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CIFAR-FACT.txt
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CIFAR-FACT.txt
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manual seed: 1
{'alpha': 0.5,
'balance': 0.001,
'base_mode': 'ft_cos',
'batch_size_base': 256,
'batch_size_new': 0,
'dataroot': 'data/',
'dataset': 'cifar100',
'debug': False,
'decay': 0.0005,
'epochs_base': 600,
'epochs_new': 100,
'eta': 0.1,
'gamma': 0.1,
'gpu': '0,1,2,3',
'loss_iter': 0,
'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: [0, 1, 2, 3]
torch.Size([40, 64])
self.dummy_orthogonal_classifier.weight initialized over.
random init params
Files already downloaded and verified
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=3.7835 acc=0.0895
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 0, best test acc=8.950
This epoch takes 21 seconds
still need around 211.76 mins to finish this session
epo 1, test, loss=4.1582 acc=0.1047
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 1, best test acc=10.467
This epoch takes 12 seconds
still need around 127.58 mins to finish this session
epo 2, test, loss=3.1078 acc=0.2080
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 2, best test acc=20.800
This epoch takes 12 seconds
still need around 123.49 mins to finish this session
epo 3, test, loss=3.2637 acc=0.1878
best epoch 2, best test acc=20.800
This epoch takes 12 seconds
still need around 121.75 mins to finish this session
epo 4, test, loss=2.7443 acc=0.2712
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 4, best test acc=27.117
This epoch takes 12 seconds
still need around 127.85 mins to finish this session
epo 5, test, loss=3.3458 acc=0.1920
best epoch 4, best test acc=27.117
This epoch takes 12 seconds
still need around 125.24 mins to finish this session
epo 6, test, loss=2.4351 acc=0.3442
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 6, best test acc=34.417
This epoch takes 12 seconds
still need around 123.53 mins to finish this session
epo 7, test, loss=2.6266 acc=0.3020
best epoch 6, best test acc=34.417
This epoch takes 12 seconds
still need around 123.65 mins to finish this session
epo 8, test, loss=2.1429 acc=0.4087
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 8, best test acc=40.867
This epoch takes 11 seconds
still need around 117.21 mins to finish this session
epo 9, test, loss=2.1471 acc=0.4135
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 9, best test acc=41.350
This epoch takes 12 seconds
still need around 126.37 mins to finish this session
epo 10, test, loss=2.1379 acc=0.4090
best epoch 9, best test acc=41.350
This epoch takes 12 seconds
still need around 123.99 mins to finish this session
epo 11, test, loss=2.0376 acc=0.4385
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 11, best test acc=43.850
This epoch takes 12 seconds
still need around 121.69 mins to finish this session
epo 12, test, loss=2.4823 acc=0.3495
best epoch 11, best test acc=43.850
This epoch takes 13 seconds
still need around 127.98 mins to finish this session
epo 13, test, loss=1.9860 acc=0.4548
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 13, best test acc=45.483
This epoch takes 12 seconds
still need around 118.06 mins to finish this session
epo 14, test, loss=2.1481 acc=0.4107
best epoch 13, best test acc=45.483
This epoch takes 12 seconds
still need around 126.59 mins to finish this session
epo 15, test, loss=1.9154 acc=0.4660
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 15, best test acc=46.600
This epoch takes 12 seconds
still need around 122.27 mins to finish this session
epo 16, test, loss=1.9767 acc=0.4472
best epoch 15, best test acc=46.600
This epoch takes 12 seconds
still need around 120.67 mins to finish this session
epo 17, test, loss=1.8603 acc=0.4827
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 17, best test acc=48.267
This epoch takes 12 seconds
still need around 125.41 mins to finish this session
epo 18, test, loss=2.0574 acc=0.4478
best epoch 17, best test acc=48.267
This epoch takes 11 seconds
still need around 113.20 mins to finish this session
epo 19, test, loss=1.8985 acc=0.4768
best epoch 17, best test acc=48.267
This epoch takes 12 seconds
still need around 117.15 mins to finish this session
epo 20, test, loss=2.0122 acc=0.4410
best epoch 17, best test acc=48.267
This epoch takes 12 seconds
still need around 118.96 mins to finish this session
epo 21, test, loss=1.7675 acc=0.4973
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 21, best test acc=49.733
This epoch takes 12 seconds
still need around 116.03 mins to finish this session
epo 22, test, loss=1.7060 acc=0.5155
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 22, best test acc=51.550
This epoch takes 12 seconds
still need around 124.40 mins to finish this session
epo 23, test, loss=2.0551 acc=0.4440
best epoch 22, best test acc=51.550
This epoch takes 12 seconds
still need around 118.11 mins to finish this session
epo 24, test, loss=1.6614 acc=0.5117
best epoch 22, best test acc=51.550
This epoch takes 12 seconds
still need around 119.10 mins to finish this session
epo 25, test, loss=1.8951 acc=0.4755
best epoch 22, best test acc=51.550
This epoch takes 12 seconds
still need around 116.47 mins to finish this session
epo 26, test, loss=2.0711 acc=0.4357
best epoch 22, best test acc=51.550
This epoch takes 11 seconds
still need around 113.83 mins to finish this session
epo 27, test, loss=1.8031 acc=0.4922
best epoch 22, best test acc=51.550
This epoch takes 12 seconds
still need around 117.14 mins to finish this session
epo 28, test, loss=1.6917 acc=0.5243
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 28, best test acc=52.433
This epoch takes 12 seconds
still need around 117.25 mins to finish this session
epo 29, test, loss=1.8860 acc=0.4755
best epoch 28, best test acc=52.433
This epoch takes 12 seconds
still need around 115.34 mins to finish this session
epo 30, test, loss=1.7065 acc=0.5235
best epoch 28, best test acc=52.433
This epoch takes 12 seconds
still need around 117.53 mins to finish this session
epo 31, test, loss=1.6865 acc=0.5187
best epoch 28, best test acc=52.433
This epoch takes 11 seconds
still need around 113.41 mins to finish this session
epo 32, test, loss=1.7352 acc=0.5135
best epoch 28, best test acc=52.433
This epoch takes 12 seconds
still need around 117.20 mins to finish this session
epo 33, test, loss=1.5781 acc=0.5403
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 33, best test acc=54.033
This epoch takes 11 seconds
still need around 111.98 mins to finish this session
epo 34, test, loss=1.7108 acc=0.5270
best epoch 33, best test acc=54.033
This epoch takes 11 seconds
still need around 110.03 mins to finish this session
epo 35, test, loss=1.5719 acc=0.5453
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 35, best test acc=54.533
This epoch takes 12 seconds
still need around 116.48 mins to finish this session
epo 36, test, loss=1.7571 acc=0.5102
best epoch 35, best test acc=54.533
This epoch takes 12 seconds
still need around 119.73 mins to finish this session
epo 37, test, loss=1.8271 acc=0.4775
best epoch 35, best test acc=54.533
This epoch takes 12 seconds
still need around 115.83 mins to finish this session
epo 38, test, loss=2.1131 acc=0.4333
best epoch 35, best test acc=54.533
This epoch takes 12 seconds
still need around 113.45 mins to finish this session
epo 39, test, loss=1.6668 acc=0.5293
best epoch 35, best test acc=54.533
This epoch takes 11 seconds
still need around 110.86 mins to finish this session
epo 40, test, loss=1.6475 acc=0.5267
best epoch 35, best test acc=54.533
This epoch takes 12 seconds
still need around 114.29 mins to finish this session
epo 41, test, loss=1.5335 acc=0.5592
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 41, best test acc=55.917
This epoch takes 12 seconds
still need around 117.07 mins to finish this session
epo 42, test, loss=1.6909 acc=0.5197
best epoch 41, best test acc=55.917
This epoch takes 11 seconds
still need around 106.23 mins to finish this session
epo 43, test, loss=1.8124 acc=0.4978
best epoch 41, best test acc=55.917
This epoch takes 12 seconds
still need around 113.05 mins to finish this session
epo 44, test, loss=1.6615 acc=0.5405
best epoch 41, best test acc=55.917
This epoch takes 12 seconds
still need around 113.10 mins to finish this session
epo 45, test, loss=1.5357 acc=0.5513
best epoch 41, best test acc=55.917
This epoch takes 12 seconds
still need around 112.97 mins to finish this session
epo 46, test, loss=1.6644 acc=0.5270
best epoch 41, best test acc=55.917
This epoch takes 12 seconds
still need around 113.13 mins to finish this session
epo 47, test, loss=1.6120 acc=0.5498
best epoch 41, best test acc=55.917
This epoch takes 11 seconds
still need around 110.44 mins to finish this session
epo 48, test, loss=1.5705 acc=0.5517
best epoch 41, best test acc=55.917
This epoch takes 13 seconds
still need around 119.74 mins to finish this session
epo 49, test, loss=1.6605 acc=0.5342
best epoch 41, best test acc=55.917
This epoch takes 12 seconds
still need around 114.74 mins to finish this session
epo 50, test, loss=1.4759 acc=0.5803
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 112.11 mins to finish this session
epo 51, test, loss=1.6032 acc=0.5572
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 112.26 mins to finish this session
epo 52, test, loss=1.4892 acc=0.5680
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 110.42 mins to finish this session
epo 53, test, loss=1.6104 acc=0.5408
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 111.35 mins to finish this session
epo 54, test, loss=1.4458 acc=0.5802
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 111.59 mins to finish this session
epo 55, test, loss=1.7383 acc=0.5110
best epoch 50, best test acc=58.033
This epoch takes 11 seconds
still need around 107.39 mins to finish this session
epo 56, test, loss=1.7220 acc=0.5163
best epoch 50, best test acc=58.033
This epoch takes 13 seconds
still need around 118.27 mins to finish this session
epo 57, test, loss=1.5392 acc=0.5635
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 115.13 mins to finish this session
epo 58, test, loss=1.6654 acc=0.5242
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 114.39 mins to finish this session
epo 59, test, loss=2.2104 acc=0.4417
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 113.14 mins to finish this session
epo 60, test, loss=1.5343 acc=0.5615
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 109.64 mins to finish this session
epo 61, test, loss=1.8523 acc=0.5015
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 112.85 mins to finish this session
epo 62, test, loss=1.8429 acc=0.4985
best epoch 50, best test acc=58.033
This epoch takes 12 seconds
still need around 109.83 mins to finish this session
epo 63, test, loss=1.4595 acc=0.5842
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 63, best test acc=58.417
This epoch takes 12 seconds
still need around 109.04 mins to finish this session
epo 64, test, loss=1.6128 acc=0.5490
best epoch 63, best test acc=58.417
This epoch takes 12 seconds
still need around 109.51 mins to finish this session
epo 65, test, loss=1.4424 acc=0.5843
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 65, best test acc=58.433
This epoch takes 12 seconds
still need around 111.14 mins to finish this session
epo 66, test, loss=1.6791 acc=0.5272
best epoch 65, best test acc=58.433
This epoch takes 11 seconds
still need around 106.65 mins to finish this session
epo 67, test, loss=1.6857 acc=0.5160
best epoch 65, best test acc=58.433
This epoch takes 12 seconds
still need around 108.43 mins to finish this session
epo 68, test, loss=1.4937 acc=0.5642
best epoch 65, best test acc=58.433
This epoch takes 11 seconds
still need around 104.88 mins to finish this session
epo 69, test, loss=1.5649 acc=0.5473
best epoch 65, best test acc=58.433
This epoch takes 12 seconds
still need around 110.95 mins to finish this session
epo 70, test, loss=1.5467 acc=0.5577
best epoch 65, best test acc=58.433
This epoch takes 12 seconds
still need around 108.41 mins to finish this session
epo 71, test, loss=1.3578 acc=0.6050
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 71, best test acc=60.500
This epoch takes 11 seconds
still need around 105.79 mins to finish this session
epo 72, test, loss=1.4734 acc=0.5738
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 110.41 mins to finish this session
epo 73, test, loss=1.4818 acc=0.5757
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 107.90 mins to finish this session
epo 74, test, loss=1.5702 acc=0.5575
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 107.16 mins to finish this session
epo 75, test, loss=1.5489 acc=0.5637
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 106.85 mins to finish this session
epo 76, test, loss=1.4594 acc=0.5730
best epoch 71, best test acc=60.500
This epoch takes 11 seconds
still need around 104.10 mins to finish this session
epo 77, test, loss=1.8383 acc=0.4915
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 110.70 mins to finish this session
epo 78, test, loss=1.6341 acc=0.5367
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 110.26 mins to finish this session
epo 79, test, loss=1.3899 acc=0.5983
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 106.58 mins to finish this session
epo 80, test, loss=1.5190 acc=0.5645
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 108.67 mins to finish this session
epo 81, test, loss=1.4002 acc=0.5967
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 104.99 mins to finish this session
epo 82, test, loss=1.5388 acc=0.5693
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 111.99 mins to finish this session
epo 83, test, loss=1.5639 acc=0.5572
best epoch 71, best test acc=60.500
This epoch takes 13 seconds
still need around 112.79 mins to finish this session
epo 84, test, loss=1.4932 acc=0.5762
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 105.52 mins to finish this session
epo 85, test, loss=1.5416 acc=0.5572
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 105.86 mins to finish this session
epo 86, test, loss=1.4631 acc=0.5747
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 104.68 mins to finish this session
epo 87, test, loss=1.6034 acc=0.5387
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 104.21 mins to finish this session
epo 88, test, loss=1.5016 acc=0.5578
best epoch 71, best test acc=60.500
This epoch takes 12 seconds
still need around 108.14 mins to finish this session
epo 89, test, loss=1.3180 acc=0.6135
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 105.05 mins to finish this session
epo 90, test, loss=1.3696 acc=0.6035
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 106.06 mins to finish this session
epo 91, test, loss=1.5001 acc=0.5725
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 104.69 mins to finish this session
epo 92, test, loss=1.4300 acc=0.5942
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 102.61 mins to finish this session
epo 93, test, loss=1.5133 acc=0.5717
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 104.50 mins to finish this session
epo 94, test, loss=1.4336 acc=0.5883
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 101.93 mins to finish this session
epo 95, test, loss=1.5228 acc=0.5677
best epoch 89, best test acc=61.350
This epoch takes 13 seconds
still need around 109.88 mins to finish this session
epo 96, test, loss=1.4534 acc=0.5810
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 107.00 mins to finish this session
epo 97, test, loss=1.7645 acc=0.5197
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 100.86 mins to finish this session
epo 98, test, loss=1.6804 acc=0.5425
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 102.49 mins to finish this session
epo 99, test, loss=1.3792 acc=0.5915
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 100.34 mins to finish this session
epo 100, test, loss=1.6729 acc=0.5287
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 101.65 mins to finish this session
epo 101, test, loss=1.3846 acc=0.5985
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 103.39 mins to finish this session
epo 102, test, loss=1.6095 acc=0.5575
best epoch 89, best test acc=61.350
This epoch takes 11 seconds
still need around 99.19 mins to finish this session
epo 103, test, loss=1.5013 acc=0.5635
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 104.13 mins to finish this session
epo 104, test, loss=1.4548 acc=0.5743
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 102.97 mins to finish this session
epo 105, test, loss=1.5443 acc=0.5627
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 101.74 mins to finish this session
epo 106, test, loss=1.5091 acc=0.5612
best epoch 89, best test acc=61.350
This epoch takes 13 seconds
still need around 107.07 mins to finish this session
epo 107, test, loss=1.6700 acc=0.5372
best epoch 89, best test acc=61.350
This epoch takes 11 seconds
still need around 97.83 mins to finish this session
epo 108, test, loss=1.3708 acc=0.6113
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 102.87 mins to finish this session
epo 109, test, loss=1.7292 acc=0.5290
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 101.00 mins to finish this session
epo 110, test, loss=1.5055 acc=0.5705
best epoch 89, best test acc=61.350
This epoch takes 11 seconds
still need around 96.86 mins to finish this session
epo 111, test, loss=1.5724 acc=0.5530
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 98.80 mins to finish this session
epo 112, test, loss=1.3546 acc=0.6007
best epoch 89, best test acc=61.350
This epoch takes 11 seconds
still need around 95.98 mins to finish this session
epo 113, test, loss=1.5800 acc=0.5495
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 98.24 mins to finish this session
epo 114, test, loss=1.3361 acc=0.6098
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 100.39 mins to finish this session
epo 115, test, loss=1.5016 acc=0.5767
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 98.10 mins to finish this session
epo 116, test, loss=1.5684 acc=0.5545
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 99.65 mins to finish this session
epo 117, test, loss=1.6160 acc=0.5498
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 100.55 mins to finish this session
epo 118, test, loss=1.4889 acc=0.5645
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 100.06 mins to finish this session
epo 119, test, loss=1.5698 acc=0.5585
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 98.44 mins to finish this session
epo 120, test, loss=1.3875 acc=0.6015
best epoch 89, best test acc=61.350
This epoch takes 12 seconds
still need around 97.75 mins to finish this session
epo 121, test, loss=1.3117 acc=0.6153
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 121, best test acc=61.533
This epoch takes 13 seconds
still need around 104.83 mins to finish this session
epo 122, test, loss=1.4226 acc=0.5800
best epoch 121, best test acc=61.533
This epoch takes 12 seconds
still need around 103.12 mins to finish this session
epo 123, test, loss=1.4694 acc=0.5708
best epoch 121, best test acc=61.533
This epoch takes 12 seconds
still need around 102.33 mins to finish this session
epo 124, test, loss=1.5152 acc=0.5657
best epoch 121, best test acc=61.533
This epoch takes 13 seconds
still need around 103.81 mins to finish this session
epo 125, test, loss=1.4362 acc=0.5870
best epoch 121, best test acc=61.533
This epoch takes 12 seconds
still need around 96.71 mins to finish this session
epo 126, test, loss=1.6864 acc=0.5165
best epoch 121, best test acc=61.533
This epoch takes 12 seconds
still need around 96.57 mins to finish this session
epo 127, test, loss=1.4648 acc=0.5717
best epoch 121, best test acc=61.533
This epoch takes 11 seconds
still need around 94.51 mins to finish this session
epo 128, test, loss=1.8018 acc=0.5272
best epoch 121, best test acc=61.533
This epoch takes 11 seconds
still need around 92.75 mins to finish this session
epo 129, test, loss=1.4884 acc=0.5765
best epoch 121, best test acc=61.533
This epoch takes 12 seconds
still need around 96.46 mins to finish this session
epo 130, test, loss=1.7919 acc=0.5160
best epoch 121, best test acc=61.533
This epoch takes 12 seconds
still need around 95.76 mins to finish this session
epo 131, test, loss=1.3650 acc=0.6013
best epoch 121, best test acc=61.533
This epoch takes 12 seconds
still need around 96.54 mins to finish this session
epo 132, test, loss=1.3121 acc=0.6245
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 132, best test acc=62.450
This epoch takes 12 seconds
still need around 96.68 mins to finish this session
epo 133, test, loss=1.5045 acc=0.5778
best epoch 132, best test acc=62.450
This epoch takes 12 seconds
still need around 93.93 mins to finish this session
epo 134, test, loss=1.2540 acc=0.6242
best epoch 132, best test acc=62.450
This epoch takes 12 seconds
still need around 96.20 mins to finish this session
epo 135, test, loss=1.3339 acc=0.6078
best epoch 132, best test acc=62.450
This epoch takes 12 seconds
still need around 97.26 mins to finish this session
epo 136, test, loss=2.2473 acc=0.4487
best epoch 132, best test acc=62.450
This epoch takes 12 seconds
still need around 93.17 mins to finish this session
epo 137, test, loss=1.6793 acc=0.5345
best epoch 132, best test acc=62.450
This epoch takes 12 seconds
still need around 95.36 mins to finish this session
epo 138, test, loss=1.5336 acc=0.5627
best epoch 132, best test acc=62.450
This epoch takes 12 seconds
still need around 92.67 mins to finish this session
epo 139, test, loss=1.3972 acc=0.6037
best epoch 132, best test acc=62.450
This epoch takes 12 seconds
still need around 97.45 mins to finish this session
epo 140, test, loss=1.2739 acc=0.6295
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 140, best test acc=62.950
This epoch takes 12 seconds
still need around 95.12 mins to finish this session
epo 141, test, loss=1.6745 acc=0.5477
best epoch 140, best test acc=62.950
This epoch takes 12 seconds
still need around 92.21 mins to finish this session
epo 142, test, loss=1.7042 acc=0.5247
best epoch 140, best test acc=62.950
This epoch takes 12 seconds
still need around 93.00 mins to finish this session
epo 143, test, loss=1.5259 acc=0.5685
best epoch 140, best test acc=62.950
This epoch takes 12 seconds
still need around 92.98 mins to finish this session
epo 144, test, loss=1.3095 acc=0.6118
best epoch 140, best test acc=62.950
This epoch takes 12 seconds
still need around 91.72 mins to finish this session
epo 145, test, loss=1.8613 acc=0.5028
best epoch 140, best test acc=62.950
This epoch takes 12 seconds
still need around 92.24 mins to finish this session
epo 146, test, loss=1.2969 acc=0.6297
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 146, best test acc=62.967
This epoch takes 12 seconds
still need around 91.18 mins to finish this session
epo 147, test, loss=1.2946 acc=0.6328
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 94.63 mins to finish this session
epo 148, test, loss=1.3439 acc=0.6108
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 95.03 mins to finish this session
epo 149, test, loss=1.3923 acc=0.5970
best epoch 147, best test acc=63.283
This epoch takes 11 seconds
still need around 89.77 mins to finish this session
epo 150, test, loss=1.4178 acc=0.5825
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 92.26 mins to finish this session
epo 151, test, loss=1.3739 acc=0.5968
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 90.94 mins to finish this session
epo 152, test, loss=1.4057 acc=0.5958
best epoch 147, best test acc=63.283
This epoch takes 11 seconds
still need around 89.29 mins to finish this session
epo 153, test, loss=1.5369 acc=0.5528
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 92.13 mins to finish this session
epo 154, test, loss=1.4852 acc=0.5757
best epoch 147, best test acc=63.283
This epoch takes 11 seconds
still need around 87.37 mins to finish this session
epo 155, test, loss=1.2919 acc=0.6188
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 89.62 mins to finish this session
epo 156, test, loss=1.3633 acc=0.5983
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 91.03 mins to finish this session
epo 157, test, loss=1.6133 acc=0.5510
best epoch 147, best test acc=63.283
This epoch takes 11 seconds
still need around 87.99 mins to finish this session
epo 158, test, loss=1.3627 acc=0.6105
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 90.16 mins to finish this session
epo 159, test, loss=1.3094 acc=0.6197
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 90.69 mins to finish this session
epo 160, test, loss=1.3157 acc=0.6198
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 88.67 mins to finish this session
epo 161, test, loss=1.3990 acc=0.5902
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 90.21 mins to finish this session
epo 162, test, loss=1.3040 acc=0.6092
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 88.14 mins to finish this session
epo 163, test, loss=1.2847 acc=0.6240
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 90.91 mins to finish this session
epo 164, test, loss=1.3205 acc=0.6233
best epoch 147, best test acc=63.283
This epoch takes 11 seconds
still need around 86.93 mins to finish this session
epo 165, test, loss=1.4443 acc=0.5892
best epoch 147, best test acc=63.283
This epoch takes 11 seconds
still need around 85.61 mins to finish this session
epo 166, test, loss=1.4347 acc=0.5865
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 87.94 mins to finish this session
epo 167, test, loss=1.4709 acc=0.5873
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 88.54 mins to finish this session
epo 168, test, loss=1.4436 acc=0.5802
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 86.42 mins to finish this session
epo 169, test, loss=1.4386 acc=0.5837
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 88.20 mins to finish this session
epo 170, test, loss=1.3425 acc=0.6150
best epoch 147, best test acc=63.283
This epoch takes 11 seconds
still need around 85.72 mins to finish this session
epo 171, test, loss=1.5053 acc=0.5655
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 91.17 mins to finish this session
epo 172, test, loss=1.4833 acc=0.5658
best epoch 147, best test acc=63.283
This epoch takes 12 seconds
still need around 89.93 mins to finish this session
epo 173, test, loss=1.2221 acc=0.6360
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 86.67 mins to finish this session
epo 174, test, loss=1.3976 acc=0.6002
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 87.35 mins to finish this session
epo 175, test, loss=1.4391 acc=0.5850
best epoch 173, best test acc=63.600
This epoch takes 11 seconds
still need around 84.96 mins to finish this session
epo 176, test, loss=1.5869 acc=0.5617
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 87.54 mins to finish this session
epo 177, test, loss=1.2860 acc=0.6303
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 88.08 mins to finish this session
epo 178, test, loss=1.4544 acc=0.5812
best epoch 173, best test acc=63.600
This epoch takes 11 seconds
still need around 82.14 mins to finish this session
epo 179, test, loss=1.3105 acc=0.6173
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 85.54 mins to finish this session
epo 180, test, loss=1.5780 acc=0.5623
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 86.43 mins to finish this session
epo 181, test, loss=1.3797 acc=0.6142
best epoch 173, best test acc=63.600
This epoch takes 11 seconds
still need around 82.92 mins to finish this session
epo 182, test, loss=1.4322 acc=0.5868
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 85.48 mins to finish this session
epo 183, test, loss=1.5318 acc=0.5692
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 84.63 mins to finish this session
epo 184, test, loss=1.4060 acc=0.6015
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 83.24 mins to finish this session
epo 185, test, loss=1.3345 acc=0.6182
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 86.05 mins to finish this session
epo 186, test, loss=1.3492 acc=0.6085
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 83.06 mins to finish this session
epo 187, test, loss=1.2960 acc=0.6213
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 85.33 mins to finish this session
epo 188, test, loss=1.3262 acc=0.6210
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 86.20 mins to finish this session
epo 189, test, loss=1.4690 acc=0.5767
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 83.37 mins to finish this session
epo 190, test, loss=1.4054 acc=0.5947
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 84.05 mins to finish this session
epo 191, test, loss=1.3693 acc=0.6010
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 82.35 mins to finish this session
epo 192, test, loss=1.3581 acc=0.6040
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 85.39 mins to finish this session
epo 193, test, loss=1.3081 acc=0.6188
best epoch 173, best test acc=63.600
This epoch takes 13 seconds
still need around 88.78 mins to finish this session
epo 194, test, loss=1.2678 acc=0.6278
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 83.11 mins to finish this session
epo 195, test, loss=1.5122 acc=0.5730
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 82.34 mins to finish this session
epo 196, test, loss=1.7499 acc=0.5347
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 81.71 mins to finish this session
epo 197, test, loss=1.3563 acc=0.6072
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 84.07 mins to finish this session
epo 198, test, loss=1.3188 acc=0.6207
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 80.64 mins to finish this session
epo 199, test, loss=1.4072 acc=0.6005
best epoch 173, best test acc=63.600
This epoch takes 11 seconds
still need around 79.52 mins to finish this session
epo 200, test, loss=1.3038 acc=0.6218
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 84.89 mins to finish this session
epo 201, test, loss=1.4613 acc=0.5792
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 83.17 mins to finish this session
epo 202, test, loss=1.3402 acc=0.6205
best epoch 173, best test acc=63.600
This epoch takes 11 seconds
still need around 78.68 mins to finish this session
epo 203, test, loss=1.2752 acc=0.6273
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 80.62 mins to finish this session
epo 204, test, loss=1.4377 acc=0.5853
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 80.84 mins to finish this session
epo 205, test, loss=1.3737 acc=0.5995
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 82.12 mins to finish this session
epo 206, test, loss=1.4377 acc=0.5877
best epoch 173, best test acc=63.600
This epoch takes 12 seconds
still need around 80.58 mins to finish this session
epo 207, test, loss=1.2327 acc=0.6483
********A better model is found!!**********
Saving model to :checkpoint/cifar100/fact/ft_cos-avg_cos-data_init-start_0/Cosine-Epo_600-Lr_0.1000Bal0.00-LossIter0-T_16.00/session0_max_acc.pth
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 79.76 mins to finish this session
epo 208, test, loss=1.2576 acc=0.6270
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 80.05 mins to finish this session
epo 209, test, loss=1.4177 acc=0.5978
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 78.92 mins to finish this session
epo 210, test, loss=1.3810 acc=0.6028
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 78.13 mins to finish this session
epo 211, test, loss=1.3274 acc=0.6190
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 79.06 mins to finish this session
epo 212, test, loss=1.4517 acc=0.5922
best epoch 207, best test acc=64.833
This epoch takes 11 seconds
still need around 76.31 mins to finish this session
epo 213, test, loss=1.3450 acc=0.6132
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 78.69 mins to finish this session
epo 214, test, loss=1.3191 acc=0.6190
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 79.03 mins to finish this session
epo 215, test, loss=1.3698 acc=0.6067
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 79.65 mins to finish this session
epo 216, test, loss=1.4169 acc=0.5867
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 79.05 mins to finish this session
epo 217, test, loss=1.7566 acc=0.5342
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 77.86 mins to finish this session
epo 218, test, loss=1.4133 acc=0.6000
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 76.71 mins to finish this session
epo 219, test, loss=1.2801 acc=0.6237
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 79.35 mins to finish this session
epo 220, test, loss=1.2299 acc=0.6422
best epoch 207, best test acc=64.833
This epoch takes 11 seconds
still need around 73.27 mins to finish this session
epo 221, test, loss=1.2208 acc=0.6463
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 76.95 mins to finish this session
epo 222, test, loss=1.2227 acc=0.6422
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 79.07 mins to finish this session
epo 223, test, loss=1.2809 acc=0.6275
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 76.50 mins to finish this session
epo 224, test, loss=1.2714 acc=0.6332
best epoch 207, best test acc=64.833
This epoch takes 12 seconds
still need around 75.97 mins to finish this session
epo 225, test, loss=1.2175 acc=0.6368