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sv_pointnet_fp_modelnet40.txt
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sv_pointnet_fp_modelnet40.txt
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Namespace(batch_size=32, binary=False, checkinfo=False, data_dir='/scratch/project_2003455/cloud/vnn/data', dataset='modelnet40', dropout=0.5, emb_dims=1024, epochs=200, k=20, lr=0.001, model='svnet', momentum=0.9, multi=1, num_points=1024, num_workers=8, pooling='mean', resume=False, resume_from=None, rot='z', rot_test='so3', save_dir='/scratch/project_2002243/zhuo/vnbnn/exp_068', seed=1, test=None, wd=0.0001)
EPOCH 000/200 | Test: loss 3.013636, acc 0.253647, avg acc 0.176762 | Train: loss 3.301390, acc 0.182207, avg acc 0.085244 | lr 0.00100000 | 2022-02-16-09-09-53
EPOCH 001/200 | Test: loss 2.802272, acc 0.330227, avg acc 0.249581 | Train: loss 2.957791, acc 0.300896, avg acc 0.177774 | lr 0.00100000 | 2022-02-16-09-10-20
EPOCH 002/200 | Test: loss 2.681066, acc 0.380065, avg acc 0.298471 | Train: loss 2.788353, acc 0.369401, avg acc 0.236119 | lr 0.00100000 | 2022-02-16-09-10-47
EPOCH 003/200 | Test: loss 2.666885, acc 0.404781, avg acc 0.313453 | Train: loss 2.680148, acc 0.410932, avg acc 0.277702 | lr 0.00100000 | 2022-02-16-09-11-14
EPOCH 004/200 | Test: loss 2.496775, acc 0.467585, avg acc 0.368122 | Train: loss 2.623215, acc 0.434446, avg acc 0.294873 | lr 0.00100000 | 2022-02-16-09-11-40
EPOCH 005/200 | Test: loss 2.497039, acc 0.484603, avg acc 0.400029 | Train: loss 2.553991, acc 0.462744, avg acc 0.328631 | lr 0.00100000 | 2022-02-16-09-12-07
EPOCH 006/200 | Test: loss 2.510168, acc 0.458671, avg acc 0.386198 | Train: loss 2.514514, acc 0.479133, avg acc 0.345051 | lr 0.00100000 | 2022-02-16-09-12-34
EPOCH 007/200 | Test: loss 2.408631, acc 0.519044, avg acc 0.422738 | Train: loss 2.466938, acc 0.503359, avg acc 0.367325 | lr 0.00100000 | 2022-02-16-09-13-01
EPOCH 008/200 | Test: loss 2.332061, acc 0.566856, avg acc 0.499070 | Train: loss 2.425577, acc 0.512113, avg acc 0.387963 | lr 0.00100000 | 2022-02-16-09-13-28
EPOCH 009/200 | Test: loss 2.446579, acc 0.530389, avg acc 0.450448 | Train: loss 2.398917, acc 0.538274, avg acc 0.416576 | lr 0.00100000 | 2022-02-16-09-13-55
EPOCH 010/200 | Test: loss 2.230449, acc 0.607780, avg acc 0.541390 | Train: loss 2.379359, acc 0.537459, avg acc 0.414760 | lr 0.00100000 | 2022-02-16-09-14-21
EPOCH 011/200 | Test: loss 2.254549, acc 0.576985, avg acc 0.502483 | Train: loss 2.340063, acc 0.553135, avg acc 0.437135 | lr 0.00100000 | 2022-02-16-09-14-48
EPOCH 012/200 | Test: loss 2.201335, acc 0.617909, avg acc 0.537640 | Train: loss 2.314006, acc 0.569422, avg acc 0.455786 | lr 0.00100000 | 2022-02-16-09-15-15
EPOCH 013/200 | Test: loss 2.268607, acc 0.591977, avg acc 0.534006 | Train: loss 2.289723, acc 0.576547, avg acc 0.465823 | lr 0.00100000 | 2022-02-16-09-15-42
EPOCH 014/200 | Test: loss 2.197653, acc 0.611021, avg acc 0.563151 | Train: loss 2.287065, acc 0.578379, avg acc 0.465531 | lr 0.00100000 | 2022-02-16-09-16-08
EPOCH 015/200 | Test: loss 2.205787, acc 0.596029, avg acc 0.518547 | Train: loss 2.260995, acc 0.587846, avg acc 0.477708 | lr 0.00100000 | 2022-02-16-09-16-35
EPOCH 016/200 | Test: loss 2.249492, acc 0.591572, avg acc 0.506808 | Train: loss 2.233090, acc 0.596906, avg acc 0.493117 | lr 0.00100000 | 2022-02-16-09-17-02
EPOCH 017/200 | Test: loss 2.248694, acc 0.594003, avg acc 0.525145 | Train: loss 2.218078, acc 0.610444, avg acc 0.505008 | lr 0.00100000 | 2022-02-16-09-17-29
EPOCH 018/200 | Test: loss 2.232373, acc 0.596434, avg acc 0.525035 | Train: loss 2.202054, acc 0.616144, avg acc 0.512799 | lr 0.00100000 | 2022-02-16-09-17-56
EPOCH 019/200 | Test: loss 2.108907, acc 0.648298, avg acc 0.571442 | Train: loss 2.189080, acc 0.620419, avg acc 0.518541 | lr 0.00100000 | 2022-02-16-09-18-22
EPOCH 020/200 | Test: loss 2.192870, acc 0.619530, avg acc 0.543948 | Train: loss 2.127797, acc 0.644442, avg acc 0.544154 | lr 0.00070000 | 2022-02-16-09-18-49
EPOCH 021/200 | Test: loss 1.983095, acc 0.722042, avg acc 0.643640 | Train: loss 2.116574, acc 0.649939, avg acc 0.551349 | lr 0.00070000 | 2022-02-16-09-19-16
EPOCH 022/200 | Test: loss 1.984816, acc 0.715559, avg acc 0.640651 | Train: loss 2.102886, acc 0.659406, avg acc 0.559483 | lr 0.00070000 | 2022-02-16-09-19-43
EPOCH 023/200 | Test: loss 2.078393, acc 0.674635, avg acc 0.615459 | Train: loss 2.088593, acc 0.663172, avg acc 0.567819 | lr 0.00070000 | 2022-02-16-09-20-10
EPOCH 024/200 | Test: loss 1.996328, acc 0.716775, avg acc 0.629663 | Train: loss 2.066341, acc 0.673046, avg acc 0.577857 | lr 0.00070000 | 2022-02-16-09-20-37
EPOCH 025/200 | Test: loss 2.033071, acc 0.699757, avg acc 0.641122 | Train: loss 2.052112, acc 0.682309, avg acc 0.589488 | lr 0.00070000 | 2022-02-16-09-21-04
EPOCH 026/200 | Test: loss 1.924502, acc 0.744733, avg acc 0.657343 | Train: loss 2.038395, acc 0.683734, avg acc 0.595750 | lr 0.00070000 | 2022-02-16-09-21-31
EPOCH 027/200 | Test: loss 2.052550, acc 0.687601, avg acc 0.636215 | Train: loss 2.032320, acc 0.686787, avg acc 0.601195 | lr 0.00070000 | 2022-02-16-09-21-58
EPOCH 028/200 | Test: loss 2.000108, acc 0.700972, avg acc 0.651110 | Train: loss 2.013352, acc 0.697170, avg acc 0.610833 | lr 0.00070000 | 2022-02-16-09-22-25
EPOCH 029/200 | Test: loss 1.946059, acc 0.737844, avg acc 0.667047 | Train: loss 2.010353, acc 0.696865, avg acc 0.607954 | lr 0.00070000 | 2022-02-16-09-22-51
EPOCH 030/200 | Test: loss 1.976139, acc 0.726904, avg acc 0.662337 | Train: loss 1.994103, acc 0.702972, avg acc 0.613095 | lr 0.00070000 | 2022-02-16-09-23-18
EPOCH 031/200 | Test: loss 1.976996, acc 0.713128, avg acc 0.660029 | Train: loss 1.983098, acc 0.712439, avg acc 0.626344 | lr 0.00070000 | 2022-02-16-09-23-45
EPOCH 032/200 | Test: loss 1.901834, acc 0.756078, avg acc 0.680273 | Train: loss 1.968770, acc 0.717630, avg acc 0.630415 | lr 0.00070000 | 2022-02-16-09-24-12
EPOCH 033/200 | Test: loss 2.108001, acc 0.669368, avg acc 0.578616 | Train: loss 1.958515, acc 0.719768, avg acc 0.639272 | lr 0.00070000 | 2022-02-16-09-24-39
EPOCH 034/200 | Test: loss 1.972173, acc 0.717180, avg acc 0.636552 | Train: loss 1.949627, acc 0.724247, avg acc 0.645057 | lr 0.00070000 | 2022-02-16-09-25-06
EPOCH 035/200 | Test: loss 2.006426, acc 0.715154, avg acc 0.645360 | Train: loss 1.944567, acc 0.727504, avg acc 0.647621 | lr 0.00070000 | 2022-02-16-09-25-33
EPOCH 036/200 | Test: loss 1.991928, acc 0.720421, avg acc 0.670808 | Train: loss 1.929479, acc 0.735138, avg acc 0.653603 | lr 0.00070000 | 2022-02-16-09-26-00
EPOCH 037/200 | Test: loss 2.001805, acc 0.718801, avg acc 0.673791 | Train: loss 1.925107, acc 0.734629, avg acc 0.655635 | lr 0.00070000 | 2022-02-16-09-26-27
EPOCH 038/200 | Test: loss 1.916540, acc 0.750405, avg acc 0.693360 | Train: loss 1.914773, acc 0.739210, avg acc 0.660040 | lr 0.00070000 | 2022-02-16-09-26-54
EPOCH 039/200 | Test: loss 1.921113, acc 0.739060, avg acc 0.679767 | Train: loss 1.919195, acc 0.737072, avg acc 0.659405 | lr 0.00070000 | 2022-02-16-09-27-21
EPOCH 040/200 | Test: loss 1.885892, acc 0.773501, avg acc 0.697983 | Train: loss 1.873582, acc 0.760892, avg acc 0.686681 | lr 0.00049000 | 2022-02-16-09-27-48
EPOCH 041/200 | Test: loss 1.879965, acc 0.764182, avg acc 0.716244 | Train: loss 1.856437, acc 0.763945, avg acc 0.688142 | lr 0.00049000 | 2022-02-16-09-28-14
EPOCH 042/200 | Test: loss 1.925779, acc 0.755267, avg acc 0.696721 | Train: loss 1.854658, acc 0.764963, avg acc 0.691960 | lr 0.00049000 | 2022-02-16-09-28-41
EPOCH 043/200 | Test: loss 1.853719, acc 0.779579, avg acc 0.719901 | Train: loss 1.847738, acc 0.771478, avg acc 0.701036 | lr 0.00049000 | 2022-02-16-09-29-08
EPOCH 044/200 | Test: loss 1.856738, acc 0.775122, avg acc 0.711209 | Train: loss 1.835701, acc 0.774328, avg acc 0.707300 | lr 0.00049000 | 2022-02-16-09-29-35
EPOCH 045/200 | Test: loss 1.848911, acc 0.796596, avg acc 0.736093 | Train: loss 1.836135, acc 0.776059, avg acc 0.706390 | lr 0.00049000 | 2022-02-16-09-30-02
EPOCH 046/200 | Test: loss 1.932003, acc 0.749595, avg acc 0.684512 | Train: loss 1.832794, acc 0.777280, avg acc 0.705248 | lr 0.00049000 | 2022-02-16-09-30-29
EPOCH 047/200 | Test: loss 1.808777, acc 0.803890, avg acc 0.729913 | Train: loss 1.829834, acc 0.775346, avg acc 0.701288 | lr 0.00049000 | 2022-02-16-09-30-56
EPOCH 048/200 | Test: loss 1.866134, acc 0.764587, avg acc 0.689419 | Train: loss 1.813912, acc 0.787357, avg acc 0.721488 | lr 0.00049000 | 2022-02-16-09-31-23
EPOCH 049/200 | Test: loss 1.835680, acc 0.797002, avg acc 0.742337 | Train: loss 1.810526, acc 0.783591, avg acc 0.719354 | lr 0.00049000 | 2022-02-16-09-31-50
EPOCH 050/200 | Test: loss 1.842292, acc 0.791329, avg acc 0.729453 | Train: loss 1.812692, acc 0.785322, avg acc 0.715550 | lr 0.00049000 | 2022-02-16-09-32-17
EPOCH 051/200 | Test: loss 1.877729, acc 0.784846, avg acc 0.737093 | Train: loss 1.806981, acc 0.788579, avg acc 0.718095 | lr 0.00049000 | 2022-02-16-09-32-44
EPOCH 052/200 | Test: loss 1.823494, acc 0.801459, avg acc 0.747936 | Train: loss 1.807179, acc 0.786849, avg acc 0.718806 | lr 0.00049000 | 2022-02-16-09-33-10
EPOCH 053/200 | Test: loss 1.814530, acc 0.809562, avg acc 0.748709 | Train: loss 1.789960, acc 0.792040, avg acc 0.723777 | lr 0.00049000 | 2022-02-16-09-33-37
EPOCH 054/200 | Test: loss 1.808773, acc 0.808752, avg acc 0.752820 | Train: loss 1.790091, acc 0.794076, avg acc 0.722492 | lr 0.00049000 | 2022-02-16-09-34-04
EPOCH 055/200 | Test: loss 1.835191, acc 0.788898, avg acc 0.730860 | Train: loss 1.788945, acc 0.796722, avg acc 0.727939 | lr 0.00049000 | 2022-02-16-09-34-31
EPOCH 056/200 | Test: loss 1.839380, acc 0.801864, avg acc 0.728256 | Train: loss 1.779065, acc 0.803135, avg acc 0.740733 | lr 0.00049000 | 2022-02-16-09-34-58
EPOCH 057/200 | Test: loss 1.799381, acc 0.807942, avg acc 0.744006 | Train: loss 1.774507, acc 0.804764, avg acc 0.739539 | lr 0.00049000 | 2022-02-16-09-35-26
EPOCH 058/200 | Test: loss 1.828825, acc 0.798217, avg acc 0.738378 | Train: loss 1.775511, acc 0.800896, avg acc 0.740468 | lr 0.00049000 | 2022-02-16-09-35-53
EPOCH 059/200 | Test: loss 1.819389, acc 0.805916, avg acc 0.741738 | Train: loss 1.763197, acc 0.811177, avg acc 0.747905 | lr 0.00049000 | 2022-02-16-09-36-20
EPOCH 060/200 | Test: loss 1.787742, acc 0.822123, avg acc 0.772866 | Train: loss 1.747329, acc 0.811279, avg acc 0.748134 | lr 0.00034300 | 2022-02-16-09-36-47
EPOCH 061/200 | Test: loss 1.787990, acc 0.827391, avg acc 0.766076 | Train: loss 1.736869, acc 0.820745, avg acc 0.765169 | lr 0.00034300 | 2022-02-16-09-37-14
EPOCH 062/200 | Test: loss 1.784675, acc 0.825365, avg acc 0.765733 | Train: loss 1.741167, acc 0.817386, avg acc 0.761781 | lr 0.00034300 | 2022-02-16-09-37-41
EPOCH 063/200 | Test: loss 1.771972, acc 0.826175, avg acc 0.770831 | Train: loss 1.735580, acc 0.823392, avg acc 0.761918 | lr 0.00034300 | 2022-02-16-09-38-08
EPOCH 064/200 | Test: loss 1.840693, acc 0.807131, avg acc 0.759890 | Train: loss 1.727695, acc 0.823392, avg acc 0.760548 | lr 0.00034300 | 2022-02-16-09-38-35
EPOCH 065/200 | Test: loss 1.858998, acc 0.790113, avg acc 0.737750 | Train: loss 1.722265, acc 0.828685, avg acc 0.770523 | lr 0.00034300 | 2022-02-16-09-39-02
EPOCH 066/200 | Test: loss 1.788222, acc 0.824959, avg acc 0.764209 | Train: loss 1.725409, acc 0.821865, avg acc 0.761302 | lr 0.00034300 | 2022-02-16-09-39-29
EPOCH 067/200 | Test: loss 1.768511, acc 0.824554, avg acc 0.764744 | Train: loss 1.714512, acc 0.828990, avg acc 0.772238 | lr 0.00034300 | 2022-02-16-09-39-55
EPOCH 068/200 | Test: loss 1.798827, acc 0.832658, avg acc 0.775721 | Train: loss 1.712809, acc 0.830822, avg acc 0.774740 | lr 0.00034300 | 2022-02-16-09-40-23
EPOCH 069/200 | Test: loss 1.806416, acc 0.811994, avg acc 0.751517 | Train: loss 1.711871, acc 0.832248, avg acc 0.775444 | lr 0.00034300 | 2022-02-16-09-40-49
EPOCH 070/200 | Test: loss 1.784001, acc 0.815640, avg acc 0.743971 | Train: loss 1.709139, acc 0.833265, avg acc 0.777158 | lr 0.00034300 | 2022-02-16-09-41-16
EPOCH 071/200 | Test: loss 1.772520, acc 0.823339, avg acc 0.762686 | Train: loss 1.704188, acc 0.831433, avg acc 0.774577 | lr 0.00034300 | 2022-02-16-09-41-43
EPOCH 072/200 | Test: loss 1.828788, acc 0.801864, avg acc 0.756814 | Train: loss 1.697746, acc 0.839475, avg acc 0.781597 | lr 0.00034300 | 2022-02-16-09-42-10
EPOCH 073/200 | Test: loss 1.775749, acc 0.816451, avg acc 0.763012 | Train: loss 1.701562, acc 0.835810, avg acc 0.782169 | lr 0.00034300 | 2022-02-16-09-42-37
EPOCH 074/200 | Test: loss 1.761350, acc 0.840762, avg acc 0.783953 | Train: loss 1.698199, acc 0.836828, avg acc 0.779986 | lr 0.00034300 | 2022-02-16-09-43-04
EPOCH 075/200 | Test: loss 1.798551, acc 0.817666, avg acc 0.763773 | Train: loss 1.691290, acc 0.843852, avg acc 0.790495 | lr 0.00034300 | 2022-02-16-09-43-31
EPOCH 076/200 | Test: loss 1.774317, acc 0.829822, avg acc 0.764581 | Train: loss 1.690070, acc 0.842427, avg acc 0.787154 | lr 0.00034300 | 2022-02-16-09-43-58
EPOCH 077/200 | Test: loss 1.759595, acc 0.832253, avg acc 0.779640 | Train: loss 1.692644, acc 0.836828, avg acc 0.780197 | lr 0.00034300 | 2022-02-16-09-44-25
EPOCH 078/200 | Test: loss 1.764673, acc 0.839546, avg acc 0.783413 | Train: loss 1.695301, acc 0.839882, avg acc 0.787322 | lr 0.00034300 | 2022-02-16-09-44-52
EPOCH 079/200 | Test: loss 1.767694, acc 0.820908, avg acc 0.773448 | Train: loss 1.684496, acc 0.843343, avg acc 0.788651 | lr 0.00034300 | 2022-02-16-09-45-20
EPOCH 080/200 | Test: loss 1.730416, acc 0.841977, avg acc 0.784576 | Train: loss 1.670298, acc 0.850570, avg acc 0.804099 | lr 0.00024010 | 2022-02-16-09-45-47
EPOCH 081/200 | Test: loss 1.759840, acc 0.835089, avg acc 0.777052 | Train: loss 1.656206, acc 0.855761, avg acc 0.803656 | lr 0.00024010 | 2022-02-16-09-46-15
EPOCH 082/200 | Test: loss 1.728067, acc 0.835089, avg acc 0.768826 | Train: loss 1.663006, acc 0.848432, avg acc 0.797169 | lr 0.00024010 | 2022-02-16-09-46-44
EPOCH 083/200 | Test: loss 1.750339, acc 0.828606, avg acc 0.778953 | Train: loss 1.655864, acc 0.858713, avg acc 0.806349 | lr 0.00024010 | 2022-02-16-09-47-11
EPOCH 084/200 | Test: loss 1.752907, acc 0.848460, avg acc 0.794070 | Train: loss 1.656202, acc 0.858510, avg acc 0.808100 | lr 0.00024010 | 2022-02-16-09-47-38
EPOCH 085/200 | Test: loss 1.753278, acc 0.839546, avg acc 0.790035 | Train: loss 1.659226, acc 0.856169, avg acc 0.805280 | lr 0.00024010 | 2022-02-16-09-48-05
EPOCH 086/200 | Test: loss 1.763083, acc 0.831848, avg acc 0.781680 | Train: loss 1.657426, acc 0.857492, avg acc 0.806981 | lr 0.00024010 | 2022-02-16-09-48-32
EPOCH 087/200 | Test: loss 1.760587, acc 0.844814, avg acc 0.798907 | Train: loss 1.642369, acc 0.861258, avg acc 0.811496 | lr 0.00024010 | 2022-02-16-09-48-59
EPOCH 088/200 | Test: loss 1.755848, acc 0.839141, avg acc 0.783581 | Train: loss 1.657361, acc 0.856576, avg acc 0.806854 | lr 0.00024010 | 2022-02-16-09-49-26
EPOCH 089/200 | Test: loss 1.749526, acc 0.840762, avg acc 0.783366 | Train: loss 1.644877, acc 0.859324, avg acc 0.810766 | lr 0.00024010 | 2022-02-16-09-49-53
EPOCH 090/200 | Test: loss 1.763072, acc 0.827391, avg acc 0.773256 | Train: loss 1.641399, acc 0.862683, avg acc 0.815722 | lr 0.00024010 | 2022-02-16-09-50-20
EPOCH 091/200 | Test: loss 1.749202, acc 0.846029, avg acc 0.790872 | Train: loss 1.648328, acc 0.857899, avg acc 0.812683 | lr 0.00024010 | 2022-02-16-09-50-47
EPOCH 092/200 | Test: loss 1.753875, acc 0.829417, avg acc 0.791500 | Train: loss 1.639601, acc 0.865737, avg acc 0.819591 | lr 0.00024010 | 2022-02-16-09-51-14
EPOCH 093/200 | Test: loss 1.744592, acc 0.844003, avg acc 0.778826 | Train: loss 1.643323, acc 0.859324, avg acc 0.812349 | lr 0.00024010 | 2022-02-16-09-51-41
EPOCH 094/200 | Test: loss 1.733054, acc 0.841167, avg acc 0.783000 | Train: loss 1.637616, acc 0.864515, avg acc 0.814383 | lr 0.00024010 | 2022-02-16-09-52-08
EPOCH 095/200 | Test: loss 1.768378, acc 0.851702, avg acc 0.802029 | Train: loss 1.646133, acc 0.857492, avg acc 0.807982 | lr 0.00024010 | 2022-02-16-09-52-35
EPOCH 096/200 | Test: loss 1.745611, acc 0.849271, avg acc 0.792692 | Train: loss 1.631303, acc 0.861665, avg acc 0.813635 | lr 0.00024010 | 2022-02-16-09-53-02
EPOCH 097/200 | Test: loss 1.775996, acc 0.826985, avg acc 0.785163 | Train: loss 1.634357, acc 0.866958, avg acc 0.822226 | lr 0.00024010 | 2022-02-16-09-53-29
EPOCH 098/200 | Test: loss 1.749782, acc 0.843193, avg acc 0.779122 | Train: loss 1.635095, acc 0.865126, avg acc 0.818306 | lr 0.00024010 | 2022-02-16-09-53-56
EPOCH 099/200 | Test: loss 1.739980, acc 0.844003, avg acc 0.789616 | Train: loss 1.630215, acc 0.867773, avg acc 0.818492 | lr 0.00024010 | 2022-02-16-09-54-23
EPOCH 100/200 | Test: loss 1.744085, acc 0.843193, avg acc 0.793279 | Train: loss 1.620282, acc 0.871743, avg acc 0.827986 | lr 0.00016807 | 2022-02-16-09-54-50
EPOCH 101/200 | Test: loss 1.743624, acc 0.845219, avg acc 0.796465 | Train: loss 1.612201, acc 0.874287, avg acc 0.833729 | lr 0.00016807 | 2022-02-16-09-55-17
EPOCH 102/200 | Test: loss 1.730016, acc 0.840762, avg acc 0.787587 | Train: loss 1.612093, acc 0.874898, avg acc 0.834652 | lr 0.00016807 | 2022-02-16-09-55-44
EPOCH 103/200 | Test: loss 1.738544, acc 0.840762, avg acc 0.786041 | Train: loss 1.610300, acc 0.875509, avg acc 0.832277 | lr 0.00016807 | 2022-02-16-09-56-11
EPOCH 104/200 | Test: loss 1.722038, acc 0.851702, avg acc 0.803087 | Train: loss 1.603980, acc 0.879377, avg acc 0.839645 | lr 0.00016807 | 2022-02-16-09-56-38
EPOCH 105/200 | Test: loss 1.739621, acc 0.840357, avg acc 0.792244 | Train: loss 1.607445, acc 0.879479, avg acc 0.835706 | lr 0.00016807 | 2022-02-16-09-57-05
EPOCH 106/200 | Test: loss 1.729028, acc 0.838331, avg acc 0.788709 | Train: loss 1.598720, acc 0.885790, avg acc 0.843908 | lr 0.00016807 | 2022-02-16-09-57-32
EPOCH 107/200 | Test: loss 1.732911, acc 0.848865, avg acc 0.789831 | Train: loss 1.599270, acc 0.878156, avg acc 0.837278 | lr 0.00016807 | 2022-02-16-09-57-59
EPOCH 108/200 | Test: loss 1.725486, acc 0.841977, avg acc 0.787163 | Train: loss 1.599557, acc 0.880293, avg acc 0.839153 | lr 0.00016807 | 2022-02-16-09-58-26
EPOCH 109/200 | Test: loss 1.735207, acc 0.850081, avg acc 0.800953 | Train: loss 1.602698, acc 0.880497, avg acc 0.838230 | lr 0.00016807 | 2022-02-16-09-58-53
EPOCH 110/200 | Test: loss 1.743323, acc 0.842788, avg acc 0.785581 | Train: loss 1.603727, acc 0.878461, avg acc 0.835209 | lr 0.00016807 | 2022-02-16-09-59-20
EPOCH 111/200 | Test: loss 1.723553, acc 0.845624, avg acc 0.794826 | Train: loss 1.590475, acc 0.889047, avg acc 0.849761 | lr 0.00016807 | 2022-02-16-09-59-47
EPOCH 112/200 | Test: loss 1.739890, acc 0.841977, avg acc 0.790360 | Train: loss 1.595851, acc 0.881820, avg acc 0.839528 | lr 0.00016807 | 2022-02-16-10-00-14
EPOCH 113/200 | Test: loss 1.713764, acc 0.852917, avg acc 0.802151 | Train: loss 1.590107, acc 0.885383, avg acc 0.844337 | lr 0.00016807 | 2022-02-16-10-00-41
EPOCH 114/200 | Test: loss 1.731508, acc 0.848865, avg acc 0.800907 | Train: loss 1.595143, acc 0.883347, avg acc 0.844393 | lr 0.00016807 | 2022-02-16-10-01-08
EPOCH 115/200 | Test: loss 1.730020, acc 0.845624, avg acc 0.799337 | Train: loss 1.596522, acc 0.883449, avg acc 0.841086 | lr 0.00016807 | 2022-02-16-10-01-35
EPOCH 116/200 | Test: loss 1.736839, acc 0.854538, avg acc 0.806570 | Train: loss 1.590444, acc 0.881616, avg acc 0.841869 | lr 0.00016807 | 2022-02-16-10-02-02
EPOCH 117/200 | Test: loss 1.740474, acc 0.849676, avg acc 0.800192 | Train: loss 1.589480, acc 0.882125, avg acc 0.838156 | lr 0.00016807 | 2022-02-16-10-02-29
EPOCH 118/200 | Test: loss 1.728390, acc 0.849676, avg acc 0.802163 | Train: loss 1.592254, acc 0.883856, avg acc 0.840854 | lr 0.00016807 | 2022-02-16-10-02-57
EPOCH 119/200 | Test: loss 1.738998, acc 0.854133, avg acc 0.801442 | Train: loss 1.584451, acc 0.890778, avg acc 0.851884 | lr 0.00016807 | 2022-02-16-10-03-24
EPOCH 120/200 | Test: loss 1.736527, acc 0.856159, avg acc 0.805948 | Train: loss 1.579932, acc 0.891999, avg acc 0.854274 | lr 0.00011765 | 2022-02-16-10-03-51
EPOCH 121/200 | Test: loss 1.762607, acc 0.847650, avg acc 0.801651 | Train: loss 1.575001, acc 0.892305, avg acc 0.852990 | lr 0.00011765 | 2022-02-16-10-04-18
EPOCH 122/200 | Test: loss 1.728868, acc 0.849271, avg acc 0.801494 | Train: loss 1.567954, acc 0.895867, avg acc 0.858008 | lr 0.00011765 | 2022-02-16-10-04-45
EPOCH 123/200 | Test: loss 1.738280, acc 0.849271, avg acc 0.798453 | Train: loss 1.568988, acc 0.895969, avg acc 0.859834 | lr 0.00011765 | 2022-02-16-10-05-12
EPOCH 124/200 | Test: loss 1.739517, acc 0.856564, avg acc 0.810610 | Train: loss 1.566647, acc 0.898107, avg acc 0.861711 | lr 0.00011765 | 2022-02-16-10-05-39
EPOCH 125/200 | Test: loss 1.730827, acc 0.854133, avg acc 0.804448 | Train: loss 1.567314, acc 0.896783, avg acc 0.857406 | lr 0.00011765 | 2022-02-16-10-06-06
EPOCH 126/200 | Test: loss 1.715795, acc 0.854538, avg acc 0.801698 | Train: loss 1.572304, acc 0.893730, avg acc 0.856149 | lr 0.00011765 | 2022-02-16-10-06-33
EPOCH 127/200 | Test: loss 1.732806, acc 0.858185, avg acc 0.794238 | Train: loss 1.564109, acc 0.897496, avg acc 0.860970 | lr 0.00011765 | 2022-02-16-10-07-00
EPOCH 128/200 | Test: loss 1.729285, acc 0.847245, avg acc 0.797081 | Train: loss 1.575339, acc 0.891694, avg acc 0.850663 | lr 0.00011765 | 2022-02-16-10-07-27
EPOCH 129/200 | Test: loss 1.731830, acc 0.847245, avg acc 0.789948 | Train: loss 1.572217, acc 0.896173, avg acc 0.858597 | lr 0.00011765 | 2022-02-16-10-07-54
EPOCH 130/200 | Test: loss 1.730504, acc 0.844003, avg acc 0.794797 | Train: loss 1.564608, acc 0.893424, avg acc 0.852891 | lr 0.00011765 | 2022-02-16-10-08-21
EPOCH 131/200 | Test: loss 1.735001, acc 0.853728, avg acc 0.796372 | Train: loss 1.562091, acc 0.900041, avg acc 0.863602 | lr 0.00011765 | 2022-02-16-10-08-48
EPOCH 132/200 | Test: loss 1.733273, acc 0.844814, avg acc 0.799372 | Train: loss 1.562424, acc 0.897089, avg acc 0.854680 | lr 0.00011765 | 2022-02-16-10-09-15
EPOCH 133/200 | Test: loss 1.721204, acc 0.841572, avg acc 0.787279 | Train: loss 1.556908, acc 0.901771, avg acc 0.869188 | lr 0.00011765 | 2022-02-16-10-09-42
EPOCH 134/200 | Test: loss 1.727250, acc 0.847650, avg acc 0.792860 | Train: loss 1.563105, acc 0.896173, avg acc 0.855198 | lr 0.00011765 | 2022-02-16-10-10-09
EPOCH 135/200 | Test: loss 1.727935, acc 0.853323, avg acc 0.799529 | Train: loss 1.561224, acc 0.896478, avg acc 0.860927 | lr 0.00011765 | 2022-02-16-10-10-36
EPOCH 136/200 | Test: loss 1.730139, acc 0.852917, avg acc 0.801244 | Train: loss 1.569879, acc 0.893831, avg acc 0.855493 | lr 0.00011765 | 2022-02-16-10-11-03
EPOCH 137/200 | Test: loss 1.734741, acc 0.848055, avg acc 0.795547 | Train: loss 1.560180, acc 0.899430, avg acc 0.862133 | lr 0.00011765 | 2022-02-16-10-11-30
EPOCH 138/200 | Test: loss 1.728052, acc 0.850486, avg acc 0.796122 | Train: loss 1.556523, acc 0.901771, avg acc 0.863678 | lr 0.00011765 | 2022-02-16-10-11-58
EPOCH 139/200 | Test: loss 1.728203, acc 0.855348, avg acc 0.802669 | Train: loss 1.555770, acc 0.906352, avg acc 0.872428 | lr 0.00011765 | 2022-02-16-10-12-25
EPOCH 140/200 | Test: loss 1.731176, acc 0.856159, avg acc 0.803907 | Train: loss 1.549130, acc 0.904621, avg acc 0.870496 | lr 0.00008235 | 2022-02-16-10-12-52
EPOCH 141/200 | Test: loss 1.730056, acc 0.847245, avg acc 0.797401 | Train: loss 1.552745, acc 0.900957, avg acc 0.866706 | lr 0.00008235 | 2022-02-16-10-13-19
EPOCH 142/200 | Test: loss 1.723463, acc 0.858995, avg acc 0.802029 | Train: loss 1.552413, acc 0.903909, avg acc 0.866196 | lr 0.00008235 | 2022-02-16-10-13-46
EPOCH 143/200 | Test: loss 1.713307, acc 0.851297, avg acc 0.796401 | Train: loss 1.547821, acc 0.905436, avg acc 0.866575 | lr 0.00008235 | 2022-02-16-10-14-13
EPOCH 144/200 | Test: loss 1.716988, acc 0.855348, avg acc 0.802320 | Train: loss 1.546637, acc 0.906555, avg acc 0.871657 | lr 0.00008235 | 2022-02-16-10-14-40
EPOCH 145/200 | Test: loss 1.731004, acc 0.856564, avg acc 0.805110 | Train: loss 1.551000, acc 0.904621, avg acc 0.870263 | lr 0.00008235 | 2022-02-16-10-15-07
EPOCH 146/200 | Test: loss 1.717955, acc 0.852107, avg acc 0.797901 | Train: loss 1.546284, acc 0.906352, avg acc 0.875264 | lr 0.00008235 | 2022-02-16-10-15-34
EPOCH 147/200 | Test: loss 1.727492, acc 0.852512, avg acc 0.799779 | Train: loss 1.544673, acc 0.910322, avg acc 0.875944 | lr 0.00008235 | 2022-02-16-10-16-02
EPOCH 148/200 | Test: loss 1.724446, acc 0.854133, avg acc 0.797983 | Train: loss 1.545498, acc 0.905945, avg acc 0.871555 | lr 0.00008235 | 2022-02-16-10-16-29
EPOCH 149/200 | Test: loss 1.712655, acc 0.856564, avg acc 0.802814 | Train: loss 1.537483, acc 0.910729, avg acc 0.880389 | lr 0.00008235 | 2022-02-16-10-16-56
EPOCH 150/200 | Test: loss 1.694537, acc 0.854538, avg acc 0.793110 | Train: loss 1.542388, acc 0.907573, avg acc 0.872490 | lr 0.00008235 | 2022-02-16-10-17-23
EPOCH 151/200 | Test: loss 1.720086, acc 0.853323, avg acc 0.798029 | Train: loss 1.539507, acc 0.907471, avg acc 0.872588 | lr 0.00008235 | 2022-02-16-10-17-50
EPOCH 152/200 | Test: loss 1.730890, acc 0.852917, avg acc 0.795988 | Train: loss 1.540370, acc 0.909914, avg acc 0.875689 | lr 0.00008235 | 2022-02-16-10-18-17
EPOCH 153/200 | Test: loss 1.715151, acc 0.853323, avg acc 0.802698 | Train: loss 1.535354, acc 0.912663, avg acc 0.880703 | lr 0.00008235 | 2022-02-16-10-18-44
EPOCH 154/200 | Test: loss 1.707576, acc 0.845624, avg acc 0.795488 | Train: loss 1.536290, acc 0.909914, avg acc 0.873494 | lr 0.00008235 | 2022-02-16-10-19-11
EPOCH 155/200 | Test: loss 1.728985, acc 0.850081, avg acc 0.790448 | Train: loss 1.539061, acc 0.907268, avg acc 0.875019 | lr 0.00008235 | 2022-02-16-10-19-38
EPOCH 156/200 | Test: loss 1.717107, acc 0.859806, avg acc 0.807070 | Train: loss 1.532758, acc 0.913986, avg acc 0.880156 | lr 0.00008235 | 2022-02-16-10-20-05
EPOCH 157/200 | Test: loss 1.716957, acc 0.855348, avg acc 0.802116 | Train: loss 1.544145, acc 0.907064, avg acc 0.875299 | lr 0.00008235 | 2022-02-16-10-20-32
EPOCH 158/200 | Test: loss 1.730108, acc 0.852917, avg acc 0.799407 | Train: loss 1.539365, acc 0.908897, avg acc 0.875791 | lr 0.00008235 | 2022-02-16-10-20-59
EPOCH 159/200 | Test: loss 1.725992, acc 0.860211, avg acc 0.807820 | Train: loss 1.530890, acc 0.912154, avg acc 0.878924 | lr 0.00008235 | 2022-02-16-10-21-26
EPOCH 160/200 | Test: loss 1.752866, acc 0.817261, avg acc 0.773331 | Train: loss 1.533656, acc 0.913477, avg acc 0.879772 | lr 0.00005765 | 2022-02-16-10-21-53
EPOCH 161/200 | Test: loss 1.719757, acc 0.850891, avg acc 0.801785 | Train: loss 1.535920, acc 0.911238, avg acc 0.878427 | lr 0.00005765 | 2022-02-16-10-22-20
EPOCH 162/200 | Test: loss 1.712922, acc 0.858995, avg acc 0.801860 | Train: loss 1.529038, acc 0.914902, avg acc 0.881200 | lr 0.00005765 | 2022-02-16-10-22-47
EPOCH 163/200 | Test: loss 1.724909, acc 0.851702, avg acc 0.800494 | Train: loss 1.529069, acc 0.911543, avg acc 0.878890 | lr 0.00005765 | 2022-02-16-10-23-14
EPOCH 164/200 | Test: loss 1.737082, acc 0.844814, avg acc 0.796703 | Train: loss 1.527753, acc 0.914292, avg acc 0.883822 | lr 0.00005765 | 2022-02-16-10-23-41
EPOCH 165/200 | Test: loss 1.730541, acc 0.844814, avg acc 0.796244 | Train: loss 1.532942, acc 0.913986, avg acc 0.881659 | lr 0.00005765 | 2022-02-16-10-24-08
EPOCH 166/200 | Test: loss 1.717086, acc 0.851297, avg acc 0.801744 | Train: loss 1.526098, acc 0.913579, avg acc 0.880040 | lr 0.00005765 | 2022-02-16-10-24-35
EPOCH 167/200 | Test: loss 1.720232, acc 0.855754, avg acc 0.804860 | Train: loss 1.527542, acc 0.914597, avg acc 0.881406 | lr 0.00005765 | 2022-02-16-10-25-02
EPOCH 168/200 | Test: loss 1.710203, acc 0.856159, avg acc 0.806733 | Train: loss 1.531615, acc 0.911747, avg acc 0.881951 | lr 0.00005765 | 2022-02-16-10-25-30
EPOCH 169/200 | Test: loss 1.722898, acc 0.849271, avg acc 0.797570 | Train: loss 1.525372, acc 0.917345, avg acc 0.883563 | lr 0.00005765 | 2022-02-16-10-25-57
EPOCH 170/200 | Test: loss 1.723367, acc 0.843193, avg acc 0.796907 | Train: loss 1.524034, acc 0.916531, avg acc 0.882206 | lr 0.00005765 | 2022-02-16-10-26-24
EPOCH 171/200 | Test: loss 1.717752, acc 0.856969, avg acc 0.807779 | Train: loss 1.534438, acc 0.910220, avg acc 0.877868 | lr 0.00005765 | 2022-02-16-10-26-51
EPOCH 172/200 | Test: loss 1.727870, acc 0.852107, avg acc 0.806035 | Train: loss 1.525571, acc 0.915818, avg acc 0.886132 | lr 0.00005765 | 2022-02-16-10-27-18
EPOCH 173/200 | Test: loss 1.710548, acc 0.854943, avg acc 0.800151 | Train: loss 1.523314, acc 0.917243, avg acc 0.886525 | lr 0.00005765 | 2022-02-16-10-27-45
EPOCH 174/200 | Test: loss 1.716235, acc 0.856159, avg acc 0.804110 | Train: loss 1.522165, acc 0.918567, avg acc 0.889883 | lr 0.00005765 | 2022-02-16-10-28-12
EPOCH 175/200 | Test: loss 1.723962, acc 0.857780, avg acc 0.805733 | Train: loss 1.529601, acc 0.912968, avg acc 0.877342 | lr 0.00005765 | 2022-02-16-10-28-39
EPOCH 176/200 | Test: loss 1.730209, acc 0.855348, avg acc 0.806907 | Train: loss 1.525877, acc 0.916124, avg acc 0.885846 | lr 0.00005765 | 2022-02-16-10-29-06
EPOCH 177/200 | Test: loss 1.716226, acc 0.861021, avg acc 0.806151 | Train: loss 1.521766, acc 0.917447, avg acc 0.886282 | lr 0.00005765 | 2022-02-16-10-29-33
EPOCH 178/200 | Test: loss 1.721591, acc 0.853323, avg acc 0.800151 | Train: loss 1.522627, acc 0.917854, avg acc 0.888289 | lr 0.00005765 | 2022-02-16-10-30-00
EPOCH 179/200 | Test: loss 1.712310, acc 0.855348, avg acc 0.800320 | Train: loss 1.523733, acc 0.916836, avg acc 0.885447 | lr 0.00005765 | 2022-02-16-10-30-27
EPOCH 180/200 | Test: loss 1.725675, acc 0.858185, avg acc 0.809698 | Train: loss 1.519300, acc 0.917040, avg acc 0.884764 | lr 0.00004035 | 2022-02-16-10-30-54
EPOCH 181/200 | Test: loss 1.726411, acc 0.857374, avg acc 0.806192 | Train: loss 1.513571, acc 0.921315, avg acc 0.892819 | lr 0.00004035 | 2022-02-16-10-31-21
EPOCH 182/200 | Test: loss 1.733101, acc 0.856159, avg acc 0.808279 | Train: loss 1.519144, acc 0.918363, avg acc 0.886686 | lr 0.00004035 | 2022-02-16-10-31-49
EPOCH 183/200 | Test: loss 1.720295, acc 0.858995, avg acc 0.806360 | Train: loss 1.515536, acc 0.922333, avg acc 0.890950 | lr 0.00004035 | 2022-02-16-10-32-16
EPOCH 184/200 | Test: loss 1.718033, acc 0.855754, avg acc 0.801576 | Train: loss 1.519025, acc 0.918160, avg acc 0.887146 | lr 0.00004035 | 2022-02-16-10-32-43
EPOCH 185/200 | Test: loss 1.719506, acc 0.854538, avg acc 0.801785 | Train: loss 1.517804, acc 0.922537, avg acc 0.894183 | lr 0.00004035 | 2022-02-16-10-33-10
EPOCH 186/200 | Test: loss 1.717971, acc 0.852512, avg acc 0.804907 | Train: loss 1.517100, acc 0.919076, avg acc 0.888234 | lr 0.00004035 | 2022-02-16-10-33-37
EPOCH 187/200 | Test: loss 1.723023, acc 0.863047, avg acc 0.811401 | Train: loss 1.515029, acc 0.919076, avg acc 0.888100 | lr 0.00004035 | 2022-02-16-10-34-04
EPOCH 188/200 | Test: loss 1.721666, acc 0.858185, avg acc 0.807401 | Train: loss 1.516585, acc 0.919585, avg acc 0.888536 | lr 0.00004035 | 2022-02-16-10-34-31
EPOCH 189/200 | Test: loss 1.727198, acc 0.854133, avg acc 0.804360 | Train: loss 1.517789, acc 0.920603, avg acc 0.889241 | lr 0.00004035 | 2022-02-16-10-34-58
EPOCH 190/200 | Test: loss 1.727249, acc 0.854943, avg acc 0.807779 | Train: loss 1.509568, acc 0.920806, avg acc 0.891639 | lr 0.00004035 | 2022-02-16-10-35-25
EPOCH 191/200 | Test: loss 1.728687, acc 0.856564, avg acc 0.802529 | Train: loss 1.511796, acc 0.921722, avg acc 0.891664 | lr 0.00004035 | 2022-02-16-10-35-52
EPOCH 192/200 | Test: loss 1.726618, acc 0.856159, avg acc 0.799523 | Train: loss 1.511537, acc 0.917651, avg acc 0.890151 | lr 0.00004035 | 2022-02-16-10-36-19
EPOCH 193/200 | Test: loss 1.726147, acc 0.850081, avg acc 0.800779 | Train: loss 1.513852, acc 0.921010, avg acc 0.891676 | lr 0.00004035 | 2022-02-16-10-36-47
EPOCH 194/200 | Test: loss 1.714645, acc 0.860211, avg acc 0.805698 | Train: loss 1.521258, acc 0.918363, avg acc 0.887281 | lr 0.00004035 | 2022-02-16-10-37-14
EPOCH 195/200 | Test: loss 1.719697, acc 0.850891, avg acc 0.801860 | Train: loss 1.509223, acc 0.924674, avg acc 0.900252 | lr 0.00004035 | 2022-02-16-10-37-41
EPOCH 196/200 | Test: loss 1.733631, acc 0.855348, avg acc 0.808651 | Train: loss 1.518188, acc 0.918974, avg acc 0.887286 | lr 0.00004035 | 2022-02-16-10-38-08
EPOCH 197/200 | Test: loss 1.721868, acc 0.855348, avg acc 0.803488 | Train: loss 1.514846, acc 0.918261, avg acc 0.887268 | lr 0.00004035 | 2022-02-16-10-38-35
EPOCH 198/200 | Test: loss 1.711746, acc 0.860211, avg acc 0.809157 | Train: loss 1.507833, acc 0.925590, avg acc 0.899457 | lr 0.00004035 | 2022-02-16-10-39-02
EPOCH 199/200 | Test: loss 1.730602, acc 0.851297, avg acc 0.806360 | Train: loss 1.511722, acc 0.923453, avg acc 0.894470 | lr 0.00004035 | 2022-02-16-10-39-29