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 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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 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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 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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 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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 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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 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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 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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 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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] 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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] 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[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: 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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