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MINI-FACT.txt
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MINI-FACT.txt
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manual seed: 1
{'alpha': 0.5,
'balance': 0.01,
'base_mode': 'ft_cos',
'batch_size_base': 128,
'batch_size_new': 0,
'dataroot': '/data/zhoudw/FSCIL',
'dataset': 'mini_imagenet',
'debug': False,
'decay': 0.0005,
'epochs_base': 1000,
'epochs_new': 100,
'eta': 0.1,
'gamma': 0.1,
'gpu': '1,2,3,0',
'loss_iter': 150,
'lr_base': 0.1,
'lr_new': 0.1,
'milestones': [60, 70],
'model_dir': None,
'momentum': 0.9,
'new_mode': 'avg_cos',
'not_data_init': False,
'num_workers': 8,
'project': 'fact',
'schedule': 'Cosine',
'seed': 1,
'set_no_val': False,
'start_session': 0,
'step': 20,
'temperature': 16.0,
'test_batch_size': 100}
use gpu: [1, 2, 3, 0]
torch.Size([40, 512])
self.dummy_orthogonal_classifier.weight initialized over.
random init params
new classes for this session:
[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47
48 49 50 51 52 53 54 55 56 57 58 59]
epo 0, test, loss=3.7495 acc=0.0978
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 0, best test acc=9.783
This epoch takes 73 seconds
still need around 1222.45 mins to finish this session
epo 1, test, loss=3.4098 acc=0.1470
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 1, best test acc=14.700
This epoch takes 53 seconds
still need around 897.06 mins to finish this session
epo 2, test, loss=3.3141 acc=0.1708
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 2, best test acc=17.083
This epoch takes 54 seconds
still need around 902.27 mins to finish this session
epo 3, test, loss=3.0366 acc=0.2333
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 3, best test acc=23.333
This epoch takes 53 seconds
still need around 889.31 mins to finish this session
epo 4, test, loss=2.9440 acc=0.2460
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 4, best test acc=24.600
This epoch takes 53 seconds
still need around 884.66 mins to finish this session
epo 5, test, loss=2.7482 acc=0.2880
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 5, best test acc=28.800
This epoch takes 52 seconds
still need around 878.27 mins to finish this session
epo 6, test, loss=2.7030 acc=0.2905
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 6, best test acc=29.050
This epoch takes 51 seconds
still need around 856.51 mins to finish this session
epo 7, test, loss=2.8281 acc=0.2860
best epoch 6, best test acc=29.050
This epoch takes 52 seconds
still need around 874.98 mins to finish this session
epo 8, test, loss=2.6184 acc=0.3247
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 8, best test acc=32.467
This epoch takes 50 seconds
still need around 836.50 mins to finish this session
epo 9, test, loss=2.8453 acc=0.2780
best epoch 8, best test acc=32.467
This epoch takes 50 seconds
still need around 828.38 mins to finish this session
epo 10, test, loss=2.5681 acc=0.3208
best epoch 8, best test acc=32.467
This epoch takes 52 seconds
still need around 868.20 mins to finish this session
epo 11, test, loss=2.4882 acc=0.3408
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 11, best test acc=34.083
This epoch takes 52 seconds
still need around 870.82 mins to finish this session
epo 12, test, loss=2.3916 acc=0.3688
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 12, best test acc=36.883
This epoch takes 51 seconds
still need around 854.90 mins to finish this session
epo 13, test, loss=2.5339 acc=0.3332
best epoch 12, best test acc=36.883
This epoch takes 51 seconds
still need around 842.61 mins to finish this session
epo 14, test, loss=2.3845 acc=0.3672
best epoch 12, best test acc=36.883
This epoch takes 51 seconds
still need around 842.11 mins to finish this session
epo 15, test, loss=2.4729 acc=0.3653
best epoch 12, best test acc=36.883
This epoch takes 50 seconds
still need around 832.25 mins to finish this session
epo 16, test, loss=2.3719 acc=0.3762
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 16, best test acc=37.617
This epoch takes 49 seconds
still need around 817.64 mins to finish this session
epo 17, test, loss=2.3556 acc=0.3815
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 17, best test acc=38.150
This epoch takes 50 seconds
still need around 824.29 mins to finish this session
epo 18, test, loss=2.3096 acc=0.3962
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 18, best test acc=39.617
This epoch takes 50 seconds
still need around 821.42 mins to finish this session
epo 19, test, loss=2.2315 acc=0.4035
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 19, best test acc=40.350
This epoch takes 51 seconds
still need around 846.02 mins to finish this session
epo 20, test, loss=2.2618 acc=0.4058
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 20, best test acc=40.583
This epoch takes 50 seconds
still need around 832.77 mins to finish this session
epo 21, test, loss=2.6162 acc=0.3382
best epoch 20, best test acc=40.583
This epoch takes 52 seconds
still need around 862.77 mins to finish this session
epo 22, test, loss=2.2498 acc=0.4062
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 22, best test acc=40.617
This epoch takes 52 seconds
still need around 857.36 mins to finish this session
epo 23, test, loss=2.1996 acc=0.4180
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 23, best test acc=41.800
This epoch takes 52 seconds
still need around 848.22 mins to finish this session
epo 24, test, loss=2.2408 acc=0.4158
best epoch 23, best test acc=41.800
This epoch takes 52 seconds
still need around 852.25 mins to finish this session
epo 25, test, loss=2.1116 acc=0.4423
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 25, best test acc=44.233
This epoch takes 49 seconds
still need around 810.00 mins to finish this session
epo 26, test, loss=2.3935 acc=0.3785
best epoch 25, best test acc=44.233
This epoch takes 54 seconds
still need around 878.58 mins to finish this session
epo 27, test, loss=2.1639 acc=0.4200
best epoch 25, best test acc=44.233
This epoch takes 52 seconds
still need around 850.09 mins to finish this session
epo 28, test, loss=2.4918 acc=0.3785
best epoch 25, best test acc=44.233
This epoch takes 54 seconds
still need around 882.76 mins to finish this session
epo 29, test, loss=2.2732 acc=0.4023
best epoch 25, best test acc=44.233
This epoch takes 52 seconds
still need around 856.20 mins to finish this session
epo 30, test, loss=2.2297 acc=0.4062
best epoch 25, best test acc=44.233
This epoch takes 53 seconds
still need around 864.82 mins to finish this session
epo 31, test, loss=2.1120 acc=0.4410
best epoch 25, best test acc=44.233
This epoch takes 52 seconds
still need around 854.27 mins to finish this session
epo 32, test, loss=1.9636 acc=0.4807
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 32, best test acc=48.067
This epoch takes 51 seconds
still need around 828.46 mins to finish this session
epo 33, test, loss=2.1361 acc=0.4333
best epoch 32, best test acc=48.067
This epoch takes 53 seconds
still need around 857.17 mins to finish this session
epo 34, test, loss=2.0588 acc=0.4517
best epoch 32, best test acc=48.067
This epoch takes 51 seconds
still need around 827.51 mins to finish this session
epo 35, test, loss=2.0603 acc=0.4493
best epoch 32, best test acc=48.067
This epoch takes 52 seconds
still need around 847.25 mins to finish this session
epo 36, test, loss=2.7044 acc=0.3240
best epoch 32, best test acc=48.067
This epoch takes 51 seconds
still need around 832.18 mins to finish this session
epo 37, test, loss=1.9718 acc=0.4710
best epoch 32, best test acc=48.067
This epoch takes 50 seconds
still need around 806.75 mins to finish this session
epo 38, test, loss=1.9402 acc=0.4822
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 38, best test acc=48.217
This epoch takes 51 seconds
still need around 830.20 mins to finish this session
epo 39, test, loss=1.9800 acc=0.4708
best epoch 38, best test acc=48.217
This epoch takes 51 seconds
still need around 817.17 mins to finish this session
epo 40, test, loss=2.0697 acc=0.4548
best epoch 38, best test acc=48.217
This epoch takes 53 seconds
still need around 848.87 mins to finish this session
epo 41, test, loss=2.0676 acc=0.4530
best epoch 38, best test acc=48.217
This epoch takes 52 seconds
still need around 840.95 mins to finish this session
epo 42, test, loss=2.4873 acc=0.3875
best epoch 38, best test acc=48.217
This epoch takes 51 seconds
still need around 819.14 mins to finish this session
epo 43, test, loss=2.0726 acc=0.4478
best epoch 38, best test acc=48.217
This epoch takes 52 seconds
still need around 841.74 mins to finish this session
epo 44, test, loss=2.0613 acc=0.4557
best epoch 38, best test acc=48.217
This epoch takes 53 seconds
still need around 853.26 mins to finish this session
epo 45, test, loss=2.1628 acc=0.4257
best epoch 38, best test acc=48.217
This epoch takes 51 seconds
still need around 818.90 mins to finish this session
epo 46, test, loss=1.9280 acc=0.4812
best epoch 38, best test acc=48.217
This epoch takes 50 seconds
still need around 805.84 mins to finish this session
epo 47, test, loss=1.9915 acc=0.4742
best epoch 38, best test acc=48.217
This epoch takes 50 seconds
still need around 809.85 mins to finish this session
epo 48, test, loss=1.8404 acc=0.5113
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 48, best test acc=51.133
This epoch takes 52 seconds
still need around 829.44 mins to finish this session
epo 49, test, loss=1.9785 acc=0.4675
best epoch 48, best test acc=51.133
This epoch takes 52 seconds
still need around 832.09 mins to finish this session
epo 50, test, loss=1.9406 acc=0.4770
best epoch 48, best test acc=51.133
This epoch takes 51 seconds
still need around 811.62 mins to finish this session
epo 51, test, loss=2.0555 acc=0.4502
best epoch 48, best test acc=51.133
This epoch takes 52 seconds
still need around 831.70 mins to finish this session
epo 52, test, loss=1.9976 acc=0.4737
best epoch 48, best test acc=51.133
This epoch takes 53 seconds
still need around 847.61 mins to finish this session
epo 53, test, loss=1.9364 acc=0.4772
best epoch 48, best test acc=51.133
This epoch takes 51 seconds
still need around 818.51 mins to finish this session
epo 54, test, loss=2.0663 acc=0.4512
best epoch 48, best test acc=51.133
This epoch takes 51 seconds
still need around 815.51 mins to finish this session
epo 55, test, loss=1.9629 acc=0.4763
best epoch 48, best test acc=51.133
This epoch takes 51 seconds
still need around 804.65 mins to finish this session
epo 56, test, loss=2.1675 acc=0.4238
best epoch 48, best test acc=51.133
This epoch takes 51 seconds
still need around 806.30 mins to finish this session
epo 57, test, loss=2.0430 acc=0.4590
best epoch 48, best test acc=51.133
This epoch takes 50 seconds
still need around 796.73 mins to finish this session
epo 58, test, loss=2.1179 acc=0.4485
best epoch 48, best test acc=51.133
This epoch takes 50 seconds
still need around 790.24 mins to finish this session
epo 59, test, loss=1.9987 acc=0.4692
best epoch 48, best test acc=51.133
This epoch takes 49 seconds
still need around 773.24 mins to finish this session
epo 60, test, loss=1.7921 acc=0.5182
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 796.54 mins to finish this session
epo 61, test, loss=1.9848 acc=0.4807
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 810.85 mins to finish this session
epo 62, test, loss=2.0072 acc=0.4665
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 771.28 mins to finish this session
epo 63, test, loss=1.9256 acc=0.4837
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 771.33 mins to finish this session
epo 64, test, loss=1.9720 acc=0.4810
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 785.82 mins to finish this session
epo 65, test, loss=2.0640 acc=0.4658
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 796.15 mins to finish this session
epo 66, test, loss=1.8795 acc=0.4972
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 770.54 mins to finish this session
epo 67, test, loss=1.9103 acc=0.4922
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 785.49 mins to finish this session
epo 68, test, loss=1.8361 acc=0.5020
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 771.67 mins to finish this session
epo 69, test, loss=1.9498 acc=0.4768
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 776.31 mins to finish this session
epo 70, test, loss=1.8758 acc=0.4968
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 801.78 mins to finish this session
epo 71, test, loss=1.9401 acc=0.4870
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 780.46 mins to finish this session
epo 72, test, loss=1.8925 acc=0.4853
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 770.74 mins to finish this session
epo 73, test, loss=1.9009 acc=0.4940
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 798.98 mins to finish this session
epo 74, test, loss=1.9129 acc=0.4863
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 759.02 mins to finish this session
epo 75, test, loss=1.8905 acc=0.4875
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 759.37 mins to finish this session
epo 76, test, loss=1.9658 acc=0.4787
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 780.37 mins to finish this session
epo 77, test, loss=1.8327 acc=0.5045
best epoch 60, best test acc=51.817
This epoch takes 48 seconds
still need around 738.60 mins to finish this session
epo 78, test, loss=1.9375 acc=0.4818
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 757.00 mins to finish this session
epo 79, test, loss=1.9792 acc=0.4765
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 774.35 mins to finish this session
epo 80, test, loss=1.8953 acc=0.4882
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 767.78 mins to finish this session
epo 81, test, loss=1.8799 acc=0.5037
best epoch 60, best test acc=51.817
This epoch takes 48 seconds
still need around 745.11 mins to finish this session
epo 82, test, loss=1.8987 acc=0.4797
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 773.26 mins to finish this session
epo 83, test, loss=2.0405 acc=0.4653
best epoch 60, best test acc=51.817
This epoch takes 47 seconds
still need around 730.23 mins to finish this session
epo 84, test, loss=1.8294 acc=0.5058
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 748.97 mins to finish this session
epo 85, test, loss=2.0628 acc=0.4590
best epoch 60, best test acc=51.817
This epoch takes 48 seconds
still need around 741.06 mins to finish this session
epo 86, test, loss=2.2524 acc=0.4178
best epoch 60, best test acc=51.817
This epoch takes 50 seconds
still need around 773.99 mins to finish this session
epo 87, test, loss=1.9417 acc=0.4810
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 760.29 mins to finish this session
epo 88, test, loss=1.8884 acc=0.4917
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 778.73 mins to finish this session
epo 89, test, loss=1.9712 acc=0.4770
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 783.02 mins to finish this session
epo 90, test, loss=1.8581 acc=0.4988
best epoch 60, best test acc=51.817
This epoch takes 49 seconds
still need around 754.84 mins to finish this session
epo 91, test, loss=2.0014 acc=0.4695
best epoch 60, best test acc=51.817
This epoch takes 52 seconds
still need around 795.97 mins to finish this session
epo 92, test, loss=1.8001 acc=0.5165
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 781.48 mins to finish this session
epo 93, test, loss=1.9381 acc=0.4760
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 777.42 mins to finish this session
epo 94, test, loss=1.8994 acc=0.5032
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 783.26 mins to finish this session
epo 95, test, loss=1.9644 acc=0.4763
best epoch 60, best test acc=51.817
This epoch takes 51 seconds
still need around 780.68 mins to finish this session
epo 96, test, loss=1.7695 acc=0.5223
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 764.04 mins to finish this session
epo 97, test, loss=1.8984 acc=0.5007
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 753.74 mins to finish this session
epo 98, test, loss=1.8108 acc=0.5067
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 756.06 mins to finish this session
epo 99, test, loss=2.0636 acc=0.4497
best epoch 96, best test acc=52.233
This epoch takes 49 seconds
still need around 749.09 mins to finish this session
epo 100, test, loss=1.8926 acc=0.4992
best epoch 96, best test acc=52.233
This epoch takes 52 seconds
still need around 782.74 mins to finish this session
epo 101, test, loss=2.2365 acc=0.4227
best epoch 96, best test acc=52.233
This epoch takes 51 seconds
still need around 765.61 mins to finish this session
epo 102, test, loss=1.8462 acc=0.5047
best epoch 96, best test acc=52.233
This epoch takes 49 seconds
still need around 745.19 mins to finish this session
epo 103, test, loss=1.9041 acc=0.4872
best epoch 96, best test acc=52.233
This epoch takes 52 seconds
still need around 783.76 mins to finish this session
epo 104, test, loss=1.7763 acc=0.5218
best epoch 96, best test acc=52.233
This epoch takes 52 seconds
still need around 777.54 mins to finish this session
epo 105, test, loss=1.9690 acc=0.4783
best epoch 96, best test acc=52.233
This epoch takes 48 seconds
still need around 727.40 mins to finish this session
epo 106, test, loss=1.8530 acc=0.5008
best epoch 96, best test acc=52.233
This epoch takes 51 seconds
still need around 770.94 mins to finish this session
epo 107, test, loss=1.9819 acc=0.4728
best epoch 96, best test acc=52.233
This epoch takes 49 seconds
still need around 740.78 mins to finish this session
epo 108, test, loss=2.0194 acc=0.4670
best epoch 96, best test acc=52.233
This epoch takes 49 seconds
still need around 740.12 mins to finish this session
epo 109, test, loss=1.8714 acc=0.4983
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 753.35 mins to finish this session
epo 110, test, loss=1.8079 acc=0.5120
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 749.89 mins to finish this session
epo 111, test, loss=1.8433 acc=0.5065
best epoch 96, best test acc=52.233
This epoch takes 48 seconds
still need around 714.74 mins to finish this session
epo 112, test, loss=1.8844 acc=0.4982
best epoch 96, best test acc=52.233
This epoch takes 51 seconds
still need around 755.70 mins to finish this session
epo 113, test, loss=1.9105 acc=0.4927
best epoch 96, best test acc=52.233
This epoch takes 49 seconds
still need around 731.25 mins to finish this session
epo 114, test, loss=2.0550 acc=0.4610
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 750.80 mins to finish this session
epo 115, test, loss=1.8229 acc=0.5082
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 742.50 mins to finish this session
epo 116, test, loss=1.8667 acc=0.5050
best epoch 96, best test acc=52.233
This epoch takes 52 seconds
still need around 773.82 mins to finish this session
epo 117, test, loss=1.8341 acc=0.5133
best epoch 96, best test acc=52.233
This epoch takes 51 seconds
still need around 763.53 mins to finish this session
epo 118, test, loss=1.9070 acc=0.4878
best epoch 96, best test acc=52.233
This epoch takes 51 seconds
still need around 761.07 mins to finish this session
epo 119, test, loss=1.9732 acc=0.4855
best epoch 96, best test acc=52.233
This epoch takes 53 seconds
still need around 787.87 mins to finish this session
epo 120, test, loss=2.4044 acc=0.3920
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 735.86 mins to finish this session
epo 121, test, loss=1.8202 acc=0.5167
best epoch 96, best test acc=52.233
This epoch takes 52 seconds
still need around 771.51 mins to finish this session
epo 122, test, loss=1.9363 acc=0.4893
best epoch 96, best test acc=52.233
This epoch takes 50 seconds
still need around 744.50 mins to finish this session
epo 123, test, loss=2.0884 acc=0.4500
best epoch 96, best test acc=52.233
This epoch takes 52 seconds
still need around 765.73 mins to finish this session
epo 124, test, loss=1.9449 acc=0.4878
best epoch 96, best test acc=52.233
This epoch takes 51 seconds
still need around 758.63 mins to finish this session
epo 125, test, loss=1.8388 acc=0.5117
best epoch 96, best test acc=52.233
This epoch takes 52 seconds
still need around 766.65 mins to finish this session
epo 126, test, loss=1.8183 acc=0.5050
best epoch 96, best test acc=52.233
This epoch takes 54 seconds
still need around 792.85 mins to finish this session
epo 127, test, loss=1.8916 acc=0.5022
best epoch 96, best test acc=52.233
This epoch takes 52 seconds
still need around 757.74 mins to finish this session
epo 128, test, loss=1.9248 acc=0.4852
best epoch 96, best test acc=52.233
This epoch takes 51 seconds
still need around 752.49 mins to finish this session
epo 129, test, loss=2.3671 acc=0.4027
best epoch 96, best test acc=52.233
This epoch takes 53 seconds
still need around 777.76 mins to finish this session
epo 130, test, loss=1.8424 acc=0.5035
best epoch 96, best test acc=52.233
This epoch takes 53 seconds
still need around 773.64 mins to finish this session
epo 131, test, loss=1.7634 acc=0.5243
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 131, best test acc=52.433
This epoch takes 50 seconds
still need around 730.10 mins to finish this session
epo 132, test, loss=1.9679 acc=0.4755
best epoch 131, best test acc=52.433
This epoch takes 52 seconds
still need around 757.89 mins to finish this session
epo 133, test, loss=1.7838 acc=0.5195
best epoch 131, best test acc=52.433
This epoch takes 52 seconds
still need around 758.30 mins to finish this session
epo 134, test, loss=2.0129 acc=0.4660
best epoch 131, best test acc=52.433
This epoch takes 52 seconds
still need around 751.53 mins to finish this session
epo 135, test, loss=1.9256 acc=0.4895
best epoch 131, best test acc=52.433
This epoch takes 50 seconds
still need around 732.59 mins to finish this session
epo 136, test, loss=1.8029 acc=0.5222
best epoch 131, best test acc=52.433
This epoch takes 52 seconds
still need around 750.74 mins to finish this session
epo 137, test, loss=1.9243 acc=0.4903
best epoch 131, best test acc=52.433
This epoch takes 51 seconds
still need around 746.58 mins to finish this session
epo 138, test, loss=1.8436 acc=0.5145
best epoch 131, best test acc=52.433
This epoch takes 51 seconds
still need around 732.88 mins to finish this session
epo 139, test, loss=1.8024 acc=0.5143
best epoch 131, best test acc=52.433
This epoch takes 52 seconds
still need around 749.58 mins to finish this session
epo 140, test, loss=1.8768 acc=0.5015
best epoch 131, best test acc=52.433
This epoch takes 49 seconds
still need around 711.57 mins to finish this session
epo 141, test, loss=1.8211 acc=0.5122
best epoch 131, best test acc=52.433
This epoch takes 50 seconds
still need around 726.44 mins to finish this session
epo 142, test, loss=1.7760 acc=0.5255
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 142, best test acc=52.550
This epoch takes 52 seconds
still need around 753.46 mins to finish this session
epo 143, test, loss=1.8463 acc=0.5080
best epoch 142, best test acc=52.550
This epoch takes 50 seconds
still need around 727.05 mins to finish this session
epo 144, test, loss=1.9259 acc=0.4797
best epoch 142, best test acc=52.550
This epoch takes 51 seconds
still need around 730.54 mins to finish this session
epo 145, test, loss=1.9219 acc=0.4882
best epoch 142, best test acc=52.550
This epoch takes 51 seconds
still need around 732.66 mins to finish this session
epo 146, test, loss=1.7587 acc=0.5225
best epoch 142, best test acc=52.550
This epoch takes 50 seconds
still need around 719.03 mins to finish this session
epo 147, test, loss=1.7703 acc=0.5292
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 147, best test acc=52.917
This epoch takes 50 seconds
still need around 711.32 mins to finish this session
epo 148, test, loss=1.7769 acc=0.5300
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 148, best test acc=53.000
This epoch takes 52 seconds
still need around 745.86 mins to finish this session
epo 149, test, loss=1.7416 acc=0.5380
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 149, best test acc=53.800
This epoch takes 50 seconds
still need around 722.89 mins to finish this session
epo 150, test, loss=1.8415 acc=0.5052
best epoch 149, best test acc=53.800
This epoch takes 73 seconds
still need around 1037.72 mins to finish this session
epo 151, test, loss=1.8309 acc=0.5087
best epoch 149, best test acc=53.800
This epoch takes 73 seconds
still need around 1044.48 mins to finish this session
epo 152, test, loss=1.8252 acc=0.5087
best epoch 149, best test acc=53.800
This epoch takes 67 seconds
still need around 954.27 mins to finish this session
epo 153, test, loss=1.7606 acc=0.5325
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 1029.25 mins to finish this session
epo 154, test, loss=1.7228 acc=0.5365
best epoch 149, best test acc=53.800
This epoch takes 68 seconds
still need around 969.76 mins to finish this session
epo 155, test, loss=1.9857 acc=0.4790
best epoch 149, best test acc=53.800
This epoch takes 74 seconds
still need around 1051.34 mins to finish this session
epo 156, test, loss=1.7756 acc=0.5235
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 1001.86 mins to finish this session
epo 157, test, loss=1.8589 acc=0.5070
best epoch 149, best test acc=53.800
This epoch takes 73 seconds
still need around 1026.91 mins to finish this session
epo 158, test, loss=2.1598 acc=0.4422
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 1024.27 mins to finish this session
epo 159, test, loss=1.7953 acc=0.5180
best epoch 149, best test acc=53.800
This epoch takes 73 seconds
still need around 1025.30 mins to finish this session
epo 160, test, loss=1.8259 acc=0.5163
best epoch 149, best test acc=53.800
This epoch takes 73 seconds
still need around 1034.31 mins to finish this session
epo 161, test, loss=1.8879 acc=0.4883
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 1015.67 mins to finish this session
epo 162, test, loss=1.8643 acc=0.5003
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 1017.14 mins to finish this session
epo 163, test, loss=1.7719 acc=0.5183
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 998.51 mins to finish this session
epo 164, test, loss=1.7776 acc=0.5163
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 1005.83 mins to finish this session
epo 165, test, loss=1.8317 acc=0.5120
best epoch 149, best test acc=53.800
This epoch takes 73 seconds
still need around 1018.97 mins to finish this session
epo 166, test, loss=2.2334 acc=0.4335
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 999.99 mins to finish this session
epo 167, test, loss=1.7082 acc=0.5380
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 990.95 mins to finish this session
epo 168, test, loss=1.8664 acc=0.5010
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 1007.00 mins to finish this session
epo 169, test, loss=1.7991 acc=0.5197
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 995.47 mins to finish this session
epo 170, test, loss=1.7352 acc=0.5342
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 990.48 mins to finish this session
epo 171, test, loss=1.7960 acc=0.5230
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 995.41 mins to finish this session
epo 172, test, loss=1.7606 acc=0.5330
best epoch 149, best test acc=53.800
This epoch takes 73 seconds
still need around 1009.94 mins to finish this session
epo 173, test, loss=1.8101 acc=0.5177
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 1000.38 mins to finish this session
epo 174, test, loss=1.8234 acc=0.5125
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 978.50 mins to finish this session
epo 175, test, loss=1.8573 acc=0.5050
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 1001.64 mins to finish this session
epo 176, test, loss=1.7940 acc=0.5233
best epoch 149, best test acc=53.800
This epoch takes 73 seconds
still need around 1003.47 mins to finish this session
epo 177, test, loss=1.7294 acc=0.5328
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 979.17 mins to finish this session
epo 178, test, loss=1.9373 acc=0.4888
best epoch 149, best test acc=53.800
This epoch takes 71 seconds
still need around 983.46 mins to finish this session
epo 179, test, loss=2.0490 acc=0.4697
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 987.33 mins to finish this session
epo 180, test, loss=1.8158 acc=0.5210
best epoch 149, best test acc=53.800
This epoch takes 72 seconds
still need around 993.14 mins to finish this session
epo 181, test, loss=1.7031 acc=0.5460
********A better model is found!!**********
Saving model to :checkpoint/mini_imagenet/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_1000-Lr_0.1000Bal0.01-LossIter150-T_16.00/session0_max_acc.pth
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 988.42 mins to finish this session
epo 182, test, loss=1.9216 acc=0.4917
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 979.73 mins to finish this session
epo 183, test, loss=1.7156 acc=0.5362
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 985.12 mins to finish this session
epo 184, test, loss=1.7756 acc=0.5252
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 978.66 mins to finish this session
epo 185, test, loss=1.8689 acc=0.5040
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 967.70 mins to finish this session
epo 186, test, loss=1.7656 acc=0.5227
best epoch 181, best test acc=54.600
This epoch takes 73 seconds
still need around 994.21 mins to finish this session
epo 187, test, loss=1.8094 acc=0.5178
best epoch 181, best test acc=54.600
This epoch takes 73 seconds
still need around 990.78 mins to finish this session
epo 188, test, loss=1.8190 acc=0.5232
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 968.99 mins to finish this session
epo 189, test, loss=1.7882 acc=0.5175
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 964.23 mins to finish this session
epo 190, test, loss=1.8193 acc=0.5105
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 967.51 mins to finish this session
epo 191, test, loss=1.9062 acc=0.4993
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 972.83 mins to finish this session
epo 192, test, loss=1.7207 acc=0.5345
best epoch 181, best test acc=54.600
This epoch takes 70 seconds
still need around 953.67 mins to finish this session
epo 193, test, loss=1.8066 acc=0.5110
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 981.46 mins to finish this session
epo 194, test, loss=1.8115 acc=0.5152
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 976.31 mins to finish this session
epo 195, test, loss=1.9453 acc=0.4932
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 965.73 mins to finish this session
epo 196, test, loss=1.7426 acc=0.5317
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 967.61 mins to finish this session
epo 197, test, loss=1.8307 acc=0.5142
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 963.95 mins to finish this session
epo 198, test, loss=1.8691 acc=0.4985
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 963.91 mins to finish this session
epo 199, test, loss=1.7852 acc=0.5268
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 953.47 mins to finish this session
epo 200, test, loss=1.8166 acc=0.5163
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 969.37 mins to finish this session
epo 201, test, loss=1.8324 acc=0.5092
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 955.07 mins to finish this session
epo 202, test, loss=1.7403 acc=0.5347
best epoch 181, best test acc=54.600
This epoch takes 70 seconds
still need around 943.27 mins to finish this session
epo 203, test, loss=1.9627 acc=0.4748
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 951.66 mins to finish this session
epo 204, test, loss=1.6710 acc=0.5457
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 949.59 mins to finish this session
epo 205, test, loss=1.7452 acc=0.5283
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 943.31 mins to finish this session
epo 206, test, loss=1.9247 acc=0.4900
best epoch 181, best test acc=54.600
This epoch takes 71 seconds
still need around 948.60 mins to finish this session
epo 207, test, loss=1.9040 acc=0.4940
best epoch 181, best test acc=54.600
This epoch takes 72 seconds
still need around 957.07 mins to finish this session
epo 208, test, loss=1.7985 acc=0.5110
best epoch 181, best test acc=54.600
This epoch takes 68 seconds
still need around 903.01 mins to finish this session
epo 209, test, loss=1.7297 acc=0.5323
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 895.68 mins to finish this session
epo 210, test, loss=1.7988 acc=0.5180
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 893.96 mins to finish this session
epo 211, test, loss=1.7518 acc=0.5283
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 882.37 mins to finish this session
epo 212, test, loss=1.8287 acc=0.5127
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 887.78 mins to finish this session
epo 213, test, loss=1.7495 acc=0.5333
best epoch 181, best test acc=54.600
This epoch takes 68 seconds
still need around 892.12 mins to finish this session
epo 214, test, loss=1.9253 acc=0.4827
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 887.27 mins to finish this session
epo 215, test, loss=1.9803 acc=0.4745
best epoch 181, best test acc=54.600
This epoch takes 68 seconds
still need around 894.96 mins to finish this session
epo 216, test, loss=1.6850 acc=0.5383
best epoch 181, best test acc=54.600
This epoch takes 68 seconds
still need around 889.66 mins to finish this session
epo 217, test, loss=1.7144 acc=0.5365
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 874.54 mins to finish this session
epo 218, test, loss=1.8123 acc=0.5207
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 884.88 mins to finish this session
epo 219, test, loss=1.8101 acc=0.5105
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 875.34 mins to finish this session
epo 220, test, loss=1.7638 acc=0.5263
best epoch 181, best test acc=54.600
This epoch takes 68 seconds
still need around 892.14 mins to finish this session
epo 221, test, loss=1.9992 acc=0.4657
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 879.53 mins to finish this session
epo 222, test, loss=1.6990 acc=0.5410
best epoch 181, best test acc=54.600
This epoch takes 68 seconds
still need around 883.30 mins to finish this session
epo 223, test, loss=1.8441 acc=0.5043
best epoch 181, best test acc=54.600
This epoch takes 67 seconds
still need around 876.56 mins to finish this session
epo 224, test, loss=1.8878 acc=0.4957
best epoch 181, best test acc=54.600
This epoch takes 66 seconds
still need around 862.93 mins to finish this session
epo 225, test, loss=1.7509 acc=0.5305
best epoch 181, best test acc=54.600