
INFO:root:Epoch[4] Batch [2040] Speed: 663.31 samples/sec acc=0.130469
INFO:root:Epoch[4] Batch [2060] Speed: 664.32 samples/sec acc=0.135254
INFO:root:Epoch[4] Batch [2080] Speed: 664.79 samples/sec acc=0.136133
INFO:root:Epoch[4] Batch [2100] Speed: 663.51 samples/sec acc=0.132129
INFO:root:Epoch[4] Batch [2120] Speed: 663.86 samples/sec acc=0.130176
INFO:root:Epoch[4] Batch [2140] Speed: 664.23 samples/sec acc=0.127930
INFO:root:Epoch[4] Batch [2160] Speed: 664.24 samples/sec acc=0.135352
INFO:root:Epoch[4] Batch [2180] Speed: 663.77 samples/sec acc=0.141797
INFO:root:Epoch[4] Batch [2200] Speed: 664.26 samples/sec acc=0.133105
INFO:root:Epoch[4] Batch [2220] Speed: 663.63 samples/sec acc=0.135156
INFO:root:Epoch[4] Batch [2240] Speed: 664.33 samples/sec acc=0.133008
INFO:root:Epoch[4] Batch [2260] Speed: 664.29 samples/sec acc=0.134277
INFO:root:Epoch[4] Batch [2280] Speed: 663.78 samples/sec acc=0.137305
INFO:root:Epoch[4] Batch [2300] Speed: 663.89 samples/sec acc=0.128027
INFO:root:Epoch[4] Batch [2320] Speed: 663.85 samples/sec acc=0.131543
INFO:root:Epoch[4] Batch [2340] Speed: 663.91 samples/sec acc=0.137891
INFO:root:Epoch[4] Batch [2360] Speed: 665.93 samples/sec acc=0.132715
INFO:root:Epoch[4] Batch [2380] Speed: 671.25 samples/sec acc=0.132520
INFO:root:Epoch[4] Batch [2400] Speed: 663.57 samples/sec acc=0.134570
INFO:root:Epoch[4] Batch [2420] Speed: 664.41 samples/sec acc=0.141016
INFO:root:Epoch[4] Batch [2440] Speed: 663.11 samples/sec acc=0.131836
INFO:root:Epoch[4] Batch [2460] Speed: 664.21 samples/sec acc=0.135937
INFO:root:Epoch[4] Batch [2480] Speed: 664.47 samples/sec acc=0.133594
INFO:root:Epoch[4] Batch [2500] Speed: 664.19 samples/sec acc=0.133887
INFO:root:Epoch[4] Batch [2520] Speed: 664.20 samples/sec acc=0.138379
INFO:root:Epoch[4] Batch [2540] Speed: 663.68 samples/sec acc=0.131250
INFO:root:Epoch[4] Batch [2560] Speed: 664.52 samples/sec acc=0.138672
INFO:root:Epoch[4] Batch [2580] Speed: 663.96 samples/sec acc=0.137500
INFO:root:Epoch[4] Batch [2600] Speed: 663.75 samples/sec acc=0.136719
INFO:root:Epoch[4] Batch [2620] Speed: 663.78 samples/sec acc=0.133301
INFO:root:Epoch[4] Batch [2640] Speed: 663.47 samples/sec acc=0.140137
INFO:root:Epoch[4] Batch [2660] Speed: 664.15 samples/sec acc=0.126172
INFO:root:Epoch[4] Batch [2680] Speed: 664.19 samples/sec acc=0.126270
INFO:root:Epoch[4] Batch [2700] Speed: 664.57 samples/sec acc=0.128027
INFO:root:Epoch[4] Batch [2720] Speed: 663.94 samples/sec acc=0.134473
INFO:root:Epoch[4] Batch [2740] Speed: 664.51 samples/sec acc=0.131934
INFO:root:Epoch[4] Batch [2760] Speed: 663.85 samples/sec acc=0.131250
INFO:root:Epoch[4] Batch [2780] Speed: 664.24 samples/sec acc=0.129004
INFO:root:Epoch[4] Batch [2800] Speed: 665.26 samples/sec acc=0.131445
INFO:root:Epoch[4] Batch [2820] Speed: 663.78 samples/sec acc=0.134668
INFO:root:Epoch[4] Batch [2840] Speed: 664.51 samples/sec acc=0.129102
INFO:root:Epoch[4] Batch [2860] Speed: 664.75 samples/sec acc=0.134180
INFO:root:Epoch[4] Batch [2880] Speed: 664.51 samples/sec acc=0.130078
INFO:root:Epoch[4] Batch [2900] Speed: 665.17 samples/sec acc=0.132617
INFO:root:Epoch[4] Batch [2920] Speed: 663.81 samples/sec acc=0.129004
lr-batch-epoch: 0.1 2923 4
INFO:root:Epoch[4] Batch [2940] Speed: 665.69 samples/sec acc=0.138184
INFO:root:Epoch[4] Batch [2960] Speed: 663.00 samples/sec acc=0.135254
INFO:root:Epoch[4] Batch [2980] Speed: 664.51 samples/sec acc=0.132520
INFO:root:Epoch[4] Batch [3000] Speed: 665.11 samples/sec acc=0.139648
INFO:root:Epoch[4] Batch [3020] Speed: 664.24 samples/sec acc=0.130957
INFO:root:Epoch[4] Batch [3040] Speed: 664.43 samples/sec acc=0.133496
INFO:root:Epoch[4] Batch [3060] Speed: 665.05 samples/sec acc=0.135352
INFO:root:Epoch[4] Batch [3080] Speed: 663.79 samples/sec acc=0.135937
INFO:root:Epoch[4] Batch [3100] Speed: 664.52 samples/sec acc=0.133691
INFO:root:Epoch[4] Batch [3120] Speed: 663.78 samples/sec acc=0.128516
INFO:root:Epoch[4] Batch [3140] Speed: 663.99 samples/sec acc=0.134375
INFO:root:Epoch[4] Batch [3160] Speed: 676.10 samples/sec acc=0.136719
INFO:root:Epoch[4] Batch [3180] Speed: 664.20 samples/sec acc=0.134961
INFO:root:Epoch[4] Batch [3200] Speed: 664.30 samples/sec acc=0.142480
INFO:root:Epoch[4] Batch [3220] Speed: 664.11 samples/sec acc=0.140039
INFO:root:Epoch[4] Batch [3240] Speed: 664.07 samples/sec acc=0.139941
INFO:root:Epoch[4] Batch [3260] Speed: 664.08 samples/sec acc=0.130664
INFO:root:Epoch[4] Batch [3280] Speed: 664.14 samples/sec acc=0.135742
INFO:root:Epoch[4] Batch [3300] Speed: 664.48 samples/sec acc=0.133496
INFO:root:Epoch[4] Batch [3320] Speed: 664.40 samples/sec acc=0.137012
INFO:root:Epoch[4] Batch [3340] Speed: 664.75 samples/sec acc=0.133301
INFO:root:Epoch[4] Batch [3360] Speed: 664.32 samples/sec acc=0.133984
INFO:root:Epoch[4] Batch [3380] Speed: 664.18 samples/sec acc=0.132910
INFO:root:Epoch[4] Batch [3400] Speed: 664.52 samples/sec acc=0.134961
INFO:root:Epoch[4] Batch [3420] Speed: 664.84 samples/sec acc=0.135254
INFO:root:Epoch[4] Batch [3440] Speed: 663.48 samples/sec acc=0.135937
INFO:root:Epoch[4] Batch [3460] Speed: 664.85 samples/sec acc=0.134570
INFO:root:Epoch[4] Batch [3480] Speed: 664.66 samples/sec acc=0.135449
INFO:root:Epoch[4] Batch [3500] Speed: 663.44 samples/sec acc=0.132324
INFO:root:Epoch[4] Batch [3520] Speed: 664.61 samples/sec acc=0.134668
INFO:root:Epoch[4] Batch [3540] Speed: 664.72 samples/sec acc=0.140137
INFO:root:Epoch[4] Batch [3560] Speed: 663.91 samples/sec acc=0.130469
INFO:root:Epoch[4] Batch [3580] Speed: 664.69 samples/sec acc=0.130566
INFO:root:Epoch[4] Batch [3600] Speed: 664.72 samples/sec acc=0.132227
INFO:root:Epoch[4] Batch [3620] Speed: 664.70 samples/sec acc=0.134961
INFO:root:Epoch[4] Batch [3640] Speed: 664.29 samples/sec acc=0.133203
INFO:root:Epoch[4] Batch [3660] Speed: 664.37 samples/sec acc=0.135840
INFO:root:Epoch[4] Batch [3680] Speed: 665.23 samples/sec acc=0.133594
INFO:root:Epoch[4] Batch [3700] Speed: 664.60 samples/sec acc=0.133105
INFO:root:Epoch[4] Batch [3720] Speed: 664.21 samples/sec acc=0.130469
INFO:root:Epoch[4] Batch [3740] Speed: 664.38 samples/sec acc=0.134473
INFO:root:Epoch[4] Batch [3760] Speed: 664.03 samples/sec acc=0.136719
INFO:root:Epoch[4] Batch [3780] Speed: 665.02 samples/sec acc=0.135059
INFO:root:Epoch[4] Batch [3800] Speed: 664.89 samples/sec acc=0.140234
INFO:root:Epoch[4] Batch [3820] Speed: 664.25 samples/sec acc=0.134277
INFO:root:Epoch[4] Batch [3840] Speed: 664.22 samples/sec acc=0.139551
INFO:root:Epoch[4] Batch [3860] Speed: 664.00 samples/sec acc=0.133105
INFO:root:Epoch[4] Batch [3880] Speed: 664.00 samples/sec acc=0.134180
INFO:root:Epoch[4] Batch [3900] Speed: 664.55 samples/sec acc=0.132715
INFO:root:Epoch[4] Batch [3920] Speed: 664.51 samples/sec acc=0.129199
[34000][MARGIN]0.665160,0.233647
lr-batch-epoch: 0.1 3923 4
testing verification..
(14000, 512)
infer time 20.705559
[cfp_ff][34000]XNorm: 21.942060
[cfp_ff][34000]Accuracy-Flip: 0.99429+-0.00319
testing verification..
(14000, 512)
infer time 24.046523
[cfp_fp][34000]XNorm: 17.491616
[cfp_fp][34000]Accuracy-Flip: 0.83771+-0.01322
testing verification..
(12000, 512)
infer time 18.027092
[agedb_30][34000]XNorm: 21.578602
[agedb_30][34000]Accuracy-Flip: 0.94017+-0.01031
testing verification..
(12000, 512)
infer time 15.701564
[lfw][34000]XNorm: 21.812679
[lfw][34000]Accuracy-Flip: 0.99267+-0.00403
[34000]Accuracy-Highest: 0.99283
INFO:root:Epoch[4] Batch [3940] Speed: 92.10 samples/sec acc=0.136035
INFO:root:Epoch[4] Batch [3960] Speed: 674.59 samples/sec acc=0.138477
INFO:root:Epoch[4] Batch [3980] Speed: 685.53 samples/sec acc=0.128711
INFO:root:Epoch[4] Batch [4000] Speed: 663.08 samples/sec acc=0.133594
INFO:root:Epoch[4] Batch [4020] Speed: 663.84 samples/sec acc=0.128613
INFO:root:Epoch[4] Batch [4040] Speed: 663.94 samples/sec acc=0.137793
INFO:root:Epoch[4] Batch [4060] Speed: 665.00 samples/sec acc=0.137598
INFO:root:Epoch[4] Batch [4080] Speed: 664.74 samples/sec acc=0.132715
INFO:root:Epoch[4] Batch [4100] Speed: 664.42 samples/sec acc=0.132812
INFO:root:Epoch[4] Batch [4120] Speed: 664.66 samples/sec acc=0.135352
INFO:root:Epoch[4] Batch [4140] Speed: 664.08 samples/sec acc=0.133691
INFO:root:Epoch[4] Batch [4160] Speed: 665.17 samples/sec acc=0.136719
INFO:root:Epoch[4] Batch [4180] Speed: 664.43 samples/sec acc=0.133496
INFO:root:Epoch[4] Batch [4200] Speed: 664.08 samples/sec acc=0.132910
INFO:root:Epoch[4] Batch [4220] Speed: 664.07 samples/sec acc=0.131738
INFO:root:Epoch[4] Batch [4240] Speed: 665.29 samples/sec acc=0.132129
INFO:root:Epoch[4] Batch [4260] Speed: 663.19 samples/sec acc=0.138477
INFO:root:Epoch[4] Batch [4280] Speed: 664.24 samples/sec acc=0.141699
INFO:root:Epoch[4] Batch [4300] Speed: 663.71 samples/sec acc=0.136621
INFO:root:Epoch[4] Batch [4320] Speed: 664.06 samples/sec acc=0.144336
INFO:root:Epoch[4] Batch [4340] Speed: 664.00 samples/sec acc=0.134961
INFO:root:Epoch[4] Batch [4360] Speed: 664.02 samples/sec acc=0.134668
INFO:root:Epoch[4] Batch [4380] Speed: 664.18 samples/sec acc=0.137109
INFO:root:Epoch[4] Batch [4400] Speed: 664.32 samples/sec acc=0.129590
INFO:root:Epoch[4] Batch [4420] Speed: 664.66 samples/sec acc=0.135156
INFO:root:Epoch[4] Batch [4440] Speed: 664.54 samples/sec acc=0.133008
INFO:root:Epoch[4] Batch [4460] Speed: 663.62 samples/sec acc=0.133887
INFO:root:Epoch[4] Batch [4480] Speed: 664.57 samples/sec acc=0.135449
INFO:root:Epoch[4] Batch [4500] Speed: 664.19 samples/sec acc=0.135547
INFO:root:Epoch[4] Batch [4520] Speed: 664.83 samples/sec acc=0.133105
INFO:root:Epoch[4] Batch [4540] Speed: 664.35 samples/sec acc=0.136230
INFO:root:Epoch[4] Batch [4560] Speed: 664.76 samples/sec acc=0.136230
INFO:root:Epoch[4] Batch [4580] Speed: 664.14 samples/sec acc=0.130664
INFO:root:Epoch[4] Batch [4600] Speed: 664.79 samples/sec acc=0.136621
INFO:root:Epoch[4] Batch [4620] Speed: 664.17 samples/sec acc=0.134375
INFO:root:Epoch[4] Batch [4640] Speed: 664.96 samples/sec acc=0.136914
INFO:root:Epoch[4] Batch [4660] Speed: 664.42 samples/sec acc=0.135547
INFO:root:Epoch[4] Batch [4680] Speed: 665.15 samples/sec acc=0.126953
INFO:root:Epoch[4] Batch [4700] Speed: 665.06 samples/sec acc=0.137109
INFO:root:Epoch[4] Batch [4720] Speed: 664.71 samples/sec acc=0.128027
INFO:root:Epoch[4] Batch [4740] Speed: 662.65 samples/sec acc=0.135547
INFO:root:Epoch[4] Batch [4760] Speed: 679.88 samples/sec acc=0.133105
INFO:root:Epoch[4] Batch [4780] Speed: 664.17 samples/sec acc=0.138965
INFO:root:Epoch[4] Batch [4800] Speed: 665.00 samples/sec acc=0.139648
INFO:root:Epoch[4] Batch [4820] Speed: 664.83 samples/sec acc=0.127344
INFO:root:Epoch[4] Batch [4840] Speed: 664.51 samples/sec acc=0.136523
INFO:root:Epoch[4] Batch [4860] Speed: 664.51 samples/sec acc=0.135645
INFO:root:Epoch[4] Batch [4880] Speed: 664.12 samples/sec acc=0.135254
INFO:root:Epoch[4] Batch [4900] Speed: 664.45 samples/sec acc=0.136914
INFO:root:Epoch[4] Batch [4920] Speed: 664.58 samples/sec acc=0.138770
lr-batch-epoch: 0.1 4923 4
INFO:root:Epoch[4] Batch [4940] Speed: 664.65 samples/sec acc=0.140625
INFO:root:Epoch[4] Batch [4960] Speed: 664.46 samples/sec acc=0.130078
INFO:root:Epoch[4] Batch [4980] Speed: 664.99 samples/sec acc=0.131641
INFO:root:Epoch[4] Batch [5000] Speed: 664.16 samples/sec acc=0.132715
INFO:root:Epoch[4] Batch [5020] Speed: 664.60 samples/sec acc=0.132227
INFO:root:Epoch[4] Batch [5040] Speed: 664.37 samples/sec acc=0.133789
INFO:root:Epoch[4] Batch [5060] Speed: 664.67 samples/sec acc=0.139258
INFO:root:Epoch[4] Batch [5080] Speed: 663.77 samples/sec acc=0.137793
INFO:root:Epoch[4] Batch [5100] Speed: 664.68 samples/sec acc=0.135937
INFO:root:Epoch[4] Batch [5120] Speed: 664.37 samples/sec acc=0.137305
INFO:root:Epoch[4] Batch [5140] Speed: 664.57 samples/sec acc=0.132520
INFO:root:Epoch[4] Batch [5160] Speed: 664.06 samples/sec acc=0.132031
INFO:root:Epoch[4] Batch [5180] Speed: 664.06 samples/sec acc=0.133301
INFO:root:Epoch[4] Batch [5200] Speed: 664.69 samples/sec acc=0.134473
INFO:root:Epoch[4] Batch [5220] Speed: 664.23 samples/sec acc=0.136523
INFO:root:Epoch[4] Batch [5240] Speed: 663.82 samples/sec acc=0.129590
INFO:root:Epoch[4] Batch [5260] Speed: 664.67 samples/sec acc=0.135059
INFO:root:Epoch[4] Batch [5280] Speed: 664.65 samples/sec acc=0.131543
INFO:root:Epoch[4] Batch [5300] Speed: 664.45 samples/sec acc=0.138672
INFO:root:Epoch[4] Batch [5320] Speed: 664.67 samples/sec acc=0.132324
INFO:root:Epoch[4] Batch [5340] Speed: 664.22 samples/sec acc=0.136621
INFO:root:Epoch[4] Batch [5360] Speed: 664.42 samples/sec acc=0.133301
INFO:root:Epoch[4] Batch [5380] Speed: 664.16 samples/sec acc=0.139258
INFO:root:Epoch[4] Batch [5400] Speed: 664.97 samples/sec acc=0.141211
INFO:root:Epoch[4] Batch [5420] Speed: 664.40 samples/sec acc=0.137988
INFO:root:Epoch[4] Batch [5440] Speed: 664.17 samples/sec acc=0.135352
INFO:root:Epoch[4] Batch [5460] Speed: 664.70 samples/sec acc=0.133398
INFO:root:Epoch[4] Batch [5480] Speed: 664.55 samples/sec acc=0.133984
INFO:root:Epoch[4] Batch [5500] Speed: 664.81 samples/sec acc=0.141699
INFO:root:Epoch[4] Batch [5520] Speed: 664.80 samples/sec acc=0.135547
INFO:root:Epoch[4] Batch [5540] Speed: 670.28 samples/sec acc=0.135352
INFO:root:Epoch[4] Batch [5560] Speed: 676.06 samples/sec acc=0.141699
INFO:root:Epoch[4] Batch [5580] Speed: 664.74 samples/sec acc=0.138281
INFO:root:Epoch[4] Batch [5600] Speed: 664.49 samples/sec acc=0.140039
INFO:root:Epoch[4] Batch [5620] Speed: 664.72 samples/sec acc=0.138477
INFO:root:Epoch[4] Batch [5640] Speed: 664.31 samples/sec acc=0.138379
INFO:root:Epoch[4] Batch [5660] Speed: 664.81 samples/sec acc=0.137891
INFO:root:Epoch[4] Batch [5680] Speed: 664.42 samples/sec acc=0.140430
INFO:root:Epoch[4] Batch [5700] Speed: 664.92 samples/sec acc=0.139453
INFO:root:Epoch[4] Batch [5720] Speed: 664.49 samples/sec acc=0.138184
INFO:root:Epoch[4] Batch [5740] Speed: 664.19 samples/sec acc=0.140820
INFO:root:Epoch[4] Batch [5760] Speed: 663.58 samples/sec acc=0.139355
INFO:root:Epoch[4] Batch [5780] Speed: 664.84 samples/sec acc=0.136523
INFO:root:Epoch[4] Batch [5800] Speed: 664.59 samples/sec acc=0.137109
INFO:root:Epoch[4] Batch [5820] Speed: 664.72 samples/sec acc=0.136719
INFO:root:Epoch[4] Batch [5840] Speed: 664.29 samples/sec acc=0.137891
INFO:root:Epoch[4] Batch [5860] Speed: 664.58 samples/sec acc=0.135156
INFO:root:Epoch[4] Batch [5880] Speed: 665.22 samples/sec acc=0.132324
INFO:root:Epoch[4] Batch [5900] Speed: 664.37 samples/sec acc=0.138281
INFO:root:Epoch[4] Batch [5920] Speed: 664.57 samples/sec acc=0.136523
[36000][MARGIN]0.645507,0.208008
lr-batch-epoch: 0.1 5923 4
testing verification..
(14000, 512)
infer time 20.000716
[cfp_ff][36000]XNorm: 22.755588
[cfp_ff][36000]Accuracy-Flip: 0.99329+-0.00332
testing verification..
(14000, 512)
infer time 19.54085
[cfp_fp][36000]XNorm: 19.190483
[cfp_fp][36000]Accuracy-Flip: 0.84314+-0.01479
testing verification..
(12000, 512)
infer time 15.789011
[agedb_30][36000]XNorm: 22.199309
[agedb_30][36000]Accuracy-Flip: 0.94867+-0.00799
testing verification..
(12000, 512)
infer time 16.240729
[lfw][36000]XNorm: 22.511726
[lfw][36000]Accuracy-Flip: 0.99267+-0.00382
[36000]Accuracy-Highest: 0.99283
INFO:root:Epoch[4] Batch [5940] Speed: 97.95 samples/sec acc=0.139648
INFO:root:Epoch[4] Batch [5960] Speed: 662.60 samples/sec acc=0.138379
INFO:root:Epoch[4] Batch [5980] Speed: 663.66 samples/sec acc=0.137891
INFO:root:Epoch[4] Batch [6000] Speed: 663.55 samples/sec acc=0.134570
INFO:root:Epoch[4] Batch [6020] Speed: 664.27 samples/sec acc=0.142676
INFO:root:Epoch[4] Batch [6040] Speed: 664.79 samples/sec acc=0.139355
INFO:root:Epoch[4] Batch [6060] Speed: 664.88 samples/sec acc=0.134863
INFO:root:Epoch[4] Batch [6080] Speed: 664.20 samples/sec acc=0.137598
INFO:root:Epoch[4] Batch [6100] Speed: 664.54 samples/sec acc=0.136621
INFO:root:Epoch[4] Batch [6120] Speed: 664.35 samples/sec acc=0.141211
INFO:root:Epoch[4] Batch [6140] Speed: 665.22 samples/sec acc=0.129590
INFO:root:Epoch[4] Batch [6160] Speed: 664.82 samples/sec acc=0.135156
INFO:root:Epoch[4] Batch [6180] Speed: 664.03 samples/sec acc=0.124902
INFO:root:Epoch[4] Batch [6200] Speed: 664.97 samples/sec acc=0.140527
INFO:root:Epoch[4] Batch [6220] Speed: 665.33 samples/sec acc=0.133789
INFO:root:Epoch[4] Batch [6240] Speed: 663.84 samples/sec acc=0.134180
INFO:root:Epoch[4] Batch [6260] Speed: 665.07 samples/sec acc=0.137695
INFO:root:Epoch[4] Batch [6280] Speed: 664.55 samples/sec acc=0.130664
INFO:root:Epoch[4] Batch [6300] Speed: 663.94 samples/sec acc=0.133008
INFO:root:Epoch[4] Batch [6320] Speed: 664.43 samples/sec acc=0.138379
INFO:root:Epoch[4] Batch [6340] Speed: 661.38 samples/sec acc=0.132422
INFO:root:Epoch[4] Batch [6360] Speed: 683.76 samples/sec acc=0.136035
INFO:root:Epoch[4] Batch [6380] Speed: 681.21 samples/sec acc=0.136035
INFO:root:Epoch[4] Batch [6400] Speed: 664.48 samples/sec acc=0.137402
INFO:root:Epoch[4] Batch [6420] Speed: 663.51 samples/sec acc=0.135352
INFO:root:Epoch[4] Batch [6440] Speed: 664.72 samples/sec acc=0.142187
INFO:root:Epoch[4] Batch [6460] Speed: 664.49 samples/sec acc=0.135352
INFO:root:Epoch[4] Batch [6480] Speed: 664.50 samples/sec acc=0.128027
INFO:root:Epoch[4] Batch [6500] Speed: 664.78 samples/sec acc=0.133301
INFO:root:Epoch[4] Batch [6520] Speed: 664.70 samples/sec acc=0.139355
INFO:root:Epoch[4] Batch [6540] Speed: 664.90 samples/sec acc=0.139063
INFO:root:Epoch[4] Batch [6560] Speed: 663.38 samples/sec acc=0.137500
INFO:root:Epoch[4] Batch [6580] Speed: 663.54 samples/sec acc=0.140918
INFO:root:Epoch[4] Batch [6600] Speed: 664.60 samples/sec acc=0.134766
INFO:root:Epoch[4] Batch [6620] Speed: 664.66 samples/sec acc=0.135254
INFO:root:Epoch[4] Batch [6640] Speed: 663.58 samples/sec acc=0.133008
INFO:root:Epoch[4] Batch [6660] Speed: 664.11 samples/sec acc=0.138672
INFO:root:Epoch[4] Batch [6680] Speed: 664.11 samples/sec acc=0.137109
INFO:root:Epoch[4] Batch [6700] Speed: 664.94 samples/sec acc=0.131445
INFO:root:Epoch[4] Batch [6720] Speed: 664.73 samples/sec acc=0.138086
INFO:root:Epoch[4] Batch [6740] Speed: 665.07 samples/sec acc=0.137305
INFO:root:Epoch[4] Batch [6760] Speed: 663.99 samples/sec acc=0.138965
INFO:root:Epoch[4] Batch [6780] Speed: 664.90 samples/sec acc=0.134082
INFO:root:Epoch[4] Batch [6800] Speed: 664.52 samples/sec acc=0.136035
INFO:root:Epoch[4] Batch [6820] Speed: 665.04 samples/sec acc=0.140039
INFO:root:Epoch[4] Batch [6840] Speed: 664.37 samples/sec acc=0.141699
INFO:root:Epoch[4] Batch [6860] Speed: 663.94 samples/sec acc=0.134961
INFO:root:Epoch[4] Batch [6880] Speed: 664.10 samples/sec acc=0.139063
INFO:root:Epoch[4] Batch [6900] Speed: 664.04 samples/sec acc=0.132617
INFO:root:Epoch[4] Batch [6920] Speed: 664.35 samples/sec acc=0.131445
lr-batch-epoch: 0.1 6923 4
INFO:root:Epoch[4] Batch [6940] Speed: 663.91 samples/sec acc=0.142090
INFO:root:Epoch[4] Batch [6960] Speed: 664.03 samples/sec acc=0.140430
INFO:root:Epoch[4] Batch [6980] Speed: 664.41 samples/sec acc=0.135840
INFO:root:Epoch[4] Batch [7000] Speed: 664.84 samples/sec acc=0.134570
INFO:root:Epoch[4] Batch [7020] Speed: 664.88 samples/sec acc=0.131152
INFO:root:Epoch[4] Batch [7040] Speed: 664.72 samples/sec acc=0.136133
INFO:root:Epoch[4] Batch [7060] Speed: 664.12 samples/sec acc=0.138770
INFO:root:Epoch[4] Batch [7080] Speed: 664.15 samples/sec acc=0.138770
INFO:root:Epoch[4] Batch [7100] Speed: 664.44 samples/sec acc=0.134180
INFO:root:Epoch[4] Batch [7120] Speed: 664.46 samples/sec acc=0.140625
INFO:root:Epoch[4] Batch [7140] Speed: 672.42 samples/sec acc=0.135547
INFO:root:Epoch[4] Batch [7160] Speed: 663.99 samples/sec acc=0.140137
INFO:root:Epoch[4] Batch [7180] Speed: 664.67 samples/sec acc=0.137109
INFO:root:Epoch[4] Batch [7200] Speed: 664.55 samples/sec acc=0.143652
INFO:root:Epoch[4] Batch [7220] Speed: 664.70 samples/sec acc=0.136133
INFO:root:Epoch[4] Batch [7240] Speed: 663.62 samples/sec acc=0.137109
INFO:root:Epoch[4] Batch [7260] Speed: 664.10 samples/sec acc=0.131934
INFO:root:Epoch[4] Batch [7280] Speed: 664.57 samples/sec acc=0.135937
INFO:root:Epoch[4] Batch [7300] Speed: 664.42 samples/sec acc=0.136719
INFO:root:Epoch[4] Batch [7320] Speed: 663.67 samples/sec acc=0.136426
INFO:root:Epoch[4] Batch [7340] Speed: 665.36 samples/sec acc=0.133398
INFO:root:Epoch[4] Batch [7360] Speed: 665.25 samples/sec acc=0.135547
INFO:root:Epoch[4] Batch [7380] Speed: 663.89 samples/sec acc=0.137109
INFO:root:Epoch[4] Batch [7400] Speed: 664.44 samples/sec acc=0.133203
INFO:root:Epoch[4] Batch [7420] Speed: 664.29 samples/sec acc=0.137793
INFO:root:Epoch[4] Batch [7440] Speed: 665.10 samples/sec acc=0.140039
INFO:root:Epoch[4] Batch [7460] Speed: 664.15 samples/sec acc=0.134961
INFO:root:Epoch[4] Batch [7480] Speed: 664.55 samples/sec acc=0.142187
INFO:root:Epoch[4] Batch [7500] Speed: 663.73 samples/sec acc=0.142773
INFO:root:Epoch[4] Train-acc=0.134440
INFO:root:Epoch[4] Time cost=6079.750
call reset()
INFO:root:Epoch[5] Batch [20] Speed: 663.62 samples/sec acc=0.166109
INFO:root:Epoch[5] Batch [40] Speed: 664.27 samples/sec acc=0.161230
INFO:root:Epoch[5] Batch [60] Speed: 664.47 samples/sec acc=0.165039
INFO:root:Epoch[5] Batch [80] Speed: 664.35 samples/sec acc=0.163086
INFO:root:Epoch[5] Batch [100] Speed: 654.32 samples/sec acc=0.162207
INFO:root:Epoch[5] Batch [120] Speed: 664.08 samples/sec acc=0.152832
INFO:root:Epoch[5] Batch [140] Speed: 661.47 samples/sec acc=0.155469
INFO:root:Epoch[5] Batch [160] Speed: 664.58 samples/sec acc=0.154883
INFO:root:Epoch[5] Batch [180] Speed: 664.20 samples/sec acc=0.154688
INFO:root:Epoch[5] Batch [200] Speed: 663.64 samples/sec acc=0.158105
INFO:root:Epoch[5] Batch [220] Speed: 664.81 samples/sec acc=0.145898
INFO:root:Epoch[5] Batch [240] Speed: 663.89 samples/sec acc=0.151074
INFO:root:Epoch[5] Batch [260] Speed: 663.86 samples/sec acc=0.147168
INFO:root:Epoch[5] Batch [280] Speed: 665.24 samples/sec acc=0.149512
INFO:root:Epoch[5] Batch [300] Speed: 664.04 samples/sec acc=0.141992
INFO:root:Epoch[5] Batch [320] Speed: 663.53 samples/sec acc=0.149414
INFO:root:Epoch[5] Batch [340] Speed: 664.68 samples/sec acc=0.140430
INFO:root:Epoch[5] Batch [360] Speed: 664.66 samples/sec acc=0.146875
INFO:root:Epoch[5] Batch [380] Speed: 663.84 samples/sec acc=0.141699
INFO:root:Epoch[5] Batch [400] Speed: 660.39 samples/sec acc=0.145996
[38000][MARGIN]0.674743,0.245232
lr-batch-epoch: 0.1 404 5
testing verification..
(14000, 512)
infer time 24.081838
[cfp_ff][38000]XNorm: 20.832129
[cfp_ff][38000]Accuracy-Flip: 0.99443+-0.00274
testing verification..
(14000, 512)
infer time 20.217836
[cfp_fp][38000]XNorm: 16.794967
[cfp_fp][38000]Accuracy-Flip: 0.82929+-0.01178
testing verification..
(12000, 512)
infer time 16.184396
[agedb_30][38000]XNorm: 20.580146
[agedb_30][38000]Accuracy-Flip: 0.94733+-0.01003
testing verification..
(12000, 512)
infer time 19.499908
[lfw][38000]XNorm: 20.892786
[lfw][38000]Accuracy-Flip: 0.99283+-0.00358
[38000]Accuracy-Highest: 0.99283
INFO:root:Epoch[5] Batch [420] Speed: 89.99 samples/sec acc=0.141113
INFO:root:Epoch[5] Batch [440] Speed: 662.99 samples/sec acc=0.140723
INFO:root:Epoch[5] Batch [460] Speed: 663.46 samples/sec acc=0.144531
INFO:root:Epoch[5] Batch [480] Speed: 663.60 samples/sec acc=0.141602
INFO:root:Epoch[5] Batch [500] Speed: 663.94 samples/sec acc=0.151562
INFO:root:Epoch[5] Batch [520] Speed: 664.22 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [540] Speed: 664.63 samples/sec acc=0.149316
INFO:root:Epoch[5] Batch [560] Speed: 663.84 samples/sec acc=0.141797
INFO:root:Epoch[5] Batch [580] Speed: 664.94 samples/sec acc=0.143848
INFO:root:Epoch[5] Batch [600] Speed: 663.69 samples/sec acc=0.138281
INFO:root:Epoch[5] Batch [620] Speed: 664.76 samples/sec acc=0.139258
INFO:root:Epoch[5] Batch [640] Speed: 664.76 samples/sec acc=0.145703
INFO:root:Epoch[5] Batch [660] Speed: 664.68 samples/sec acc=0.140430
INFO:root:Epoch[5] Batch [680] Speed: 664.21 samples/sec acc=0.142090
INFO:root:Epoch[5] Batch [700] Speed: 665.14 samples/sec acc=0.143945
INFO:root:Epoch[5] Batch [720] Speed: 663.31 samples/sec acc=0.138574
INFO:root:Epoch[5] Batch [740] Speed: 663.76 samples/sec acc=0.144824
INFO:root:Epoch[5] Batch [760] Speed: 665.33 samples/sec acc=0.149805
INFO:root:Epoch[5] Batch [780] Speed: 664.25 samples/sec acc=0.141309
INFO:root:Epoch[5] Batch [800] Speed: 664.17 samples/sec acc=0.134375
INFO:root:Epoch[5] Batch [820] Speed: 664.50 samples/sec acc=0.138672
INFO:root:Epoch[5] Batch [840] Speed: 664.42 samples/sec acc=0.148926
INFO:root:Epoch[5] Batch [860] Speed: 662.96 samples/sec acc=0.145996
INFO:root:Epoch[5] Batch [880] Speed: 664.84 samples/sec acc=0.138086
INFO:root:Epoch[5] Batch [900] Speed: 664.76 samples/sec acc=0.137500
INFO:root:Epoch[5] Batch [920] Speed: 663.49 samples/sec acc=0.136523
INFO:root:Epoch[5] Batch [940] Speed: 664.41 samples/sec acc=0.138281
INFO:root:Epoch[5] Batch [960] Speed: 663.75 samples/sec acc=0.134180
INFO:root:Epoch[5] Batch [980] Speed: 663.83 samples/sec acc=0.138379
INFO:root:Epoch[5] Batch [1000] Speed: 664.62 samples/sec acc=0.141309
INFO:root:Epoch[5] Batch [1020] Speed: 664.05 samples/sec acc=0.142383
INFO:root:Epoch[5] Batch [1040] Speed: 664.07 samples/sec acc=0.132422
INFO:root:Epoch[5] Batch [1060] Speed: 663.73 samples/sec acc=0.149121
INFO:root:Epoch[5] Batch [1080] Speed: 664.80 samples/sec acc=0.142969
INFO:root:Epoch[5] Batch [1100] Speed: 664.45 samples/sec acc=0.142969
INFO:root:Epoch[5] Batch [1120] Speed: 664.61 samples/sec acc=0.138965
INFO:root:Epoch[5] Batch [1140] Speed: 664.27 samples/sec acc=0.136230
INFO:root:Epoch[5] Batch [1160] Speed: 663.53 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [1180] Speed: 668.77 samples/sec acc=0.140039
INFO:root:Epoch[5] Batch [1200] Speed: 668.72 samples/sec acc=0.138281
INFO:root:Epoch[5] Batch [1220] Speed: 664.03 samples/sec acc=0.147070
INFO:root:Epoch[5] Batch [1240] Speed: 665.04 samples/sec acc=0.141016
INFO:root:Epoch[5] Batch [1260] Speed: 663.91 samples/sec acc=0.135645
INFO:root:Epoch[5] Batch [1280] Speed: 663.42 samples/sec acc=0.138574
INFO:root:Epoch[5] Batch [1300] Speed: 665.14 samples/sec acc=0.142578
INFO:root:Epoch[5] Batch [1320] Speed: 664.59 samples/sec acc=0.140430
INFO:root:Epoch[5] Batch [1340] Speed: 663.83 samples/sec acc=0.138184
INFO:root:Epoch[5] Batch [1360] Speed: 663.44 samples/sec acc=0.136914
INFO:root:Epoch[5] Batch [1380] Speed: 664.78 samples/sec acc=0.137305
INFO:root:Epoch[5] Batch [1400] Speed: 663.30 samples/sec acc=0.137695
lr-batch-epoch: 0.1 1404 5
INFO:root:Epoch[5] Batch [1420] Speed: 664.21 samples/sec acc=0.140332
INFO:root:Epoch[5] Batch [1440] Speed: 664.92 samples/sec acc=0.135937
INFO:root:Epoch[5] Batch [1460] Speed: 663.71 samples/sec acc=0.141504
INFO:root:Epoch[5] Batch [1480] Speed: 664.19 samples/sec acc=0.138770
INFO:root:Epoch[5] Batch [1500] Speed: 664.02 samples/sec acc=0.135645
INFO:root:Epoch[5] Batch [1520] Speed: 663.46 samples/sec acc=0.145215
INFO:root:Epoch[5] Batch [1540] Speed: 664.59 samples/sec acc=0.134180
INFO:root:Epoch[5] Batch [1560] Speed: 664.48 samples/sec acc=0.144727
INFO:root:Epoch[5] Batch [1580] Speed: 662.96 samples/sec acc=0.140039
INFO:root:Epoch[5] Batch [1600] Speed: 665.13 samples/sec acc=0.132520
INFO:root:Epoch[5] Batch [1620] Speed: 664.44 samples/sec acc=0.134277
INFO:root:Epoch[5] Batch [1640] Speed: 663.46 samples/sec acc=0.131055
INFO:root:Epoch[5] Batch [1660] Speed: 664.37 samples/sec acc=0.138184
INFO:root:Epoch[5] Batch [1680] Speed: 664.78 samples/sec acc=0.140723
INFO:root:Epoch[5] Batch [1700] Speed: 663.94 samples/sec acc=0.139063
INFO:root:Epoch[5] Batch [1720] Speed: 665.22 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [1740] Speed: 663.99 samples/sec acc=0.140137
INFO:root:Epoch[5] Batch [1760] Speed: 662.98 samples/sec acc=0.134863
INFO:root:Epoch[5] Batch [1780] Speed: 664.87 samples/sec acc=0.138770
INFO:root:Epoch[5] Batch [1800] Speed: 663.63 samples/sec acc=0.140527
INFO:root:Epoch[5] Batch [1820] Speed: 663.02 samples/sec acc=0.141113
INFO:root:Epoch[5] Batch [1840] Speed: 665.15 samples/sec acc=0.136426
INFO:root:Epoch[5] Batch [1860] Speed: 663.57 samples/sec acc=0.141016
INFO:root:Epoch[5] Batch [1880] Speed: 663.35 samples/sec acc=0.136621
INFO:root:Epoch[5] Batch [1900] Speed: 664.57 samples/sec acc=0.137988
INFO:root:Epoch[5] Batch [1920] Speed: 664.58 samples/sec acc=0.139453
INFO:root:Epoch[5] Batch [1940] Speed: 663.83 samples/sec acc=0.135937
INFO:root:Epoch[5] Batch [1960] Speed: 665.31 samples/sec acc=0.133594
INFO:root:Epoch[5] Batch [1980] Speed: 658.59 samples/sec acc=0.134961
INFO:root:Epoch[5] Batch [2000] Speed: 670.41 samples/sec acc=0.137695
INFO:root:Epoch[5] Batch [2020] Speed: 664.72 samples/sec acc=0.136621
INFO:root:Epoch[5] Batch [2040] Speed: 663.46 samples/sec acc=0.137402
INFO:root:Epoch[5] Batch [2060] Speed: 663.82 samples/sec acc=0.139453
INFO:root:Epoch[5] Batch [2080] Speed: 665.01 samples/sec acc=0.142676
INFO:root:Epoch[5] Batch [2100] Speed: 663.95 samples/sec acc=0.142285
INFO:root:Epoch[5] Batch [2120] Speed: 661.91 samples/sec acc=0.140430
INFO:root:Epoch[5] Batch [2140] Speed: 664.59 samples/sec acc=0.134961
INFO:root:Epoch[5] Batch [2160] Speed: 664.50 samples/sec acc=0.141406
INFO:root:Epoch[5] Batch [2180] Speed: 664.63 samples/sec acc=0.140234
INFO:root:Epoch[5] Batch [2200] Speed: 664.21 samples/sec acc=0.138965
INFO:root:Epoch[5] Batch [2220] Speed: 664.70 samples/sec acc=0.137207
INFO:root:Epoch[5] Batch [2240] Speed: 663.67 samples/sec acc=0.140820
INFO:root:Epoch[5] Batch [2260] Speed: 665.07 samples/sec acc=0.137793
INFO:root:Epoch[5] Batch [2280] Speed: 663.87 samples/sec acc=0.136133
INFO:root:Epoch[5] Batch [2300] Speed: 662.99 samples/sec acc=0.145117
INFO:root:Epoch[5] Batch [2320] Speed: 666.01 samples/sec acc=0.136426
INFO:root:Epoch[5] Batch [2340] Speed: 664.30 samples/sec acc=0.136621
INFO:root:Epoch[5] Batch [2360] Speed: 662.86 samples/sec acc=0.138184
INFO:root:Epoch[5] Batch [2380] Speed: 664.91 samples/sec acc=0.138965
INFO:root:Epoch[5] Batch [2400] Speed: 663.83 samples/sec acc=0.142090
[40000][MARGIN]0.655353,0.218351
lr-batch-epoch: 0.1 2404 5
testing verification..
(14000, 512)
infer time 17.79534
[cfp_ff][40000]XNorm: 22.351214
[cfp_ff][40000]Accuracy-Flip: 0.99414+-0.00370
testing verification..
(14000, 512)
infer time 23.573196
[cfp_fp][40000]XNorm: 18.387278
[cfp_fp][40000]Accuracy-Flip: 0.83371+-0.01716
testing verification..
(12000, 512)
infer time 18.960611
[agedb_30][40000]XNorm: 21.789830
[agedb_30][40000]Accuracy-Flip: 0.95050+-0.01088
testing verification..
(12000, 512)
infer time 18.417199
[lfw][40000]XNorm: 22.354413
[lfw][40000]Accuracy-Flip: 0.99233+-0.00442
[40000]Accuracy-Highest: 0.99283
INFO:root:Epoch[5] Batch [2420] Speed: 91.45 samples/sec acc=0.135352
INFO:root:Epoch[5] Batch [2440] Speed: 663.59 samples/sec acc=0.129004
INFO:root:Epoch[5] Batch [2460] Speed: 661.14 samples/sec acc=0.136914
INFO:root:Epoch[5] Batch [2480] Speed: 663.48 samples/sec acc=0.136328
INFO:root:Epoch[5] Batch [2500] Speed: 664.00 samples/sec acc=0.143164
INFO:root:Epoch[5] Batch [2520] Speed: 663.39 samples/sec acc=0.142773
INFO:root:Epoch[5] Batch [2540] Speed: 663.66 samples/sec acc=0.137012
INFO:root:Epoch[5] Batch [2560] Speed: 664.64 samples/sec acc=0.145703
INFO:root:Epoch[5] Batch [2580] Speed: 663.41 samples/sec acc=0.141602
INFO:root:Epoch[5] Batch [2600] Speed: 663.93 samples/sec acc=0.141895
INFO:root:Epoch[5] Batch [2620] Speed: 663.51 samples/sec acc=0.138672
INFO:root:Epoch[5] Batch [2640] Speed: 664.87 samples/sec acc=0.145410
INFO:root:Epoch[5] Batch [2660] Speed: 662.66 samples/sec acc=0.139648
INFO:root:Epoch[5] Batch [2680] Speed: 664.42 samples/sec acc=0.135742
INFO:root:Epoch[5] Batch [2700] Speed: 663.91 samples/sec acc=0.139160
INFO:root:Epoch[5] Batch [2720] Speed: 663.33 samples/sec acc=0.148047
INFO:root:Epoch[5] Batch [2740] Speed: 664.85 samples/sec acc=0.139551
INFO:root:Epoch[5] Batch [2760] Speed: 663.97 samples/sec acc=0.141309
INFO:root:Epoch[5] Batch [2780] Speed: 663.62 samples/sec acc=0.139844
INFO:root:Epoch[5] Batch [2800] Speed: 667.05 samples/sec acc=0.133008
INFO:root:Epoch[5] Batch [2820] Speed: 679.24 samples/sec acc=0.140625
INFO:root:Epoch[5] Batch [2840] Speed: 677.24 samples/sec acc=0.144824
INFO:root:Epoch[5] Batch [2860] Speed: 678.42 samples/sec acc=0.143555
INFO:root:Epoch[5] Batch [2880] Speed: 672.38 samples/sec acc=0.139844
INFO:root:Epoch[5] Batch [2900] Speed: 663.84 samples/sec acc=0.140332
INFO:root:Epoch[5] Batch [2920] Speed: 665.11 samples/sec acc=0.134082
INFO:root:Epoch[5] Batch [2940] Speed: 664.44 samples/sec acc=0.140039
INFO:root:Epoch[5] Batch [2960] Speed: 664.03 samples/sec acc=0.140625
INFO:root:Epoch[5] Batch [2980] Speed: 664.50 samples/sec acc=0.143750
INFO:root:Epoch[5] Batch [3000] Speed: 663.73 samples/sec acc=0.139355
INFO:root:Epoch[5] Batch [3020] Speed: 663.63 samples/sec acc=0.134277
INFO:root:Epoch[5] Batch [3040] Speed: 663.70 samples/sec acc=0.133691
INFO:root:Epoch[5] Batch [3060] Speed: 664.19 samples/sec acc=0.135742
INFO:root:Epoch[5] Batch [3080] Speed: 664.15 samples/sec acc=0.144629
INFO:root:Epoch[5] Batch [3100] Speed: 665.04 samples/sec acc=0.133984
INFO:root:Epoch[5] Batch [3120] Speed: 663.98 samples/sec acc=0.142969
INFO:root:Epoch[5] Batch [3140] Speed: 663.58 samples/sec acc=0.137402
INFO:root:Epoch[5] Batch [3160] Speed: 664.99 samples/sec acc=0.143848
INFO:root:Epoch[5] Batch [3180] Speed: 663.77 samples/sec acc=0.134570
INFO:root:Epoch[5] Batch [3200] Speed: 663.87 samples/sec acc=0.138477
INFO:root:Epoch[5] Batch [3220] Speed: 664.80 samples/sec acc=0.146289
INFO:root:Epoch[5] Batch [3240] Speed: 664.14 samples/sec acc=0.135449
INFO:root:Epoch[5] Batch [3260] Speed: 662.59 samples/sec acc=0.138867
INFO:root:Epoch[5] Batch [3280] Speed: 665.15 samples/sec acc=0.138574
INFO:root:Epoch[5] Batch [3300] Speed: 664.25 samples/sec acc=0.136914
INFO:root:Epoch[5] Batch [3320] Speed: 663.58 samples/sec acc=0.135059
INFO:root:Epoch[5] Batch [3340] Speed: 663.94 samples/sec acc=0.138379
INFO:root:Epoch[5] Batch [3360] Speed: 664.14 samples/sec acc=0.140820
INFO:root:Epoch[5] Batch [3380] Speed: 662.51 samples/sec acc=0.139258
INFO:root:Epoch[5] Batch [3400] Speed: 664.20 samples/sec acc=0.137109
lr-batch-epoch: 0.1 3404 5
INFO:root:Epoch[5] Batch [3420] Speed: 663.72 samples/sec acc=0.138965
INFO:root:Epoch[5] Batch [3440] Speed: 663.61 samples/sec acc=0.143359
INFO:root:Epoch[5] Batch [3460] Speed: 665.30 samples/sec acc=0.142383
INFO:root:Epoch[5] Batch [3480] Speed: 664.14 samples/sec acc=0.144043
INFO:root:Epoch[5] Batch [3500] Speed: 663.99 samples/sec acc=0.143262
INFO:root:Epoch[5] Batch [3520] Speed: 664.94 samples/sec acc=0.139355
INFO:root:Epoch[5] Batch [3540] Speed: 664.22 samples/sec acc=0.145508
INFO:root:Epoch[5] Batch [3560] Speed: 663.89 samples/sec acc=0.138965
INFO:root:Epoch[5] Batch [3580] Speed: 665.22 samples/sec acc=0.137598
INFO:root:Epoch[5] Batch [3600] Speed: 664.23 samples/sec acc=0.141895
INFO:root:Epoch[5] Batch [3620] Speed: 664.12 samples/sec acc=0.137305
INFO:root:Epoch[5] Batch [3640] Speed: 664.70 samples/sec acc=0.135937
INFO:root:Epoch[5] Batch [3660] Speed: 664.32 samples/sec acc=0.134277
INFO:root:Epoch[5] Batch [3680] Speed: 663.33 samples/sec acc=0.139941
INFO:root:Epoch[5] Batch [3700] Speed: 664.60 samples/sec acc=0.140332
INFO:root:Epoch[5] Batch [3720] Speed: 664.25 samples/sec acc=0.137305
INFO:root:Epoch[5] Batch [3740] Speed: 663.31 samples/sec acc=0.141113
INFO:root:Epoch[5] Batch [3760] Speed: 664.45 samples/sec acc=0.139063
INFO:root:Epoch[5] Batch [3780] Speed: 663.92 samples/sec acc=0.140723
INFO:root:Epoch[5] Batch [3800] Speed: 664.14 samples/sec acc=0.141113
INFO:root:Epoch[5] Batch [3820] Speed: 665.16 samples/sec acc=0.144336
INFO:root:Epoch[5] Batch [3840] Speed: 663.53 samples/sec acc=0.136621
INFO:root:Epoch[5] Batch [3860] Speed: 663.64 samples/sec acc=0.141895
INFO:root:Epoch[5] Batch [3880] Speed: 664.70 samples/sec acc=0.142383
INFO:root:Epoch[5] Batch [3900] Speed: 663.63 samples/sec acc=0.145313
INFO:root:Epoch[5] Batch [3920] Speed: 663.99 samples/sec acc=0.136426
INFO:root:Epoch[5] Batch [3940] Speed: 665.28 samples/sec acc=0.139160
INFO:root:Epoch[5] Batch [3960] Speed: 664.01 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [3980] Speed: 663.47 samples/sec acc=0.139648
INFO:root:Epoch[5] Batch [4000] Speed: 664.92 samples/sec acc=0.136426
INFO:root:Epoch[5] Batch [4020] Speed: 664.63 samples/sec acc=0.138281
INFO:root:Epoch[5] Batch [4040] Speed: 663.66 samples/sec acc=0.137891
INFO:root:Epoch[5] Batch [4060] Speed: 665.09 samples/sec acc=0.141113
INFO:root:Epoch[5] Batch [4080] Speed: 664.93 samples/sec acc=0.141797
INFO:root:Epoch[5] Batch [4100] Speed: 664.06 samples/sec acc=0.133789
INFO:root:Epoch[5] Batch [4120] Speed: 665.31 samples/sec acc=0.142187
INFO:root:Epoch[5] Batch [4140] Speed: 664.33 samples/sec acc=0.137500
INFO:root:Epoch[5] Batch [4160] Speed: 663.90 samples/sec acc=0.144141
INFO:root:Epoch[5] Batch [4180] Speed: 663.52 samples/sec acc=0.146484
INFO:root:Epoch[5] Batch [4200] Speed: 663.22 samples/sec acc=0.142480
INFO:root:Epoch[5] Batch [4220] Speed: 664.41 samples/sec acc=0.140332
INFO:root:Epoch[5] Batch [4240] Speed: 664.94 samples/sec acc=0.143164
INFO:root:Epoch[5] Batch [4260] Speed: 664.87 samples/sec acc=0.138086
INFO:root:Epoch[5] Batch [4280] Speed: 663.42 samples/sec acc=0.143555
INFO:root:Epoch[5] Batch [4300] Speed: 663.76 samples/sec acc=0.140039
INFO:root:Epoch[5] Batch [4320] Speed: 664.04 samples/sec acc=0.143555
INFO:root:Epoch[5] Batch [4340] Speed: 663.19 samples/sec acc=0.136133
INFO:root:Epoch[5] Batch [4360] Speed: 664.42 samples/sec acc=0.144141
INFO:root:Epoch[5] Batch [4380] Speed: 674.18 samples/sec acc=0.139648
INFO:root:Epoch[5] Batch [4400] Speed: 663.61 samples/sec acc=0.137402
[42000][MARGIN]0.649567,0.212691
lr-batch-epoch: 0.1 4404 5
testing verification..
(14000, 512)
infer time 20.639069
[cfp_ff][42000]XNorm: 21.065195
[cfp_ff][42000]Accuracy-Flip: 0.99371+-0.00294
testing verification..
(14000, 512)
infer time 23.804205
[cfp_fp][42000]XNorm: 17.375979
[cfp_fp][42000]Accuracy-Flip: 0.83529+-0.01796
testing verification..
(12000, 512)
infer time 17.203058
[agedb_30][42000]XNorm: 21.139623
[agedb_30][42000]Accuracy-Flip: 0.94650+-0.01277
testing verification..
(12000, 512)
infer time 18.317502
[lfw][42000]XNorm: 21.489225
[lfw][42000]Accuracy-Flip: 0.99317+-0.00337
saving 21
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0021.params"
[42000]Accuracy-Highest: 0.99317
INFO:root:Epoch[5] Batch [4420] Speed: 87.85 samples/sec acc=0.141309
INFO:root:Epoch[5] Batch [4440] Speed: 663.33 samples/sec acc=0.143262
INFO:root:Epoch[5] Batch [4460] Speed: 661.54 samples/sec acc=0.141211
INFO:root:Epoch[5] Batch [4480] Speed: 649.46 samples/sec acc=0.143555
INFO:root:Epoch[5] Batch [4500] Speed: 662.12 samples/sec acc=0.141406
INFO:root:Epoch[5] Batch [4520] Speed: 661.52 samples/sec acc=0.145703
INFO:root:Epoch[5] Batch [4540] Speed: 664.12 samples/sec acc=0.131250
INFO:root:Epoch[5] Batch [4560] Speed: 663.76 samples/sec acc=0.140820
INFO:root:Epoch[5] Batch [4580] Speed: 663.64 samples/sec acc=0.141504
INFO:root:Epoch[5] Batch [4600] Speed: 655.64 samples/sec acc=0.143457
INFO:root:Epoch[5] Batch [4620] Speed: 664.14 samples/sec acc=0.143945
INFO:root:Epoch[5] Batch [4640] Speed: 663.61 samples/sec acc=0.133496
INFO:root:Epoch[5] Batch [4660] Speed: 664.78 samples/sec acc=0.145410
INFO:root:Epoch[5] Batch [4680] Speed: 664.46 samples/sec acc=0.136426
INFO:root:Epoch[5] Batch [4700] Speed: 664.31 samples/sec acc=0.141016
INFO:root:Epoch[5] Batch [4720] Speed: 664.74 samples/sec acc=0.137500
INFO:root:Epoch[5] Batch [4740] Speed: 663.75 samples/sec acc=0.140918
INFO:root:Epoch[5] Batch [4760] Speed: 662.78 samples/sec acc=0.142383
INFO:root:Epoch[5] Batch [4780] Speed: 664.63 samples/sec acc=0.139648
INFO:root:Epoch[5] Batch [4800] Speed: 664.86 samples/sec acc=0.137793
INFO:root:Epoch[5] Batch [4820] Speed: 663.84 samples/sec acc=0.139355
INFO:root:Epoch[5] Batch [4840] Speed: 664.22 samples/sec acc=0.132129
INFO:root:Epoch[5] Batch [4860] Speed: 662.86 samples/sec acc=0.138867
INFO:root:Epoch[5] Batch [4880] Speed: 664.17 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [4900] Speed: 664.26 samples/sec acc=0.138086
INFO:root:Epoch[5] Batch [4920] Speed: 664.34 samples/sec acc=0.141895
INFO:root:Epoch[5] Batch [4940] Speed: 662.41 samples/sec acc=0.140137
INFO:root:Epoch[5] Batch [4960] Speed: 663.66 samples/sec acc=0.143945
INFO:root:Epoch[5] Batch [4980] Speed: 664.03 samples/sec acc=0.136719
INFO:root:Epoch[5] Batch [5000] Speed: 663.58 samples/sec acc=0.140039
INFO:root:Epoch[5] Batch [5020] Speed: 664.20 samples/sec acc=0.139648
INFO:root:Epoch[5] Batch [5040] Speed: 664.79 samples/sec acc=0.137598
INFO:root:Epoch[5] Batch [5060] Speed: 663.25 samples/sec acc=0.141309
INFO:root:Epoch[5] Batch [5080] Speed: 664.25 samples/sec acc=0.142871
INFO:root:Epoch[5] Batch [5100] Speed: 665.24 samples/sec acc=0.142773
INFO:root:Epoch[5] Batch [5120] Speed: 664.04 samples/sec acc=0.146973
INFO:root:Epoch[5] Batch [5140] Speed: 664.69 samples/sec acc=0.136914
INFO:root:Epoch[5] Batch [5160] Speed: 663.48 samples/sec acc=0.141113
INFO:root:Epoch[5] Batch [5180] Speed: 662.54 samples/sec acc=0.139844
INFO:root:Epoch[5] Batch [5200] Speed: 664.93 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [5220] Speed: 664.31 samples/sec acc=0.138965
INFO:root:Epoch[5] Batch [5240] Speed: 663.49 samples/sec acc=0.137012
INFO:root:Epoch[5] Batch [5260] Speed: 664.44 samples/sec acc=0.136914
INFO:root:Epoch[5] Batch [5280] Speed: 664.07 samples/sec acc=0.138184
INFO:root:Epoch[5] Batch [5300] Speed: 663.11 samples/sec acc=0.144043
INFO:root:Epoch[5] Batch [5320] Speed: 664.79 samples/sec acc=0.143945
INFO:root:Epoch[5] Batch [5340] Speed: 663.83 samples/sec acc=0.140430
INFO:root:Epoch[5] Batch [5360] Speed: 663.35 samples/sec acc=0.137695
INFO:root:Epoch[5] Batch [5380] Speed: 664.62 samples/sec acc=0.136035
INFO:root:Epoch[5] Batch [5400] Speed: 664.29 samples/sec acc=0.141211
lr-batch-epoch: 0.1 5404 5
INFO:root:Epoch[5] Batch [5420] Speed: 662.08 samples/sec acc=0.139941
INFO:root:Epoch[5] Batch [5440] Speed: 665.13 samples/sec acc=0.138770
INFO:root:Epoch[5] Batch [5460] Speed: 664.00 samples/sec acc=0.137500
INFO:root:Epoch[5] Batch [5480] Speed: 663.09 samples/sec acc=0.139258
INFO:root:Epoch[5] Batch [5500] Speed: 664.19 samples/sec acc=0.138086
INFO:root:Epoch[5] Batch [5520] Speed: 663.79 samples/sec acc=0.142187
INFO:root:Epoch[5] Batch [5540] Speed: 662.85 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [5560] Speed: 652.96 samples/sec acc=0.141406
INFO:root:Epoch[5] Batch [5580] Speed: 665.66 samples/sec acc=0.139844
INFO:root:Epoch[5] Batch [5600] Speed: 663.40 samples/sec acc=0.140527
INFO:root:Epoch[5] Batch [5620] Speed: 664.40 samples/sec acc=0.140332
INFO:root:Epoch[5] Batch [5640] Speed: 664.85 samples/sec acc=0.141016
INFO:root:Epoch[5] Batch [5660] Speed: 664.22 samples/sec acc=0.142187
INFO:root:Epoch[5] Batch [5680] Speed: 664.72 samples/sec acc=0.139551
INFO:root:Epoch[5] Batch [5700] Speed: 664.22 samples/sec acc=0.142285
INFO:root:Epoch[5] Batch [5720] Speed: 663.39 samples/sec acc=0.141797
INFO:root:Epoch[5] Batch [5740] Speed: 664.20 samples/sec acc=0.143848
INFO:root:Epoch[5] Batch [5760] Speed: 662.64 samples/sec acc=0.149609
INFO:root:Epoch[5] Batch [5780] Speed: 664.10 samples/sec acc=0.140430
INFO:root:Epoch[5] Batch [5800] Speed: 664.61 samples/sec acc=0.141016
INFO:root:Epoch[5] Batch [5820] Speed: 663.71 samples/sec acc=0.142383
INFO:root:Epoch[5] Batch [5840] Speed: 662.78 samples/sec acc=0.139355
INFO:root:Epoch[5] Batch [5860] Speed: 664.34 samples/sec acc=0.141406
INFO:root:Epoch[5] Batch [5880] Speed: 663.50 samples/sec acc=0.139941
INFO:root:Epoch[5] Batch [5900] Speed: 668.71 samples/sec acc=0.139551
INFO:root:Epoch[5] Batch [5920] Speed: 663.03 samples/sec acc=0.143750
INFO:root:Epoch[5] Batch [5940] Speed: 663.94 samples/sec acc=0.133789
INFO:root:Epoch[5] Batch [5960] Speed: 663.10 samples/sec acc=0.143164
INFO:root:Epoch[5] Batch [5980] Speed: 665.03 samples/sec acc=0.139551
INFO:root:Epoch[5] Batch [6000] Speed: 663.63 samples/sec acc=0.141406
INFO:root:Epoch[5] Batch [6020] Speed: 662.55 samples/sec acc=0.140234
INFO:root:Epoch[5] Batch [6040] Speed: 664.72 samples/sec acc=0.138770
INFO:root:Epoch[5] Batch [6060] Speed: 663.19 samples/sec acc=0.142383
INFO:root:Epoch[5] Batch [6080] Speed: 663.71 samples/sec acc=0.139453
INFO:root:Epoch[5] Batch [6100] Speed: 664.06 samples/sec acc=0.137500
INFO:root:Epoch[5] Batch [6120] Speed: 663.20 samples/sec acc=0.139453
INFO:root:Epoch[5] Batch [6140] Speed: 664.21 samples/sec acc=0.135742
INFO:root:Epoch[5] Batch [6160] Speed: 664.02 samples/sec acc=0.140723
INFO:root:Epoch[5] Batch [6180] Speed: 664.25 samples/sec acc=0.146582
INFO:root:Epoch[5] Batch [6200] Speed: 662.77 samples/sec acc=0.145703
INFO:root:Epoch[5] Batch [6220] Speed: 664.51 samples/sec acc=0.139160
INFO:root:Epoch[5] Batch [6240] Speed: 664.71 samples/sec acc=0.143555
INFO:root:Epoch[5] Batch [6260] Speed: 657.63 samples/sec acc=0.144336
INFO:root:Epoch[5] Batch [6280] Speed: 671.55 samples/sec acc=0.137207
INFO:root:Epoch[5] Batch [6300] Speed: 663.84 samples/sec acc=0.142578
INFO:root:Epoch[5] Batch [6320] Speed: 662.12 samples/sec acc=0.145801
INFO:root:Epoch[5] Batch [6340] Speed: 664.68 samples/sec acc=0.136523
INFO:root:Epoch[5] Batch [6360] Speed: 663.53 samples/sec acc=0.147266
INFO:root:Epoch[5] Batch [6380] Speed: 663.06 samples/sec acc=0.140430
INFO:root:Epoch[5] Batch [6400] Speed: 664.70 samples/sec acc=0.142773
[44000][MARGIN]0.647738,0.209751
lr-batch-epoch: 0.1 6404 5
testing verification..
(14000, 512)
infer time 19.897472
[cfp_ff][44000]XNorm: 21.254379
[cfp_ff][44000]Accuracy-Flip: 0.99471+-0.00362
testing verification..
(14000, 512)
infer time 21.493764
[cfp_fp][44000]XNorm: 16.929554
[cfp_fp][44000]Accuracy-Flip: 0.84329+-0.01483
testing verification..
(12000, 512)
infer time 17.169521
[agedb_30][44000]XNorm: 21.279628
[agedb_30][44000]Accuracy-Flip: 0.94500+-0.00771
testing verification..
(12000, 512)
infer time 20.694546
[lfw][44000]XNorm: 21.324684
[lfw][44000]Accuracy-Flip: 0.99350+-0.00462
saving 22
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0022.params"
[44000]Accuracy-Highest: 0.99350
INFO:root:Epoch[5] Batch [6420] Speed: 86.97 samples/sec acc=0.145996
INFO:root:Epoch[5] Batch [6440] Speed: 662.84 samples/sec acc=0.137109
INFO:root:Epoch[5] Batch [6460] Speed: 664.30 samples/sec acc=0.147070
INFO:root:Epoch[5] Batch [6480] Speed: 664.11 samples/sec acc=0.142676
INFO:root:Epoch[5] Batch [6500] Speed: 663.76 samples/sec acc=0.141602
INFO:root:Epoch[5] Batch [6520] Speed: 663.39 samples/sec acc=0.141504
INFO:root:Epoch[5] Batch [6540] Speed: 663.41 samples/sec acc=0.140430
INFO:root:Epoch[5] Batch [6560] Speed: 662.88 samples/sec acc=0.145996
INFO:root:Epoch[5] Batch [6580] Speed: 644.82 samples/sec acc=0.140332
INFO:root:Epoch[5] Batch [6600] Speed: 664.77 samples/sec acc=0.143359
INFO:root:Epoch[5] Batch [6620] Speed: 664.02 samples/sec acc=0.142090
INFO:root:Epoch[5] Batch [6640] Speed: 665.13 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [6660] Speed: 663.57 samples/sec acc=0.141406
INFO:root:Epoch[5] Batch [6680] Speed: 663.94 samples/sec acc=0.141113
INFO:root:Epoch[5] Batch [6700] Speed: 662.27 samples/sec acc=0.138867
INFO:root:Epoch[5] Batch [6720] Speed: 664.19 samples/sec acc=0.141016
INFO:root:Epoch[5] Batch [6740] Speed: 664.16 samples/sec acc=0.148438
INFO:root:Epoch[5] Batch [6760] Speed: 664.51 samples/sec acc=0.135937
INFO:root:Epoch[5] Batch [6780] Speed: 664.74 samples/sec acc=0.139648
INFO:root:Epoch[5] Batch [6800] Speed: 664.05 samples/sec acc=0.138965
INFO:root:Epoch[5] Batch [6820] Speed: 664.56 samples/sec acc=0.142676
INFO:root:Epoch[5] Batch [6840] Speed: 663.77 samples/sec acc=0.140234
INFO:root:Epoch[5] Batch [6860] Speed: 663.26 samples/sec acc=0.139453
INFO:root:Epoch[5] Batch [6880] Speed: 664.40 samples/sec acc=0.136719
INFO:root:Epoch[5] Batch [6900] Speed: 664.28 samples/sec acc=0.139551
INFO:root:Epoch[5] Batch [6920] Speed: 664.14 samples/sec acc=0.141211
INFO:root:Epoch[5] Batch [6940] Speed: 664.51 samples/sec acc=0.138770
INFO:root:Epoch[5] Batch [6960] Speed: 663.96 samples/sec acc=0.136914
INFO:root:Epoch[5] Batch [6980] Speed: 663.14 samples/sec acc=0.134375
INFO:root:Epoch[5] Batch [7000] Speed: 664.34 samples/sec acc=0.142480
INFO:root:Epoch[5] Batch [7020] Speed: 664.31 samples/sec acc=0.143457
INFO:root:Epoch[5] Batch [7040] Speed: 663.75 samples/sec acc=0.145703
INFO:root:Epoch[5] Batch [7060] Speed: 664.19 samples/sec acc=0.140234
INFO:root:Epoch[5] Batch [7080] Speed: 664.91 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [7100] Speed: 663.76 samples/sec acc=0.146484
INFO:root:Epoch[5] Batch [7120] Speed: 664.68 samples/sec acc=0.145605
INFO:root:Epoch[5] Batch [7140] Speed: 664.94 samples/sec acc=0.142480
INFO:root:Epoch[5] Batch [7160] Speed: 662.88 samples/sec acc=0.144141
INFO:root:Epoch[5] Batch [7180] Speed: 664.68 samples/sec acc=0.145508
INFO:root:Epoch[5] Batch [7200] Speed: 663.77 samples/sec acc=0.135156
INFO:root:Epoch[5] Batch [7220] Speed: 663.80 samples/sec acc=0.144238
INFO:root:Epoch[5] Batch [7240] Speed: 663.88 samples/sec acc=0.143652
INFO:root:Epoch[5] Batch [7260] Speed: 663.73 samples/sec acc=0.146484
INFO:root:Epoch[5] Batch [7280] Speed: 664.01 samples/sec acc=0.145605
INFO:root:Epoch[5] Batch [7300] Speed: 664.18 samples/sec acc=0.147070
INFO:root:Epoch[5] Batch [7320] Speed: 663.87 samples/sec acc=0.141699
INFO:root:Epoch[5] Batch [7340] Speed: 663.77 samples/sec acc=0.139258
INFO:root:Epoch[5] Batch [7360] Speed: 665.46 samples/sec acc=0.145313
INFO:root:Epoch[5] Batch [7380] Speed: 664.04 samples/sec acc=0.141602
INFO:root:Epoch[5] Batch [7400] Speed: 663.55 samples/sec acc=0.145703
lr-batch-epoch: 0.1 7404 5
INFO:root:Epoch[5] Batch [7420] Speed: 664.02 samples/sec acc=0.146680
INFO:root:Epoch[5] Batch [7440] Speed: 663.70 samples/sec acc=0.147559
INFO:root:Epoch[5] Batch [7460] Speed: 662.97 samples/sec acc=0.142285
INFO:root:Epoch[5] Batch [7480] Speed: 664.53 samples/sec acc=0.142285
INFO:root:Epoch[5] Batch [7500] Speed: 663.38 samples/sec acc=0.140332
INFO:root:Epoch[5] Train-acc=0.142036
INFO:root:Epoch[5] Time cost=6196.751
call reset()
INFO:root:Epoch[6] Batch [20] Speed: 662.29 samples/sec acc=0.174014
INFO:root:Epoch[6] Batch [40] Speed: 662.44 samples/sec acc=0.167969
INFO:root:Epoch[6] Batch [60] Speed: 663.39 samples/sec acc=0.163770
INFO:root:Epoch[6] Batch [80] Speed: 663.85 samples/sec acc=0.168359
INFO:root:Epoch[6] Batch [100] Speed: 664.30 samples/sec acc=0.159766
INFO:root:Epoch[6] Batch [120] Speed: 663.88 samples/sec acc=0.160449
INFO:root:Epoch[6] Batch [140] Speed: 663.93 samples/sec acc=0.161816
INFO:root:Epoch[6] Batch [160] Speed: 664.02 samples/sec acc=0.168750
INFO:root:Epoch[6] Batch [180] Speed: 663.41 samples/sec acc=0.160059
INFO:root:Epoch[6] Batch [200] Speed: 663.83 samples/sec acc=0.158496
INFO:root:Epoch[6] Batch [220] Speed: 663.52 samples/sec acc=0.154590
INFO:root:Epoch[6] Batch [240] Speed: 670.53 samples/sec acc=0.160840
INFO:root:Epoch[6] Batch [260] Speed: 663.52 samples/sec acc=0.155371
INFO:root:Epoch[6] Batch [280] Speed: 664.40 samples/sec acc=0.156250
INFO:root:Epoch[6] Batch [300] Speed: 664.41 samples/sec acc=0.145996
INFO:root:Epoch[6] Batch [320] Speed: 664.04 samples/sec acc=0.154004
INFO:root:Epoch[6] Batch [340] Speed: 663.87 samples/sec acc=0.155371
INFO:root:Epoch[6] Batch [360] Speed: 663.85 samples/sec acc=0.153906
INFO:root:Epoch[6] Batch [380] Speed: 664.61 samples/sec acc=0.153418
INFO:root:Epoch[6] Batch [400] Speed: 664.03 samples/sec acc=0.148242
INFO:root:Epoch[6] Batch [420] Speed: 664.00 samples/sec acc=0.150488
INFO:root:Epoch[6] Batch [440] Speed: 663.86 samples/sec acc=0.148633
INFO:root:Epoch[6] Batch [460] Speed: 664.19 samples/sec acc=0.146484
INFO:root:Epoch[6] Batch [480] Speed: 663.86 samples/sec acc=0.151562
INFO:root:Epoch[6] Batch [500] Speed: 664.20 samples/sec acc=0.144922
INFO:root:Epoch[6] Batch [520] Speed: 663.98 samples/sec acc=0.146680
INFO:root:Epoch[6] Batch [540] Speed: 664.51 samples/sec acc=0.145898
INFO:root:Epoch[6] Batch [560] Speed: 663.90 samples/sec acc=0.152539
INFO:root:Epoch[6] Batch [580] Speed: 663.67 samples/sec acc=0.146777
INFO:root:Epoch[6] Batch [600] Speed: 663.76 samples/sec acc=0.151953
INFO:root:Epoch[6] Batch [620] Speed: 664.55 samples/sec acc=0.149121
INFO:root:Epoch[6] Batch [640] Speed: 663.42 samples/sec acc=0.134570
INFO:root:Epoch[6] Batch [660] Speed: 662.98 samples/sec acc=0.141992
INFO:root:Epoch[6] Batch [680] Speed: 663.58 samples/sec acc=0.143164
INFO:root:Epoch[6] Batch [700] Speed: 664.35 samples/sec acc=0.146582
INFO:root:Epoch[6] Batch [720] Speed: 664.09 samples/sec acc=0.145801
INFO:root:Epoch[6] Batch [740] Speed: 663.95 samples/sec acc=0.148535
INFO:root:Epoch[6] Batch [760] Speed: 663.34 samples/sec acc=0.145703
INFO:root:Epoch[6] Batch [780] Speed: 663.74 samples/sec acc=0.148438
INFO:root:Epoch[6] Batch [800] Speed: 664.31 samples/sec acc=0.148145
INFO:root:Epoch[6] Batch [820] Speed: 664.28 samples/sec acc=0.146875
INFO:root:Epoch[6] Batch [840] Speed: 663.79 samples/sec acc=0.141797
INFO:root:Epoch[6] Batch [860] Speed: 663.27 samples/sec acc=0.141797
INFO:root:Epoch[6] Batch [880] Speed: 664.06 samples/sec acc=0.141602
[46000][MARGIN]0.642032,0.204640
lr-batch-epoch: 0.1 885 6
testing verification..
(14000, 512)
infer time 19.069164
[cfp_ff][46000]XNorm: 21.353451
[cfp_ff][46000]Accuracy-Flip: 0.99457+-0.00343
testing verification..
(14000, 512)
infer time 22.772816
[cfp_fp][46000]XNorm: 17.712679
[cfp_fp][46000]Accuracy-Flip: 0.85229+-0.02026
testing verification..
(12000, 512)
infer time 18.130649
[agedb_30][46000]XNorm: 21.008399
[agedb_30][46000]Accuracy-Flip: 0.94267+-0.01158
testing verification..
(12000, 512)
infer time 18.063264
[lfw][46000]XNorm: 21.172505
[lfw][46000]Accuracy-Flip: 0.99183+-0.00383
[46000]Accuracy-Highest: 0.99350
INFO:root:Epoch[6] Batch [900] Speed: 92.75 samples/sec acc=0.143945
INFO:root:Epoch[6] Batch [920] Speed: 662.55 samples/sec acc=0.143848
INFO:root:Epoch[6] Batch [940] Speed: 662.12 samples/sec acc=0.147754
INFO:root:Epoch[6] Batch [960] Speed: 663.18 samples/sec acc=0.145020
INFO:root:Epoch[6] Batch [980] Speed: 662.61 samples/sec acc=0.144336
INFO:root:Epoch[6] Batch [1000] Speed: 663.46 samples/sec acc=0.139355
INFO:root:Epoch[6] Batch [1020] Speed: 663.76 samples/sec acc=0.145117
INFO:root:Epoch[6] Batch [1040] Speed: 663.61 samples/sec acc=0.142773
INFO:root:Epoch[6] Batch [1060] Speed: 681.50 samples/sec acc=0.146484
INFO:root:Epoch[6] Batch [1080] Speed: 672.49 samples/sec acc=0.143457
INFO:root:Epoch[6] Batch [1100] Speed: 664.28 samples/sec acc=0.146289
INFO:root:Epoch[6] Batch [1120] Speed: 664.24 samples/sec acc=0.140332
INFO:root:Epoch[6] Batch [1140] Speed: 663.65 samples/sec acc=0.147070
INFO:root:Epoch[6] Batch [1160] Speed: 664.59 samples/sec acc=0.147559
INFO:root:Epoch[6] Batch [1180] Speed: 663.48 samples/sec acc=0.141699
INFO:root:Epoch[6] Batch [1200] Speed: 664.38 samples/sec acc=0.137793
INFO:root:Epoch[6] Batch [1220] Speed: 664.34 samples/sec acc=0.136719
INFO:root:Epoch[6] Batch [1240] Speed: 664.15 samples/sec acc=0.142285
INFO:root:Epoch[6] Batch [1260] Speed: 662.74 samples/sec acc=0.145996
INFO:root:Epoch[6] Batch [1280] Speed: 664.45 samples/sec acc=0.138379
INFO:root:Epoch[6] Batch [1300] Speed: 664.42 samples/sec acc=0.140527
INFO:root:Epoch[6] Batch [1320] Speed: 663.64 samples/sec acc=0.143750
INFO:root:Epoch[6] Batch [1340] Speed: 663.89 samples/sec acc=0.131445
INFO:root:Epoch[6] Batch [1360] Speed: 663.15 samples/sec acc=0.138184
INFO:root:Epoch[6] Batch [1380] Speed: 663.79 samples/sec acc=0.148730
INFO:root:Epoch[6] Batch [1400] Speed: 664.57 samples/sec acc=0.152051
INFO:root:Epoch[6] Batch [1420] Speed: 664.19 samples/sec acc=0.139746
INFO:root:Epoch[6] Batch [1440] Speed: 662.39 samples/sec acc=0.140918
INFO:root:Epoch[6] Batch [1460] Speed: 663.26 samples/sec acc=0.139453
INFO:root:Epoch[6] Batch [1480] Speed: 663.11 samples/sec acc=0.142285
INFO:root:Epoch[6] Batch [1500] Speed: 664.47 samples/sec acc=0.145117
INFO:root:Epoch[6] Batch [1520] Speed: 664.42 samples/sec acc=0.135059
INFO:root:Epoch[6] Batch [1540] Speed: 663.77 samples/sec acc=0.143262
INFO:root:Epoch[6] Batch [1560] Speed: 663.89 samples/sec acc=0.143164
INFO:root:Epoch[6] Batch [1580] Speed: 664.31 samples/sec acc=0.138965
INFO:root:Epoch[6] Batch [1600] Speed: 664.42 samples/sec acc=0.140332
INFO:root:Epoch[6] Batch [1620] Speed: 663.47 samples/sec acc=0.142676
INFO:root:Epoch[6] Batch [1640] Speed: 663.39 samples/sec acc=0.142969
INFO:root:Epoch[6] Batch [1660] Speed: 664.44 samples/sec acc=0.144727
INFO:root:Epoch[6] Batch [1680] Speed: 663.32 samples/sec acc=0.147461
INFO:root:Epoch[6] Batch [1700] Speed: 664.47 samples/sec acc=0.141309
INFO:root:Epoch[6] Batch [1720] Speed: 664.69 samples/sec acc=0.144727
INFO:root:Epoch[6] Batch [1740] Speed: 663.18 samples/sec acc=0.146875
INFO:root:Epoch[6] Batch [1760] Speed: 663.96 samples/sec acc=0.144141
INFO:root:Epoch[6] Batch [1780] Speed: 663.76 samples/sec acc=0.142187
INFO:root:Epoch[6] Batch [1800] Speed: 664.06 samples/sec acc=0.141113
INFO:root:Epoch[6] Batch [1820] Speed: 662.88 samples/sec acc=0.141309
INFO:root:Epoch[6] Batch [1840] Speed: 664.29 samples/sec acc=0.138672
INFO:root:Epoch[6] Batch [1860] Speed: 663.40 samples/sec acc=0.145996
INFO:root:Epoch[6] Batch [1880] Speed: 664.21 samples/sec acc=0.137598
lr-batch-epoch: 0.1 1885 6
INFO:root:Epoch[6] Batch [1900] Speed: 664.62 samples/sec acc=0.142676
INFO:root:Epoch[6] Batch [1920] Speed: 664.06 samples/sec acc=0.140332
INFO:root:Epoch[6] Batch [1940] Speed: 664.00 samples/sec acc=0.151367
INFO:root:Epoch[6] Batch [1960] Speed: 663.72 samples/sec acc=0.142480
INFO:root:Epoch[6] Batch [1980] Speed: 664.23 samples/sec acc=0.142578
INFO:root:Epoch[6] Batch [2000] Speed: 663.22 samples/sec acc=0.142578
INFO:root:Epoch[6] Batch [2020] Speed: 663.53 samples/sec acc=0.145605
INFO:root:Epoch[6] Batch [2040] Speed: 663.54 samples/sec acc=0.143945
INFO:root:Epoch[6] Batch [2060] Speed: 663.74 samples/sec acc=0.136035
INFO:root:Epoch[6] Batch [2080] Speed: 665.14 samples/sec acc=0.144336
INFO:root:Epoch[6] Batch [2100] Speed: 663.37 samples/sec acc=0.145313
INFO:root:Epoch[6] Batch [2120] Speed: 664.34 samples/sec acc=0.138477
INFO:root:Epoch[6] Batch [2140] Speed: 663.86 samples/sec acc=0.146484
INFO:root:Epoch[6] Batch [2160] Speed: 663.84 samples/sec acc=0.144824
INFO:root:Epoch[6] Batch [2180] Speed: 663.19 samples/sec acc=0.143359
INFO:root:Epoch[6] Batch [2200] Speed: 663.75 samples/sec acc=0.149121
INFO:root:Epoch[6] Batch [2220] Speed: 664.50 samples/sec acc=0.145117
INFO:root:Epoch[6] Batch [2240] Speed: 664.77 samples/sec acc=0.142578
INFO:root:Epoch[6] Batch [2260] Speed: 664.15 samples/sec acc=0.141016
INFO:root:Epoch[6] Batch [2280] Speed: 663.72 samples/sec acc=0.138867
INFO:root:Epoch[6] Batch [2300] Speed: 664.22 samples/sec acc=0.139648
INFO:root:Epoch[6] Batch [2320] Speed: 656.90 samples/sec acc=0.145703
INFO:root:Epoch[6] Batch [2340] Speed: 662.47 samples/sec acc=0.147461
INFO:root:Epoch[6] Batch [2360] Speed: 658.40 samples/sec acc=0.148535
INFO:root:Epoch[6] Batch [2380] Speed: 661.27 samples/sec acc=0.145410
INFO:root:Epoch[6] Batch [2400] Speed: 663.12 samples/sec acc=0.151367
INFO:root:Epoch[6] Batch [2420] Speed: 663.54 samples/sec acc=0.142285
INFO:root:Epoch[6] Batch [2440] Speed: 662.92 samples/sec acc=0.138672
INFO:root:Epoch[6] Batch [2460] Speed: 663.02 samples/sec acc=0.140527
INFO:root:Epoch[6] Batch [2480] Speed: 663.40 samples/sec acc=0.140625
INFO:root:Epoch[6] Batch [2500] Speed: 662.60 samples/sec acc=0.146094
INFO:root:Epoch[6] Batch [2520] Speed: 663.47 samples/sec acc=0.146777
INFO:root:Epoch[6] Batch [2540] Speed: 662.83 samples/sec acc=0.142383
INFO:root:Epoch[6] Batch [2560] Speed: 662.33 samples/sec acc=0.147852
INFO:root:Epoch[6] Batch [2580] Speed: 663.48 samples/sec acc=0.141309
INFO:root:Epoch[6] Batch [2600] Speed: 662.30 samples/sec acc=0.135449
INFO:root:Epoch[6] Batch [2620] Speed: 660.78 samples/sec acc=0.144727
INFO:root:Epoch[6] Batch [2640] Speed: 677.00 samples/sec acc=0.144141
INFO:root:Epoch[6] Batch [2660] Speed: 662.99 samples/sec acc=0.144434
INFO:root:Epoch[6] Batch [2680] Speed: 663.08 samples/sec acc=0.146582
INFO:root:Epoch[6] Batch [2700] Speed: 662.79 samples/sec acc=0.142969
INFO:root:Epoch[6] Batch [2720] Speed: 662.02 samples/sec acc=0.148828
INFO:root:Epoch[6] Batch [2740] Speed: 663.42 samples/sec acc=0.141016
INFO:root:Epoch[6] Batch [2760] Speed: 663.46 samples/sec acc=0.141309
INFO:root:Epoch[6] Batch [2780] Speed: 662.95 samples/sec acc=0.146777
INFO:root:Epoch[6] Batch [2800] Speed: 663.11 samples/sec acc=0.144922
INFO:root:Epoch[6] Batch [2820] Speed: 663.00 samples/sec acc=0.146582
INFO:root:Epoch[6] Batch [2840] Speed: 663.41 samples/sec acc=0.146094
INFO:root:Epoch[6] Batch [2860] Speed: 662.67 samples/sec acc=0.142676
INFO:root:Epoch[6] Batch [2880] Speed: 663.64 samples/sec acc=0.149512
[48000][MARGIN]0.650225,0.212011
lr-batch-epoch: 0.1 2885 6
testing verification..
(14000, 512)
infer time 21.576396
[cfp_ff][48000]XNorm: 19.684269
[cfp_ff][48000]Accuracy-Flip: 0.99271+-0.00296
testing verification..
(14000, 512)
infer time 26.514342
[cfp_fp][48000]XNorm: 15.737945
[cfp_fp][48000]Accuracy-Flip: 0.84371+-0.01511
testing verification..
(12000, 512)
infer time 19.399874
[agedb_30][48000]XNorm: 19.425554
[agedb_30][48000]Accuracy-Flip: 0.94800+-0.00945
testing verification..
(12000, 512)
infer time 17.305142
[lfw][48000]XNorm: 19.654909
[lfw][48000]Accuracy-Flip: 0.99267+-0.00523
[48000]Accuracy-Highest: 0.99350
INFO:root:Epoch[6] Batch [2900] Speed: 85.54 samples/sec acc=0.138477
INFO:root:Epoch[6] Batch [2920] Speed: 662.61 samples/sec acc=0.147168
INFO:root:Epoch[6] Batch [2940] Speed: 662.29 samples/sec acc=0.146973
INFO:root:Epoch[6] Batch [2960] Speed: 661.81 samples/sec acc=0.146094
INFO:root:Epoch[6] Batch [2980] Speed: 662.29 samples/sec acc=0.136523
INFO:root:Epoch[6] Batch [3000] Speed: 662.23 samples/sec acc=0.139160
INFO:root:Epoch[6] Batch [3020] Speed: 662.76 samples/sec acc=0.142187
INFO:root:Epoch[6] Batch [3040] Speed: 662.81 samples/sec acc=0.140234
INFO:root:Epoch[6] Batch [3060] Speed: 662.97 samples/sec acc=0.141406
INFO:root:Epoch[6] Batch [3080] Speed: 662.93 samples/sec acc=0.142871
INFO:root:Epoch[6] Batch [3100] Speed: 662.54 samples/sec acc=0.143262
INFO:root:Epoch[6] Batch [3120] Speed: 662.54 samples/sec acc=0.146875
INFO:root:Epoch[6] Batch [3140] Speed: 662.60 samples/sec acc=0.143359
INFO:root:Epoch[6] Batch [3160] Speed: 663.18 samples/sec acc=0.143164
INFO:root:Epoch[6] Batch [3180] Speed: 662.85 samples/sec acc=0.142578
INFO:root:Epoch[6] Batch [3200] Speed: 662.26 samples/sec acc=0.144629
INFO:root:Epoch[6] Batch [3220] Speed: 663.10 samples/sec acc=0.144629
INFO:root:Epoch[6] Batch [3240] Speed: 663.06 samples/sec acc=0.145703
INFO:root:Epoch[6] Batch [3260] Speed: 662.07 samples/sec acc=0.144434
INFO:root:Epoch[6] Batch [3280] Speed: 663.05 samples/sec acc=0.139551
INFO:root:Epoch[6] Batch [3300] Speed: 662.41 samples/sec acc=0.146973
INFO:root:Epoch[6] Batch [3320] Speed: 663.01 samples/sec acc=0.146094
INFO:root:Epoch[6] Batch [3340] Speed: 663.48 samples/sec acc=0.148438
INFO:root:Epoch[6] Batch [3360] Speed: 662.62 samples/sec acc=0.144629
INFO:root:Epoch[6] Batch [3380] Speed: 663.01 samples/sec acc=0.143457
INFO:root:Epoch[6] Batch [3400] Speed: 663.14 samples/sec acc=0.144434
INFO:root:Epoch[6] Batch [3420] Speed: 667.89 samples/sec acc=0.137402
INFO:root:Epoch[6] Batch [3440] Speed: 662.94 samples/sec acc=0.140039
INFO:root:Epoch[6] Batch [3460] Speed: 662.01 samples/sec acc=0.143750
INFO:root:Epoch[6] Batch [3480] Speed: 662.62 samples/sec acc=0.146289
INFO:root:Epoch[6] Batch [3500] Speed: 663.05 samples/sec acc=0.147070
INFO:root:Epoch[6] Batch [3520] Speed: 661.63 samples/sec acc=0.148535
INFO:root:Epoch[6] Batch [3540] Speed: 662.67 samples/sec acc=0.140918
INFO:root:Epoch[6] Batch [3560] Speed: 662.30 samples/sec acc=0.140723
INFO:root:Epoch[6] Batch [3580] Speed: 662.38 samples/sec acc=0.144141
INFO:root:Epoch[6] Batch [3600] Speed: 662.21 samples/sec acc=0.150391
INFO:root:Epoch[6] Batch [3620] Speed: 662.30 samples/sec acc=0.143457
INFO:root:Epoch[6] Batch [3640] Speed: 663.17 samples/sec acc=0.139648
INFO:root:Epoch[6] Batch [3660] Speed: 663.06 samples/sec acc=0.144727
INFO:root:Epoch[6] Batch [3680] Speed: 663.17 samples/sec acc=0.142480
INFO:root:Epoch[6] Batch [3700] Speed: 661.97 samples/sec acc=0.148145
INFO:root:Epoch[6] Batch [3720] Speed: 662.74 samples/sec acc=0.142480
INFO:root:Epoch[6] Batch [3740] Speed: 662.58 samples/sec acc=0.143164
INFO:root:Epoch[6] Batch [3760] Speed: 662.09 samples/sec acc=0.149023
INFO:root:Epoch[6] Batch [3780] Speed: 662.58 samples/sec acc=0.147754
INFO:root:Epoch[6] Batch [3800] Speed: 662.42 samples/sec acc=0.146289
INFO:root:Epoch[6] Batch [3820] Speed: 662.73 samples/sec acc=0.150977
INFO:root:Epoch[6] Batch [3840] Speed: 662.65 samples/sec acc=0.135840
INFO:root:Epoch[6] Batch [3860] Speed: 661.90 samples/sec acc=0.141016
INFO:root:Epoch[6] Batch [3880] Speed: 662.53 samples/sec acc=0.137012
lr-batch-epoch: 0.1 3885 6
INFO:root:Epoch[6] Batch [3900] Speed: 662.18 samples/sec acc=0.147070
INFO:root:Epoch[6] Batch [3920] Speed: 661.96 samples/sec acc=0.145508
INFO:root:Epoch[6] Batch [3940] Speed: 662.30 samples/sec acc=0.152051
INFO:root:Epoch[6] Batch [3960] Speed: 662.66 samples/sec acc=0.144336
INFO:root:Epoch[6] Batch [3980] Speed: 662.56 samples/sec acc=0.143359
INFO:root:Epoch[6] Batch [4000] Speed: 663.18 samples/sec acc=0.146191
INFO:root:Epoch[6] Batch [4020] Speed: 663.72 samples/sec acc=0.149805
INFO:root:Epoch[6] Batch [4040] Speed: 663.32 samples/sec acc=0.147461
INFO:root:Epoch[6] Batch [4060] Speed: 663.35 samples/sec acc=0.143945
INFO:root:Epoch[6] Batch [4080] Speed: 663.21 samples/sec acc=0.144434
INFO:root:Epoch[6] Batch [4100] Speed: 663.13 samples/sec acc=0.144922
INFO:root:Epoch[6] Batch [4120] Speed: 663.12 samples/sec acc=0.150488
INFO:root:Epoch[6] Batch [4140] Speed: 662.99 samples/sec acc=0.148926
INFO:root:Epoch[6] Batch [4160] Speed: 662.67 samples/sec acc=0.145801
INFO:root:Epoch[6] Batch [4180] Speed: 663.13 samples/sec acc=0.138574
INFO:root:Epoch[6] Batch [4200] Speed: 663.08 samples/sec acc=0.144238
INFO:root:Epoch[6] Batch [4220] Speed: 665.64 samples/sec acc=0.139941
INFO:root:Epoch[6] Batch [4240] Speed: 662.62 samples/sec acc=0.144824
INFO:root:Epoch[6] Batch [4260] Speed: 662.86 samples/sec acc=0.142676
INFO:root:Epoch[6] Batch [4280] Speed: 663.09 samples/sec acc=0.144141
INFO:root:Epoch[6] Batch [4300] Speed: 662.95 samples/sec acc=0.146289
INFO:root:Epoch[6] Batch [4320] Speed: 663.10 samples/sec acc=0.142676
INFO:root:Epoch[6] Batch [4340] Speed: 662.35 samples/sec acc=0.146191
INFO:root:Epoch[6] Batch [4360] Speed: 662.78 samples/sec acc=0.137500
INFO:root:Epoch[6] Batch [4380] Speed: 662.40 samples/sec acc=0.142578
INFO:root:Epoch[6] Batch [4400] Speed: 662.31 samples/sec acc=0.150586
INFO:root:Epoch[6] Batch [4420] Speed: 662.28 samples/sec acc=0.145508
INFO:root:Epoch[6] Batch [4440] Speed: 663.28 samples/sec acc=0.151758
INFO:root:Epoch[6] Batch [4460] Speed: 662.63 samples/sec acc=0.144531
INFO:root:Epoch[6] Batch [4480] Speed: 662.45 samples/sec acc=0.143359
INFO:root:Epoch[6] Batch [4500] Speed: 661.36 samples/sec acc=0.143457
INFO:root:Epoch[6] Batch [4520] Speed: 662.74 samples/sec acc=0.148828
INFO:root:Epoch[6] Batch [4540] Speed: 662.27 samples/sec acc=0.138867
INFO:root:Epoch[6] Batch [4560] Speed: 662.26 samples/sec acc=0.146191
INFO:root:Epoch[6] Batch [4580] Speed: 662.78 samples/sec acc=0.141895
INFO:root:Epoch[6] Batch [4600] Speed: 662.50 samples/sec acc=0.145703
INFO:root:Epoch[6] Batch [4620] Speed: 661.88 samples/sec acc=0.147168
INFO:root:Epoch[6] Batch [4640] Speed: 662.62 samples/sec acc=0.144824
INFO:root:Epoch[6] Batch [4660] Speed: 661.89 samples/sec acc=0.136230
INFO:root:Epoch[6] Batch [4680] Speed: 661.81 samples/sec acc=0.145020
INFO:root:Epoch[6] Batch [4700] Speed: 662.03 samples/sec acc=0.149414
INFO:root:Epoch[6] Batch [4720] Speed: 662.78 samples/sec acc=0.146191
INFO:root:Epoch[6] Batch [4740] Speed: 662.65 samples/sec acc=0.142676
INFO:root:Epoch[6] Batch [4760] Speed: 662.85 samples/sec acc=0.147852
INFO:root:Epoch[6] Batch [4780] Speed: 662.85 samples/sec acc=0.149121
INFO:root:Epoch[6] Batch [4800] Speed: 662.89 samples/sec acc=0.145508
INFO:root:Epoch[6] Batch [4820] Speed: 663.18 samples/sec acc=0.147461
INFO:root:Epoch[6] Batch [4840] Speed: 663.00 samples/sec acc=0.140039
INFO:root:Epoch[6] Batch [4860] Speed: 661.96 samples/sec acc=0.144141
INFO:root:Epoch[6] Batch [4880] Speed: 662.72 samples/sec acc=0.146484
[50000][MARGIN]0.644800,0.205978
lr change to 0.01
lr-batch-epoch: 0.01 4885 6
testing verification..
(14000, 512)
infer time 20.111636
[cfp_ff][50000]XNorm: 20.538264
[cfp_ff][50000]Accuracy-Flip: 0.99443+-0.00370
testing verification..
(14000, 512)
infer time 21.836273
[cfp_fp][50000]XNorm: 16.234446
[cfp_fp][50000]Accuracy-Flip: 0.83786+-0.01698
testing verification..
(12000, 512)
infer time 20.022741
[agedb_30][50000]XNorm: 20.046532
[agedb_30][50000]Accuracy-Flip: 0.94617+-0.00882
testing verification..
(12000, 512)
infer time 17.533046
[lfw][50000]XNorm: 20.479102
[lfw][50000]Accuracy-Flip: 0.99467+-0.00420
saving 25
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0025.params"
[50000]Accuracy-Highest: 0.99467
INFO:root:Epoch[6] Batch [4900] Speed: 86.64 samples/sec acc=0.115137
INFO:root:Epoch[6] Batch [4920] Speed: 670.62 samples/sec acc=0.133691
INFO:root:Epoch[6] Batch [4940] Speed: 662.34 samples/sec acc=0.167285
INFO:root:Epoch[6] Batch [4960] Speed: 662.80 samples/sec acc=0.188867
INFO:root:Epoch[6] Batch [4980] Speed: 662.64 samples/sec acc=0.198242
INFO:root:Epoch[6] Batch [5000] Speed: 663.02 samples/sec acc=0.206348
INFO:root:Epoch[6] Batch [5020] Speed: 662.72 samples/sec acc=0.206934
INFO:root:Epoch[6] Batch [5040] Speed: 662.40 samples/sec acc=0.216211
INFO:root:Epoch[6] Batch [5060] Speed: 662.95 samples/sec acc=0.211230
INFO:root:Epoch[6] Batch [5080] Speed: 662.37 samples/sec acc=0.233789
INFO:root:Epoch[6] Batch [5100] Speed: 663.51 samples/sec acc=0.226660
INFO:root:Epoch[6] Batch [5120] Speed: 662.94 samples/sec acc=0.241113
INFO:root:Epoch[6] Batch [5140] Speed: 662.56 samples/sec acc=0.242090
INFO:root:Epoch[6] Batch [5160] Speed: 663.08 samples/sec acc=0.246777
INFO:root:Epoch[6] Batch [5180] Speed: 662.62 samples/sec acc=0.255371
INFO:root:Epoch[6] Batch [5200] Speed: 662.65 samples/sec acc=0.242480
INFO:root:Epoch[6] Batch [5220] Speed: 662.60 samples/sec acc=0.261328
INFO:root:Epoch[6] Batch [5240] Speed: 662.80 samples/sec acc=0.266895
INFO:root:Epoch[6] Batch [5260] Speed: 662.61 samples/sec acc=0.261035
INFO:root:Epoch[6] Batch [5280] Speed: 663.17 samples/sec acc=0.272168
INFO:root:Epoch[6] Batch [5300] Speed: 662.79 samples/sec acc=0.267285
INFO:root:Epoch[6] Batch [5320] Speed: 662.95 samples/sec acc=0.270703
INFO:root:Epoch[6] Batch [5340] Speed: 663.26 samples/sec acc=0.270898
INFO:root:Epoch[6] Batch [5360] Speed: 662.69 samples/sec acc=0.276855
INFO:root:Epoch[6] Batch [5380] Speed: 662.18 samples/sec acc=0.285742
INFO:root:Epoch[6] Batch [5400] Speed: 662.56 samples/sec acc=0.280078
INFO:root:Epoch[6] Batch [5420] Speed: 662.15 samples/sec acc=0.286719
INFO:root:Epoch[6] Batch [5440] Speed: 663.39 samples/sec acc=0.293262
INFO:root:Epoch[6] Batch [5460] Speed: 662.71 samples/sec acc=0.290527
INFO:root:Epoch[6] Batch [5480] Speed: 662.32 samples/sec acc=0.295898
INFO:root:Epoch[6] Batch [5500] Speed: 662.77 samples/sec acc=0.296875
INFO:root:Epoch[6] Batch [5520] Speed: 663.21 samples/sec acc=0.302246
INFO:root:Epoch[6] Batch [5540] Speed: 663.61 samples/sec acc=0.305566
INFO:root:Epoch[6] Batch [5560] Speed: 662.96 samples/sec acc=0.305664
INFO:root:Epoch[6] Batch [5580] Speed: 662.10 samples/sec acc=0.300195
INFO:root:Epoch[6] Batch [5600] Speed: 663.28 samples/sec acc=0.311426
INFO:root:Epoch[6] Batch [5620] Speed: 662.87 samples/sec acc=0.304688
INFO:root:Epoch[6] Batch [5640] Speed: 663.11 samples/sec acc=0.305371
INFO:root:Epoch[6] Batch [5660] Speed: 662.46 samples/sec acc=0.319824
INFO:root:Epoch[6] Batch [5680] Speed: 663.26 samples/sec acc=0.325684
INFO:root:Epoch[6] Batch [5700] Speed: 663.42 samples/sec acc=0.315137
INFO:root:Epoch[6] Batch [5720] Speed: 663.85 samples/sec acc=0.331543
INFO:root:Epoch[6] Batch [5740] Speed: 663.76 samples/sec acc=0.327051
INFO:root:Epoch[6] Batch [5760] Speed: 667.94 samples/sec acc=0.331836
INFO:root:Epoch[6] Batch [5780] Speed: 663.71 samples/sec acc=0.326074
INFO:root:Epoch[6] Batch [5800] Speed: 662.27 samples/sec acc=0.329395
INFO:root:Epoch[6] Batch [5820] Speed: 663.85 samples/sec acc=0.336230
INFO:root:Epoch[6] Batch [5840] Speed: 662.37 samples/sec acc=0.335547
INFO:root:Epoch[6] Batch [5860] Speed: 662.94 samples/sec acc=0.340820
INFO:root:Epoch[6] Batch [5880] Speed: 663.35 samples/sec acc=0.332227
lr-batch-epoch: 0.01 5885 6
INFO:root:Epoch[6] Batch [5900] Speed: 663.53 samples/sec acc=0.342090
INFO:root:Epoch[6] Batch [5920] Speed: 663.25 samples/sec acc=0.355469
INFO:root:Epoch[6] Batch [5940] Speed: 663.21 samples/sec acc=0.337891
INFO:root:Epoch[6] Batch [5960] Speed: 662.47 samples/sec acc=0.351465
INFO:root:Epoch[6] Batch [5980] Speed: 662.16 samples/sec acc=0.347363
INFO:root:Epoch[6] Batch [6000] Speed: 663.61 samples/sec acc=0.346777
INFO:root:Epoch[6] Batch [6020] Speed: 662.37 samples/sec acc=0.356055
INFO:root:Epoch[6] Batch [6040] Speed: 662.63 samples/sec acc=0.350488
INFO:root:Epoch[6] Batch [6060] Speed: 662.13 samples/sec acc=0.349805
INFO:root:Epoch[6] Batch [6080] Speed: 663.49 samples/sec acc=0.362500
INFO:root:Epoch[6] Batch [6100] Speed: 662.45 samples/sec acc=0.358398
INFO:root:Epoch[6] Batch [6120] Speed: 663.36 samples/sec acc=0.359766
INFO:root:Epoch[6] Batch [6140] Speed: 663.26 samples/sec acc=0.375781
INFO:root:Epoch[6] Batch [6160] Speed: 662.71 samples/sec acc=0.370117
INFO:root:Epoch[6] Batch [6180] Speed: 663.07 samples/sec acc=0.363965
INFO:root:Epoch[6] Batch [6200] Speed: 663.55 samples/sec acc=0.368848
INFO:root:Epoch[6] Batch [6220] Speed: 662.87 samples/sec acc=0.367090
INFO:root:Epoch[6] Batch [6240] Speed: 662.68 samples/sec acc=0.369629
INFO:root:Epoch[6] Batch [6260] Speed: 662.97 samples/sec acc=0.379492
INFO:root:Epoch[6] Batch [6280] Speed: 662.98 samples/sec acc=0.381348
INFO:root:Epoch[6] Batch [6300] Speed: 662.60 samples/sec acc=0.373926
INFO:root:Epoch[6] Batch [6320] Speed: 663.18 samples/sec acc=0.377734
INFO:root:Epoch[6] Batch [6340] Speed: 663.05 samples/sec acc=0.384766
INFO:root:Epoch[6] Batch [6360] Speed: 663.17 samples/sec acc=0.380566
INFO:root:Epoch[6] Batch [6380] Speed: 662.61 samples/sec acc=0.387500
INFO:root:Epoch[6] Batch [6400] Speed: 662.98 samples/sec acc=0.378418
INFO:root:Epoch[6] Batch [6420] Speed: 663.25 samples/sec acc=0.391309
INFO:root:Epoch[6] Batch [6440] Speed: 663.24 samples/sec acc=0.386328
INFO:root:Epoch[6] Batch [6460] Speed: 662.99 samples/sec acc=0.401562
INFO:root:Epoch[6] Batch [6480] Speed: 662.61 samples/sec acc=0.388965
INFO:root:Epoch[6] Batch [6500] Speed: 663.38 samples/sec acc=0.389648
INFO:root:Epoch[6] Batch [6520] Speed: 662.88 samples/sec acc=0.400391
INFO:root:Epoch[6] Batch [6540] Speed: 665.61 samples/sec acc=0.400391
INFO:root:Epoch[6] Batch [6560] Speed: 662.97 samples/sec acc=0.394727
INFO:root:Epoch[6] Batch [6580] Speed: 662.53 samples/sec acc=0.401367
INFO:root:Epoch[6] Batch [6600] Speed: 663.05 samples/sec acc=0.395605
INFO:root:Epoch[6] Batch [6620] Speed: 662.09 samples/sec acc=0.397852
INFO:root:Epoch[6] Batch [6640] Speed: 663.59 samples/sec acc=0.405371
INFO:root:Epoch[6] Batch [6660] Speed: 663.33 samples/sec acc=0.408496
INFO:root:Epoch[6] Batch [6680] Speed: 663.26 samples/sec acc=0.399414
INFO:root:Epoch[6] Batch [6700] Speed: 663.49 samples/sec acc=0.406836
INFO:root:Epoch[6] Batch [6720] Speed: 662.72 samples/sec acc=0.411719
INFO:root:Epoch[6] Batch [6740] Speed: 662.40 samples/sec acc=0.407422
INFO:root:Epoch[6] Batch [6760] Speed: 662.93 samples/sec acc=0.416309
INFO:root:Epoch[6] Batch [6780] Speed: 663.07 samples/sec acc=0.414844
INFO:root:Epoch[6] Batch [6800] Speed: 662.97 samples/sec acc=0.415137
INFO:root:Epoch[6] Batch [6820] Speed: 663.15 samples/sec acc=0.418945
INFO:root:Epoch[6] Batch [6840] Speed: 662.41 samples/sec acc=0.405176
INFO:root:Epoch[6] Batch [6860] Speed: 663.37 samples/sec acc=0.412695
INFO:root:Epoch[6] Batch [6880] Speed: 662.82 samples/sec acc=0.411719
[52000][MARGIN]0.728075,0.315939
lr-batch-epoch: 0.01 6885 6
testing verification..
(14000, 512)
infer time 18.323727
[cfp_ff][52000]XNorm: 22.220222
[cfp_ff][52000]Accuracy-Flip: 0.99671+-0.00313
testing verification..
(14000, 512)
infer time 16.814555
[cfp_fp][52000]XNorm: 18.628988
[cfp_fp][52000]Accuracy-Flip: 0.89243+-0.01752
testing verification..
(12000, 512)
infer time 14.207714
[agedb_30][52000]XNorm: 22.086024
[agedb_30][52000]Accuracy-Flip: 0.96650+-0.00728
testing verification..
(12000, 512)
infer time 13.266452
[lfw][52000]XNorm: 22.244432
[lfw][52000]Accuracy-Flip: 0.99617+-0.00259
saving 26
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0026.params"
[52000]Accuracy-Highest: 0.99617
INFO:root:Epoch[6] Batch [6900] Speed: 96.11 samples/sec acc=0.415625
INFO:root:Epoch[6] Batch [6920] Speed: 662.27 samples/sec acc=0.417773
INFO:root:Epoch[6] Batch [6940] Speed: 662.22 samples/sec acc=0.412695
INFO:root:Epoch[6] Batch [6960] Speed: 662.51 samples/sec acc=0.421973
INFO:root:Epoch[6] Batch [6980] Speed: 662.38 samples/sec acc=0.420117
INFO:root:Epoch[6] Batch [7000] Speed: 662.57 samples/sec acc=0.424121
INFO:root:Epoch[6] Batch [7020] Speed: 662.19 samples/sec acc=0.424219
INFO:root:Epoch[6] Batch [7040] Speed: 662.63 samples/sec acc=0.437207
INFO:root:Epoch[6] Batch [7060] Speed: 663.33 samples/sec acc=0.432422
INFO:root:Epoch[6] Batch [7080] Speed: 662.37 samples/sec acc=0.423926
INFO:root:Epoch[6] Batch [7100] Speed: 663.58 samples/sec acc=0.425391
INFO:root:Epoch[6] Batch [7120] Speed: 662.68 samples/sec acc=0.429395
INFO:root:Epoch[6] Batch [7140] Speed: 662.70 samples/sec acc=0.440332
INFO:root:Epoch[6] Batch [7160] Speed: 663.03 samples/sec acc=0.431250
INFO:root:Epoch[6] Batch [7180] Speed: 663.07 samples/sec acc=0.436621
INFO:root:Epoch[6] Batch [7200] Speed: 662.73 samples/sec acc=0.434180
INFO:root:Epoch[6] Batch [7220] Speed: 662.90 samples/sec acc=0.440527
INFO:root:Epoch[6] Batch [7240] Speed: 672.57 samples/sec acc=0.440234
INFO:root:Epoch[6] Batch [7260] Speed: 673.00 samples/sec acc=0.433887
INFO:root:Epoch[6] Batch [7280] Speed: 662.85 samples/sec acc=0.441309
INFO:root:Epoch[6] Batch [7300] Speed: 662.86 samples/sec acc=0.443750
INFO:root:Epoch[6] Batch [7320] Speed: 663.38 samples/sec acc=0.442676
INFO:root:Epoch[6] Batch [7340] Speed: 663.13 samples/sec acc=0.435352
INFO:root:Epoch[6] Batch [7360] Speed: 662.60 samples/sec acc=0.448047
INFO:root:Epoch[6] Batch [7380] Speed: 663.53 samples/sec acc=0.446777
INFO:root:Epoch[6] Batch [7400] Speed: 663.37 samples/sec acc=0.446387
INFO:root:Epoch[6] Batch [7420] Speed: 664.19 samples/sec acc=0.454688
INFO:root:Epoch[6] Batch [7440] Speed: 662.77 samples/sec acc=0.459766
INFO:root:Epoch[6] Batch [7460] Speed: 663.38 samples/sec acc=0.445020
INFO:root:Epoch[6] Batch [7480] Speed: 663.61 samples/sec acc=0.449023
INFO:root:Epoch[6] Batch [7500] Speed: 663.36 samples/sec acc=0.450293
INFO:root:Epoch[6] Train-acc=0.447266
INFO:root:Epoch[6] Time cost=6197.176
call reset()
INFO:root:Epoch[7] Batch [20] Speed: 678.15 samples/sec acc=0.518601
INFO:root:Epoch[7] Batch [40] Speed: 662.57 samples/sec acc=0.509570
INFO:root:Epoch[7] Batch [60] Speed: 662.93 samples/sec acc=0.513574
INFO:root:Epoch[7] Batch [80] Speed: 662.33 samples/sec acc=0.519824
INFO:root:Epoch[7] Batch [100] Speed: 662.92 samples/sec acc=0.524512
INFO:root:Epoch[7] Batch [120] Speed: 662.60 samples/sec acc=0.512207
INFO:root:Epoch[7] Batch [140] Speed: 662.62 samples/sec acc=0.516113
INFO:root:Epoch[7] Batch [160] Speed: 662.45 samples/sec acc=0.528320
INFO:root:Epoch[7] Batch [180] Speed: 663.33 samples/sec acc=0.515723
INFO:root:Epoch[7] Batch [200] Speed: 662.14 samples/sec acc=0.514844
INFO:root:Epoch[7] Batch [220] Speed: 663.23 samples/sec acc=0.517480
INFO:root:Epoch[7] Batch [240] Speed: 662.47 samples/sec acc=0.521484
INFO:root:Epoch[7] Batch [260] Speed: 662.32 samples/sec acc=0.523828
INFO:root:Epoch[7] Batch [280] Speed: 662.67 samples/sec acc=0.518750
INFO:root:Epoch[7] Batch [300] Speed: 662.91 samples/sec acc=0.520898
INFO:root:Epoch[7] Batch [320] Speed: 662.64 samples/sec acc=0.520215
INFO:root:Epoch[7] Batch [340] Speed: 663.27 samples/sec acc=0.531641
INFO:root:Epoch[7] Batch [360] Speed: 662.94 samples/sec acc=0.520020
lr-batch-epoch: 0.01 366 7
INFO:root:Epoch[7] Batch [380] Speed: 662.31 samples/sec acc=0.522168
INFO:root:Epoch[7] Batch [400] Speed: 663.03 samples/sec acc=0.535742
INFO:root:Epoch[7] Batch [420] Speed: 662.55 samples/sec acc=0.531836
INFO:root:Epoch[7] Batch [440] Speed: 663.08 samples/sec acc=0.523730
INFO:root:Epoch[7] Batch [460] Speed: 678.53 samples/sec acc=0.528418
INFO:root:Epoch[7] Batch [480] Speed: 662.93 samples/sec acc=0.522559
INFO:root:Epoch[7] Batch [500] Speed: 662.50 samples/sec acc=0.519336
INFO:root:Epoch[7] Batch [520] Speed: 663.41 samples/sec acc=0.534668
INFO:root:Epoch[7] Batch [540] Speed: 662.82 samples/sec acc=0.530859
INFO:root:Epoch[7] Batch [560] Speed: 663.39 samples/sec acc=0.530664
INFO:root:Epoch[7] Batch [580] Speed: 662.86 samples/sec acc=0.527930
INFO:root:Epoch[7] Batch [600] Speed: 663.42 samples/sec acc=0.527734
INFO:root:Epoch[7] Batch [620] Speed: 662.39 samples/sec acc=0.523047
INFO:root:Epoch[7] Batch [640] Speed: 662.75 samples/sec acc=0.534668
INFO:root:Epoch[7] Batch [660] Speed: 663.35 samples/sec acc=0.529102
INFO:root:Epoch[7] Batch [680] Speed: 661.91 samples/sec acc=0.528906
INFO:root:Epoch[7] Batch [700] Speed: 663.22 samples/sec acc=0.531641
INFO:root:Epoch[7] Batch [720] Speed: 662.41 samples/sec acc=0.531445
INFO:root:Epoch[7] Batch [740] Speed: 663.06 samples/sec acc=0.530566
INFO:root:Epoch[7] Batch [760] Speed: 663.04 samples/sec acc=0.535547
INFO:root:Epoch[7] Batch [780] Speed: 661.68 samples/sec acc=0.529492
INFO:root:Epoch[7] Batch [800] Speed: 663.62 samples/sec acc=0.529590
INFO:root:Epoch[7] Batch [820] Speed: 662.37 samples/sec acc=0.525195
INFO:root:Epoch[7] Batch [840] Speed: 661.92 samples/sec acc=0.526660
INFO:root:Epoch[7] Batch [860] Speed: 662.73 samples/sec acc=0.530664
INFO:root:Epoch[7] Batch [880] Speed: 663.21 samples/sec acc=0.530371
INFO:root:Epoch[7] Batch [900] Speed: 661.90 samples/sec acc=0.524023
INFO:root:Epoch[7] Batch [920] Speed: 663.07 samples/sec acc=0.530762
INFO:root:Epoch[7] Batch [940] Speed: 663.84 samples/sec acc=0.531250
INFO:root:Epoch[7] Batch [960] Speed: 662.83 samples/sec acc=0.540723
INFO:root:Epoch[7] Batch [980] Speed: 662.47 samples/sec acc=0.538477
INFO:root:Epoch[7] Batch [1000] Speed: 663.60 samples/sec acc=0.534863
INFO:root:Epoch[7] Batch [1020] Speed: 662.45 samples/sec acc=0.530957
INFO:root:Epoch[7] Batch [1040] Speed: 662.32 samples/sec acc=0.539258
INFO:root:Epoch[7] Batch [1060] Speed: 663.14 samples/sec acc=0.536133
INFO:root:Epoch[7] Batch [1080] Speed: 663.39 samples/sec acc=0.523633
INFO:root:Epoch[7] Batch [1100] Speed: 663.21 samples/sec acc=0.535547
INFO:root:Epoch[7] Batch [1120] Speed: 662.40 samples/sec acc=0.536426
INFO:root:Epoch[7] Batch [1140] Speed: 663.16 samples/sec acc=0.533496
INFO:root:Epoch[7] Batch [1160] Speed: 663.36 samples/sec acc=0.536816
INFO:root:Epoch[7] Batch [1180] Speed: 662.86 samples/sec acc=0.535352
INFO:root:Epoch[7] Batch [1200] Speed: 663.11 samples/sec acc=0.537695
INFO:root:Epoch[7] Batch [1220] Speed: 662.92 samples/sec acc=0.534863
INFO:root:Epoch[7] Batch [1240] Speed: 662.70 samples/sec acc=0.532715
INFO:root:Epoch[7] Batch [1260] Speed: 664.53 samples/sec acc=0.534375
INFO:root:Epoch[7] Batch [1280] Speed: 683.48 samples/sec acc=0.534766
INFO:root:Epoch[7] Batch [1300] Speed: 663.26 samples/sec acc=0.534277
INFO:root:Epoch[7] Batch [1320] Speed: 662.50 samples/sec acc=0.550098
INFO:root:Epoch[7] Batch [1340] Speed: 662.82 samples/sec acc=0.545410
INFO:root:Epoch[7] Batch [1360] Speed: 662.96 samples/sec acc=0.543066
[54000][MARGIN]0.775398,0.382445
lr-batch-epoch: 0.01 1366 7
testing verification..
(14000, 512)
infer time 16.71862
[cfp_ff][54000]XNorm: 21.741931
[cfp_ff][54000]Accuracy-Flip: 0.99600+-0.00262
testing verification..
(14000, 512)
infer time 20.062862
[cfp_fp][54000]XNorm: 18.540964
[cfp_fp][54000]Accuracy-Flip: 0.89271+-0.01541
testing verification..
(12000, 512)
infer time 16.860989
[agedb_30][54000]XNorm: 21.926127
[agedb_30][54000]Accuracy-Flip: 0.96850+-0.00693
testing verification..
(12000, 512)
infer time 16.569762
[lfw][54000]XNorm: 21.878332
[lfw][54000]Accuracy-Flip: 0.99683+-0.00217
saving 27
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0027.params"
[54000]Accuracy-Highest: 0.99683
INFO:root:Epoch[7] Batch [1380] Speed: 91.55 samples/sec acc=0.540039
INFO:root:Epoch[7] Batch [1400] Speed: 661.47 samples/sec acc=0.544922
INFO:root:Epoch[7] Batch [1420] Speed: 663.12 samples/sec acc=0.545996
INFO:root:Epoch[7] Batch [1440] Speed: 662.23 samples/sec acc=0.541895
INFO:root:Epoch[7] Batch [1460] Speed: 661.89 samples/sec acc=0.544434
INFO:root:Epoch[7] Batch [1480] Speed: 663.06 samples/sec acc=0.531934
INFO:root:Epoch[7] Batch [1500] Speed: 657.32 samples/sec acc=0.543555
INFO:root:Epoch[7] Batch [1520] Speed: 662.67 samples/sec acc=0.543750
INFO:root:Epoch[7] Batch [1540] Speed: 663.48 samples/sec acc=0.538867
INFO:root:Epoch[7] Batch [1560] Speed: 662.85 samples/sec acc=0.544336
INFO:root:Epoch[7] Batch [1580] Speed: 661.97 samples/sec acc=0.552148
INFO:root:Epoch[7] Batch [1600] Speed: 657.65 samples/sec acc=0.537988
INFO:root:Epoch[7] Batch [1620] Speed: 662.40 samples/sec acc=0.546973
INFO:root:Epoch[7] Batch [1640] Speed: 662.50 samples/sec acc=0.548145
INFO:root:Epoch[7] Batch [1660] Speed: 657.64 samples/sec acc=0.551758
INFO:root:Epoch[7] Batch [1680] Speed: 657.15 samples/sec acc=0.538184
INFO:root:Epoch[7] Batch [1700] Speed: 663.33 samples/sec acc=0.543848
INFO:root:Epoch[7] Batch [1720] Speed: 664.19 samples/sec acc=0.548438
INFO:root:Epoch[7] Batch [1740] Speed: 663.08 samples/sec acc=0.538867
INFO:root:Epoch[7] Batch [1760] Speed: 662.19 samples/sec acc=0.543555
INFO:root:Epoch[7] Batch [1780] Speed: 663.11 samples/sec acc=0.546094
INFO:root:Epoch[7] Batch [1800] Speed: 663.32 samples/sec acc=0.540430
INFO:root:Epoch[7] Batch [1820] Speed: 662.51 samples/sec acc=0.538086
INFO:root:Epoch[7] Batch [1840] Speed: 663.27 samples/sec acc=0.548828
INFO:root:Epoch[7] Batch [1860] Speed: 662.65 samples/sec acc=0.539844
INFO:root:Epoch[7] Batch [1880] Speed: 662.60 samples/sec acc=0.543457
INFO:root:Epoch[7] Batch [1900] Speed: 663.18 samples/sec acc=0.543652
INFO:root:Epoch[7] Batch [1920] Speed: 662.38 samples/sec acc=0.554395
INFO:root:Epoch[7] Batch [1940] Speed: 663.46 samples/sec acc=0.543945
INFO:root:Epoch[7] Batch [1960] Speed: 662.48 samples/sec acc=0.552344
INFO:root:Epoch[7] Batch [1980] Speed: 665.00 samples/sec acc=0.554785
INFO:root:Epoch[7] Batch [2000] Speed: 662.69 samples/sec acc=0.551758
INFO:root:Epoch[7] Batch [2020] Speed: 662.52 samples/sec acc=0.547559
INFO:root:Epoch[7] Batch [2040] Speed: 662.63 samples/sec acc=0.547363
INFO:root:Epoch[7] Batch [2060] Speed: 663.16 samples/sec acc=0.546875
INFO:root:Epoch[7] Batch [2080] Speed: 663.27 samples/sec acc=0.545996
INFO:root:Epoch[7] Batch [2100] Speed: 663.18 samples/sec acc=0.551270
INFO:root:Epoch[7] Batch [2120] Speed: 662.36 samples/sec acc=0.552246
INFO:root:Epoch[7] Batch [2140] Speed: 662.86 samples/sec acc=0.546973
INFO:root:Epoch[7] Batch [2160] Speed: 662.17 samples/sec acc=0.553125
INFO:root:Epoch[7] Batch [2180] Speed: 662.46 samples/sec acc=0.553516
INFO:root:Epoch[7] Batch [2200] Speed: 663.52 samples/sec acc=0.553027
INFO:root:Epoch[7] Batch [2220] Speed: 662.72 samples/sec acc=0.549316
INFO:root:Epoch[7] Batch [2240] Speed: 662.83 samples/sec acc=0.543750
INFO:root:Epoch[7] Batch [2260] Speed: 663.20 samples/sec acc=0.553027
INFO:root:Epoch[7] Batch [2280] Speed: 662.76 samples/sec acc=0.559473
INFO:root:Epoch[7] Batch [2300] Speed: 662.83 samples/sec acc=0.552148
INFO:root:Epoch[7] Batch [2320] Speed: 663.47 samples/sec acc=0.553516
INFO:root:Epoch[7] Batch [2340] Speed: 662.57 samples/sec acc=0.546875
INFO:root:Epoch[7] Batch [2360] Speed: 662.05 samples/sec acc=0.556738
lr-batch-epoch: 0.01 2366 7
INFO:root:Epoch[7] Batch [2380] Speed: 662.67 samples/sec acc=0.548730
INFO:root:Epoch[7] Batch [2400] Speed: 662.44 samples/sec acc=0.553223
INFO:root:Epoch[7] Batch [2420] Speed: 662.69 samples/sec acc=0.552148
INFO:root:Epoch[7] Batch [2440] Speed: 662.60 samples/sec acc=0.548828
INFO:root:Epoch[7] Batch [2460] Speed: 662.86 samples/sec acc=0.552637
INFO:root:Epoch[7] Batch [2480] Speed: 662.85 samples/sec acc=0.554395
INFO:root:Epoch[7] Batch [2500] Speed: 663.20 samples/sec acc=0.557910
INFO:root:Epoch[7] Batch [2520] Speed: 662.90 samples/sec acc=0.548145
INFO:root:Epoch[7] Batch [2540] Speed: 662.80 samples/sec acc=0.555957
INFO:root:Epoch[7] Batch [2560] Speed: 661.57 samples/sec acc=0.552930
INFO:root:Epoch[7] Batch [2580] Speed: 663.33 samples/sec acc=0.547363
INFO:root:Epoch[7] Batch [2600] Speed: 661.64 samples/sec acc=0.559961
INFO:root:Epoch[7] Batch [2620] Speed: 663.17 samples/sec acc=0.558008
INFO:root:Epoch[7] Batch [2640] Speed: 662.61 samples/sec acc=0.549121
INFO:root:Epoch[7] Batch [2660] Speed: 662.87 samples/sec acc=0.548242
INFO:root:Epoch[7] Batch [2680] Speed: 663.34 samples/sec acc=0.560059
INFO:root:Epoch[7] Batch [2700] Speed: 663.18 samples/sec acc=0.560840
INFO:root:Epoch[7] Batch [2720] Speed: 662.61 samples/sec acc=0.555957
INFO:root:Epoch[7] Batch [2740] Speed: 663.05 samples/sec acc=0.548730
INFO:root:Epoch[7] Batch [2760] Speed: 662.94 samples/sec acc=0.546875
INFO:root:Epoch[7] Batch [2780] Speed: 663.00 samples/sec acc=0.547461
INFO:root:Epoch[7] Batch [2800] Speed: 663.56 samples/sec acc=0.543750
INFO:root:Epoch[7] Batch [2820] Speed: 663.41 samples/sec acc=0.565430
INFO:root:Epoch[7] Batch [2840] Speed: 662.85 samples/sec acc=0.554688
INFO:root:Epoch[7] Batch [2860] Speed: 663.34 samples/sec acc=0.554785
INFO:root:Epoch[7] Batch [2880] Speed: 662.57 samples/sec acc=0.555762
INFO:root:Epoch[7] Batch [2900] Speed: 662.86 samples/sec acc=0.561426
INFO:root:Epoch[7] Batch [2920] Speed: 662.44 samples/sec acc=0.566211
INFO:root:Epoch[7] Batch [2940] Speed: 662.34 samples/sec acc=0.551367
INFO:root:Epoch[7] Batch [2960] Speed: 662.46 samples/sec acc=0.555469
INFO:root:Epoch[7] Batch [2980] Speed: 662.83 samples/sec acc=0.559863
INFO:root:Epoch[7] Batch [3000] Speed: 662.79 samples/sec acc=0.556348
INFO:root:Epoch[7] Batch [3020] Speed: 661.89 samples/sec acc=0.565137
INFO:root:Epoch[7] Batch [3040] Speed: 662.90 samples/sec acc=0.560254
INFO:root:Epoch[7] Batch [3060] Speed: 662.85 samples/sec acc=0.555957
INFO:root:Epoch[7] Batch [3080] Speed: 662.76 samples/sec acc=0.551953
INFO:root:Epoch[7] Batch [3100] Speed: 662.42 samples/sec acc=0.559082
INFO:root:Epoch[7] Batch [3120] Speed: 662.71 samples/sec acc=0.551660
INFO:root:Epoch[7] Batch [3140] Speed: 663.09 samples/sec acc=0.564453
INFO:root:Epoch[7] Batch [3160] Speed: 662.15 samples/sec acc=0.559961
INFO:root:Epoch[7] Batch [3180] Speed: 662.73 samples/sec acc=0.558984
INFO:root:Epoch[7] Batch [3200] Speed: 662.85 samples/sec acc=0.550977
INFO:root:Epoch[7] Batch [3220] Speed: 661.50 samples/sec acc=0.560156
INFO:root:Epoch[7] Batch [3240] Speed: 663.03 samples/sec acc=0.552441
INFO:root:Epoch[7] Batch [3260] Speed: 662.21 samples/sec acc=0.560840
INFO:root:Epoch[7] Batch [3280] Speed: 662.11 samples/sec acc=0.557031
INFO:root:Epoch[7] Batch [3300] Speed: 662.16 samples/sec acc=0.553125
INFO:root:Epoch[7] Batch [3320] Speed: 662.30 samples/sec acc=0.557520
INFO:root:Epoch[7] Batch [3340] Speed: 662.42 samples/sec acc=0.560352
INFO:root:Epoch[7] Batch [3360] Speed: 662.02 samples/sec acc=0.559766
[56000][MARGIN]0.766567,0.369890
lr-batch-epoch: 0.01 3366 7
testing verification..
(14000, 512)
infer time 16.51119
[cfp_ff][56000]XNorm: 22.216972
[cfp_ff][56000]Accuracy-Flip: 0.99714+-0.00286
testing verification..
(14000, 512)
infer time 16.271374
[cfp_fp][56000]XNorm: 19.052099
[cfp_fp][56000]Accuracy-Flip: 0.89857+-0.01664
testing verification..
(12000, 512)
infer time 13.25264
[agedb_30][56000]XNorm: 22.501946
[agedb_30][56000]Accuracy-Flip: 0.96817+-0.00769
testing verification..
(12000, 512)
infer time 12.692111
[lfw][56000]XNorm: 22.469747
[lfw][56000]Accuracy-Flip: 0.99683+-0.00273
[56000]Accuracy-Highest: 0.99683
INFO:root:Epoch[7] Batch [3380] Speed: 109.23 samples/sec acc=0.564941
INFO:root:Epoch[7] Batch [3400] Speed: 682.15 samples/sec acc=0.564746
INFO:root:Epoch[7] Batch [3420] Speed: 679.39 samples/sec acc=0.559473
INFO:root:Epoch[7] Batch [3440] Speed: 663.74 samples/sec acc=0.569043
INFO:root:Epoch[7] Batch [3460] Speed: 663.19 samples/sec acc=0.555371
INFO:root:Epoch[7] Batch [3480] Speed: 662.48 samples/sec acc=0.554590
INFO:root:Epoch[7] Batch [3500] Speed: 662.13 samples/sec acc=0.560547
INFO:root:Epoch[7] Batch [3520] Speed: 658.64 samples/sec acc=0.562500
INFO:root:Epoch[7] Batch [3540] Speed: 669.50 samples/sec acc=0.555273
INFO:root:Epoch[7] Batch [3560] Speed: 663.13 samples/sec acc=0.560742
INFO:root:Epoch[7] Batch [3580] Speed: 663.01 samples/sec acc=0.569922
INFO:root:Epoch[7] Batch [3600] Speed: 662.88 samples/sec acc=0.561328
INFO:root:Epoch[7] Batch [3620] Speed: 662.45 samples/sec acc=0.560449
INFO:root:Epoch[7] Batch [3640] Speed: 662.72 samples/sec acc=0.565527
INFO:root:Epoch[7] Batch [3660] Speed: 662.76 samples/sec acc=0.563379
INFO:root:Epoch[7] Batch [3680] Speed: 663.08 samples/sec acc=0.556152
INFO:root:Epoch[7] Batch [3700] Speed: 663.33 samples/sec acc=0.554883
INFO:root:Epoch[7] Batch [3720] Speed: 662.68 samples/sec acc=0.553711
INFO:root:Epoch[7] Batch [3740] Speed: 662.79 samples/sec acc=0.563867
INFO:root:Epoch[7] Batch [3760] Speed: 663.54 samples/sec acc=0.563770
INFO:root:Epoch[7] Batch [3780] Speed: 662.54 samples/sec acc=0.565723
INFO:root:Epoch[7] Batch [3800] Speed: 663.19 samples/sec acc=0.558398
INFO:root:Epoch[7] Batch [3820] Speed: 662.68 samples/sec acc=0.555176
INFO:root:Epoch[7] Batch [3840] Speed: 662.74 samples/sec acc=0.558887
INFO:root:Epoch[7] Batch [3860] Speed: 663.54 samples/sec acc=0.563086
INFO:root:Epoch[7] Batch [3880] Speed: 663.39 samples/sec acc=0.558594
INFO:root:Epoch[7] Batch [3900] Speed: 663.33 samples/sec acc=0.561621
INFO:root:Epoch[7] Batch [3920] Speed: 663.21 samples/sec acc=0.566211
INFO:root:Epoch[7] Batch [3940] Speed: 663.09 samples/sec acc=0.564453
INFO:root:Epoch[7] Batch [3960] Speed: 662.81 samples/sec acc=0.560254
INFO:root:Epoch[7] Batch [3980] Speed: 663.26 samples/sec acc=0.569434
INFO:root:Epoch[7] Batch [4000] Speed: 663.27 samples/sec acc=0.569141
INFO:root:Epoch[7] Batch [4020] Speed: 662.82 samples/sec acc=0.573242
INFO:root:Epoch[7] Batch [4040] Speed: 662.83 samples/sec acc=0.567676
INFO:root:Epoch[7] Batch [4060] Speed: 663.42 samples/sec acc=0.558691
INFO:root:Epoch[7] Batch [4080] Speed: 663.15 samples/sec acc=0.564844
INFO:root:Epoch[7] Batch [4100] Speed: 662.78 samples/sec acc=0.561230
INFO:root:Epoch[7] Batch [4120] Speed: 663.27 samples/sec acc=0.560840
INFO:root:Epoch[7] Batch [4140] Speed: 663.65 samples/sec acc=0.567871
INFO:root:Epoch[7] Batch [4160] Speed: 662.98 samples/sec acc=0.566797
INFO:root:Epoch[7] Batch [4180] Speed: 662.90 samples/sec acc=0.563965
INFO:root:Epoch[7] Batch [4200] Speed: 663.56 samples/sec acc=0.558594
INFO:root:Epoch[7] Batch [4220] Speed: 662.66 samples/sec acc=0.565918
INFO:root:Epoch[7] Batch [4240] Speed: 662.53 samples/sec acc=0.566895
INFO:root:Epoch[7] Batch [4260] Speed: 662.27 samples/sec acc=0.568945
INFO:root:Epoch[7] Batch [4280] Speed: 663.32 samples/sec acc=0.568848
INFO:root:Epoch[7] Batch [4300] Speed: 663.25 samples/sec acc=0.568164
INFO:root:Epoch[7] Batch [4320] Speed: 666.19 samples/sec acc=0.573340
INFO:root:Epoch[7] Batch [4340] Speed: 662.84 samples/sec acc=0.569336
INFO:root:Epoch[7] Batch [4360] Speed: 662.21 samples/sec acc=0.563867
lr-batch-epoch: 0.01 4366 7
INFO:root:Epoch[7] Batch [4380] Speed: 663.10 samples/sec acc=0.562012
INFO:root:Epoch[7] Batch [4400] Speed: 662.20 samples/sec acc=0.559570
INFO:root:Epoch[7] Batch [4420] Speed: 663.43 samples/sec acc=0.568652
INFO:root:Epoch[7] Batch [4440] Speed: 663.31 samples/sec acc=0.562012
INFO:root:Epoch[7] Batch [4460] Speed: 662.77 samples/sec acc=0.564453
INFO:root:Epoch[7] Batch [4480] Speed: 663.17 samples/sec acc=0.572559
INFO:root:Epoch[7] Batch [4500] Speed: 662.90 samples/sec acc=0.559277
INFO:root:Epoch[7] Batch [4520] Speed: 662.83 samples/sec acc=0.556738
INFO:root:Epoch[7] Batch [4540] Speed: 662.90 samples/sec acc=0.559766
INFO:root:Epoch[7] Batch [4560] Speed: 662.50 samples/sec acc=0.562109
INFO:root:Epoch[7] Batch [4580] Speed: 662.70 samples/sec acc=0.567383
INFO:root:Epoch[7] Batch [4600] Speed: 663.10 samples/sec acc=0.562695
INFO:root:Epoch[7] Batch [4620] Speed: 663.27 samples/sec acc=0.559277
INFO:root:Epoch[7] Batch [4640] Speed: 662.70 samples/sec acc=0.569043
INFO:root:Epoch[7] Batch [4660] Speed: 663.18 samples/sec acc=0.571680
INFO:root:Epoch[7] Batch [4680] Speed: 663.11 samples/sec acc=0.561133
INFO:root:Epoch[7] Batch [4700] Speed: 663.14 samples/sec acc=0.565820
INFO:root:Epoch[7] Batch [4720] Speed: 663.20 samples/sec acc=0.558887
INFO:root:Epoch[7] Batch [4740] Speed: 662.66 samples/sec acc=0.566113
INFO:root:Epoch[7] Batch [4760] Speed: 663.27 samples/sec acc=0.573828
INFO:root:Epoch[7] Batch [4780] Speed: 662.69 samples/sec acc=0.561719
INFO:root:Epoch[7] Batch [4800] Speed: 663.29 samples/sec acc=0.566406
INFO:root:Epoch[7] Batch [4820] Speed: 662.53 samples/sec acc=0.556055
INFO:root:Epoch[7] Batch [4840] Speed: 662.92 samples/sec acc=0.566406
INFO:root:Epoch[7] Batch [4860] Speed: 663.60 samples/sec acc=0.551660
INFO:root:Epoch[7] Batch [4880] Speed: 662.14 samples/sec acc=0.564648
INFO:root:Epoch[7] Batch [4900] Speed: 663.08 samples/sec acc=0.563184
INFO:root:Epoch[7] Batch [4920] Speed: 663.13 samples/sec acc=0.562402
INFO:root:Epoch[7] Batch [4940] Speed: 663.14 samples/sec acc=0.561621
INFO:root:Epoch[7] Batch [4960] Speed: 663.71 samples/sec acc=0.566992
INFO:root:Epoch[7] Batch [4980] Speed: 663.25 samples/sec acc=0.564941
INFO:root:Epoch[7] Batch [5000] Speed: 663.42 samples/sec acc=0.564746
INFO:root:Epoch[7] Batch [5020] Speed: 662.01 samples/sec acc=0.564746
INFO:root:Epoch[7] Batch [5040] Speed: 662.94 samples/sec acc=0.563477
INFO:root:Epoch[7] Batch [5060] Speed: 662.70 samples/sec acc=0.568555
INFO:root:Epoch[7] Batch [5080] Speed: 663.13 samples/sec acc=0.561035
INFO:root:Epoch[7] Batch [5100] Speed: 663.31 samples/sec acc=0.561133
INFO:root:Epoch[7] Batch [5120] Speed: 662.60 samples/sec acc=0.560254
INFO:root:Epoch[7] Batch [5140] Speed: 663.65 samples/sec acc=0.567578
INFO:root:Epoch[7] Batch [5160] Speed: 662.53 samples/sec acc=0.563477
INFO:root:Epoch[7] Batch [5180] Speed: 663.18 samples/sec acc=0.567969
INFO:root:Epoch[7] Batch [5200] Speed: 663.63 samples/sec acc=0.574219
INFO:root:Epoch[7] Batch [5220] Speed: 664.17 samples/sec acc=0.564551
INFO:root:Epoch[7] Batch [5240] Speed: 663.71 samples/sec acc=0.561621
INFO:root:Epoch[7] Batch [5260] Speed: 663.66 samples/sec acc=0.566504
INFO:root:Epoch[7] Batch [5280] Speed: 663.67 samples/sec acc=0.565527
INFO:root:Epoch[7] Batch [5300] Speed: 663.17 samples/sec acc=0.557422
INFO:root:Epoch[7] Batch [5320] Speed: 662.68 samples/sec acc=0.567090
INFO:root:Epoch[7] Batch [5340] Speed: 662.38 samples/sec acc=0.574023
INFO:root:Epoch[7] Batch [5360] Speed: 663.03 samples/sec acc=0.565820
[58000][MARGIN]0.770447,0.375042
lr-batch-epoch: 0.01 5366 7
testing verification..
(14000, 512)
infer time 15.049288
[cfp_ff][58000]XNorm: 22.002785
[cfp_ff][58000]Accuracy-Flip: 0.99643+-0.00280
testing verification..
(14000, 512)
infer time 16.034628
[cfp_fp][58000]XNorm: 19.186742
[cfp_fp][58000]Accuracy-Flip: 0.90157+-0.01607
testing verification..
(12000, 512)
infer time 12.954738
[agedb_30][58000]XNorm: 22.275353
[agedb_30][58000]Accuracy-Flip: 0.96983+-0.00524
testing verification..
(12000, 512)
infer time 12.860242
[lfw][58000]XNorm: 22.386572
[lfw][58000]Accuracy-Flip: 0.99533+-0.00356
[58000]Accuracy-Highest: 0.99683
INFO:root:Epoch[7] Batch [5380] Speed: 112.08 samples/sec acc=0.566992
INFO:root:Epoch[7] Batch [5400] Speed: 662.09 samples/sec acc=0.567090
INFO:root:Epoch[7] Batch [5420] Speed: 662.21 samples/sec acc=0.570020
INFO:root:Epoch[7] Batch [5440] Speed: 662.80 samples/sec acc=0.559375
INFO:root:Epoch[7] Batch [5460] Speed: 662.08 samples/sec acc=0.567871
INFO:root:Epoch[7] Batch [5480] Speed: 662.28 samples/sec acc=0.560254
INFO:root:Epoch[7] Batch [5500] Speed: 662.19 samples/sec acc=0.571680
INFO:root:Epoch[7] Batch [5520] Speed: 662.29 samples/sec acc=0.555664
INFO:root:Epoch[7] Batch [5540] Speed: 662.10 samples/sec acc=0.562988
INFO:root:Epoch[7] Batch [5560] Speed: 662.11 samples/sec acc=0.569043
INFO:root:Epoch[7] Batch [5580] Speed: 662.40 samples/sec acc=0.566992
INFO:root:Epoch[7] Batch [5600] Speed: 662.02 samples/sec acc=0.564160
INFO:root:Epoch[7] Batch [5620] Speed: 662.04 samples/sec acc=0.565820
INFO:root:Epoch[7] Batch [5640] Speed: 661.81 samples/sec acc=0.562305
INFO:root:Epoch[7] Batch [5660] Speed: 662.65 samples/sec acc=0.562305
INFO:root:Epoch[7] Batch [5680] Speed: 663.26 samples/sec acc=0.567871
INFO:root:Epoch[7] Batch [5700] Speed: 663.16 samples/sec acc=0.563281
INFO:root:Epoch[7] Batch [5720] Speed: 662.99 samples/sec acc=0.561621
INFO:root:Epoch[7] Batch [5740] Speed: 662.33 samples/sec acc=0.563281
INFO:root:Epoch[7] Batch [5760] Speed: 663.01 samples/sec acc=0.558887
INFO:root:Epoch[7] Batch [5780] Speed: 662.58 samples/sec acc=0.563477
INFO:root:Epoch[7] Batch [5800] Speed: 663.19 samples/sec acc=0.562305
INFO:root:Epoch[7] Batch [5820] Speed: 662.43 samples/sec acc=0.563965
INFO:root:Epoch[7] Batch [5840] Speed: 663.04 samples/sec acc=0.565527
INFO:root:Epoch[7] Batch [5860] Speed: 663.36 samples/sec acc=0.559180
INFO:root:Epoch[7] Batch [5880] Speed: 663.33 samples/sec acc=0.560156
INFO:root:Epoch[7] Batch [5900] Speed: 662.62 samples/sec acc=0.565918
INFO:root:Epoch[7] Batch [5920] Speed: 662.16 samples/sec acc=0.555762
INFO:root:Epoch[7] Batch [5940] Speed: 677.51 samples/sec acc=0.561426
INFO:root:Epoch[7] Batch [5960] Speed: 662.67 samples/sec acc=0.558008
INFO:root:Epoch[7] Batch [5980] Speed: 662.93 samples/sec acc=0.567676
INFO:root:Epoch[7] Batch [6000] Speed: 662.95 samples/sec acc=0.566016
INFO:root:Epoch[7] Batch [6020] Speed: 662.33 samples/sec acc=0.562695
INFO:root:Epoch[7] Batch [6040] Speed: 655.95 samples/sec acc=0.559082
INFO:root:Epoch[7] Batch [6060] Speed: 661.90 samples/sec acc=0.571973
INFO:root:Epoch[7] Batch [6080] Speed: 661.77 samples/sec acc=0.561133
INFO:root:Epoch[7] Batch [6100] Speed: 662.14 samples/sec acc=0.566406
INFO:root:Epoch[7] Batch [6120] Speed: 662.32 samples/sec acc=0.562695
INFO:root:Epoch[7] Batch [6140] Speed: 662.70 samples/sec acc=0.566797
INFO:root:Epoch[7] Batch [6160] Speed: 662.76 samples/sec acc=0.559570
INFO:root:Epoch[7] Batch [6180] Speed: 663.09 samples/sec acc=0.559375
INFO:root:Epoch[7] Batch [6200] Speed: 662.51 samples/sec acc=0.568848
INFO:root:Epoch[7] Batch [6220] Speed: 663.49 samples/sec acc=0.570801
INFO:root:Epoch[7] Batch [6240] Speed: 662.45 samples/sec acc=0.562598
INFO:root:Epoch[7] Batch [6260] Speed: 662.56 samples/sec acc=0.563867
INFO:root:Epoch[7] Batch [6280] Speed: 662.48 samples/sec acc=0.554297
INFO:root:Epoch[7] Batch [6300] Speed: 663.36 samples/sec acc=0.559863
INFO:root:Epoch[7] Batch [6320] Speed: 662.34 samples/sec acc=0.553027
INFO:root:Epoch[7] Batch [6340] Speed: 662.78 samples/sec acc=0.573242
INFO:root:Epoch[7] Batch [6360] Speed: 663.15 samples/sec acc=0.553613
lr-batch-epoch: 0.01 6366 7
INFO:root:Epoch[7] Batch [6380] Speed: 662.90 samples/sec acc=0.564551
INFO:root:Epoch[7] Batch [6400] Speed: 662.54 samples/sec acc=0.563770
INFO:root:Epoch[7] Batch [6420] Speed: 662.67 samples/sec acc=0.563477
INFO:root:Epoch[7] Batch [6440] Speed: 663.15 samples/sec acc=0.570508
INFO:root:Epoch[7] Batch [6460] Speed: 662.33 samples/sec acc=0.566602
INFO:root:Epoch[7] Batch [6480] Speed: 663.59 samples/sec acc=0.555469
INFO:root:Epoch[7] Batch [6500] Speed: 662.00 samples/sec acc=0.566016
INFO:root:Epoch[7] Batch [6520] Speed: 663.49 samples/sec acc=0.551270
INFO:root:Epoch[7] Batch [6540] Speed: 662.65 samples/sec acc=0.559180
INFO:root:Epoch[7] Batch [6560] Speed: 662.63 samples/sec acc=0.566406
INFO:root:Epoch[7] Batch [6580] Speed: 662.58 samples/sec acc=0.554785
INFO:root:Epoch[7] Batch [6600] Speed: 662.78 samples/sec acc=0.564844
INFO:root:Epoch[7] Batch [6620] Speed: 662.69 samples/sec acc=0.567480
INFO:root:Epoch[7] Batch [6640] Speed: 662.88 samples/sec acc=0.569238
INFO:root:Epoch[7] Batch [6660] Speed: 662.59 samples/sec acc=0.559766
INFO:root:Epoch[7] Batch [6680] Speed: 663.37 samples/sec acc=0.568164
INFO:root:Epoch[7] Batch [6700] Speed: 658.12 samples/sec acc=0.567480
INFO:root:Epoch[7] Batch [6720] Speed: 667.62 samples/sec acc=0.561523
INFO:root:Epoch[7] Batch [6740] Speed: 663.36 samples/sec acc=0.567090
INFO:root:Epoch[7] Batch [6760] Speed: 663.23 samples/sec acc=0.559961
INFO:root:Epoch[7] Batch [6780] Speed: 663.26 samples/sec acc=0.556543
INFO:root:Epoch[7] Batch [6800] Speed: 662.93 samples/sec acc=0.567090
INFO:root:Epoch[7] Batch [6820] Speed: 662.99 samples/sec acc=0.563867
INFO:root:Epoch[7] Batch [6840] Speed: 661.98 samples/sec acc=0.560547
INFO:root:Epoch[7] Batch [6860] Speed: 663.24 samples/sec acc=0.566699
INFO:root:Epoch[7] Batch [6880] Speed: 663.39 samples/sec acc=0.568457
INFO:root:Epoch[7] Batch [6900] Speed: 663.01 samples/sec acc=0.560156
INFO:root:Epoch[7] Batch [6920] Speed: 662.36 samples/sec acc=0.562305
INFO:root:Epoch[7] Batch [6940] Speed: 664.53 samples/sec acc=0.556055
INFO:root:Epoch[7] Batch [6960] Speed: 663.67 samples/sec acc=0.569629
INFO:root:Epoch[7] Batch [6980] Speed: 660.94 samples/sec acc=0.564648
INFO:root:Epoch[7] Batch [7000] Speed: 664.06 samples/sec acc=0.558301
INFO:root:Epoch[7] Batch [7020] Speed: 662.75 samples/sec acc=0.564941
INFO:root:Epoch[7] Batch [7040] Speed: 662.92 samples/sec acc=0.563281
INFO:root:Epoch[7] Batch [7060] Speed: 662.19 samples/sec acc=0.558008
INFO:root:Epoch[7] Batch [7080] Speed: 663.18 samples/sec acc=0.573047
INFO:root:Epoch[7] Batch [7100] Speed: 661.87 samples/sec acc=0.566211
INFO:root:Epoch[7] Batch [7120] Speed: 663.65 samples/sec acc=0.572070
INFO:root:Epoch[7] Batch [7140] Speed: 663.38 samples/sec acc=0.567090
INFO:root:Epoch[7] Batch [7160] Speed: 662.94 samples/sec acc=0.562402
INFO:root:Epoch[7] Batch [7180] Speed: 662.58 samples/sec acc=0.551855
INFO:root:Epoch[7] Batch [7200] Speed: 662.51 samples/sec acc=0.566602
INFO:root:Epoch[7] Batch [7220] Speed: 662.50 samples/sec acc=0.563086
INFO:root:Epoch[7] Batch [7240] Speed: 661.71 samples/sec acc=0.567285
INFO:root:Epoch[7] Batch [7260] Speed: 663.15 samples/sec acc=0.569141
INFO:root:Epoch[7] Batch [7280] Speed: 661.54 samples/sec acc=0.561230
INFO:root:Epoch[7] Batch [7300] Speed: 663.32 samples/sec acc=0.555078
INFO:root:Epoch[7] Batch [7320] Speed: 661.87 samples/sec acc=0.561328
INFO:root:Epoch[7] Batch [7340] Speed: 662.68 samples/sec acc=0.552832
INFO:root:Epoch[7] Batch [7360] Speed: 662.83 samples/sec acc=0.557227
[60000][MARGIN]0.769198,0.372772
lr-batch-epoch: 0.01 7366 7
testing verification..
(14000, 512)
infer time 16.559355
[cfp_ff][60000]XNorm: 21.482792
[cfp_ff][60000]Accuracy-Flip: 0.99700+-0.00216
testing verification..
(14000, 512)
infer time 16.091501
[cfp_fp][60000]XNorm: 18.637491
[cfp_fp][60000]Accuracy-Flip: 0.89843+-0.01690
testing verification..
(12000, 512)
infer time 14.041797
[agedb_30][60000]XNorm: 21.774649
[agedb_30][60000]Accuracy-Flip: 0.97100+-0.00696
testing verification..
(12000, 512)
infer time 12.773174
[lfw][60000]XNorm: 21.725741
[lfw][60000]Accuracy-Flip: 0.99650+-0.00337
[60000]Accuracy-Highest: 0.99683
INFO:root:Epoch[7] Batch [7380] Speed: 108.26 samples/sec acc=0.570703
INFO:root:Epoch[7] Batch [7400] Speed: 662.95 samples/sec acc=0.553418
INFO:root:Epoch[7] Batch [7420] Speed: 662.13 samples/sec acc=0.560059
INFO:root:Epoch[7] Batch [7440] Speed: 661.59 samples/sec acc=0.558008
INFO:root:Epoch[7] Batch [7460] Speed: 662.32 samples/sec acc=0.567969
INFO:root:Epoch[7] Batch [7480] Speed: 662.22 samples/sec acc=0.562402
INFO:root:Epoch[7] Batch [7500] Speed: 662.55 samples/sec acc=0.557324
INFO:root:Epoch[7] Train-acc=0.556966
INFO:root:Epoch[7] Time cost=6136.256
call reset()
INFO:root:Epoch[8] Batch [20] Speed: 661.37 samples/sec acc=0.621280
INFO:root:Epoch[8] Batch [40] Speed: 662.02 samples/sec acc=0.629395
INFO:root:Epoch[8] Batch [60] Speed: 661.46 samples/sec acc=0.623437
INFO:root:Epoch[8] Batch [80] Speed: 661.96 samples/sec acc=0.627734
INFO:root:Epoch[8] Batch [100] Speed: 662.54 samples/sec acc=0.627930
INFO:root:Epoch[8] Batch [120] Speed: 662.20 samples/sec acc=0.626172
INFO:root:Epoch[8] Batch [140] Speed: 661.02 samples/sec acc=0.625195
INFO:root:Epoch[8] Batch [160] Speed: 661.96 samples/sec acc=0.625391
INFO:root:Epoch[8] Batch [180] Speed: 660.91 samples/sec acc=0.626172
INFO:root:Epoch[8] Batch [200] Speed: 662.66 samples/sec acc=0.615039
INFO:root:Epoch[8] Batch [220] Speed: 661.65 samples/sec acc=0.616016
INFO:root:Epoch[8] Batch [240] Speed: 661.94 samples/sec acc=0.626855
INFO:root:Epoch[8] Batch [260] Speed: 661.40 samples/sec acc=0.621191
INFO:root:Epoch[8] Batch [280] Speed: 659.96 samples/sec acc=0.622852
INFO:root:Epoch[8] Batch [300] Speed: 667.73 samples/sec acc=0.621680
INFO:root:Epoch[8] Batch [320] Speed: 661.89 samples/sec acc=0.616992
INFO:root:Epoch[8] Batch [340] Speed: 662.09 samples/sec acc=0.609668
INFO:root:Epoch[8] Batch [360] Speed: 662.16 samples/sec acc=0.613379
INFO:root:Epoch[8] Batch [380] Speed: 661.77 samples/sec acc=0.614258
INFO:root:Epoch[8] Batch [400] Speed: 661.18 samples/sec acc=0.621484
INFO:root:Epoch[8] Batch [420] Speed: 662.60 samples/sec acc=0.611621
INFO:root:Epoch[8] Batch [440] Speed: 661.92 samples/sec acc=0.613477
INFO:root:Epoch[8] Batch [460] Speed: 660.99 samples/sec acc=0.616113
INFO:root:Epoch[8] Batch [480] Speed: 661.69 samples/sec acc=0.605176
INFO:root:Epoch[8] Batch [500] Speed: 661.82 samples/sec acc=0.609961
INFO:root:Epoch[8] Batch [520] Speed: 662.37 samples/sec acc=0.617090
INFO:root:Epoch[8] Batch [540] Speed: 662.26 samples/sec acc=0.619043
INFO:root:Epoch[8] Batch [560] Speed: 661.58 samples/sec acc=0.609277
INFO:root:Epoch[8] Batch [580] Speed: 662.40 samples/sec acc=0.605762
INFO:root:Epoch[8] Batch [600] Speed: 662.98 samples/sec acc=0.610156
INFO:root:Epoch[8] Batch [620] Speed: 662.04 samples/sec acc=0.610840
INFO:root:Epoch[8] Batch [640] Speed: 662.83 samples/sec acc=0.599805
INFO:root:Epoch[8] Batch [660] Speed: 661.74 samples/sec acc=0.609473
INFO:root:Epoch[8] Batch [680] Speed: 662.21 samples/sec acc=0.608789
INFO:root:Epoch[8] Batch [700] Speed: 662.47 samples/sec acc=0.597949
INFO:root:Epoch[8] Batch [720] Speed: 663.14 samples/sec acc=0.610059
INFO:root:Epoch[8] Batch [740] Speed: 663.06 samples/sec acc=0.600684
INFO:root:Epoch[8] Batch [760] Speed: 662.34 samples/sec acc=0.604980
INFO:root:Epoch[8] Batch [780] Speed: 663.13 samples/sec acc=0.602734
INFO:root:Epoch[8] Batch [800] Speed: 662.39 samples/sec acc=0.605176
INFO:root:Epoch[8] Batch [820] Speed: 662.50 samples/sec acc=0.600586
INFO:root:Epoch[8] Batch [840] Speed: 662.41 samples/sec acc=0.600781
lr-batch-epoch: 0.01 847 8
INFO:root:Epoch[8] Batch [860] Speed: 663.16 samples/sec acc=0.594824
INFO:root:Epoch[8] Batch [880] Speed: 662.29 samples/sec acc=0.597852
INFO:root:Epoch[8] Batch [900] Speed: 662.97 samples/sec acc=0.585156
INFO:root:Epoch[8] Batch [920] Speed: 661.87 samples/sec acc=0.601953
INFO:root:Epoch[8] Batch [940] Speed: 663.31 samples/sec acc=0.595996
INFO:root:Epoch[8] Batch [960] Speed: 662.19 samples/sec acc=0.597266
INFO:root:Epoch[8] Batch [980] Speed: 662.90 samples/sec acc=0.588867
INFO:root:Epoch[8] Batch [1000] Speed: 662.16 samples/sec acc=0.592480
INFO:root:Epoch[8] Batch [1020] Speed: 662.76 samples/sec acc=0.603320
INFO:root:Epoch[8] Batch [1040] Speed: 662.69 samples/sec acc=0.598926
INFO:root:Epoch[8] Batch [1060] Speed: 662.92 samples/sec acc=0.602148
INFO:root:Epoch[8] Batch [1080] Speed: 662.64 samples/sec acc=0.590527
INFO:root:Epoch[8] Batch [1100] Speed: 662.91 samples/sec acc=0.593164
INFO:root:Epoch[8] Batch [1120] Speed: 662.30 samples/sec acc=0.594922
INFO:root:Epoch[8] Batch [1140] Speed: 663.00 samples/sec acc=0.589258
INFO:root:Epoch[8] Batch [1160] Speed: 664.21 samples/sec acc=0.601465
INFO:root:Epoch[8] Batch [1180] Speed: 662.96 samples/sec acc=0.590625
INFO:root:Epoch[8] Batch [1200] Speed: 663.02 samples/sec acc=0.591797
INFO:root:Epoch[8] Batch [1220] Speed: 664.01 samples/sec acc=0.597559
INFO:root:Epoch[8] Batch [1240] Speed: 663.73 samples/sec acc=0.592090
INFO:root:Epoch[8] Batch [1260] Speed: 662.97 samples/sec acc=0.578809
INFO:root:Epoch[8] Batch [1280] Speed: 662.84 samples/sec acc=0.587598
INFO:root:Epoch[8] Batch [1300] Speed: 662.32 samples/sec acc=0.595215
INFO:root:Epoch[8] Batch [1320] Speed: 662.54 samples/sec acc=0.589355
INFO:root:Epoch[8] Batch [1340] Speed: 663.29 samples/sec acc=0.587793
INFO:root:Epoch[8] Batch [1360] Speed: 662.83 samples/sec acc=0.585059
INFO:root:Epoch[8] Batch [1380] Speed: 662.78 samples/sec acc=0.585840
INFO:root:Epoch[8] Batch [1400] Speed: 662.38 samples/sec acc=0.596289
INFO:root:Epoch[8] Batch [1420] Speed: 663.13 samples/sec acc=0.583789
INFO:root:Epoch[8] Batch [1440] Speed: 661.78 samples/sec acc=0.577637
INFO:root:Epoch[8] Batch [1460] Speed: 663.16 samples/sec acc=0.585645
INFO:root:Epoch[8] Batch [1480] Speed: 662.54 samples/sec acc=0.586328
INFO:root:Epoch[8] Batch [1500] Speed: 662.35 samples/sec acc=0.585742
INFO:root:Epoch[8] Batch [1520] Speed: 664.16 samples/sec acc=0.583496
INFO:root:Epoch[8] Batch [1540] Speed: 670.63 samples/sec acc=0.575879
INFO:root:Epoch[8] Batch [1560] Speed: 663.11 samples/sec acc=0.574316
INFO:root:Epoch[8] Batch [1580] Speed: 662.89 samples/sec acc=0.584375
INFO:root:Epoch[8] Batch [1600] Speed: 662.28 samples/sec acc=0.587109
INFO:root:Epoch[8] Batch [1620] Speed: 661.61 samples/sec acc=0.578223
INFO:root:Epoch[8] Batch [1640] Speed: 662.98 samples/sec acc=0.595020
INFO:root:Epoch[8] Batch [1660] Speed: 661.34 samples/sec acc=0.584961
INFO:root:Epoch[8] Batch [1680] Speed: 663.11 samples/sec acc=0.571973
INFO:root:Epoch[8] Batch [1700] Speed: 662.06 samples/sec acc=0.579004
INFO:root:Epoch[8] Batch [1720] Speed: 662.32 samples/sec acc=0.569336
INFO:root:Epoch[8] Batch [1740] Speed: 661.97 samples/sec acc=0.571094
INFO:root:Epoch[8] Batch [1760] Speed: 662.63 samples/sec acc=0.581738
INFO:root:Epoch[8] Batch [1780] Speed: 663.27 samples/sec acc=0.579297
INFO:root:Epoch[8] Batch [1800] Speed: 662.86 samples/sec acc=0.573242
INFO:root:Epoch[8] Batch [1820] Speed: 662.43 samples/sec acc=0.574902
INFO:root:Epoch[8] Batch [1840] Speed: 662.56 samples/sec acc=0.572949
[62000][MARGIN]0.773695,0.380082
lr-batch-epoch: 0.01 1847 8
testing verification..
(14000, 512)
infer time 18.252385
[cfp_ff][62000]XNorm: 22.598683
[cfp_ff][62000]Accuracy-Flip: 0.99657+-0.00287
testing verification..
(14000, 512)
infer time 19.152856
[cfp_fp][62000]XNorm: 19.481398
[cfp_fp][62000]Accuracy-Flip: 0.91057+-0.01518
testing verification..
(12000, 512)
infer time 14.422528
[agedb_30][62000]XNorm: 22.709066
[agedb_30][62000]Accuracy-Flip: 0.96800+-0.00694
testing verification..
(12000, 512)
infer time 13.125019
[lfw][62000]XNorm: 22.687945
[lfw][62000]Accuracy-Flip: 0.99650+-0.00273
[62000]Accuracy-Highest: 0.99683
INFO:root:Epoch[8] Batch [1860] Speed: 100.11 samples/sec acc=0.576562
INFO:root:Epoch[8] Batch [1880] Speed: 673.88 samples/sec acc=0.581543
INFO:root:Epoch[8] Batch [1900] Speed: 661.95 samples/sec acc=0.572363
INFO:root:Epoch[8] Batch [1920] Speed: 661.93 samples/sec acc=0.561230
INFO:root:Epoch[8] Batch [1940] Speed: 661.48 samples/sec acc=0.580273
INFO:root:Epoch[8] Batch [1960] Speed: 662.28 samples/sec acc=0.576660
INFO:root:Epoch[8] Batch [1980] Speed: 660.65 samples/sec acc=0.574902
INFO:root:Epoch[8] Batch [2000] Speed: 662.51 samples/sec acc=0.570410
INFO:root:Epoch[8] Batch [2020] Speed: 662.49 samples/sec acc=0.567285
INFO:root:Epoch[8] Batch [2040] Speed: 662.99 samples/sec acc=0.565137
INFO:root:Epoch[8] Batch [2060] Speed: 662.68 samples/sec acc=0.568945
INFO:root:Epoch[8] Batch [2080] Speed: 662.68 samples/sec acc=0.571094
INFO:root:Epoch[8] Batch [2100] Speed: 662.51 samples/sec acc=0.577734
INFO:root:Epoch[8] Batch [2120] Speed: 662.47 samples/sec acc=0.580957
INFO:root:Epoch[8] Batch [2140] Speed: 662.47 samples/sec acc=0.575098
INFO:root:Epoch[8] Batch [2160] Speed: 663.03 samples/sec acc=0.573828
INFO:root:Epoch[8] Batch [2180] Speed: 662.67 samples/sec acc=0.573242
INFO:root:Epoch[8] Batch [2200] Speed: 662.66 samples/sec acc=0.570898
INFO:root:Epoch[8] Batch [2220] Speed: 662.59 samples/sec acc=0.563965
INFO:root:Epoch[8] Batch [2240] Speed: 662.75 samples/sec acc=0.574512
INFO:root:Epoch[8] Batch [2260] Speed: 661.11 samples/sec acc=0.567676
INFO:root:Epoch[8] Batch [2280] Speed: 661.77 samples/sec acc=0.556055
INFO:root:Epoch[8] Batch [2300] Speed: 672.93 samples/sec acc=0.571582
INFO:root:Epoch[8] Batch [2320] Speed: 661.91 samples/sec acc=0.576953
INFO:root:Epoch[8] Batch [2340] Speed: 662.78 samples/sec acc=0.572363
INFO:root:Epoch[8] Batch [2360] Speed: 662.40 samples/sec acc=0.573633
INFO:root:Epoch[8] Batch [2380] Speed: 662.78 samples/sec acc=0.567480
INFO:root:Epoch[8] Batch [2400] Speed: 662.30 samples/sec acc=0.563281
INFO:root:Epoch[8] Batch [2420] Speed: 662.82 samples/sec acc=0.567578
INFO:root:Epoch[8] Batch [2440] Speed: 662.74 samples/sec acc=0.568359
INFO:root:Epoch[8] Batch [2460] Speed: 662.31 samples/sec acc=0.560937
INFO:root:Epoch[8] Batch [2480] Speed: 663.23 samples/sec acc=0.562012
INFO:root:Epoch[8] Batch [2500] Speed: 662.24 samples/sec acc=0.570215
INFO:root:Epoch[8] Batch [2520] Speed: 662.91 samples/sec acc=0.574805
INFO:root:Epoch[8] Batch [2540] Speed: 663.08 samples/sec acc=0.569238
INFO:root:Epoch[8] Batch [2560] Speed: 662.90 samples/sec acc=0.562305
INFO:root:Epoch[8] Batch [2580] Speed: 662.96 samples/sec acc=0.570508
INFO:root:Epoch[8] Batch [2600] Speed: 662.28 samples/sec acc=0.564355
INFO:root:Epoch[8] Batch [2620] Speed: 663.15 samples/sec acc=0.554492
INFO:root:Epoch[8] Batch [2640] Speed: 662.47 samples/sec acc=0.563184
INFO:root:Epoch[8] Batch [2660] Speed: 662.35 samples/sec acc=0.563574
INFO:root:Epoch[8] Batch [2680] Speed: 663.41 samples/sec acc=0.559961
INFO:root:Epoch[8] Batch [2700] Speed: 662.38 samples/sec acc=0.572852
INFO:root:Epoch[8] Batch [2720] Speed: 662.53 samples/sec acc=0.557715
INFO:root:Epoch[8] Batch [2740] Speed: 663.01 samples/sec acc=0.561914
INFO:root:Epoch[8] Batch [2760] Speed: 661.74 samples/sec acc=0.556641
INFO:root:Epoch[8] Batch [2780] Speed: 662.34 samples/sec acc=0.559082
INFO:root:Epoch[8] Batch [2800] Speed: 661.84 samples/sec acc=0.560840
INFO:root:Epoch[8] Batch [2820] Speed: 662.49 samples/sec acc=0.568066
INFO:root:Epoch[8] Batch [2840] Speed: 662.17 samples/sec acc=0.569922
lr-batch-epoch: 0.01 2847 8
INFO:root:Epoch[8] Batch [2860] Speed: 663.15 samples/sec acc=0.563086
INFO:root:Epoch[8] Batch [2880] Speed: 663.10 samples/sec acc=0.561621
INFO:root:Epoch[8] Batch [2900] Speed: 663.82 samples/sec acc=0.566113
INFO:root:Epoch[8] Batch [2920] Speed: 663.19 samples/sec acc=0.557715
INFO:root:Epoch[8] Batch [2940] Speed: 663.51 samples/sec acc=0.557129
INFO:root:Epoch[8] Batch [2960] Speed: 663.43 samples/sec acc=0.553809
INFO:root:Epoch[8] Batch [2980] Speed: 662.56 samples/sec acc=0.570410
INFO:root:Epoch[8] Batch [3000] Speed: 662.38 samples/sec acc=0.566406
INFO:root:Epoch[8] Batch [3020] Speed: 662.95 samples/sec acc=0.562109
INFO:root:Epoch[8] Batch [3040] Speed: 662.20 samples/sec acc=0.550391
INFO:root:Epoch[8] Batch [3060] Speed: 662.24 samples/sec acc=0.557813
INFO:root:Epoch[8] Batch [3080] Speed: 665.51 samples/sec acc=0.556152
INFO:root:Epoch[8] Batch [3100] Speed: 662.16 samples/sec acc=0.546387
INFO:root:Epoch[8] Batch [3120] Speed: 663.27 samples/sec acc=0.550098
INFO:root:Epoch[8] Batch [3140] Speed: 662.79 samples/sec acc=0.554492
INFO:root:Epoch[8] Batch [3160] Speed: 662.66 samples/sec acc=0.560449
INFO:root:Epoch[8] Batch [3180] Speed: 662.74 samples/sec acc=0.551758
INFO:root:Epoch[8] Batch [3200] Speed: 662.66 samples/sec acc=0.550195
INFO:root:Epoch[8] Batch [3220] Speed: 662.52 samples/sec acc=0.549121
INFO:root:Epoch[8] Batch [3240] Speed: 662.36 samples/sec acc=0.559766
INFO:root:Epoch[8] Batch [3260] Speed: 662.29 samples/sec acc=0.565039
INFO:root:Epoch[8] Batch [3280] Speed: 663.23 samples/sec acc=0.554004
INFO:root:Epoch[8] Batch [3300] Speed: 662.22 samples/sec acc=0.564160
INFO:root:Epoch[8] Batch [3320] Speed: 663.11 samples/sec acc=0.557129
INFO:root:Epoch[8] Batch [3340] Speed: 662.52 samples/sec acc=0.545703
INFO:root:Epoch[8] Batch [3360] Speed: 662.15 samples/sec acc=0.551855
INFO:root:Epoch[8] Batch [3380] Speed: 662.77 samples/sec acc=0.557910
INFO:root:Epoch[8] Batch [3400] Speed: 662.50 samples/sec acc=0.558789
INFO:root:Epoch[8] Batch [3420] Speed: 662.37 samples/sec acc=0.553320
INFO:root:Epoch[8] Batch [3440] Speed: 662.41 samples/sec acc=0.549707
INFO:root:Epoch[8] Batch [3460] Speed: 662.75 samples/sec acc=0.552344
INFO:root:Epoch[8] Batch [3480] Speed: 661.67 samples/sec acc=0.555859
INFO:root:Epoch[8] Batch [3500] Speed: 663.11 samples/sec acc=0.550195
INFO:root:Epoch[8] Batch [3520] Speed: 662.13 samples/sec acc=0.551270
INFO:root:Epoch[8] Batch [3540] Speed: 662.49 samples/sec acc=0.548047
INFO:root:Epoch[8] Batch [3560] Speed: 662.86 samples/sec acc=0.542578
INFO:root:Epoch[8] Batch [3580] Speed: 662.68 samples/sec acc=0.559082
INFO:root:Epoch[8] Batch [3600] Speed: 662.54 samples/sec acc=0.558594
INFO:root:Epoch[8] Batch [3620] Speed: 662.55 samples/sec acc=0.550000
INFO:root:Epoch[8] Batch [3640] Speed: 662.30 samples/sec acc=0.549414
INFO:root:Epoch[8] Batch [3660] Speed: 662.70 samples/sec acc=0.542285
INFO:root:Epoch[8] Batch [3680] Speed: 662.84 samples/sec acc=0.542969
INFO:root:Epoch[8] Batch [3700] Speed: 662.94 samples/sec acc=0.546387
INFO:root:Epoch[8] Batch [3720] Speed: 663.06 samples/sec acc=0.555078
INFO:root:Epoch[8] Batch [3740] Speed: 662.32 samples/sec acc=0.547852
INFO:root:Epoch[8] Batch [3760] Speed: 662.77 samples/sec acc=0.545020
INFO:root:Epoch[8] Batch [3780] Speed: 662.96 samples/sec acc=0.547754
INFO:root:Epoch[8] Batch [3800] Speed: 662.71 samples/sec acc=0.554980
INFO:root:Epoch[8] Batch [3820] Speed: 662.42 samples/sec acc=0.553418
INFO:root:Epoch[8] Batch [3840] Speed: 662.83 samples/sec acc=0.547363
[64000][MARGIN]0.768907,0.373218
lr-batch-epoch: 0.01 3847 8
testing verification..
(14000, 512)
infer time 18.847999
[cfp_ff][64000]XNorm: 22.131319
[cfp_ff][64000]Accuracy-Flip: 0.99643+-0.00308
testing verification..
(14000, 512)
infer time 15.98134
[cfp_fp][64000]XNorm: 19.149032
[cfp_fp][64000]Accuracy-Flip: 0.90443+-0.01668
testing verification..
(12000, 512)
infer time 14.032172
[agedb_30][64000]XNorm: 22.305228
[agedb_30][64000]Accuracy-Flip: 0.97133+-0.00552
testing verification..
(12000, 512)
infer time 13.825691
[lfw][64000]XNorm: 22.346278
[lfw][64000]Accuracy-Flip: 0.99700+-0.00256
saving 32
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0032.params"
[64000]Accuracy-Highest: 0.99700
INFO:root:Epoch[8] Batch [3860] Speed: 99.33 samples/sec acc=0.552930
INFO:root:Epoch[8] Batch [3880] Speed: 662.10 samples/sec acc=0.553516
INFO:root:Epoch[8] Batch [3900] Speed: 659.01 samples/sec acc=0.550586
INFO:root:Epoch[8] Batch [3920] Speed: 682.55 samples/sec acc=0.545410
INFO:root:Epoch[8] Batch [3940] Speed: 661.49 samples/sec acc=0.548145
INFO:root:Epoch[8] Batch [3960] Speed: 662.42 samples/sec acc=0.547852
INFO:root:Epoch[8] Batch [3980] Speed: 660.63 samples/sec acc=0.547852
INFO:root:Epoch[8] Batch [4000] Speed: 661.70 samples/sec acc=0.543945
INFO:root:Epoch[8] Batch [4020] Speed: 662.08 samples/sec acc=0.543359
INFO:root:Epoch[8] Batch [4040] Speed: 662.71 samples/sec acc=0.547754
INFO:root:Epoch[8] Batch [4060] Speed: 661.52 samples/sec acc=0.537500
INFO:root:Epoch[8] Batch [4080] Speed: 662.18 samples/sec acc=0.538086
INFO:root:Epoch[8] Batch [4100] Speed: 661.93 samples/sec acc=0.541699
INFO:root:Epoch[8] Batch [4120] Speed: 661.88 samples/sec acc=0.553027
INFO:root:Epoch[8] Batch [4140] Speed: 662.36 samples/sec acc=0.540234
INFO:root:Epoch[8] Batch [4160] Speed: 662.05 samples/sec acc=0.545508
INFO:root:Epoch[8] Batch [4180] Speed: 662.81 samples/sec acc=0.545117
INFO:root:Epoch[8] Batch [4200] Speed: 662.65 samples/sec acc=0.541406
INFO:root:Epoch[8] Batch [4220] Speed: 662.79 samples/sec acc=0.545020
INFO:root:Epoch[8] Batch [4240] Speed: 662.36 samples/sec acc=0.550293
INFO:root:Epoch[8] Batch [4260] Speed: 662.43 samples/sec acc=0.550488
INFO:root:Epoch[8] Batch [4280] Speed: 663.45 samples/sec acc=0.550098
INFO:root:Epoch[8] Batch [4300] Speed: 662.83 samples/sec acc=0.543164
INFO:root:Epoch[8] Batch [4320] Speed: 662.35 samples/sec acc=0.544141
INFO:root:Epoch[8] Batch [4340] Speed: 662.80 samples/sec acc=0.539453
INFO:root:Epoch[8] Batch [4360] Speed: 663.19 samples/sec acc=0.544238
INFO:root:Epoch[8] Batch [4380] Speed: 662.74 samples/sec acc=0.539551
INFO:root:Epoch[8] Batch [4400] Speed: 662.32 samples/sec acc=0.541113
INFO:root:Epoch[8] Batch [4420] Speed: 663.58 samples/sec acc=0.541797
INFO:root:Epoch[8] Batch [4440] Speed: 662.52 samples/sec acc=0.544727
INFO:root:Epoch[8] Batch [4460] Speed: 663.27 samples/sec acc=0.541309
INFO:root:Epoch[8] Batch [4480] Speed: 662.25 samples/sec acc=0.556055
INFO:root:Epoch[8] Batch [4500] Speed: 662.99 samples/sec acc=0.544141
INFO:root:Epoch[8] Batch [4520] Speed: 661.80 samples/sec acc=0.541406
INFO:root:Epoch[8] Batch [4540] Speed: 662.64 samples/sec acc=0.546191
INFO:root:Epoch[8] Batch [4560] Speed: 663.28 samples/sec acc=0.545605
INFO:root:Epoch[8] Batch [4580] Speed: 662.77 samples/sec acc=0.538379
INFO:root:Epoch[8] Batch [4600] Speed: 663.23 samples/sec acc=0.542090
INFO:root:Epoch[8] Batch [4620] Speed: 662.88 samples/sec acc=0.534473
INFO:root:Epoch[8] Batch [4640] Speed: 662.99 samples/sec acc=0.541016
INFO:root:Epoch[8] Batch [4660] Speed: 663.14 samples/sec acc=0.545117
INFO:root:Epoch[8] Batch [4680] Speed: 663.12 samples/sec acc=0.539062
INFO:root:Epoch[8] Batch [4700] Speed: 660.96 samples/sec acc=0.542188
INFO:root:Epoch[8] Batch [4720] Speed: 675.86 samples/sec acc=0.533203
INFO:root:Epoch[8] Batch [4740] Speed: 663.70 samples/sec acc=0.531543
INFO:root:Epoch[8] Batch [4760] Speed: 662.14 samples/sec acc=0.534863
INFO:root:Epoch[8] Batch [4780] Speed: 662.59 samples/sec acc=0.532520
INFO:root:Epoch[8] Batch [4800] Speed: 662.37 samples/sec acc=0.538672
INFO:root:Epoch[8] Batch [4820] Speed: 662.58 samples/sec acc=0.544238
INFO:root:Epoch[8] Batch [4840] Speed: 662.62 samples/sec acc=0.537891
lr-batch-epoch: 0.01 4847 8
INFO:root:Epoch[8] Batch [4860] Speed: 662.82 samples/sec acc=0.549512
INFO:root:Epoch[8] Batch [4880] Speed: 662.81 samples/sec acc=0.532617
INFO:root:Epoch[8] Batch [4900] Speed: 662.83 samples/sec acc=0.544141
INFO:root:Epoch[8] Batch [4920] Speed: 662.27 samples/sec acc=0.538574
INFO:root:Epoch[8] Batch [4940] Speed: 662.30 samples/sec acc=0.539844
INFO:root:Epoch[8] Batch [4960] Speed: 662.64 samples/sec acc=0.532227
INFO:root:Epoch[8] Batch [4980] Speed: 662.82 samples/sec acc=0.545898
INFO:root:Epoch[8] Batch [5000] Speed: 662.74 samples/sec acc=0.535254
INFO:root:Epoch[8] Batch [5020] Speed: 663.17 samples/sec acc=0.527930
INFO:root:Epoch[8] Batch [5040] Speed: 662.83 samples/sec acc=0.531445
INFO:root:Epoch[8] Batch [5060] Speed: 662.55 samples/sec acc=0.535840
INFO:root:Epoch[8] Batch [5080] Speed: 662.17 samples/sec acc=0.542285
INFO:root:Epoch[8] Batch [5100] Speed: 662.99 samples/sec acc=0.542773
INFO:root:Epoch[8] Batch [5120] Speed: 662.50 samples/sec acc=0.535547
INFO:root:Epoch[8] Batch [5140] Speed: 661.90 samples/sec acc=0.539551
INFO:root:Epoch[8] Batch [5160] Speed: 662.93 samples/sec acc=0.530078
INFO:root:Epoch[8] Batch [5180] Speed: 662.14 samples/sec acc=0.546875
INFO:root:Epoch[8] Batch [5200] Speed: 663.12 samples/sec acc=0.540430
INFO:root:Epoch[8] Batch [5220] Speed: 662.71 samples/sec acc=0.536328
INFO:root:Epoch[8] Batch [5240] Speed: 661.76 samples/sec acc=0.531738
INFO:root:Epoch[8] Batch [5260] Speed: 662.63 samples/sec acc=0.536426
INFO:root:Epoch[8] Batch [5280] Speed: 662.88 samples/sec acc=0.532227
INFO:root:Epoch[8] Batch [5300] Speed: 662.28 samples/sec acc=0.529687
INFO:root:Epoch[8] Batch [5320] Speed: 661.40 samples/sec acc=0.534082
INFO:root:Epoch[8] Batch [5340] Speed: 662.14 samples/sec acc=0.538574
INFO:root:Epoch[8] Batch [5360] Speed: 662.35 samples/sec acc=0.536719
INFO:root:Epoch[8] Batch [5380] Speed: 662.62 samples/sec acc=0.542578
INFO:root:Epoch[8] Batch [5400] Speed: 662.29 samples/sec acc=0.531641
INFO:root:Epoch[8] Batch [5420] Speed: 662.81 samples/sec acc=0.540137
INFO:root:Epoch[8] Batch [5440] Speed: 661.97 samples/sec acc=0.546289
INFO:root:Epoch[8] Batch [5460] Speed: 663.01 samples/sec acc=0.530566
INFO:root:Epoch[8] Batch [5480] Speed: 663.19 samples/sec acc=0.536816
INFO:root:Epoch[8] Batch [5500] Speed: 673.49 samples/sec acc=0.525293
INFO:root:Epoch[8] Batch [5520] Speed: 663.15 samples/sec acc=0.538477
INFO:root:Epoch[8] Batch [5540] Speed: 662.00 samples/sec acc=0.537598
INFO:root:Epoch[8] Batch [5560] Speed: 663.11 samples/sec acc=0.536035
INFO:root:Epoch[8] Batch [5580] Speed: 662.38 samples/sec acc=0.531641
INFO:root:Epoch[8] Batch [5600] Speed: 662.83 samples/sec acc=0.532422
INFO:root:Epoch[8] Batch [5620] Speed: 662.47 samples/sec acc=0.532422
INFO:root:Epoch[8] Batch [5640] Speed: 662.81 samples/sec acc=0.530078
INFO:root:Epoch[8] Batch [5660] Speed: 661.91 samples/sec acc=0.537793
INFO:root:Epoch[8] Batch [5680] Speed: 662.42 samples/sec acc=0.529395
INFO:root:Epoch[8] Batch [5700] Speed: 662.99 samples/sec acc=0.529785
INFO:root:Epoch[8] Batch [5720] Speed: 663.23 samples/sec acc=0.529102
INFO:root:Epoch[8] Batch [5740] Speed: 662.18 samples/sec acc=0.536914
INFO:root:Epoch[8] Batch [5760] Speed: 662.67 samples/sec acc=0.540430
INFO:root:Epoch[8] Batch [5780] Speed: 662.91 samples/sec acc=0.526855
INFO:root:Epoch[8] Batch [5800] Speed: 663.34 samples/sec acc=0.536914
INFO:root:Epoch[8] Batch [5820] Speed: 661.92 samples/sec acc=0.532031
INFO:root:Epoch[8] Batch [5840] Speed: 662.36 samples/sec acc=0.528125
[66000][MARGIN]0.766712,0.370095
lr-batch-epoch: 0.01 5847 8
testing verification..
(14000, 512)
infer time 20.762311
[cfp_ff][66000]XNorm: 22.646185
[cfp_ff][66000]Accuracy-Flip: 0.99714+-0.00313
testing verification..
(14000, 512)
infer time 21.247468
[cfp_fp][66000]XNorm: 19.670236
[cfp_fp][66000]Accuracy-Flip: 0.90014+-0.01603
testing verification..
(12000, 512)
infer time 13.983546
[agedb_30][66000]XNorm: 22.844877
[agedb_30][66000]Accuracy-Flip: 0.97333+-0.00624
testing verification..
(12000, 512)
infer time 15.502448
[lfw][66000]XNorm: 22.865621
[lfw][66000]Accuracy-Flip: 0.99717+-0.00236
saving 33
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0033.params"
[66000]Accuracy-Highest: 0.99717
INFO:root:Epoch[8] Batch [5860] Speed: 90.48 samples/sec acc=0.532617
INFO:root:Epoch[8] Batch [5880] Speed: 661.43 samples/sec acc=0.529687
INFO:root:Epoch[8] Batch [5900] Speed: 662.62 samples/sec acc=0.537305
INFO:root:Epoch[8] Batch [5920] Speed: 661.57 samples/sec acc=0.534375
INFO:root:Epoch[8] Batch [5940] Speed: 662.01 samples/sec acc=0.528809
INFO:root:Epoch[8] Batch [5960] Speed: 661.92 samples/sec acc=0.534961
INFO:root:Epoch[8] Batch [5980] Speed: 662.58 samples/sec acc=0.530078
INFO:root:Epoch[8] Batch [6000] Speed: 662.10 samples/sec acc=0.531250
INFO:root:Epoch[8] Batch [6020] Speed: 662.08 samples/sec acc=0.529004
INFO:root:Epoch[8] Batch [6040] Speed: 663.01 samples/sec acc=0.535742
INFO:root:Epoch[8] Batch [6060] Speed: 663.00 samples/sec acc=0.515430
INFO:root:Epoch[8] Batch [6080] Speed: 662.07 samples/sec acc=0.534473
INFO:root:Epoch[8] Batch [6100] Speed: 662.07 samples/sec acc=0.522656
INFO:root:Epoch[8] Batch [6120] Speed: 663.23 samples/sec acc=0.533301
INFO:root:Epoch[8] Batch [6140] Speed: 662.00 samples/sec acc=0.530078
INFO:root:Epoch[8] Batch [6160] Speed: 662.43 samples/sec acc=0.530957
INFO:root:Epoch[8] Batch [6180] Speed: 662.49 samples/sec acc=0.532031
INFO:root:Epoch[8] Batch [6200] Speed: 680.07 samples/sec acc=0.522949
INFO:root:Epoch[8] Batch [6220] Speed: 662.70 samples/sec acc=0.531738
INFO:root:Epoch[8] Batch [6240] Speed: 661.72 samples/sec acc=0.532715
INFO:root:Epoch[8] Batch [6260] Speed: 662.62 samples/sec acc=0.529590
INFO:root:Epoch[8] Batch [6280] Speed: 662.80 samples/sec acc=0.532031
INFO:root:Epoch[8] Batch [6300] Speed: 662.60 samples/sec acc=0.527051
INFO:root:Epoch[8] Batch [6320] Speed: 662.27 samples/sec acc=0.528711
INFO:root:Epoch[8] Batch [6340] Speed: 661.90 samples/sec acc=0.529297
INFO:root:Epoch[8] Batch [6360] Speed: 663.17 samples/sec acc=0.526172
INFO:root:Epoch[8] Batch [6380] Speed: 663.73 samples/sec acc=0.530762
INFO:root:Epoch[8] Batch [6400] Speed: 663.35 samples/sec acc=0.521973
INFO:root:Epoch[8] Batch [6420] Speed: 662.75 samples/sec acc=0.544727
INFO:root:Epoch[8] Batch [6440] Speed: 663.62 samples/sec acc=0.525586
INFO:root:Epoch[8] Batch [6460] Speed: 663.89 samples/sec acc=0.528320
INFO:root:Epoch[8] Batch [6480] Speed: 662.90 samples/sec acc=0.521484
INFO:root:Epoch[8] Batch [6500] Speed: 662.64 samples/sec acc=0.518457
INFO:root:Epoch[8] Batch [6520] Speed: 663.21 samples/sec acc=0.528125
INFO:root:Epoch[8] Batch [6540] Speed: 663.04 samples/sec acc=0.530371
INFO:root:Epoch[8] Batch [6560] Speed: 662.59 samples/sec acc=0.532617
INFO:root:Epoch[8] Batch [6580] Speed: 663.02 samples/sec acc=0.528223
INFO:root:Epoch[8] Batch [6600] Speed: 662.53 samples/sec acc=0.529687
INFO:root:Epoch[8] Batch [6620] Speed: 662.09 samples/sec acc=0.522266
INFO:root:Epoch[8] Batch [6640] Speed: 663.10 samples/sec acc=0.520508
INFO:root:Epoch[8] Batch [6660] Speed: 662.85 samples/sec acc=0.530371
INFO:root:Epoch[8] Batch [6680] Speed: 662.07 samples/sec acc=0.528418
INFO:root:Epoch[8] Batch [6700] Speed: 663.03 samples/sec acc=0.528613
INFO:root:Epoch[8] Batch [6720] Speed: 662.89 samples/sec acc=0.527539
INFO:root:Epoch[8] Batch [6740] Speed: 666.24 samples/sec acc=0.521777
INFO:root:Epoch[8] Batch [6760] Speed: 663.10 samples/sec acc=0.531738
INFO:root:Epoch[8] Batch [6780] Speed: 662.72 samples/sec acc=0.527246
INFO:root:Epoch[8] Batch [6800] Speed: 662.72 samples/sec acc=0.523242
INFO:root:Epoch[8] Batch [6820] Speed: 662.92 samples/sec acc=0.516113
INFO:root:Epoch[8] Batch [6840] Speed: 662.77 samples/sec acc=0.525000
lr-batch-epoch: 0.01 6847 8
INFO:root:Epoch[8] Batch [6860] Speed: 663.16 samples/sec acc=0.521680
INFO:root:Epoch[8] Batch [6880] Speed: 662.46 samples/sec acc=0.527637
INFO:root:Epoch[8] Batch [6900] Speed: 663.05 samples/sec acc=0.520508
INFO:root:Epoch[8] Batch [6920] Speed: 662.62 samples/sec acc=0.520410
INFO:root:Epoch[8] Batch [6940] Speed: 662.76 samples/sec acc=0.521484
INFO:root:Epoch[8] Batch [6960] Speed: 667.88 samples/sec acc=0.521289
INFO:root:Epoch[8] Batch [6980] Speed: 675.75 samples/sec acc=0.525586
INFO:root:Epoch[8] Batch [7000] Speed: 662.07 samples/sec acc=0.524512
INFO:root:Epoch[8] Batch [7020] Speed: 663.91 samples/sec acc=0.523535
INFO:root:Epoch[8] Batch [7040] Speed: 662.99 samples/sec acc=0.529297
INFO:root:Epoch[8] Batch [7060] Speed: 662.86 samples/sec acc=0.515039
INFO:root:Epoch[8] Batch [7080] Speed: 662.33 samples/sec acc=0.523828
INFO:root:Epoch[8] Batch [7100] Speed: 662.64 samples/sec acc=0.524512
INFO:root:Epoch[8] Batch [7120] Speed: 663.30 samples/sec acc=0.527051
INFO:root:Epoch[8] Batch [7140] Speed: 662.98 samples/sec acc=0.524414
INFO:root:Epoch[8] Batch [7160] Speed: 663.00 samples/sec acc=0.526172
INFO:root:Epoch[8] Batch [7180] Speed: 662.78 samples/sec acc=0.525977
INFO:root:Epoch[8] Batch [7200] Speed: 662.91 samples/sec acc=0.523047
INFO:root:Epoch[8] Batch [7220] Speed: 663.00 samples/sec acc=0.527051
INFO:root:Epoch[8] Batch [7240] Speed: 662.71 samples/sec acc=0.521094
INFO:root:Epoch[8] Batch [7260] Speed: 662.93 samples/sec acc=0.521387
INFO:root:Epoch[8] Batch [7280] Speed: 662.24 samples/sec acc=0.523438
INFO:root:Epoch[8] Batch [7300] Speed: 663.24 samples/sec acc=0.503223
INFO:root:Epoch[8] Batch [7320] Speed: 662.66 samples/sec acc=0.527344
INFO:root:Epoch[8] Batch [7340] Speed: 662.69 samples/sec acc=0.526074
INFO:root:Epoch[8] Batch [7360] Speed: 662.47 samples/sec acc=0.508691
INFO:root:Epoch[8] Batch [7380] Speed: 662.35 samples/sec acc=0.522559
INFO:root:Epoch[8] Batch [7400] Speed: 662.73 samples/sec acc=0.524512
INFO:root:Epoch[8] Batch [7420] Speed: 662.89 samples/sec acc=0.523242
INFO:root:Epoch[8] Batch [7440] Speed: 662.68 samples/sec acc=0.531934
INFO:root:Epoch[8] Batch [7460] Speed: 662.82 samples/sec acc=0.522070
INFO:root:Epoch[8] Batch [7480] Speed: 663.24 samples/sec acc=0.530762
INFO:root:Epoch[8] Batch [7500] Speed: 663.06 samples/sec acc=0.514941
INFO:root:Epoch[8] Train-acc=0.515516
INFO:root:Epoch[8] Time cost=6080.978
call reset()
INFO:root:Epoch[9] Batch [20] Speed: 656.42 samples/sec acc=0.588170
INFO:root:Epoch[9] Batch [40] Speed: 662.05 samples/sec acc=0.585254
INFO:root:Epoch[9] Batch [60] Speed: 662.01 samples/sec acc=0.588867
INFO:root:Epoch[9] Batch [80] Speed: 662.56 samples/sec acc=0.577246
INFO:root:Epoch[9] Batch [100] Speed: 662.69 samples/sec acc=0.593164
INFO:root:Epoch[9] Batch [120] Speed: 662.88 samples/sec acc=0.586523
INFO:root:Epoch[9] Batch [140] Speed: 662.44 samples/sec acc=0.588965
INFO:root:Epoch[9] Batch [160] Speed: 663.17 samples/sec acc=0.581152
INFO:root:Epoch[9] Batch [180] Speed: 662.39 samples/sec acc=0.579102
INFO:root:Epoch[9] Batch [200] Speed: 666.46 samples/sec acc=0.578809
INFO:root:Epoch[9] Batch [220] Speed: 663.15 samples/sec acc=0.585059
INFO:root:Epoch[9] Batch [240] Speed: 662.37 samples/sec acc=0.586133
INFO:root:Epoch[9] Batch [260] Speed: 662.37 samples/sec acc=0.582129
INFO:root:Epoch[9] Batch [280] Speed: 662.80 samples/sec acc=0.583789
INFO:root:Epoch[9] Batch [300] Speed: 662.80 samples/sec acc=0.578223
INFO:root:Epoch[9] Batch [320] Speed: 662.52 samples/sec acc=0.567773
[68000][MARGIN]0.767312,0.369418
lr-batch-epoch: 0.01 328 9
testing verification..
(14000, 512)
infer time 17.877052
[cfp_ff][68000]XNorm: 21.374485
[cfp_ff][68000]Accuracy-Flip: 0.99643+-0.00287
testing verification..
(14000, 512)
infer time 16.813819
[cfp_fp][68000]XNorm: 18.497272
[cfp_fp][68000]Accuracy-Flip: 0.90357+-0.01978
testing verification..
(12000, 512)
infer time 15.67068
[agedb_30][68000]XNorm: 22.127080
[agedb_30][68000]Accuracy-Flip: 0.97217+-0.00823
testing verification..
(12000, 512)
infer time 16.458884
[lfw][68000]XNorm: 21.713268
[lfw][68000]Accuracy-Flip: 0.99600+-0.00271
[68000]Accuracy-Highest: 0.99717
INFO:root:Epoch[9] Batch [340] Speed: 100.36 samples/sec acc=0.574707
INFO:root:Epoch[9] Batch [360] Speed: 662.11 samples/sec acc=0.574414
INFO:root:Epoch[9] Batch [380] Speed: 661.70 samples/sec acc=0.577441
INFO:root:Epoch[9] Batch [400] Speed: 661.94 samples/sec acc=0.578906
INFO:root:Epoch[9] Batch [420] Speed: 662.16 samples/sec acc=0.565430
INFO:root:Epoch[9] Batch [440] Speed: 661.48 samples/sec acc=0.575098
INFO:root:Epoch[9] Batch [460] Speed: 662.69 samples/sec acc=0.573535
INFO:root:Epoch[9] Batch [480] Speed: 662.18 samples/sec acc=0.572168
INFO:root:Epoch[9] Batch [500] Speed: 662.38 samples/sec acc=0.570410
INFO:root:Epoch[9] Batch [520] Speed: 662.30 samples/sec acc=0.564941
INFO:root:Epoch[9] Batch [540] Speed: 662.54 samples/sec acc=0.571680
INFO:root:Epoch[9] Batch [560] Speed: 662.65 samples/sec acc=0.557031
INFO:root:Epoch[9] Batch [580] Speed: 663.02 samples/sec acc=0.566504
INFO:root:Epoch[9] Batch [600] Speed: 662.92 samples/sec acc=0.563379
INFO:root:Epoch[9] Batch [620] Speed: 664.00 samples/sec acc=0.566211
INFO:root:Epoch[9] Batch [640] Speed: 663.43 samples/sec acc=0.559082
INFO:root:Epoch[9] Batch [660] Speed: 663.89 samples/sec acc=0.571484
INFO:root:Epoch[9] Batch [680] Speed: 660.50 samples/sec acc=0.564551
INFO:root:Epoch[9] Batch [700] Speed: 662.50 samples/sec acc=0.564648
INFO:root:Epoch[9] Batch [720] Speed: 653.16 samples/sec acc=0.554004
INFO:root:Epoch[9] Batch [740] Speed: 662.42 samples/sec acc=0.553125
INFO:root:Epoch[9] Batch [760] Speed: 663.35 samples/sec acc=0.565332
INFO:root:Epoch[9] Batch [780] Speed: 662.57 samples/sec acc=0.558789
INFO:root:Epoch[9] Batch [800] Speed: 662.36 samples/sec acc=0.558887
INFO:root:Epoch[9] Batch [820] Speed: 662.99 samples/sec acc=0.554395
INFO:root:Epoch[9] Batch [840] Speed: 662.52 samples/sec acc=0.545508
INFO:root:Epoch[9] Batch [860] Speed: 662.48 samples/sec acc=0.550488
INFO:root:Epoch[9] Batch [880] Speed: 663.44 samples/sec acc=0.561426
INFO:root:Epoch[9] Batch [900] Speed: 661.99 samples/sec acc=0.551270
INFO:root:Epoch[9] Batch [920] Speed: 662.65 samples/sec acc=0.563086
INFO:root:Epoch[9] Batch [940] Speed: 662.92 samples/sec acc=0.551465
INFO:root:Epoch[9] Batch [960] Speed: 666.34 samples/sec acc=0.561719
INFO:root:Epoch[9] Batch [980] Speed: 665.32 samples/sec acc=0.549512
INFO:root:Epoch[9] Batch [1000] Speed: 661.90 samples/sec acc=0.554492
INFO:root:Epoch[9] Batch [1020] Speed: 662.17 samples/sec acc=0.557324
INFO:root:Epoch[9] Batch [1040] Speed: 661.93 samples/sec acc=0.545312
INFO:root:Epoch[9] Batch [1060] Speed: 663.08 samples/sec acc=0.550977
INFO:root:Epoch[9] Batch [1080] Speed: 661.79 samples/sec acc=0.556348
INFO:root:Epoch[9] Batch [1100] Speed: 662.20 samples/sec acc=0.550977
INFO:root:Epoch[9] Batch [1120] Speed: 661.90 samples/sec acc=0.547949
INFO:root:Epoch[9] Batch [1140] Speed: 662.83 samples/sec acc=0.544141
INFO:root:Epoch[9] Batch [1160] Speed: 662.01 samples/sec acc=0.551855
INFO:root:Epoch[9] Batch [1180] Speed: 663.57 samples/sec acc=0.548242
INFO:root:Epoch[9] Batch [1200] Speed: 662.99 samples/sec acc=0.536914
INFO:root:Epoch[9] Batch [1220] Speed: 661.53 samples/sec acc=0.544336
INFO:root:Epoch[9] Batch [1240] Speed: 663.69 samples/sec acc=0.543457
INFO:root:Epoch[9] Batch [1260] Speed: 662.85 samples/sec acc=0.546387
INFO:root:Epoch[9] Batch [1280] Speed: 662.51 samples/sec acc=0.547070
INFO:root:Epoch[9] Batch [1300] Speed: 663.24 samples/sec acc=0.538965
INFO:root:Epoch[9] Batch [1320] Speed: 663.33 samples/sec acc=0.546289
lr-batch-epoch: 0.01 1328 9
INFO:root:Epoch[9] Batch [1340] Speed: 662.55 samples/sec acc=0.549902
INFO:root:Epoch[9] Batch [1360] Speed: 663.39 samples/sec acc=0.548438
INFO:root:Epoch[9] Batch [1380] Speed: 662.75 samples/sec acc=0.548047
INFO:root:Epoch[9] Batch [1400] Speed: 661.94 samples/sec acc=0.537598
INFO:root:Epoch[9] Batch [1420] Speed: 662.57 samples/sec acc=0.536523
INFO:root:Epoch[9] Batch [1440] Speed: 662.88 samples/sec acc=0.542480
INFO:root:Epoch[9] Batch [1460] Speed: 661.88 samples/sec acc=0.537988
INFO:root:Epoch[9] Batch [1480] Speed: 663.84 samples/sec acc=0.534473
INFO:root:Epoch[9] Batch [1500] Speed: 662.25 samples/sec acc=0.535937
INFO:root:Epoch[9] Batch [1520] Speed: 662.12 samples/sec acc=0.541895
INFO:root:Epoch[9] Batch [1540] Speed: 663.11 samples/sec acc=0.536816
INFO:root:Epoch[9] Batch [1560] Speed: 662.51 samples/sec acc=0.548828
INFO:root:Epoch[9] Batch [1580] Speed: 662.10 samples/sec acc=0.533105
INFO:root:Epoch[9] Batch [1600] Speed: 663.62 samples/sec acc=0.536230
INFO:root:Epoch[9] Batch [1620] Speed: 662.23 samples/sec acc=0.542480
INFO:root:Epoch[9] Batch [1640] Speed: 662.58 samples/sec acc=0.539551
INFO:root:Epoch[9] Batch [1660] Speed: 663.12 samples/sec acc=0.540918
INFO:root:Epoch[9] Batch [1680] Speed: 662.66 samples/sec acc=0.524707
INFO:root:Epoch[9] Batch [1700] Speed: 662.67 samples/sec acc=0.537793
INFO:root:Epoch[9] Batch [1720] Speed: 662.23 samples/sec acc=0.538867
INFO:root:Epoch[9] Batch [1740] Speed: 662.24 samples/sec acc=0.531055
INFO:root:Epoch[9] Batch [1760] Speed: 662.15 samples/sec acc=0.534277
INFO:root:Epoch[9] Batch [1780] Speed: 662.73 samples/sec acc=0.526660
INFO:root:Epoch[9] Batch [1800] Speed: 662.97 samples/sec acc=0.525000
INFO:root:Epoch[9] Batch [1820] Speed: 662.26 samples/sec acc=0.531250
INFO:root:Epoch[9] Batch [1840] Speed: 663.02 samples/sec acc=0.545117
INFO:root:Epoch[9] Batch [1860] Speed: 662.53 samples/sec acc=0.532422
INFO:root:Epoch[9] Batch [1880] Speed: 662.70 samples/sec acc=0.539258
INFO:root:Epoch[9] Batch [1900] Speed: 662.50 samples/sec acc=0.532227
INFO:root:Epoch[9] Batch [1920] Speed: 662.53 samples/sec acc=0.518262
INFO:root:Epoch[9] Batch [1940] Speed: 661.63 samples/sec acc=0.539746
INFO:root:Epoch[9] Batch [1960] Speed: 663.46 samples/sec acc=0.523535
INFO:root:Epoch[9] Batch [1980] Speed: 662.62 samples/sec acc=0.531738
INFO:root:Epoch[9] Batch [2000] Speed: 662.28 samples/sec acc=0.534863
INFO:root:Epoch[9] Batch [2020] Speed: 662.93 samples/sec acc=0.525293
INFO:root:Epoch[9] Batch [2040] Speed: 661.63 samples/sec acc=0.522461
INFO:root:Epoch[9] Batch [2060] Speed: 662.51 samples/sec acc=0.528027
INFO:root:Epoch[9] Batch [2080] Speed: 663.02 samples/sec acc=0.524707
INFO:root:Epoch[9] Batch [2100] Speed: 662.54 samples/sec acc=0.533789
INFO:root:Epoch[9] Batch [2120] Speed: 661.47 samples/sec acc=0.520117
INFO:root:Epoch[9] Batch [2140] Speed: 663.56 samples/sec acc=0.530664
INFO:root:Epoch[9] Batch [2160] Speed: 662.27 samples/sec acc=0.536230
INFO:root:Epoch[9] Batch [2180] Speed: 661.78 samples/sec acc=0.529883
INFO:root:Epoch[9] Batch [2200] Speed: 663.35 samples/sec acc=0.534668
INFO:root:Epoch[9] Batch [2220] Speed: 662.67 samples/sec acc=0.525586
INFO:root:Epoch[9] Batch [2240] Speed: 661.81 samples/sec acc=0.524121
INFO:root:Epoch[9] Batch [2260] Speed: 662.75 samples/sec acc=0.527930
INFO:root:Epoch[9] Batch [2280] Speed: 662.19 samples/sec acc=0.523438
INFO:root:Epoch[9] Batch [2300] Speed: 662.35 samples/sec acc=0.522266
INFO:root:Epoch[9] Batch [2320] Speed: 663.38 samples/sec acc=0.522559
[70000][MARGIN]0.765564,0.367320
lr-batch-epoch: 0.01 2328 9
testing verification..
(14000, 512)
infer time 27.911592
[cfp_ff][70000]XNorm: 21.644177
[cfp_ff][70000]Accuracy-Flip: 0.99771+-0.00265
testing verification..
(14000, 512)
infer time 23.607039
[cfp_fp][70000]XNorm: 18.785028
[cfp_fp][70000]Accuracy-Flip: 0.90643+-0.01594
testing verification..
(12000, 512)
infer time 23.314731
[agedb_30][70000]XNorm: 21.917033
[agedb_30][70000]Accuracy-Flip: 0.97333+-0.00799
testing verification..
(12000, 512)
infer time 15.590005
[lfw][70000]XNorm: 22.027640
[lfw][70000]Accuracy-Flip: 0.99633+-0.00332
[70000]Accuracy-Highest: 0.99717
INFO:root:Epoch[9] Batch [2340] Speed: 82.29 samples/sec acc=0.523047
INFO:root:Epoch[9] Batch [2360] Speed: 662.43 samples/sec acc=0.521191
INFO:root:Epoch[9] Batch [2380] Speed: 648.00 samples/sec acc=0.527637
INFO:root:Epoch[9] Batch [2400] Speed: 662.46 samples/sec acc=0.524512
INFO:root:Epoch[9] Batch [2420] Speed: 660.77 samples/sec acc=0.531055
INFO:root:Epoch[9] Batch [2440] Speed: 661.77 samples/sec acc=0.523730
INFO:root:Epoch[9] Batch [2460] Speed: 661.78 samples/sec acc=0.518457
INFO:root:Epoch[9] Batch [2480] Speed: 661.47 samples/sec acc=0.523828
INFO:root:Epoch[9] Batch [2500] Speed: 662.50 samples/sec acc=0.522852
INFO:root:Epoch[9] Batch [2520] Speed: 659.43 samples/sec acc=0.528906
INFO:root:Epoch[9] Batch [2540] Speed: 665.35 samples/sec acc=0.524219
INFO:root:Epoch[9] Batch [2560] Speed: 654.97 samples/sec acc=0.516699
INFO:root:Epoch[9] Batch [2580] Speed: 651.54 samples/sec acc=0.524414
INFO:root:Epoch[9] Batch [2600] Speed: 662.40 samples/sec acc=0.517773
INFO:root:Epoch[9] Batch [2620] Speed: 661.62 samples/sec acc=0.526367
INFO:root:Epoch[9] Batch [2640] Speed: 656.55 samples/sec acc=0.523340
INFO:root:Epoch[9] Batch [2660] Speed: 662.23 samples/sec acc=0.520703
INFO:root:Epoch[9] Batch [2680] Speed: 662.40 samples/sec acc=0.527148
INFO:root:Epoch[9] Batch [2700] Speed: 650.95 samples/sec acc=0.515527
INFO:root:Epoch[9] Batch [2720] Speed: 660.91 samples/sec acc=0.524707
INFO:root:Epoch[9] Batch [2740] Speed: 655.28 samples/sec acc=0.522559
INFO:root:Epoch[9] Batch [2760] Speed: 662.50 samples/sec acc=0.520215
INFO:root:Epoch[9] Batch [2780] Speed: 653.57 samples/sec acc=0.516309
INFO:root:Epoch[9] Batch [2800] Speed: 662.41 samples/sec acc=0.518457
INFO:root:Epoch[9] Batch [2820] Speed: 661.59 samples/sec acc=0.513770
INFO:root:Epoch[9] Batch [2840] Speed: 661.27 samples/sec acc=0.519141
INFO:root:Epoch[9] Batch [2860] Speed: 662.31 samples/sec acc=0.525098
INFO:root:Epoch[9] Batch [2880] Speed: 661.77 samples/sec acc=0.518848
INFO:root:Epoch[9] Batch [2900] Speed: 661.07 samples/sec acc=0.525098
INFO:root:Epoch[9] Batch [2920] Speed: 662.76 samples/sec acc=0.523340
INFO:root:Epoch[9] Batch [2940] Speed: 662.26 samples/sec acc=0.518848
INFO:root:Epoch[9] Batch [2960] Speed: 661.94 samples/sec acc=0.513086
INFO:root:Epoch[9] Batch [2980] Speed: 663.77 samples/sec acc=0.518164
INFO:root:Epoch[9] Batch [3000] Speed: 662.63 samples/sec acc=0.523242
INFO:root:Epoch[9] Batch [3020] Speed: 662.70 samples/sec acc=0.522656
INFO:root:Epoch[9] Batch [3040] Speed: 662.61 samples/sec acc=0.519336
INFO:root:Epoch[9] Batch [3060] Speed: 662.72 samples/sec acc=0.519824
INFO:root:Epoch[9] Batch [3080] Speed: 661.95 samples/sec acc=0.519434
INFO:root:Epoch[9] Batch [3100] Speed: 662.84 samples/sec acc=0.520215
INFO:root:Epoch[9] Batch [3120] Speed: 661.70 samples/sec acc=0.516309
INFO:root:Epoch[9] Batch [3140] Speed: 662.81 samples/sec acc=0.509473
INFO:root:Epoch[9] Batch [3160] Speed: 663.25 samples/sec acc=0.518750
INFO:root:Epoch[9] Batch [3180] Speed: 662.64 samples/sec acc=0.513965
INFO:root:Epoch[9] Batch [3200] Speed: 661.91 samples/sec acc=0.514941
INFO:root:Epoch[9] Batch [3220] Speed: 663.86 samples/sec acc=0.517090
INFO:root:Epoch[9] Batch [3240] Speed: 662.60 samples/sec acc=0.513379
INFO:root:Epoch[9] Batch [3260] Speed: 661.86 samples/sec acc=0.513184
INFO:root:Epoch[9] Batch [3280] Speed: 663.02 samples/sec acc=0.513672
INFO:root:Epoch[9] Batch [3300] Speed: 663.08 samples/sec acc=0.517969
INFO:root:Epoch[9] Batch [3320] Speed: 661.09 samples/sec acc=0.520801
lr-batch-epoch: 0.01 3328 9
INFO:root:Epoch[9] Batch [3340] Speed: 663.25 samples/sec acc=0.517871
INFO:root:Epoch[9] Batch [3360] Speed: 663.17 samples/sec acc=0.522559
INFO:root:Epoch[9] Batch [3380] Speed: 660.95 samples/sec acc=0.520898
INFO:root:Epoch[9] Batch [3400] Speed: 663.58 samples/sec acc=0.516113
INFO:root:Epoch[9] Batch [3420] Speed: 662.31 samples/sec acc=0.510547
INFO:root:Epoch[9] Batch [3440] Speed: 643.11 samples/sec acc=0.516406
INFO:root:Epoch[9] Batch [3460] Speed: 661.78 samples/sec acc=0.520801
INFO:root:Epoch[9] Batch [3480] Speed: 658.51 samples/sec acc=0.524023
INFO:root:Epoch[9] Batch [3500] Speed: 661.26 samples/sec acc=0.516016
INFO:root:Epoch[9] Batch [3520] Speed: 661.55 samples/sec acc=0.516309
INFO:root:Epoch[9] Batch [3540] Speed: 661.00 samples/sec acc=0.509180
INFO:root:Epoch[9] Batch [3560] Speed: 655.79 samples/sec acc=0.508887
INFO:root:Epoch[9] Batch [3580] Speed: 662.92 samples/sec acc=0.522168
INFO:root:Epoch[9] Batch [3600] Speed: 658.86 samples/sec acc=0.517383
INFO:root:Epoch[9] Batch [3620] Speed: 661.58 samples/sec acc=0.514746
INFO:root:Epoch[9] Batch [3640] Speed: 662.47 samples/sec acc=0.512305
INFO:root:Epoch[9] Batch [3660] Speed: 662.36 samples/sec acc=0.513477
INFO:root:Epoch[9] Batch [3680] Speed: 662.87 samples/sec acc=0.510352
INFO:root:Epoch[9] Batch [3700] Speed: 662.48 samples/sec acc=0.516113
INFO:root:Epoch[9] Batch [3720] Speed: 662.53 samples/sec acc=0.512695
INFO:root:Epoch[9] Batch [3740] Speed: 657.88 samples/sec acc=0.511328
INFO:root:Epoch[9] Batch [3760] Speed: 662.30 samples/sec acc=0.509961
INFO:root:Epoch[9] Batch [3780] Speed: 661.73 samples/sec acc=0.514648
INFO:root:Epoch[9] Batch [3800] Speed: 660.65 samples/sec acc=0.514551
INFO:root:Epoch[9] Batch [3820] Speed: 662.21 samples/sec acc=0.514844
INFO:root:Epoch[9] Batch [3840] Speed: 661.00 samples/sec acc=0.516797
INFO:root:Epoch[9] Batch [3860] Speed: 654.57 samples/sec acc=0.512207
INFO:root:Epoch[9] Batch [3880] Speed: 662.28 samples/sec acc=0.511621
INFO:root:Epoch[9] Batch [3900] Speed: 657.76 samples/sec acc=0.509668
INFO:root:Epoch[9] Batch [3920] Speed: 660.59 samples/sec acc=0.518945
INFO:root:Epoch[9] Batch [3940] Speed: 662.61 samples/sec acc=0.516113
INFO:root:Epoch[9] Batch [3960] Speed: 661.99 samples/sec acc=0.520020
INFO:root:Epoch[9] Batch [3980] Speed: 660.75 samples/sec acc=0.516699
INFO:root:Epoch[9] Batch [4000] Speed: 662.86 samples/sec acc=0.513379
INFO:root:Epoch[9] Batch [4020] Speed: 661.95 samples/sec acc=0.520410
INFO:root:Epoch[9] Batch [4040] Speed: 661.62 samples/sec acc=0.512012
INFO:root:Epoch[9] Batch [4060] Speed: 662.03 samples/sec acc=0.504883
INFO:root:Epoch[9] Batch [4080] Speed: 662.06 samples/sec acc=0.503711
INFO:root:Epoch[9] Batch [4100] Speed: 655.99 samples/sec acc=0.512402
INFO:root:Epoch[9] Batch [4120] Speed: 669.69 samples/sec acc=0.511328
INFO:root:Epoch[9] Batch [4140] Speed: 661.86 samples/sec acc=0.516699
INFO:root:Epoch[9] Batch [4160] Speed: 661.47 samples/sec acc=0.509082
INFO:root:Epoch[9] Batch [4180] Speed: 663.27 samples/sec acc=0.513574
INFO:root:Epoch[9] Batch [4200] Speed: 658.29 samples/sec acc=0.516309
INFO:root:Epoch[9] Batch [4220] Speed: 661.75 samples/sec acc=0.523535
INFO:root:Epoch[9] Batch [4240] Speed: 651.90 samples/sec acc=0.513770
INFO:root:Epoch[9] Batch [4260] Speed: 662.95 samples/sec acc=0.521094
INFO:root:Epoch[9] Batch [4280] Speed: 661.30 samples/sec acc=0.517285
INFO:root:Epoch[9] Batch [4300] Speed: 662.20 samples/sec acc=0.508789
INFO:root:Epoch[9] Batch [4320] Speed: 661.79 samples/sec acc=0.510840
[72000][MARGIN]0.751948,0.348412
lr-batch-epoch: 0.01 4328 9
testing verification..
(14000, 512)
infer time 24.142456
[cfp_ff][72000]XNorm: 21.711886
[cfp_ff][72000]Accuracy-Flip: 0.99643+-0.00308
testing verification..
(14000, 512)
infer time 22.896593
[cfp_fp][72000]XNorm: 18.571745
[cfp_fp][72000]Accuracy-Flip: 0.89929+-0.01595
testing verification..
(12000, 512)
infer time 18.760471
[agedb_30][72000]XNorm: 21.802036
[agedb_30][72000]Accuracy-Flip: 0.97317+-0.00639
testing verification..
(12000, 512)
infer time 20.440505
[lfw][72000]XNorm: 21.822876
[lfw][72000]Accuracy-Flip: 0.99667+-0.00279
[72000]Accuracy-Highest: 0.99717
INFO:root:Epoch[9] Batch [4340] Speed: 83.42 samples/sec acc=0.510352
INFO:root:Epoch[9] Batch [4360] Speed: 662.56 samples/sec acc=0.507227
INFO:root:Epoch[9] Batch [4380] Speed: 661.52 samples/sec acc=0.507812
INFO:root:Epoch[9] Batch [4400] Speed: 661.25 samples/sec acc=0.518555
INFO:root:Epoch[9] Batch [4420] Speed: 661.68 samples/sec acc=0.514453
INFO:root:Epoch[9] Batch [4440] Speed: 662.03 samples/sec acc=0.514844
INFO:root:Epoch[9] Batch [4460] Speed: 661.64 samples/sec acc=0.502344
INFO:root:Epoch[9] Batch [4480] Speed: 661.63 samples/sec acc=0.514746
INFO:root:Epoch[9] Batch [4500] Speed: 661.95 samples/sec acc=0.517480
INFO:root:Epoch[9] Batch [4520] Speed: 662.30 samples/sec acc=0.508984
INFO:root:Epoch[9] Batch [4540] Speed: 662.95 samples/sec acc=0.514355
INFO:root:Epoch[9] Batch [4560] Speed: 663.05 samples/sec acc=0.507227
INFO:root:Epoch[9] Batch [4580] Speed: 655.40 samples/sec acc=0.504590
INFO:root:Epoch[9] Batch [4600] Speed: 661.93 samples/sec acc=0.513281
INFO:root:Epoch[9] Batch [4620] Speed: 662.17 samples/sec acc=0.515918
INFO:root:Epoch[9] Batch [4640] Speed: 661.89 samples/sec acc=0.507324
INFO:root:Epoch[9] Batch [4660] Speed: 662.38 samples/sec acc=0.506738
INFO:root:Epoch[9] Batch [4680] Speed: 662.63 samples/sec acc=0.499609
INFO:root:Epoch[9] Batch [4700] Speed: 662.33 samples/sec acc=0.513281
INFO:root:Epoch[9] Batch [4720] Speed: 651.96 samples/sec acc=0.504785
INFO:root:Epoch[9] Batch [4740] Speed: 661.74 samples/sec acc=0.515918
INFO:root:Epoch[9] Batch [4760] Speed: 661.80 samples/sec acc=0.516504
INFO:root:Epoch[9] Batch [4780] Speed: 659.50 samples/sec acc=0.501270
INFO:root:Epoch[9] Batch [4800] Speed: 662.41 samples/sec acc=0.505078
INFO:root:Epoch[9] Batch [4820] Speed: 661.83 samples/sec acc=0.511816
INFO:root:Epoch[9] Batch [4840] Speed: 662.11 samples/sec acc=0.515039
INFO:root:Epoch[9] Batch [4860] Speed: 662.90 samples/sec acc=0.503711
INFO:root:Epoch[9] Batch [4880] Speed: 662.31 samples/sec acc=0.523535
INFO:root:Epoch[9] Batch [4900] Speed: 662.34 samples/sec acc=0.510645
INFO:root:Epoch[9] Batch [4920] Speed: 659.97 samples/sec acc=0.512305
INFO:root:Epoch[9] Batch [4940] Speed: 672.18 samples/sec acc=0.508789
INFO:root:Epoch[9] Batch [4960] Speed: 662.94 samples/sec acc=0.502051
INFO:root:Epoch[9] Batch [4980] Speed: 662.65 samples/sec acc=0.508301
INFO:root:Epoch[9] Batch [5000] Speed: 662.61 samples/sec acc=0.507324
INFO:root:Epoch[9] Batch [5020] Speed: 663.05 samples/sec acc=0.505664
INFO:root:Epoch[9] Batch [5040] Speed: 662.17 samples/sec acc=0.515332
INFO:root:Epoch[9] Batch [5060] Speed: 662.30 samples/sec acc=0.509961
INFO:root:Epoch[9] Batch [5080] Speed: 663.25 samples/sec acc=0.512402
INFO:root:Epoch[9] Batch [5100] Speed: 662.61 samples/sec acc=0.507227
INFO:root:Epoch[9] Batch [5120] Speed: 662.87 samples/sec acc=0.508887
INFO:root:Epoch[9] Batch [5140] Speed: 663.21 samples/sec acc=0.513965
INFO:root:Epoch[9] Batch [5160] Speed: 663.15 samples/sec acc=0.509668
INFO:root:Epoch[9] Batch [5180] Speed: 662.53 samples/sec acc=0.511230
INFO:root:Epoch[9] Batch [5200] Speed: 662.27 samples/sec acc=0.507031
INFO:root:Epoch[9] Batch [5220] Speed: 662.23 samples/sec acc=0.508496
INFO:root:Epoch[9] Batch [5240] Speed: 661.91 samples/sec acc=0.506836
INFO:root:Epoch[9] Batch [5260] Speed: 663.00 samples/sec acc=0.505566
INFO:root:Epoch[9] Batch [5280] Speed: 662.85 samples/sec acc=0.510645
INFO:root:Epoch[9] Batch [5300] Speed: 663.09 samples/sec acc=0.510352
INFO:root:Epoch[9] Batch [5320] Speed: 663.47 samples/sec acc=0.507031
lr-batch-epoch: 0.01 5328 9
INFO:root:Epoch[9] Batch [5340] Speed: 662.02 samples/sec acc=0.508105
INFO:root:Epoch[9] Batch [5360] Speed: 661.85 samples/sec acc=0.500781
INFO:root:Epoch[9] Batch [5380] Speed: 663.58 samples/sec acc=0.520508
INFO:root:Epoch[9] Batch [5400] Speed: 663.17 samples/sec acc=0.523047
INFO:root:Epoch[9] Batch [5420] Speed: 662.52 samples/sec acc=0.516895
INFO:root:Epoch[9] Batch [5440] Speed: 662.87 samples/sec acc=0.516211
INFO:root:Epoch[9] Batch [5460] Speed: 665.00 samples/sec acc=0.499902
INFO:root:Epoch[9] Batch [5480] Speed: 662.03 samples/sec acc=0.515430
INFO:root:Epoch[9] Batch [5500] Speed: 663.76 samples/sec acc=0.507227
INFO:root:Epoch[9] Batch [5520] Speed: 662.11 samples/sec acc=0.508594
INFO:root:Epoch[9] Batch [5540] Speed: 662.86 samples/sec acc=0.508301
INFO:root:Epoch[9] Batch [5560] Speed: 652.79 samples/sec acc=0.512402
INFO:root:Epoch[9] Batch [5580] Speed: 661.73 samples/sec acc=0.511426
INFO:root:Epoch[9] Batch [5600] Speed: 661.65 samples/sec acc=0.511035
INFO:root:Epoch[9] Batch [5620] Speed: 672.23 samples/sec acc=0.500684
INFO:root:Epoch[9] Batch [5640] Speed: 664.06 samples/sec acc=0.505469
INFO:root:Epoch[9] Batch [5660] Speed: 661.38 samples/sec acc=0.499023
INFO:root:Epoch[9] Batch [5680] Speed: 662.43 samples/sec acc=0.512207
INFO:root:Epoch[9] Batch [5700] Speed: 661.49 samples/sec acc=0.501465
INFO:root:Epoch[9] Batch [5720] Speed: 667.14 samples/sec acc=0.512500
INFO:root:Epoch[9] Batch [5740] Speed: 668.91 samples/sec acc=0.511719
INFO:root:Epoch[9] Batch [5760] Speed: 662.83 samples/sec acc=0.508398
INFO:root:Epoch[9] Batch [5780] Speed: 660.89 samples/sec acc=0.513477
INFO:root:Epoch[9] Batch [5800] Speed: 661.61 samples/sec acc=0.515430
INFO:root:Epoch[9] Batch [5820] Speed: 662.08 samples/sec acc=0.503223
INFO:root:Epoch[9] Batch [5840] Speed: 661.93 samples/sec acc=0.511426
INFO:root:Epoch[9] Batch [5860] Speed: 661.95 samples/sec acc=0.511328
INFO:root:Epoch[9] Batch [5880] Speed: 662.67 samples/sec acc=0.509180
INFO:root:Epoch[9] Batch [5900] Speed: 661.47 samples/sec acc=0.510254
INFO:root:Epoch[9] Batch [5920] Speed: 662.88 samples/sec acc=0.505957
INFO:root:Epoch[9] Batch [5940] Speed: 662.11 samples/sec acc=0.514941
INFO:root:Epoch[9] Batch [5960] Speed: 662.01 samples/sec acc=0.503125
INFO:root:Epoch[9] Batch [5980] Speed: 662.48 samples/sec acc=0.508398
INFO:root:Epoch[9] Batch [6000] Speed: 662.72 samples/sec acc=0.509473
INFO:root:Epoch[9] Batch [6020] Speed: 661.06 samples/sec acc=0.506348
INFO:root:Epoch[9] Batch [6040] Speed: 652.16 samples/sec acc=0.508789
INFO:root:Epoch[9] Batch [6060] Speed: 661.07 samples/sec acc=0.499512
INFO:root:Epoch[9] Batch [6080] Speed: 660.13 samples/sec acc=0.508105
INFO:root:Epoch[9] Batch [6100] Speed: 662.20 samples/sec acc=0.505566
INFO:root:Epoch[9] Batch [6120] Speed: 662.20 samples/sec acc=0.509180
INFO:root:Epoch[9] Batch [6140] Speed: 661.70 samples/sec acc=0.502930
INFO:root:Epoch[9] Batch [6160] Speed: 662.93 samples/sec acc=0.509277
INFO:root:Epoch[9] Batch [6180] Speed: 661.12 samples/sec acc=0.507031
INFO:root:Epoch[9] Batch [6200] Speed: 661.10 samples/sec acc=0.508105
INFO:root:Epoch[9] Batch [6220] Speed: 662.87 samples/sec acc=0.503613
INFO:root:Epoch[9] Batch [6240] Speed: 662.82 samples/sec acc=0.512891
INFO:root:Epoch[9] Batch [6260] Speed: 654.14 samples/sec acc=0.499121
INFO:root:Epoch[9] Batch [6280] Speed: 651.94 samples/sec acc=0.507324
INFO:root:Epoch[9] Batch [6300] Speed: 658.09 samples/sec acc=0.503906
INFO:root:Epoch[9] Batch [6320] Speed: 660.61 samples/sec acc=0.515039
[74000][MARGIN]0.766221,0.369203
lr-batch-epoch: 0.01 6328 9
testing verification..
(14000, 512)
infer time 20.714861
[cfp_ff][74000]XNorm: 22.009638
[cfp_ff][74000]Accuracy-Flip: 0.99614+-0.00384
testing verification..
(14000, 512)
infer time 23.832139
[cfp_fp][74000]XNorm: 18.695112
[cfp_fp][74000]Accuracy-Flip: 0.89957+-0.01733
testing verification..
(12000, 512)
infer time 19.248342
[agedb_30][74000]XNorm: 22.202675
[agedb_30][74000]Accuracy-Flip: 0.96933+-0.00834
testing verification..
(12000, 512)
infer time 17.353995
[lfw][74000]XNorm: 22.211637
[lfw][74000]Accuracy-Flip: 0.99533+-0.00332
[74000]Accuracy-Highest: 0.99717
INFO:root:Epoch[9] Batch [6340] Speed: 88.14 samples/sec acc=0.506152
INFO:root:Epoch[9] Batch [6360] Speed: 678.09 samples/sec acc=0.509863
INFO:root:Epoch[9] Batch [6380] Speed: 661.56 samples/sec acc=0.519043
INFO:root:Epoch[9] Batch [6400] Speed: 662.25 samples/sec acc=0.499609
INFO:root:Epoch[9] Batch [6420] Speed: 661.29 samples/sec acc=0.507617
INFO:root:Epoch[9] Batch [6440] Speed: 659.65 samples/sec acc=0.502344
INFO:root:Epoch[9] Batch [6460] Speed: 664.17 samples/sec acc=0.513867
INFO:root:Epoch[9] Batch [6480] Speed: 661.81 samples/sec acc=0.505273
INFO:root:Epoch[9] Batch [6500] Speed: 661.72 samples/sec acc=0.516211
INFO:root:Epoch[9] Batch [6520] Speed: 658.98 samples/sec acc=0.495898
INFO:root:Epoch[9] Batch [6540] Speed: 670.75 samples/sec acc=0.499023
INFO:root:Epoch[9] Batch [6560] Speed: 662.01 samples/sec acc=0.506348
INFO:root:Epoch[9] Batch [6580] Speed: 662.92 samples/sec acc=0.501563
INFO:root:Epoch[9] Batch [6600] Speed: 662.90 samples/sec acc=0.503516
INFO:root:Epoch[9] Batch [6620] Speed: 661.23 samples/sec acc=0.502637
INFO:root:Epoch[9] Batch [6640] Speed: 663.16 samples/sec acc=0.500781
INFO:root:Epoch[9] Batch [6660] Speed: 662.84 samples/sec acc=0.518945
INFO:root:Epoch[9] Batch [6680] Speed: 662.72 samples/sec acc=0.512402
INFO:root:Epoch[9] Batch [6700] Speed: 662.72 samples/sec acc=0.502637
INFO:root:Epoch[9] Batch [6720] Speed: 662.78 samples/sec acc=0.510059
INFO:root:Epoch[9] Batch [6740] Speed: 661.68 samples/sec acc=0.506543
INFO:root:Epoch[9] Batch [6760] Speed: 663.19 samples/sec acc=0.496484
INFO:root:Epoch[9] Batch [6780] Speed: 662.72 samples/sec acc=0.506055
INFO:root:Epoch[9] Batch [6800] Speed: 662.32 samples/sec acc=0.504492
INFO:root:Epoch[9] Batch [6820] Speed: 662.93 samples/sec acc=0.508691
INFO:root:Epoch[9] Batch [6840] Speed: 662.26 samples/sec acc=0.502637
INFO:root:Epoch[9] Batch [6860] Speed: 662.54 samples/sec acc=0.501270
INFO:root:Epoch[9] Batch [6880] Speed: 663.21 samples/sec acc=0.512109
INFO:root:Epoch[9] Batch [6900] Speed: 662.14 samples/sec acc=0.500098
INFO:root:Epoch[9] Batch [6920] Speed: 649.15 samples/sec acc=0.505859
INFO:root:Epoch[9] Batch [6940] Speed: 662.76 samples/sec acc=0.508594
INFO:root:Epoch[9] Batch [6960] Speed: 661.61 samples/sec acc=0.499805
INFO:root:Epoch[9] Batch [6980] Speed: 661.25 samples/sec acc=0.512598
INFO:root:Epoch[9] Batch [7000] Speed: 661.99 samples/sec acc=0.505664
INFO:root:Epoch[9] Batch [7020] Speed: 661.92 samples/sec acc=0.508496
INFO:root:Epoch[9] Batch [7040] Speed: 661.09 samples/sec acc=0.502051
INFO:root:Epoch[9] Batch [7060] Speed: 662.27 samples/sec acc=0.504883
INFO:root:Epoch[9] Batch [7080] Speed: 661.38 samples/sec acc=0.511719
INFO:root:Epoch[9] Batch [7100] Speed: 661.90 samples/sec acc=0.508594
INFO:root:Epoch[9] Batch [7120] Speed: 661.90 samples/sec acc=0.508984
INFO:root:Epoch[9] Batch [7140] Speed: 661.86 samples/sec acc=0.508691
INFO:root:Epoch[9] Batch [7160] Speed: 662.13 samples/sec acc=0.507031
INFO:root:Epoch[9] Batch [7180] Speed: 662.90 samples/sec acc=0.508691
INFO:root:Epoch[9] Batch [7200] Speed: 662.94 samples/sec acc=0.509961
INFO:root:Epoch[9] Batch [7220] Speed: 662.17 samples/sec acc=0.503613
INFO:root:Epoch[9] Batch [7240] Speed: 661.95 samples/sec acc=0.505957
INFO:root:Epoch[9] Batch [7260] Speed: 662.50 samples/sec acc=0.504395
INFO:root:Epoch[9] Batch [7280] Speed: 662.35 samples/sec acc=0.510254
INFO:root:Epoch[9] Batch [7300] Speed: 662.92 samples/sec acc=0.507129
INFO:root:Epoch[9] Batch [7320] Speed: 663.28 samples/sec acc=0.512207
lr-batch-epoch: 0.01 7328 9
INFO:root:Epoch[9] Batch [7340] Speed: 673.43 samples/sec acc=0.504395
INFO:root:Epoch[9] Batch [7360] Speed: 662.14 samples/sec acc=0.507031
INFO:root:Epoch[9] Batch [7380] Speed: 662.52 samples/sec acc=0.499512
INFO:root:Epoch[9] Batch [7400] Speed: 661.93 samples/sec acc=0.504687
INFO:root:Epoch[9] Batch [7420] Speed: 663.24 samples/sec acc=0.496191
INFO:root:Epoch[9] Batch [7440] Speed: 661.83 samples/sec acc=0.507227
INFO:root:Epoch[9] Batch [7460] Speed: 662.80 samples/sec acc=0.515625
INFO:root:Epoch[9] Batch [7480] Speed: 663.18 samples/sec acc=0.500195
INFO:root:Epoch[9] Batch [7500] Speed: 662.56 samples/sec acc=0.511523
INFO:root:Epoch[9] Train-acc=0.494575
INFO:root:Epoch[9] Time cost=6220.531
call reset()
INFO:root:Epoch[10] Batch [20] Speed: 656.37 samples/sec acc=0.562686
INFO:root:Epoch[10] Batch [40] Speed: 662.70 samples/sec acc=0.573242
INFO:root:Epoch[10] Batch [60] Speed: 662.41 samples/sec acc=0.568652
INFO:root:Epoch[10] Batch [80] Speed: 662.11 samples/sec acc=0.573438
INFO:root:Epoch[10] Batch [100] Speed: 649.89 samples/sec acc=0.571582
INFO:root:Epoch[10] Batch [120] Speed: 663.32 samples/sec acc=0.569238
INFO:root:Epoch[10] Batch [140] Speed: 661.99 samples/sec acc=0.567969
INFO:root:Epoch[10] Batch [160] Speed: 662.46 samples/sec acc=0.570215
INFO:root:Epoch[10] Batch [180] Speed: 662.94 samples/sec acc=0.569434
INFO:root:Epoch[10] Batch [200] Speed: 648.88 samples/sec acc=0.568359
INFO:root:Epoch[10] Batch [220] Speed: 662.10 samples/sec acc=0.570703
INFO:root:Epoch[10] Batch [240] Speed: 662.05 samples/sec acc=0.556445
INFO:root:Epoch[10] Batch [260] Speed: 661.54 samples/sec acc=0.555859
INFO:root:Epoch[10] Batch [280] Speed: 661.71 samples/sec acc=0.565527
INFO:root:Epoch[10] Batch [300] Speed: 661.64 samples/sec acc=0.559961
INFO:root:Epoch[10] Batch [320] Speed: 661.54 samples/sec acc=0.554492
INFO:root:Epoch[10] Batch [340] Speed: 662.55 samples/sec acc=0.562207
INFO:root:Epoch[10] Batch [360] Speed: 662.66 samples/sec acc=0.570020
INFO:root:Epoch[10] Batch [380] Speed: 661.60 samples/sec acc=0.557227
INFO:root:Epoch[10] Batch [400] Speed: 661.85 samples/sec acc=0.558496
INFO:root:Epoch[10] Batch [420] Speed: 663.39 samples/sec acc=0.559766
INFO:root:Epoch[10] Batch [440] Speed: 654.99 samples/sec acc=0.564551
INFO:root:Epoch[10] Batch [460] Speed: 662.77 samples/sec acc=0.556738
INFO:root:Epoch[10] Batch [480] Speed: 662.70 samples/sec acc=0.553613
INFO:root:Epoch[10] Batch [500] Speed: 661.84 samples/sec acc=0.558398
INFO:root:Epoch[10] Batch [520] Speed: 662.20 samples/sec acc=0.557520
INFO:root:Epoch[10] Batch [540] Speed: 663.36 samples/sec acc=0.549219
INFO:root:Epoch[10] Batch [560] Speed: 662.10 samples/sec acc=0.550391
INFO:root:Epoch[10] Batch [580] Speed: 663.33 samples/sec acc=0.550781
INFO:root:Epoch[10] Batch [600] Speed: 659.12 samples/sec acc=0.552539
INFO:root:Epoch[10] Batch [620] Speed: 677.53 samples/sec acc=0.550684
INFO:root:Epoch[10] Batch [640] Speed: 662.77 samples/sec acc=0.543066
INFO:root:Epoch[10] Batch [660] Speed: 662.42 samples/sec acc=0.545410
INFO:root:Epoch[10] Batch [680] Speed: 662.62 samples/sec acc=0.543750
INFO:root:Epoch[10] Batch [700] Speed: 661.89 samples/sec acc=0.543555
INFO:root:Epoch[10] Batch [720] Speed: 662.67 samples/sec acc=0.551660
INFO:root:Epoch[10] Batch [740] Speed: 662.04 samples/sec acc=0.538477
INFO:root:Epoch[10] Batch [760] Speed: 663.28 samples/sec acc=0.545117
INFO:root:Epoch[10] Batch [780] Speed: 662.89 samples/sec acc=0.541113
INFO:root:Epoch[10] Batch [800] Speed: 662.29 samples/sec acc=0.542676
[76000][MARGIN]0.766518,0.368607
lr-batch-epoch: 0.01 809 10
testing verification..
(14000, 512)
infer time 21.345826
[cfp_ff][76000]XNorm: 22.003889
[cfp_ff][76000]Accuracy-Flip: 0.99714+-0.00230
testing verification..
(14000, 512)
infer time 24.937849
[cfp_fp][76000]XNorm: 18.870976
[cfp_fp][76000]Accuracy-Flip: 0.90100+-0.01268
testing verification..
(12000, 512)
infer time 19.077448
[agedb_30][76000]XNorm: 21.995266
[agedb_30][76000]Accuracy-Flip: 0.97067+-0.00779
testing verification..
(12000, 512)
infer time 19.046583
[lfw][76000]XNorm: 22.148182
[lfw][76000]Accuracy-Flip: 0.99683+-0.00293
[76000]Accuracy-Highest: 0.99717
INFO:root:Epoch[10] Batch [820] Speed: 85.54 samples/sec acc=0.548340
INFO:root:Epoch[10] Batch [840] Speed: 650.51 samples/sec acc=0.546094
INFO:root:Epoch[10] Batch [860] Speed: 678.89 samples/sec acc=0.546289
INFO:root:Epoch[10] Batch [880] Speed: 658.34 samples/sec acc=0.539941
INFO:root:Epoch[10] Batch [900] Speed: 662.61 samples/sec acc=0.538574
INFO:root:Epoch[10] Batch [920] Speed: 637.39 samples/sec acc=0.548535
INFO:root:Epoch[10] Batch [940] Speed: 661.71 samples/sec acc=0.550195
INFO:root:Epoch[10] Batch [960] Speed: 662.33 samples/sec acc=0.539551
INFO:root:Epoch[10] Batch [980] Speed: 661.54 samples/sec acc=0.539844
INFO:root:Epoch[10] Batch [1000] Speed: 656.81 samples/sec acc=0.526172
INFO:root:Epoch[10] Batch [1020] Speed: 660.63 samples/sec acc=0.534375
INFO:root:Epoch[10] Batch [1040] Speed: 662.14 samples/sec acc=0.529785
INFO:root:Epoch[10] Batch [1060] Speed: 662.82 samples/sec acc=0.537891
INFO:root:Epoch[10] Batch [1080] Speed: 661.59 samples/sec acc=0.529687
INFO:root:Epoch[10] Batch [1100] Speed: 661.61 samples/sec acc=0.540137
INFO:root:Epoch[10] Batch [1120] Speed: 654.03 samples/sec acc=0.525781
INFO:root:Epoch[10] Batch [1140] Speed: 645.43 samples/sec acc=0.523828
INFO:root:Epoch[10] Batch [1160] Speed: 655.88 samples/sec acc=0.538184
INFO:root:Epoch[10] Batch [1180] Speed: 659.75 samples/sec acc=0.537402
INFO:root:Epoch[10] Batch [1200] Speed: 662.69 samples/sec acc=0.535645
INFO:root:Epoch[10] Batch [1220] Speed: 661.87 samples/sec acc=0.532617
INFO:root:Epoch[10] Batch [1240] Speed: 642.59 samples/sec acc=0.528223
INFO:root:Epoch[10] Batch [1260] Speed: 642.67 samples/sec acc=0.531055
INFO:root:Epoch[10] Batch [1280] Speed: 661.76 samples/sec acc=0.532129
INFO:root:Epoch[10] Batch [1300] Speed: 662.51 samples/sec acc=0.523340
INFO:root:Epoch[10] Batch [1320] Speed: 652.05 samples/sec acc=0.530176
INFO:root:Epoch[10] Batch [1340] Speed: 662.16 samples/sec acc=0.532813
INFO:root:Epoch[10] Batch [1360] Speed: 657.98 samples/sec acc=0.521582
INFO:root:Epoch[10] Batch [1380] Speed: 662.55 samples/sec acc=0.528809
INFO:root:Epoch[10] Batch [1400] Speed: 662.14 samples/sec acc=0.529687
INFO:root:Epoch[10] Batch [1420] Speed: 662.09 samples/sec acc=0.523340
INFO:root:Epoch[10] Batch [1440] Speed: 663.28 samples/sec acc=0.536719
INFO:root:Epoch[10] Batch [1460] Speed: 661.95 samples/sec acc=0.524316
INFO:root:Epoch[10] Batch [1480] Speed: 628.56 samples/sec acc=0.536133
INFO:root:Epoch[10] Batch [1500] Speed: 662.72 samples/sec acc=0.524121
INFO:root:Epoch[10] Batch [1520] Speed: 657.61 samples/sec acc=0.531738
INFO:root:Epoch[10] Batch [1540] Speed: 646.28 samples/sec acc=0.531055
INFO:root:Epoch[10] Batch [1560] Speed: 663.10 samples/sec acc=0.522070
INFO:root:Epoch[10] Batch [1580] Speed: 644.19 samples/sec acc=0.523145
INFO:root:Epoch[10] Batch [1600] Speed: 668.17 samples/sec acc=0.515820
INFO:root:Epoch[10] Batch [1620] Speed: 662.17 samples/sec acc=0.527637
INFO:root:Epoch[10] Batch [1640] Speed: 662.61 samples/sec acc=0.516992
INFO:root:Epoch[10] Batch [1660] Speed: 657.86 samples/sec acc=0.525293
INFO:root:Epoch[10] Batch [1680] Speed: 663.19 samples/sec acc=0.512109
INFO:root:Epoch[10] Batch [1700] Speed: 655.94 samples/sec acc=0.536426
INFO:root:Epoch[10] Batch [1720] Speed: 662.02 samples/sec acc=0.520117
INFO:root:Epoch[10] Batch [1740] Speed: 663.35 samples/sec acc=0.524707
INFO:root:Epoch[10] Batch [1760] Speed: 661.70 samples/sec acc=0.521973
INFO:root:Epoch[10] Batch [1780] Speed: 664.95 samples/sec acc=0.514746
INFO:root:Epoch[10] Batch [1800] Speed: 662.84 samples/sec acc=0.507812
lr-batch-epoch: 0.01 1809 10
INFO:root:Epoch[10] Batch [1820] Speed: 663.07 samples/sec acc=0.522070
INFO:root:Epoch[10] Batch [1840] Speed: 661.54 samples/sec acc=0.523828
INFO:root:Epoch[10] Batch [1860] Speed: 656.46 samples/sec acc=0.522852
INFO:root:Epoch[10] Batch [1880] Speed: 673.98 samples/sec acc=0.522559
INFO:root:Epoch[10] Batch [1900] Speed: 674.91 samples/sec acc=0.523438
INFO:root:Epoch[10] Batch [1920] Speed: 636.93 samples/sec acc=0.525293
INFO:root:Epoch[10] Batch [1940] Speed: 639.67 samples/sec acc=0.514844
INFO:root:Epoch[10] Batch [1960] Speed: 662.24 samples/sec acc=0.522754
INFO:root:Epoch[10] Batch [1980] Speed: 663.18 samples/sec acc=0.520801
INFO:root:Epoch[10] Batch [2000] Speed: 651.25 samples/sec acc=0.513672
INFO:root:Epoch[10] Batch [2020] Speed: 661.46 samples/sec acc=0.515527
INFO:root:Epoch[10] Batch [2040] Speed: 662.35 samples/sec acc=0.527930
INFO:root:Epoch[10] Batch [2060] Speed: 648.15 samples/sec acc=0.522754
INFO:root:Epoch[10] Batch [2080] Speed: 662.42 samples/sec acc=0.515137
INFO:root:Epoch[10] Batch [2100] Speed: 662.42 samples/sec acc=0.531250
INFO:root:Epoch[10] Batch [2120] Speed: 661.77 samples/sec acc=0.524707
INFO:root:Epoch[10] Batch [2140] Speed: 661.41 samples/sec acc=0.512305
INFO:root:Epoch[10] Batch [2160] Speed: 661.65 samples/sec acc=0.512891
INFO:root:Epoch[10] Batch [2180] Speed: 662.07 samples/sec acc=0.521875
INFO:root:Epoch[10] Batch [2200] Speed: 660.89 samples/sec acc=0.526855
INFO:root:Epoch[10] Batch [2220] Speed: 675.81 samples/sec acc=0.520312
INFO:root:Epoch[10] Batch [2240] Speed: 667.51 samples/sec acc=0.514551
INFO:root:Epoch[10] Batch [2260] Speed: 661.34 samples/sec acc=0.517676
INFO:root:Epoch[10] Batch [2280] Speed: 662.16 samples/sec acc=0.525293
INFO:root:Epoch[10] Batch [2300] Speed: 660.90 samples/sec acc=0.525195
INFO:root:Epoch[10] Batch [2320] Speed: 668.63 samples/sec acc=0.521484
INFO:root:Epoch[10] Batch [2340] Speed: 661.97 samples/sec acc=0.528711
INFO:root:Epoch[10] Batch [2360] Speed: 661.82 samples/sec acc=0.515625
INFO:root:Epoch[10] Batch [2380] Speed: 662.06 samples/sec acc=0.516309
INFO:root:Epoch[10] Batch [2400] Speed: 662.65 samples/sec acc=0.511816
INFO:root:Epoch[10] Batch [2420] Speed: 661.43 samples/sec acc=0.515820
INFO:root:Epoch[10] Batch [2440] Speed: 662.54 samples/sec acc=0.515039
INFO:root:Epoch[10] Batch [2460] Speed: 662.99 samples/sec acc=0.521289
INFO:root:Epoch[10] Batch [2480] Speed: 661.58 samples/sec acc=0.517676
INFO:root:Epoch[10] Batch [2500] Speed: 663.06 samples/sec acc=0.520898
INFO:root:Epoch[10] Batch [2520] Speed: 662.42 samples/sec acc=0.513770
INFO:root:Epoch[10] Batch [2540] Speed: 661.06 samples/sec acc=0.512402
INFO:root:Epoch[10] Batch [2560] Speed: 661.99 samples/sec acc=0.507910
INFO:root:Epoch[10] Batch [2580] Speed: 663.06 samples/sec acc=0.523633
INFO:root:Epoch[10] Batch [2600] Speed: 662.34 samples/sec acc=0.521680
INFO:root:Epoch[10] Batch [2620] Speed: 662.66 samples/sec acc=0.512207
INFO:root:Epoch[10] Batch [2640] Speed: 662.69 samples/sec acc=0.517383
INFO:root:Epoch[10] Batch [2660] Speed: 661.49 samples/sec acc=0.517188
INFO:root:Epoch[10] Batch [2680] Speed: 662.29 samples/sec acc=0.515527
INFO:root:Epoch[10] Batch [2700] Speed: 661.23 samples/sec acc=0.514551
INFO:root:Epoch[10] Batch [2720] Speed: 671.05 samples/sec acc=0.512500
INFO:root:Epoch[10] Batch [2740] Speed: 649.85 samples/sec acc=0.519043
INFO:root:Epoch[10] Batch [2760] Speed: 663.05 samples/sec acc=0.512500
INFO:root:Epoch[10] Batch [2780] Speed: 655.80 samples/sec acc=0.514648
INFO:root:Epoch[10] Batch [2800] Speed: 643.86 samples/sec acc=0.518848
[78000][MARGIN]0.763951,0.365564
lr-batch-epoch: 0.01 2809 10
testing verification..
(14000, 512)
infer time 22.305833
[cfp_ff][78000]XNorm: 21.742797
[cfp_ff][78000]Accuracy-Flip: 0.99743+-0.00246
testing verification..
(14000, 512)
infer time 20.541787
[cfp_fp][78000]XNorm: 18.882740
[cfp_fp][78000]Accuracy-Flip: 0.90014+-0.01820
testing verification..
(12000, 512)
infer time 16.556826
[agedb_30][78000]XNorm: 21.761145
[agedb_30][78000]Accuracy-Flip: 0.97050+-0.00683
testing verification..
(12000, 512)
infer time 17.500644
[lfw][78000]XNorm: 21.933259
[lfw][78000]Accuracy-Flip: 0.99683+-0.00217
[78000]Accuracy-Highest: 0.99717
INFO:root:Epoch[10] Batch [2820] Speed: 92.25 samples/sec acc=0.520312
INFO:root:Epoch[10] Batch [2840] Speed: 661.65 samples/sec acc=0.522559
INFO:root:Epoch[10] Batch [2860] Speed: 662.77 samples/sec acc=0.515625
INFO:root:Epoch[10] Batch [2880] Speed: 662.95 samples/sec acc=0.511426
INFO:root:Epoch[10] Batch [2900] Speed: 661.86 samples/sec acc=0.516406
INFO:root:Epoch[10] Batch [2920] Speed: 662.70 samples/sec acc=0.514160
INFO:root:Epoch[10] Batch [2940] Speed: 662.82 samples/sec acc=0.510938
INFO:root:Epoch[10] Batch [2960] Speed: 662.02 samples/sec acc=0.501660
INFO:root:Epoch[10] Batch [2980] Speed: 662.04 samples/sec acc=0.512793
INFO:root:Epoch[10] Batch [3000] Speed: 662.37 samples/sec acc=0.515527
INFO:root:Epoch[10] Batch [3020] Speed: 660.03 samples/sec acc=0.514160
INFO:root:Epoch[10] Batch [3040] Speed: 666.67 samples/sec acc=0.523047
INFO:root:Epoch[10] Batch [3060] Speed: 649.15 samples/sec acc=0.520605
INFO:root:Epoch[10] Batch [3080] Speed: 661.78 samples/sec acc=0.514258
INFO:root:Epoch[10] Batch [3100] Speed: 661.87 samples/sec acc=0.519336
INFO:root:Epoch[10] Batch [3120] Speed: 662.36 samples/sec acc=0.516992
INFO:root:Epoch[10] Batch [3140] Speed: 658.33 samples/sec acc=0.513770
INFO:root:Epoch[10] Batch [3160] Speed: 662.19 samples/sec acc=0.510840
INFO:root:Epoch[10] Batch [3180] Speed: 655.44 samples/sec acc=0.511426
INFO:root:Epoch[10] Batch [3200] Speed: 678.06 samples/sec acc=0.516797
INFO:root:Epoch[10] Batch [3220] Speed: 668.03 samples/sec acc=0.507324
INFO:root:Epoch[10] Batch [3240] Speed: 662.59 samples/sec acc=0.519531
INFO:root:Epoch[10] Batch [3260] Speed: 661.80 samples/sec acc=0.513672
INFO:root:Epoch[10] Batch [3280] Speed: 662.00 samples/sec acc=0.515625
INFO:root:Epoch[10] Batch [3300] Speed: 662.83 samples/sec acc=0.520215
INFO:root:Epoch[10] Batch [3320] Speed: 661.45 samples/sec acc=0.520312
INFO:root:Epoch[10] Batch [3340] Speed: 662.13 samples/sec acc=0.507910
INFO:root:Epoch[10] Batch [3360] Speed: 662.98 samples/sec acc=0.508594
INFO:root:Epoch[10] Batch [3380] Speed: 660.89 samples/sec acc=0.515625
INFO:root:Epoch[10] Batch [3400] Speed: 662.11 samples/sec acc=0.519629
INFO:root:Epoch[10] Batch [3420] Speed: 663.03 samples/sec acc=0.517676
INFO:root:Epoch[10] Batch [3440] Speed: 661.58 samples/sec acc=0.514941
INFO:root:Epoch[10] Batch [3460] Speed: 661.81 samples/sec acc=0.514648
INFO:root:Epoch[10] Batch [3480] Speed: 662.38 samples/sec acc=0.510254
INFO:root:Epoch[10] Batch [3500] Speed: 659.37 samples/sec acc=0.515039
INFO:root:Epoch[10] Batch [3520] Speed: 664.48 samples/sec acc=0.512109
INFO:root:Epoch[10] Batch [3540] Speed: 662.64 samples/sec acc=0.502930
INFO:root:Epoch[10] Batch [3560] Speed: 662.15 samples/sec acc=0.500977
INFO:root:Epoch[10] Batch [3580] Speed: 662.73 samples/sec acc=0.521094
INFO:root:Epoch[10] Batch [3600] Speed: 663.40 samples/sec acc=0.513086
INFO:root:Epoch[10] Batch [3620] Speed: 662.68 samples/sec acc=0.514258
INFO:root:Epoch[10] Batch [3640] Speed: 662.94 samples/sec acc=0.510742
INFO:root:Epoch[10] Batch [3660] Speed: 662.25 samples/sec acc=0.506836
INFO:root:Epoch[10] Batch [3680] Speed: 661.13 samples/sec acc=0.515039
INFO:root:Epoch[10] Batch [3700] Speed: 661.54 samples/sec acc=0.507715
INFO:root:Epoch[10] Batch [3720] Speed: 662.39 samples/sec acc=0.507129
INFO:root:Epoch[10] Batch [3740] Speed: 661.16 samples/sec acc=0.509277
INFO:root:Epoch[10] Batch [3760] Speed: 662.50 samples/sec acc=0.513770
INFO:root:Epoch[10] Batch [3780] Speed: 661.38 samples/sec acc=0.510547
INFO:root:Epoch[10] Batch [3800] Speed: 668.29 samples/sec acc=0.512207
lr-batch-epoch: 0.01 3809 10
INFO:root:Epoch[10] Batch [3820] Speed: 661.98 samples/sec acc=0.515332
INFO:root:Epoch[10] Batch [3840] Speed: 661.72 samples/sec acc=0.509961
INFO:root:Epoch[10] Batch [3860] Speed: 662.31 samples/sec acc=0.516504
INFO:root:Epoch[10] Batch [3880] Speed: 662.12 samples/sec acc=0.516309
INFO:root:Epoch[10] Batch [3900] Speed: 661.82 samples/sec acc=0.509668
INFO:root:Epoch[10] Batch [3920] Speed: 661.37 samples/sec acc=0.505176
INFO:root:Epoch[10] Batch [3940] Speed: 661.32 samples/sec acc=0.508594
INFO:root:Epoch[10] Batch [3960] Speed: 662.50 samples/sec acc=0.513770
INFO:root:Epoch[10] Batch [3980] Speed: 661.19 samples/sec acc=0.515234
INFO:root:Epoch[10] Batch [4000] Speed: 661.51 samples/sec acc=0.513184
INFO:root:Epoch[10] Batch [4020] Speed: 662.09 samples/sec acc=0.506836
INFO:root:Epoch[10] Batch [4040] Speed: 661.66 samples/sec acc=0.502832
INFO:root:Epoch[10] Batch [4060] Speed: 660.81 samples/sec acc=0.515625
INFO:root:Epoch[10] Batch [4080] Speed: 641.06 samples/sec acc=0.513965
INFO:root:Epoch[10] Batch [4100] Speed: 661.29 samples/sec acc=0.508887
INFO:root:Epoch[10] Batch [4120] Speed: 661.94 samples/sec acc=0.518457
INFO:root:Epoch[10] Batch [4140] Speed: 662.06 samples/sec acc=0.504785
INFO:root:Epoch[10] Batch [4160] Speed: 661.90 samples/sec acc=0.508789
INFO:root:Epoch[10] Batch [4180] Speed: 662.09 samples/sec acc=0.516406
INFO:root:Epoch[10] Batch [4200] Speed: 662.36 samples/sec acc=0.506641
INFO:root:Epoch[10] Batch [4220] Speed: 649.50 samples/sec acc=0.504492
INFO:root:Epoch[10] Batch [4240] Speed: 661.27 samples/sec acc=0.503906
INFO:root:Epoch[10] Batch [4260] Speed: 662.82 samples/sec acc=0.512988
INFO:root:Epoch[10] Batch [4280] Speed: 661.64 samples/sec acc=0.508984
INFO:root:Epoch[10] Batch [4300] Speed: 662.20 samples/sec acc=0.522852
INFO:root:Epoch[10] Batch [4320] Speed: 662.35 samples/sec acc=0.514844
INFO:root:Epoch[10] Batch [4340] Speed: 661.69 samples/sec acc=0.516309
INFO:root:Epoch[10] Batch [4360] Speed: 661.98 samples/sec acc=0.519922
INFO:root:Epoch[10] Batch [4380] Speed: 662.40 samples/sec acc=0.514160
INFO:root:Epoch[10] Batch [4400] Speed: 661.94 samples/sec acc=0.514746
INFO:root:Epoch[10] Batch [4420] Speed: 661.95 samples/sec acc=0.510254
INFO:root:Epoch[10] Batch [4440] Speed: 661.79 samples/sec acc=0.505273
INFO:root:Epoch[10] Batch [4460] Speed: 661.85 samples/sec acc=0.509473
INFO:root:Epoch[10] Batch [4480] Speed: 661.30 samples/sec acc=0.515137
INFO:root:Epoch[10] Batch [4500] Speed: 662.09 samples/sec acc=0.508887
INFO:root:Epoch[10] Batch [4520] Speed: 661.66 samples/sec acc=0.512891
INFO:root:Epoch[10] Batch [4540] Speed: 661.62 samples/sec acc=0.511523
INFO:root:Epoch[10] Batch [4560] Speed: 662.46 samples/sec acc=0.512109
INFO:root:Epoch[10] Batch [4580] Speed: 657.30 samples/sec acc=0.510254
INFO:root:Epoch[10] Batch [4600] Speed: 664.14 samples/sec acc=0.513867
INFO:root:Epoch[10] Batch [4620] Speed: 662.11 samples/sec acc=0.515918
INFO:root:Epoch[10] Batch [4640] Speed: 662.15 samples/sec acc=0.504297
INFO:root:Epoch[10] Batch [4660] Speed: 662.22 samples/sec acc=0.515918
INFO:root:Epoch[10] Batch [4680] Speed: 662.00 samples/sec acc=0.509180
INFO:root:Epoch[10] Batch [4700] Speed: 656.05 samples/sec acc=0.508887
INFO:root:Epoch[10] Batch [4720] Speed: 661.71 samples/sec acc=0.511914
INFO:root:Epoch[10] Batch [4740] Speed: 662.36 samples/sec acc=0.498730
INFO:root:Epoch[10] Batch [4760] Speed: 661.53 samples/sec acc=0.511328
INFO:root:Epoch[10] Batch [4780] Speed: 662.24 samples/sec acc=0.505762
INFO:root:Epoch[10] Batch [4800] Speed: 662.22 samples/sec acc=0.513867
[80000][MARGIN]0.757792,0.356637
lr change to 0.001
lr-batch-epoch: 0.001 4809 10
testing verification..
(14000, 512)
infer time 20.193704
[cfp_ff][80000]XNorm: 21.835066
[cfp_ff][80000]Accuracy-Flip: 0.99686+-0.00246
testing verification..
(14000, 512)
infer time 18.215044
[cfp_fp][80000]XNorm: 19.073938
[cfp_fp][80000]Accuracy-Flip: 0.90757+-0.01565
testing verification..
(12000, 512)
infer time 14.828748
[agedb_30][80000]XNorm: 22.301100
[agedb_30][80000]Accuracy-Flip: 0.96883+-0.00771
testing verification..
(12000, 512)
infer time 14.81863
[lfw][80000]XNorm: 22.352697
[lfw][80000]Accuracy-Flip: 0.99617+-0.00350
[80000]Accuracy-Highest: 0.99717
INFO:root:Epoch[10] Batch [4820] Speed: 100.70 samples/sec acc=0.485156
INFO:root:Epoch[10] Batch [4840] Speed: 661.51 samples/sec acc=0.479785
INFO:root:Epoch[10] Batch [4860] Speed: 662.07 samples/sec acc=0.509570
INFO:root:Epoch[10] Batch [4880] Speed: 661.71 samples/sec acc=0.533594
INFO:root:Epoch[10] Batch [4900] Speed: 659.34 samples/sec acc=0.533789
INFO:root:Epoch[10] Batch [4920] Speed: 661.61 samples/sec acc=0.554004
INFO:root:Epoch[10] Batch [4940] Speed: 660.77 samples/sec acc=0.545508
INFO:root:Epoch[10] Batch [4960] Speed: 662.51 samples/sec acc=0.560742
INFO:root:Epoch[10] Batch [4980] Speed: 662.20 samples/sec acc=0.569629
INFO:root:Epoch[10] Batch [5000] Speed: 660.65 samples/sec acc=0.560742
INFO:root:Epoch[10] Batch [5020] Speed: 649.35 samples/sec acc=0.566309
INFO:root:Epoch[10] Batch [5040] Speed: 651.36 samples/sec acc=0.561914
INFO:root:Epoch[10] Batch [5060] Speed: 661.99 samples/sec acc=0.562988
INFO:root:Epoch[10] Batch [5080] Speed: 661.57 samples/sec acc=0.575684
INFO:root:Epoch[10] Batch [5100] Speed: 662.19 samples/sec acc=0.577734
INFO:root:Epoch[10] Batch [5120] Speed: 661.94 samples/sec acc=0.573438
INFO:root:Epoch[10] Batch [5140] Speed: 662.21 samples/sec acc=0.579883
INFO:root:Epoch[10] Batch [5160] Speed: 662.53 samples/sec acc=0.580859
INFO:root:Epoch[10] Batch [5180] Speed: 656.48 samples/sec acc=0.572070
INFO:root:Epoch[10] Batch [5200] Speed: 660.39 samples/sec acc=0.587305
INFO:root:Epoch[10] Batch [5220] Speed: 655.62 samples/sec acc=0.578223
INFO:root:Epoch[10] Batch [5240] Speed: 661.59 samples/sec acc=0.580176
INFO:root:Epoch[10] Batch [5260] Speed: 661.71 samples/sec acc=0.586230
INFO:root:Epoch[10] Batch [5280] Speed: 657.49 samples/sec acc=0.579785
INFO:root:Epoch[10] Batch [5300] Speed: 650.05 samples/sec acc=0.582715
INFO:root:Epoch[10] Batch [5320] Speed: 662.82 samples/sec acc=0.587891
INFO:root:Epoch[10] Batch [5340] Speed: 662.62 samples/sec acc=0.578613
INFO:root:Epoch[10] Batch [5360] Speed: 642.86 samples/sec acc=0.583203
INFO:root:Epoch[10] Batch [5380] Speed: 662.66 samples/sec acc=0.586035
INFO:root:Epoch[10] Batch [5400] Speed: 665.24 samples/sec acc=0.589648
INFO:root:Epoch[10] Batch [5420] Speed: 661.20 samples/sec acc=0.584082
INFO:root:Epoch[10] Batch [5440] Speed: 661.75 samples/sec acc=0.582715
INFO:root:Epoch[10] Batch [5460] Speed: 662.44 samples/sec acc=0.591406
INFO:root:Epoch[10] Batch [5480] Speed: 661.14 samples/sec acc=0.586621
INFO:root:Epoch[10] Batch [5500] Speed: 661.79 samples/sec acc=0.591797
INFO:root:Epoch[10] Batch [5520] Speed: 648.42 samples/sec acc=0.597754
INFO:root:Epoch[10] Batch [5540] Speed: 672.93 samples/sec acc=0.599414
INFO:root:Epoch[10] Batch [5560] Speed: 662.42 samples/sec acc=0.597461
INFO:root:Epoch[10] Batch [5580] Speed: 662.10 samples/sec acc=0.597656
INFO:root:Epoch[10] Batch [5600] Speed: 661.51 samples/sec acc=0.604102
INFO:root:Epoch[10] Batch [5620] Speed: 661.90 samples/sec acc=0.586719
INFO:root:Epoch[10] Batch [5640] Speed: 662.20 samples/sec acc=0.598730
INFO:root:Epoch[10] Batch [5660] Speed: 661.40 samples/sec acc=0.598437
INFO:root:Epoch[10] Batch [5680] Speed: 662.36 samples/sec acc=0.601953
INFO:root:Epoch[10] Batch [5700] Speed: 661.73 samples/sec acc=0.604004
INFO:root:Epoch[10] Batch [5720] Speed: 661.01 samples/sec acc=0.603027
INFO:root:Epoch[10] Batch [5740] Speed: 661.64 samples/sec acc=0.605078
INFO:root:Epoch[10] Batch [5760] Speed: 653.45 samples/sec acc=0.604590
INFO:root:Epoch[10] Batch [5780] Speed: 666.89 samples/sec acc=0.601074
INFO:root:Epoch[10] Batch [5800] Speed: 652.31 samples/sec acc=0.612305
lr-batch-epoch: 0.001 5809 10
INFO:root:Epoch[10] Batch [5820] Speed: 670.74 samples/sec acc=0.613184
INFO:root:Epoch[10] Batch [5840] Speed: 661.20 samples/sec acc=0.600391
INFO:root:Epoch[10] Batch [5860] Speed: 662.13 samples/sec acc=0.596582
INFO:root:Epoch[10] Batch [5880] Speed: 651.04 samples/sec acc=0.603320
INFO:root:Epoch[10] Batch [5900] Speed: 661.14 samples/sec acc=0.611426
INFO:root:Epoch[10] Batch [5920] Speed: 660.84 samples/sec acc=0.610840
INFO:root:Epoch[10] Batch [5940] Speed: 659.71 samples/sec acc=0.608301
INFO:root:Epoch[10] Batch [5960] Speed: 662.08 samples/sec acc=0.609570
INFO:root:Epoch[10] Batch [5980] Speed: 661.93 samples/sec acc=0.615332
INFO:root:Epoch[10] Batch [6000] Speed: 659.89 samples/sec acc=0.614355
INFO:root:Epoch[10] Batch [6020] Speed: 661.95 samples/sec acc=0.607227
INFO:root:Epoch[10] Batch [6040] Speed: 661.60 samples/sec acc=0.610156
INFO:root:Epoch[10] Batch [6060] Speed: 662.72 samples/sec acc=0.613965
INFO:root:Epoch[10] Batch [6080] Speed: 661.70 samples/sec acc=0.612695
INFO:root:Epoch[10] Batch [6100] Speed: 661.85 samples/sec acc=0.612695
INFO:root:Epoch[10] Batch [6120] Speed: 662.35 samples/sec acc=0.620410
INFO:root:Epoch[10] Batch [6140] Speed: 661.86 samples/sec acc=0.614648
INFO:root:Epoch[10] Batch [6160] Speed: 646.63 samples/sec acc=0.614551
INFO:root:Epoch[10] Batch [6180] Speed: 652.10 samples/sec acc=0.616113
INFO:root:Epoch[10] Batch [6200] Speed: 659.59 samples/sec acc=0.612012
INFO:root:Epoch[10] Batch [6220] Speed: 663.49 samples/sec acc=0.615332
INFO:root:Epoch[10] Batch [6240] Speed: 649.58 samples/sec acc=0.615918
INFO:root:Epoch[10] Batch [6260] Speed: 661.33 samples/sec acc=0.613379
INFO:root:Epoch[10] Batch [6280] Speed: 661.48 samples/sec acc=0.612305
INFO:root:Epoch[10] Batch [6300] Speed: 662.48 samples/sec acc=0.608789
INFO:root:Epoch[10] Batch [6320] Speed: 666.84 samples/sec acc=0.625977
INFO:root:Epoch[10] Batch [6340] Speed: 661.62 samples/sec acc=0.615039
INFO:root:Epoch[10] Batch [6360] Speed: 662.50 samples/sec acc=0.618457
INFO:root:Epoch[10] Batch [6380] Speed: 658.99 samples/sec acc=0.620996
INFO:root:Epoch[10] Batch [6400] Speed: 662.38 samples/sec acc=0.624902
INFO:root:Epoch[10] Batch [6420] Speed: 662.59 samples/sec acc=0.619043
INFO:root:Epoch[10] Batch [6440] Speed: 661.52 samples/sec acc=0.624219
INFO:root:Epoch[10] Batch [6460] Speed: 661.98 samples/sec acc=0.626465
INFO:root:Epoch[10] Batch [6480] Speed: 662.33 samples/sec acc=0.624609
INFO:root:Epoch[10] Batch [6500] Speed: 661.43 samples/sec acc=0.615625
INFO:root:Epoch[10] Batch [6520] Speed: 662.08 samples/sec acc=0.617188
INFO:root:Epoch[10] Batch [6540] Speed: 662.44 samples/sec acc=0.622852
INFO:root:Epoch[10] Batch [6560] Speed: 668.89 samples/sec acc=0.623828
INFO:root:Epoch[10] Batch [6580] Speed: 657.25 samples/sec acc=0.629297
INFO:root:Epoch[10] Batch [6600] Speed: 662.63 samples/sec acc=0.619629
INFO:root:Epoch[10] Batch [6620] Speed: 661.48 samples/sec acc=0.628320
INFO:root:Epoch[10] Batch [6640] Speed: 661.40 samples/sec acc=0.622168
INFO:root:Epoch[10] Batch [6660] Speed: 661.12 samples/sec acc=0.623145
INFO:root:Epoch[10] Batch [6680] Speed: 661.53 samples/sec acc=0.629687
INFO:root:Epoch[10] Batch [6700] Speed: 661.27 samples/sec acc=0.623340
INFO:root:Epoch[10] Batch [6720] Speed: 662.32 samples/sec acc=0.629883
INFO:root:Epoch[10] Batch [6740] Speed: 661.56 samples/sec acc=0.626074
INFO:root:Epoch[10] Batch [6760] Speed: 662.13 samples/sec acc=0.630566
INFO:root:Epoch[10] Batch [6780] Speed: 662.29 samples/sec acc=0.628906
INFO:root:Epoch[10] Batch [6800] Speed: 662.13 samples/sec acc=0.625586
[82000][MARGIN]0.795547,0.411048
lr-batch-epoch: 0.001 6809 10
testing verification..
(14000, 512)
infer time 23.51775
[cfp_ff][82000]XNorm: 21.816110
[cfp_ff][82000]Accuracy-Flip: 0.99814+-0.00222
testing verification..
(14000, 512)
infer time 25.430244
[cfp_fp][82000]XNorm: 19.249503
[cfp_fp][82000]Accuracy-Flip: 0.92000+-0.01553
testing verification..
(12000, 512)
infer time 20.465929
[agedb_30][82000]XNorm: 22.299578
[agedb_30][82000]Accuracy-Flip: 0.97650+-0.00664
testing verification..
(12000, 512)
infer time 20.801524
[lfw][82000]XNorm: 22.182999
[lfw][82000]Accuracy-Flip: 0.99767+-0.00281
saving 41
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0041.params"
[82000]Accuracy-Highest: 0.99767
INFO:root:Epoch[10] Batch [6820] Speed: 78.65 samples/sec acc=0.624414
INFO:root:Epoch[10] Batch [6840] Speed: 662.41 samples/sec acc=0.634863
INFO:root:Epoch[10] Batch [6860] Speed: 661.77 samples/sec acc=0.632715
INFO:root:Epoch[10] Batch [6880] Speed: 661.81 samples/sec acc=0.620703
INFO:root:Epoch[10] Batch [6900] Speed: 665.16 samples/sec acc=0.635059
INFO:root:Epoch[10] Batch [6920] Speed: 645.79 samples/sec acc=0.630078
INFO:root:Epoch[10] Batch [6940] Speed: 651.71 samples/sec acc=0.639062
INFO:root:Epoch[10] Batch [6960] Speed: 645.37 samples/sec acc=0.639551
INFO:root:Epoch[10] Batch [6980] Speed: 669.54 samples/sec acc=0.632812
INFO:root:Epoch[10] Batch [7000] Speed: 661.93 samples/sec acc=0.631055
INFO:root:Epoch[10] Batch [7020] Speed: 663.21 samples/sec acc=0.626465
INFO:root:Epoch[10] Batch [7040] Speed: 651.73 samples/sec acc=0.632715
INFO:root:Epoch[10] Batch [7060] Speed: 627.33 samples/sec acc=0.638672
INFO:root:Epoch[10] Batch [7080] Speed: 664.37 samples/sec acc=0.638867
INFO:root:Epoch[10] Batch [7100] Speed: 657.87 samples/sec acc=0.635938
INFO:root:Epoch[10] Batch [7120] Speed: 665.13 samples/sec acc=0.629883
INFO:root:Epoch[10] Batch [7140] Speed: 661.72 samples/sec acc=0.627344
INFO:root:Epoch[10] Batch [7160] Speed: 659.49 samples/sec acc=0.645215
INFO:root:Epoch[10] Batch [7180] Speed: 653.52 samples/sec acc=0.635254
INFO:root:Epoch[10] Batch [7200] Speed: 624.98 samples/sec acc=0.644922
INFO:root:Epoch[10] Batch [7220] Speed: 654.33 samples/sec acc=0.636035
INFO:root:Epoch[10] Batch [7240] Speed: 662.73 samples/sec acc=0.639941
INFO:root:Epoch[10] Batch [7260] Speed: 662.53 samples/sec acc=0.639355
INFO:root:Epoch[10] Batch [7280] Speed: 661.53 samples/sec acc=0.636133
INFO:root:Epoch[10] Batch [7300] Speed: 662.77 samples/sec acc=0.633789
INFO:root:Epoch[10] Batch [7320] Speed: 662.60 samples/sec acc=0.642871
INFO:root:Epoch[10] Batch [7340] Speed: 661.51 samples/sec acc=0.635742
INFO:root:Epoch[10] Batch [7360] Speed: 618.70 samples/sec acc=0.633984
INFO:root:Epoch[10] Batch [7380] Speed: 646.58 samples/sec acc=0.638867
INFO:root:Epoch[10] Batch [7400] Speed: 661.66 samples/sec acc=0.642773
INFO:root:Epoch[10] Batch [7420] Speed: 660.14 samples/sec acc=0.637012
INFO:root:Epoch[10] Batch [7440] Speed: 662.69 samples/sec acc=0.635742
INFO:root:Epoch[10] Batch [7460] Speed: 661.37 samples/sec acc=0.631152
INFO:root:Epoch[10] Batch [7480] Speed: 662.18 samples/sec acc=0.640332
INFO:root:Epoch[10] Batch [7500] Speed: 662.74 samples/sec acc=0.629004
INFO:root:Epoch[10] Train-acc=0.643446
INFO:root:Epoch[10] Time cost=6231.634
call reset()
INFO:root:Epoch[11] Batch [20] Speed: 658.18 samples/sec acc=0.713077
INFO:root:Epoch[11] Batch [40] Speed: 662.09 samples/sec acc=0.717285
INFO:root:Epoch[11] Batch [60] Speed: 662.33 samples/sec acc=0.723145
INFO:root:Epoch[11] Batch [80] Speed: 648.65 samples/sec acc=0.722559
INFO:root:Epoch[11] Batch [100] Speed: 666.57 samples/sec acc=0.711914
INFO:root:Epoch[11] Batch [120] Speed: 655.94 samples/sec acc=0.723535
INFO:root:Epoch[11] Batch [140] Speed: 659.46 samples/sec acc=0.714063
INFO:root:Epoch[11] Batch [160] Speed: 662.45 samples/sec acc=0.720117
INFO:root:Epoch[11] Batch [180] Speed: 661.51 samples/sec acc=0.714160
INFO:root:Epoch[11] Batch [200] Speed: 661.18 samples/sec acc=0.718555
INFO:root:Epoch[11] Batch [220] Speed: 662.64 samples/sec acc=0.719824
INFO:root:Epoch[11] Batch [240] Speed: 661.38 samples/sec acc=0.718652
INFO:root:Epoch[11] Batch [260] Speed: 662.89 samples/sec acc=0.727637
INFO:root:Epoch[11] Batch [280] Speed: 653.24 samples/sec acc=0.721582
lr-batch-epoch: 0.001 290 11
INFO:root:Epoch[11] Batch [300] Speed: 657.62 samples/sec acc=0.721973
INFO:root:Epoch[11] Batch [320] Speed: 656.25 samples/sec acc=0.725098
INFO:root:Epoch[11] Batch [340] Speed: 653.91 samples/sec acc=0.720605
INFO:root:Epoch[11] Batch [360] Speed: 661.49 samples/sec acc=0.716309
INFO:root:Epoch[11] Batch [380] Speed: 660.46 samples/sec acc=0.720508
INFO:root:Epoch[11] Batch [400] Speed: 650.84 samples/sec acc=0.712305
INFO:root:Epoch[11] Batch [420] Speed: 667.02 samples/sec acc=0.726270
INFO:root:Epoch[11] Batch [440] Speed: 642.18 samples/sec acc=0.711816
INFO:root:Epoch[11] Batch [460] Speed: 661.97 samples/sec acc=0.717578
INFO:root:Epoch[11] Batch [480] Speed: 661.21 samples/sec acc=0.708496
INFO:root:Epoch[11] Batch [500] Speed: 661.64 samples/sec acc=0.720801
INFO:root:Epoch[11] Batch [520] Speed: 662.55 samples/sec acc=0.729297
INFO:root:Epoch[11] Batch [540] Speed: 661.36 samples/sec acc=0.713672
INFO:root:Epoch[11] Batch [560] Speed: 662.15 samples/sec acc=0.733887
INFO:root:Epoch[11] Batch [580] Speed: 637.75 samples/sec acc=0.717773
INFO:root:Epoch[11] Batch [600] Speed: 661.76 samples/sec acc=0.724023
INFO:root:Epoch[11] Batch [620] Speed: 662.89 samples/sec acc=0.718359
INFO:root:Epoch[11] Batch [640] Speed: 644.97 samples/sec acc=0.720117
INFO:root:Epoch[11] Batch [660] Speed: 643.57 samples/sec acc=0.721484
INFO:root:Epoch[11] Batch [680] Speed: 660.28 samples/sec acc=0.716504
INFO:root:Epoch[11] Batch [700] Speed: 656.84 samples/sec acc=0.718262
INFO:root:Epoch[11] Batch [720] Speed: 662.32 samples/sec acc=0.726270
INFO:root:Epoch[11] Batch [740] Speed: 662.19 samples/sec acc=0.720313
INFO:root:Epoch[11] Batch [760] Speed: 662.40 samples/sec acc=0.721777
INFO:root:Epoch[11] Batch [780] Speed: 661.71 samples/sec acc=0.721875
INFO:root:Epoch[11] Batch [800] Speed: 662.72 samples/sec acc=0.724023
INFO:root:Epoch[11] Batch [820] Speed: 662.85 samples/sec acc=0.718555
INFO:root:Epoch[11] Batch [840] Speed: 662.03 samples/sec acc=0.715039
INFO:root:Epoch[11] Batch [860] Speed: 661.93 samples/sec acc=0.721191
INFO:root:Epoch[11] Batch [880] Speed: 664.30 samples/sec acc=0.724609
INFO:root:Epoch[11] Batch [900] Speed: 661.11 samples/sec acc=0.716504
INFO:root:Epoch[11] Batch [920] Speed: 662.22 samples/sec acc=0.718848
INFO:root:Epoch[11] Batch [940] Speed: 661.79 samples/sec acc=0.721973
INFO:root:Epoch[11] Batch [960] Speed: 641.59 samples/sec acc=0.732227
INFO:root:Epoch[11] Batch [980] Speed: 662.47 samples/sec acc=0.716797
INFO:root:Epoch[11] Batch [1000] Speed: 643.29 samples/sec acc=0.717383
INFO:root:Epoch[11] Batch [1020] Speed: 661.61 samples/sec acc=0.724512
INFO:root:Epoch[11] Batch [1040] Speed: 644.83 samples/sec acc=0.730273
INFO:root:Epoch[11] Batch [1060] Speed: 660.10 samples/sec acc=0.720313
INFO:root:Epoch[11] Batch [1080] Speed: 661.61 samples/sec acc=0.720215
INFO:root:Epoch[11] Batch [1100] Speed: 659.62 samples/sec acc=0.715332
INFO:root:Epoch[11] Batch [1120] Speed: 659.91 samples/sec acc=0.724805
INFO:root:Epoch[11] Batch [1140] Speed: 662.08 samples/sec acc=0.718945
INFO:root:Epoch[11] Batch [1160] Speed: 661.37 samples/sec acc=0.718945
INFO:root:Epoch[11] Batch [1180] Speed: 663.30 samples/sec acc=0.716992
INFO:root:Epoch[11] Batch [1200] Speed: 661.13 samples/sec acc=0.729980
INFO:root:Epoch[11] Batch [1220] Speed: 659.26 samples/sec acc=0.733008
INFO:root:Epoch[11] Batch [1240] Speed: 663.69 samples/sec acc=0.730859
INFO:root:Epoch[11] Batch [1260] Speed: 647.66 samples/sec acc=0.718750
INFO:root:Epoch[11] Batch [1280] Speed: 662.49 samples/sec acc=0.720410
[84000][MARGIN]0.783003,0.393450
lr-batch-epoch: 0.001 1290 11
testing verification..
(14000, 512)
infer time 20.904889
[cfp_ff][84000]XNorm: 21.706894
[cfp_ff][84000]Accuracy-Flip: 0.99729+-0.00243
testing verification..
(14000, 512)
infer time 24.969568
[cfp_fp][84000]XNorm: 19.449380
[cfp_fp][84000]Accuracy-Flip: 0.92157+-0.01396
testing verification..
(12000, 512)
infer time 21.333209
[agedb_30][84000]XNorm: 22.451793
[agedb_30][84000]Accuracy-Flip: 0.97633+-0.00657
testing verification..
(12000, 512)
infer time 21.245474
[lfw][84000]XNorm: 22.198713
[lfw][84000]Accuracy-Flip: 0.99767+-0.00281
saving 42
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0042.params"
[84000]Accuracy-Highest: 0.99767
INFO:root:Epoch[11] Batch [1300] Speed: 80.00 samples/sec acc=0.716992
INFO:root:Epoch[11] Batch [1320] Speed: 653.05 samples/sec acc=0.725391
INFO:root:Epoch[11] Batch [1340] Speed: 661.33 samples/sec acc=0.718848
INFO:root:Epoch[11] Batch [1360] Speed: 661.98 samples/sec acc=0.727051
INFO:root:Epoch[11] Batch [1380] Speed: 661.54 samples/sec acc=0.723926
INFO:root:Epoch[11] Batch [1400] Speed: 661.65 samples/sec acc=0.723145
INFO:root:Epoch[11] Batch [1420] Speed: 662.32 samples/sec acc=0.722363
INFO:root:Epoch[11] Batch [1440] Speed: 650.98 samples/sec acc=0.724316
INFO:root:Epoch[11] Batch [1460] Speed: 661.70 samples/sec acc=0.728711
INFO:root:Epoch[11] Batch [1480] Speed: 661.87 samples/sec acc=0.728516
INFO:root:Epoch[11] Batch [1500] Speed: 663.45 samples/sec acc=0.728223
INFO:root:Epoch[11] Batch [1520] Speed: 661.14 samples/sec acc=0.729492
INFO:root:Epoch[11] Batch [1540] Speed: 660.94 samples/sec acc=0.717383
INFO:root:Epoch[11] Batch [1560] Speed: 658.77 samples/sec acc=0.719824
INFO:root:Epoch[11] Batch [1580] Speed: 668.94 samples/sec acc=0.720996
INFO:root:Epoch[11] Batch [1600] Speed: 662.47 samples/sec acc=0.725488
INFO:root:Epoch[11] Batch [1620] Speed: 661.41 samples/sec acc=0.724512
INFO:root:Epoch[11] Batch [1640] Speed: 662.32 samples/sec acc=0.724707
INFO:root:Epoch[11] Batch [1660] Speed: 656.46 samples/sec acc=0.728125
INFO:root:Epoch[11] Batch [1680] Speed: 679.16 samples/sec acc=0.730469
INFO:root:Epoch[11] Batch [1700] Speed: 662.37 samples/sec acc=0.728223
INFO:root:Epoch[11] Batch [1720] Speed: 662.30 samples/sec acc=0.718555
INFO:root:Epoch[11] Batch [1740] Speed: 660.93 samples/sec acc=0.721387
INFO:root:Epoch[11] Batch [1760] Speed: 661.97 samples/sec acc=0.729199
INFO:root:Epoch[11] Batch [1780] Speed: 661.57 samples/sec acc=0.728711
INFO:root:Epoch[11] Batch [1800] Speed: 661.51 samples/sec acc=0.724219
INFO:root:Epoch[11] Batch [1820] Speed: 661.86 samples/sec acc=0.729492
INFO:root:Epoch[11] Batch [1840] Speed: 646.59 samples/sec acc=0.720117
INFO:root:Epoch[11] Batch [1860] Speed: 662.02 samples/sec acc=0.722070
INFO:root:Epoch[11] Batch [1880] Speed: 632.21 samples/sec acc=0.723047
INFO:root:Epoch[11] Batch [1900] Speed: 636.99 samples/sec acc=0.730371
INFO:root:Epoch[11] Batch [1920] Speed: 661.67 samples/sec acc=0.732129
INFO:root:Epoch[11] Batch [1940] Speed: 661.33 samples/sec acc=0.735840
INFO:root:Epoch[11] Batch [1960] Speed: 661.84 samples/sec acc=0.719434
INFO:root:Epoch[11] Batch [1980] Speed: 661.64 samples/sec acc=0.730957
INFO:root:Epoch[11] Batch [2000] Speed: 661.97 samples/sec acc=0.720117
INFO:root:Epoch[11] Batch [2020] Speed: 662.11 samples/sec acc=0.730957
INFO:root:Epoch[11] Batch [2040] Speed: 660.18 samples/sec acc=0.732031
INFO:root:Epoch[11] Batch [2060] Speed: 661.74 samples/sec acc=0.727246
INFO:root:Epoch[11] Batch [2080] Speed: 656.76 samples/sec acc=0.732520
INFO:root:Epoch[11] Batch [2100] Speed: 661.27 samples/sec acc=0.730469
INFO:root:Epoch[11] Batch [2120] Speed: 658.52 samples/sec acc=0.722363
INFO:root:Epoch[11] Batch [2140] Speed: 662.38 samples/sec acc=0.723242
INFO:root:Epoch[11] Batch [2160] Speed: 661.00 samples/sec acc=0.728418
INFO:root:Epoch[11] Batch [2180] Speed: 661.62 samples/sec acc=0.729297
INFO:root:Epoch[11] Batch [2200] Speed: 662.05 samples/sec acc=0.724512
INFO:root:Epoch[11] Batch [2220] Speed: 661.49 samples/sec acc=0.734961
INFO:root:Epoch[11] Batch [2240] Speed: 661.92 samples/sec acc=0.730371
INFO:root:Epoch[11] Batch [2260] Speed: 662.09 samples/sec acc=0.731934
INFO:root:Epoch[11] Batch [2280] Speed: 661.26 samples/sec acc=0.733594
lr-batch-epoch: 0.001 2290 11
INFO:root:Epoch[11] Batch [2300] Speed: 661.32 samples/sec acc=0.729492
INFO:root:Epoch[11] Batch [2320] Speed: 661.70 samples/sec acc=0.723730
INFO:root:Epoch[11] Batch [2340] Speed: 661.63 samples/sec acc=0.731348
INFO:root:Epoch[11] Batch [2360] Speed: 658.33 samples/sec acc=0.731055
INFO:root:Epoch[11] Batch [2380] Speed: 658.91 samples/sec acc=0.732129
INFO:root:Epoch[11] Batch [2400] Speed: 661.71 samples/sec acc=0.732031
INFO:root:Epoch[11] Batch [2420] Speed: 661.92 samples/sec acc=0.732227
INFO:root:Epoch[11] Batch [2440] Speed: 657.86 samples/sec acc=0.724902
INFO:root:Epoch[11] Batch [2460] Speed: 682.65 samples/sec acc=0.728418
INFO:root:Epoch[11] Batch [2480] Speed: 661.93 samples/sec acc=0.733105
INFO:root:Epoch[11] Batch [2500] Speed: 662.24 samples/sec acc=0.734961
INFO:root:Epoch[11] Batch [2520] Speed: 661.05 samples/sec acc=0.733008
INFO:root:Epoch[11] Batch [2540] Speed: 661.44 samples/sec acc=0.735254
INFO:root:Epoch[11] Batch [2560] Speed: 662.59 samples/sec acc=0.725977
INFO:root:Epoch[11] Batch [2580] Speed: 661.05 samples/sec acc=0.731543
INFO:root:Epoch[11] Batch [2600] Speed: 652.62 samples/sec acc=0.724219
INFO:root:Epoch[11] Batch [2620] Speed: 663.81 samples/sec acc=0.733398
INFO:root:Epoch[11] Batch [2640] Speed: 656.05 samples/sec acc=0.728809
INFO:root:Epoch[11] Batch [2660] Speed: 662.27 samples/sec acc=0.734668
INFO:root:Epoch[11] Batch [2680] Speed: 661.71 samples/sec acc=0.734082
INFO:root:Epoch[11] Batch [2700] Speed: 661.47 samples/sec acc=0.727441
INFO:root:Epoch[11] Batch [2720] Speed: 661.72 samples/sec acc=0.730176
INFO:root:Epoch[11] Batch [2740] Speed: 662.38 samples/sec acc=0.732129
INFO:root:Epoch[11] Batch [2760] Speed: 661.35 samples/sec acc=0.729492
INFO:root:Epoch[11] Batch [2780] Speed: 662.21 samples/sec acc=0.733008
INFO:root:Epoch[11] Batch [2800] Speed: 662.06 samples/sec acc=0.735547
INFO:root:Epoch[11] Batch [2820] Speed: 661.69 samples/sec acc=0.740527
INFO:root:Epoch[11] Batch [2840] Speed: 651.64 samples/sec acc=0.733789
INFO:root:Epoch[11] Batch [2860] Speed: 662.39 samples/sec acc=0.741113
INFO:root:Epoch[11] Batch [2880] Speed: 661.72 samples/sec acc=0.737207
INFO:root:Epoch[11] Batch [2900] Speed: 661.59 samples/sec acc=0.733887
INFO:root:Epoch[11] Batch [2920] Speed: 661.91 samples/sec acc=0.731445
INFO:root:Epoch[11] Batch [2940] Speed: 661.61 samples/sec acc=0.733105
INFO:root:Epoch[11] Batch [2960] Speed: 636.69 samples/sec acc=0.734961
INFO:root:Epoch[11] Batch [2980] Speed: 662.45 samples/sec acc=0.726758
INFO:root:Epoch[11] Batch [3000] Speed: 661.14 samples/sec acc=0.734766
INFO:root:Epoch[11] Batch [3020] Speed: 660.52 samples/sec acc=0.733691
INFO:root:Epoch[11] Batch [3040] Speed: 640.09 samples/sec acc=0.734766
INFO:root:Epoch[11] Batch [3060] Speed: 661.77 samples/sec acc=0.734668
INFO:root:Epoch[11] Batch [3080] Speed: 637.01 samples/sec acc=0.723047
INFO:root:Epoch[11] Batch [3100] Speed: 653.97 samples/sec acc=0.735352
INFO:root:Epoch[11] Batch [3120] Speed: 661.59 samples/sec acc=0.733789
INFO:root:Epoch[11] Batch [3140] Speed: 654.05 samples/sec acc=0.736523
INFO:root:Epoch[11] Batch [3160] Speed: 669.71 samples/sec acc=0.734082
INFO:root:Epoch[11] Batch [3180] Speed: 660.87 samples/sec acc=0.731836
INFO:root:Epoch[11] Batch [3200] Speed: 654.29 samples/sec acc=0.734570
INFO:root:Epoch[11] Batch [3220] Speed: 661.74 samples/sec acc=0.721875
INFO:root:Epoch[11] Batch [3240] Speed: 639.25 samples/sec acc=0.730469
INFO:root:Epoch[11] Batch [3260] Speed: 637.49 samples/sec acc=0.728320
INFO:root:Epoch[11] Batch [3280] Speed: 661.63 samples/sec acc=0.730176
[86000][MARGIN]0.789603,0.401927
lr-batch-epoch: 0.001 3290 11
testing verification..
(14000, 512)
infer time 24.048905
[cfp_ff][86000]XNorm: 21.485136
[cfp_ff][86000]Accuracy-Flip: 0.99771+-0.00232
testing verification..
(14000, 512)
infer time 26.887102
[cfp_fp][86000]XNorm: 19.288736
[cfp_fp][86000]Accuracy-Flip: 0.91943+-0.01477
testing verification..
(12000, 512)
infer time 23.028544
[agedb_30][86000]XNorm: 22.311972
[agedb_30][86000]Accuracy-Flip: 0.97717+-0.00742
testing verification..
(12000, 512)
infer time 19.656507
[lfw][86000]XNorm: 22.103961
[lfw][86000]Accuracy-Flip: 0.99750+-0.00300
[86000]Accuracy-Highest: 0.99767
INFO:root:Epoch[11] Batch [3300] Speed: 79.17 samples/sec acc=0.726953
INFO:root:Epoch[11] Batch [3320] Speed: 669.48 samples/sec acc=0.734570
INFO:root:Epoch[11] Batch [3340] Speed: 659.53 samples/sec acc=0.729883
INFO:root:Epoch[11] Batch [3360] Speed: 672.55 samples/sec acc=0.726270
INFO:root:Epoch[11] Batch [3380] Speed: 661.74 samples/sec acc=0.733887
INFO:root:Epoch[11] Batch [3400] Speed: 659.75 samples/sec acc=0.732129
INFO:root:Epoch[11] Batch [3420] Speed: 658.60 samples/sec acc=0.730762
INFO:root:Epoch[11] Batch [3440] Speed: 659.50 samples/sec acc=0.732910
INFO:root:Epoch[11] Batch [3460] Speed: 663.08 samples/sec acc=0.736133
INFO:root:Epoch[11] Batch [3480] Speed: 661.39 samples/sec acc=0.739551
INFO:root:Epoch[11] Batch [3500] Speed: 657.22 samples/sec acc=0.735254
INFO:root:Epoch[11] Batch [3520] Speed: 662.30 samples/sec acc=0.731836
INFO:root:Epoch[11] Batch [3540] Speed: 645.55 samples/sec acc=0.734180
INFO:root:Epoch[11] Batch [3560] Speed: 661.63 samples/sec acc=0.733984
INFO:root:Epoch[11] Batch [3580] Speed: 662.72 samples/sec acc=0.734473
INFO:root:Epoch[11] Batch [3600] Speed: 661.90 samples/sec acc=0.736426
INFO:root:Epoch[11] Batch [3620] Speed: 661.98 samples/sec acc=0.732129
INFO:root:Epoch[11] Batch [3640] Speed: 662.60 samples/sec acc=0.741797
INFO:root:Epoch[11] Batch [3660] Speed: 647.91 samples/sec acc=0.735742
INFO:root:Epoch[11] Batch [3680] Speed: 651.55 samples/sec acc=0.734375
INFO:root:Epoch[11] Batch [3700] Speed: 662.54 samples/sec acc=0.739551
INFO:root:Epoch[11] Batch [3720] Speed: 661.66 samples/sec acc=0.737109
INFO:root:Epoch[11] Batch [3740] Speed: 662.01 samples/sec acc=0.731836
INFO:root:Epoch[11] Batch [3760] Speed: 661.91 samples/sec acc=0.737598
INFO:root:Epoch[11] Batch [3780] Speed: 661.57 samples/sec acc=0.739941
INFO:root:Epoch[11] Batch [3800] Speed: 662.41 samples/sec acc=0.735547
INFO:root:Epoch[11] Batch [3820] Speed: 662.43 samples/sec acc=0.731738
INFO:root:Epoch[11] Batch [3840] Speed: 642.35 samples/sec acc=0.731543
INFO:root:Epoch[11] Batch [3860] Speed: 661.69 samples/sec acc=0.731152
INFO:root:Epoch[11] Batch [3880] Speed: 654.56 samples/sec acc=0.737012
INFO:root:Epoch[11] Batch [3900] Speed: 662.29 samples/sec acc=0.731836
INFO:root:Epoch[11] Batch [3920] Speed: 662.00 samples/sec acc=0.737988
INFO:root:Epoch[11] Batch [3940] Speed: 662.76 samples/sec acc=0.735156
INFO:root:Epoch[11] Batch [3960] Speed: 661.84 samples/sec acc=0.737109
INFO:root:Epoch[11] Batch [3980] Speed: 661.54 samples/sec acc=0.737500
INFO:root:Epoch[11] Batch [4000] Speed: 656.51 samples/sec acc=0.741895
INFO:root:Epoch[11] Batch [4020] Speed: 667.01 samples/sec acc=0.727344
INFO:root:Epoch[11] Batch [4040] Speed: 645.09 samples/sec acc=0.734863
INFO:root:Epoch[11] Batch [4060] Speed: 663.69 samples/sec acc=0.735645
INFO:root:Epoch[11] Batch [4080] Speed: 659.10 samples/sec acc=0.741211
INFO:root:Epoch[11] Batch [4100] Speed: 662.61 samples/sec acc=0.735254
INFO:root:Epoch[11] Batch [4120] Speed: 659.04 samples/sec acc=0.743555
INFO:root:Epoch[11] Batch [4140] Speed: 661.71 samples/sec acc=0.733594
INFO:root:Epoch[11] Batch [4160] Speed: 645.73 samples/sec acc=0.730762
INFO:root:Epoch[11] Batch [4180] Speed: 656.21 samples/sec acc=0.733008
INFO:root:Epoch[11] Batch [4200] Speed: 662.37 samples/sec acc=0.741602
INFO:root:Epoch[11] Batch [4220] Speed: 662.17 samples/sec acc=0.733984
INFO:root:Epoch[11] Batch [4240] Speed: 662.48 samples/sec acc=0.734766
INFO:root:Epoch[11] Batch [4260] Speed: 655.27 samples/sec acc=0.735156
INFO:root:Epoch[11] Batch [4280] Speed: 666.01 samples/sec acc=0.740820
lr-batch-epoch: 0.001 4290 11
INFO:root:Epoch[11] Batch [4300] Speed: 663.31 samples/sec acc=0.735938
INFO:root:Epoch[11] Batch [4320] Speed: 661.94 samples/sec acc=0.739746
INFO:root:Epoch[11] Batch [4340] Speed: 660.34 samples/sec acc=0.729590
INFO:root:Epoch[11] Batch [4360] Speed: 663.02 samples/sec acc=0.733984
INFO:root:Epoch[11] Batch [4380] Speed: 662.01 samples/sec acc=0.743066
INFO:root:Epoch[11] Batch [4400] Speed: 639.29 samples/sec acc=0.732129
INFO:root:Epoch[11] Batch [4420] Speed: 663.29 samples/sec acc=0.739355
INFO:root:Epoch[11] Batch [4440] Speed: 661.22 samples/sec acc=0.740625
INFO:root:Epoch[11] Batch [4460] Speed: 658.87 samples/sec acc=0.744531
INFO:root:Epoch[11] Batch [4480] Speed: 656.89 samples/sec acc=0.737305
INFO:root:Epoch[11] Batch [4500] Speed: 638.92 samples/sec acc=0.736621
INFO:root:Epoch[11] Batch [4520] Speed: 664.03 samples/sec acc=0.736914
INFO:root:Epoch[11] Batch [4540] Speed: 662.87 samples/sec acc=0.736719
INFO:root:Epoch[11] Batch [4560] Speed: 661.89 samples/sec acc=0.746680
INFO:root:Epoch[11] Batch [4580] Speed: 658.52 samples/sec acc=0.738184
INFO:root:Epoch[11] Batch [4600] Speed: 638.56 samples/sec acc=0.735156
INFO:root:Epoch[11] Batch [4620] Speed: 661.60 samples/sec acc=0.734180
INFO:root:Epoch[11] Batch [4640] Speed: 661.08 samples/sec acc=0.741504
INFO:root:Epoch[11] Batch [4660] Speed: 661.79 samples/sec acc=0.741406
INFO:root:Epoch[11] Batch [4680] Speed: 662.22 samples/sec acc=0.737891
INFO:root:Epoch[11] Batch [4700] Speed: 634.13 samples/sec acc=0.737402
INFO:root:Epoch[11] Batch [4720] Speed: 662.49 samples/sec acc=0.740723
INFO:root:Epoch[11] Batch [4740] Speed: 661.47 samples/sec acc=0.739355
INFO:root:Epoch[11] Batch [4760] Speed: 636.50 samples/sec acc=0.739844
INFO:root:Epoch[11] Batch [4780] Speed: 664.18 samples/sec acc=0.734668
INFO:root:Epoch[11] Batch [4800] Speed: 659.44 samples/sec acc=0.743164
INFO:root:Epoch[11] Batch [4820] Speed: 677.97 samples/sec acc=0.743359
INFO:root:Epoch[11] Batch [4840] Speed: 662.85 samples/sec acc=0.737207
INFO:root:Epoch[11] Batch [4860] Speed: 642.66 samples/sec acc=0.740039
INFO:root:Epoch[11] Batch [4880] Speed: 661.34 samples/sec acc=0.744629
INFO:root:Epoch[11] Batch [4900] Speed: 654.49 samples/sec acc=0.738379
INFO:root:Epoch[11] Batch [4920] Speed: 626.99 samples/sec acc=0.729395
INFO:root:Epoch[11] Batch [4940] Speed: 670.26 samples/sec acc=0.741113
INFO:root:Epoch[11] Batch [4960] Speed: 664.32 samples/sec acc=0.742773
INFO:root:Epoch[11] Batch [4980] Speed: 650.18 samples/sec acc=0.749805
INFO:root:Epoch[11] Batch [5000] Speed: 662.01 samples/sec acc=0.739355
INFO:root:Epoch[11] Batch [5020] Speed: 649.19 samples/sec acc=0.739941
INFO:root:Epoch[11] Batch [5040] Speed: 660.84 samples/sec acc=0.745410
INFO:root:Epoch[11] Batch [5060] Speed: 662.38 samples/sec acc=0.745801
INFO:root:Epoch[11] Batch [5080] Speed: 662.39 samples/sec acc=0.743359
INFO:root:Epoch[11] Batch [5100] Speed: 661.41 samples/sec acc=0.736719
INFO:root:Epoch[11] Batch [5120] Speed: 657.94 samples/sec acc=0.739258
INFO:root:Epoch[11] Batch [5140] Speed: 662.43 samples/sec acc=0.737793
INFO:root:Epoch[11] Batch [5160] Speed: 661.45 samples/sec acc=0.738672
INFO:root:Epoch[11] Batch [5180] Speed: 661.66 samples/sec acc=0.746680
INFO:root:Epoch[11] Batch [5200] Speed: 659.85 samples/sec acc=0.741113
INFO:root:Epoch[11] Batch [5220] Speed: 659.06 samples/sec acc=0.738086
INFO:root:Epoch[11] Batch [5240] Speed: 648.75 samples/sec acc=0.737012
INFO:root:Epoch[11] Batch [5260] Speed: 662.55 samples/sec acc=0.739355
INFO:root:Epoch[11] Batch [5280] Speed: 661.31 samples/sec acc=0.738184
[88000][MARGIN]0.800128,0.417858
lr-batch-epoch: 0.001 5290 11
testing verification..
(14000, 512)
infer time 21.09969
[cfp_ff][88000]XNorm: 21.877948
[cfp_ff][88000]Accuracy-Flip: 0.99814+-0.00231
testing verification..
(14000, 512)
infer time 24.106134
[cfp_fp][88000]XNorm: 19.718805
[cfp_fp][88000]Accuracy-Flip: 0.92357+-0.01305
testing verification..
(12000, 512)
infer time 20.448449
[agedb_30][88000]XNorm: 22.722104
[agedb_30][88000]Accuracy-Flip: 0.97783+-0.00650
testing verification..
(12000, 512)
infer time 18.662641
[lfw][88000]XNorm: 22.350139
[lfw][88000]Accuracy-Flip: 0.99783+-0.00279
saving 44
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0044.params"
[88000]Accuracy-Highest: 0.99783
INFO:root:Epoch[11] Batch [5300] Speed: 82.98 samples/sec acc=0.739551
INFO:root:Epoch[11] Batch [5320] Speed: 641.87 samples/sec acc=0.743652
INFO:root:Epoch[11] Batch [5340] Speed: 667.66 samples/sec acc=0.741211
INFO:root:Epoch[11] Batch [5360] Speed: 665.03 samples/sec acc=0.742383
INFO:root:Epoch[11] Batch [5380] Speed: 660.35 samples/sec acc=0.735156
INFO:root:Epoch[11] Batch [5400] Speed: 661.58 samples/sec acc=0.739160
INFO:root:Epoch[11] Batch [5420] Speed: 651.04 samples/sec acc=0.743945
INFO:root:Epoch[11] Batch [5440] Speed: 663.00 samples/sec acc=0.742188
INFO:root:Epoch[11] Batch [5460] Speed: 654.73 samples/sec acc=0.739355
INFO:root:Epoch[11] Batch [5480] Speed: 652.51 samples/sec acc=0.742773
INFO:root:Epoch[11] Batch [5500] Speed: 656.31 samples/sec acc=0.739453
INFO:root:Epoch[11] Batch [5520] Speed: 661.66 samples/sec acc=0.735156
INFO:root:Epoch[11] Batch [5540] Speed: 661.88 samples/sec acc=0.740625
INFO:root:Epoch[11] Batch [5560] Speed: 662.69 samples/sec acc=0.745117
INFO:root:Epoch[11] Batch [5580] Speed: 629.39 samples/sec acc=0.743652
INFO:root:Epoch[11] Batch [5600] Speed: 666.49 samples/sec acc=0.743262
INFO:root:Epoch[11] Batch [5620] Speed: 663.09 samples/sec acc=0.738379
INFO:root:Epoch[11] Batch [5640] Speed: 661.37 samples/sec acc=0.741309
INFO:root:Epoch[11] Batch [5660] Speed: 661.69 samples/sec acc=0.734961
INFO:root:Epoch[11] Batch [5680] Speed: 662.36 samples/sec acc=0.736719
INFO:root:Epoch[11] Batch [5700] Speed: 661.70 samples/sec acc=0.743262
INFO:root:Epoch[11] Batch [5720] Speed: 652.33 samples/sec acc=0.731250
INFO:root:Epoch[11] Batch [5740] Speed: 661.65 samples/sec acc=0.738477
INFO:root:Epoch[11] Batch [5760] Speed: 661.72 samples/sec acc=0.737695
INFO:root:Epoch[11] Batch [5780] Speed: 662.20 samples/sec acc=0.743848
INFO:root:Epoch[11] Batch [5800] Speed: 662.74 samples/sec acc=0.740137
INFO:root:Epoch[11] Batch [5820] Speed: 656.33 samples/sec acc=0.735645
INFO:root:Epoch[11] Batch [5840] Speed: 644.27 samples/sec acc=0.742773
INFO:root:Epoch[11] Batch [5860] Speed: 660.99 samples/sec acc=0.740625
INFO:root:Epoch[11] Batch [5880] Speed: 654.13 samples/sec acc=0.741992
INFO:root:Epoch[11] Batch [5900] Speed: 654.64 samples/sec acc=0.743652
INFO:root:Epoch[11] Batch [5920] Speed: 657.07 samples/sec acc=0.748340
INFO:root:Epoch[11] Batch [5940] Speed: 661.80 samples/sec acc=0.740039
INFO:root:Epoch[11] Batch [5960] Speed: 661.93 samples/sec acc=0.745898
INFO:root:Epoch[11] Batch [5980] Speed: 662.66 samples/sec acc=0.744824
INFO:root:Epoch[11] Batch [6000] Speed: 669.99 samples/sec acc=0.747656
INFO:root:Epoch[11] Batch [6020] Speed: 661.92 samples/sec acc=0.742285
INFO:root:Epoch[11] Batch [6040] Speed: 662.28 samples/sec acc=0.746777
INFO:root:Epoch[11] Batch [6060] Speed: 662.11 samples/sec acc=0.744238
INFO:root:Epoch[11] Batch [6080] Speed: 662.52 samples/sec acc=0.738574
INFO:root:Epoch[11] Batch [6100] Speed: 640.49 samples/sec acc=0.742773
INFO:root:Epoch[11] Batch [6120] Speed: 666.58 samples/sec acc=0.744922
INFO:root:Epoch[11] Batch [6140] Speed: 665.33 samples/sec acc=0.743945
INFO:root:Epoch[11] Batch [6160] Speed: 662.45 samples/sec acc=0.740332
INFO:root:Epoch[11] Batch [6180] Speed: 661.67 samples/sec acc=0.745605
INFO:root:Epoch[11] Batch [6200] Speed: 654.57 samples/sec acc=0.739160
INFO:root:Epoch[11] Batch [6220] Speed: 662.67 samples/sec acc=0.742090
INFO:root:Epoch[11] Batch [6240] Speed: 661.51 samples/sec acc=0.747168
INFO:root:Epoch[11] Batch [6260] Speed: 662.50 samples/sec acc=0.745215
INFO:root:Epoch[11] Batch [6280] Speed: 653.99 samples/sec acc=0.749219
lr-batch-epoch: 0.001 6290 11
INFO:root:Epoch[11] Batch [6300] Speed: 660.84 samples/sec acc=0.737695
INFO:root:Epoch[11] Batch [6320] Speed: 662.02 samples/sec acc=0.743555
INFO:root:Epoch[11] Batch [6340] Speed: 661.27 samples/sec acc=0.744434
INFO:root:Epoch[11] Batch [6360] Speed: 661.85 samples/sec acc=0.747852
INFO:root:Epoch[11] Batch [6380] Speed: 661.96 samples/sec acc=0.754297
INFO:root:Epoch[11] Batch [6400] Speed: 668.44 samples/sec acc=0.747656
INFO:root:Epoch[11] Batch [6420] Speed: 661.69 samples/sec acc=0.743652
INFO:root:Epoch[11] Batch [6440] Speed: 662.23 samples/sec acc=0.748730
INFO:root:Epoch[11] Batch [6460] Speed: 647.46 samples/sec acc=0.744727
INFO:root:Epoch[11] Batch [6480] Speed: 656.54 samples/sec acc=0.742871
INFO:root:Epoch[11] Batch [6500] Speed: 668.98 samples/sec acc=0.744434
INFO:root:Epoch[11] Batch [6520] Speed: 643.74 samples/sec acc=0.745703
INFO:root:Epoch[11] Batch [6540] Speed: 651.54 samples/sec acc=0.740234
INFO:root:Epoch[11] Batch [6560] Speed: 662.72 samples/sec acc=0.745703
INFO:root:Epoch[11] Batch [6580] Speed: 639.35 samples/sec acc=0.748145
INFO:root:Epoch[11] Batch [6600] Speed: 652.21 samples/sec acc=0.751270
INFO:root:Epoch[11] Batch [6620] Speed: 663.17 samples/sec acc=0.747949
INFO:root:Epoch[11] Batch [6640] Speed: 650.31 samples/sec acc=0.746973
INFO:root:Epoch[11] Batch [6660] Speed: 661.88 samples/sec acc=0.743164
INFO:root:Epoch[11] Batch [6680] Speed: 662.26 samples/sec acc=0.740625
INFO:root:Epoch[11] Batch [6700] Speed: 662.83 samples/sec acc=0.739941
INFO:root:Epoch[11] Batch [6720] Speed: 661.80 samples/sec acc=0.748828
INFO:root:Epoch[11] Batch [6740] Speed: 661.98 samples/sec acc=0.746191
INFO:root:Epoch[11] Batch [6760] Speed: 662.37 samples/sec acc=0.747168
INFO:root:Epoch[11] Batch [6780] Speed: 661.21 samples/sec acc=0.747754
INFO:root:Epoch[11] Batch [6800] Speed: 659.13 samples/sec acc=0.740918
INFO:root:Epoch[11] Batch [6820] Speed: 662.92 samples/sec acc=0.744434
INFO:root:Epoch[11] Batch [6840] Speed: 661.45 samples/sec acc=0.746289
INFO:root:Epoch[11] Batch [6860] Speed: 661.22 samples/sec acc=0.745313
INFO:root:Epoch[11] Batch [6880] Speed: 659.62 samples/sec acc=0.742188
INFO:root:Epoch[11] Batch [6900] Speed: 638.48 samples/sec acc=0.749512
INFO:root:Epoch[11] Batch [6920] Speed: 662.37 samples/sec acc=0.751367
INFO:root:Epoch[11] Batch [6940] Speed: 662.12 samples/sec acc=0.745801
INFO:root:Epoch[11] Batch [6960] Speed: 661.83 samples/sec acc=0.749316
INFO:root:Epoch[11] Batch [6980] Speed: 661.66 samples/sec acc=0.746777
INFO:root:Epoch[11] Batch [7000] Speed: 662.44 samples/sec acc=0.752051
INFO:root:Epoch[11] Batch [7020] Speed: 628.74 samples/sec acc=0.749805
INFO:root:Epoch[11] Batch [7040] Speed: 645.77 samples/sec acc=0.741797
INFO:root:Epoch[11] Batch [7060] Speed: 662.21 samples/sec acc=0.742480
INFO:root:Epoch[11] Batch [7080] Speed: 661.97 samples/sec acc=0.746387
INFO:root:Epoch[11] Batch [7100] Speed: 661.92 samples/sec acc=0.747461
INFO:root:Epoch[11] Batch [7120] Speed: 662.78 samples/sec acc=0.746973
INFO:root:Epoch[11] Batch [7140] Speed: 661.17 samples/sec acc=0.747363
INFO:root:Epoch[11] Batch [7160] Speed: 661.81 samples/sec acc=0.746289
INFO:root:Epoch[11] Batch [7180] Speed: 663.23 samples/sec acc=0.742578
INFO:root:Epoch[11] Batch [7200] Speed: 661.44 samples/sec acc=0.749512
INFO:root:Epoch[11] Batch [7220] Speed: 662.07 samples/sec acc=0.749609
INFO:root:Epoch[11] Batch [7240] Speed: 661.97 samples/sec acc=0.740723
INFO:root:Epoch[11] Batch [7260] Speed: 662.48 samples/sec acc=0.742480
INFO:root:Epoch[11] Batch [7280] Speed: 658.09 samples/sec acc=0.742578
[90000][MARGIN]0.785767,0.397132
lr-batch-epoch: 0.001 7290 11
testing verification..
(14000, 512)
infer time 23.314756
[cfp_ff][90000]XNorm: 21.591677
[cfp_ff][90000]Accuracy-Flip: 0.99757+-0.00222
testing verification..
(14000, 512)
infer time 22.06703
[cfp_fp][90000]XNorm: 19.494454
[cfp_fp][90000]Accuracy-Flip: 0.92300+-0.01378
testing verification..
(12000, 512)
infer time 19.160242
[agedb_30][90000]XNorm: 22.471320
[agedb_30][90000]Accuracy-Flip: 0.97750+-0.00712
testing verification..
(12000, 512)
infer time 18.699288
[lfw][90000]XNorm: 22.201853
[lfw][90000]Accuracy-Flip: 0.99733+-0.00300
[90000]Accuracy-Highest: 0.99783
INFO:root:Epoch[11] Batch [7300] Speed: 86.67 samples/sec acc=0.744141
INFO:root:Epoch[11] Batch [7320] Speed: 661.82 samples/sec acc=0.750977
INFO:root:Epoch[11] Batch [7340] Speed: 662.09 samples/sec acc=0.750586
INFO:root:Epoch[11] Batch [7360] Speed: 662.30 samples/sec acc=0.754004
INFO:root:Epoch[11] Batch [7380] Speed: 661.01 samples/sec acc=0.746875
INFO:root:Epoch[11] Batch [7400] Speed: 661.81 samples/sec acc=0.744727
INFO:root:Epoch[11] Batch [7420] Speed: 661.42 samples/sec acc=0.746289
INFO:root:Epoch[11] Batch [7440] Speed: 656.75 samples/sec acc=0.745020
INFO:root:Epoch[11] Batch [7460] Speed: 662.21 samples/sec acc=0.747461
INFO:root:Epoch[11] Batch [7480] Speed: 662.00 samples/sec acc=0.741992
INFO:root:Epoch[11] Batch [7500] Speed: 661.58 samples/sec acc=0.747656
INFO:root:Epoch[11] Train-acc=0.744900
INFO:root:Epoch[11] Time cost=6281.392
call reset()
INFO:root:Epoch[12] Batch [20] Speed: 656.28 samples/sec acc=0.787481
INFO:root:Epoch[12] Batch [40] Speed: 652.75 samples/sec acc=0.782422
INFO:root:Epoch[12] Batch [60] Speed: 662.63 samples/sec acc=0.787012
INFO:root:Epoch[12] Batch [80] Speed: 661.64 samples/sec acc=0.779492
INFO:root:Epoch[12] Batch [100] Speed: 662.41 samples/sec acc=0.781055
INFO:root:Epoch[12] Batch [120] Speed: 662.89 samples/sec acc=0.781250
INFO:root:Epoch[12] Batch [140] Speed: 661.10 samples/sec acc=0.781250
INFO:root:Epoch[12] Batch [160] Speed: 661.91 samples/sec acc=0.783008
INFO:root:Epoch[12] Batch [180] Speed: 662.65 samples/sec acc=0.789844
INFO:root:Epoch[12] Batch [200] Speed: 661.56 samples/sec acc=0.790820
INFO:root:Epoch[12] Batch [220] Speed: 662.81 samples/sec acc=0.777734
INFO:root:Epoch[12] Batch [240] Speed: 662.03 samples/sec acc=0.786328
INFO:root:Epoch[12] Batch [260] Speed: 656.98 samples/sec acc=0.781641
INFO:root:Epoch[12] Batch [280] Speed: 659.39 samples/sec acc=0.780859
INFO:root:Epoch[12] Batch [300] Speed: 658.15 samples/sec acc=0.778516
INFO:root:Epoch[12] Batch [320] Speed: 661.79 samples/sec acc=0.787109
INFO:root:Epoch[12] Batch [340] Speed: 645.82 samples/sec acc=0.779395
INFO:root:Epoch[12] Batch [360] Speed: 662.76 samples/sec acc=0.778320
INFO:root:Epoch[12] Batch [380] Speed: 663.40 samples/sec acc=0.780176
INFO:root:Epoch[12] Batch [400] Speed: 662.21 samples/sec acc=0.780762
INFO:root:Epoch[12] Batch [420] Speed: 663.27 samples/sec acc=0.779883
INFO:root:Epoch[12] Batch [440] Speed: 661.48 samples/sec acc=0.780859
INFO:root:Epoch[12] Batch [460] Speed: 661.48 samples/sec acc=0.784668
INFO:root:Epoch[12] Batch [480] Speed: 661.49 samples/sec acc=0.781738
INFO:root:Epoch[12] Batch [500] Speed: 662.38 samples/sec acc=0.783301
INFO:root:Epoch[12] Batch [520] Speed: 661.89 samples/sec acc=0.778418
INFO:root:Epoch[12] Batch [540] Speed: 662.09 samples/sec acc=0.783301
INFO:root:Epoch[12] Batch [560] Speed: 661.86 samples/sec acc=0.776660
INFO:root:Epoch[12] Batch [580] Speed: 661.52 samples/sec acc=0.782617
INFO:root:Epoch[12] Batch [600] Speed: 662.45 samples/sec acc=0.781641
INFO:root:Epoch[12] Batch [620] Speed: 660.82 samples/sec acc=0.781445
INFO:root:Epoch[12] Batch [640] Speed: 661.85 samples/sec acc=0.776758
INFO:root:Epoch[12] Batch [660] Speed: 662.73 samples/sec acc=0.771777
INFO:root:Epoch[12] Batch [680] Speed: 661.07 samples/sec acc=0.782031
INFO:root:Epoch[12] Batch [700] Speed: 662.62 samples/sec acc=0.776855
INFO:root:Epoch[12] Batch [720] Speed: 645.14 samples/sec acc=0.773438
INFO:root:Epoch[12] Batch [740] Speed: 662.01 samples/sec acc=0.775391
INFO:root:Epoch[12] Batch [760] Speed: 648.75 samples/sec acc=0.782129
lr-batch-epoch: 0.001 771 12
INFO:root:Epoch[12] Batch [780] Speed: 659.18 samples/sec acc=0.782813
INFO:root:Epoch[12] Batch [800] Speed: 645.84 samples/sec acc=0.784473
INFO:root:Epoch[12] Batch [820] Speed: 655.17 samples/sec acc=0.777148
INFO:root:Epoch[12] Batch [840] Speed: 663.15 samples/sec acc=0.779590
INFO:root:Epoch[12] Batch [860] Speed: 650.39 samples/sec acc=0.780176
INFO:root:Epoch[12] Batch [880] Speed: 630.79 samples/sec acc=0.775781
INFO:root:Epoch[12] Batch [900] Speed: 644.85 samples/sec acc=0.781250
INFO:root:Epoch[12] Batch [920] Speed: 660.13 samples/sec acc=0.783008
INFO:root:Epoch[12] Batch [940] Speed: 662.39 samples/sec acc=0.781836
INFO:root:Epoch[12] Batch [960] Speed: 647.10 samples/sec acc=0.781641
INFO:root:Epoch[12] Batch [980] Speed: 661.82 samples/sec acc=0.780566
INFO:root:Epoch[12] Batch [1000] Speed: 661.99 samples/sec acc=0.773828
INFO:root:Epoch[12] Batch [1020] Speed: 652.59 samples/sec acc=0.781250
INFO:root:Epoch[12] Batch [1040] Speed: 661.01 samples/sec acc=0.776367
INFO:root:Epoch[12] Batch [1060] Speed: 644.73 samples/sec acc=0.781543
INFO:root:Epoch[12] Batch [1080] Speed: 639.26 samples/sec acc=0.779687
INFO:root:Epoch[12] Batch [1100] Speed: 661.39 samples/sec acc=0.777148
INFO:root:Epoch[12] Batch [1120] Speed: 661.63 samples/sec acc=0.780762
INFO:root:Epoch[12] Batch [1140] Speed: 662.30 samples/sec acc=0.777051
INFO:root:Epoch[12] Batch [1160] Speed: 661.74 samples/sec acc=0.777148
INFO:root:Epoch[12] Batch [1180] Speed: 647.47 samples/sec acc=0.782617
INFO:root:Epoch[12] Batch [1200] Speed: 659.21 samples/sec acc=0.775391
INFO:root:Epoch[12] Batch [1220] Speed: 661.16 samples/sec acc=0.784863
INFO:root:Epoch[12] Batch [1240] Speed: 651.28 samples/sec acc=0.770312
INFO:root:Epoch[12] Batch [1260] Speed: 632.52 samples/sec acc=0.784473
INFO:root:Epoch[12] Batch [1280] Speed: 629.13 samples/sec acc=0.779492
INFO:root:Epoch[12] Batch [1300] Speed: 661.82 samples/sec acc=0.780078
INFO:root:Epoch[12] Batch [1320] Speed: 662.76 samples/sec acc=0.777148
INFO:root:Epoch[12] Batch [1340] Speed: 652.58 samples/sec acc=0.781152
INFO:root:Epoch[12] Batch [1360] Speed: 661.81 samples/sec acc=0.781738
INFO:root:Epoch[12] Batch [1380] Speed: 662.53 samples/sec acc=0.778125
INFO:root:Epoch[12] Batch [1400] Speed: 659.76 samples/sec acc=0.783398
INFO:root:Epoch[12] Batch [1420] Speed: 660.74 samples/sec acc=0.778516
INFO:root:Epoch[12] Batch [1440] Speed: 662.26 samples/sec acc=0.775879
INFO:root:Epoch[12] Batch [1460] Speed: 662.09 samples/sec acc=0.775293
INFO:root:Epoch[12] Batch [1480] Speed: 642.34 samples/sec acc=0.779297
INFO:root:Epoch[12] Batch [1500] Speed: 659.46 samples/sec acc=0.780859
INFO:root:Epoch[12] Batch [1520] Speed: 661.78 samples/sec acc=0.778809
INFO:root:Epoch[12] Batch [1540] Speed: 646.70 samples/sec acc=0.779102
INFO:root:Epoch[12] Batch [1560] Speed: 662.90 samples/sec acc=0.780371
INFO:root:Epoch[12] Batch [1580] Speed: 655.27 samples/sec acc=0.776074
INFO:root:Epoch[12] Batch [1600] Speed: 661.74 samples/sec acc=0.780762
INFO:root:Epoch[12] Batch [1620] Speed: 650.86 samples/sec acc=0.779883
INFO:root:Epoch[12] Batch [1640] Speed: 660.06 samples/sec acc=0.786719
INFO:root:Epoch[12] Batch [1660] Speed: 659.83 samples/sec acc=0.771875
INFO:root:Epoch[12] Batch [1680] Speed: 661.99 samples/sec acc=0.784668
INFO:root:Epoch[12] Batch [1700] Speed: 660.39 samples/sec acc=0.779492
INFO:root:Epoch[12] Batch [1720] Speed: 662.18 samples/sec acc=0.780859
INFO:root:Epoch[12] Batch [1740] Speed: 663.02 samples/sec acc=0.778125
INFO:root:Epoch[12] Batch [1760] Speed: 661.68 samples/sec acc=0.775684
[92000][MARGIN]0.788903,0.402588
lr-batch-epoch: 0.001 1771 12
testing verification..
(14000, 512)
infer time 24.775264
[cfp_ff][92000]XNorm: 21.401436
[cfp_ff][92000]Accuracy-Flip: 0.99786+-0.00214
testing verification..
(14000, 512)
infer time 20.701599
[cfp_fp][92000]XNorm: 19.430333
[cfp_fp][92000]Accuracy-Flip: 0.92543+-0.01364
testing verification..
(12000, 512)
infer time 18.498203
[agedb_30][92000]XNorm: 22.487997
[agedb_30][92000]Accuracy-Flip: 0.97717+-0.00715
testing verification..
(12000, 512)
infer time 20.977791
[lfw][92000]XNorm: 22.113033
[lfw][92000]Accuracy-Flip: 0.99717+-0.00289
[92000]Accuracy-Highest: 0.99783
INFO:root:Epoch[12] Batch [1780] Speed: 85.09 samples/sec acc=0.780762
INFO:root:Epoch[12] Batch [1800] Speed: 662.94 samples/sec acc=0.773242
INFO:root:Epoch[12] Batch [1820] Speed: 661.95 samples/sec acc=0.779102
INFO:root:Epoch[12] Batch [1840] Speed: 662.45 samples/sec acc=0.780176
INFO:root:Epoch[12] Batch [1860] Speed: 663.29 samples/sec acc=0.772949
INFO:root:Epoch[12] Batch [1880] Speed: 661.86 samples/sec acc=0.778223
INFO:root:Epoch[12] Batch [1900] Speed: 663.03 samples/sec acc=0.783789
INFO:root:Epoch[12] Batch [1920] Speed: 662.86 samples/sec acc=0.783887
INFO:root:Epoch[12] Batch [1940] Speed: 659.11 samples/sec acc=0.779785
INFO:root:Epoch[12] Batch [1960] Speed: 674.93 samples/sec acc=0.769238
INFO:root:Epoch[12] Batch [1980] Speed: 662.86 samples/sec acc=0.772168
INFO:root:Epoch[12] Batch [2000] Speed: 662.10 samples/sec acc=0.775879
INFO:root:Epoch[12] Batch [2020] Speed: 659.88 samples/sec acc=0.778516
INFO:root:Epoch[12] Batch [2040] Speed: 621.67 samples/sec acc=0.778125
INFO:root:Epoch[12] Batch [2060] Speed: 659.80 samples/sec acc=0.784180
INFO:root:Epoch[12] Batch [2080] Speed: 654.13 samples/sec acc=0.769434
INFO:root:Epoch[12] Batch [2100] Speed: 662.70 samples/sec acc=0.777051
INFO:root:Epoch[12] Batch [2120] Speed: 662.13 samples/sec acc=0.779883
INFO:root:Epoch[12] Batch [2140] Speed: 662.66 samples/sec acc=0.787012
INFO:root:Epoch[12] Batch [2160] Speed: 662.65 samples/sec acc=0.777930
INFO:root:Epoch[12] Batch [2180] Speed: 652.25 samples/sec acc=0.784473
INFO:root:Epoch[12] Batch [2200] Speed: 662.19 samples/sec acc=0.769531
INFO:root:Epoch[12] Batch [2220] Speed: 662.74 samples/sec acc=0.779492
INFO:root:Epoch[12] Batch [2240] Speed: 660.35 samples/sec acc=0.768164
INFO:root:Epoch[12] Batch [2260] Speed: 662.89 samples/sec acc=0.772852
INFO:root:Epoch[12] Batch [2280] Speed: 672.79 samples/sec acc=0.776758
INFO:root:Epoch[12] Batch [2300] Speed: 644.20 samples/sec acc=0.783105
INFO:root:Epoch[12] Batch [2320] Speed: 666.39 samples/sec acc=0.774707
INFO:root:Epoch[12] Batch [2340] Speed: 656.59 samples/sec acc=0.781543
INFO:root:Epoch[12] Batch [2360] Speed: 661.80 samples/sec acc=0.777539
INFO:root:Epoch[12] Batch [2380] Speed: 661.74 samples/sec acc=0.783203
INFO:root:Epoch[12] Batch [2400] Speed: 661.78 samples/sec acc=0.782520
INFO:root:Epoch[12] Batch [2420] Speed: 661.93 samples/sec acc=0.779395
INFO:root:Epoch[12] Batch [2440] Speed: 662.61 samples/sec acc=0.780176
INFO:root:Epoch[12] Batch [2460] Speed: 662.04 samples/sec acc=0.785645
INFO:root:Epoch[12] Batch [2480] Speed: 646.54 samples/sec acc=0.779004
INFO:root:Epoch[12] Batch [2500] Speed: 673.72 samples/sec acc=0.781445
INFO:root:Epoch[12] Batch [2520] Speed: 657.87 samples/sec acc=0.782324
INFO:root:Epoch[12] Batch [2540] Speed: 662.78 samples/sec acc=0.779980
INFO:root:Epoch[12] Batch [2560] Speed: 650.40 samples/sec acc=0.779883
INFO:root:Epoch[12] Batch [2580] Speed: 659.89 samples/sec acc=0.775293
INFO:root:Epoch[12] Batch [2600] Speed: 653.85 samples/sec acc=0.776270
INFO:root:Epoch[12] Batch [2620] Speed: 662.54 samples/sec acc=0.774316
INFO:root:Epoch[12] Batch [2640] Speed: 612.76 samples/sec acc=0.778711
INFO:root:Epoch[12] Batch [2660] Speed: 661.81 samples/sec acc=0.777539
INFO:root:Epoch[12] Batch [2680] Speed: 661.96 samples/sec acc=0.770117
INFO:root:Epoch[12] Batch [2700] Speed: 662.30 samples/sec acc=0.778125
INFO:root:Epoch[12] Batch [2720] Speed: 661.04 samples/sec acc=0.771387
INFO:root:Epoch[12] Batch [2740] Speed: 662.37 samples/sec acc=0.778320
INFO:root:Epoch[12] Batch [2760] Speed: 666.35 samples/sec acc=0.773633
lr-batch-epoch: 0.001 2771 12
INFO:root:Epoch[12] Batch [2780] Speed: 643.76 samples/sec acc=0.784180
INFO:root:Epoch[12] Batch [2800] Speed: 661.62 samples/sec acc=0.770605
INFO:root:Epoch[12] Batch [2820] Speed: 661.83 samples/sec acc=0.778418
INFO:root:Epoch[12] Batch [2840] Speed: 661.17 samples/sec acc=0.779980
INFO:root:Epoch[12] Batch [2860] Speed: 652.31 samples/sec acc=0.777930
INFO:root:Epoch[12] Batch [2880] Speed: 662.03 samples/sec acc=0.777832
INFO:root:Epoch[12] Batch [2900] Speed: 661.25 samples/sec acc=0.774902
INFO:root:Epoch[12] Batch [2920] Speed: 640.87 samples/sec acc=0.789160
INFO:root:Epoch[12] Batch [2940] Speed: 659.20 samples/sec acc=0.771387
INFO:root:Epoch[12] Batch [2960] Speed: 660.91 samples/sec acc=0.781836
INFO:root:Epoch[12] Batch [2980] Speed: 667.32 samples/sec acc=0.784570
INFO:root:Epoch[12] Batch [3000] Speed: 636.51 samples/sec acc=0.774121
INFO:root:Epoch[12] Batch [3020] Speed: 645.93 samples/sec acc=0.772754
INFO:root:Epoch[12] Batch [3040] Speed: 647.84 samples/sec acc=0.778418
INFO:root:Epoch[12] Batch [3060] Speed: 656.51 samples/sec acc=0.783887
INFO:root:Epoch[12] Batch [3080] Speed: 664.42 samples/sec acc=0.775293
INFO:root:Epoch[12] Batch [3100] Speed: 644.90 samples/sec acc=0.780859
INFO:root:Epoch[12] Batch [3120] Speed: 662.45 samples/sec acc=0.777148
INFO:root:Epoch[12] Batch [3140] Speed: 661.36 samples/sec acc=0.772852
INFO:root:Epoch[12] Batch [3160] Speed: 651.11 samples/sec acc=0.784863
INFO:root:Epoch[12] Batch [3180] Speed: 664.75 samples/sec acc=0.777539
INFO:root:Epoch[12] Batch [3200] Speed: 661.79 samples/sec acc=0.772949
INFO:root:Epoch[12] Batch [3220] Speed: 661.97 samples/sec acc=0.781152
INFO:root:Epoch[12] Batch [3240] Speed: 662.29 samples/sec acc=0.773438
INFO:root:Epoch[12] Batch [3260] Speed: 661.67 samples/sec acc=0.773535
INFO:root:Epoch[12] Batch [3280] Speed: 661.95 samples/sec acc=0.774316
INFO:root:Epoch[12] Batch [3300] Speed: 662.59 samples/sec acc=0.777930
INFO:root:Epoch[12] Batch [3320] Speed: 652.38 samples/sec acc=0.767773
INFO:root:Epoch[12] Batch [3340] Speed: 661.92 samples/sec acc=0.771680
INFO:root:Epoch[12] Batch [3360] Speed: 662.55 samples/sec acc=0.776172
INFO:root:Epoch[12] Batch [3380] Speed: 662.40 samples/sec acc=0.772949
INFO:root:Epoch[12] Batch [3400] Speed: 646.09 samples/sec acc=0.774512
INFO:root:Epoch[12] Batch [3420] Speed: 662.72 samples/sec acc=0.779590
INFO:root:Epoch[12] Batch [3440] Speed: 661.37 samples/sec acc=0.781152
INFO:root:Epoch[12] Batch [3460] Speed: 661.75 samples/sec acc=0.774609
INFO:root:Epoch[12] Batch [3480] Speed: 640.27 samples/sec acc=0.771191
INFO:root:Epoch[12] Batch [3500] Speed: 661.63 samples/sec acc=0.770020
INFO:root:Epoch[12] Batch [3520] Speed: 655.62 samples/sec acc=0.780566
INFO:root:Epoch[12] Batch [3540] Speed: 677.17 samples/sec acc=0.768750
INFO:root:Epoch[12] Batch [3560] Speed: 669.49 samples/sec acc=0.776465
INFO:root:Epoch[12] Batch [3580] Speed: 666.62 samples/sec acc=0.776367
INFO:root:Epoch[12] Batch [3600] Speed: 662.96 samples/sec acc=0.777734
INFO:root:Epoch[12] Batch [3620] Speed: 661.11 samples/sec acc=0.778125
INFO:root:Epoch[12] Batch [3640] Speed: 662.16 samples/sec acc=0.779590
INFO:root:Epoch[12] Batch [3660] Speed: 662.54 samples/sec acc=0.775781
INFO:root:Epoch[12] Batch [3680] Speed: 661.90 samples/sec acc=0.773633
INFO:root:Epoch[12] Batch [3700] Speed: 661.63 samples/sec acc=0.773535
INFO:root:Epoch[12] Batch [3720] Speed: 662.21 samples/sec acc=0.780469
INFO:root:Epoch[12] Batch [3740] Speed: 652.69 samples/sec acc=0.774414
INFO:root:Epoch[12] Batch [3760] Speed: 655.94 samples/sec acc=0.779883
[94000][MARGIN]0.792813,0.407446
lr-batch-epoch: 0.001 3771 12
testing verification..
(14000, 512)
infer time 28.883321
[cfp_ff][94000]XNorm: 21.517234
[cfp_ff][94000]Accuracy-Flip: 0.99771+-0.00249
testing verification..
(14000, 512)
infer time 27.832593
[cfp_fp][94000]XNorm: 19.505244
[cfp_fp][94000]Accuracy-Flip: 0.92429+-0.01311
testing verification..
(12000, 512)
infer time 21.234582
[agedb_30][94000]XNorm: 22.565056
[agedb_30][94000]Accuracy-Flip: 0.97817+-0.00664
testing verification..
(12000, 512)
infer time 18.56832
[lfw][94000]XNorm: 22.137997
[lfw][94000]Accuracy-Flip: 0.99800+-0.00277
saving 47
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0047.params"
[94000]Accuracy-Highest: 0.99800
INFO:root:Epoch[12] Batch [3780] Speed: 75.44 samples/sec acc=0.778125
INFO:root:Epoch[12] Batch [3800] Speed: 644.26 samples/sec acc=0.779199
INFO:root:Epoch[12] Batch [3820] Speed: 661.34 samples/sec acc=0.783301
INFO:root:Epoch[12] Batch [3840] Speed: 659.50 samples/sec acc=0.778809
INFO:root:Epoch[12] Batch [3860] Speed: 662.36 samples/sec acc=0.773145
INFO:root:Epoch[12] Batch [3880] Speed: 661.73 samples/sec acc=0.781445
INFO:root:Epoch[12] Batch [3900] Speed: 662.28 samples/sec acc=0.781250
INFO:root:Epoch[12] Batch [3920] Speed: 664.27 samples/sec acc=0.768945
INFO:root:Epoch[12] Batch [3940] Speed: 673.07 samples/sec acc=0.774121
INFO:root:Epoch[12] Batch [3960] Speed: 663.49 samples/sec acc=0.778320
INFO:root:Epoch[12] Batch [3980] Speed: 647.27 samples/sec acc=0.777832
INFO:root:Epoch[12] Batch [4000] Speed: 662.56 samples/sec acc=0.775879
INFO:root:Epoch[12] Batch [4020] Speed: 660.87 samples/sec acc=0.776367
INFO:root:Epoch[12] Batch [4040] Speed: 661.68 samples/sec acc=0.777051
INFO:root:Epoch[12] Batch [4060] Speed: 661.56 samples/sec acc=0.775195
INFO:root:Epoch[12] Batch [4080] Speed: 662.28 samples/sec acc=0.775684
INFO:root:Epoch[12] Batch [4100] Speed: 662.05 samples/sec acc=0.778613
INFO:root:Epoch[12] Batch [4120] Speed: 658.03 samples/sec acc=0.775098
INFO:root:Epoch[12] Batch [4140] Speed: 662.43 samples/sec acc=0.777734
INFO:root:Epoch[12] Batch [4160] Speed: 661.57 samples/sec acc=0.781738
INFO:root:Epoch[12] Batch [4180] Speed: 662.03 samples/sec acc=0.777832
INFO:root:Epoch[12] Batch [4200] Speed: 652.55 samples/sec acc=0.775488
INFO:root:Epoch[12] Batch [4220] Speed: 662.04 samples/sec acc=0.766113
INFO:root:Epoch[12] Batch [4240] Speed: 656.44 samples/sec acc=0.782031
INFO:root:Epoch[12] Batch [4260] Speed: 656.34 samples/sec acc=0.781152
INFO:root:Epoch[12] Batch [4280] Speed: 662.20 samples/sec acc=0.771875
INFO:root:Epoch[12] Batch [4300] Speed: 641.37 samples/sec acc=0.774609
INFO:root:Epoch[12] Batch [4320] Speed: 621.41 samples/sec acc=0.778125
INFO:root:Epoch[12] Batch [4340] Speed: 653.16 samples/sec acc=0.774609
INFO:root:Epoch[12] Batch [4360] Speed: 648.57 samples/sec acc=0.774414
INFO:root:Epoch[12] Batch [4380] Speed: 662.01 samples/sec acc=0.783594
INFO:root:Epoch[12] Batch [4400] Speed: 661.49 samples/sec acc=0.779395
INFO:root:Epoch[12] Batch [4420] Speed: 662.02 samples/sec acc=0.773340
INFO:root:Epoch[12] Batch [4440] Speed: 624.40 samples/sec acc=0.780957
INFO:root:Epoch[12] Batch [4460] Speed: 629.29 samples/sec acc=0.779492
INFO:root:Epoch[12] Batch [4480] Speed: 642.27 samples/sec acc=0.774902
INFO:root:Epoch[12] Batch [4500] Speed: 650.69 samples/sec acc=0.770605
INFO:root:Epoch[12] Batch [4520] Speed: 660.87 samples/sec acc=0.779785
INFO:root:Epoch[12] Batch [4540] Speed: 661.89 samples/sec acc=0.779395
INFO:root:Epoch[12] Batch [4560] Speed: 661.48 samples/sec acc=0.775195
INFO:root:Epoch[12] Batch [4580] Speed: 649.11 samples/sec acc=0.774121
INFO:root:Epoch[12] Batch [4600] Speed: 660.74 samples/sec acc=0.774512
INFO:root:Epoch[12] Batch [4620] Speed: 662.44 samples/sec acc=0.777441
INFO:root:Epoch[12] Batch [4640] Speed: 657.31 samples/sec acc=0.776172
INFO:root:Epoch[12] Batch [4660] Speed: 662.24 samples/sec acc=0.782324
INFO:root:Epoch[12] Batch [4680] Speed: 660.89 samples/sec acc=0.775000
INFO:root:Epoch[12] Batch [4700] Speed: 661.71 samples/sec acc=0.776953
INFO:root:Epoch[12] Batch [4720] Speed: 658.59 samples/sec acc=0.770898
INFO:root:Epoch[12] Batch [4740] Speed: 662.85 samples/sec acc=0.771191
INFO:root:Epoch[12] Batch [4760] Speed: 661.33 samples/sec acc=0.773535
lr-batch-epoch: 0.001 4771 12
INFO:root:Epoch[12] Batch [4780] Speed: 653.32 samples/sec acc=0.775488
INFO:root:Epoch[12] Batch [4800] Speed: 661.56 samples/sec acc=0.777441
INFO:root:Epoch[12] Batch [4820] Speed: 624.38 samples/sec acc=0.782324
INFO:root:Epoch[12] Batch [4840] Speed: 666.73 samples/sec acc=0.776563
INFO:root:Epoch[12] Batch [4860] Speed: 661.66 samples/sec acc=0.771973
INFO:root:Epoch[12] Batch [4880] Speed: 660.56 samples/sec acc=0.774316
INFO:root:Epoch[12] Batch [4900] Speed: 661.43 samples/sec acc=0.779004
INFO:root:Epoch[12] Batch [4920] Speed: 658.25 samples/sec acc=0.775293
INFO:root:Epoch[12] Batch [4940] Speed: 660.82 samples/sec acc=0.776367
INFO:root:Epoch[12] Batch [4960] Speed: 645.62 samples/sec acc=0.776074
INFO:root:Epoch[12] Batch [4980] Speed: 657.53 samples/sec acc=0.771582
INFO:root:Epoch[12] Batch [5000] Speed: 676.22 samples/sec acc=0.775098
INFO:root:Epoch[12] Batch [5020] Speed: 675.92 samples/sec acc=0.778027
INFO:root:Epoch[12] Batch [5040] Speed: 648.27 samples/sec acc=0.773145
INFO:root:Epoch[12] Batch [5060] Speed: 653.57 samples/sec acc=0.775488
INFO:root:Epoch[12] Batch [5080] Speed: 618.77 samples/sec acc=0.774023
INFO:root:Epoch[12] Batch [5100] Speed: 659.73 samples/sec acc=0.772168
INFO:root:Epoch[12] Batch [5120] Speed: 660.35 samples/sec acc=0.775391
INFO:root:Epoch[12] Batch [5140] Speed: 633.74 samples/sec acc=0.783887
INFO:root:Epoch[12] Batch [5160] Speed: 657.46 samples/sec acc=0.775293
INFO:root:Epoch[12] Batch [5180] Speed: 661.13 samples/sec acc=0.775000
INFO:root:Epoch[12] Batch [5200] Speed: 661.92 samples/sec acc=0.775879
INFO:root:Epoch[12] Batch [5220] Speed: 652.96 samples/sec acc=0.771289
INFO:root:Epoch[12] Batch [5240] Speed: 661.11 samples/sec acc=0.771387
INFO:root:Epoch[12] Batch [5260] Speed: 661.25 samples/sec acc=0.776660
INFO:root:Epoch[12] Batch [5280] Speed: 662.51 samples/sec acc=0.779980
INFO:root:Epoch[12] Batch [5300] Speed: 646.93 samples/sec acc=0.780469
INFO:root:Epoch[12] Batch [5320] Speed: 661.73 samples/sec acc=0.772754
INFO:root:Epoch[12] Batch [5340] Speed: 641.38 samples/sec acc=0.774121
INFO:root:Epoch[12] Batch [5360] Speed: 646.74 samples/sec acc=0.769629
INFO:root:Epoch[12] Batch [5380] Speed: 655.19 samples/sec acc=0.768750
INFO:root:Epoch[12] Batch [5400] Speed: 663.17 samples/sec acc=0.778906
INFO:root:Epoch[12] Batch [5420] Speed: 661.31 samples/sec acc=0.779004
INFO:root:Epoch[12] Batch [5440] Speed: 661.64 samples/sec acc=0.782129
INFO:root:Epoch[12] Batch [5460] Speed: 656.27 samples/sec acc=0.775195
INFO:root:Epoch[12] Batch [5480] Speed: 659.40 samples/sec acc=0.778711
INFO:root:Epoch[12] Batch [5500] Speed: 661.60 samples/sec acc=0.775977
INFO:root:Epoch[12] Batch [5520] Speed: 661.79 samples/sec acc=0.776953
INFO:root:Epoch[12] Batch [5540] Speed: 642.72 samples/sec acc=0.780273
INFO:root:Epoch[12] Batch [5560] Speed: 661.11 samples/sec acc=0.776367
INFO:root:Epoch[12] Batch [5580] Speed: 662.06 samples/sec acc=0.782129
INFO:root:Epoch[12] Batch [5600] Speed: 661.63 samples/sec acc=0.781543
INFO:root:Epoch[12] Batch [5620] Speed: 661.15 samples/sec acc=0.773438
INFO:root:Epoch[12] Batch [5640] Speed: 650.24 samples/sec acc=0.781250
INFO:root:Epoch[12] Batch [5660] Speed: 641.97 samples/sec acc=0.773633
INFO:root:Epoch[12] Batch [5680] Speed: 661.34 samples/sec acc=0.773047
INFO:root:Epoch[12] Batch [5700] Speed: 661.42 samples/sec acc=0.775586
INFO:root:Epoch[12] Batch [5720] Speed: 661.68 samples/sec acc=0.774805
INFO:root:Epoch[12] Batch [5740] Speed: 629.66 samples/sec acc=0.775977
INFO:root:Epoch[12] Batch [5760] Speed: 661.47 samples/sec acc=0.783105
[96000][MARGIN]0.794114,0.408994
lr-batch-epoch: 0.001 5771 12
testing verification..
(14000, 512)
infer time 24.707595
[cfp_ff][96000]XNorm: 21.380046
[cfp_ff][96000]Accuracy-Flip: 0.99771+-0.00232
testing verification..
(14000, 512)
infer time 26.146211
[cfp_fp][96000]XNorm: 19.539928
[cfp_fp][96000]Accuracy-Flip: 0.92600+-0.01454
testing verification..
(12000, 512)
infer time 19.633509
[agedb_30][96000]XNorm: 22.444902
[agedb_30][96000]Accuracy-Flip: 0.97750+-0.00647
testing verification..
(12000, 512)
infer time 17.610915
[lfw][96000]XNorm: 22.062007
[lfw][96000]Accuracy-Flip: 0.99767+-0.00281
[96000]Accuracy-Highest: 0.99800
INFO:root:Epoch[12] Batch [5780] Speed: 83.37 samples/sec acc=0.778906
INFO:root:Epoch[12] Batch [5800] Speed: 641.45 samples/sec acc=0.776660
INFO:root:Epoch[12] Batch [5820] Speed: 662.19 samples/sec acc=0.778809
INFO:root:Epoch[12] Batch [5840] Speed: 661.06 samples/sec acc=0.777637
INFO:root:Epoch[12] Batch [5860] Speed: 662.07 samples/sec acc=0.784473
INFO:root:Epoch[12] Batch [5880] Speed: 662.67 samples/sec acc=0.779980
INFO:root:Epoch[12] Batch [5900] Speed: 661.73 samples/sec acc=0.778320
INFO:root:Epoch[12] Batch [5920] Speed: 655.19 samples/sec acc=0.777344
INFO:root:Epoch[12] Batch [5940] Speed: 665.23 samples/sec acc=0.779004
INFO:root:Epoch[12] Batch [5960] Speed: 657.28 samples/sec acc=0.776563
INFO:root:Epoch[12] Batch [5980] Speed: 663.39 samples/sec acc=0.771973
INFO:root:Epoch[12] Batch [6000] Speed: 663.21 samples/sec acc=0.778027
INFO:root:Epoch[12] Batch [6020] Speed: 661.27 samples/sec acc=0.776074
INFO:root:Epoch[12] Batch [6040] Speed: 650.88 samples/sec acc=0.778320
INFO:root:Epoch[12] Batch [6060] Speed: 656.87 samples/sec acc=0.775000
INFO:root:Epoch[12] Batch [6080] Speed: 655.13 samples/sec acc=0.774512
INFO:root:Epoch[12] Batch [6100] Speed: 634.44 samples/sec acc=0.769922
INFO:root:Epoch[12] Batch [6120] Speed: 661.66 samples/sec acc=0.776074
INFO:root:Epoch[12] Batch [6140] Speed: 662.12 samples/sec acc=0.781055
INFO:root:Epoch[12] Batch [6160] Speed: 662.01 samples/sec acc=0.778223
INFO:root:Epoch[12] Batch [6180] Speed: 661.86 samples/sec acc=0.779004
INFO:root:Epoch[12] Batch [6200] Speed: 652.68 samples/sec acc=0.772559
INFO:root:Epoch[12] Batch [6220] Speed: 662.21 samples/sec acc=0.784766
INFO:root:Epoch[12] Batch [6240] Speed: 662.43 samples/sec acc=0.778809
INFO:root:Epoch[12] Batch [6260] Speed: 660.87 samples/sec acc=0.774609
INFO:root:Epoch[12] Batch [6280] Speed: 662.16 samples/sec acc=0.777539
INFO:root:Epoch[12] Batch [6300] Speed: 661.79 samples/sec acc=0.782129
INFO:root:Epoch[12] Batch [6320] Speed: 660.72 samples/sec acc=0.774316
INFO:root:Epoch[12] Batch [6340] Speed: 661.87 samples/sec acc=0.778223
INFO:root:Epoch[12] Batch [6360] Speed: 662.24 samples/sec acc=0.782422
INFO:root:Epoch[12] Batch [6380] Speed: 661.32 samples/sec acc=0.774219
INFO:root:Epoch[12] Batch [6400] Speed: 658.23 samples/sec acc=0.778906
INFO:root:Epoch[12] Batch [6420] Speed: 662.95 samples/sec acc=0.774609
INFO:root:Epoch[12] Batch [6440] Speed: 659.14 samples/sec acc=0.772559
INFO:root:Epoch[12] Batch [6460] Speed: 663.70 samples/sec acc=0.777734
INFO:root:Epoch[12] Batch [6480] Speed: 661.93 samples/sec acc=0.778613
INFO:root:Epoch[12] Batch [6500] Speed: 661.21 samples/sec acc=0.773438
INFO:root:Epoch[12] Batch [6520] Speed: 652.94 samples/sec acc=0.767480
INFO:root:Epoch[12] Batch [6540] Speed: 661.89 samples/sec acc=0.776465
INFO:root:Epoch[12] Batch [6560] Speed: 661.01 samples/sec acc=0.777734
INFO:root:Epoch[12] Batch [6580] Speed: 656.54 samples/sec acc=0.774121
INFO:root:Epoch[12] Batch [6600] Speed: 662.62 samples/sec acc=0.779785
INFO:root:Epoch[12] Batch [6620] Speed: 642.29 samples/sec acc=0.779199
INFO:root:Epoch[12] Batch [6640] Speed: 661.45 samples/sec acc=0.771582
INFO:root:Epoch[12] Batch [6660] Speed: 660.96 samples/sec acc=0.779785
INFO:root:Epoch[12] Batch [6680] Speed: 661.46 samples/sec acc=0.783398
INFO:root:Epoch[12] Batch [6700] Speed: 661.71 samples/sec acc=0.770020
INFO:root:Epoch[12] Batch [6720] Speed: 660.89 samples/sec acc=0.771680
INFO:root:Epoch[12] Batch [6740] Speed: 661.08 samples/sec acc=0.770703
INFO:root:Epoch[12] Batch [6760] Speed: 653.36 samples/sec acc=0.781641
lr-batch-epoch: 0.001 6771 12
INFO:root:Epoch[12] Batch [6780] Speed: 662.72 samples/sec acc=0.777051
INFO:root:Epoch[12] Batch [6800] Speed: 661.14 samples/sec acc=0.776758
INFO:root:Epoch[12] Batch [6820] Speed: 662.25 samples/sec acc=0.772949
INFO:root:Epoch[12] Batch [6840] Speed: 662.17 samples/sec acc=0.780078
INFO:root:Epoch[12] Batch [6860] Speed: 661.31 samples/sec acc=0.776563
INFO:root:Epoch[12] Batch [6880] Speed: 661.97 samples/sec acc=0.768750
INFO:root:Epoch[12] Batch [6900] Speed: 661.87 samples/sec acc=0.775000
INFO:root:Epoch[12] Batch [6920] Speed: 658.81 samples/sec acc=0.776953
INFO:root:Epoch[12] Batch [6940] Speed: 655.35 samples/sec acc=0.767285
INFO:root:Epoch[12] Batch [6960] Speed: 671.44 samples/sec acc=0.775879
INFO:root:Epoch[12] Batch [6980] Speed: 661.03 samples/sec acc=0.782031
INFO:root:Epoch[12] Batch [7000] Speed: 661.84 samples/sec acc=0.773535
INFO:root:Epoch[12] Batch [7020] Speed: 662.24 samples/sec acc=0.776172
INFO:root:Epoch[12] Batch [7040] Speed: 661.42 samples/sec acc=0.775195
INFO:root:Epoch[12] Batch [7060] Speed: 641.51 samples/sec acc=0.774609
INFO:root:Epoch[12] Batch [7080] Speed: 662.07 samples/sec acc=0.773438
INFO:root:Epoch[12] Batch [7100] Speed: 661.32 samples/sec acc=0.772070
INFO:root:Epoch[12] Batch [7120] Speed: 661.41 samples/sec acc=0.780176
INFO:root:Epoch[12] Batch [7140] Speed: 662.43 samples/sec acc=0.772559
INFO:root:Epoch[12] Batch [7160] Speed: 661.00 samples/sec acc=0.781250
INFO:root:Epoch[12] Batch [7180] Speed: 661.25 samples/sec acc=0.771484
INFO:root:Epoch[12] Batch [7200] Speed: 662.13 samples/sec acc=0.770117
INFO:root:Epoch[12] Batch [7220] Speed: 660.99 samples/sec acc=0.773926
INFO:root:Epoch[12] Batch [7240] Speed: 661.72 samples/sec acc=0.774512
INFO:root:Epoch[12] Batch [7260] Speed: 649.74 samples/sec acc=0.779297
INFO:root:Epoch[12] Batch [7280] Speed: 660.24 samples/sec acc=0.777051
INFO:root:Epoch[12] Batch [7300] Speed: 656.93 samples/sec acc=0.773926
INFO:root:Epoch[12] Batch [7320] Speed: 664.92 samples/sec acc=0.777539
INFO:root:Epoch[12] Batch [7340] Speed: 656.65 samples/sec acc=0.773242
INFO:root:Epoch[12] Batch [7360] Speed: 661.06 samples/sec acc=0.780566
INFO:root:Epoch[12] Batch [7380] Speed: 662.24 samples/sec acc=0.771582
INFO:root:Epoch[12] Batch [7400] Speed: 646.32 samples/sec acc=0.777539
INFO:root:Epoch[12] Batch [7420] Speed: 657.46 samples/sec acc=0.778418
INFO:root:Epoch[12] Batch [7440] Speed: 662.12 samples/sec acc=0.769922
INFO:root:Epoch[12] Batch [7460] Speed: 661.02 samples/sec acc=0.775391
INFO:root:Epoch[12] Batch [7480] Speed: 649.36 samples/sec acc=0.775488
INFO:root:Epoch[12] Batch [7500] Speed: 668.19 samples/sec acc=0.771191
INFO:root:Epoch[12] Train-acc=0.773438
INFO:root:Epoch[12] Time cost=6184.963
call reset()
INFO:root:Epoch[13] Batch [20] Speed: 662.14 samples/sec acc=0.810082
INFO:root:Epoch[13] Batch [40] Speed: 662.24 samples/sec acc=0.816602
INFO:root:Epoch[13] Batch [60] Speed: 635.54 samples/sec acc=0.804883
INFO:root:Epoch[13] Batch [80] Speed: 661.82 samples/sec acc=0.818750
INFO:root:Epoch[13] Batch [100] Speed: 661.94 samples/sec acc=0.813477
INFO:root:Epoch[13] Batch [120] Speed: 647.14 samples/sec acc=0.812891
INFO:root:Epoch[13] Batch [140] Speed: 660.42 samples/sec acc=0.814941
INFO:root:Epoch[13] Batch [160] Speed: 662.15 samples/sec acc=0.810937
INFO:root:Epoch[13] Batch [180] Speed: 656.79 samples/sec acc=0.816797
INFO:root:Epoch[13] Batch [200] Speed: 662.13 samples/sec acc=0.803418
INFO:root:Epoch[13] Batch [220] Speed: 662.49 samples/sec acc=0.806152
INFO:root:Epoch[13] Batch [240] Speed: 662.39 samples/sec acc=0.816602
[98000][MARGIN]0.809840,0.431885
lr-batch-epoch: 0.001 252 13
testing verification..
(14000, 512)
infer time 23.044673
[cfp_ff][98000]XNorm: 21.540596
[cfp_ff][98000]Accuracy-Flip: 0.99814+-0.00231
testing verification..
(14000, 512)
infer time 24.11354
[cfp_fp][98000]XNorm: 19.770752
[cfp_fp][98000]Accuracy-Flip: 0.92786+-0.01449
testing verification..
(12000, 512)
infer time 19.230186
[agedb_30][98000]XNorm: 22.672518
[agedb_30][98000]Accuracy-Flip: 0.97750+-0.00634
testing verification..
(12000, 512)
infer time 20.331927
[lfw][98000]XNorm: 22.276239
[lfw][98000]Accuracy-Flip: 0.99767+-0.00271
[98000]Accuracy-Highest: 0.99800
INFO:root:Epoch[13] Batch [260] Speed: 84.10 samples/sec acc=0.817090
INFO:root:Epoch[13] Batch [280] Speed: 657.84 samples/sec acc=0.806055
INFO:root:Epoch[13] Batch [300] Speed: 641.27 samples/sec acc=0.814160
INFO:root:Epoch[13] Batch [320] Speed: 654.98 samples/sec acc=0.810937
INFO:root:Epoch[13] Batch [340] Speed: 661.53 samples/sec acc=0.808887
INFO:root:Epoch[13] Batch [360] Speed: 659.82 samples/sec acc=0.814746
INFO:root:Epoch[13] Batch [380] Speed: 653.69 samples/sec acc=0.803809
INFO:root:Epoch[13] Batch [400] Speed: 661.59 samples/sec acc=0.815723
INFO:root:Epoch[13] Batch [420] Speed: 656.61 samples/sec acc=0.804297
INFO:root:Epoch[13] Batch [440] Speed: 661.62 samples/sec acc=0.811230
INFO:root:Epoch[13] Batch [460] Speed: 662.25 samples/sec acc=0.811133
INFO:root:Epoch[13] Batch [480] Speed: 661.17 samples/sec acc=0.809473
INFO:root:Epoch[13] Batch [500] Speed: 661.27 samples/sec acc=0.806836
INFO:root:Epoch[13] Batch [520] Speed: 661.87 samples/sec acc=0.805566
INFO:root:Epoch[13] Batch [540] Speed: 660.33 samples/sec acc=0.802539
INFO:root:Epoch[13] Batch [560] Speed: 662.10 samples/sec acc=0.814648
INFO:root:Epoch[13] Batch [580] Speed: 662.06 samples/sec acc=0.813086
INFO:root:Epoch[13] Batch [600] Speed: 661.21 samples/sec acc=0.809668
INFO:root:Epoch[13] Batch [620] Speed: 660.65 samples/sec acc=0.808789
INFO:root:Epoch[13] Batch [640] Speed: 661.62 samples/sec acc=0.802539
INFO:root:Epoch[13] Batch [660] Speed: 656.41 samples/sec acc=0.811133
INFO:root:Epoch[13] Batch [680] Speed: 661.28 samples/sec acc=0.806445
INFO:root:Epoch[13] Batch [700] Speed: 656.79 samples/sec acc=0.803418
INFO:root:Epoch[13] Batch [720] Speed: 677.83 samples/sec acc=0.808789
INFO:root:Epoch[13] Batch [740] Speed: 661.04 samples/sec acc=0.803125
INFO:root:Epoch[13] Batch [760] Speed: 652.94 samples/sec acc=0.804492
INFO:root:Epoch[13] Batch [780] Speed: 661.46 samples/sec acc=0.801367
INFO:root:Epoch[13] Batch [800] Speed: 660.82 samples/sec acc=0.800879
INFO:root:Epoch[13] Batch [820] Speed: 662.05 samples/sec acc=0.809570
INFO:root:Epoch[13] Batch [840] Speed: 662.04 samples/sec acc=0.802148
INFO:root:Epoch[13] Batch [860] Speed: 657.54 samples/sec acc=0.804980
INFO:root:Epoch[13] Batch [880] Speed: 661.35 samples/sec acc=0.802734
INFO:root:Epoch[13] Batch [900] Speed: 661.49 samples/sec acc=0.798535
INFO:root:Epoch[13] Batch [920] Speed: 661.99 samples/sec acc=0.809570
INFO:root:Epoch[13] Batch [940] Speed: 661.10 samples/sec acc=0.804688
INFO:root:Epoch[13] Batch [960] Speed: 661.08 samples/sec acc=0.805371
INFO:root:Epoch[13] Batch [980] Speed: 661.60 samples/sec acc=0.804980
INFO:root:Epoch[13] Batch [1000] Speed: 647.51 samples/sec acc=0.802637
INFO:root:Epoch[13] Batch [1020] Speed: 661.53 samples/sec acc=0.803711
INFO:root:Epoch[13] Batch [1040] Speed: 661.68 samples/sec acc=0.808105
INFO:root:Epoch[13] Batch [1060] Speed: 662.06 samples/sec acc=0.806445
INFO:root:Epoch[13] Batch [1080] Speed: 655.45 samples/sec acc=0.804785
INFO:root:Epoch[13] Batch [1100] Speed: 663.04 samples/sec acc=0.811426
INFO:root:Epoch[13] Batch [1120] Speed: 661.30 samples/sec acc=0.807129
INFO:root:Epoch[13] Batch [1140] Speed: 660.88 samples/sec acc=0.808594
INFO:root:Epoch[13] Batch [1160] Speed: 662.09 samples/sec acc=0.805371
INFO:root:Epoch[13] Batch [1180] Speed: 661.30 samples/sec acc=0.808008
INFO:root:Epoch[13] Batch [1200] Speed: 661.11 samples/sec acc=0.806543
INFO:root:Epoch[13] Batch [1220] Speed: 649.81 samples/sec acc=0.794434
INFO:root:Epoch[13] Batch [1240] Speed: 660.49 samples/sec acc=0.804199
lr-batch-epoch: 0.001 1252 13
INFO:root:Epoch[13] Batch [1260] Speed: 672.85 samples/sec acc=0.802539
INFO:root:Epoch[13] Batch [1280] Speed: 661.69 samples/sec acc=0.806348
INFO:root:Epoch[13] Batch [1300] Speed: 668.28 samples/sec acc=0.812500
INFO:root:Epoch[13] Batch [1320] Speed: 678.44 samples/sec acc=0.800879
INFO:root:Epoch[13] Batch [1340] Speed: 661.02 samples/sec acc=0.804102
INFO:root:Epoch[13] Batch [1360] Speed: 661.22 samples/sec acc=0.802930
INFO:root:Epoch[13] Batch [1380] Speed: 659.16 samples/sec acc=0.802148
INFO:root:Epoch[13] Batch [1400] Speed: 656.04 samples/sec acc=0.805176
INFO:root:Epoch[13] Batch [1420] Speed: 662.75 samples/sec acc=0.803613
INFO:root:Epoch[13] Batch [1440] Speed: 660.68 samples/sec acc=0.800195
INFO:root:Epoch[13] Batch [1460] Speed: 662.18 samples/sec acc=0.796875
INFO:root:Epoch[13] Batch [1480] Speed: 653.52 samples/sec acc=0.800000
INFO:root:Epoch[13] Batch [1500] Speed: 661.59 samples/sec acc=0.806055
INFO:root:Epoch[13] Batch [1520] Speed: 646.26 samples/sec acc=0.806934
INFO:root:Epoch[13] Batch [1540] Speed: 649.35 samples/sec acc=0.811230
INFO:root:Epoch[13] Batch [1560] Speed: 630.93 samples/sec acc=0.802930
INFO:root:Epoch[13] Batch [1580] Speed: 662.41 samples/sec acc=0.810840
INFO:root:Epoch[13] Batch [1600] Speed: 656.82 samples/sec acc=0.806250
INFO:root:Epoch[13] Batch [1620] Speed: 661.21 samples/sec acc=0.799805
INFO:root:Epoch[13] Batch [1640] Speed: 650.01 samples/sec acc=0.804590
INFO:root:Epoch[13] Batch [1660] Speed: 662.20 samples/sec acc=0.800586
INFO:root:Epoch[13] Batch [1680] Speed: 661.80 samples/sec acc=0.810449
INFO:root:Epoch[13] Batch [1700] Speed: 662.23 samples/sec acc=0.798926
INFO:root:Epoch[13] Batch [1720] Speed: 661.84 samples/sec acc=0.807520
INFO:root:Epoch[13] Batch [1740] Speed: 661.87 samples/sec acc=0.801758
INFO:root:Epoch[13] Batch [1760] Speed: 638.93 samples/sec acc=0.810352
INFO:root:Epoch[13] Batch [1780] Speed: 655.01 samples/sec acc=0.806055
INFO:root:Epoch[13] Batch [1800] Speed: 661.74 samples/sec acc=0.805859
INFO:root:Epoch[13] Batch [1820] Speed: 662.06 samples/sec acc=0.804395
INFO:root:Epoch[13] Batch [1840] Speed: 662.54 samples/sec acc=0.805469
INFO:root:Epoch[13] Batch [1860] Speed: 661.99 samples/sec acc=0.810352
INFO:root:Epoch[13] Batch [1880] Speed: 662.21 samples/sec acc=0.803320
INFO:root:Epoch[13] Batch [1900] Speed: 661.57 samples/sec acc=0.800977
INFO:root:Epoch[13] Batch [1920] Speed: 641.69 samples/sec acc=0.803223
INFO:root:Epoch[13] Batch [1940] Speed: 659.53 samples/sec acc=0.805176
INFO:root:Epoch[13] Batch [1960] Speed: 648.42 samples/sec acc=0.808984
INFO:root:Epoch[13] Batch [1980] Speed: 655.89 samples/sec acc=0.802246
INFO:root:Epoch[13] Batch [2000] Speed: 664.19 samples/sec acc=0.806641
INFO:root:Epoch[13] Batch [2020] Speed: 638.49 samples/sec acc=0.810254
INFO:root:Epoch[13] Batch [2040] Speed: 601.14 samples/sec acc=0.805762
INFO:root:Epoch[13] Batch [2060] Speed: 652.61 samples/sec acc=0.808887
INFO:root:Epoch[13] Batch [2080] Speed: 644.37 samples/sec acc=0.801660
INFO:root:Epoch[13] Batch [2100] Speed: 661.35 samples/sec acc=0.797949
INFO:root:Epoch[13] Batch [2120] Speed: 667.73 samples/sec acc=0.799414
INFO:root:Epoch[13] Batch [2140] Speed: 675.87 samples/sec acc=0.797656
INFO:root:Epoch[13] Batch [2160] Speed: 645.34 samples/sec acc=0.801855
INFO:root:Epoch[13] Batch [2180] Speed: 661.10 samples/sec acc=0.800098
INFO:root:Epoch[13] Batch [2200] Speed: 662.14 samples/sec acc=0.804004
INFO:root:Epoch[13] Batch [2220] Speed: 661.34 samples/sec acc=0.801172
INFO:root:Epoch[13] Batch [2240] Speed: 640.26 samples/sec acc=0.804199
[100000][MARGIN]0.801697,0.419335
lr change to 0.0001
lr-batch-epoch: 0.0001 2252 13
testing verification..
(14000, 512)
infer time 26.93032
[cfp_ff][100000]XNorm: 21.206661
[cfp_ff][100000]Accuracy-Flip: 0.99829+-0.00229
testing verification..
(14000, 512)
infer time 24.364064
[cfp_fp][100000]XNorm: 19.494624
[cfp_fp][100000]Accuracy-Flip: 0.92743+-0.01295
testing verification..
(12000, 512)
infer time 22.174277
[agedb_30][100000]XNorm: 22.312334
[agedb_30][100000]Accuracy-Flip: 0.97767+-0.00700
testing verification..
(12000, 512)
infer time 25.665378
[lfw][100000]XNorm: 21.961490
[lfw][100000]Accuracy-Flip: 0.99817+-0.00229
saving 50
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0050.params"
[100000]Accuracy-Highest: 0.99817
INFO:root:Epoch[13] Batch [2260] Speed: 72.44 samples/sec acc=0.806543
INFO:root:Epoch[13] Batch [2280] Speed: 668.04 samples/sec acc=0.801367
INFO:root:Epoch[13] Batch [2300] Speed: 652.38 samples/sec acc=0.808496
INFO:root:Epoch[13] Batch [2320] Speed: 674.38 samples/sec acc=0.800098
INFO:root:Epoch[13] Batch [2340] Speed: 663.41 samples/sec acc=0.804590
INFO:root:Epoch[13] Batch [2360] Speed: 662.05 samples/sec acc=0.812207
INFO:root:Epoch[13] Batch [2380] Speed: 661.66 samples/sec acc=0.808301
INFO:root:Epoch[13] Batch [2400] Speed: 661.21 samples/sec acc=0.803809
INFO:root:Epoch[13] Batch [2420] Speed: 665.95 samples/sec acc=0.797949
INFO:root:Epoch[13] Batch [2440] Speed: 662.26 samples/sec acc=0.805859
INFO:root:Epoch[13] Batch [2460] Speed: 661.76 samples/sec acc=0.806152
INFO:root:Epoch[13] Batch [2480] Speed: 661.95 samples/sec acc=0.804688
INFO:root:Epoch[13] Batch [2500] Speed: 662.82 samples/sec acc=0.802246
INFO:root:Epoch[13] Batch [2520] Speed: 622.50 samples/sec acc=0.800977
INFO:root:Epoch[13] Batch [2540] Speed: 627.07 samples/sec acc=0.811719
INFO:root:Epoch[13] Batch [2560] Speed: 654.91 samples/sec acc=0.810840
INFO:root:Epoch[13] Batch [2580] Speed: 652.78 samples/sec acc=0.803418
INFO:root:Epoch[13] Batch [2600] Speed: 604.71 samples/sec acc=0.804785
INFO:root:Epoch[13] Batch [2620] Speed: 644.27 samples/sec acc=0.810352
INFO:root:Epoch[13] Batch [2640] Speed: 661.71 samples/sec acc=0.805566
INFO:root:Epoch[13] Batch [2660] Speed: 637.08 samples/sec acc=0.805566
INFO:root:Epoch[13] Batch [2680] Speed: 662.65 samples/sec acc=0.806250
INFO:root:Epoch[13] Batch [2700] Speed: 622.05 samples/sec acc=0.808594
INFO:root:Epoch[13] Batch [2720] Speed: 662.91 samples/sec acc=0.805957
INFO:root:Epoch[13] Batch [2740] Speed: 661.81 samples/sec acc=0.811328
INFO:root:Epoch[13] Batch [2760] Speed: 661.41 samples/sec acc=0.807227
INFO:root:Epoch[13] Batch [2780] Speed: 658.69 samples/sec acc=0.807129
INFO:root:Epoch[13] Batch [2800] Speed: 632.60 samples/sec acc=0.804297
INFO:root:Epoch[13] Batch [2820] Speed: 651.17 samples/sec acc=0.799414
INFO:root:Epoch[13] Batch [2840] Speed: 661.97 samples/sec acc=0.804199
INFO:root:Epoch[13] Batch [2860] Speed: 662.45 samples/sec acc=0.818555
INFO:root:Epoch[13] Batch [2880] Speed: 661.55 samples/sec acc=0.818066
INFO:root:Epoch[13] Batch [2900] Speed: 661.82 samples/sec acc=0.806738
INFO:root:Epoch[13] Batch [2920] Speed: 662.44 samples/sec acc=0.808203
INFO:root:Epoch[13] Batch [2940] Speed: 648.67 samples/sec acc=0.806152
INFO:root:Epoch[13] Batch [2960] Speed: 665.08 samples/sec acc=0.807031
INFO:root:Epoch[13] Batch [2980] Speed: 660.09 samples/sec acc=0.812109
INFO:root:Epoch[13] Batch [3000] Speed: 666.33 samples/sec acc=0.809961
INFO:root:Epoch[13] Batch [3020] Speed: 640.95 samples/sec acc=0.805176
INFO:root:Epoch[13] Batch [3040] Speed: 641.19 samples/sec acc=0.803516
INFO:root:Epoch[13] Batch [3060] Speed: 659.65 samples/sec acc=0.806250
INFO:root:Epoch[13] Batch [3080] Speed: 661.10 samples/sec acc=0.804199
INFO:root:Epoch[13] Batch [3100] Speed: 657.21 samples/sec acc=0.808008
INFO:root:Epoch[13] Batch [3120] Speed: 634.70 samples/sec acc=0.812305
INFO:root:Epoch[13] Batch [3140] Speed: 674.40 samples/sec acc=0.800781
INFO:root:Epoch[13] Batch [3160] Speed: 662.37 samples/sec acc=0.812012
INFO:root:Epoch[13] Batch [3180] Speed: 661.53 samples/sec acc=0.813281
INFO:root:Epoch[13] Batch [3200] Speed: 651.72 samples/sec acc=0.806934
INFO:root:Epoch[13] Batch [3220] Speed: 641.70 samples/sec acc=0.797461
INFO:root:Epoch[13] Batch [3240] Speed: 662.12 samples/sec acc=0.805957
lr-batch-epoch: 0.0001 3252 13
INFO:root:Epoch[13] Batch [3260] Speed: 615.46 samples/sec acc=0.807910
INFO:root:Epoch[13] Batch [3280] Speed: 662.65 samples/sec acc=0.811328
INFO:root:Epoch[13] Batch [3300] Speed: 661.85 samples/sec acc=0.807031
INFO:root:Epoch[13] Batch [3320] Speed: 652.86 samples/sec acc=0.802930
INFO:root:Epoch[13] Batch [3340] Speed: 629.09 samples/sec acc=0.809473
INFO:root:Epoch[13] Batch [3360] Speed: 661.49 samples/sec acc=0.804492
INFO:root:Epoch[13] Batch [3380] Speed: 654.63 samples/sec acc=0.818945
INFO:root:Epoch[13] Batch [3400] Speed: 661.71 samples/sec acc=0.805566
INFO:root:Epoch[13] Batch [3420] Speed: 661.22 samples/sec acc=0.810840
INFO:root:Epoch[13] Batch [3440] Speed: 661.92 samples/sec acc=0.806738
INFO:root:Epoch[13] Batch [3460] Speed: 653.05 samples/sec acc=0.809082
INFO:root:Epoch[13] Batch [3480] Speed: 655.29 samples/sec acc=0.804297
INFO:root:Epoch[13] Batch [3500] Speed: 657.45 samples/sec acc=0.811328
INFO:root:Epoch[13] Batch [3520] Speed: 646.95 samples/sec acc=0.810352
INFO:root:Epoch[13] Batch [3540] Speed: 661.73 samples/sec acc=0.812891
INFO:root:Epoch[13] Batch [3560] Speed: 661.58 samples/sec acc=0.805566
INFO:root:Epoch[13] Batch [3580] Speed: 662.72 samples/sec acc=0.809863
INFO:root:Epoch[13] Batch [3600] Speed: 661.43 samples/sec acc=0.800684
INFO:root:Epoch[13] Batch [3620] Speed: 662.03 samples/sec acc=0.803613
INFO:root:Epoch[13] Batch [3640] Speed: 662.38 samples/sec acc=0.812793
INFO:root:Epoch[13] Batch [3660] Speed: 643.43 samples/sec acc=0.805957
INFO:root:Epoch[13] Batch [3680] Speed: 649.53 samples/sec acc=0.808301
INFO:root:Epoch[13] Batch [3700] Speed: 656.30 samples/sec acc=0.807422
INFO:root:Epoch[13] Batch [3720] Speed: 623.31 samples/sec acc=0.807715
INFO:root:Epoch[13] Batch [3740] Speed: 638.47 samples/sec acc=0.806934
INFO:root:Epoch[13] Batch [3760] Speed: 647.90 samples/sec acc=0.806152
INFO:root:Epoch[13] Batch [3780] Speed: 661.29 samples/sec acc=0.819336
INFO:root:Epoch[13] Batch [3800] Speed: 662.24 samples/sec acc=0.806250
INFO:root:Epoch[13] Batch [3820] Speed: 670.34 samples/sec acc=0.814160
INFO:root:Epoch[13] Batch [3840] Speed: 632.94 samples/sec acc=0.809766
INFO:root:Epoch[13] Batch [3860] Speed: 662.68 samples/sec acc=0.808691
INFO:root:Epoch[13] Batch [3880] Speed: 662.14 samples/sec acc=0.809082
INFO:root:Epoch[13] Batch [3900] Speed: 641.89 samples/sec acc=0.807715
INFO:root:Epoch[13] Batch [3920] Speed: 653.52 samples/sec acc=0.807617
INFO:root:Epoch[13] Batch [3940] Speed: 636.86 samples/sec acc=0.801855
INFO:root:Epoch[13] Batch [3960] Speed: 661.01 samples/sec acc=0.810254
INFO:root:Epoch[13] Batch [3980] Speed: 637.00 samples/sec acc=0.811133
INFO:root:Epoch[13] Batch [4000] Speed: 658.71 samples/sec acc=0.807324
INFO:root:Epoch[13] Batch [4020] Speed: 661.31 samples/sec acc=0.807813
INFO:root:Epoch[13] Batch [4040] Speed: 642.92 samples/sec acc=0.805762
INFO:root:Epoch[13] Batch [4060] Speed: 662.15 samples/sec acc=0.811914
INFO:root:Epoch[13] Batch [4080] Speed: 661.90 samples/sec acc=0.810352
INFO:root:Epoch[13] Batch [4100] Speed: 662.47 samples/sec acc=0.808789
INFO:root:Epoch[13] Batch [4120] Speed: 660.62 samples/sec acc=0.813379
INFO:root:Epoch[13] Batch [4140] Speed: 638.23 samples/sec acc=0.806641
INFO:root:Epoch[13] Batch [4160] Speed: 661.64 samples/sec acc=0.806250
INFO:root:Epoch[13] Batch [4180] Speed: 662.08 samples/sec acc=0.812598
INFO:root:Epoch[13] Batch [4200] Speed: 661.08 samples/sec acc=0.802832
INFO:root:Epoch[13] Batch [4220] Speed: 635.06 samples/sec acc=0.809961
INFO:root:Epoch[13] Batch [4240] Speed: 662.19 samples/sec acc=0.812207
[102000][MARGIN]0.802079,0.420633
lr-batch-epoch: 0.0001 4252 13
testing verification..
(14000, 512)
infer time 17.704362
[cfp_ff][102000]XNorm: 21.493158
[cfp_ff][102000]Accuracy-Flip: 0.99814+-0.00231
testing verification..
(14000, 512)
infer time 18.302814
[cfp_fp][102000]XNorm: 19.743070
[cfp_fp][102000]Accuracy-Flip: 0.92757+-0.01447
testing verification..
(12000, 512)
infer time 14.929935
[agedb_30][102000]XNorm: 22.679150
[agedb_30][102000]Accuracy-Flip: 0.97767+-0.00696
testing verification..
(12000, 512)
infer time 14.35169
[lfw][102000]XNorm: 22.254405
[lfw][102000]Accuracy-Flip: 0.99800+-0.00267
[102000]Accuracy-Highest: 0.99817
INFO:root:Epoch[13] Batch [4260] Speed: 102.97 samples/sec acc=0.809570
INFO:root:Epoch[13] Batch [4280] Speed: 661.60 samples/sec acc=0.812891
INFO:root:Epoch[13] Batch [4300] Speed: 662.28 samples/sec acc=0.808691
INFO:root:Epoch[13] Batch [4320] Speed: 660.82 samples/sec acc=0.810742
INFO:root:Epoch[13] Batch [4340] Speed: 662.71 samples/sec acc=0.808691
INFO:root:Epoch[13] Batch [4360] Speed: 659.93 samples/sec acc=0.817187
INFO:root:Epoch[13] Batch [4380] Speed: 636.39 samples/sec acc=0.809766
INFO:root:Epoch[13] Batch [4400] Speed: 661.86 samples/sec acc=0.810742
INFO:root:Epoch[13] Batch [4420] Speed: 642.09 samples/sec acc=0.809766
INFO:root:Epoch[13] Batch [4440] Speed: 650.43 samples/sec acc=0.806543
INFO:root:Epoch[13] Batch [4460] Speed: 644.42 samples/sec acc=0.810937
INFO:root:Epoch[13] Batch [4480] Speed: 660.88 samples/sec acc=0.800391
INFO:root:Epoch[13] Batch [4500] Speed: 638.75 samples/sec acc=0.807031
INFO:root:Epoch[13] Batch [4520] Speed: 662.58 samples/sec acc=0.804297
INFO:root:Epoch[13] Batch [4540] Speed: 662.54 samples/sec acc=0.809961
INFO:root:Epoch[13] Batch [4560] Speed: 662.31 samples/sec acc=0.808984
INFO:root:Epoch[13] Batch [4580] Speed: 662.20 samples/sec acc=0.809180
INFO:root:Epoch[13] Batch [4600] Speed: 662.52 samples/sec acc=0.796387
INFO:root:Epoch[13] Batch [4620] Speed: 657.23 samples/sec acc=0.811621
INFO:root:Epoch[13] Batch [4640] Speed: 675.32 samples/sec acc=0.804688
INFO:root:Epoch[13] Batch [4660] Speed: 642.32 samples/sec acc=0.813379
INFO:root:Epoch[13] Batch [4680] Speed: 651.51 samples/sec acc=0.809961
INFO:root:Epoch[13] Batch [4700] Speed: 612.78 samples/sec acc=0.812207
INFO:root:Epoch[13] Batch [4720] Speed: 667.86 samples/sec acc=0.814941
INFO:root:Epoch[13] Batch [4740] Speed: 659.61 samples/sec acc=0.808301
INFO:root:Epoch[13] Batch [4760] Speed: 661.19 samples/sec acc=0.812891
INFO:root:Epoch[13] Batch [4780] Speed: 662.02 samples/sec acc=0.803125
INFO:root:Epoch[13] Batch [4800] Speed: 660.58 samples/sec acc=0.806934
INFO:root:Epoch[13] Batch [4820] Speed: 661.61 samples/sec acc=0.800488
INFO:root:Epoch[13] Batch [4840] Speed: 659.21 samples/sec acc=0.808008
INFO:root:Epoch[13] Batch [4860] Speed: 657.96 samples/sec acc=0.809668
INFO:root:Epoch[13] Batch [4880] Speed: 661.24 samples/sec acc=0.816016
INFO:root:Epoch[13] Batch [4900] Speed: 662.58 samples/sec acc=0.811035
INFO:root:Epoch[13] Batch [4920] Speed: 660.93 samples/sec acc=0.805469
INFO:root:Epoch[13] Batch [4940] Speed: 662.40 samples/sec acc=0.805176
INFO:root:Epoch[13] Batch [4960] Speed: 663.33 samples/sec acc=0.817187
INFO:root:Epoch[13] Batch [4980] Speed: 640.34 samples/sec acc=0.813867
INFO:root:Epoch[13] Batch [5000] Speed: 634.15 samples/sec acc=0.812109
INFO:root:Epoch[13] Batch [5020] Speed: 662.98 samples/sec acc=0.812598
INFO:root:Epoch[13] Batch [5040] Speed: 644.74 samples/sec acc=0.812988
INFO:root:Epoch[13] Batch [5060] Speed: 653.28 samples/sec acc=0.813477
INFO:root:Epoch[13] Batch [5080] Speed: 662.01 samples/sec acc=0.803809
INFO:root:Epoch[13] Batch [5100] Speed: 661.96 samples/sec acc=0.810156
INFO:root:Epoch[13] Batch [5120] Speed: 662.17 samples/sec acc=0.808789
INFO:root:Epoch[13] Batch [5140] Speed: 642.05 samples/sec acc=0.809082
INFO:root:Epoch[13] Batch [5160] Speed: 623.37 samples/sec acc=0.808008
INFO:root:Epoch[13] Batch [5180] Speed: 665.08 samples/sec acc=0.804199
INFO:root:Epoch[13] Batch [5200] Speed: 662.74 samples/sec acc=0.814941
INFO:root:Epoch[13] Batch [5220] Speed: 632.47 samples/sec acc=0.813770
INFO:root:Epoch[13] Batch [5240] Speed: 662.52 samples/sec acc=0.812012
lr-batch-epoch: 0.0001 5252 13
INFO:root:Epoch[13] Batch [5260] Speed: 659.63 samples/sec acc=0.809570
INFO:root:Epoch[13] Batch [5280] Speed: 668.54 samples/sec acc=0.811035
INFO:root:Epoch[13] Batch [5300] Speed: 633.15 samples/sec acc=0.813477
INFO:root:Epoch[13] Batch [5320] Speed: 684.29 samples/sec acc=0.801953
INFO:root:Epoch[13] Batch [5340] Speed: 661.54 samples/sec acc=0.804199
INFO:root:Epoch[13] Batch [5360] Speed: 644.50 samples/sec acc=0.804883
INFO:root:Epoch[13] Batch [5380] Speed: 662.20 samples/sec acc=0.812305
INFO:root:Epoch[13] Batch [5400] Speed: 650.40 samples/sec acc=0.813379
INFO:root:Epoch[13] Batch [5420] Speed: 662.35 samples/sec acc=0.804199
INFO:root:Epoch[13] Batch [5440] Speed: 663.33 samples/sec acc=0.807129
INFO:root:Epoch[13] Batch [5460] Speed: 662.57 samples/sec acc=0.808496
INFO:root:Epoch[13] Batch [5480] Speed: 652.91 samples/sec acc=0.806738
INFO:root:Epoch[13] Batch [5500] Speed: 667.66 samples/sec acc=0.808789
INFO:root:Epoch[13] Batch [5520] Speed: 646.28 samples/sec acc=0.807715
INFO:root:Epoch[13] Batch [5540] Speed: 663.58 samples/sec acc=0.813867
INFO:root:Epoch[13] Batch [5560] Speed: 660.25 samples/sec acc=0.810449
INFO:root:Epoch[13] Batch [5580] Speed: 647.36 samples/sec acc=0.809766
INFO:root:Epoch[13] Batch [5600] Speed: 662.71 samples/sec acc=0.809570
INFO:root:Epoch[13] Batch [5620] Speed: 655.96 samples/sec acc=0.810059
INFO:root:Epoch[13] Batch [5640] Speed: 616.69 samples/sec acc=0.811230
INFO:root:Epoch[13] Batch [5660] Speed: 661.15 samples/sec acc=0.816797
INFO:root:Epoch[13] Batch [5680] Speed: 663.27 samples/sec acc=0.811426
INFO:root:Epoch[13] Batch [5700] Speed: 661.79 samples/sec acc=0.809668
INFO:root:Epoch[13] Batch [5720] Speed: 662.59 samples/sec acc=0.808691
INFO:root:Epoch[13] Batch [5740] Speed: 662.07 samples/sec acc=0.812207
INFO:root:Epoch[13] Batch [5760] Speed: 662.00 samples/sec acc=0.811523
INFO:root:Epoch[13] Batch [5780] Speed: 662.14 samples/sec acc=0.810449
INFO:root:Epoch[13] Batch [5800] Speed: 662.64 samples/sec acc=0.811621
INFO:root:Epoch[13] Batch [5820] Speed: 661.78 samples/sec acc=0.804395
INFO:root:Epoch[13] Batch [5840] Speed: 661.25 samples/sec acc=0.814355
INFO:root:Epoch[13] Batch [5860] Speed: 676.80 samples/sec acc=0.811035
INFO:root:Epoch[13] Batch [5880] Speed: 660.45 samples/sec acc=0.810449
INFO:root:Epoch[13] Batch [5900] Speed: 655.29 samples/sec acc=0.814160
INFO:root:Epoch[13] Batch [5920] Speed: 662.73 samples/sec acc=0.817676
INFO:root:Epoch[13] Batch [5940] Speed: 661.03 samples/sec acc=0.810254
INFO:root:Epoch[13] Batch [5960] Speed: 661.98 samples/sec acc=0.813379
INFO:root:Epoch[13] Batch [5980] Speed: 659.42 samples/sec acc=0.809473
INFO:root:Epoch[13] Batch [6000] Speed: 661.89 samples/sec acc=0.808887
INFO:root:Epoch[13] Batch [6020] Speed: 661.24 samples/sec acc=0.813574
INFO:root:Epoch[13] Batch [6040] Speed: 659.76 samples/sec acc=0.805859
INFO:root:Epoch[13] Batch [6060] Speed: 671.72 samples/sec acc=0.808105
INFO:root:Epoch[13] Batch [6080] Speed: 650.30 samples/sec acc=0.808789
INFO:root:Epoch[13] Batch [6100] Speed: 653.91 samples/sec acc=0.809277
INFO:root:Epoch[13] Batch [6120] Speed: 661.21 samples/sec acc=0.814160
INFO:root:Epoch[13] Batch [6140] Speed: 661.81 samples/sec acc=0.805273
INFO:root:Epoch[13] Batch [6160] Speed: 662.63 samples/sec acc=0.807813
INFO:root:Epoch[13] Batch [6180] Speed: 662.43 samples/sec acc=0.805078
INFO:root:Epoch[13] Batch [6200] Speed: 661.82 samples/sec acc=0.819238
INFO:root:Epoch[13] Batch [6220] Speed: 655.09 samples/sec acc=0.807715
INFO:root:Epoch[13] Batch [6240] Speed: 653.35 samples/sec acc=0.813086
[104000][MARGIN]0.799129,0.416642
lr-batch-epoch: 0.0001 6252 13
testing verification..
(14000, 512)
infer time 23.345104
[cfp_ff][104000]XNorm: 21.440349
[cfp_ff][104000]Accuracy-Flip: 0.99829+-0.00229
testing verification..
(14000, 512)
infer time 26.054203
[cfp_fp][104000]XNorm: 19.720415
[cfp_fp][104000]Accuracy-Flip: 0.92700+-0.01354
testing verification..
(12000, 512)
infer time 22.68381
[agedb_30][104000]XNorm: 22.635694
[agedb_30][104000]Accuracy-Flip: 0.97633+-0.00609
testing verification..
(12000, 512)
infer time 21.415218
[lfw][104000]XNorm: 22.193441
[lfw][104000]Accuracy-Flip: 0.99733+-0.00291
[104000]Accuracy-Highest: 0.99817
INFO:root:Epoch[13] Batch [6260] Speed: 78.84 samples/sec acc=0.811621
INFO:root:Epoch[13] Batch [6280] Speed: 652.60 samples/sec acc=0.810352
INFO:root:Epoch[13] Batch [6300] Speed: 661.39 samples/sec acc=0.815332
INFO:root:Epoch[13] Batch [6320] Speed: 633.41 samples/sec acc=0.810840
INFO:root:Epoch[13] Batch [6340] Speed: 662.06 samples/sec acc=0.811035
INFO:root:Epoch[13] Batch [6360] Speed: 661.78 samples/sec acc=0.811133
INFO:root:Epoch[13] Batch [6380] Speed: 661.74 samples/sec acc=0.808496
INFO:root:Epoch[13] Batch [6400] Speed: 662.72 samples/sec acc=0.804688
INFO:root:Epoch[13] Batch [6420] Speed: 661.83 samples/sec acc=0.810352
INFO:root:Epoch[13] Batch [6440] Speed: 653.24 samples/sec acc=0.808984
INFO:root:Epoch[13] Batch [6460] Speed: 662.01 samples/sec acc=0.807031
INFO:root:Epoch[13] Batch [6480] Speed: 661.86 samples/sec acc=0.807129
INFO:root:Epoch[13] Batch [6500] Speed: 661.57 samples/sec acc=0.806348
INFO:root:Epoch[13] Batch [6520] Speed: 662.16 samples/sec acc=0.811133
INFO:root:Epoch[13] Batch [6540] Speed: 661.37 samples/sec acc=0.809961
INFO:root:Epoch[13] Batch [6560] Speed: 660.95 samples/sec acc=0.805469
INFO:root:Epoch[13] Batch [6580] Speed: 662.45 samples/sec acc=0.813672
INFO:root:Epoch[13] Batch [6600] Speed: 661.49 samples/sec acc=0.810840
INFO:root:Epoch[13] Batch [6620] Speed: 661.70 samples/sec acc=0.811426
INFO:root:Epoch[13] Batch [6640] Speed: 662.29 samples/sec acc=0.805469
INFO:root:Epoch[13] Batch [6660] Speed: 661.36 samples/sec acc=0.810449
INFO:root:Epoch[13] Batch [6680] Speed: 661.87 samples/sec acc=0.812012
INFO:root:Epoch[13] Batch [6700] Speed: 662.44 samples/sec acc=0.809277
INFO:root:Epoch[13] Batch [6720] Speed: 661.95 samples/sec acc=0.805664
INFO:root:Epoch[13] Batch [6740] Speed: 662.32 samples/sec acc=0.807715
INFO:root:Epoch[13] Batch [6760] Speed: 662.83 samples/sec acc=0.807617
INFO:root:Epoch[13] Batch [6780] Speed: 667.13 samples/sec acc=0.806934
INFO:root:Epoch[13] Batch [6800] Speed: 661.54 samples/sec acc=0.806348
INFO:root:Epoch[13] Batch [6820] Speed: 644.86 samples/sec acc=0.807910
INFO:root:Epoch[13] Batch [6840] Speed: 653.33 samples/sec acc=0.807910
INFO:root:Epoch[13] Batch [6860] Speed: 654.18 samples/sec acc=0.811035
INFO:root:Epoch[13] Batch [6880] Speed: 646.49 samples/sec acc=0.811914
INFO:root:Epoch[13] Batch [6900] Speed: 650.03 samples/sec acc=0.806641
INFO:root:Epoch[13] Batch [6920] Speed: 661.85 samples/sec acc=0.811035
INFO:root:Epoch[13] Batch [6940] Speed: 646.81 samples/sec acc=0.807520
INFO:root:Epoch[13] Batch [6960] Speed: 661.08 samples/sec acc=0.812109
INFO:root:Epoch[13] Batch [6980] Speed: 661.77 samples/sec acc=0.804297
INFO:root:Epoch[13] Batch [7000] Speed: 662.08 samples/sec acc=0.809766
INFO:root:Epoch[13] Batch [7020] Speed: 662.30 samples/sec acc=0.816113
INFO:root:Epoch[13] Batch [7040] Speed: 662.26 samples/sec acc=0.809473
INFO:root:Epoch[13] Batch [7060] Speed: 662.05 samples/sec acc=0.814258
INFO:root:Epoch[13] Batch [7080] Speed: 661.05 samples/sec acc=0.812598
INFO:root:Epoch[13] Batch [7100] Speed: 662.43 samples/sec acc=0.814258
INFO:root:Epoch[13] Batch [7120] Speed: 648.44 samples/sec acc=0.812598
INFO:root:Epoch[13] Batch [7140] Speed: 637.28 samples/sec acc=0.812695
INFO:root:Epoch[13] Batch [7160] Speed: 663.33 samples/sec acc=0.805957
INFO:root:Epoch[13] Batch [7180] Speed: 660.09 samples/sec acc=0.810840
INFO:root:Epoch[13] Batch [7200] Speed: 655.69 samples/sec acc=0.811230
INFO:root:Epoch[13] Batch [7220] Speed: 662.98 samples/sec acc=0.803809
INFO:root:Epoch[13] Batch [7240] Speed: 662.36 samples/sec acc=0.814355
lr-batch-epoch: 0.0001 7252 13
INFO:root:Epoch[13] Batch [7260] Speed: 661.05 samples/sec acc=0.813086
INFO:root:Epoch[13] Batch [7280] Speed: 662.32 samples/sec acc=0.811816
INFO:root:Epoch[13] Batch [7300] Speed: 661.94 samples/sec acc=0.818652
INFO:root:Epoch[13] Batch [7320] Speed: 650.28 samples/sec acc=0.804492
INFO:root:Epoch[13] Batch [7340] Speed: 663.79 samples/sec acc=0.811621
INFO:root:Epoch[13] Batch [7360] Speed: 662.90 samples/sec acc=0.812305
INFO:root:Epoch[13] Batch [7380] Speed: 660.87 samples/sec acc=0.810059
INFO:root:Epoch[13] Batch [7400] Speed: 657.30 samples/sec acc=0.812500
INFO:root:Epoch[13] Batch [7420] Speed: 642.06 samples/sec acc=0.809961
INFO:root:Epoch[13] Batch [7440] Speed: 659.70 samples/sec acc=0.811914
INFO:root:Epoch[13] Batch [7460] Speed: 642.02 samples/sec acc=0.815918
INFO:root:Epoch[13] Batch [7480] Speed: 662.81 samples/sec acc=0.810645
INFO:root:Epoch[13] Batch [7500] Speed: 661.44 samples/sec acc=0.815039
INFO:root:Epoch[13] Train-acc=0.818576
INFO:root:Epoch[13] Time cost=6294.678
call reset()
INFO:root:Epoch[14] Batch [20] Speed: 660.12 samples/sec acc=0.821987
INFO:root:Epoch[14] Batch [40] Speed: 662.86 samples/sec acc=0.828125
INFO:root:Epoch[14] Batch [60] Speed: 660.25 samples/sec acc=0.825098
INFO:root:Epoch[14] Batch [80] Speed: 656.02 samples/sec acc=0.825000
INFO:root:Epoch[14] Batch [100] Speed: 663.50 samples/sec acc=0.825586
INFO:root:Epoch[14] Batch [120] Speed: 661.59 samples/sec acc=0.832227
INFO:root:Epoch[14] Batch [140] Speed: 659.53 samples/sec acc=0.823242
INFO:root:Epoch[14] Batch [160] Speed: 639.93 samples/sec acc=0.825293
INFO:root:Epoch[14] Batch [180] Speed: 662.50 samples/sec acc=0.822559
INFO:root:Epoch[14] Batch [200] Speed: 661.43 samples/sec acc=0.830078
INFO:root:Epoch[14] Batch [220] Speed: 662.20 samples/sec acc=0.830566
INFO:root:Epoch[14] Batch [240] Speed: 662.20 samples/sec acc=0.824414
INFO:root:Epoch[14] Batch [260] Speed: 647.92 samples/sec acc=0.823047
INFO:root:Epoch[14] Batch [280] Speed: 651.16 samples/sec acc=0.826953
INFO:root:Epoch[14] Batch [300] Speed: 661.93 samples/sec acc=0.819824
INFO:root:Epoch[14] Batch [320] Speed: 660.79 samples/sec acc=0.832129
INFO:root:Epoch[14] Batch [340] Speed: 661.94 samples/sec acc=0.833594
INFO:root:Epoch[14] Batch [360] Speed: 662.32 samples/sec acc=0.829688
INFO:root:Epoch[14] Batch [380] Speed: 661.29 samples/sec acc=0.826465
INFO:root:Epoch[14] Batch [400] Speed: 645.40 samples/sec acc=0.826758
INFO:root:Epoch[14] Batch [420] Speed: 662.83 samples/sec acc=0.832617
INFO:root:Epoch[14] Batch [440] Speed: 661.14 samples/sec acc=0.829395
INFO:root:Epoch[14] Batch [460] Speed: 661.97 samples/sec acc=0.830273
INFO:root:Epoch[14] Batch [480] Speed: 661.30 samples/sec acc=0.830469
INFO:root:Epoch[14] Batch [500] Speed: 661.24 samples/sec acc=0.824414
INFO:root:Epoch[14] Batch [520] Speed: 661.30 samples/sec acc=0.828516
INFO:root:Epoch[14] Batch [540] Speed: 670.07 samples/sec acc=0.826562
INFO:root:Epoch[14] Batch [560] Speed: 673.61 samples/sec acc=0.824316
INFO:root:Epoch[14] Batch [580] Speed: 677.93 samples/sec acc=0.824121
INFO:root:Epoch[14] Batch [600] Speed: 662.14 samples/sec acc=0.821094
INFO:root:Epoch[14] Batch [620] Speed: 661.74 samples/sec acc=0.829590
INFO:root:Epoch[14] Batch [640] Speed: 643.90 samples/sec acc=0.829785
INFO:root:Epoch[14] Batch [660] Speed: 671.88 samples/sec acc=0.837012
INFO:root:Epoch[14] Batch [680] Speed: 644.04 samples/sec acc=0.825000
INFO:root:Epoch[14] Batch [700] Speed: 661.87 samples/sec acc=0.820703
INFO:root:Epoch[14] Batch [720] Speed: 662.50 samples/sec acc=0.826660
[106000][MARGIN]0.802184,0.420316
lr-batch-epoch: 0.0001 733 14
testing verification..
(14000, 512)
infer time 21.774034
[cfp_ff][106000]XNorm: 21.429996
[cfp_ff][106000]Accuracy-Flip: 0.99814+-0.00231
testing verification..
(14000, 512)
infer time 22.95958
[cfp_fp][106000]XNorm: 19.773630
[cfp_fp][106000]Accuracy-Flip: 0.92686+-0.01443
testing verification..
(12000, 512)
infer time 19.419289
[agedb_30][106000]XNorm: 22.650390
[agedb_30][106000]Accuracy-Flip: 0.97817+-0.00677
testing verification..
(12000, 512)
infer time 19.988042
[lfw][106000]XNorm: 22.188714
[lfw][106000]Accuracy-Flip: 0.99800+-0.00267
[106000]Accuracy-Highest: 0.99817
INFO:root:Epoch[14] Batch [740] Speed: 85.99 samples/sec acc=0.830664
INFO:root:Epoch[14] Batch [760] Speed: 662.19 samples/sec acc=0.822949
INFO:root:Epoch[14] Batch [780] Speed: 662.82 samples/sec acc=0.821973
INFO:root:Epoch[14] Batch [800] Speed: 642.73 samples/sec acc=0.821484
INFO:root:Epoch[14] Batch [820] Speed: 663.08 samples/sec acc=0.824609
INFO:root:Epoch[14] Batch [840] Speed: 677.05 samples/sec acc=0.825000
INFO:root:Epoch[14] Batch [860] Speed: 661.38 samples/sec acc=0.827246
INFO:root:Epoch[14] Batch [880] Speed: 662.02 samples/sec acc=0.827246
INFO:root:Epoch[14] Batch [900] Speed: 646.12 samples/sec acc=0.826855
INFO:root:Epoch[14] Batch [920] Speed: 636.14 samples/sec acc=0.821289
INFO:root:Epoch[14] Batch [940] Speed: 653.08 samples/sec acc=0.826953
INFO:root:Epoch[14] Batch [960] Speed: 661.49 samples/sec acc=0.821973
INFO:root:Epoch[14] Batch [980] Speed: 661.10 samples/sec acc=0.823926
INFO:root:Epoch[14] Batch [1000] Speed: 660.94 samples/sec acc=0.828516
INFO:root:Epoch[14] Batch [1020] Speed: 661.42 samples/sec acc=0.825391
INFO:root:Epoch[14] Batch [1040] Speed: 649.06 samples/sec acc=0.825781
INFO:root:Epoch[14] Batch [1060] Speed: 661.82 samples/sec acc=0.831055
INFO:root:Epoch[14] Batch [1080] Speed: 661.00 samples/sec acc=0.828320
INFO:root:Epoch[14] Batch [1100] Speed: 661.29 samples/sec acc=0.830176
INFO:root:Epoch[14] Batch [1120] Speed: 662.42 samples/sec acc=0.825098
INFO:root:Epoch[14] Batch [1140] Speed: 662.24 samples/sec acc=0.821973
INFO:root:Epoch[14] Batch [1160] Speed: 653.30 samples/sec acc=0.822266
INFO:root:Epoch[14] Batch [1180] Speed: 661.64 samples/sec acc=0.833105
INFO:root:Epoch[14] Batch [1200] Speed: 661.79 samples/sec acc=0.825000
INFO:root:Epoch[14] Batch [1220] Speed: 639.05 samples/sec acc=0.827734
INFO:root:Epoch[14] Batch [1240] Speed: 660.96 samples/sec acc=0.824609
INFO:root:Epoch[14] Batch [1260] Speed: 662.59 samples/sec acc=0.816113
INFO:root:Epoch[14] Batch [1280] Speed: 660.22 samples/sec acc=0.824609
INFO:root:Epoch[14] Batch [1300] Speed: 662.29 samples/sec acc=0.822852
INFO:root:Epoch[14] Batch [1320] Speed: 662.85 samples/sec acc=0.830859
INFO:root:Epoch[14] Batch [1340] Speed: 661.75 samples/sec acc=0.824414
INFO:root:Epoch[14] Batch [1360] Speed: 662.31 samples/sec acc=0.825488
INFO:root:Epoch[14] Batch [1380] Speed: 662.77 samples/sec acc=0.824707
INFO:root:Epoch[14] Batch [1400] Speed: 660.20 samples/sec acc=0.826270
INFO:root:Epoch[14] Batch [1420] Speed: 661.79 samples/sec acc=0.824707
INFO:root:Epoch[14] Batch [1440] Speed: 661.72 samples/sec acc=0.825977
INFO:root:Epoch[14] Batch [1460] Speed: 661.22 samples/sec acc=0.826758
INFO:root:Epoch[14] Batch [1480] Speed: 661.20 samples/sec acc=0.829785
INFO:root:Epoch[14] Batch [1500] Speed: 661.27 samples/sec acc=0.835156
INFO:root:Epoch[14] Batch [1520] Speed: 661.80 samples/sec acc=0.823145
INFO:root:Epoch[14] Batch [1540] Speed: 661.56 samples/sec acc=0.820215
INFO:root:Epoch[14] Batch [1560] Speed: 661.70 samples/sec acc=0.827832
INFO:root:Epoch[14] Batch [1580] Speed: 660.74 samples/sec acc=0.824121
INFO:root:Epoch[14] Batch [1600] Speed: 661.24 samples/sec acc=0.824414
INFO:root:Epoch[14] Batch [1620] Speed: 662.76 samples/sec acc=0.828418
INFO:root:Epoch[14] Batch [1640] Speed: 660.93 samples/sec acc=0.825879
INFO:root:Epoch[14] Batch [1660] Speed: 658.56 samples/sec acc=0.821582
INFO:root:Epoch[14] Batch [1680] Speed: 662.03 samples/sec acc=0.833594
INFO:root:Epoch[14] Batch [1700] Speed: 660.66 samples/sec acc=0.831836
INFO:root:Epoch[14] Batch [1720] Speed: 662.66 samples/sec acc=0.819922
lr-batch-epoch: 0.0001 1733 14
INFO:root:Epoch[14] Batch [1740] Speed: 662.22 samples/sec acc=0.830176
INFO:root:Epoch[14] Batch [1760] Speed: 657.78 samples/sec acc=0.823438
INFO:root:Epoch[14] Batch [1780] Speed: 665.25 samples/sec acc=0.824902
INFO:root:Epoch[14] Batch [1800] Speed: 661.40 samples/sec acc=0.826855
INFO:root:Epoch[14] Batch [1820] Speed: 661.17 samples/sec acc=0.820410
INFO:root:Epoch[14] Batch [1840] Speed: 662.40 samples/sec acc=0.829980
INFO:root:Epoch[14] Batch [1860] Speed: 650.31 samples/sec acc=0.828418
INFO:root:Epoch[14] Batch [1880] Speed: 658.06 samples/sec acc=0.822754
INFO:root:Epoch[14] Batch [1900] Speed: 661.98 samples/sec acc=0.828125
INFO:root:Epoch[14] Batch [1920] Speed: 649.79 samples/sec acc=0.826758
INFO:root:Epoch[14] Batch [1940] Speed: 671.72 samples/sec acc=0.825195
INFO:root:Epoch[14] Batch [1960] Speed: 661.99 samples/sec acc=0.827246
INFO:root:Epoch[14] Batch [1980] Speed: 662.11 samples/sec acc=0.821094
INFO:root:Epoch[14] Batch [2000] Speed: 661.49 samples/sec acc=0.825098
INFO:root:Epoch[14] Batch [2020] Speed: 661.18 samples/sec acc=0.821484
INFO:root:Epoch[14] Batch [2040] Speed: 658.83 samples/sec acc=0.822559
INFO:root:Epoch[14] Batch [2060] Speed: 660.67 samples/sec acc=0.823633
INFO:root:Epoch[14] Batch [2080] Speed: 662.51 samples/sec acc=0.821191
INFO:root:Epoch[14] Batch [2100] Speed: 662.02 samples/sec acc=0.835840
INFO:root:Epoch[14] Batch [2120] Speed: 661.42 samples/sec acc=0.827246
INFO:root:Epoch[14] Batch [2140] Speed: 661.52 samples/sec acc=0.826562
INFO:root:Epoch[14] Batch [2160] Speed: 661.76 samples/sec acc=0.824805
INFO:root:Epoch[14] Batch [2180] Speed: 661.83 samples/sec acc=0.822363
INFO:root:Epoch[14] Batch [2200] Speed: 661.76 samples/sec acc=0.825293
INFO:root:Epoch[14] Batch [2220] Speed: 661.52 samples/sec acc=0.829395
INFO:root:Epoch[14] Batch [2240] Speed: 654.39 samples/sec acc=0.828223
INFO:root:Epoch[14] Batch [2260] Speed: 662.36 samples/sec acc=0.828027
INFO:root:Epoch[14] Batch [2280] Speed: 661.45 samples/sec acc=0.822070
INFO:root:Epoch[14] Batch [2300] Speed: 660.74 samples/sec acc=0.826660
INFO:root:Epoch[14] Batch [2320] Speed: 661.76 samples/sec acc=0.823730
INFO:root:Epoch[14] Batch [2340] Speed: 662.79 samples/sec acc=0.827148
INFO:root:Epoch[14] Batch [2360] Speed: 659.67 samples/sec acc=0.822656
INFO:root:Epoch[14] Batch [2380] Speed: 665.46 samples/sec acc=0.832324
INFO:root:Epoch[14] Batch [2400] Speed: 656.47 samples/sec acc=0.821191
INFO:root:Epoch[14] Batch [2420] Speed: 661.48 samples/sec acc=0.824316
INFO:root:Epoch[14] Batch [2440] Speed: 657.61 samples/sec acc=0.821680
INFO:root:Epoch[14] Batch [2460] Speed: 662.31 samples/sec acc=0.831055
INFO:root:Epoch[14] Batch [2480] Speed: 661.65 samples/sec acc=0.815820
INFO:root:Epoch[14] Batch [2500] Speed: 660.07 samples/sec acc=0.825391
INFO:root:Epoch[14] Batch [2520] Speed: 662.18 samples/sec acc=0.822070
INFO:root:Epoch[14] Batch [2540] Speed: 661.96 samples/sec acc=0.826270
INFO:root:Epoch[14] Batch [2560] Speed: 661.68 samples/sec acc=0.826074
INFO:root:Epoch[14] Batch [2580] Speed: 661.56 samples/sec acc=0.832910
INFO:root:Epoch[14] Batch [2600] Speed: 660.74 samples/sec acc=0.829395
INFO:root:Epoch[14] Batch [2620] Speed: 662.02 samples/sec acc=0.827344
INFO:root:Epoch[14] Batch [2640] Speed: 662.85 samples/sec acc=0.826367
INFO:root:Epoch[14] Batch [2660] Speed: 662.04 samples/sec acc=0.827051
INFO:root:Epoch[14] Batch [2680] Speed: 661.47 samples/sec acc=0.825781
INFO:root:Epoch[14] Batch [2700] Speed: 662.31 samples/sec acc=0.830957
INFO:root:Epoch[14] Batch [2720] Speed: 661.83 samples/sec acc=0.830566
[108000][MARGIN]0.801206,0.419432
lr-batch-epoch: 0.0001 2733 14
testing verification..
(14000, 512)
infer time 23.730797
[cfp_ff][108000]XNorm: 21.432662
[cfp_ff][108000]Accuracy-Flip: 0.99814+-0.00222
testing verification..
(14000, 512)
infer time 23.797014
[cfp_fp][108000]XNorm: 19.782774
[cfp_fp][108000]Accuracy-Flip: 0.92800+-0.01416
testing verification..
(12000, 512)
infer time 21.415407
[agedb_30][108000]XNorm: 22.670755
[agedb_30][108000]Accuracy-Flip: 0.97733+-0.00684
testing verification..
(12000, 512)
infer time 18.815919
[lfw][108000]XNorm: 22.223260
[lfw][108000]Accuracy-Flip: 0.99767+-0.00281
[108000]Accuracy-Highest: 0.99817
INFO:root:Epoch[14] Batch [2740] Speed: 82.77 samples/sec acc=0.829395
INFO:root:Epoch[14] Batch [2760] Speed: 662.12 samples/sec acc=0.826172
INFO:root:Epoch[14] Batch [2780] Speed: 661.64 samples/sec acc=0.824512
INFO:root:Epoch[14] Batch [2800] Speed: 661.87 samples/sec acc=0.823633
INFO:root:Epoch[14] Batch [2820] Speed: 662.40 samples/sec acc=0.825293
INFO:root:Epoch[14] Batch [2840] Speed: 662.03 samples/sec acc=0.825684
INFO:root:Epoch[14] Batch [2860] Speed: 661.77 samples/sec acc=0.829785
INFO:root:Epoch[14] Batch [2880] Speed: 662.46 samples/sec acc=0.822656
INFO:root:Epoch[14] Batch [2900] Speed: 661.64 samples/sec acc=0.830273
INFO:root:Epoch[14] Batch [2920] Speed: 662.56 samples/sec acc=0.822754
INFO:root:Epoch[14] Batch [2940] Speed: 662.49 samples/sec acc=0.822266
INFO:root:Epoch[14] Batch [2960] Speed: 661.77 samples/sec acc=0.827246
INFO:root:Epoch[14] Batch [2980] Speed: 661.46 samples/sec acc=0.818164
INFO:root:Epoch[14] Batch [3000] Speed: 662.43 samples/sec acc=0.829102
INFO:root:Epoch[14] Batch [3020] Speed: 662.06 samples/sec acc=0.824121
INFO:root:Epoch[14] Batch [3040] Speed: 662.07 samples/sec acc=0.834082
INFO:root:Epoch[14] Batch [3060] Speed: 656.21 samples/sec acc=0.827246
INFO:root:Epoch[14] Batch [3080] Speed: 665.62 samples/sec acc=0.826562
INFO:root:Epoch[14] Batch [3100] Speed: 669.57 samples/sec acc=0.820801
INFO:root:Epoch[14] Batch [3120] Speed: 662.90 samples/sec acc=0.829395
INFO:root:Epoch[14] Batch [3140] Speed: 661.12 samples/sec acc=0.832520
INFO:root:Epoch[14] Batch [3160] Speed: 661.70 samples/sec acc=0.829883
INFO:root:Epoch[14] Batch [3180] Speed: 658.36 samples/sec acc=0.820801
INFO:root:Epoch[14] Batch [3200] Speed: 661.11 samples/sec acc=0.832422
INFO:root:Epoch[14] Batch [3220] Speed: 662.54 samples/sec acc=0.825000
INFO:root:Epoch[14] Batch [3240] Speed: 661.36 samples/sec acc=0.830469
INFO:root:Epoch[14] Batch [3260] Speed: 662.41 samples/sec acc=0.825000
INFO:root:Epoch[14] Batch [3280] Speed: 662.02 samples/sec acc=0.831152
INFO:root:Epoch[14] Batch [3300] Speed: 661.66 samples/sec acc=0.819824
INFO:root:Epoch[14] Batch [3320] Speed: 639.28 samples/sec acc=0.821875
INFO:root:Epoch[14] Batch [3340] Speed: 661.48 samples/sec acc=0.821777
INFO:root:Epoch[14] Batch [3360] Speed: 653.23 samples/sec acc=0.826074
INFO:root:Epoch[14] Batch [3380] Speed: 662.14 samples/sec acc=0.824902
INFO:root:Epoch[14] Batch [3400] Speed: 660.75 samples/sec acc=0.829883
INFO:root:Epoch[14] Batch [3420] Speed: 661.99 samples/sec acc=0.828125
INFO:root:Epoch[14] Batch [3440] Speed: 661.46 samples/sec acc=0.827441
INFO:root:Epoch[14] Batch [3460] Speed: 661.62 samples/sec acc=0.828223
INFO:root:Epoch[14] Batch [3480] Speed: 662.35 samples/sec acc=0.830273
INFO:root:Epoch[14] Batch [3500] Speed: 661.64 samples/sec acc=0.827539
INFO:root:Epoch[14] Batch [3520] Speed: 658.45 samples/sec acc=0.819531
INFO:root:Epoch[14] Batch [3540] Speed: 662.64 samples/sec acc=0.819629
INFO:root:Epoch[14] Batch [3560] Speed: 661.48 samples/sec acc=0.829688
INFO:root:Epoch[14] Batch [3580] Speed: 658.42 samples/sec acc=0.825879
INFO:root:Epoch[14] Batch [3600] Speed: 662.84 samples/sec acc=0.822852
INFO:root:Epoch[14] Batch [3620] Speed: 661.61 samples/sec acc=0.822266
INFO:root:Epoch[14] Batch [3640] Speed: 662.68 samples/sec acc=0.821191
INFO:root:Epoch[14] Batch [3660] Speed: 662.34 samples/sec acc=0.824805
INFO:root:Epoch[14] Batch [3680] Speed: 660.37 samples/sec acc=0.822168
INFO:root:Epoch[14] Batch [3700] Speed: 661.91 samples/sec acc=0.824707
INFO:root:Epoch[14] Batch [3720] Speed: 662.31 samples/sec acc=0.828613
lr-batch-epoch: 0.0001 3733 14
INFO:root:Epoch[14] Batch [3740] Speed: 661.37 samples/sec acc=0.825195
INFO:root:Epoch[14] Batch [3760] Speed: 662.44 samples/sec acc=0.822656
INFO:root:Epoch[14] Batch [3780] Speed: 662.46 samples/sec acc=0.830371
INFO:root:Epoch[14] Batch [3800] Speed: 661.51 samples/sec acc=0.830664
INFO:root:Epoch[14] Batch [3820] Speed: 648.82 samples/sec acc=0.826172
INFO:root:Epoch[14] Batch [3840] Speed: 661.87 samples/sec acc=0.824316
INFO:root:Epoch[14] Batch [3860] Speed: 662.37 samples/sec acc=0.828711
INFO:root:Epoch[14] Batch [3880] Speed: 662.14 samples/sec acc=0.813281
INFO:root:Epoch[14] Batch [3900] Speed: 663.17 samples/sec acc=0.822754
INFO:root:Epoch[14] Batch [3920] Speed: 659.26 samples/sec acc=0.823340
INFO:root:Epoch[14] Batch [3940] Speed: 674.53 samples/sec acc=0.824121
INFO:root:Epoch[14] Batch [3960] Speed: 662.77 samples/sec acc=0.827051
INFO:root:Epoch[14] Batch [3980] Speed: 656.89 samples/sec acc=0.827832
INFO:root:Epoch[14] Batch [4000] Speed: 661.75 samples/sec acc=0.823242
INFO:root:Epoch[14] Batch [4020] Speed: 662.66 samples/sec acc=0.828125
INFO:root:Epoch[14] Batch [4040] Speed: 661.36 samples/sec acc=0.820605
INFO:root:Epoch[14] Batch [4060] Speed: 662.78 samples/sec acc=0.822363
INFO:root:Epoch[14] Batch [4080] Speed: 662.15 samples/sec acc=0.830566
INFO:root:Epoch[14] Batch [4100] Speed: 654.88 samples/sec acc=0.825391
INFO:root:Epoch[14] Batch [4120] Speed: 658.99 samples/sec acc=0.827637
INFO:root:Epoch[14] Batch [4140] Speed: 662.43 samples/sec acc=0.828613
INFO:root:Epoch[14] Batch [4160] Speed: 660.42 samples/sec acc=0.826855
INFO:root:Epoch[14] Batch [4180] Speed: 661.61 samples/sec acc=0.820996
INFO:root:Epoch[14] Batch [4200] Speed: 662.48 samples/sec acc=0.831152
INFO:root:Epoch[14] Batch [4220] Speed: 652.26 samples/sec acc=0.817773
INFO:root:Epoch[14] Batch [4240] Speed: 662.03 samples/sec acc=0.822656
INFO:root:Epoch[14] Batch [4260] Speed: 662.47 samples/sec acc=0.825293
INFO:root:Epoch[14] Batch [4280] Speed: 660.87 samples/sec acc=0.826562
INFO:root:Epoch[14] Batch [4300] Speed: 656.11 samples/sec acc=0.828418
INFO:root:Epoch[14] Batch [4320] Speed: 660.25 samples/sec acc=0.827148
INFO:root:Epoch[14] Batch [4340] Speed: 657.03 samples/sec acc=0.828125
INFO:root:Epoch[14] Batch [4360] Speed: 661.99 samples/sec acc=0.828125
INFO:root:Epoch[14] Batch [4380] Speed: 662.87 samples/sec acc=0.828320
INFO:root:Epoch[14] Batch [4400] Speed: 661.96 samples/sec acc=0.832227
INFO:root:Epoch[14] Batch [4420] Speed: 661.72 samples/sec acc=0.824512
INFO:root:Epoch[14] Batch [4440] Speed: 662.68 samples/sec acc=0.830762
INFO:root:Epoch[14] Batch [4460] Speed: 661.46 samples/sec acc=0.833203
INFO:root:Epoch[14] Batch [4480] Speed: 661.01 samples/sec acc=0.827148
INFO:root:Epoch[14] Batch [4500] Speed: 661.29 samples/sec acc=0.830566
INFO:root:Epoch[14] Batch [4520] Speed: 660.56 samples/sec acc=0.826367
INFO:root:Epoch[14] Batch [4540] Speed: 662.60 samples/sec acc=0.826660
INFO:root:Epoch[14] Batch [4560] Speed: 661.86 samples/sec acc=0.821973
INFO:root:Epoch[14] Batch [4580] Speed: 661.89 samples/sec acc=0.827051
INFO:root:Epoch[14] Batch [4600] Speed: 660.37 samples/sec acc=0.824707
INFO:root:Epoch[14] Batch [4620] Speed: 635.72 samples/sec acc=0.825586
INFO:root:Epoch[14] Batch [4640] Speed: 659.14 samples/sec acc=0.825293
INFO:root:Epoch[14] Batch [4660] Speed: 662.39 samples/sec acc=0.833008
INFO:root:Epoch[14] Batch [4680] Speed: 662.01 samples/sec acc=0.819141
INFO:root:Epoch[14] Batch [4700] Speed: 660.20 samples/sec acc=0.827637
INFO:root:Epoch[14] Batch [4720] Speed: 662.65 samples/sec acc=0.827441
[110000][MARGIN]0.798437,0.416107
lr-batch-epoch: 0.0001 4733 14
testing verification..
(14000, 512)
infer time 24.934157
[cfp_ff][110000]XNorm: 21.432704
[cfp_ff][110000]Accuracy-Flip: 0.99814+-0.00222
testing verification..
(14000, 512)
infer time 27.715869
[cfp_fp][110000]XNorm: 19.793554
[cfp_fp][110000]Accuracy-Flip: 0.92643+-0.01393
testing verification..
(12000, 512)
infer time 20.559592
[agedb_30][110000]XNorm: 22.695860
[agedb_30][110000]Accuracy-Flip: 0.97817+-0.00660
testing verification..
(12000, 512)
infer time 20.800936
[lfw][110000]XNorm: 22.211984
[lfw][110000]Accuracy-Flip: 0.99800+-0.00267
[110000]Accuracy-Highest: 0.99817
INFO:root:Epoch[14] Batch [4740] Speed: 79.01 samples/sec acc=0.826953
INFO:root:Epoch[14] Batch [4760] Speed: 677.98 samples/sec acc=0.823145
INFO:root:Epoch[14] Batch [4780] Speed: 662.13 samples/sec acc=0.829590
INFO:root:Epoch[14] Batch [4800] Speed: 658.48 samples/sec acc=0.828711
INFO:root:Epoch[14] Batch [4820] Speed: 662.27 samples/sec acc=0.831152
INFO:root:Epoch[14] Batch [4840] Speed: 662.42 samples/sec acc=0.819238
INFO:root:Epoch[14] Batch [4860] Speed: 662.90 samples/sec acc=0.826074
INFO:root:Epoch[14] Batch [4880] Speed: 661.51 samples/sec acc=0.822852
INFO:root:Epoch[14] Batch [4900] Speed: 662.17 samples/sec acc=0.818555
INFO:root:Epoch[14] Batch [4920] Speed: 662.37 samples/sec acc=0.829297
INFO:root:Epoch[14] Batch [4940] Speed: 666.07 samples/sec acc=0.825781
INFO:root:Epoch[14] Batch [4960] Speed: 658.13 samples/sec acc=0.821680
INFO:root:Epoch[14] Batch [4980] Speed: 662.73 samples/sec acc=0.831836
INFO:root:Epoch[14] Batch [5000] Speed: 661.86 samples/sec acc=0.823340
INFO:root:Epoch[14] Batch [5020] Speed: 661.95 samples/sec acc=0.831836
INFO:root:Epoch[14] Batch [5040] Speed: 662.04 samples/sec acc=0.827832
INFO:root:Epoch[14] Batch [5060] Speed: 661.67 samples/sec acc=0.825879
INFO:root:Epoch[14] Batch [5080] Speed: 662.13 samples/sec acc=0.826074
INFO:root:Epoch[14] Batch [5100] Speed: 662.56 samples/sec acc=0.824023
INFO:root:Epoch[14] Batch [5120] Speed: 661.20 samples/sec acc=0.833008
INFO:root:Epoch[14] Batch [5140] Speed: 662.29 samples/sec acc=0.825098
INFO:root:Epoch[14] Batch [5160] Speed: 662.65 samples/sec acc=0.828711
INFO:root:Epoch[14] Batch [5180] Speed: 662.05 samples/sec acc=0.829395
INFO:root:Epoch[14] Batch [5200] Speed: 661.62 samples/sec acc=0.823438
INFO:root:Epoch[14] Batch [5220] Speed: 653.48 samples/sec acc=0.833496
INFO:root:Epoch[14] Batch [5240] Speed: 661.86 samples/sec acc=0.826465
INFO:root:Epoch[14] Batch [5260] Speed: 662.07 samples/sec acc=0.825098
INFO:root:Epoch[14] Batch [5280] Speed: 661.21 samples/sec acc=0.832129
INFO:root:Epoch[14] Batch [5300] Speed: 655.14 samples/sec acc=0.822266
INFO:root:Epoch[14] Batch [5320] Speed: 662.01 samples/sec acc=0.827051
INFO:root:Epoch[14] Batch [5340] Speed: 662.20 samples/sec acc=0.831445
INFO:root:Epoch[14] Batch [5360] Speed: 660.98 samples/sec acc=0.829297
INFO:root:Epoch[14] Batch [5380] Speed: 662.53 samples/sec acc=0.822754
INFO:root:Epoch[14] Batch [5400] Speed: 662.88 samples/sec acc=0.828613
INFO:root:Epoch[14] Batch [5420] Speed: 661.42 samples/sec acc=0.831738
INFO:root:Epoch[14] Batch [5440] Speed: 662.12 samples/sec acc=0.824902
INFO:root:Epoch[14] Batch [5460] Speed: 663.33 samples/sec acc=0.824023
INFO:root:Epoch[14] Batch [5480] Speed: 661.12 samples/sec acc=0.826660
INFO:root:Epoch[14] Batch [5500] Speed: 662.12 samples/sec acc=0.825977
INFO:root:Epoch[14] Batch [5520] Speed: 661.94 samples/sec acc=0.824512
INFO:root:Epoch[14] Batch [5540] Speed: 661.93 samples/sec acc=0.825879
INFO:root:Epoch[14] Batch [5560] Speed: 658.71 samples/sec acc=0.822168
INFO:root:Epoch[14] Batch [5580] Speed: 666.17 samples/sec acc=0.829199
INFO:root:Epoch[14] Batch [5600] Speed: 661.33 samples/sec acc=0.826367
INFO:root:Epoch[14] Batch [5620] Speed: 661.48 samples/sec acc=0.827246
INFO:root:Epoch[14] Batch [5640] Speed: 662.55 samples/sec acc=0.822559
INFO:root:Epoch[14] Batch [5660] Speed: 656.27 samples/sec acc=0.821680
INFO:root:Epoch[14] Batch [5680] Speed: 665.94 samples/sec acc=0.822754
INFO:root:Epoch[14] Batch [5700] Speed: 661.87 samples/sec acc=0.832422
INFO:root:Epoch[14] Batch [5720] Speed: 666.73 samples/sec acc=0.827930
lr-batch-epoch: 0.0001 5733 14
INFO:root:Epoch[14] Batch [5740] Speed: 661.00 samples/sec acc=0.826660
INFO:root:Epoch[14] Batch [5760] Speed: 661.96 samples/sec acc=0.825098
INFO:root:Epoch[14] Batch [5780] Speed: 661.59 samples/sec acc=0.818555
INFO:root:Epoch[14] Batch [5800] Speed: 661.89 samples/sec acc=0.819434
INFO:root:Epoch[14] Batch [5820] Speed: 662.83 samples/sec acc=0.816113
INFO:root:Epoch[14] Batch [5840] Speed: 661.75 samples/sec acc=0.821191
INFO:root:Epoch[14] Batch [5860] Speed: 662.32 samples/sec acc=0.829102
INFO:root:Epoch[14] Batch [5880] Speed: 663.81 samples/sec acc=0.829883
INFO:root:Epoch[14] Batch [5900] Speed: 671.15 samples/sec acc=0.825391
INFO:root:Epoch[14] Batch [5920] Speed: 662.40 samples/sec acc=0.825586
INFO:root:Epoch[14] Batch [5940] Speed: 661.38 samples/sec acc=0.831152
INFO:root:Epoch[14] Batch [5960] Speed: 654.04 samples/sec acc=0.826660
INFO:root:Epoch[14] Batch [5980] Speed: 654.60 samples/sec acc=0.827637
INFO:root:Epoch[14] Batch [6000] Speed: 662.83 samples/sec acc=0.828223
INFO:root:Epoch[14] Batch [6020] Speed: 661.70 samples/sec acc=0.827930
INFO:root:Epoch[14] Batch [6040] Speed: 662.05 samples/sec acc=0.822070
INFO:root:Epoch[14] Batch [6060] Speed: 655.41 samples/sec acc=0.828320
INFO:root:Epoch[14] Batch [6080] Speed: 661.75 samples/sec acc=0.823633
INFO:root:Epoch[14] Batch [6100] Speed: 661.93 samples/sec acc=0.821582
INFO:root:Epoch[14] Batch [6120] Speed: 661.66 samples/sec acc=0.827051
INFO:root:Epoch[14] Batch [6140] Speed: 662.04 samples/sec acc=0.826270
INFO:root:Epoch[14] Batch [6160] Speed: 661.70 samples/sec acc=0.825586
INFO:root:Epoch[14] Batch [6180] Speed: 660.46 samples/sec acc=0.829688
INFO:root:Epoch[14] Batch [6200] Speed: 661.75 samples/sec acc=0.829492
INFO:root:Epoch[14] Batch [6220] Speed: 661.62 samples/sec acc=0.817383
INFO:root:Epoch[14] Batch [6240] Speed: 662.25 samples/sec acc=0.821484
INFO:root:Epoch[14] Batch [6260] Speed: 661.50 samples/sec acc=0.820605
INFO:root:Epoch[14] Batch [6280] Speed: 661.93 samples/sec acc=0.833398
INFO:root:Epoch[14] Batch [6300] Speed: 662.60 samples/sec acc=0.828320
INFO:root:Epoch[14] Batch [6320] Speed: 661.61 samples/sec acc=0.820312
INFO:root:Epoch[14] Batch [6340] Speed: 659.62 samples/sec acc=0.825098
INFO:root:Epoch[14] Batch [6360] Speed: 661.72 samples/sec acc=0.832520
INFO:root:Epoch[14] Batch [6380] Speed: 660.62 samples/sec acc=0.821094
INFO:root:Epoch[14] Batch [6400] Speed: 655.83 samples/sec acc=0.823828
INFO:root:Epoch[14] Batch [6420] Speed: 663.71 samples/sec acc=0.826270
INFO:root:Epoch[14] Batch [6440] Speed: 662.10 samples/sec acc=0.820996
INFO:root:Epoch[14] Batch [6460] Speed: 668.68 samples/sec acc=0.823633
INFO:root:Epoch[14] Batch [6480] Speed: 662.27 samples/sec acc=0.828711
INFO:root:Epoch[14] Batch [6500] Speed: 665.57 samples/sec acc=0.822070
INFO:root:Epoch[14] Batch [6520] Speed: 669.04 samples/sec acc=0.823047
INFO:root:Epoch[14] Batch [6540] Speed: 662.86 samples/sec acc=0.824609
INFO:root:Epoch[14] Batch [6560] Speed: 661.04 samples/sec acc=0.818457
INFO:root:Epoch[14] Batch [6580] Speed: 662.56 samples/sec acc=0.829004
INFO:root:Epoch[14] Batch [6600] Speed: 662.78 samples/sec acc=0.824902
INFO:root:Epoch[14] Batch [6620] Speed: 662.58 samples/sec acc=0.826172
INFO:root:Epoch[14] Batch [6640] Speed: 662.55 samples/sec acc=0.832715
INFO:root:Epoch[14] Batch [6660] Speed: 662.67 samples/sec acc=0.835742
INFO:root:Epoch[14] Batch [6680] Speed: 666.32 samples/sec acc=0.828125
INFO:root:Epoch[14] Batch [6700] Speed: 663.35 samples/sec acc=0.825293
INFO:root:Epoch[14] Batch [6720] Speed: 658.66 samples/sec acc=0.826855
[112000][MARGIN]0.805804,0.425627
lr-batch-epoch: 0.0001 6733 14
testing verification..
(14000, 512)
infer time 17.271577
[cfp_ff][112000]XNorm: 21.469734
[cfp_ff][112000]Accuracy-Flip: 0.99829+-0.00229
testing verification..
(14000, 512)
infer time 18.281102
[cfp_fp][112000]XNorm: 19.813611
[cfp_fp][112000]Accuracy-Flip: 0.92657+-0.01354
testing verification..
(12000, 512)
infer time 16.304625
[agedb_30][112000]XNorm: 22.723814
[agedb_30][112000]Accuracy-Flip: 0.97817+-0.00598
testing verification..
(12000, 512)
infer time 19.865969
[lfw][112000]XNorm: 22.262860
[lfw][112000]Accuracy-Flip: 0.99767+-0.00271
[112000]Accuracy-Highest: 0.99817
INFO:root:Epoch[14] Batch [6740] Speed: 96.46 samples/sec acc=0.823535
INFO:root:Epoch[14] Batch [6760] Speed: 669.92 samples/sec acc=0.822363
INFO:root:Epoch[14] Batch [6780] Speed: 662.33 samples/sec acc=0.829004
INFO:root:Epoch[14] Batch [6800] Speed: 661.67 samples/sec acc=0.832129
INFO:root:Epoch[14] Batch [6820] Speed: 661.24 samples/sec acc=0.826660
INFO:root:Epoch[14] Batch [6840] Speed: 662.76 samples/sec acc=0.820508
INFO:root:Epoch[14] Batch [6860] Speed: 661.49 samples/sec acc=0.823730
INFO:root:Epoch[14] Batch [6880] Speed: 661.79 samples/sec acc=0.827441