7095 lines
430 KiB
Plaintext
7095 lines
430 KiB
Plaintext
gpu num: 4
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num_layers 50
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image_size [112, 112]
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num_classes 85742
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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)
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init resnet 50
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0 1 E 3
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INFO:root:loading recordio /cache/jiaguo/faces_ms1mr_112x112/train.rec...
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header0 label [ 3850179. 3935921.]
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id2range 85742
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rand_mirror 1
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[11:19:40] src/engine/engine.cc:54: MXNet start using engine: ThreadedEnginePerDevice
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(14000L, 3L, 112L, 112L)
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ver cfp_ff
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ver agedb_30
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(12000L, 3L, 112L, 112L)
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ver lfw
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lr_steps [50000, 80000, 100000]
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/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?
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optimizer_params=optimizer_params)
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call reset()
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[2000][MARGIN]0.318108,-0.171479
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lr-batch-epoch: 0.1 1999 0
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testing verification..
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(14000, 512)
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infer time 22.275142
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[cfp_ff][2000]XNorm: 21.556408
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[cfp_ff][2000]Accuracy-Flip: 0.89814+-0.01236
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testing verification..
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(14000, 512)
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infer time 17.385799
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[cfp_fp][2000]XNorm: 20.292884
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[cfp_fp][2000]Accuracy-Flip: 0.69000+-0.01651
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testing verification..
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(12000, 512)
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infer time 14.193146
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[agedb_30][2000]XNorm: 21.596348
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[agedb_30][2000]Accuracy-Flip: 0.71433+-0.01589
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testing verification..
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(12000, 512)
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infer time 13.689882
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[lfw][2000]XNorm: 22.501038
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[lfw][2000]Accuracy-Flip: 0.92283+-0.01750
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[2000]Accuracy-Highest: 0.92283
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[4000][MARGIN]0.635072,0.194337
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lr-batch-epoch: 0.1 3999 0
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testing verification..
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(14000, 512)
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infer time 18.636469
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[cfp_ff][4000]XNorm: 19.935919
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[cfp_ff][4000]Accuracy-Flip: 0.97486+-0.00576
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testing verification..
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(14000, 512)
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infer time 17.165106
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[cfp_fp][4000]XNorm: 16.943145
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[cfp_fp][4000]Accuracy-Flip: 0.77571+-0.01934
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testing verification..
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(12000, 512)
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infer time 13.460029
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[agedb_30][4000]XNorm: 19.915963
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[agedb_30][4000]Accuracy-Flip: 0.87317+-0.02042
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testing verification..
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(12000, 512)
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infer time 14.412261
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[lfw][4000]XNorm: 20.575942
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[lfw][4000]Accuracy-Flip: 0.97883+-0.00628
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[4000]Accuracy-Highest: 0.97883
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lr-batch-epoch: 0.1 4999 0
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[6000][MARGIN]0.638322,0.196974
|
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lr-batch-epoch: 0.1 5999 0
|
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testing verification..
|
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(14000, 512)
|
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infer time 20.587736
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[cfp_ff][6000]XNorm: 22.175584
|
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[cfp_ff][6000]Accuracy-Flip: 0.98514+-0.00583
|
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testing verification..
|
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(14000, 512)
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infer time 21.94076
|
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[cfp_fp][6000]XNorm: 18.532788
|
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[cfp_fp][6000]Accuracy-Flip: 0.81614+-0.01800
|
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testing verification..
|
|
(12000, 512)
|
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infer time 17.659599
|
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[agedb_30][6000]XNorm: 22.109134
|
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[agedb_30][6000]Accuracy-Flip: 0.91667+-0.02018
|
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testing verification..
|
|
(12000, 512)
|
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infer time 18.542575
|
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[lfw][6000]XNorm: 22.595654
|
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[lfw][6000]Accuracy-Flip: 0.98567+-0.00642
|
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[6000]Accuracy-Highest: 0.98567
|
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INFO:root:Epoch[0] Batch [6000] Speed: 88.05 samples/sec acc=0.055957
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lr-batch-epoch: 0.1 6999 0
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INFO:root:Epoch[0] Train-acc=0.065213
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INFO:root:Epoch[0] Time cost=6026.197
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call reset()
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[8000][MARGIN]0.659157,0.225854
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INFO:root:Epoch[1] Batch [480] Speed: 662.05 samples/sec acc=0.074023
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lr-batch-epoch: 0.1 480 1
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testing verification..
|
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(14000, 512)
|
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infer time 20.835884
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[cfp_ff][8000]XNorm: 19.584579
|
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[cfp_ff][8000]Accuracy-Flip: 0.98857+-0.00433
|
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testing verification..
|
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(14000, 512)
|
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infer time 21.983813
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[cfp_fp][8000]XNorm: 16.207827
|
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[cfp_fp][8000]Accuracy-Flip: 0.81771+-0.01746
|
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testing verification..
|
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(12000, 512)
|
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infer time 18.553163
|
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[agedb_30][8000]XNorm: 19.670710
|
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[agedb_30][8000]Accuracy-Flip: 0.92450+-0.01976
|
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testing verification..
|
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(12000, 512)
|
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infer time 17.92847
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[lfw][8000]XNorm: 19.712476
|
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[lfw][8000]Accuracy-Flip: 0.99033+-0.00386
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[8000]Accuracy-Highest: 0.99033
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INFO:root:Epoch[1] Batch [500] Speed: 88.19 samples/sec acc=0.075098
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lr-batch-epoch: 0.1 1480 1
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|
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[10000][MARGIN]0.664993,0.231848
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INFO:root:Epoch[1] Batch [2480] Speed: 663.22 samples/sec acc=0.082617
|
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lr-batch-epoch: 0.1 2480 1
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testing verification..
|
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(14000, 512)
|
|
infer time 17.877836
|
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[cfp_ff][10000]XNorm: 20.343479
|
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[cfp_ff][10000]Accuracy-Flip: 0.98929+-0.00327
|
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testing verification..
|
|
(14000, 512)
|
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infer time 19.623478
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[cfp_fp][10000]XNorm: 17.196823
|
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[cfp_fp][10000]Accuracy-Flip: 0.82243+-0.01548
|
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testing verification..
|
|
(12000, 512)
|
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infer time 15.526678
|
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[agedb_30][10000]XNorm: 20.347628
|
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[agedb_30][10000]Accuracy-Flip: 0.92933+-0.01628
|
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testing verification..
|
|
(12000, 512)
|
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infer time 16.828989
|
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[lfw][10000]XNorm: 20.625510
|
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[lfw][10000]Accuracy-Flip: 0.98800+-0.00482
|
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[10000]Accuracy-Highest: 0.99033
|
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INFO:root:Epoch[1] Batch [2500] Speed: 98.69 samples/sec acc=0.086621
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INFO:root:Epoch[1] Batch [2520] Speed: 678.48 samples/sec acc=0.088672
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[12000][MARGIN]0.663869,0.231542
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lr-batch-epoch: 0.1 4480 1
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testing verification..
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(14000, 512)
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infer time 19.055237
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[cfp_ff][12000]XNorm: 20.237718
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[cfp_ff][12000]Accuracy-Flip: 0.99200+-0.00321
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testing verification..
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(14000, 512)
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infer time 18.214119
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[cfp_fp][12000]XNorm: 16.544081
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[cfp_fp][12000]Accuracy-Flip: 0.82214+-0.01447
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testing verification..
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(12000, 512)
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infer time 19.305643
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[agedb_30][12000]XNorm: 19.872737
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[agedb_30][12000]Accuracy-Flip: 0.93100+-0.01537
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testing verification..
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(12000, 512)
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infer time 17.90811
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[lfw][12000]XNorm: 20.345964
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[lfw][12000]Accuracy-Flip: 0.99017+-0.00540
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[12000]Accuracy-Highest: 0.99033
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lr-batch-epoch: 0.1 5480 1
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[14000][MARGIN]0.663905,0.231038
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lr-batch-epoch: 0.1 6480 1
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testing verification..
|
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(14000, 512)
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infer time 23.191147
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[cfp_ff][14000]XNorm: 21.783922
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[cfp_ff][14000]Accuracy-Flip: 0.99243+-0.00384
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testing verification..
|
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(14000, 512)
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infer time 24.450724
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[cfp_fp][14000]XNorm: 18.047383
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[cfp_fp][14000]Accuracy-Flip: 0.83314+-0.01562
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testing verification..
|
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(12000, 512)
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infer time 24.3648
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[agedb_30][14000]XNorm: 21.715938
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[agedb_30][14000]Accuracy-Flip: 0.93733+-0.01510
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testing verification..
|
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(12000, 512)
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infer time 21.910281
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[lfw][14000]XNorm: 22.156482
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[lfw][14000]Accuracy-Flip: 0.99100+-0.00389
|
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saving 7
|
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0007.params"
|
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[14000]Accuracy-Highest: 0.99100
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lr-batch-epoch: 0.1 7480 1
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INFO:root:Epoch[1] Batch [7500] Speed: 664.33 samples/sec acc=0.096973
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INFO:root:Epoch[1] Train-acc=0.102322
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INFO:root:Epoch[1] Time cost=6187.711
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call reset()
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INFO:root:Epoch[2] Batch [20] Speed: 662.76 samples/sec acc=0.123791
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INFO:root:Epoch[2] Batch [920] Speed: 663.97 samples/sec acc=0.107520
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INFO:root:Epoch[2] Batch [940] Speed: 664.86 samples/sec acc=0.103125
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INFO:root:Epoch[2] Batch [960] Speed: 664.08 samples/sec acc=0.107422
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[16000][MARGIN]0.651529,0.216234
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lr-batch-epoch: 0.1 961 2
|
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testing verification..
|
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(14000, 512)
|
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infer time 22.022497
|
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[cfp_ff][16000]XNorm: 22.037617
|
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[cfp_ff][16000]Accuracy-Flip: 0.99143+-0.00461
|
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testing verification..
|
|
(14000, 512)
|
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infer time 22.0002
|
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[cfp_fp][16000]XNorm: 18.299705
|
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[cfp_fp][16000]Accuracy-Flip: 0.82743+-0.01448
|
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testing verification..
|
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(12000, 512)
|
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infer time 19.077122
|
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[agedb_30][16000]XNorm: 21.726744
|
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[agedb_30][16000]Accuracy-Flip: 0.93767+-0.01450
|
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testing verification..
|
|
(12000, 512)
|
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infer time 20.571949
|
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[lfw][16000]XNorm: 22.139647
|
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[lfw][16000]Accuracy-Flip: 0.99033+-0.00427
|
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[16000]Accuracy-Highest: 0.99100
|
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INFO:root:Epoch[2] Batch [980] Speed: 88.23 samples/sec acc=0.105664
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INFO:root:Epoch[2] Batch [1000] Speed: 663.50 samples/sec acc=0.103809
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lr-batch-epoch: 0.1 1961 2
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[18000][MARGIN]0.643295,0.205146
|
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lr-batch-epoch: 0.1 2961 2
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testing verification..
|
|
(14000, 512)
|
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infer time 20.873428
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[cfp_ff][18000]XNorm: 21.546624
|
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[cfp_ff][18000]Accuracy-Flip: 0.99343+-0.00339
|
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testing verification..
|
|
(14000, 512)
|
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infer time 21.734194
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[cfp_fp][18000]XNorm: 17.674893
|
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[cfp_fp][18000]Accuracy-Flip: 0.83671+-0.01759
|
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testing verification..
|
|
(12000, 512)
|
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infer time 21.034575
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[agedb_30][18000]XNorm: 21.225530
|
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[agedb_30][18000]Accuracy-Flip: 0.94467+-0.01388
|
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testing verification..
|
|
(12000, 512)
|
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infer time 19.427078
|
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[lfw][18000]XNorm: 21.675605
|
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[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
|
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INFO:root:Epoch[2] Batch [2980] Speed: 84.94 samples/sec acc=0.110156
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INFO:root:Epoch[2] Batch [3000] Speed: 663.02 samples/sec acc=0.112598
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lr-batch-epoch: 0.1 3961 2
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[20000][MARGIN]0.663238,0.230801
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lr-batch-epoch: 0.1 4961 2
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testing verification..
|
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(14000, 512)
|
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infer time 21.918577
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[cfp_ff][20000]XNorm: 20.374364
|
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[cfp_ff][20000]Accuracy-Flip: 0.99314+-0.00325
|
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testing verification..
|
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(14000, 512)
|
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infer time 19.171411
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[cfp_fp][20000]XNorm: 16.566911
|
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[cfp_fp][20000]Accuracy-Flip: 0.81929+-0.01688
|
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testing verification..
|
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(12000, 512)
|
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infer time 18.896416
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[agedb_30][20000]XNorm: 19.540734
|
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[agedb_30][20000]Accuracy-Flip: 0.94333+-0.01216
|
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testing verification..
|
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(12000, 512)
|
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infer time 20.152508
|
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[lfw][20000]XNorm: 20.211320
|
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[lfw][20000]Accuracy-Flip: 0.99067+-0.00410
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[20000]Accuracy-Highest: 0.99167
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lr-batch-epoch: 0.1 5961 2
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[22000][MARGIN]0.657348,0.223681
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lr-batch-epoch: 0.1 6961 2
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testing verification..
|
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(14000, 512)
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infer time 21.128909
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[cfp_ff][22000]XNorm: 21.352920
|
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[cfp_ff][22000]Accuracy-Flip: 0.99257+-0.00167
|
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testing verification..
|
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(14000, 512)
|
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infer time 18.872781
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[cfp_fp][22000]XNorm: 17.430041
|
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[cfp_fp][22000]Accuracy-Flip: 0.82871+-0.01249
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testing verification..
|
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(12000, 512)
|
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infer time 21.459833
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[agedb_30][22000]XNorm: 20.922552
|
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[agedb_30][22000]Accuracy-Flip: 0.94383+-0.00913
|
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testing verification..
|
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(12000, 512)
|
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infer time 17.803807
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[lfw][22000]XNorm: 21.271461
|
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[lfw][22000]Accuracy-Flip: 0.99250+-0.00344
|
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saving 11
|
|
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0011.params"
|
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[22000]Accuracy-Highest: 0.99250
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INFO:root:Epoch[2] Batch [6980] Speed: 88.76 samples/sec acc=0.117480
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INFO:root:Epoch[2] Batch [7000] Speed: 663.49 samples/sec acc=0.120117
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INFO:root:Epoch[2] Batch [7120] Speed: 664.20 samples/sec acc=0.123145
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INFO:root:Epoch[2] Batch [7440] Speed: 664.18 samples/sec acc=0.113965
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INFO:root:Epoch[2] Batch [7480] Speed: 664.10 samples/sec acc=0.120898
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INFO:root:Epoch[2] Batch [7500] Speed: 664.24 samples/sec acc=0.120410
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INFO:root:Epoch[2] Train-acc=0.120551
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INFO:root:Epoch[2] Time cost=6193.579
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call reset()
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INFO:root:Epoch[3] Batch [20] Speed: 676.59 samples/sec acc=0.149833
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INFO:root:Epoch[3] Batch [40] Speed: 672.43 samples/sec acc=0.142578
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INFO:root:Epoch[3] Batch [100] Speed: 664.10 samples/sec acc=0.132715
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INFO:root:Epoch[3] Batch [120] Speed: 664.15 samples/sec acc=0.133203
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INFO:root:Epoch[3] Batch [240] Speed: 663.97 samples/sec acc=0.139746
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INFO:root:Epoch[3] Batch [260] Speed: 664.24 samples/sec acc=0.136230
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INFO:root:Epoch[3] Batch [380] Speed: 664.21 samples/sec acc=0.127637
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INFO:root:Epoch[3] Batch [440] Speed: 663.66 samples/sec acc=0.132910
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lr-batch-epoch: 0.1 442 3
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INFO:root:Epoch[3] Batch [460] Speed: 673.99 samples/sec acc=0.125000
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INFO:root:Epoch[3] Batch [480] Speed: 663.55 samples/sec acc=0.136426
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INFO:root:Epoch[3] Batch [500] Speed: 664.04 samples/sec acc=0.123145
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INFO:root:Epoch[3] Batch [540] Speed: 663.61 samples/sec acc=0.119531
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INFO:root:Epoch[3] Batch [560] Speed: 664.36 samples/sec acc=0.123340
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INFO:root:Epoch[3] Batch [580] Speed: 664.27 samples/sec acc=0.124707
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INFO:root:Epoch[3] Batch [620] Speed: 664.59 samples/sec acc=0.125098
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INFO:root:Epoch[3] Batch [640] Speed: 664.99 samples/sec acc=0.118945
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INFO:root:Epoch[3] Batch [660] Speed: 664.18 samples/sec acc=0.132129
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INFO:root:Epoch[3] Batch [680] Speed: 664.41 samples/sec acc=0.120996
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INFO:root:Epoch[3] Batch [720] Speed: 664.00 samples/sec acc=0.125391
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INFO:root:Epoch[3] Batch [780] Speed: 664.30 samples/sec acc=0.123145
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INFO:root:Epoch[3] Batch [980] Speed: 664.07 samples/sec acc=0.122656
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INFO:root:Epoch[3] Batch [1000] Speed: 664.29 samples/sec acc=0.124902
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INFO:root:Epoch[3] Batch [1020] Speed: 665.25 samples/sec acc=0.124121
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INFO:root:Epoch[3] Batch [1060] Speed: 664.97 samples/sec acc=0.123145
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INFO:root:Epoch[3] Batch [1080] Speed: 663.92 samples/sec acc=0.121582
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INFO:root:Epoch[3] Batch [1100] Speed: 663.69 samples/sec acc=0.127344
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INFO:root:Epoch[3] Batch [1120] Speed: 665.25 samples/sec acc=0.124609
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INFO:root:Epoch[3] Batch [1140] Speed: 664.36 samples/sec acc=0.121680
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INFO:root:Epoch[3] Batch [1160] Speed: 662.74 samples/sec acc=0.122559
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INFO:root:Epoch[3] Batch [1180] Speed: 664.77 samples/sec acc=0.122461
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INFO:root:Epoch[3] Batch [1200] Speed: 665.04 samples/sec acc=0.123633
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INFO:root:Epoch[3] Batch [1220] Speed: 664.49 samples/sec acc=0.123535
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INFO:root:Epoch[3] Batch [1240] Speed: 661.68 samples/sec acc=0.125488
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INFO:root:Epoch[3] Batch [1260] Speed: 670.20 samples/sec acc=0.121484
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INFO:root:Epoch[3] Batch [1280] Speed: 664.20 samples/sec acc=0.119141
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INFO:root:Epoch[3] Batch [1300] Speed: 664.92 samples/sec acc=0.124414
|
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INFO:root:Epoch[3] Batch [1320] Speed: 664.64 samples/sec acc=0.119629
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INFO:root:Epoch[3] Batch [1340] Speed: 663.19 samples/sec acc=0.122266
|
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INFO:root:Epoch[3] Batch [1360] Speed: 665.31 samples/sec acc=0.119629
|
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INFO:root:Epoch[3] Batch [1380] Speed: 664.81 samples/sec acc=0.119824
|
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INFO:root:Epoch[3] Batch [1400] Speed: 664.02 samples/sec acc=0.125781
|
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INFO:root:Epoch[3] Batch [1420] Speed: 664.94 samples/sec acc=0.121680
|
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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
|
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INFO:root:Epoch[3] Batch [1480] Speed: 684.66 samples/sec acc=0.128809
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INFO:root:Epoch[3] Batch [1500] Speed: 664.17 samples/sec acc=0.120117
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INFO:root:Epoch[3] Batch [1600] Speed: 664.59 samples/sec acc=0.119727
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INFO:root:Epoch[3] Batch [2020] Speed: 664.63 samples/sec acc=0.129199
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INFO:root:Epoch[3] Batch [2280] Speed: 664.00 samples/sec acc=0.119434
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INFO:root:Epoch[3] Batch [2300] Speed: 663.77 samples/sec acc=0.128809
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INFO:root:Epoch[3] Batch [2400] Speed: 664.30 samples/sec acc=0.125195
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INFO:root:Epoch[3] Batch [2440] Speed: 663.52 samples/sec acc=0.125488
|
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lr-batch-epoch: 0.1 2442 3
|
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INFO:root:Epoch[3] Batch [2460] Speed: 663.67 samples/sec acc=0.124512
|
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INFO:root:Epoch[3] Batch [2480] Speed: 664.31 samples/sec acc=0.126562
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INFO:root:Epoch[3] Batch [2500] Speed: 664.13 samples/sec acc=0.122754
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INFO:root:Epoch[3] Batch [2520] Speed: 664.67 samples/sec acc=0.128906
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INFO:root:Epoch[3] Batch [2540] Speed: 662.74 samples/sec acc=0.127637
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INFO:root:Epoch[3] Batch [2560] Speed: 664.93 samples/sec acc=0.121387
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INFO:root:Epoch[3] Batch [2600] Speed: 663.53 samples/sec acc=0.122754
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INFO:root:Epoch[3] Batch [2620] Speed: 664.64 samples/sec acc=0.119922
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INFO:root:Epoch[3] Batch [2740] Speed: 664.39 samples/sec acc=0.126172
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INFO:root:Epoch[3] Batch [2760] Speed: 664.13 samples/sec acc=0.126855
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INFO:root:Epoch[3] Batch [2780] Speed: 663.57 samples/sec acc=0.128125
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INFO:root:Epoch[3] Batch [2800] Speed: 663.28 samples/sec acc=0.126172
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INFO:root:Epoch[3] Batch [2840] Speed: 658.99 samples/sec acc=0.129883
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INFO:root:Epoch[3] Batch [3000] Speed: 664.42 samples/sec acc=0.124316
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INFO:root:Epoch[3] Batch [3060] Speed: 664.21 samples/sec acc=0.122852
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INFO:root:Epoch[3] Batch [3100] Speed: 664.47 samples/sec acc=0.120801
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INFO:root:Epoch[3] Batch [3220] Speed: 664.37 samples/sec acc=0.126660
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INFO:root:Epoch[3] Batch [3240] Speed: 664.69 samples/sec acc=0.123438
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INFO:root:Epoch[3] Batch [3260] Speed: 663.81 samples/sec acc=0.131348
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INFO:root:Epoch[3] Batch [3280] Speed: 664.47 samples/sec acc=0.128125
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INFO:root:Epoch[3] Batch [3300] Speed: 664.63 samples/sec acc=0.124121
|
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INFO:root:Epoch[3] Batch [3320] Speed: 664.18 samples/sec acc=0.123633
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INFO:root:Epoch[3] Batch [3340] Speed: 664.41 samples/sec acc=0.130371
|
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INFO:root:Epoch[3] Batch [3360] Speed: 664.15 samples/sec acc=0.121973
|
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INFO:root:Epoch[3] Batch [3380] Speed: 663.45 samples/sec acc=0.123145
|
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INFO:root:Epoch[3] Batch [3400] Speed: 664.41 samples/sec acc=0.127832
|
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INFO:root:Epoch[3] Batch [3420] Speed: 664.75 samples/sec acc=0.124316
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INFO:root:Epoch[3] Batch [3440] Speed: 663.48 samples/sec acc=0.128809
|
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[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
|
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[cfp_ff][26000]Accuracy-Flip: 0.99257+-0.00325
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 20.407895
|
|
[cfp_fp][26000]XNorm: 18.426936
|
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[cfp_fp][26000]Accuracy-Flip: 0.83086+-0.01707
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 21.819959
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[agedb_30][26000]XNorm: 22.785963
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[agedb_30][26000]Accuracy-Flip: 0.94317+-0.01084
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testing verification..
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(12000, 512)
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infer time 19.544551
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[lfw][26000]XNorm: 22.925718
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[lfw][26000]Accuracy-Flip: 0.99167+-0.00350
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[26000]Accuracy-Highest: 0.99250
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lr-batch-epoch: 0.1 4442 3
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[28000][MARGIN]0.672505,0.241496
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lr-batch-epoch: 0.1 5442 3
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testing verification..
|
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(14000, 512)
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infer time 20.845058
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[cfp_ff][28000]XNorm: 21.863884
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[cfp_ff][28000]Accuracy-Flip: 0.99343+-0.00321
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testing verification..
|
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(14000, 512)
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infer time 20.262105
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[cfp_fp][28000]XNorm: 17.841239
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[cfp_fp][28000]Accuracy-Flip: 0.83929+-0.01692
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testing verification..
|
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(12000, 512)
|
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infer time 20.014003
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[agedb_30][28000]XNorm: 21.388760
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[agedb_30][28000]Accuracy-Flip: 0.94683+-0.01092
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testing verification..
|
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(12000, 512)
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infer time 19.268613
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[lfw][28000]XNorm: 21.858025
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[lfw][28000]Accuracy-Flip: 0.99267+-0.00455
|
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saving 14
|
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0014.params"
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[28000]Accuracy-Highest: 0.99267
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INFO:root:Epoch[3] Batch [7340] Speed: 677.70 samples/sec acc=0.128906
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[30000][MARGIN]0.661733,0.226331
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lr-batch-epoch: 0.1 7442 3
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testing verification..
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(14000, 512)
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infer time 19.90458
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[cfp_ff][30000]XNorm: 23.170623
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[cfp_ff][30000]Accuracy-Flip: 0.99271+-0.00329
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testing verification..
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(14000, 512)
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infer time 22.25676
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[cfp_fp][30000]XNorm: 19.201502
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[cfp_fp][30000]Accuracy-Flip: 0.82100+-0.01378
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testing verification..
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(12000, 512)
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infer time 20.529218
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[agedb_30][30000]XNorm: 22.540779
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[agedb_30][30000]Accuracy-Flip: 0.94417+-0.00932
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testing verification..
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(12000, 512)
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infer time 18.718563
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[lfw][30000]XNorm: 23.312340
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[lfw][30000]Accuracy-Flip: 0.99283+-0.00441
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saving 15
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0015.params"
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[30000]Accuracy-Highest: 0.99283
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INFO:root:Epoch[3] Batch [7460] Speed: 86.43 samples/sec acc=0.133203
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INFO:root:Epoch[3] Train-acc=0.129449
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INFO:root:Epoch[3] Time cost=6194.280
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call reset()
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lr-batch-epoch: 0.1 923 4
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[32000][MARGIN]0.665787,0.234442
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lr-batch-epoch: 0.1 1923 4
|
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testing verification..
|
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(14000, 512)
|
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infer time 23.744189
|
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[cfp_ff][32000]XNorm: 21.983676
|
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[cfp_ff][32000]Accuracy-Flip: 0.99286+-0.00389
|
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testing verification..
|
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(14000, 512)
|
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infer time 22.832868
|
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[cfp_fp][32000]XNorm: 18.096088
|
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[cfp_fp][32000]Accuracy-Flip: 0.84700+-0.02116
|
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testing verification..
|
|
(12000, 512)
|
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infer time 17.128199
|
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[agedb_30][32000]XNorm: 21.840082
|
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[agedb_30][32000]Accuracy-Flip: 0.94300+-0.00963
|
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testing verification..
|
|
(12000, 512)
|
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infer time 20.034206
|
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[lfw][32000]XNorm: 21.846459
|
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[lfw][32000]Accuracy-Flip: 0.99183+-0.00329
|
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[32000]Accuracy-Highest: 0.99283
|
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INFO:root:Epoch[4] Batch [1940] Speed: 86.30 samples/sec acc=0.131445
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lr-batch-epoch: 0.1 2923 4
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[34000][MARGIN]0.665160,0.233647
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lr-batch-epoch: 0.1 3923 4
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testing verification..
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(14000, 512)
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infer time 20.705559
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[cfp_ff][34000]XNorm: 21.942060
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[cfp_ff][34000]Accuracy-Flip: 0.99429+-0.00319
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testing verification..
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(14000, 512)
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infer time 24.046523
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[cfp_fp][34000]XNorm: 17.491616
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[cfp_fp][34000]Accuracy-Flip: 0.83771+-0.01322
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testing verification..
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(12000, 512)
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infer time 18.027092
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[agedb_30][34000]XNorm: 21.578602
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[agedb_30][34000]Accuracy-Flip: 0.94017+-0.01031
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testing verification..
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(12000, 512)
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infer time 15.701564
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[lfw][34000]XNorm: 21.812679
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[lfw][34000]Accuracy-Flip: 0.99267+-0.00403
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[34000]Accuracy-Highest: 0.99283
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lr-batch-epoch: 0.1 4923 4
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[36000][MARGIN]0.645507,0.208008
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lr-batch-epoch: 0.1 5923 4
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testing verification..
|
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(14000, 512)
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infer time 20.000716
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[cfp_ff][36000]XNorm: 22.755588
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[cfp_ff][36000]Accuracy-Flip: 0.99329+-0.00332
|
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testing verification..
|
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(14000, 512)
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infer time 19.54085
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[cfp_fp][36000]XNorm: 19.190483
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[cfp_fp][36000]Accuracy-Flip: 0.84314+-0.01479
|
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testing verification..
|
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(12000, 512)
|
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infer time 15.789011
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[agedb_30][36000]XNorm: 22.199309
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[agedb_30][36000]Accuracy-Flip: 0.94867+-0.00799
|
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testing verification..
|
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(12000, 512)
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infer time 16.240729
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[lfw][36000]XNorm: 22.511726
|
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[lfw][36000]Accuracy-Flip: 0.99267+-0.00382
|
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[36000]Accuracy-Highest: 0.99283
|
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INFO:root:Epoch[4] Batch [5940] Speed: 97.95 samples/sec acc=0.139648
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lr-batch-epoch: 0.1 6923 4
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INFO:root:Epoch[4] Batch [7300] Speed: 664.42 samples/sec acc=0.136719
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INFO:root:Epoch[4] Batch [7500] Speed: 663.73 samples/sec acc=0.142773
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INFO:root:Epoch[4] Train-acc=0.134440
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INFO:root:Epoch[4] Time cost=6079.750
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call reset()
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INFO:root:Epoch[5] Batch [400] Speed: 660.39 samples/sec acc=0.145996
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[38000][MARGIN]0.674743,0.245232
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lr-batch-epoch: 0.1 404 5
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testing verification..
|
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(14000, 512)
|
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infer time 24.081838
|
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[cfp_ff][38000]XNorm: 20.832129
|
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[cfp_ff][38000]Accuracy-Flip: 0.99443+-0.00274
|
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testing verification..
|
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(14000, 512)
|
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infer time 20.217836
|
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[cfp_fp][38000]XNorm: 16.794967
|
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[cfp_fp][38000]Accuracy-Flip: 0.82929+-0.01178
|
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testing verification..
|
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(12000, 512)
|
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infer time 16.184396
|
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[agedb_30][38000]XNorm: 20.580146
|
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[agedb_30][38000]Accuracy-Flip: 0.94733+-0.01003
|
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testing verification..
|
|
(12000, 512)
|
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infer time 19.499908
|
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[lfw][38000]XNorm: 20.892786
|
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[lfw][38000]Accuracy-Flip: 0.99283+-0.00358
|
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[38000]Accuracy-Highest: 0.99283
|
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INFO:root:Epoch[5] Batch [420] Speed: 89.99 samples/sec acc=0.141113
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|
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lr-batch-epoch: 0.1 1404 5
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INFO:root:Epoch[5] Batch [1420] Speed: 664.21 samples/sec acc=0.140332
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INFO:root:Epoch[5] Batch [2300] Speed: 662.99 samples/sec acc=0.145117
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INFO:root:Epoch[5] Batch [2320] Speed: 666.01 samples/sec acc=0.136426
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INFO:root:Epoch[5] Batch [2400] Speed: 663.83 samples/sec acc=0.142090
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[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
|
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[cfp_ff][40000]Accuracy-Flip: 0.99414+-0.00370
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 23.573196
|
|
[cfp_fp][40000]XNorm: 18.387278
|
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[cfp_fp][40000]Accuracy-Flip: 0.83371+-0.01716
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 18.960611
|
|
[agedb_30][40000]XNorm: 21.789830
|
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[agedb_30][40000]Accuracy-Flip: 0.95050+-0.01088
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 18.417199
|
|
[lfw][40000]XNorm: 22.354413
|
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[lfw][40000]Accuracy-Flip: 0.99233+-0.00442
|
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[40000]Accuracy-Highest: 0.99283
|
|
INFO:root:Epoch[5] Batch [2420] Speed: 91.45 samples/sec acc=0.135352
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INFO:root:Epoch[5] Batch [2440] Speed: 663.59 samples/sec acc=0.129004
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|
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lr-batch-epoch: 0.1 3404 5
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INFO:root:Epoch[5] Batch [3420] Speed: 663.72 samples/sec acc=0.138965
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[42000][MARGIN]0.649567,0.212691
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lr-batch-epoch: 0.1 4404 5
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testing verification..
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(14000, 512)
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infer time 20.639069
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[cfp_ff][42000]XNorm: 21.065195
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[cfp_ff][42000]Accuracy-Flip: 0.99371+-0.00294
|
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testing verification..
|
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(14000, 512)
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infer time 23.804205
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[cfp_fp][42000]XNorm: 17.375979
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[cfp_fp][42000]Accuracy-Flip: 0.83529+-0.01796
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testing verification..
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(12000, 512)
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infer time 17.203058
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[agedb_30][42000]XNorm: 21.139623
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[agedb_30][42000]Accuracy-Flip: 0.94650+-0.01277
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testing verification..
|
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(12000, 512)
|
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infer time 18.317502
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[lfw][42000]XNorm: 21.489225
|
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[lfw][42000]Accuracy-Flip: 0.99317+-0.00337
|
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saving 21
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0021.params"
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[42000]Accuracy-Highest: 0.99317
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lr-batch-epoch: 0.1 5404 5
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[44000][MARGIN]0.647738,0.209751
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lr-batch-epoch: 0.1 6404 5
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testing verification..
|
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(14000, 512)
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infer time 19.897472
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[cfp_ff][44000]XNorm: 21.254379
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[cfp_ff][44000]Accuracy-Flip: 0.99471+-0.00362
|
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testing verification..
|
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(14000, 512)
|
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infer time 21.493764
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[cfp_fp][44000]XNorm: 16.929554
|
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[cfp_fp][44000]Accuracy-Flip: 0.84329+-0.01483
|
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testing verification..
|
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(12000, 512)
|
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infer time 17.169521
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[agedb_30][44000]XNorm: 21.279628
|
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[agedb_30][44000]Accuracy-Flip: 0.94500+-0.00771
|
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testing verification..
|
|
(12000, 512)
|
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infer time 20.694546
|
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[lfw][44000]XNorm: 21.324684
|
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[lfw][44000]Accuracy-Flip: 0.99350+-0.00462
|
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saving 22
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0022.params"
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[44000]Accuracy-Highest: 0.99350
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INFO:root:Epoch[5] Batch [6420] Speed: 86.97 samples/sec acc=0.145996
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INFO:root:Epoch[5] Batch [7240] Speed: 663.88 samples/sec acc=0.143652
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lr-batch-epoch: 0.1 7404 5
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INFO:root:Epoch[5] Batch [7420] Speed: 664.02 samples/sec acc=0.146680
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INFO:root:Epoch[5] Batch [7440] Speed: 663.70 samples/sec acc=0.147559
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INFO:root:Epoch[5] Batch [7500] Speed: 663.38 samples/sec acc=0.140332
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INFO:root:Epoch[5] Train-acc=0.142036
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INFO:root:Epoch[5] Time cost=6196.751
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call reset()
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INFO:root:Epoch[6] Batch [20] Speed: 662.29 samples/sec acc=0.174014
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INFO:root:Epoch[6] Batch [700] Speed: 664.35 samples/sec acc=0.146582
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INFO:root:Epoch[6] Batch [780] Speed: 663.74 samples/sec acc=0.148438
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INFO:root:Epoch[6] Batch [800] Speed: 664.31 samples/sec acc=0.148145
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INFO:root:Epoch[6] Batch [820] Speed: 664.28 samples/sec acc=0.146875
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INFO:root:Epoch[6] Batch [840] Speed: 663.79 samples/sec acc=0.141797
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INFO:root:Epoch[6] Batch [860] Speed: 663.27 samples/sec acc=0.141797
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INFO:root:Epoch[6] Batch [880] Speed: 664.06 samples/sec acc=0.141602
|
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[46000][MARGIN]0.642032,0.204640
|
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lr-batch-epoch: 0.1 885 6
|
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testing verification..
|
|
(14000, 512)
|
|
infer time 19.069164
|
|
[cfp_ff][46000]XNorm: 21.353451
|
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[cfp_ff][46000]Accuracy-Flip: 0.99457+-0.00343
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 22.772816
|
|
[cfp_fp][46000]XNorm: 17.712679
|
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[cfp_fp][46000]Accuracy-Flip: 0.85229+-0.02026
|
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testing verification..
|
|
(12000, 512)
|
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infer time 18.130649
|
|
[agedb_30][46000]XNorm: 21.008399
|
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[agedb_30][46000]Accuracy-Flip: 0.94267+-0.01158
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 18.063264
|
|
[lfw][46000]XNorm: 21.172505
|
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[lfw][46000]Accuracy-Flip: 0.99183+-0.00383
|
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[46000]Accuracy-Highest: 0.99350
|
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INFO:root:Epoch[6] Batch [900] Speed: 92.75 samples/sec acc=0.143945
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INFO:root:Epoch[6] Batch [920] Speed: 662.55 samples/sec acc=0.143848
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lr-batch-epoch: 0.1 1885 6
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INFO:root:Epoch[6] Batch [1900] Speed: 664.62 samples/sec acc=0.142676
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INFO:root:Epoch[6] Batch [2800] Speed: 663.11 samples/sec acc=0.144922
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INFO:root:Epoch[6] Batch [2860] Speed: 662.67 samples/sec acc=0.142676
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INFO:root:Epoch[6] Batch [2880] Speed: 663.64 samples/sec acc=0.149512
|
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[48000][MARGIN]0.650225,0.212011
|
|
lr-batch-epoch: 0.1 2885 6
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 21.576396
|
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[cfp_ff][48000]XNorm: 19.684269
|
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[cfp_ff][48000]Accuracy-Flip: 0.99271+-0.00296
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 26.514342
|
|
[cfp_fp][48000]XNorm: 15.737945
|
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[cfp_fp][48000]Accuracy-Flip: 0.84371+-0.01511
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 19.399874
|
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[agedb_30][48000]XNorm: 19.425554
|
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[agedb_30][48000]Accuracy-Flip: 0.94800+-0.00945
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 17.305142
|
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[lfw][48000]XNorm: 19.654909
|
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[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
|
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INFO:root:Epoch[6] Batch [2920] Speed: 662.61 samples/sec acc=0.147168
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[50000][MARGIN]0.644800,0.205978
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lr change to 0.01
|
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lr-batch-epoch: 0.01 4885 6
|
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testing verification..
|
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(14000, 512)
|
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infer time 20.111636
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[cfp_ff][50000]XNorm: 20.538264
|
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[cfp_ff][50000]Accuracy-Flip: 0.99443+-0.00370
|
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testing verification..
|
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(14000, 512)
|
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infer time 21.836273
|
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[cfp_fp][50000]XNorm: 16.234446
|
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[cfp_fp][50000]Accuracy-Flip: 0.83786+-0.01698
|
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testing verification..
|
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(12000, 512)
|
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infer time 20.022741
|
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[agedb_30][50000]XNorm: 20.046532
|
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[agedb_30][50000]Accuracy-Flip: 0.94617+-0.00882
|
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testing verification..
|
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(12000, 512)
|
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infer time 17.533046
|
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[lfw][50000]XNorm: 20.479102
|
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[lfw][50000]Accuracy-Flip: 0.99467+-0.00420
|
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saving 25
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0025.params"
|
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[50000]Accuracy-Highest: 0.99467
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lr-batch-epoch: 0.01 5885 6
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[52000][MARGIN]0.728075,0.315939
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lr-batch-epoch: 0.01 6885 6
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testing verification..
|
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(14000, 512)
|
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infer time 18.323727
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[cfp_ff][52000]XNorm: 22.220222
|
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[cfp_ff][52000]Accuracy-Flip: 0.99671+-0.00313
|
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testing verification..
|
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(14000, 512)
|
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infer time 16.814555
|
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[cfp_fp][52000]XNorm: 18.628988
|
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[cfp_fp][52000]Accuracy-Flip: 0.89243+-0.01752
|
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testing verification..
|
|
(12000, 512)
|
|
infer time 14.207714
|
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[agedb_30][52000]XNorm: 22.086024
|
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[agedb_30][52000]Accuracy-Flip: 0.96650+-0.00728
|
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testing verification..
|
|
(12000, 512)
|
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infer time 13.266452
|
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[lfw][52000]XNorm: 22.244432
|
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[lfw][52000]Accuracy-Flip: 0.99617+-0.00259
|
|
saving 26
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0026.params"
|
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[52000]Accuracy-Highest: 0.99617
|
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INFO:root:Epoch[6] Batch [6900] Speed: 96.11 samples/sec acc=0.415625
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INFO:root:Epoch[6] Batch [6920] Speed: 662.27 samples/sec acc=0.417773
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INFO:root:Epoch[6] Train-acc=0.447266
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INFO:root:Epoch[6] Time cost=6197.176
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call reset()
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INFO:root:Epoch[7] Batch [20] Speed: 678.15 samples/sec acc=0.518601
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lr-batch-epoch: 0.01 366 7
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INFO:root:Epoch[7] Batch [1360] Speed: 662.96 samples/sec acc=0.543066
|
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[54000][MARGIN]0.775398,0.382445
|
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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
|
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[agedb_30][54000]Accuracy-Flip: 0.96850+-0.00693
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 16.569762
|
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[lfw][54000]XNorm: 21.878332
|
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[lfw][54000]Accuracy-Flip: 0.99683+-0.00217
|
|
saving 27
|
|
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0027.params"
|
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[54000]Accuracy-Highest: 0.99683
|
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INFO:root:Epoch[7] Batch [1380] Speed: 91.55 samples/sec acc=0.540039
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lr-batch-epoch: 0.01 2366 7
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[56000][MARGIN]0.766567,0.369890
|
|
lr-batch-epoch: 0.01 3366 7
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testing verification..
|
|
(14000, 512)
|
|
infer time 16.51119
|
|
[cfp_ff][56000]XNorm: 22.216972
|
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[cfp_ff][56000]Accuracy-Flip: 0.99714+-0.00286
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 16.271374
|
|
[cfp_fp][56000]XNorm: 19.052099
|
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[cfp_fp][56000]Accuracy-Flip: 0.89857+-0.01664
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 13.25264
|
|
[agedb_30][56000]XNorm: 22.501946
|
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[agedb_30][56000]Accuracy-Flip: 0.96817+-0.00769
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 12.692111
|
|
[lfw][56000]XNorm: 22.469747
|
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[lfw][56000]Accuracy-Flip: 0.99683+-0.00273
|
|
[56000]Accuracy-Highest: 0.99683
|
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INFO:root:Epoch[7] Batch [3380] Speed: 109.23 samples/sec acc=0.564941
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[58000][MARGIN]0.770447,0.375042
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lr-batch-epoch: 0.01 5366 7
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testing verification..
|
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(14000, 512)
|
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infer time 15.049288
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[cfp_ff][58000]XNorm: 22.002785
|
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[cfp_ff][58000]Accuracy-Flip: 0.99643+-0.00280
|
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testing verification..
|
|
(14000, 512)
|
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infer time 16.034628
|
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[cfp_fp][58000]XNorm: 19.186742
|
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[cfp_fp][58000]Accuracy-Flip: 0.90157+-0.01607
|
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testing verification..
|
|
(12000, 512)
|
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infer time 12.954738
|
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[agedb_30][58000]XNorm: 22.275353
|
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[agedb_30][58000]Accuracy-Flip: 0.96983+-0.00524
|
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testing verification..
|
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(12000, 512)
|
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infer time 12.860242
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[lfw][58000]XNorm: 22.386572
|
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[lfw][58000]Accuracy-Flip: 0.99533+-0.00356
|
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[58000]Accuracy-Highest: 0.99683
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lr-batch-epoch: 0.01 6366 7
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INFO:root:Epoch[7] Batch [7360] Speed: 662.83 samples/sec acc=0.557227
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[60000][MARGIN]0.769198,0.372772
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lr-batch-epoch: 0.01 7366 7
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testing verification..
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(14000, 512)
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infer time 16.559355
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[cfp_ff][60000]XNorm: 21.482792
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[cfp_ff][60000]Accuracy-Flip: 0.99700+-0.00216
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testing verification..
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(14000, 512)
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infer time 16.091501
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[cfp_fp][60000]XNorm: 18.637491
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[cfp_fp][60000]Accuracy-Flip: 0.89843+-0.01690
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testing verification..
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(12000, 512)
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infer time 14.041797
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[agedb_30][60000]XNorm: 21.774649
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[agedb_30][60000]Accuracy-Flip: 0.97100+-0.00696
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testing verification..
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(12000, 512)
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infer time 12.773174
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[lfw][60000]XNorm: 21.725741
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[lfw][60000]Accuracy-Flip: 0.99650+-0.00337
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[60000]Accuracy-Highest: 0.99683
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INFO:root:Epoch[7] Batch [7380] Speed: 108.26 samples/sec acc=0.570703
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INFO:root:Epoch[7] Batch [7400] Speed: 662.95 samples/sec acc=0.553418
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INFO:root:Epoch[7] Train-acc=0.556966
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INFO:root:Epoch[7] Time cost=6136.256
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call reset()
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lr-batch-epoch: 0.01 847 8
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[62000][MARGIN]0.773695,0.380082
|
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lr-batch-epoch: 0.01 1847 8
|
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testing verification..
|
|
(14000, 512)
|
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infer time 18.252385
|
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[cfp_ff][62000]XNorm: 22.598683
|
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[cfp_ff][62000]Accuracy-Flip: 0.99657+-0.00287
|
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testing verification..
|
|
(14000, 512)
|
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infer time 19.152856
|
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[cfp_fp][62000]XNorm: 19.481398
|
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[cfp_fp][62000]Accuracy-Flip: 0.91057+-0.01518
|
|
testing verification..
|
|
(12000, 512)
|
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infer time 14.422528
|
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[agedb_30][62000]XNorm: 22.709066
|
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[agedb_30][62000]Accuracy-Flip: 0.96800+-0.00694
|
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testing verification..
|
|
(12000, 512)
|
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infer time 13.125019
|
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[lfw][62000]XNorm: 22.687945
|
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[lfw][62000]Accuracy-Flip: 0.99650+-0.00273
|
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[62000]Accuracy-Highest: 0.99683
|
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INFO:root:Epoch[8] Batch [1860] Speed: 100.11 samples/sec acc=0.576562
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lr-batch-epoch: 0.01 2847 8
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[64000][MARGIN]0.768907,0.373218
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lr-batch-epoch: 0.01 3847 8
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testing verification..
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(14000, 512)
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infer time 18.847999
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[cfp_ff][64000]XNorm: 22.131319
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[cfp_ff][64000]Accuracy-Flip: 0.99643+-0.00308
|
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testing verification..
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(14000, 512)
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infer time 15.98134
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[cfp_fp][64000]XNorm: 19.149032
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[cfp_fp][64000]Accuracy-Flip: 0.90443+-0.01668
|
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testing verification..
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(12000, 512)
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infer time 14.032172
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[agedb_30][64000]XNorm: 22.305228
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[agedb_30][64000]Accuracy-Flip: 0.97133+-0.00552
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testing verification..
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(12000, 512)
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infer time 13.825691
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[lfw][64000]XNorm: 22.346278
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[lfw][64000]Accuracy-Flip: 0.99700+-0.00256
|
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saving 32
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0032.params"
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[64000]Accuracy-Highest: 0.99700
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lr-batch-epoch: 0.01 4847 8
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[66000][MARGIN]0.766712,0.370095
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lr-batch-epoch: 0.01 5847 8
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testing verification..
|
|
(14000, 512)
|
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infer time 20.762311
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[cfp_ff][66000]XNorm: 22.646185
|
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[cfp_ff][66000]Accuracy-Flip: 0.99714+-0.00313
|
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testing verification..
|
|
(14000, 512)
|
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infer time 21.247468
|
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[cfp_fp][66000]XNorm: 19.670236
|
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[cfp_fp][66000]Accuracy-Flip: 0.90014+-0.01603
|
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testing verification..
|
|
(12000, 512)
|
|
infer time 13.983546
|
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[agedb_30][66000]XNorm: 22.844877
|
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[agedb_30][66000]Accuracy-Flip: 0.97333+-0.00624
|
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testing verification..
|
|
(12000, 512)
|
|
infer time 15.502448
|
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[lfw][66000]XNorm: 22.865621
|
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[lfw][66000]Accuracy-Flip: 0.99717+-0.00236
|
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saving 33
|
|
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0033.params"
|
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[66000]Accuracy-Highest: 0.99717
|
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INFO:root:Epoch[8] Batch [5860] Speed: 90.48 samples/sec acc=0.532617
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lr-batch-epoch: 0.01 6847 8
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INFO:root:Epoch[8] Batch [7320] Speed: 662.66 samples/sec acc=0.527344
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INFO:root:Epoch[8] Train-acc=0.515516
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INFO:root:Epoch[8] Time cost=6080.978
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call reset()
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[68000][MARGIN]0.767312,0.369418
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lr-batch-epoch: 0.01 328 9
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testing verification..
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(14000, 512)
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infer time 17.877052
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[cfp_ff][68000]XNorm: 21.374485
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[cfp_ff][68000]Accuracy-Flip: 0.99643+-0.00287
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testing verification..
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(14000, 512)
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infer time 16.813819
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[cfp_fp][68000]XNorm: 18.497272
|
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[cfp_fp][68000]Accuracy-Flip: 0.90357+-0.01978
|
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testing verification..
|
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(12000, 512)
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infer time 15.67068
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[agedb_30][68000]XNorm: 22.127080
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[agedb_30][68000]Accuracy-Flip: 0.97217+-0.00823
|
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testing verification..
|
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(12000, 512)
|
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infer time 16.458884
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[lfw][68000]XNorm: 21.713268
|
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[lfw][68000]Accuracy-Flip: 0.99600+-0.00271
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[68000]Accuracy-Highest: 0.99717
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INFO:root:Epoch[9] Batch [340] Speed: 100.36 samples/sec acc=0.574707
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lr-batch-epoch: 0.01 1328 9
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INFO:root:Epoch[9] Batch [1340] Speed: 662.55 samples/sec acc=0.549902
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|
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[70000][MARGIN]0.765564,0.367320
|
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lr-batch-epoch: 0.01 2328 9
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testing verification..
|
|
(14000, 512)
|
|
infer time 27.911592
|
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[cfp_ff][70000]XNorm: 21.644177
|
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[cfp_ff][70000]Accuracy-Flip: 0.99771+-0.00265
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 23.607039
|
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[cfp_fp][70000]XNorm: 18.785028
|
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[cfp_fp][70000]Accuracy-Flip: 0.90643+-0.01594
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 23.314731
|
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[agedb_30][70000]XNorm: 21.917033
|
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[agedb_30][70000]Accuracy-Flip: 0.97333+-0.00799
|
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testing verification..
|
|
(12000, 512)
|
|
infer time 15.590005
|
|
[lfw][70000]XNorm: 22.027640
|
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[lfw][70000]Accuracy-Flip: 0.99633+-0.00332
|
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[70000]Accuracy-Highest: 0.99717
|
|
INFO:root:Epoch[9] Batch [2340] Speed: 82.29 samples/sec acc=0.523047
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INFO:root:Epoch[9] Batch [2360] Speed: 662.43 samples/sec acc=0.521191
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lr-batch-epoch: 0.01 3328 9
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[72000][MARGIN]0.751948,0.348412
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lr-batch-epoch: 0.01 4328 9
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testing verification..
|
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(14000, 512)
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infer time 24.142456
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[cfp_ff][72000]XNorm: 21.711886
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[cfp_ff][72000]Accuracy-Flip: 0.99643+-0.00308
|
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testing verification..
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(14000, 512)
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infer time 22.896593
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[cfp_fp][72000]XNorm: 18.571745
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[cfp_fp][72000]Accuracy-Flip: 0.89929+-0.01595
|
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testing verification..
|
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(12000, 512)
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infer time 18.760471
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[agedb_30][72000]XNorm: 21.802036
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[agedb_30][72000]Accuracy-Flip: 0.97317+-0.00639
|
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testing verification..
|
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(12000, 512)
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infer time 20.440505
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[lfw][72000]XNorm: 21.822876
|
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[lfw][72000]Accuracy-Flip: 0.99667+-0.00279
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[72000]Accuracy-Highest: 0.99717
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INFO:root:Epoch[9] Batch [4340] Speed: 83.42 samples/sec acc=0.510352
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lr-batch-epoch: 0.01 5328 9
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[74000][MARGIN]0.766221,0.369203
|
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lr-batch-epoch: 0.01 6328 9
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testing verification..
|
|
(14000, 512)
|
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infer time 20.714861
|
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[cfp_ff][74000]XNorm: 22.009638
|
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[cfp_ff][74000]Accuracy-Flip: 0.99614+-0.00384
|
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testing verification..
|
|
(14000, 512)
|
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infer time 23.832139
|
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[cfp_fp][74000]XNorm: 18.695112
|
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[cfp_fp][74000]Accuracy-Flip: 0.89957+-0.01733
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 19.248342
|
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[agedb_30][74000]XNorm: 22.202675
|
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[agedb_30][74000]Accuracy-Flip: 0.96933+-0.00834
|
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testing verification..
|
|
(12000, 512)
|
|
infer time 17.353995
|
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[lfw][74000]XNorm: 22.211637
|
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[lfw][74000]Accuracy-Flip: 0.99533+-0.00332
|
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[74000]Accuracy-Highest: 0.99717
|
|
INFO:root:Epoch[9] Batch [6340] Speed: 88.14 samples/sec acc=0.506152
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INFO:root:Epoch[9] Batch [6360] Speed: 678.09 samples/sec acc=0.509863
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lr-batch-epoch: 0.01 7328 9
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INFO:root:Epoch[9] Batch [7340] Speed: 673.43 samples/sec acc=0.504395
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INFO:root:Epoch[9] Batch [7500] Speed: 662.56 samples/sec acc=0.511523
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INFO:root:Epoch[9] Train-acc=0.494575
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INFO:root:Epoch[9] Time cost=6220.531
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call reset()
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INFO:root:Epoch[10] Batch [20] Speed: 656.37 samples/sec acc=0.562686
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INFO:root:Epoch[10] Batch [700] Speed: 661.89 samples/sec acc=0.543555
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INFO:root:Epoch[10] Batch [720] Speed: 662.67 samples/sec acc=0.551660
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INFO:root:Epoch[10] Batch [740] Speed: 662.04 samples/sec acc=0.538477
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INFO:root:Epoch[10] Batch [760] Speed: 663.28 samples/sec acc=0.545117
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INFO:root:Epoch[10] Batch [780] Speed: 662.89 samples/sec acc=0.541113
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INFO:root:Epoch[10] Batch [800] Speed: 662.29 samples/sec acc=0.542676
|
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[76000][MARGIN]0.766518,0.368607
|
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lr-batch-epoch: 0.01 809 10
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 21.345826
|
|
[cfp_ff][76000]XNorm: 22.003889
|
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[cfp_ff][76000]Accuracy-Flip: 0.99714+-0.00230
|
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testing verification..
|
|
(14000, 512)
|
|
infer time 24.937849
|
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[cfp_fp][76000]XNorm: 18.870976
|
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[cfp_fp][76000]Accuracy-Flip: 0.90100+-0.01268
|
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testing verification..
|
|
(12000, 512)
|
|
infer time 19.077448
|
|
[agedb_30][76000]XNorm: 21.995266
|
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[agedb_30][76000]Accuracy-Flip: 0.97067+-0.00779
|
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testing verification..
|
|
(12000, 512)
|
|
infer time 19.046583
|
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[lfw][76000]XNorm: 22.148182
|
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[lfw][76000]Accuracy-Flip: 0.99683+-0.00293
|
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[76000]Accuracy-Highest: 0.99717
|
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INFO:root:Epoch[10] Batch [820] Speed: 85.54 samples/sec acc=0.548340
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INFO:root:Epoch[10] Batch [840] Speed: 650.51 samples/sec acc=0.546094
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|
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lr-batch-epoch: 0.01 1809 10
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INFO:root:Epoch[10] Batch [1820] Speed: 663.07 samples/sec acc=0.522070
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INFO:root:Epoch[10] Batch [2720] Speed: 671.05 samples/sec acc=0.512500
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INFO:root:Epoch[10] Batch [2740] Speed: 649.85 samples/sec acc=0.519043
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INFO:root:Epoch[10] Batch [2760] Speed: 663.05 samples/sec acc=0.512500
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INFO:root:Epoch[10] Batch [2780] Speed: 655.80 samples/sec acc=0.514648
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INFO:root:Epoch[10] Batch [2800] Speed: 643.86 samples/sec acc=0.518848
|
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[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
|
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[cfp_ff][78000]Accuracy-Flip: 0.99743+-0.00246
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 20.541787
|
|
[cfp_fp][78000]XNorm: 18.882740
|
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[cfp_fp][78000]Accuracy-Flip: 0.90014+-0.01820
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 16.556826
|
|
[agedb_30][78000]XNorm: 21.761145
|
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[agedb_30][78000]Accuracy-Flip: 0.97050+-0.00683
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 17.500644
|
|
[lfw][78000]XNorm: 21.933259
|
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[lfw][78000]Accuracy-Flip: 0.99683+-0.00217
|
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[78000]Accuracy-Highest: 0.99717
|
|
INFO:root:Epoch[10] Batch [2820] Speed: 92.25 samples/sec acc=0.520312
|
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INFO:root:Epoch[10] Batch [2840] Speed: 661.65 samples/sec acc=0.522559
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[80000][MARGIN]0.757792,0.356637
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lr change to 0.001
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lr-batch-epoch: 0.001 4809 10
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testing verification..
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(14000, 512)
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infer time 20.193704
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[cfp_ff][80000]XNorm: 21.835066
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[cfp_ff][80000]Accuracy-Flip: 0.99686+-0.00246
|
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testing verification..
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(14000, 512)
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infer time 18.215044
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[cfp_fp][80000]XNorm: 19.073938
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[cfp_fp][80000]Accuracy-Flip: 0.90757+-0.01565
|
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testing verification..
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(12000, 512)
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infer time 14.828748
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[agedb_30][80000]XNorm: 22.301100
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[agedb_30][80000]Accuracy-Flip: 0.96883+-0.00771
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testing verification..
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(12000, 512)
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infer time 14.81863
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[lfw][80000]XNorm: 22.352697
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[lfw][80000]Accuracy-Flip: 0.99617+-0.00350
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[80000]Accuracy-Highest: 0.99717
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lr-batch-epoch: 0.001 5809 10
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[82000][MARGIN]0.795547,0.411048
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lr-batch-epoch: 0.001 6809 10
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testing verification..
|
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(14000, 512)
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infer time 23.51775
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[cfp_ff][82000]XNorm: 21.816110
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[cfp_ff][82000]Accuracy-Flip: 0.99814+-0.00222
|
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testing verification..
|
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(14000, 512)
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infer time 25.430244
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[cfp_fp][82000]XNorm: 19.249503
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[cfp_fp][82000]Accuracy-Flip: 0.92000+-0.01553
|
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testing verification..
|
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(12000, 512)
|
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infer time 20.465929
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[agedb_30][82000]XNorm: 22.299578
|
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[agedb_30][82000]Accuracy-Flip: 0.97650+-0.00664
|
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testing verification..
|
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(12000, 512)
|
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infer time 20.801524
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[lfw][82000]XNorm: 22.182999
|
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[lfw][82000]Accuracy-Flip: 0.99767+-0.00281
|
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saving 41
|
|
INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0041.params"
|
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[82000]Accuracy-Highest: 0.99767
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INFO:root:Epoch[10] Batch [7340] Speed: 661.51 samples/sec acc=0.635742
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INFO:root:Epoch[10] Batch [7500] Speed: 662.74 samples/sec acc=0.629004
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INFO:root:Epoch[10] Train-acc=0.643446
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INFO:root:Epoch[10] Time cost=6231.634
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call reset()
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INFO:root:Epoch[11] Batch [20] Speed: 658.18 samples/sec acc=0.713077
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lr-batch-epoch: 0.001 290 11
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INFO:root:Epoch[11] Batch [1080] Speed: 661.61 samples/sec acc=0.720215
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INFO:root:Epoch[11] Batch [1180] Speed: 663.30 samples/sec acc=0.716992
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INFO:root:Epoch[11] Batch [1220] Speed: 659.26 samples/sec acc=0.733008
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INFO:root:Epoch[11] Batch [1240] Speed: 663.69 samples/sec acc=0.730859
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INFO:root:Epoch[11] Batch [1260] Speed: 647.66 samples/sec acc=0.718750
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INFO:root:Epoch[11] Batch [1280] Speed: 662.49 samples/sec acc=0.720410
|
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[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
|
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INFO:root:Epoch[11] Batch [1320] Speed: 653.05 samples/sec acc=0.725391
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lr-batch-epoch: 0.001 2290 11
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INFO:root:Epoch[11] Batch [2300] Speed: 661.32 samples/sec acc=0.729492
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|
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|
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|
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[86000][MARGIN]0.789603,0.401927
|
|
lr-batch-epoch: 0.001 3290 11
|
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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
|
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INFO:root:Epoch[11] Batch [3320] Speed: 669.48 samples/sec acc=0.734570
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[88000][MARGIN]0.800128,0.417858
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lr-batch-epoch: 0.001 5290 11
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testing verification..
|
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(14000, 512)
|
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infer time 21.09969
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[cfp_ff][88000]XNorm: 21.877948
|
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[cfp_ff][88000]Accuracy-Flip: 0.99814+-0.00231
|
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testing verification..
|
|
(14000, 512)
|
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infer time 24.106134
|
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[cfp_fp][88000]XNorm: 19.718805
|
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[cfp_fp][88000]Accuracy-Flip: 0.92357+-0.01305
|
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testing verification..
|
|
(12000, 512)
|
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infer time 20.448449
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[agedb_30][88000]XNorm: 22.722104
|
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[agedb_30][88000]Accuracy-Flip: 0.97783+-0.00650
|
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testing verification..
|
|
(12000, 512)
|
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infer time 18.662641
|
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[lfw][88000]XNorm: 22.350139
|
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[lfw][88000]Accuracy-Flip: 0.99783+-0.00279
|
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saving 44
|
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0044.params"
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[88000]Accuracy-Highest: 0.99783
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lr-batch-epoch: 0.001 6290 11
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[90000][MARGIN]0.785767,0.397132
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lr-batch-epoch: 0.001 7290 11
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testing verification..
|
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(14000, 512)
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infer time 23.314756
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[cfp_ff][90000]XNorm: 21.591677
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[cfp_ff][90000]Accuracy-Flip: 0.99757+-0.00222
|
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testing verification..
|
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(14000, 512)
|
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infer time 22.06703
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[cfp_fp][90000]XNorm: 19.494454
|
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[cfp_fp][90000]Accuracy-Flip: 0.92300+-0.01378
|
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testing verification..
|
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(12000, 512)
|
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infer time 19.160242
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[agedb_30][90000]XNorm: 22.471320
|
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[agedb_30][90000]Accuracy-Flip: 0.97750+-0.00712
|
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testing verification..
|
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(12000, 512)
|
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infer time 18.699288
|
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[lfw][90000]XNorm: 22.201853
|
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[lfw][90000]Accuracy-Flip: 0.99733+-0.00300
|
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[90000]Accuracy-Highest: 0.99783
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INFO:root:Epoch[11] Batch [7300] Speed: 86.67 samples/sec acc=0.744141
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INFO:root:Epoch[11] Train-acc=0.744900
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INFO:root:Epoch[11] Time cost=6281.392
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call reset()
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lr-batch-epoch: 0.001 771 12
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INFO:root:Epoch[12] Batch [780] Speed: 659.18 samples/sec acc=0.782813
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INFO:root:Epoch[12] Batch [1760] Speed: 661.68 samples/sec acc=0.775684
|
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[92000][MARGIN]0.788903,0.402588
|
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lr-batch-epoch: 0.001 1771 12
|
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testing verification..
|
|
(14000, 512)
|
|
infer time 24.775264
|
|
[cfp_ff][92000]XNorm: 21.401436
|
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[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
|
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[agedb_30][92000]XNorm: 22.487997
|
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[agedb_30][92000]Accuracy-Flip: 0.97717+-0.00715
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 20.977791
|
|
[lfw][92000]XNorm: 22.113033
|
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[lfw][92000]Accuracy-Flip: 0.99717+-0.00289
|
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[92000]Accuracy-Highest: 0.99783
|
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INFO:root:Epoch[12] Batch [1780] Speed: 85.09 samples/sec acc=0.780762
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lr-batch-epoch: 0.001 2771 12
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INFO:root:Epoch[12] Batch [3760] Speed: 655.94 samples/sec acc=0.779883
|
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[94000][MARGIN]0.792813,0.407446
|
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lr-batch-epoch: 0.001 3771 12
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testing verification..
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(14000, 512)
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infer time 28.883321
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[cfp_ff][94000]XNorm: 21.517234
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[cfp_ff][94000]Accuracy-Flip: 0.99771+-0.00249
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testing verification..
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(14000, 512)
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infer time 27.832593
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[cfp_fp][94000]XNorm: 19.505244
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[cfp_fp][94000]Accuracy-Flip: 0.92429+-0.01311
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testing verification..
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(12000, 512)
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infer time 21.234582
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[agedb_30][94000]XNorm: 22.565056
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[agedb_30][94000]Accuracy-Flip: 0.97817+-0.00664
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testing verification..
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(12000, 512)
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infer time 18.56832
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[lfw][94000]XNorm: 22.137997
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[lfw][94000]Accuracy-Flip: 0.99800+-0.00277
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saving 47
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INFO:root:Saved checkpoint to "../model-r50-am-lfw/model-0047.params"
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[94000]Accuracy-Highest: 0.99800
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lr-batch-epoch: 0.001 4771 12
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[96000][MARGIN]0.794114,0.408994
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lr-batch-epoch: 0.001 5771 12
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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
|
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[cfp_fp][96000]Accuracy-Flip: 0.92600+-0.01454
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 19.633509
|
|
[agedb_30][96000]XNorm: 22.444902
|
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[agedb_30][96000]Accuracy-Flip: 0.97750+-0.00647
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 17.610915
|
|
[lfw][96000]XNorm: 22.062007
|
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[lfw][96000]Accuracy-Flip: 0.99767+-0.00281
|
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[96000]Accuracy-Highest: 0.99800
|
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INFO:root:Epoch[12] Batch [5780] Speed: 83.37 samples/sec acc=0.778906
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lr-batch-epoch: 0.001 6771 12
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INFO:root:Epoch[12] Train-acc=0.773438
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INFO:root:Epoch[12] Time cost=6184.963
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call reset()
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INFO:root:Epoch[13] Batch [20] Speed: 662.14 samples/sec acc=0.810082
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INFO:root:Epoch[13] Batch [40] Speed: 662.24 samples/sec acc=0.816602
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INFO:root:Epoch[13] Batch [60] Speed: 635.54 samples/sec acc=0.804883
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INFO:root:Epoch[13] Batch [140] Speed: 660.42 samples/sec acc=0.814941
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INFO:root:Epoch[13] Batch [180] Speed: 656.79 samples/sec acc=0.816797
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INFO:root:Epoch[13] Batch [200] Speed: 662.13 samples/sec acc=0.803418
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INFO:root:Epoch[13] Batch [220] Speed: 662.49 samples/sec acc=0.806152
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INFO:root:Epoch[13] Batch [240] Speed: 662.39 samples/sec acc=0.816602
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[98000][MARGIN]0.809840,0.431885
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lr-batch-epoch: 0.001 252 13
|
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testing verification..
|
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(14000, 512)
|
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infer time 23.044673
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[cfp_ff][98000]XNorm: 21.540596
|
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[cfp_ff][98000]Accuracy-Flip: 0.99814+-0.00231
|
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testing verification..
|
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(14000, 512)
|
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infer time 24.11354
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[cfp_fp][98000]XNorm: 19.770752
|
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[cfp_fp][98000]Accuracy-Flip: 0.92786+-0.01449
|
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testing verification..
|
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(12000, 512)
|
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infer time 19.230186
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[agedb_30][98000]XNorm: 22.672518
|
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[agedb_30][98000]Accuracy-Flip: 0.97750+-0.00634
|
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testing verification..
|
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(12000, 512)
|
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infer time 20.331927
|
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[lfw][98000]XNorm: 22.276239
|
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[lfw][98000]Accuracy-Flip: 0.99767+-0.00271
|
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[98000]Accuracy-Highest: 0.99800
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INFO:root:Epoch[13] Batch [260] Speed: 84.10 samples/sec acc=0.817090
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INFO:root:Epoch[13] Batch [280] Speed: 657.84 samples/sec acc=0.806055
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lr-batch-epoch: 0.001 1252 13
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INFO:root:Epoch[13] Batch [1260] Speed: 672.85 samples/sec acc=0.802539
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INFO:root:Epoch[13] Batch [2240] Speed: 640.26 samples/sec acc=0.804199
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[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
|
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[cfp_ff][100000]Accuracy-Flip: 0.99829+-0.00229
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 24.364064
|
|
[cfp_fp][100000]XNorm: 19.494624
|
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[cfp_fp][100000]Accuracy-Flip: 0.92743+-0.01295
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 22.174277
|
|
[agedb_30][100000]XNorm: 22.312334
|
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[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
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INFO:root:Epoch[13] Batch [2280] Speed: 668.04 samples/sec acc=0.801367
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|
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lr-batch-epoch: 0.0001 3252 13
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INFO:root:Epoch[13] Batch [3780] Speed: 661.29 samples/sec acc=0.819336
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INFO:root:Epoch[13] Batch [4220] Speed: 635.06 samples/sec acc=0.809961
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INFO:root:Epoch[13] Batch [4240] Speed: 662.19 samples/sec acc=0.812207
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[102000][MARGIN]0.802079,0.420633
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lr-batch-epoch: 0.0001 4252 13
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testing verification..
|
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(14000, 512)
|
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infer time 17.704362
|
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[cfp_ff][102000]XNorm: 21.493158
|
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[cfp_ff][102000]Accuracy-Flip: 0.99814+-0.00231
|
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testing verification..
|
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(14000, 512)
|
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infer time 18.302814
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[cfp_fp][102000]XNorm: 19.743070
|
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[cfp_fp][102000]Accuracy-Flip: 0.92757+-0.01447
|
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testing verification..
|
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(12000, 512)
|
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infer time 14.929935
|
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[agedb_30][102000]XNorm: 22.679150
|
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[agedb_30][102000]Accuracy-Flip: 0.97767+-0.00696
|
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testing verification..
|
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(12000, 512)
|
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infer time 14.35169
|
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[lfw][102000]XNorm: 22.254405
|
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[lfw][102000]Accuracy-Flip: 0.99800+-0.00267
|
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[102000]Accuracy-Highest: 0.99817
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INFO:root:Epoch[13] Batch [4260] Speed: 102.97 samples/sec acc=0.809570
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INFO:root:Epoch[13] Batch [4280] Speed: 661.60 samples/sec acc=0.812891
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lr-batch-epoch: 0.0001 5252 13
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INFO:root:Epoch[13] Batch [5260] Speed: 659.63 samples/sec acc=0.809570
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INFO:root:Epoch[13] Batch [6200] Speed: 661.82 samples/sec acc=0.819238
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INFO:root:Epoch[13] Batch [6220] Speed: 655.09 samples/sec acc=0.807715
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INFO:root:Epoch[13] Batch [6240] Speed: 653.35 samples/sec acc=0.813086
|
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[104000][MARGIN]0.799129,0.416642
|
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lr-batch-epoch: 0.0001 6252 13
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testing verification..
|
|
(14000, 512)
|
|
infer time 23.345104
|
|
[cfp_ff][104000]XNorm: 21.440349
|
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[cfp_ff][104000]Accuracy-Flip: 0.99829+-0.00229
|
|
testing verification..
|
|
(14000, 512)
|
|
infer time 26.054203
|
|
[cfp_fp][104000]XNorm: 19.720415
|
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[cfp_fp][104000]Accuracy-Flip: 0.92700+-0.01354
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 22.68381
|
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[agedb_30][104000]XNorm: 22.635694
|
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[agedb_30][104000]Accuracy-Flip: 0.97633+-0.00609
|
|
testing verification..
|
|
(12000, 512)
|
|
infer time 21.415218
|
|
[lfw][104000]XNorm: 22.193441
|
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[lfw][104000]Accuracy-Flip: 0.99733+-0.00291
|
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[104000]Accuracy-Highest: 0.99817
|
|
INFO:root:Epoch[13] Batch [6260] Speed: 78.84 samples/sec acc=0.811621
|
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INFO:root:Epoch[13] Batch [6280] Speed: 652.60 samples/sec acc=0.810352
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INFO:root:Epoch[13] Batch [7240] Speed: 662.36 samples/sec acc=0.814355
|
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lr-batch-epoch: 0.0001 7252 13
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INFO:root:Epoch[13] Batch [7260] Speed: 661.05 samples/sec acc=0.813086
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INFO:root:Epoch[13] Batch [7280] Speed: 662.32 samples/sec acc=0.811816
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INFO:root:Epoch[13] Batch [7300] Speed: 661.94 samples/sec acc=0.818652
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INFO:root:Epoch[13] Batch [7320] Speed: 650.28 samples/sec acc=0.804492
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INFO:root:Epoch[13] Batch [7340] Speed: 663.79 samples/sec acc=0.811621
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INFO:root:Epoch[13] Batch [7360] Speed: 662.90 samples/sec acc=0.812305
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INFO:root:Epoch[13] Batch [7380] Speed: 660.87 samples/sec acc=0.810059
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INFO:root:Epoch[13] Batch [7400] Speed: 657.30 samples/sec acc=0.812500
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INFO:root:Epoch[13] Batch [7420] Speed: 642.06 samples/sec acc=0.809961
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INFO:root:Epoch[13] Batch [7440] Speed: 659.70 samples/sec acc=0.811914
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INFO:root:Epoch[13] Batch [7460] Speed: 642.02 samples/sec acc=0.815918
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INFO:root:Epoch[13] Batch [7480] Speed: 662.81 samples/sec acc=0.810645
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INFO:root:Epoch[13] Batch [7500] Speed: 661.44 samples/sec acc=0.815039
|
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INFO:root:Epoch[13] Train-acc=0.818576
|
|
INFO:root:Epoch[13] Time cost=6294.678
|
|
call reset()
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[106000][MARGIN]0.802184,0.420316
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lr-batch-epoch: 0.0001 733 14
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testing verification..
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(14000, 512)
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infer time 21.774034
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[cfp_ff][106000]XNorm: 21.429996
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[cfp_ff][106000]Accuracy-Flip: 0.99814+-0.00231
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testing verification..
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(14000, 512)
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infer time 22.95958
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[cfp_fp][106000]XNorm: 19.773630
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[cfp_fp][106000]Accuracy-Flip: 0.92686+-0.01443
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testing verification..
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(12000, 512)
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infer time 19.419289
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[agedb_30][106000]XNorm: 22.650390
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[agedb_30][106000]Accuracy-Flip: 0.97817+-0.00677
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testing verification..
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(12000, 512)
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infer time 19.988042
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[lfw][106000]XNorm: 22.188714
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[lfw][106000]Accuracy-Flip: 0.99800+-0.00267
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[106000]Accuracy-Highest: 0.99817
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lr-batch-epoch: 0.0001 1733 14
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[108000][MARGIN]0.801206,0.419432
|
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lr-batch-epoch: 0.0001 2733 14
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testing verification..
|
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(14000, 512)
|
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infer time 23.730797
|
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[cfp_ff][108000]XNorm: 21.432662
|
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[cfp_ff][108000]Accuracy-Flip: 0.99814+-0.00222
|
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testing verification..
|
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(14000, 512)
|
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infer time 23.797014
|
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[cfp_fp][108000]XNorm: 19.782774
|
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[cfp_fp][108000]Accuracy-Flip: 0.92800+-0.01416
|
|
testing verification..
|
|
(12000, 512)
|
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infer time 21.415407
|
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[agedb_30][108000]XNorm: 22.670755
|
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[agedb_30][108000]Accuracy-Flip: 0.97733+-0.00684
|
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testing verification..
|
|
(12000, 512)
|
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infer time 18.815919
|
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[lfw][108000]XNorm: 22.223260
|
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[lfw][108000]Accuracy-Flip: 0.99767+-0.00281
|
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[108000]Accuracy-Highest: 0.99817
|
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INFO:root:Epoch[14] Batch [2740] Speed: 82.77 samples/sec acc=0.829395
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INFO:root:Epoch[14] Batch [2760] Speed: 662.12 samples/sec acc=0.826172
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lr-batch-epoch: 0.0001 3733 14
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[110000][MARGIN]0.798437,0.416107
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lr-batch-epoch: 0.0001 4733 14
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testing verification..
|
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(14000, 512)
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infer time 24.934157
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[cfp_ff][110000]XNorm: 21.432704
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[cfp_ff][110000]Accuracy-Flip: 0.99814+-0.00222
|
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testing verification..
|
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(14000, 512)
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infer time 27.715869
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[cfp_fp][110000]XNorm: 19.793554
|
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[cfp_fp][110000]Accuracy-Flip: 0.92643+-0.01393
|
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testing verification..
|
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(12000, 512)
|
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infer time 20.559592
|
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[agedb_30][110000]XNorm: 22.695860
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[agedb_30][110000]Accuracy-Flip: 0.97817+-0.00660
|
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testing verification..
|
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(12000, 512)
|
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infer time 20.800936
|
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[lfw][110000]XNorm: 22.211984
|
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[lfw][110000]Accuracy-Flip: 0.99800+-0.00267
|
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[110000]Accuracy-Highest: 0.99817
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INFO:root:Epoch[14] Batch [4740] Speed: 79.01 samples/sec acc=0.826953
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lr-batch-epoch: 0.0001 5733 14
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[112000][MARGIN]0.805804,0.425627
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lr-batch-epoch: 0.0001 6733 14
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testing verification..
|
|
(14000, 512)
|
|
infer time 17.271577
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[cfp_ff][112000]XNorm: 21.469734
|
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[cfp_ff][112000]Accuracy-Flip: 0.99829+-0.00229
|
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testing verification..
|
|
(14000, 512)
|
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infer time 18.281102
|
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[cfp_fp][112000]XNorm: 19.813611
|
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[cfp_fp][112000]Accuracy-Flip: 0.92657+-0.01354
|
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testing verification..
|
|
(12000, 512)
|
|
infer time 16.304625
|
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[agedb_30][112000]XNorm: 22.723814
|
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[agedb_30][112000]Accuracy-Flip: 0.97817+-0.00598
|
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testing verification..
|
|
(12000, 512)
|
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infer time 19.865969
|
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[lfw][112000]XNorm: 22.262860
|
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[lfw][112000]Accuracy-Flip: 0.99767+-0.00271
|
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[112000]Accuracy-Highest: 0.99817
|
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INFO:root:Epoch[14] Batch [6740] Speed: 96.46 samples/sec acc=0.823535
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INFO:root:Epoch[14] Batch [6760] Speed: 669.92 samples/sec acc=0.822363
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