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retrain0.001.log
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/home/cbpm/.local/lib/python2.7/site-packages/scipy/sparse/lil.py:19: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import _csparsetools
/home/cbpm/.local/lib/python2.7/site-packages/scipy/sparse/csgraph/__init__.py:165: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._shortest_path import shortest_path, floyd_warshall, dijkstra,\
/home/cbpm/.local/lib/python2.7/site-packages/scipy/sparse/csgraph/_validation.py:5: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._tools import csgraph_to_dense, csgraph_from_dense,\
/home/cbpm/.local/lib/python2.7/site-packages/scipy/sparse/csgraph/__init__.py:167: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._traversal import breadth_first_order, depth_first_order, \
/home/cbpm/.local/lib/python2.7/site-packages/scipy/sparse/csgraph/__init__.py:169: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._min_spanning_tree import minimum_spanning_tree
/home/cbpm/.local/lib/python2.7/site-packages/scipy/sparse/csgraph/__init__.py:170: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._reordering import reverse_cuthill_mckee, maximum_bipartite_matching, \
/usr/local/lib/python2.7/dist-packages/sklearn/utils/__init__.py:9: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .murmurhash import murmurhash3_32
/home/cbpm/.local/lib/python2.7/site-packages/scipy/linalg/basic.py:17: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._solve_toeplitz import levinson
/home/cbpm/.local/lib/python2.7/site-packages/scipy/linalg/__init__.py:207: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._decomp_update import *
/home/cbpm/.local/lib/python2.7/site-packages/scipy/special/__init__.py:640: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._ufuncs import *
/home/cbpm/.local/lib/python2.7/site-packages/scipy/special/_ellip_harm.py:7: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._ellip_harm_2 import _ellipsoid, _ellipsoid_norm
/home/cbpm/.local/lib/python2.7/site-packages/scipy/interpolate/_bsplines.py:10: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import _bspl
/home/cbpm/.local/lib/python2.7/site-packages/scipy/spatial/__init__.py:95: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .ckdtree import *
/home/cbpm/.local/lib/python2.7/site-packages/scipy/spatial/__init__.py:96: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .qhull import *
/home/cbpm/.local/lib/python2.7/site-packages/scipy/spatial/_spherical_voronoi.py:18: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import _voronoi
/home/cbpm/.local/lib/python2.7/site-packages/scipy/spatial/distance.py:122: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import _hausdorff
/home/cbpm/.local/lib/python2.7/site-packages/scipy/ndimage/measurements.py:36: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import _ni_label
/home/cbpm/.local/lib/python2.7/site-packages/scipy/signal/_max_len_seq.py:8: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._max_len_seq_inner import _max_len_seq_inner
/home/cbpm/.local/lib/python2.7/site-packages/scipy/signal/_upfirdn.py:36: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._upfirdn_apply import _output_len, _apply
/home/cbpm/.local/lib/python2.7/site-packages/scipy/optimize/_trlib/__init__.py:1: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._trlib import TRLIBQuadraticSubproblem
/home/cbpm/.local/lib/python2.7/site-packages/scipy/optimize/_numdiff.py:10: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._group_columns import group_dense, group_sparse
/home/cbpm/.local/lib/python2.7/site-packages/scipy/signal/spectral.py:10: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._spectral import _lombscargle
/home/cbpm/.local/lib/python2.7/site-packages/scipy/stats/_continuous_distns.py:18: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import _stats
/home/cbpm/.local/lib/python2.7/site-packages/scipy/signal/_peak_finding.py:13: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._peak_finding_utils import (_argmaxima1d, _select_by_peak_distance,
/usr/local/lib/python2.7/dist-packages/sklearn/utils/extmath.py:24: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._logistic_sigmoid import _log_logistic_sigmoid
/usr/local/lib/python2.7/dist-packages/sklearn/utils/extmath.py:26: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .sparsefuncs_fast import csr_row_norms
/usr/local/lib/python2.7/dist-packages/sklearn/metrics/cluster/supervised.py:23: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .expected_mutual_info_fast import expected_mutual_information
/usr/local/lib/python2.7/dist-packages/sklearn/metrics/pairwise.py:30: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .pairwise_fast import _chi2_kernel_fast, _sparse_manhattan
/usr/local/lib/python2.7/dist-packages/sklearn/utils/random.py:10: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._random import sample_without_replacement
/usr/local/lib/python2.7/dist-packages/sklearn/linear_model/base.py:35: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ..utils.seq_dataset import ArrayDataset, CSRDataset
/usr/local/lib/python2.7/dist-packages/sklearn/linear_model/least_angle.py:23: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ..utils import arrayfuncs, as_float_array, check_X_y, deprecated
/usr/local/lib/python2.7/dist-packages/sklearn/linear_model/coordinate_descent.py:29: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import cd_fast
/usr/local/lib/python2.7/dist-packages/sklearn/linear_model/__init__.py:22: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .sgd_fast import Hinge, Log, ModifiedHuber, SquaredLoss, Huber
/usr/local/lib/python2.7/dist-packages/sklearn/linear_model/sag.py:12: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .sag_fast import sag
/usr/local/lib/python2.7/dist-packages/sklearn/svm/base.py:8: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import libsvm, liblinear
/usr/local/lib/python2.7/dist-packages/sklearn/svm/base.py:9: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from . import libsvm_sparse
/usr/local/lib/python2.7/dist-packages/sklearn/neighbors/__init__.py:6: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .ball_tree import BallTree
/usr/local/lib/python2.7/dist-packages/sklearn/neighbors/__init__.py:7: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from .kd_tree import KDTree
/usr/local/lib/python2.7/dist-packages/sklearn/decomposition/online_lda.py:28: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88
from ._online_lda import (mean_change, _dirichlet_expectation_1d,
gpu num: 1
num_layers 1
image_size [112, 112]
num_classes 85742
Called with argument: Namespace(batch_size=280, beta=1000.0, beta_freeze=0, beta_min=5.0, bn_mom=0.9, ckpt=2, ctx_num=1, cutoff=0, data_dir='/media/cbpm/D/datasets/faces_emore', easy_margin=0, emb_size=512, end_epoch=100000, fc7_wd_mult=10.0, gamma=0.12, image_channel=3, image_h=112, image_w=112, loss_type=4, lr=0.001, lr_steps='200000,400000,1200000,2000000', margin=4, margin_a=1.0, margin_b=0.0, margin_m=0.5, margin_s=128.0, max_steps=0, mom=0.9, network='y1', num_classes=85742, num_layers=1, per_batch_size=280, power=1.0, prefix='../models/vgg/model-y1-arcface', pretrained='../models/vgg/model-y1-arcface,11', rand_mirror=1, rescale_threshold=0, scale=0.9993, target='lfw,cfp_fp,agedb_30', use_deformable=0, verbose=2000, version_act='prelu', version_input=1, version_output='E', version_se=0, version_unit=3, wd=1e-07)
loading ['../models/vgg/model-y1-arcface', '11']
[09:23:17] src/engine/engine.cc:55: MXNet start using engine: ThreadedEnginePerDevice
init mobilefacenet 1
INFO:root:loading recordio /media/cbpm/D/datasets/faces_emore/train.rec...
/usr/local/lib/python2.7/dist-packages/mxnet/recordio.py:370: DeprecationWarning: The binary mode of fromstring is deprecated, as it behaves surprisingly on unicode inputs. Use frombuffer instead
header = header._replace(label=np.fromstring(s, np.float32, header.flag))
header0 label [5822654. 5908396.]
id2range 85742
5822653
rand_mirror 1
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(12000L, 3L, 112L, 112L)
ver lfw
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ver agedb_30
lr_steps [200000, 400000, 1200000, 2000000]
/usr/local/lib/python2.7/dist-packages/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 (1.0 vs. 0.00357142857143). Is this intended?
optimizer_params=optimizer_params)
call reset()
INFO:root:Epoch[0] Batch [20] Speed: 724.48 samples/sec acc=0.505272
INFO:root:Epoch[0] Batch [40] Speed: 728.01 samples/sec acc=0.500714
INFO:root:Epoch[0] Batch [60] Speed: 726.92 samples/sec acc=0.516964
INFO:root:Epoch[0] Batch [80] Speed: 726.09 samples/sec acc=0.507679
INFO:root:Epoch[0] Batch [100] Speed: 725.10 samples/sec acc=0.515714
INFO:root:Epoch[0] Batch [120] Speed: 722.31 samples/sec acc=0.503571
INFO:root:Epoch[0] Batch [140] Speed: 722.11 samples/sec acc=0.506607
INFO:root:Epoch[0] Batch [160] Speed: 720.54 samples/sec acc=0.489464
INFO:root:Epoch[0] Batch [180] Speed: 697.97 samples/sec acc=0.493750
INFO:root:Epoch[0] Batch [200] Speed: 689.60 samples/sec acc=0.507321
INFO:root:Epoch[0] Batch [220] Speed: 686.14 samples/sec acc=0.505536
INFO:root:Epoch[0] Batch [240] Speed: 706.11 samples/sec acc=0.505536
INFO:root:Epoch[0] Batch [260] Speed: 684.84 samples/sec acc=0.506786
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INFO:root:Epoch[0] Batch [300] Speed: 695.26 samples/sec acc=0.510357
INFO:root:Epoch[0] Batch [320] Speed: 693.90 samples/sec acc=0.510000
INFO:root:Epoch[0] Batch [340] Speed: 688.55 samples/sec acc=0.503214
INFO:root:Epoch[0] Batch [360] Speed: 697.19 samples/sec acc=0.502321
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INFO:root:Epoch[0] Batch [400] Speed: 671.81 samples/sec acc=0.506786
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INFO:root:Epoch[0] Batch [500] Speed: 678.82 samples/sec acc=0.503214
INFO:root:Epoch[0] Batch [520] Speed: 692.60 samples/sec acc=0.511607
INFO:root:Epoch[0] Batch [540] Speed: 688.51 samples/sec acc=0.488036
INFO:root:Epoch[0] Batch [560] Speed: 691.48 samples/sec acc=0.508571
INFO:root:Epoch[0] Batch [580] Speed: 678.33 samples/sec acc=0.497143
INFO:root:Epoch[0] Batch [600] Speed: 684.23 samples/sec acc=0.508214
INFO:root:Epoch[0] Batch [620] Speed: 683.00 samples/sec acc=0.512500
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lr-batch-epoch: 0.001 999 0
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lr-batch-epoch: 0.001 1999 0
testing verification..
(12000, 512)
infer time 12.70077
[lfw][2000]XNorm: 22.839233
[lfw][2000]Accuracy-Flip: 0.99600+-0.00351
testing verification..
(14000, 512)
infer time 15.022498
[cfp_fp][2000]XNorm: 19.292630
[cfp_fp][2000]Accuracy-Flip: 0.94143+-0.01232
testing verification..
(12000, 512)
infer time 14.014907
[agedb_30][2000]XNorm: 22.361624
[agedb_30][2000]Accuracy-Flip: 0.96450+-0.00817
saving 1
INFO:root:Saved checkpoint to "../models/vgg/model-y1-arcface-0001.params"
[2000]Accuracy-Highest(LFW): 0.99600
[2000]Accuracy-Highest(agedb_30): 0.96450
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lr-batch-epoch: 0.001 2999 0
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lr-batch-epoch: 0.001 3999 0
testing verification..
(12000, 512)
infer time 13.199259
[lfw][4000]XNorm: 22.818016
[lfw][4000]Accuracy-Flip: 0.99650+-0.00345
testing verification..
(14000, 512)
infer time 15.271504
[cfp_fp][4000]XNorm: 19.265841
[cfp_fp][4000]Accuracy-Flip: 0.94329+-0.01192
testing verification..
(12000, 512)
infer time 14.605933
[agedb_30][4000]XNorm: 22.350994
[agedb_30][4000]Accuracy-Flip: 0.96450+-0.00730
saving 2
INFO:root:Saved checkpoint to "../models/vgg/model-y1-arcface-0002.params"
[4000]Accuracy-Highest(LFW): 0.99650
[4000]Accuracy-Highest(agedb_30): 0.96450
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lr-batch-epoch: 0.001 4999 0
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lr-batch-epoch: 0.001 5999 0
testing verification..
(12000, 512)
infer time 13.413505
[lfw][6000]XNorm: 22.803123
[lfw][6000]Accuracy-Flip: 0.99667+-0.00357
testing verification..
(14000, 512)
infer time 15.867061
[cfp_fp][6000]XNorm: 19.251079
[cfp_fp][6000]Accuracy-Flip: 0.94429+-0.01176
testing verification..
(12000, 512)
infer time 14.051497
[agedb_30][6000]XNorm: 22.319262
[agedb_30][6000]Accuracy-Flip: 0.96600+-0.00793
saving 3
INFO:root:Saved checkpoint to "../models/vgg/model-y1-arcface-0003.params"
[6000]Accuracy-Highest(LFW): 0.99667
[6000]Accuracy-Highest(agedb_30): 0.96600
INFO:root:Epoch[0] Batch [6000] Speed: 82.74 samples/sec acc=0.508750
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lr-batch-epoch: 0.001 6999 0
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lr-batch-epoch: 0.001 7999 0
testing verification..
(12000, 512)
infer time 13.337466
[lfw][8000]XNorm: 22.776106
[lfw][8000]Accuracy-Flip: 0.99650+-0.00345
testing verification..
(14000, 512)
infer time 15.297855
[cfp_fp][8000]XNorm: 19.233462
[cfp_fp][8000]Accuracy-Flip: 0.94186+-0.01202
testing verification..
(12000, 512)
infer time 12.555964
[agedb_30][8000]XNorm: 22.304315
[agedb_30][8000]Accuracy-Flip: 0.96467+-0.00829
saving 4
INFO:root:Saved checkpoint to "../models/vgg/model-y1-arcface-0004.params"
[8000]Accuracy-Highest(LFW): 0.99667
[8000]Accuracy-Highest(agedb_30): 0.96600
INFO:root:Epoch[0] Batch [8000] Speed: 85.59 samples/sec acc=0.513750
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lr-batch-epoch: 0.001 8999 0
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lr-batch-epoch: 0.001 9999 0
testing verification..
(12000, 512)
infer time 12.825891
[lfw][10000]XNorm: 22.868392
[lfw][10000]Accuracy-Flip: 0.99650+-0.00345
testing verification..
(14000, 512)
infer time 14.895328
[cfp_fp][10000]XNorm: 19.315825
[cfp_fp][10000]Accuracy-Flip: 0.94329+-0.01103
testing verification..
(12000, 512)
infer time 12.828907
[agedb_30][10000]XNorm: 22.396520
[agedb_30][10000]Accuracy-Flip: 0.96600+-0.00807
saving 5
INFO:root:Saved checkpoint to "../models/vgg/model-y1-arcface-0005.params"
[10000]Accuracy-Highest(LFW): 0.99667
[10000]Accuracy-Highest(agedb_30): 0.96600
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lr-batch-epoch: 0.001 10999 0
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lr-batch-epoch: 0.001 11999 0
testing verification..
(12000, 512)
infer time 13.154984
[lfw][12000]XNorm: 22.862939
[lfw][12000]Accuracy-Flip: 0.99650+-0.00345
testing verification..
(14000, 512)
infer time 15.088423
[cfp_fp][12000]XNorm: 19.312408
[cfp_fp][12000]Accuracy-Flip: 0.94229+-0.01221
testing verification..
(12000, 512)
infer time 11.817656
[agedb_30][12000]XNorm: 22.412967
[agedb_30][12000]Accuracy-Flip: 0.96583+-0.00814
saving 6
INFO:root:Saved checkpoint to "../models/vgg/model-y1-arcface-0006.params"
[12000]Accuracy-Highest(LFW): 0.99667
[12000]Accuracy-Highest(agedb_30): 0.96600
INFO:root:Epoch[0] Batch [12000] Speed: 87.35 samples/sec acc=0.499286
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lr-batch-epoch: 0.001 12999 0
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lr-batch-epoch: 0.001 13999 0
testing verification..
(12000, 512)
infer time 12.36402
[lfw][14000]XNorm: 22.854273
[lfw][14000]Accuracy-Flip: 0.99600+-0.00374
testing verification..
(14000, 512)
infer time 13.4625
[cfp_fp][14000]XNorm: 19.303223
[cfp_fp][14000]Accuracy-Flip: 0.94486+-0.01085
testing verification..
(12000, 512)
infer time 11.563374
[agedb_30][14000]XNorm: 22.407476
[agedb_30][14000]Accuracy-Flip: 0.96450+-0.00771
saving 7
INFO:root:Saved checkpoint to "../models/vgg/model-y1-arcface-0007.params"
[14000]Accuracy-Highest(LFW): 0.99667
[14000]Accuracy-Highest(agedb_30): 0.96600
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