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sv_dgcnn_binary_kd_modelnet40.txt
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sv_dgcnn_binary_kd_modelnet40.txt
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Namespace(batch_size=32, binary=True, checkinfo=False, data_dir='/scratch/project_2003455/cloud/vnn/data', dataset='modelnet40', dropout=0.5, emb_dims=1024, epochs=250, k=20, lr=0.001, model='svnet', momentum=0.9, num_points=1024, num_workers=8, pooling='mean', preload='/scratch/project_2002243/zhuo/vnbnn/exp_050/save_models/model_best.pth', resume=False, resume_from=None, rot='z', rot_test='so3', save_dir='/scratch/project_2002243/zhuo/vnbnn/exp_050_s3', seed=1653650589, subset='hard', test=None, use_sgd=False, wd=0.0)
EPOCH 000/250 | Test: loss 2.770972, acc 0.335089, avg acc 0.271215 | Train: loss 2.857386, acc 0.340391, avg acc 0.214569 | lr 0.00100000 | 2022-05-27-14-24-39
EPOCH 001/250 | Test: loss 2.566284, acc 0.425851, avg acc 0.355785 | Train: loss 2.599538, acc 0.433632, avg acc 0.305409 | lr 0.00099996 | 2022-05-27-14-25-38
EPOCH 002/250 | Test: loss 2.532964, acc 0.414506, avg acc 0.347297 | Train: loss 2.498903, acc 0.472923, avg acc 0.352050 | lr 0.00099984 | 2022-05-27-14-26-38
Namespace(batch_size=32, binary=True, checkinfo=False, data_dir='/scratch/project_2003455/cloud/vnn/data', dataset='modelnet40', dropout=0.5, emb_dims=1024, epochs=250, k=20, lr=0.001, model='svnet', momentum=0.9, num_points=1024, num_workers=8, pooling='mean', preload='/scratch/project_2002243/zhuo/vnbnn/exp_050/save_models/model_best.pth', resume=False, resume_from=None, rot='z', rot_test='so3', save_dir='/scratch/project_2002243/zhuo/vnbnn/exp_050_s3', seed=1653653186, subset='hard', test=None, use_sgd=False, wd=0.0)
EPOCH 000/250 | Test: loss 2.707034, acc 0.374797, avg acc 0.277506 | Train: loss 2.877760, acc 0.338253, avg acc 0.208847 | lr 0.00100000 | 2022-05-27-15-08-21
EPOCH 001/250 | Test: loss 2.748018, acc 0.378444, avg acc 0.299860 | Train: loss 2.614837, acc 0.429255, avg acc 0.304999 | lr 0.00099996 | 2022-05-27-15-09-20
EPOCH 002/250 | Test: loss 2.740144, acc 0.397488, avg acc 0.361186 | Train: loss 2.514597, acc 0.469463, avg acc 0.346656 | lr 0.00099984 | 2022-05-27-15-10-19
EPOCH 003/250 | Test: loss 2.762176, acc 0.349271, avg acc 0.315122 | Train: loss 2.474280, acc 0.487378, avg acc 0.362489 | lr 0.00099964 | 2022-05-27-15-11-19
EPOCH 004/250 | Test: loss 3.472074, acc 0.199352, avg acc 0.184122 | Train: loss 2.420029, acc 0.510688, avg acc 0.392676 | lr 0.00099937 | 2022-05-27-15-12-19
EPOCH 005/250 | Test: loss 2.299522, acc 0.569692, avg acc 0.496610 | Train: loss 2.384635, acc 0.527891, avg acc 0.416791 | lr 0.00099901 | 2022-05-27-15-13-18
EPOCH 006/250 | Test: loss 2.282131, acc 0.560373, avg acc 0.482837 | Train: loss 2.327149, acc 0.552219, avg acc 0.437250 | lr 0.00099858 | 2022-05-27-15-14-17
EPOCH 007/250 | Test: loss 2.239136, acc 0.578606, avg acc 0.517390 | Train: loss 2.272687, acc 0.578787, avg acc 0.468647 | lr 0.00099807 | 2022-05-27-15-15-17
EPOCH 008/250 | Test: loss 2.411897, acc 0.509724, avg acc 0.445192 | Train: loss 2.258247, acc 0.589169, avg acc 0.481715 | lr 0.00099748 | 2022-05-27-15-16-17
EPOCH 009/250 | Test: loss 2.289427, acc 0.569692, avg acc 0.511994 | Train: loss 2.222084, acc 0.595684, avg acc 0.486578 | lr 0.00099681 | 2022-05-27-15-17-16
EPOCH 010/250 | Test: loss 2.352555, acc 0.544165, avg acc 0.480221 | Train: loss 2.210443, acc 0.602809, avg acc 0.497930 | lr 0.00099606 | 2022-05-27-15-18-16
EPOCH 011/250 | Test: loss 2.340375, acc 0.549433, avg acc 0.490663 | Train: loss 2.194961, acc 0.603726, avg acc 0.497045 | lr 0.00099523 | 2022-05-27-15-19-15
EPOCH 012/250 | Test: loss 2.132304, acc 0.626823, avg acc 0.558012 | Train: loss 2.171131, acc 0.620012, avg acc 0.518694 | lr 0.00099433 | 2022-05-27-15-20-15
EPOCH 013/250 | Test: loss 2.346695, acc 0.543760, avg acc 0.482337 | Train: loss 2.145937, acc 0.629275, avg acc 0.531280 | lr 0.00099334 | 2022-05-27-15-21-15
EPOCH 014/250 | Test: loss 2.032553, acc 0.673420, avg acc 0.576262 | Train: loss 2.111910, acc 0.645867, avg acc 0.547692 | lr 0.00099228 | 2022-05-27-15-22-14
EPOCH 015/250 | Test: loss 2.292893, acc 0.540519, avg acc 0.498552 | Train: loss 2.103312, acc 0.652586, avg acc 0.554149 | lr 0.00099114 | 2022-05-27-15-23-14
EPOCH 016/250 | Test: loss 2.056620, acc 0.664506, avg acc 0.613721 | Train: loss 2.066536, acc 0.663070, avg acc 0.568048 | lr 0.00098993 | 2022-05-27-15-24-13
EPOCH 017/250 | Test: loss 2.152068, acc 0.634117, avg acc 0.559494 | Train: loss 2.054858, acc 0.666836, avg acc 0.579195 | lr 0.00098863 | 2022-05-27-15-25-13
EPOCH 018/250 | Test: loss 1.952034, acc 0.712318, avg acc 0.651529 | Train: loss 2.035506, acc 0.680375, avg acc 0.593663 | lr 0.00098726 | 2022-05-27-15-26-13
EPOCH 019/250 | Test: loss 2.078428, acc 0.679092, avg acc 0.597773 | Train: loss 2.023978, acc 0.683428, avg acc 0.587968 | lr 0.00098582 | 2022-05-27-15-27-12
EPOCH 020/250 | Test: loss 1.969838, acc 0.702998, avg acc 0.648477 | Train: loss 2.024733, acc 0.683327, avg acc 0.593477 | lr 0.00098429 | 2022-05-27-15-28-12
EPOCH 021/250 | Test: loss 1.869479, acc 0.760535, avg acc 0.681238 | Train: loss 2.010852, acc 0.684752, avg acc 0.590613 | lr 0.00098269 | 2022-05-27-15-29-11
EPOCH 022/250 | Test: loss 1.952159, acc 0.711507, avg acc 0.663081 | Train: loss 1.995927, acc 0.700224, avg acc 0.614633 | lr 0.00098101 | 2022-05-27-15-30-11
EPOCH 023/250 | Test: loss 1.992425, acc 0.693274, avg acc 0.630971 | Train: loss 1.995168, acc 0.692997, avg acc 0.610796 | lr 0.00097926 | 2022-05-27-15-31-10
EPOCH 024/250 | Test: loss 2.026653, acc 0.682334, avg acc 0.619843 | Train: loss 1.978945, acc 0.698392, avg acc 0.611693 | lr 0.00097743 | 2022-05-27-15-32-10
EPOCH 025/250 | Test: loss 1.871609, acc 0.747974, avg acc 0.695256 | Train: loss 1.957773, acc 0.712948, avg acc 0.631891 | lr 0.00097553 | 2022-05-27-15-33-09
EPOCH 026/250 | Test: loss 1.891523, acc 0.745948, avg acc 0.664436 | Train: loss 1.953231, acc 0.712235, avg acc 0.630902 | lr 0.00097355 | 2022-05-27-15-34-08
EPOCH 027/250 | Test: loss 1.937116, acc 0.732982, avg acc 0.643593 | Train: loss 1.940262, acc 0.721295, avg acc 0.643024 | lr 0.00097150 | 2022-05-27-15-35-08
EPOCH 028/250 | Test: loss 1.920994, acc 0.732577, avg acc 0.663738 | Train: loss 1.936216, acc 0.721804, avg acc 0.640522 | lr 0.00096937 | 2022-05-27-15-36-08
EPOCH 029/250 | Test: loss 1.888285, acc 0.751216, avg acc 0.674494 | Train: loss 1.935465, acc 0.723636, avg acc 0.644590 | lr 0.00096716 | 2022-05-27-15-37-07
EPOCH 030/250 | Test: loss 1.854349, acc 0.762561, avg acc 0.700820 | Train: loss 1.920721, acc 0.730863, avg acc 0.651604 | lr 0.00096489 | 2022-05-27-15-38-07
EPOCH 031/250 | Test: loss 1.883576, acc 0.738655, avg acc 0.673686 | Train: loss 1.915431, acc 0.728929, avg acc 0.651928 | lr 0.00096254 | 2022-05-27-15-39-06
EPOCH 032/250 | Test: loss 1.951023, acc 0.725689, avg acc 0.659994 | Train: loss 1.906425, acc 0.737174, avg acc 0.657992 | lr 0.00096012 | 2022-05-27-15-40-06
EPOCH 033/250 | Test: loss 1.929234, acc 0.722042, avg acc 0.667750 | Train: loss 1.915345, acc 0.732797, avg acc 0.655243 | lr 0.00095762 | 2022-05-27-15-41-05
EPOCH 034/250 | Test: loss 1.868781, acc 0.746759, avg acc 0.684843 | Train: loss 1.902171, acc 0.731372, avg acc 0.652050 | lr 0.00095505 | 2022-05-27-15-42-05
EPOCH 035/250 | Test: loss 1.858787, acc 0.753241, avg acc 0.678576 | Train: loss 1.901678, acc 0.738803, avg acc 0.664622 | lr 0.00095241 | 2022-05-27-15-43-05
EPOCH 036/250 | Test: loss 1.911861, acc 0.728120, avg acc 0.671302 | Train: loss 1.898134, acc 0.733713, avg acc 0.656154 | lr 0.00094970 | 2022-05-27-15-44-04
EPOCH 037/250 | Test: loss 1.791252, acc 0.788088, avg acc 0.711337 | Train: loss 1.879075, acc 0.741755, avg acc 0.660908 | lr 0.00094692 | 2022-05-27-15-45-04
EPOCH 038/250 | Test: loss 1.834796, acc 0.765802, avg acc 0.700436 | Train: loss 1.876124, acc 0.748168, avg acc 0.674847 | lr 0.00094407 | 2022-05-27-15-46-04
EPOCH 039/250 | Test: loss 1.893532, acc 0.738655, avg acc 0.665564 | Train: loss 1.866956, acc 0.752545, avg acc 0.679833 | lr 0.00094115 | 2022-05-27-15-47-03
EPOCH 040/250 | Test: loss 1.815464, acc 0.784036, avg acc 0.722703 | Train: loss 1.856878, acc 0.756006, avg acc 0.681130 | lr 0.00093815 | 2022-05-27-15-48-03
EPOCH 041/250 | Test: loss 1.872324, acc 0.741086, avg acc 0.684686 | Train: loss 1.847836, acc 0.762113, avg acc 0.693222 | lr 0.00093509 | 2022-05-27-15-49-02
EPOCH 042/250 | Test: loss 1.913367, acc 0.733793, avg acc 0.670988 | Train: loss 1.841252, acc 0.764862, avg acc 0.694019 | lr 0.00093196 | 2022-05-27-15-50-02
EPOCH 043/250 | Test: loss 1.841412, acc 0.761345, avg acc 0.685174 | Train: loss 1.844582, acc 0.757431, avg acc 0.686477 | lr 0.00092876 | 2022-05-27-15-51-02
EPOCH 044/250 | Test: loss 1.811238, acc 0.781199, avg acc 0.720686 | Train: loss 1.827819, acc 0.764149, avg acc 0.694428 | lr 0.00092550 | 2022-05-27-15-52-01
EPOCH 045/250 | Test: loss 1.773440, acc 0.797407, avg acc 0.725872 | Train: loss 1.824931, acc 0.770867, avg acc 0.703258 | lr 0.00092216 | 2022-05-27-15-53-01
EPOCH 046/250 | Test: loss 1.836920, acc 0.762156, avg acc 0.687983 | Train: loss 1.822698, acc 0.773107, avg acc 0.707599 | lr 0.00091876 | 2022-05-27-15-54-01
EPOCH 047/250 | Test: loss 1.820366, acc 0.770259, avg acc 0.705610 | Train: loss 1.814076, acc 0.774226, avg acc 0.705797 | lr 0.00091530 | 2022-05-27-15-55-01
EPOCH 048/250 | Test: loss 1.747577, acc 0.814019, avg acc 0.743029 | Train: loss 1.820940, acc 0.774125, avg acc 0.705459 | lr 0.00091177 | 2022-05-27-15-56-00
EPOCH 049/250 | Test: loss 1.781993, acc 0.790924, avg acc 0.739483 | Train: loss 1.817755, acc 0.775957, avg acc 0.703695 | lr 0.00090817 | 2022-05-27-15-57-00
EPOCH 050/250 | Test: loss 1.850147, acc 0.762156, avg acc 0.702593 | Train: loss 1.809364, acc 0.777077, avg acc 0.710977 | lr 0.00090451 | 2022-05-27-15-58-00
EPOCH 051/250 | Test: loss 1.818629, acc 0.772285, avg acc 0.716372 | Train: loss 1.814749, acc 0.777484, avg acc 0.710861 | lr 0.00090078 | 2022-05-27-15-58-59
EPOCH 052/250 | Test: loss 1.810777, acc 0.769044, avg acc 0.728703 | Train: loss 1.809360, acc 0.775041, avg acc 0.701256 | lr 0.00089700 | 2022-05-27-15-59-59
EPOCH 053/250 | Test: loss 1.792287, acc 0.775932, avg acc 0.731878 | Train: loss 1.796518, acc 0.784813, avg acc 0.717585 | lr 0.00089314 | 2022-05-27-16-00-58
EPOCH 054/250 | Test: loss 1.748997, acc 0.797407, avg acc 0.730767 | Train: loss 1.793941, acc 0.783388, avg acc 0.714947 | lr 0.00088923 | 2022-05-27-16-01-58
EPOCH 055/250 | Test: loss 1.823420, acc 0.773096, avg acc 0.705535 | Train: loss 1.797659, acc 0.782370, avg acc 0.714000 | lr 0.00088526 | 2022-05-27-16-02-58
EPOCH 056/250 | Test: loss 1.765946, acc 0.796596, avg acc 0.744355 | Train: loss 1.803144, acc 0.781352, avg acc 0.711866 | lr 0.00088122 | 2022-05-27-16-03-57
EPOCH 057/250 | Test: loss 1.762088, acc 0.803485, avg acc 0.728587 | Train: loss 1.784103, acc 0.788477, avg acc 0.718197 | lr 0.00087713 | 2022-05-27-16-04-57
EPOCH 058/250 | Test: loss 1.748554, acc 0.793355, avg acc 0.743494 | Train: loss 1.783153, acc 0.787357, avg acc 0.723447 | lr 0.00087297 | 2022-05-27-16-05-56
EPOCH 059/250 | Test: loss 1.849040, acc 0.767423, avg acc 0.693453 | Train: loss 1.776882, acc 0.787154, avg acc 0.717144 | lr 0.00086876 | 2022-05-27-16-06-55
EPOCH 060/250 | Test: loss 1.768808, acc 0.789303, avg acc 0.744233 | Train: loss 1.775242, acc 0.790411, avg acc 0.725873 | lr 0.00086448 | 2022-05-27-16-07-55
EPOCH 061/250 | Test: loss 1.779703, acc 0.792545, avg acc 0.717209 | Train: loss 1.772114, acc 0.791938, avg acc 0.724487 | lr 0.00086015 | 2022-05-27-16-08-54
EPOCH 062/250 | Test: loss 1.741662, acc 0.816451, avg acc 0.746198 | Train: loss 1.767424, acc 0.795399, avg acc 0.728236 | lr 0.00085577 | 2022-05-27-16-09-56
EPOCH 063/250 | Test: loss 1.899495, acc 0.737034, avg acc 0.685238 | Train: loss 1.759449, acc 0.803950, avg acc 0.743282 | lr 0.00085132 | 2022-05-27-16-10-56
EPOCH 064/250 | Test: loss 2.189368, acc 0.640194, avg acc 0.588517 | Train: loss 1.778843, acc 0.793058, avg acc 0.729805 | lr 0.00084683 | 2022-05-27-16-11-57
EPOCH 065/250 | Test: loss 1.760520, acc 0.801053, avg acc 0.750262 | Train: loss 1.761540, acc 0.800387, avg acc 0.738938 | lr 0.00084227 | 2022-05-27-16-12-57
EPOCH 066/250 | Test: loss 1.753585, acc 0.804295, avg acc 0.738884 | Train: loss 1.768903, acc 0.793974, avg acc 0.730153 | lr 0.00083767 | 2022-05-27-16-13-58
EPOCH 067/250 | Test: loss 1.729180, acc 0.817261, avg acc 0.760215 | Train: loss 1.770857, acc 0.792142, avg acc 0.725151 | lr 0.00083301 | 2022-05-27-16-14-58
EPOCH 068/250 | Test: loss 1.714362, acc 0.821718, avg acc 0.765657 | Train: loss 1.770007, acc 0.797129, avg acc 0.733891 | lr 0.00082829 | 2022-05-27-16-15-57
EPOCH 069/250 | Test: loss 1.923863, acc 0.724473, avg acc 0.669773 | Train: loss 1.766908, acc 0.794890, avg acc 0.732217 | lr 0.00082353 | 2022-05-27-16-16-57
EPOCH 070/250 | Test: loss 1.757857, acc 0.793355, avg acc 0.741703 | Train: loss 1.757531, acc 0.800183, avg acc 0.733909 | lr 0.00081871 | 2022-05-27-16-17-56
EPOCH 071/250 | Test: loss 1.692413, acc 0.831848, avg acc 0.770000 | Train: loss 1.746404, acc 0.807410, avg acc 0.747222 | lr 0.00081385 | 2022-05-27-16-18-56
EPOCH 072/250 | Test: loss 1.755111, acc 0.792950, avg acc 0.740407 | Train: loss 1.747394, acc 0.804357, avg acc 0.742157 | lr 0.00080893 | 2022-05-27-16-19-56
EPOCH 073/250 | Test: loss 1.702191, acc 0.820908, avg acc 0.759512 | Train: loss 1.752095, acc 0.800285, avg acc 0.736200 | lr 0.00080397 | 2022-05-27-16-20-55
EPOCH 074/250 | Test: loss 1.798836, acc 0.778768, avg acc 0.726209 | Train: loss 1.757639, acc 0.801201, avg acc 0.738969 | lr 0.00079895 | 2022-05-27-16-21-55
EPOCH 075/250 | Test: loss 1.718530, acc 0.809968, avg acc 0.769035 | Train: loss 1.753132, acc 0.806189, avg acc 0.746034 | lr 0.00079389 | 2022-05-27-16-22-54
EPOCH 076/250 | Test: loss 1.713277, acc 0.818071, avg acc 0.755605 | Train: loss 1.749758, acc 0.799471, avg acc 0.736317 | lr 0.00078879 | 2022-05-27-16-23-54
EPOCH 077/250 | Test: loss 1.718596, acc 0.813614, avg acc 0.760837 | Train: loss 1.742243, acc 0.802219, avg acc 0.740466 | lr 0.00078363 | 2022-05-27-16-24-53
EPOCH 078/250 | Test: loss 1.819447, acc 0.770259, avg acc 0.695715 | Train: loss 1.750380, acc 0.803339, avg acc 0.743395 | lr 0.00077844 | 2022-05-27-16-25-53
EPOCH 079/250 | Test: loss 1.716166, acc 0.816045, avg acc 0.766895 | Train: loss 1.744094, acc 0.807818, avg acc 0.749018 | lr 0.00077320 | 2022-05-27-16-26-53
EPOCH 080/250 | Test: loss 1.723823, acc 0.820908, avg acc 0.759738 | Train: loss 1.742165, acc 0.804458, avg acc 0.744968 | lr 0.00076791 | 2022-05-27-16-27-52
EPOCH 081/250 | Test: loss 1.787587, acc 0.790519, avg acc 0.734331 | Train: loss 1.732552, acc 0.813314, avg acc 0.751264 | lr 0.00076259 | 2022-05-27-16-28-52
EPOCH 082/250 | Test: loss 1.725470, acc 0.807131, avg acc 0.763093 | Train: loss 1.747330, acc 0.800387, avg acc 0.735696 | lr 0.00075722 | 2022-05-27-16-29-51
EPOCH 083/250 | Test: loss 1.792405, acc 0.782415, avg acc 0.728436 | Train: loss 1.735973, acc 0.804764, avg acc 0.740185 | lr 0.00075181 | 2022-05-27-16-30-51
EPOCH 084/250 | Test: loss 1.712937, acc 0.813209, avg acc 0.760099 | Train: loss 1.725471, acc 0.814841, avg acc 0.752213 | lr 0.00074636 | 2022-05-27-16-31-51
EPOCH 085/250 | Test: loss 1.725536, acc 0.801459, avg acc 0.756395 | Train: loss 1.716009, acc 0.816877, avg acc 0.755224 | lr 0.00074088 | 2022-05-27-16-32-50
EPOCH 086/250 | Test: loss 1.748786, acc 0.805916, avg acc 0.757512 | Train: loss 1.718478, acc 0.816063, avg acc 0.758378 | lr 0.00073535 | 2022-05-27-16-33-50
EPOCH 087/250 | Test: loss 1.781070, acc 0.791734, avg acc 0.746936 | Train: loss 1.731016, acc 0.810159, avg acc 0.752104 | lr 0.00072979 | 2022-05-27-16-34-49
EPOCH 088/250 | Test: loss 1.765438, acc 0.790924, avg acc 0.731529 | Train: loss 1.722989, acc 0.811279, avg acc 0.748159 | lr 0.00072419 | 2022-05-27-16-35-49
EPOCH 089/250 | Test: loss 1.735195, acc 0.805511, avg acc 0.749593 | Train: loss 1.717586, acc 0.814536, avg acc 0.753563 | lr 0.00071856 | 2022-05-27-16-36-48
EPOCH 090/250 | Test: loss 1.680692, acc 0.834684, avg acc 0.790000 | Train: loss 1.712414, acc 0.815554, avg acc 0.754492 | lr 0.00071289 | 2022-05-27-16-37-48
EPOCH 091/250 | Test: loss 1.693026, acc 0.826580, avg acc 0.775128 | Train: loss 1.714761, acc 0.818200, avg acc 0.757334 | lr 0.00070719 | 2022-05-27-16-38-47
EPOCH 092/250 | Test: loss 1.886067, acc 0.752431, avg acc 0.701651 | Train: loss 1.710703, acc 0.818607, avg acc 0.760290 | lr 0.00070145 | 2022-05-27-16-39-46
EPOCH 093/250 | Test: loss 1.703702, acc 0.815640, avg acc 0.762483 | Train: loss 1.707313, acc 0.820440, avg acc 0.761860 | lr 0.00069569 | 2022-05-27-16-40-46
EPOCH 094/250 | Test: loss 1.687912, acc 0.834684, avg acc 0.791483 | Train: loss 1.704714, acc 0.821865, avg acc 0.768039 | lr 0.00068989 | 2022-05-27-16-41-45
EPOCH 095/250 | Test: loss 1.713531, acc 0.815235, avg acc 0.762169 | Train: loss 1.703351, acc 0.826853, avg acc 0.771156 | lr 0.00068406 | 2022-05-27-16-42-45
EPOCH 096/250 | Test: loss 1.768505, acc 0.788493, avg acc 0.751017 | Train: loss 1.697746, acc 0.826242, avg acc 0.768759 | lr 0.00067821 | 2022-05-27-16-43-44
EPOCH 097/250 | Test: loss 1.678686, acc 0.832253, avg acc 0.764047 | Train: loss 1.708410, acc 0.821254, avg acc 0.764096 | lr 0.00067232 | 2022-05-27-16-44-44
EPOCH 098/250 | Test: loss 1.683950, acc 0.827796, avg acc 0.765343 | Train: loss 1.698112, acc 0.824104, avg acc 0.770477 | lr 0.00066641 | 2022-05-27-16-45-43
EPOCH 099/250 | Test: loss 1.682311, acc 0.823339, avg acc 0.778314 | Train: loss 1.698453, acc 0.826751, avg acc 0.771133 | lr 0.00066047 | 2022-05-27-16-46-43
EPOCH 100/250 | Test: loss 1.712251, acc 0.817666, avg acc 0.784831 | Train: loss 1.701674, acc 0.823697, avg acc 0.762447 | lr 0.00065451 | 2022-05-27-16-47-42
EPOCH 101/250 | Test: loss 1.886269, acc 0.750810, avg acc 0.677453 | Train: loss 1.705258, acc 0.820847, avg acc 0.764316 | lr 0.00064852 | 2022-05-27-16-48-42
EPOCH 102/250 | Test: loss 1.708921, acc 0.814830, avg acc 0.748924 | Train: loss 1.701907, acc 0.822781, avg acc 0.766097 | lr 0.00064251 | 2022-05-27-16-49-42
EPOCH 103/250 | Test: loss 1.703433, acc 0.820097, avg acc 0.764186 | Train: loss 1.698697, acc 0.820745, avg acc 0.761865 | lr 0.00063648 | 2022-05-27-16-50-41
EPOCH 104/250 | Test: loss 1.695031, acc 0.826580, avg acc 0.765994 | Train: loss 1.704093, acc 0.818302, avg acc 0.757505 | lr 0.00063042 | 2022-05-27-16-51-41
EPOCH 105/250 | Test: loss 1.694897, acc 0.828201, avg acc 0.773017 | Train: loss 1.697159, acc 0.826344, avg acc 0.770255 | lr 0.00062434 | 2022-05-27-16-52-40
EPOCH 106/250 | Test: loss 1.670517, acc 0.836710, avg acc 0.778256 | Train: loss 1.699316, acc 0.823901, avg acc 0.767991 | lr 0.00061825 | 2022-05-27-16-53-40
EPOCH 107/250 | Test: loss 1.707919, acc 0.818882, avg acc 0.766401 | Train: loss 1.697701, acc 0.823595, avg acc 0.762741 | lr 0.00061214 | 2022-05-27-16-54-40
EPOCH 108/250 | Test: loss 1.748133, acc 0.805511, avg acc 0.733302 | Train: loss 1.700890, acc 0.824410, avg acc 0.769385 | lr 0.00060600 | 2022-05-27-16-55-40
EPOCH 109/250 | Test: loss 1.725922, acc 0.809562, avg acc 0.753535 | Train: loss 1.706037, acc 0.819625, avg acc 0.758905 | lr 0.00059985 | 2022-05-27-16-56-40
EPOCH 110/250 | Test: loss 1.675125, acc 0.835900, avg acc 0.776041 | Train: loss 1.698832, acc 0.826547, avg acc 0.771675 | lr 0.00059369 | 2022-05-27-16-57-39
EPOCH 111/250 | Test: loss 1.658947, acc 0.844814, avg acc 0.793436 | Train: loss 1.684903, acc 0.831230, avg acc 0.777593 | lr 0.00058751 | 2022-05-27-16-58-39
EPOCH 112/250 | Test: loss 1.665991, acc 0.841977, avg acc 0.788849 | Train: loss 1.689710, acc 0.823901, avg acc 0.766827 | lr 0.00058132 | 2022-05-27-16-59-38
EPOCH 113/250 | Test: loss 1.691790, acc 0.829822, avg acc 0.782349 | Train: loss 1.689814, acc 0.826344, avg acc 0.767612 | lr 0.00057511 | 2022-05-27-17-00-38
EPOCH 114/250 | Test: loss 1.659898, acc 0.838331, avg acc 0.788605 | Train: loss 1.686950, acc 0.830314, avg acc 0.771105 | lr 0.00056890 | 2022-05-27-17-01-38
EPOCH 115/250 | Test: loss 1.733347, acc 0.807942, avg acc 0.764436 | Train: loss 1.685761, acc 0.829194, avg acc 0.774360 | lr 0.00056267 | 2022-05-27-17-02-38
EPOCH 116/250 | Test: loss 1.729751, acc 0.805511, avg acc 0.761988 | Train: loss 1.685057, acc 0.829092, avg acc 0.772246 | lr 0.00055643 | 2022-05-27-17-03-37
EPOCH 117/250 | Test: loss 1.756879, acc 0.796596, avg acc 0.746297 | Train: loss 1.689979, acc 0.830008, avg acc 0.773848 | lr 0.00055018 | 2022-05-27-17-04-37
EPOCH 118/250 | Test: loss 1.678923, acc 0.830227, avg acc 0.774058 | Train: loss 1.684425, acc 0.831026, avg acc 0.771343 | lr 0.00054393 | 2022-05-27-17-05-37
EPOCH 119/250 | Test: loss 1.761249, acc 0.800648, avg acc 0.752750 | Train: loss 1.687923, acc 0.831128, avg acc 0.774324 | lr 0.00053766 | 2022-05-27-17-06-36
EPOCH 120/250 | Test: loss 1.735148, acc 0.805916, avg acc 0.760983 | Train: loss 1.686716, acc 0.831026, avg acc 0.776387 | lr 0.00053140 | 2022-05-27-17-07-36
EPOCH 121/250 | Test: loss 1.702721, acc 0.820502, avg acc 0.767547 | Train: loss 1.682319, acc 0.827667, avg acc 0.772866 | lr 0.00052512 | 2022-05-27-17-08-35
EPOCH 122/250 | Test: loss 1.705039, acc 0.819692, avg acc 0.773262 | Train: loss 1.677329, acc 0.828990, avg acc 0.771201 | lr 0.00051885 | 2022-05-27-17-09-35
EPOCH 123/250 | Test: loss 1.726101, acc 0.810778, avg acc 0.768826 | Train: loss 1.676795, acc 0.833876, avg acc 0.777605 | lr 0.00051257 | 2022-05-27-17-10-34
EPOCH 124/250 | Test: loss 1.722863, acc 0.822934, avg acc 0.771326 | Train: loss 1.685270, acc 0.827871, avg acc 0.772422 | lr 0.00050628 | 2022-05-27-17-11-34
EPOCH 125/250 | Test: loss 1.645892, acc 0.845219, avg acc 0.780622 | Train: loss 1.671466, acc 0.836014, avg acc 0.781985 | lr 0.00050000 | 2022-05-27-17-12-34
EPOCH 126/250 | Test: loss 1.672111, acc 0.837115, avg acc 0.773087 | Train: loss 1.668961, acc 0.836014, avg acc 0.780713 | lr 0.00049372 | 2022-05-27-17-13-33
EPOCH 127/250 | Test: loss 1.765333, acc 0.801053, avg acc 0.750093 | Train: loss 1.685637, acc 0.827871, avg acc 0.769113 | lr 0.00048743 | 2022-05-27-17-14-32
EPOCH 128/250 | Test: loss 1.764792, acc 0.789708, avg acc 0.720512 | Train: loss 1.674926, acc 0.838253, avg acc 0.785731 | lr 0.00048115 | 2022-05-27-17-15-33
EPOCH 129/250 | Test: loss 1.707779, acc 0.808347, avg acc 0.744616 | Train: loss 1.673623, acc 0.836625, avg acc 0.783046 | lr 0.00047488 | 2022-05-27-17-16-32
EPOCH 130/250 | Test: loss 1.672857, acc 0.830227, avg acc 0.764297 | Train: loss 1.660107, acc 0.841103, avg acc 0.788860 | lr 0.00046860 | 2022-05-27-17-17-41
EPOCH 131/250 | Test: loss 1.665665, acc 0.834684, avg acc 0.777866 | Train: loss 1.670092, acc 0.837439, avg acc 0.784743 | lr 0.00046234 | 2022-05-27-17-18-41
EPOCH 132/250 | Test: loss 1.747810, acc 0.803890, avg acc 0.752802 | Train: loss 1.666637, acc 0.842223, avg acc 0.786660 | lr 0.00045607 | 2022-05-27-17-19-40
EPOCH 133/250 | Test: loss 1.653566, acc 0.843598, avg acc 0.794459 | Train: loss 1.662832, acc 0.843037, avg acc 0.787179 | lr 0.00044982 | 2022-05-27-17-20-40
EPOCH 134/250 | Test: loss 1.665191, acc 0.841977, avg acc 0.781047 | Train: loss 1.665085, acc 0.837541, avg acc 0.784359 | lr 0.00044357 | 2022-05-27-17-21-40
EPOCH 135/250 | Test: loss 1.724868, acc 0.803890, avg acc 0.752570 | Train: loss 1.669890, acc 0.834182, avg acc 0.781312 | lr 0.00043733 | 2022-05-27-17-22-39
EPOCH 136/250 | Test: loss 1.728236, acc 0.810373, avg acc 0.750884 | Train: loss 1.666261, acc 0.838966, avg acc 0.780339 | lr 0.00043110 | 2022-05-27-17-23-39
EPOCH 137/250 | Test: loss 1.689667, acc 0.828606, avg acc 0.765645 | Train: loss 1.661238, acc 0.838762, avg acc 0.783334 | lr 0.00042489 | 2022-05-27-17-24-38
EPOCH 138/250 | Test: loss 1.661303, acc 0.837520, avg acc 0.789669 | Train: loss 1.657491, acc 0.842630, avg acc 0.787054 | lr 0.00041868 | 2022-05-27-17-25-38
EPOCH 139/250 | Test: loss 1.685249, acc 0.832658, avg acc 0.778605 | Train: loss 1.667239, acc 0.837439, avg acc 0.778972 | lr 0.00041249 | 2022-05-27-17-26-38
EPOCH 140/250 | Test: loss 1.685671, acc 0.825770, avg acc 0.789610 | Train: loss 1.667094, acc 0.833673, avg acc 0.779605 | lr 0.00040631 | 2022-05-27-17-27-38
EPOCH 141/250 | Test: loss 1.681491, acc 0.818071, avg acc 0.762012 | Train: loss 1.657669, acc 0.839373, avg acc 0.785942 | lr 0.00040015 | 2022-05-27-17-28-38
EPOCH 142/250 | Test: loss 1.702884, acc 0.817261, avg acc 0.761355 | Train: loss 1.658460, acc 0.842020, avg acc 0.788215 | lr 0.00039400 | 2022-05-27-17-29-37
EPOCH 143/250 | Test: loss 1.697567, acc 0.816045, avg acc 0.778965 | Train: loss 1.659912, acc 0.841511, avg acc 0.786822 | lr 0.00038786 | 2022-05-27-17-30-37
EPOCH 144/250 | Test: loss 1.715501, acc 0.814019, avg acc 0.752552 | Train: loss 1.659754, acc 0.842325, avg acc 0.789693 | lr 0.00038175 | 2022-05-27-17-31-37
EPOCH 145/250 | Test: loss 1.731486, acc 0.810373, avg acc 0.765866 | Train: loss 1.659304, acc 0.838457, avg acc 0.786099 | lr 0.00037566 | 2022-05-27-17-32-36
EPOCH 146/250 | Test: loss 1.662488, acc 0.841572, avg acc 0.789500 | Train: loss 1.650200, acc 0.845684, avg acc 0.794472 | lr 0.00036958 | 2022-05-27-17-33-36
EPOCH 147/250 | Test: loss 1.645633, acc 0.839951, avg acc 0.784831 | Train: loss 1.657543, acc 0.842630, avg acc 0.785873 | lr 0.00036352 | 2022-05-27-17-34-35
EPOCH 148/250 | Test: loss 1.684976, acc 0.824959, avg acc 0.761203 | Train: loss 1.657547, acc 0.842325, avg acc 0.792108 | lr 0.00035749 | 2022-05-27-17-35-35
EPOCH 149/250 | Test: loss 1.658783, acc 0.836710, avg acc 0.790791 | Train: loss 1.655059, acc 0.840493, avg acc 0.788030 | lr 0.00035148 | 2022-05-27-17-36-35
EPOCH 150/250 | Test: loss 1.684570, acc 0.824554, avg acc 0.766343 | Train: loss 1.648692, acc 0.847414, avg acc 0.794130 | lr 0.00034549 | 2022-05-27-17-37-34
EPOCH 151/250 | Test: loss 1.662713, acc 0.829417, avg acc 0.776953 | Train: loss 1.652550, acc 0.845888, avg acc 0.791232 | lr 0.00033953 | 2022-05-27-17-38-34
EPOCH 152/250 | Test: loss 1.701220, acc 0.828606, avg acc 0.777064 | Train: loss 1.646483, acc 0.848941, avg acc 0.797916 | lr 0.00033359 | 2022-05-27-17-39-34
EPOCH 153/250 | Test: loss 1.659145, acc 0.844814, avg acc 0.791791 | Train: loss 1.656517, acc 0.842427, avg acc 0.786915 | lr 0.00032768 | 2022-05-27-17-40-34
EPOCH 154/250 | Test: loss 1.638770, acc 0.844408, avg acc 0.793517 | Train: loss 1.644747, acc 0.849145, avg acc 0.794494 | lr 0.00032179 | 2022-05-27-17-41-33
EPOCH 155/250 | Test: loss 1.643701, acc 0.851297, avg acc 0.804837 | Train: loss 1.639241, acc 0.847923, avg acc 0.794681 | lr 0.00031594 | 2022-05-27-17-42-33
EPOCH 156/250 | Test: loss 1.658545, acc 0.840762, avg acc 0.790587 | Train: loss 1.645040, acc 0.847414, avg acc 0.795398 | lr 0.00031011 | 2022-05-27-17-43-32
EPOCH 157/250 | Test: loss 1.674794, acc 0.831848, avg acc 0.783634 | Train: loss 1.633627, acc 0.851486, avg acc 0.798007 | lr 0.00030431 | 2022-05-27-17-44-32
EPOCH 158/250 | Test: loss 1.672484, acc 0.839951, avg acc 0.792302 | Train: loss 1.656895, acc 0.844666, avg acc 0.789573 | lr 0.00029855 | 2022-05-27-17-45-31
EPOCH 159/250 | Test: loss 1.685139, acc 0.829011, avg acc 0.780355 | Train: loss 1.636512, acc 0.850570, avg acc 0.800000 | lr 0.00029281 | 2022-05-27-17-46-31
EPOCH 160/250 | Test: loss 1.656091, acc 0.843193, avg acc 0.806645 | Train: loss 1.622816, acc 0.859121, avg acc 0.811688 | lr 0.00028711 | 2022-05-27-17-47-30
EPOCH 161/250 | Test: loss 1.671828, acc 0.832253, avg acc 0.784773 | Train: loss 1.628570, acc 0.852504, avg acc 0.804326 | lr 0.00028144 | 2022-05-27-17-48-30
EPOCH 162/250 | Test: loss 1.679477, acc 0.835089, avg acc 0.800483 | Train: loss 1.634370, acc 0.852911, avg acc 0.798700 | lr 0.00027581 | 2022-05-27-17-49-30
EPOCH 163/250 | Test: loss 1.705233, acc 0.815640, avg acc 0.776860 | Train: loss 1.632653, acc 0.854947, avg acc 0.807440 | lr 0.00027021 | 2022-05-27-17-50-30
EPOCH 164/250 | Test: loss 1.690726, acc 0.821718, avg acc 0.778180 | Train: loss 1.644844, acc 0.843750, avg acc 0.791217 | lr 0.00026465 | 2022-05-27-17-51-29
EPOCH 165/250 | Test: loss 1.663472, acc 0.832253, avg acc 0.781826 | Train: loss 1.635335, acc 0.852809, avg acc 0.800815 | lr 0.00025912 | 2022-05-27-17-52-29
EPOCH 166/250 | Test: loss 1.640571, acc 0.848460, avg acc 0.804994 | Train: loss 1.634164, acc 0.850774, avg acc 0.798364 | lr 0.00025364 | 2022-05-27-17-53-29
EPOCH 167/250 | Test: loss 1.640008, acc 0.849676, avg acc 0.812128 | Train: loss 1.632166, acc 0.854540, avg acc 0.805576 | lr 0.00024819 | 2022-05-27-17-54-28
EPOCH 168/250 | Test: loss 1.679853, acc 0.830632, avg acc 0.792076 | Train: loss 1.635582, acc 0.853522, avg acc 0.802738 | lr 0.00024278 | 2022-05-27-17-55-28
EPOCH 169/250 | Test: loss 1.660693, acc 0.844408, avg acc 0.800640 | Train: loss 1.631593, acc 0.854642, avg acc 0.807447 | lr 0.00023741 | 2022-05-27-17-56-27
EPOCH 170/250 | Test: loss 1.659753, acc 0.837115, avg acc 0.777971 | Train: loss 1.633357, acc 0.852606, avg acc 0.800470 | lr 0.00023209 | 2022-05-27-17-57-27
EPOCH 171/250 | Test: loss 1.678352, acc 0.830227, avg acc 0.777942 | Train: loss 1.641473, acc 0.847211, avg acc 0.796219 | lr 0.00022680 | 2022-05-27-17-58-27
EPOCH 172/250 | Test: loss 1.748090, acc 0.798217, avg acc 0.740541 | Train: loss 1.634135, acc 0.853013, avg acc 0.805126 | lr 0.00022156 | 2022-05-27-17-59-27
EPOCH 173/250 | Test: loss 1.673643, acc 0.831442, avg acc 0.791860 | Train: loss 1.629287, acc 0.853827, avg acc 0.806448 | lr 0.00021637 | 2022-05-27-18-00-27
EPOCH 174/250 | Test: loss 1.670728, acc 0.834279, avg acc 0.783663 | Train: loss 1.621509, acc 0.859833, avg acc 0.812175 | lr 0.00021121 | 2022-05-27-18-01-26
EPOCH 175/250 | Test: loss 1.667865, acc 0.834279, avg acc 0.786680 | Train: loss 1.630236, acc 0.853013, avg acc 0.801910 | lr 0.00020611 | 2022-05-27-18-02-26
EPOCH 176/250 | Test: loss 1.635620, acc 0.847650, avg acc 0.806052 | Train: loss 1.624329, acc 0.855558, avg acc 0.807274 | lr 0.00020105 | 2022-05-27-18-03-26
EPOCH 177/250 | Test: loss 1.679637, acc 0.829417, avg acc 0.781779 | Train: loss 1.626114, acc 0.854235, avg acc 0.803840 | lr 0.00019603 | 2022-05-27-18-04-25
EPOCH 178/250 | Test: loss 1.686622, acc 0.815640, avg acc 0.774523 | Train: loss 1.628391, acc 0.851690, avg acc 0.798119 | lr 0.00019107 | 2022-05-27-18-05-25
EPOCH 179/250 | Test: loss 1.689058, acc 0.836305, avg acc 0.777977 | Train: loss 1.628734, acc 0.856474, avg acc 0.806380 | lr 0.00018615 | 2022-05-27-18-06-25
EPOCH 180/250 | Test: loss 1.640621, acc 0.848865, avg acc 0.806663 | Train: loss 1.622923, acc 0.852708, avg acc 0.802781 | lr 0.00018129 | 2022-05-27-18-07-24
EPOCH 181/250 | Test: loss 1.697790, acc 0.825770, avg acc 0.774814 | Train: loss 1.616653, acc 0.860240, avg acc 0.812672 | lr 0.00017647 | 2022-05-27-18-08-24
EPOCH 182/250 | Test: loss 1.662792, acc 0.840357, avg acc 0.786337 | Train: loss 1.619238, acc 0.862072, avg acc 0.814993 | lr 0.00017171 | 2022-05-27-18-09-23
EPOCH 183/250 | Test: loss 1.623990, acc 0.859806, avg acc 0.810041 | Train: loss 1.618475, acc 0.860037, avg acc 0.810361 | lr 0.00016699 | 2022-05-27-18-10-23
EPOCH 184/250 | Test: loss 1.642752, acc 0.839951, avg acc 0.791558 | Train: loss 1.619207, acc 0.859629, avg acc 0.811259 | lr 0.00016233 | 2022-05-27-18-11-23
EPOCH 185/250 | Test: loss 1.625334, acc 0.853728, avg acc 0.806831 | Train: loss 1.617127, acc 0.856983, avg acc 0.808488 | lr 0.00015773 | 2022-05-27-18-12-22
EPOCH 186/250 | Test: loss 1.654411, acc 0.846029, avg acc 0.799727 | Train: loss 1.617987, acc 0.856678, avg acc 0.809464 | lr 0.00015317 | 2022-05-27-18-13-22
EPOCH 187/250 | Test: loss 1.651896, acc 0.844408, avg acc 0.792587 | Train: loss 1.615662, acc 0.858408, avg acc 0.811911 | lr 0.00014868 | 2022-05-27-18-14-22
EPOCH 188/250 | Test: loss 1.634186, acc 0.845624, avg acc 0.786884 | Train: loss 1.608517, acc 0.863803, avg acc 0.814659 | lr 0.00014423 | 2022-05-27-18-15-21
EPOCH 189/250 | Test: loss 1.641537, acc 0.841977, avg acc 0.793041 | Train: loss 1.612182, acc 0.858713, avg acc 0.809225 | lr 0.00013985 | 2022-05-27-18-16-21
EPOCH 190/250 | Test: loss 1.635194, acc 0.850486, avg acc 0.808134 | Train: loss 1.615100, acc 0.860444, avg acc 0.816198 | lr 0.00013552 | 2022-05-27-18-17-21
EPOCH 191/250 | Test: loss 1.675784, acc 0.826175, avg acc 0.776959 | Train: loss 1.616359, acc 0.858815, avg acc 0.810520 | lr 0.00013124 | 2022-05-27-18-18-21
EPOCH 192/250 | Test: loss 1.624018, acc 0.856969, avg acc 0.810029 | Train: loss 1.614260, acc 0.861156, avg acc 0.814888 | lr 0.00012703 | 2022-05-27-18-19-20
EPOCH 193/250 | Test: loss 1.647712, acc 0.850891, avg acc 0.812500 | Train: loss 1.608401, acc 0.861767, avg acc 0.812504 | lr 0.00012287 | 2022-05-27-18-20-20
EPOCH 194/250 | Test: loss 1.644139, acc 0.844003, avg acc 0.796843 | Train: loss 1.609021, acc 0.863090, avg acc 0.817275 | lr 0.00011878 | 2022-05-27-18-21-19
EPOCH 195/250 | Test: loss 1.692047, acc 0.824149, avg acc 0.786110 | Train: loss 1.611041, acc 0.860647, avg acc 0.816704 | lr 0.00011474 | 2022-05-27-18-22-19
EPOCH 196/250 | Test: loss 1.652088, acc 0.830227, avg acc 0.786140 | Train: loss 1.602467, acc 0.864719, avg acc 0.818658 | lr 0.00011077 | 2022-05-27-18-23-21
EPOCH 197/250 | Test: loss 1.637139, acc 0.852512, avg acc 0.795500 | Train: loss 1.608524, acc 0.864821, avg acc 0.819927 | lr 0.00010686 | 2022-05-27-18-24-22
EPOCH 198/250 | Test: loss 1.641330, acc 0.842788, avg acc 0.790721 | Train: loss 1.608091, acc 0.860037, avg acc 0.810036 | lr 0.00010300 | 2022-05-27-18-25-22
EPOCH 199/250 | Test: loss 1.628989, acc 0.849676, avg acc 0.804087 | Train: loss 1.600277, acc 0.867671, avg acc 0.820726 | lr 0.00009922 | 2022-05-27-18-26-22
EPOCH 200/250 | Test: loss 1.643479, acc 0.850486, avg acc 0.809890 | Train: loss 1.599543, acc 0.864108, avg acc 0.821276 | lr 0.00009549 | 2022-05-27-18-27-21
EPOCH 201/250 | Test: loss 1.640704, acc 0.841167, avg acc 0.798221 | Train: loss 1.600462, acc 0.866653, avg acc 0.821816 | lr 0.00009183 | 2022-05-27-18-28-21
EPOCH 202/250 | Test: loss 1.642426, acc 0.847650, avg acc 0.801669 | Train: loss 1.606532, acc 0.859935, avg acc 0.812730 | lr 0.00008823 | 2022-05-27-18-29-21
EPOCH 203/250 | Test: loss 1.713761, acc 0.820502, avg acc 0.768163 | Train: loss 1.603927, acc 0.863599, avg acc 0.819065 | lr 0.00008470 | 2022-05-27-18-30-20
EPOCH 204/250 | Test: loss 1.618007, acc 0.856159, avg acc 0.800738 | Train: loss 1.609195, acc 0.860037, avg acc 0.816410 | lr 0.00008124 | 2022-05-27-18-31-19
EPOCH 205/250 | Test: loss 1.642216, acc 0.846840, avg acc 0.790628 | Train: loss 1.603748, acc 0.867264, avg acc 0.820393 | lr 0.00007784 | 2022-05-27-18-32-19
EPOCH 206/250 | Test: loss 1.741768, acc 0.808347, avg acc 0.769564 | Train: loss 1.609912, acc 0.863498, avg acc 0.815670 | lr 0.00007450 | 2022-05-27-18-33-19
EPOCH 207/250 | Test: loss 1.669280, acc 0.831848, avg acc 0.790180 | Train: loss 1.597985, acc 0.866144, avg acc 0.820083 | lr 0.00007124 | 2022-05-27-18-34-18
EPOCH 208/250 | Test: loss 1.651222, acc 0.837115, avg acc 0.792430 | Train: loss 1.605223, acc 0.864821, avg acc 0.817455 | lr 0.00006804 | 2022-05-27-18-35-18
EPOCH 209/250 | Test: loss 1.659585, acc 0.836710, avg acc 0.801238 | Train: loss 1.606761, acc 0.866144, avg acc 0.817408 | lr 0.00006491 | 2022-05-27-18-36-17
EPOCH 210/250 | Test: loss 1.624226, acc 0.856159, avg acc 0.825140 | Train: loss 1.602034, acc 0.866246, avg acc 0.821029 | lr 0.00006185 | 2022-05-27-18-37-17
EPOCH 211/250 | Test: loss 1.647528, acc 0.840357, avg acc 0.791547 | Train: loss 1.600746, acc 0.865228, avg acc 0.819488 | lr 0.00005885 | 2022-05-27-18-38-16
EPOCH 212/250 | Test: loss 1.699264, acc 0.825770, avg acc 0.765988 | Train: loss 1.603651, acc 0.863498, avg acc 0.817443 | lr 0.00005593 | 2022-05-27-18-39-15
EPOCH 213/250 | Test: loss 1.714464, acc 0.817666, avg acc 0.762122 | Train: loss 1.609890, acc 0.860953, avg acc 0.815029 | lr 0.00005308 | 2022-05-27-18-40-15
EPOCH 214/250 | Test: loss 1.618262, acc 0.861021, avg acc 0.820959 | Train: loss 1.613098, acc 0.862174, avg acc 0.813222 | lr 0.00005030 | 2022-05-27-18-41-14
EPOCH 215/250 | Test: loss 1.632068, acc 0.853323, avg acc 0.802169 | Train: loss 1.601007, acc 0.867060, avg acc 0.823377 | lr 0.00004759 | 2022-05-27-18-42-14
EPOCH 216/250 | Test: loss 1.671744, acc 0.831037, avg acc 0.795657 | Train: loss 1.611964, acc 0.862378, avg acc 0.819193 | lr 0.00004495 | 2022-05-27-18-43-14
EPOCH 217/250 | Test: loss 1.656052, acc 0.839951, avg acc 0.789779 | Train: loss 1.601249, acc 0.869300, avg acc 0.824029 | lr 0.00004238 | 2022-05-27-18-44-13
EPOCH 218/250 | Test: loss 1.632945, acc 0.851702, avg acc 0.808680 | Train: loss 1.599903, acc 0.869198, avg acc 0.822925 | lr 0.00003988 | 2022-05-27-18-45-12
EPOCH 219/250 | Test: loss 1.657602, acc 0.837925, avg acc 0.795610 | Train: loss 1.610190, acc 0.865635, avg acc 0.820035 | lr 0.00003746 | 2022-05-27-18-46-12
EPOCH 220/250 | Test: loss 1.637012, acc 0.851702, avg acc 0.811058 | Train: loss 1.604041, acc 0.868180, avg acc 0.826500 | lr 0.00003511 | 2022-05-27-18-47-12
EPOCH 221/250 | Test: loss 1.606897, acc 0.860616, avg acc 0.811122 | Train: loss 1.602874, acc 0.866042, avg acc 0.818019 | lr 0.00003284 | 2022-05-27-18-48-11
EPOCH 222/250 | Test: loss 1.628364, acc 0.852107, avg acc 0.814459 | Train: loss 1.598929, acc 0.868078, avg acc 0.825097 | lr 0.00003063 | 2022-05-27-18-49-11
EPOCH 223/250 | Test: loss 1.707723, acc 0.824149, avg acc 0.784837 | Train: loss 1.594105, acc 0.871234, avg acc 0.827063 | lr 0.00002850 | 2022-05-27-18-50-10
EPOCH 224/250 | Test: loss 1.609056, acc 0.858590, avg acc 0.822541 | Train: loss 1.602847, acc 0.862683, avg acc 0.817545 | lr 0.00002645 | 2022-05-27-18-51-10
EPOCH 225/250 | Test: loss 1.645329, acc 0.846029, avg acc 0.790547 | Train: loss 1.596587, acc 0.870012, avg acc 0.824475 | lr 0.00002447 | 2022-05-27-18-52-10
EPOCH 226/250 | Test: loss 1.624427, acc 0.853323, avg acc 0.805483 | Train: loss 1.599853, acc 0.867773, avg acc 0.822724 | lr 0.00002257 | 2022-05-27-18-53-09
EPOCH 227/250 | Test: loss 1.627942, acc 0.846434, avg acc 0.787930 | Train: loss 1.595117, acc 0.867976, avg acc 0.823035 | lr 0.00002074 | 2022-05-27-18-54-09
EPOCH 228/250 | Test: loss 1.627238, acc 0.852107, avg acc 0.812971 | Train: loss 1.588232, acc 0.876425, avg acc 0.838026 | lr 0.00001899 | 2022-05-27-18-55-08
EPOCH 229/250 | Test: loss 1.607975, acc 0.854943, avg acc 0.805663 | Train: loss 1.581445, acc 0.876221, avg acc 0.833580 | lr 0.00001731 | 2022-05-27-18-56-08
EPOCH 230/250 | Test: loss 1.614605, acc 0.854943, avg acc 0.813802 | Train: loss 1.594500, acc 0.868180, avg acc 0.823214 | lr 0.00001571 | 2022-05-27-18-57-07
EPOCH 231/250 | Test: loss 1.663658, acc 0.835494, avg acc 0.790215 | Train: loss 1.587858, acc 0.870216, avg acc 0.826380 | lr 0.00001418 | 2022-05-27-18-58-07
EPOCH 232/250 | Test: loss 1.652665, acc 0.838331, avg acc 0.804814 | Train: loss 1.590568, acc 0.871539, avg acc 0.824419 | lr 0.00001274 | 2022-05-27-18-59-06
EPOCH 233/250 | Test: loss 1.680734, acc 0.824149, avg acc 0.781407 | Train: loss 1.592054, acc 0.868384, avg acc 0.824079 | lr 0.00001137 | 2022-05-27-19-00-06
EPOCH 234/250 | Test: loss 1.633508, acc 0.846434, avg acc 0.807058 | Train: loss 1.584752, acc 0.870623, avg acc 0.825795 | lr 0.00001007 | 2022-05-27-19-01-05
EPOCH 235/250 | Test: loss 1.628129, acc 0.852107, avg acc 0.813430 | Train: loss 1.586851, acc 0.872659, avg acc 0.829635 | lr 0.00000886 | 2022-05-27-19-02-04
EPOCH 236/250 | Test: loss 1.651339, acc 0.840357, avg acc 0.794558 | Train: loss 1.583203, acc 0.876425, avg acc 0.832483 | lr 0.00000772 | 2022-05-27-19-03-04
EPOCH 237/250 | Test: loss 1.610054, acc 0.858185, avg acc 0.813919 | Train: loss 1.585742, acc 0.874593, avg acc 0.830062 | lr 0.00000666 | 2022-05-27-19-04-04
EPOCH 238/250 | Test: loss 1.604140, acc 0.858590, avg acc 0.827128 | Train: loss 1.578888, acc 0.878868, avg acc 0.835261 | lr 0.00000567 | 2022-05-27-19-05-03
EPOCH 239/250 | Test: loss 1.690208, acc 0.825365, avg acc 0.784064 | Train: loss 1.585857, acc 0.875713, avg acc 0.831905 | lr 0.00000477 | 2022-05-27-19-06-03
EPOCH 240/250 | Test: loss 1.675291, acc 0.830632, avg acc 0.801360 | Train: loss 1.576740, acc 0.876323, avg acc 0.832651 | lr 0.00000394 | 2022-05-27-19-07-02
EPOCH 241/250 | Test: loss 1.651804, acc 0.840357, avg acc 0.800390 | Train: loss 1.586319, acc 0.871641, avg acc 0.828815 | lr 0.00000319 | 2022-05-27-19-08-02
EPOCH 242/250 | Test: loss 1.619113, acc 0.854943, avg acc 0.815378 | Train: loss 1.580929, acc 0.876221, avg acc 0.832451 | lr 0.00000252 | 2022-05-27-19-09-02
EPOCH 243/250 | Test: loss 1.648116, acc 0.845624, avg acc 0.800273 | Train: loss 1.579338, acc 0.875305, avg acc 0.831098 | lr 0.00000193 | 2022-05-27-19-10-02
EPOCH 244/250 | Test: loss 1.696867, acc 0.826985, avg acc 0.785535 | Train: loss 1.573399, acc 0.878257, avg acc 0.835776 | lr 0.00000142 | 2022-05-27-19-11-01
EPOCH 245/250 | Test: loss 1.644714, acc 0.841572, avg acc 0.802477 | Train: loss 1.584179, acc 0.877036, avg acc 0.832865 | lr 0.00000099 | 2022-05-27-19-12-01
EPOCH 246/250 | Test: loss 1.603632, acc 0.864263, avg acc 0.825640 | Train: loss 1.584347, acc 0.871132, avg acc 0.828878 | lr 0.00000063 | 2022-05-27-19-13-00
EPOCH 247/250 | Test: loss 1.624840, acc 0.848460, avg acc 0.807785 | Train: loss 1.576208, acc 0.877036, avg acc 0.835673 | lr 0.00000036 | 2022-05-27-19-14-00
EPOCH 248/250 | Test: loss 1.625793, acc 0.852107, avg acc 0.804163 | Train: loss 1.575877, acc 0.877443, avg acc 0.833113 | lr 0.00000016 | 2022-05-27-19-15-00
EPOCH 249/250 | Test: loss 1.635081, acc 0.839951, avg acc 0.808465 | Train: loss 1.568013, acc 0.880395, avg acc 0.841118 | lr 0.00000004 | 2022-05-27-19-15-59