2022-09-17 13:04:09,340 args = Namespace(arch='EC_ImageNet', auxiliary=True, auxiliary_weight=0.4, batch_size=1024, data_dir='/home/public/imagenet/', drop_path_prob=0, epochs=250, grad_clip=5.0, init_channels=48, label_smooth=0.1, layers=14, learning_rate=0.5, lr_scheduler='linear', momentum=0.9, note='imagenet', num_class=1000, report_freq=100, save='logs/DARTS_train_imagenet/EC_ImageNet', seed=0, weight_decay=3e-05, workers=32)
2022-09-17 13:04:09,342 unparsed_args = []
2022-09-17 13:04:09,342 Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3)], normal_concat=range(2, 6), reduce=[('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3)], reduce_concat=range(2, 6))
2022-09-17 13:04:09,696 FLOPs: 587.668032 M
2022-09-17 13:04:18,624 param size = 5.186176MB
2022-09-17 13:04:24,490 Epoch: 0 lr 5.000000e-01
2022-09-17 13:04:24,490 Warming-up Epoch: 0, LR: 1.000000e-01
2022-09-17 13:06:09,148 TRAIN Step: 000 Objs: 9.720682e+00 R1: 0.292969 R5: 1.074219 Duration: 0s BTime: 61.117s
2022-09-17 13:07:57,720 TRAIN Step: 100 Objs: 9.633156e+00 R1: 0.286200 R5: 1.092590 Duration: 108s BTime: 1.678s
2022-09-17 13:09:43,384 TRAIN Step: 200 Objs: 9.531519e+00 R1: 0.454757 R5: 1.779676 Duration: 105s BTime: 1.368s
2022-09-17 13:11:48,542 TRAIN Step: 300 Objs: 9.436093e+00 R1: 0.634928 R5: 2.468010 Duration: 125s BTime: 1.261s
2022-09-17 13:14:06,786 TRAIN Step: 400 Objs: 9.334492e+00 R1: 0.850657 R5: 3.271850 Duration: 138s BTime: 1.209s
2022-09-17 13:16:14,550 TRAIN Step: 500 Objs: 9.219601e+00 R1: 1.150823 R5: 4.264518 Duration: 127s BTime: 1.174s
2022-09-17 13:18:25,030 TRAIN Step: 600 Objs: 9.102801e+00 R1: 1.521553 R5: 5.397580 Duration: 130s BTime: 1.148s
2022-09-17 13:20:48,638 TRAIN Step: 700 Objs: 8.990322e+00 R1: 1.929164 R5: 6.564840 Duration: 143s BTime: 1.130s
2022-09-17 13:23:05,280 TRAIN Step: 800 Objs: 8.883910e+00 R1: 2.361184 R5: 7.737642 Duration: 136s BTime: 1.118s
2022-09-17 13:25:18,176 TRAIN Step: 900 Objs: 8.785618e+00 R1: 2.809053 R5: 8.892788 Duration: 132s BTime: 1.109s
2022-09-17 13:27:38,188 TRAIN Step: 1000 Objs: 8.692557e+00 R1: 3.270167 R5: 10.044545 Duration: 140s BTime: 1.101s
2022-09-17 13:30:32,119 TRAIN Step: 1100 Objs: 8.604476e+00 R1: 3.735418 R5: 11.162349 Duration: 173s BTime: 1.093s
2022-09-17 13:33:45,882 TRAIN Step: 1200 Objs: 8.519953e+00 R1: 4.229386 R5: 12.283221 Duration: 193s BTime: 1.088s
2022-09-17 13:34:54,716 Train_acc: 4.490671
2022-09-17 13:37:01,203 VALID Step: 000 Objs: 4.341641e+00 R1: 17.382812 R5: 41.406250 Duration: 0s
2022-09-17 13:38:01,997 Valid_acc_top1: 11.052000
2022-09-17 13:38:01,998 Valid_acc_top5: 27.230000
2022-09-17 13:38:01,998 Best acc top1: 11.052000
2022-09-17 13:38:01,998 Epoch time: 2017s.
2022-09-17 13:38:02,443 Epoch: 1 lr 4.979592e-01
2022-09-17 13:38:02,443 Warming-up Epoch: 1, LR: 1.991837e-01
2022-09-17 13:38:28,102 TRAIN Step: 000 Objs: 7.531129e+00 R1: 9.863281 R5: 23.828125 Duration: 0s BTime: 1.449s
2022-09-17 13:40:26,132 TRAIN Step: 100 Objs: 7.633020e+00 R1: 9.059793 R5: 23.520653 Duration: 118s BTime: 1.163s
2022-09-17 13:42:15,576 TRAIN Step: 200 Objs: 7.523346e+00 R1: 9.949277 R5: 25.196284 Duration: 109s BTime: 1.128s
2022-09-17 13:44:05,996 TRAIN Step: 300 Objs: 7.441352e+00 R1: 10.716557 R5: 26.463870 Duration: 110s BTime: 1.119s
2022-09-17 13:45:53,664 TRAIN Step: 400 Objs: 7.365896e+00 R1: 11.407273 R5: 27.695897 Duration: 107s BTime: 1.108s
2022-09-17 13:47:46,743 TRAIN Step: 500 Objs: 7.292436e+00 R1: 12.137639 R5: 28.934319 Duration: 113s BTime: 1.112s
2022-09-17 13:49:32,170 TRAIN Step: 600 Objs: 7.221875e+00 R1: 12.832941 R5: 30.108836 Duration: 105s BTime: 1.102s
2022-09-17 13:51:21,209 TRAIN Step: 700 Objs: 7.158239e+00 R1: 13.475727 R5: 31.132840 Duration: 109s BTime: 1.100s
2022-09-17 13:53:09,617 TRAIN Step: 800 Objs: 7.097119e+00 R1: 14.106390 R5: 32.150851 Duration: 108s BTime: 1.098s
2022-09-17 13:54:56,831 TRAIN Step: 900 Objs: 7.041016e+00 R1: 14.702306 R5: 33.077613 Duration: 107s BTime: 1.095s
2022-09-17 13:56:45,306 TRAIN Step: 1000 Objs: 6.987294e+00 R1: 15.277203 R5: 33.955303 Duration: 108s BTime: 1.093s
2022-09-17 13:58:30,059 TRAIN Step: 1100 Objs: 6.936179e+00 R1: 15.816853 R5: 34.804386 Duration: 104s BTime: 1.089s
2022-09-17 14:00:31,529 TRAIN Step: 1200 Objs: 6.886434e+00 R1: 16.343802 R5: 35.603387 Duration: 121s BTime: 1.083s
2022-09-17 14:01:42,045 Train_acc: 16.603768
2022-09-17 14:03:45,214 VALID Step: 000 Objs: 2.895452e+00 R1: 37.304688 R5: 67.382812 Duration: 0s
2022-09-17 14:04:24,118 Valid_acc_top1: 23.742000
2022-09-17 14:04:24,118 Valid_acc_top5: 47.436000
2022-09-17 14:04:24,118 Best acc top1: 23.742000
2022-09-17 14:04:24,118 Epoch time: 1581s.
2022-09-17 14:04:25,026 Epoch: 2 lr 4.959184e-01
2022-09-17 14:04:25,026 Warming-up Epoch: 2, LR: 2.975510e-01
2022-09-17 14:04:56,793 TRAIN Step: 000 Objs: 6.311058e+00 R1: 24.023438 R5: 45.703125 Duration: 0s BTime: 1.222s
2022-09-17 14:06:32,674 TRAIN Step: 100 Objs: 6.419470e+00 R1: 21.034769 R5: 43.146658 Duration: 95s BTime: 0.960s
2022-09-17 14:08:03,456 TRAIN Step: 200 Objs: 6.367501e+00 R1: 21.700579 R5: 43.980780 Duration: 90s BTime: 0.932s
2022-09-17 14:09:36,711 TRAIN Step: 300 Objs: 6.330285e+00 R1: 22.149800 R5: 44.596138 Duration: 93s BTime: 0.932s
2022-09-17 14:11:10,773 TRAIN Step: 400 Objs: 6.295141e+00 R1: 22.592932 R5: 45.161754 Duration: 94s BTime: 0.934s
2022-09-17 14:12:42,619 TRAIN Step: 500 Objs: 6.257360e+00 R1: 23.106716 R5: 45.760627 Duration: 91s BTime: 0.930s
2022-09-17 14:14:15,028 TRAIN Step: 600 Objs: 6.224148e+00 R1: 23.557255 R5: 46.288250 Duration: 92s BTime: 0.929s
2022-09-17 14:15:48,280 TRAIN Step: 700 Objs: 6.189421e+00 R1: 24.002123 R5: 46.839476 Duration: 93s BTime: 0.929s
2022-09-17 14:17:21,098 TRAIN Step: 800 Objs: 6.157536e+00 R1: 24.417720 R5: 47.371084 Duration: 92s BTime: 0.929s
2022-09-17 14:18:52,730 TRAIN Step: 900 Objs: 6.127413e+00 R1: 24.801869 R5: 47.851671 Duration: 91s BTime: 0.927s
2022-09-17 14:20:28,322 TRAIN Step: 1000 Objs: 6.096678e+00 R1: 25.185947 R5: 48.328429 Duration: 95s BTime: 0.930s
2022-09-17 14:22:04,584 TRAIN Step: 1100 Objs: 6.068034e+00 R1: 25.543983 R5: 48.771891 Duration: 96s BTime: 0.933s
2022-09-17 14:23:35,986 TRAIN Step: 1200 Objs: 6.040582e+00 R1: 25.895331 R5: 49.208423 Duration: 91s BTime: 0.931s
2022-09-17 14:24:20,412 Train_acc: 26.066469
2022-09-17 14:24:44,377 VALID Step: 000 Objs: 2.633252e+00 R1: 45.117188 R5: 70.312500 Duration: 0s
2022-09-17 14:25:13,588 Valid_acc_top1: 32.686000
2022-09-17 14:25:13,589 Valid_acc_top5: 58.794000
2022-09-17 14:25:13,589 Best acc top1: 32.686000
2022-09-17 14:25:13,589 Epoch time: 1248s.
2022-09-17 14:25:14,401 Epoch: 3 lr 4.938776e-01
2022-09-17 14:25:14,401 Warming-up Epoch: 3, LR: 3.951020e-01
2022-09-17 14:25:43,493 TRAIN Step: 000 Objs: 5.533145e+00 R1: 33.691406 R5: 56.835938 Duration: 0s BTime: 1.401s
2022-09-17 14:27:16,915 TRAIN Step: 100 Objs: 5.777242e+00 R1: 29.052251 R5: 53.281637 Duration: 93s BTime: 0.934s
2022-09-17 14:28:49,872 TRAIN Step: 200 Objs: 5.762324e+00 R1: 29.296875 R5: 53.492304 Duration: 92s BTime: 0.931s
2022-09-17 14:30:21,368 TRAIN Step: 300 Objs: 5.736521e+00 R1: 29.699180 R5: 53.933827 Duration: 91s BTime: 0.925s
2022-09-17 14:31:54,237 TRAIN Step: 400 Objs: 5.720143e+00 R1: 29.930058 R5: 54.167803 Duration: 92s BTime: 0.926s
2022-09-17 14:33:29,465 TRAIN Step: 500 Objs: 5.698322e+00 R1: 30.244394 R5: 54.525129 Duration: 95s BTime: 0.931s
2022-09-17 14:35:03,701 TRAIN Step: 600 Objs: 5.676548e+00 R1: 30.571443 R5: 54.872738 Duration: 94s BTime: 0.932s
2022-09-17 14:36:36,694 TRAIN Step: 700 Objs: 5.654143e+00 R1: 30.896431 R5: 55.230669 Duration: 92s BTime: 0.932s
2022-09-17 14:38:10,178 TRAIN Step: 800 Objs: 5.636083e+00 R1: 31.146492 R5: 55.507032 Duration: 93s BTime: 0.932s
2022-09-17 14:39:45,047 TRAIN Step: 900 Objs: 5.618196e+00 R1: 31.402825 R5: 55.786539 Duration: 94s BTime: 0.934s
2022-09-17 14:41:17,819 TRAIN Step: 1000 Objs: 5.599033e+00 R1: 31.670380 R5: 56.091174 Duration: 92s BTime: 0.933s
2022-09-17 14:42:54,422 TRAIN Step: 1100 Objs: 5.580434e+00 R1: 31.924635 R5: 56.382781 Duration: 96s BTime: 0.936s
2022-09-17 14:44:29,261 TRAIN Step: 1200 Objs: 5.561920e+00 R1: 32.204689 R5: 56.671198 Duration: 94s BTime: 0.937s
2022-09-17 14:45:12,465 Train_acc: 32.314132
2022-09-17 14:45:36,788 VALID Step: 000 Objs: 2.316564e+00 R1: 49.902344 R5: 74.707031 Duration: 0s
2022-09-17 14:46:06,723 Valid_acc_top1: 36.022000
2022-09-17 14:46:06,723 Valid_acc_top5: 62.012000
2022-09-17 14:46:06,723 Best acc top1: 36.022000
2022-09-17 14:46:06,723 Epoch time: 1252s.
2022-09-17 14:46:07,653 Epoch: 4 lr 4.918367e-01
2022-09-17 14:46:07,653 Warming-up Epoch: 4, LR: 4.918367e-01
2022-09-17 14:46:39,901 TRAIN Step: 000 Objs: 5.193918e+00 R1: 37.890625 R5: 61.035156 Duration: 0s BTime: 1.119s
2022-09-17 14:48:15,056 TRAIN Step: 100 Objs: 5.431900e+00 R1: 33.894454 R5: 58.800665 Duration: 95s BTime: 0.950s
2022-09-17 14:49:50,733 TRAIN Step: 200 Objs: 5.414304e+00 R1: 34.138876 R5: 58.969799 Duration: 95s BTime: 0.952s
2022-09-17 14:51:29,086 TRAIN Step: 300 Objs: 5.392482e+00 R1: 34.378244 R5: 59.231273 Duration: 98s BTime: 0.962s
2022-09-17 14:53:05,408 TRAIN Step: 400 Objs: 5.376337e+00 R1: 34.641911 R5: 59.517710 Duration: 96s BTime: 0.962s
2022-09-17 14:54:45,336 TRAIN Step: 500 Objs: 5.361151e+00 R1: 34.888231 R5: 59.781414 Duration: 99s BTime: 0.969s
2022-09-17 14:56:22,544 TRAIN Step: 600 Objs: 5.347429e+00 R1: 35.096454 R5: 59.995873 Duration: 97s BTime: 0.970s
2022-09-17 14:58:00,824 TRAIN Step: 700 Objs: 5.334004e+00 R1: 35.302525 R5: 60.193864 Duration: 98s BTime: 0.971s
2022-09-17 14:59:32,502 TRAIN Step: 800 Objs: 5.321471e+00 R1: 35.509568 R5: 60.383505 Duration: 91s BTime: 0.964s
2022-09-17 15:01:04,243 TRAIN Step: 900 Objs: 5.309082e+00 R1: 35.683767 R5: 60.585461 Duration: 91s BTime: 0.959s
2022-09-17 15:02:37,516 TRAIN Step: 1000 Objs: 5.296333e+00 R1: 35.879550 R5: 60.762870 Duration: 93s BTime: 0.956s
2022-09-17 15:04:12,733 TRAIN Step: 1100 Objs: 5.284386e+00 R1: 36.052541 R5: 60.955328 Duration: 95s BTime: 0.955s
2022-09-17 15:05:48,348 TRAIN Step: 1200 Objs: 5.272742e+00 R1: 36.234209 R5: 61.140700 Duration: 95s BTime: 0.955s
2022-09-17 15:06:31,183 Train_acc: 36.313923
2022-09-17 15:06:52,692 VALID Step: 000 Objs: 1.686894e+00 R1: 62.695312 R5: 84.570312 Duration: 0s
2022-09-17 15:07:25,717 Valid_acc_top1: 40.890000
2022-09-17 15:07:25,718 Valid_acc_top5: 66.844000
2022-09-17 15:07:25,718 Best acc top1: 40.890000
2022-09-17 15:07:25,718 Epoch time: 1278s.
2022-09-17 15:07:26,554 Epoch: 5 lr 4.897959e-01
2022-09-17 15:07:57,128 TRAIN Step: 000 Objs: 5.040009e+00 R1: 39.941406 R5: 64.062500 Duration: 0s BTime: 1.769s
2022-09-17 15:09:32,498 TRAIN Step: 100 Objs: 5.090237e+00 R1: 38.987082 R5: 63.856552 Duration: 95s BTime: 0.960s
2022-09-17 15:11:08,218 TRAIN Step: 200 Objs: 5.080106e+00 R1: 39.127118 R5: 63.983306 Duration: 95s BTime: 0.958s
2022-09-17 15:12:45,758 TRAIN Step: 300 Objs: 5.073762e+00 R1: 39.132254 R5: 64.074829 Duration: 97s BTime: 0.963s
2022-09-17 15:14:27,277 TRAIN Step: 400 Objs: 5.065247e+00 R1: 39.289715 R5: 64.191815 Duration: 101s BTime: 0.976s
2022-09-17 15:16:09,375 TRAIN Step: 500 Objs: 5.058974e+00 R1: 39.383733 R5: 64.258982 Duration: 102s BTime: 0.984s
2022-09-17 15:17:49,117 TRAIN Step: 600 Objs: 5.052859e+00 R1: 39.499435 R5: 64.373343 Duration: 99s BTime: 0.986s
2022-09-17 15:19:27,820 TRAIN Step: 700 Objs: 5.045727e+00 R1: 39.609709 R5: 64.482101 Duration: 98s BTime: 0.986s
2022-09-17 15:21:05,410 TRAIN Step: 800 Objs: 5.040036e+00 R1: 39.692938 R5: 64.553951 Duration: 97s BTime: 0.985s
2022-09-17 15:22:41,645 TRAIN Step: 900 Objs: 5.033148e+00 R1: 39.803105 R5: 64.659926 Duration: 96s BTime: 0.982s
2022-09-17 15:24:23,522 TRAIN Step: 1000 Objs: 5.027773e+00 R1: 39.883847 R5: 64.761020 Duration: 101s BTime: 0.986s
2022-09-17 15:26:03,958 TRAIN Step: 1100 Objs: 5.020599e+00 R1: 39.986997 R5: 64.868585 Duration: 100s BTime: 0.987s
2022-09-17 15:27:45,456 TRAIN Step: 1200 Objs: 5.015056e+00 R1: 40.073539 R5: 64.949781 Duration: 101s BTime: 0.989s
2022-09-17 15:28:26,053 Train_acc: 40.122092
2022-09-17 15:28:48,627 VALID Step: 000 Objs: 1.683812e+00 R1: 62.988281 R5: 84.863281 Duration: 0s
2022-09-17 15:29:18,360 Valid_acc_top1: 43.206000
2022-09-17 15:29:18,360 Valid_acc_top5: 69.646000
2022-09-17 15:29:18,360 Best acc top1: 43.206000
2022-09-17 15:29:18,361 Epoch time: 1311s.
2022-09-17 15:29:19,256 Epoch: 6 lr 4.877551e-01
2022-09-17 15:29:50,032 TRAIN Step: 000 Objs: 5.126962e+00 R1: 37.304688 R5: 63.281250 Duration: 0s BTime: 1.323s
2022-09-17 15:31:24,693 TRAIN Step: 100 Objs: 4.911798e+00 R1: 41.580291 R5: 66.490370 Duration: 94s BTime: 0.949s
2022-09-17 15:33:02,303 TRAIN Step: 200 Objs: 4.900303e+00 R1: 41.785700 R5: 66.620997 Duration: 97s BTime: 0.962s
2022-09-17 15:34:44,946 TRAIN Step: 300 Objs: 4.892985e+00 R1: 41.891611 R5: 66.806933 Duration: 102s BTime: 0.982s
2022-09-17 15:36:26,572 TRAIN Step: 400 Objs: 4.886020e+00 R1: 42.005825 R5: 66.878458 Duration: 101s BTime: 0.990s
2022-09-17 15:38:06,833 TRAIN Step: 500 Objs: 4.881795e+00 R1: 42.074055 R5: 66.925914 Duration: 100s BTime: 0.992s
2022-09-17 15:39:48,785 TRAIN Step: 600 Objs: 4.879146e+00 R1: 42.104793 R5: 66.985200 Duration: 101s BTime: 0.997s
2022-09-17 15:41:31,098 TRAIN Step: 700 Objs: 4.874011e+00 R1: 42.182485 R5: 67.046100 Duration: 102s BTime: 1.000s
2022-09-17 15:43:13,792 TRAIN Step: 800 Objs: 4.871058e+00 R1: 42.217126 R5: 67.095452 Duration: 102s BTime: 1.003s
2022-09-17 15:44:54,772 TRAIN Step: 900 Objs: 4.867302e+00 R1: 42.288950 R5: 67.144687 Duration: 100s BTime: 1.004s
2022-09-17 15:46:36,945 TRAIN Step: 1000 Objs: 4.862955e+00 R1: 42.363691 R5: 67.200183 Duration: 102s BTime: 1.005s
2022-09-17 15:48:17,122 TRAIN Step: 1100 Objs: 4.859770e+00 R1: 42.402326 R5: 67.240985 Duration: 100s BTime: 1.005s
2022-09-17 15:49:58,047 TRAIN Step: 1200 Objs: 4.855821e+00 R1: 42.457864 R5: 67.283937 Duration: 100s BTime: 1.005s
2022-09-17 15:50:41,888 Train_acc: 42.494694
2022-09-17 15:51:05,996 VALID Step: 000 Objs: 1.706538e+00 R1: 64.355469 R5: 84.472656 Duration: 0s
2022-09-17 15:51:35,673 Valid_acc_top1: 44.100000
2022-09-17 15:51:35,674 Valid_acc_top5: 70.640000
2022-09-17 15:51:35,674 Best acc top1: 44.100000
2022-09-17 15:51:35,674 Epoch time: 1336s.
2022-09-17 15:51:36,442 Epoch: 7 lr 4.857143e-01
2022-09-17 15:52:07,724 TRAIN Step: 000 Objs: 4.767392e+00 R1: 43.066406 R5: 68.261719 Duration: 0s BTime: 1.493s
2022-09-17 15:53:47,916 TRAIN Step: 100 Objs: 4.774503e+00 R1: 43.738397 R5: 68.510210 Duration: 100s BTime: 1.004s
2022-09-17 15:55:25,668 TRAIN Step: 200 Objs: 4.764152e+00 R1: 43.882152 R5: 68.598414 Duration: 97s BTime: 0.990s
2022-09-17 15:57:08,771 TRAIN Step: 300 Objs: 4.759289e+00 R1: 43.946286 R5: 68.625740 Duration: 103s BTime: 1.002s
2022-09-17 15:58:51,303 TRAIN Step: 400 Objs: 4.755924e+00 R1: 44.008387 R5: 68.687412 Duration: 102s BTime: 1.007s
2022-09-17 16:00:33,580 TRAIN Step: 500 Objs: 4.752623e+00 R1: 44.021137 R5: 68.737135 Duration: 102s BTime: 1.010s
2022-09-17 16:02:15,699 TRAIN Step: 600 Objs: 4.751336e+00 R1: 44.036307 R5: 68.762024 Duration: 102s BTime: 1.012s
2022-09-17 16:03:57,633 TRAIN Step: 700 Objs: 4.752569e+00 R1: 43.983623 R5: 68.751950 Duration: 101s BTime: 1.013s
2022-09-17 16:05:37,363 TRAIN Step: 800 Objs: 4.751084e+00 R1: 44.048577 R5: 68.763899 Duration: 99s BTime: 1.011s
2022-09-17 16:07:13,639 TRAIN Step: 900 Objs: 4.748028e+00 R1: 44.092610 R5: 68.814382 Duration: 96s BTime: 1.005s
2022-09-17 16:08:53,261 TRAIN Step: 1000 Objs: 4.746045e+00 R1: 44.141405 R5: 68.832047 Duration: 99s BTime: 1.004s
2022-09-17 16:10:33,274 TRAIN Step: 1100 Objs: 4.744694e+00 R1: 44.169718 R5: 68.850583 Duration: 100s BTime: 1.004s
2022-09-17 16:12:12,846 TRAIN Step: 1200 Objs: 4.742361e+00 R1: 44.195917 R5: 68.876278 Duration: 99s BTime: 1.003s
2022-09-17 16:12:54,515 Train_acc: 44.223587
2022-09-17 16:13:19,701 VALID Step: 000 Objs: 1.629562e+00 R1: 66.210938 R5: 84.082031 Duration: 0s
2022-09-17 16:13:49,191 Valid_acc_top1: 47.308000
2022-09-17 16:13:49,191 Valid_acc_top5: 73.120000
2022-09-17 16:13:49,191 Best acc top1: 47.308000
2022-09-17 16:13:49,192 Epoch time: 1332s.
2022-09-17 16:13:50,059 Epoch: 8 lr 4.836735e-01
2022-09-17 16:14:21,348 TRAIN Step: 000 Objs: 4.782836e+00 R1: 44.921875 R5: 68.750000 Duration: 0s BTime: 1.483s
2022-09-17 16:16:00,290 TRAIN Step: 100 Objs: 4.692918e+00 R1: 44.998260 R5: 69.601833 Duration: 98s BTime: 0.993s
2022-09-17 16:17:40,798 TRAIN Step: 200 Objs: 4.682202e+00 R1: 45.146824 R5: 69.775634 Duration: 100s BTime: 0.998s
2022-09-17 16:19:20,173 TRAIN Step: 300 Objs: 4.681067e+00 R1: 45.150280 R5: 69.785935 Duration: 99s BTime: 0.996s
2022-09-17 16:21:02,523 TRAIN Step: 400 Objs: 4.677668e+00 R1: 45.176122 R5: 69.826654 Duration: 102s BTime: 1.003s
2022-09-17 16:22:42,053 TRAIN Step: 500 Objs: 4.676384e+00 R1: 45.171181 R5: 69.853067 Duration: 99s BTime: 1.001s
2022-09-17 16:24:21,812 TRAIN Step: 600 Objs: 4.672693e+00 R1: 45.242792 R5: 69.895552 Duration: 99s BTime: 1.000s
2022-09-17 16:26:05,800 TRAIN Step: 700 Objs: 4.669489e+00 R1: 45.295226 R5: 69.950016 Duration: 103s BTime: 1.006s
2022-09-17 16:27:47,517 TRAIN Step: 800 Objs: 4.667063e+00 R1: 45.328593 R5: 69.976128 Duration: 101s BTime: 1.007s
2022-09-17 16:29:30,556 TRAIN Step: 900 Objs: 4.664254e+00 R1: 45.399643 R5: 70.005875 Duration: 103s BTime: 1.009s
2022-09-17 16:31:10,813 TRAIN Step: 1000 Objs: 4.662336e+00 R1: 45.422546 R5: 70.020117 Duration: 100s BTime: 1.008s
2022-09-17 16:32:49,730 TRAIN Step: 1100 Objs: 4.659336e+00 R1: 45.462577 R5: 70.065388 Duration: 98s BTime: 1.007s
2022-09-17 16:34:27,963 TRAIN Step: 1200 Objs: 4.657146e+00 R1: 45.494721 R5: 70.104909 Duration: 98s BTime: 1.004s
2022-09-17 16:35:09,420 Train_acc: 45.516080
2022-09-17 16:35:34,649 VALID Step: 000 Objs: 1.490256e+00 R1: 65.234375 R5: 87.500000 Duration: 0s
2022-09-17 16:36:04,470 Valid_acc_top1: 48.926000
2022-09-17 16:36:04,470 Valid_acc_top5: 74.466000
2022-09-17 16:36:04,470 Best acc top1: 48.926000
2022-09-17 16:36:04,470 Epoch time: 1334s.
2022-09-17 16:36:05,492 Epoch: 9 lr 4.816327e-01
2022-09-17 16:36:37,244 TRAIN Step: 000 Objs: 4.531033e+00 R1: 46.484375 R5: 72.558594 Duration: 0s BTime: 1.378s
2022-09-17 16:38:12,934 TRAIN Step: 100 Objs: 4.612105e+00 R1: 46.254254 R5: 70.710860 Duration: 95s BTime: 0.960s
2022-09-17 16:39:48,065 TRAIN Step: 200 Objs: 4.597072e+00 R1: 46.426559 R5: 70.908155 Duration: 95s BTime: 0.955s
2022-09-17 16:41:27,100 TRAIN Step: 300 Objs: 4.595537e+00 R1: 46.468153 R5: 70.946130 Duration: 99s BTime: 0.966s
2022-09-17 16:43:05,768 TRAIN Step: 400 Objs: 4.594357e+00 R1: 46.528454 R5: 71.017768 Duration: 98s BTime: 0.971s
2022-09-17 16:44:43,525 TRAIN Step: 500 Objs: 4.595891e+00 R1: 46.530377 R5: 70.984009 Duration: 97s BTime: 0.972s
2022-09-17 16:46:25,210 TRAIN Step: 600 Objs: 4.592090e+00 R1: 46.585769 R5: 71.013318 Duration: 101s BTime: 0.979s
2022-09-17 16:48:07,052 TRAIN Step: 700 Objs: 4.592448e+00 R1: 46.575902 R5: 70.991218 Duration: 101s BTime: 0.984s
2022-09-17 16:49:45,904 TRAIN Step: 800 Objs: 4.589692e+00 R1: 46.623849 R5: 71.040106 Duration: 98s BTime: 0.985s
2022-09-17 16:51:24,847 TRAIN Step: 900 Objs: 4.589404e+00 R1: 46.647605 R5: 71.035980 Duration: 98s BTime: 0.985s
2022-09-17 16:53:05,728 TRAIN Step: 1000 Objs: 4.589209e+00 R1: 46.631201 R5: 71.040581 Duration: 100s BTime: 0.987s
2022-09-17 16:54:47,012 TRAIN Step: 1100 Objs: 4.588067e+00 R1: 46.644386 R5: 71.053836 Duration: 101s BTime: 0.989s
2022-09-17 16:56:27,002 TRAIN Step: 1200 Objs: 4.586816e+00 R1: 46.666678 R5: 71.066998 Duration: 99s BTime: 0.990s
2022-09-17 16:57:10,952 Train_acc: 46.671121
2022-09-17 16:57:34,428 VALID Step: 000 Objs: 1.510574e+00 R1: 67.480469 R5: 88.574219 Duration: 0s
2022-09-17 16:58:05,140 Valid_acc_top1: 48.502000
2022-09-17 16:58:05,140 Valid_acc_top5: 74.446000
2022-09-17 16:58:05,140 Best acc top1: 48.926000
2022-09-17 16:58:05,141 Epoch time: 1319s.
2022-09-17 16:58:05,618 Epoch: 10 lr 4.795918e-01
2022-09-17 16:58:36,763 TRAIN Step: 000 Objs: 4.617795e+00 R1: 47.070312 R5: 67.968750 Duration: 0s BTime: 1.134s
2022-09-17 17:00:12,526 TRAIN Step: 100 Objs: 4.542887e+00 R1: 47.605972 R5: 71.641979 Duration: 95s BTime: 0.957s
2022-09-17 17:01:53,297 TRAIN Step: 200 Objs: 4.537894e+00 R1: 47.565396 R5: 71.727301 Duration: 100s BTime: 0.982s
2022-09-17 17:03:34,235 TRAIN Step: 300 Objs: 4.538494e+00 R1: 47.529070 R5: 71.766313 Duration: 100s BTime: 0.990s
2022-09-17 17:05:16,461 TRAIN Step: 400 Objs: 4.536331e+00 R1: 47.550801 R5: 71.814604 Duration: 102s BTime: 0.998s
2022-09-17 17:06:55,913 TRAIN Step: 500 Objs: 4.537583e+00 R1: 47.516101 R5: 71.767208 Duration: 99s BTime: 0.997s
2022-09-17 17:08:34,577 TRAIN Step: 600 Objs: 4.535394e+00 R1: 47.530971 R5: 71.818616 Duration: 98s BTime: 0.995s
2022-09-17 17:10:17,735 TRAIN Step: 700 Objs: 4.535187e+00 R1: 47.501895 R5: 71.789603 Duration: 103s BTime: 1.000s
2022-09-17 17:11:59,362 TRAIN Step: 800 Objs: 4.535296e+00 R1: 47.483736 R5: 71.788804 Duration: 101s BTime: 1.002s
2022-09-17 17:13:39,626 TRAIN Step: 900 Objs: 4.533502e+00 R1: 47.514589 R5: 71.801406 Duration: 100s BTime: 1.002s
2022-09-17 17:15:22,053 TRAIN Step: 1000 Objs: 4.533098e+00 R1: 47.511863 R5: 71.796270 Duration: 102s BTime: 1.004s
2022-09-17 17:17:01,583 TRAIN Step: 1100 Objs: 4.532439e+00 R1: 47.517527 R5: 71.816016 Duration: 99s BTime: 1.003s
2022-09-17 17:18:39,220 TRAIN Step: 1200 Objs: 4.533262e+00 R1: 47.500537 R5: 71.801006 Duration: 97s BTime: 1.000s
2022-09-17 17:19:22,589 Train_acc: 47.502785
2022-09-17 17:19:48,222 VALID Step: 000 Objs: 1.404820e+00 R1: 68.457031 R5: 88.378906 Duration: 0s
2022-09-17 17:20:18,029 Valid_acc_top1: 49.988000
2022-09-17 17:20:18,029 Valid_acc_top5: 75.330000
2022-09-17 17:20:18,029 Best acc top1: 49.988000
2022-09-17 17:20:18,029 Epoch time: 1332s.
2022-09-17 17:20:18,865 Epoch: 11 lr 4.775510e-01
2022-09-17 17:20:47,822 TRAIN Step: 000 Objs: 4.469473e+00 R1: 49.902344 R5: 72.167969 Duration: 0s BTime: 1.570s
2022-09-17 17:22:28,358 TRAIN Step: 100 Objs: 4.500897e+00 R1: 48.083617 R5: 72.244353 Duration: 100s BTime: 1.007s
2022-09-17 17:24:09,818 TRAIN Step: 200 Objs: 4.494381e+00 R1: 48.105177 R5: 72.372998 Duration: 101s BTime: 1.010s
2022-09-17 17:25:52,504 TRAIN Step: 300 Objs: 4.496466e+00 R1: 48.019622 R5: 72.340246 Duration: 102s BTime: 1.015s
2022-09-17 17:27:32,231 TRAIN Step: 400 Objs: 4.491710e+00 R1: 48.132598 R5: 72.369857 Duration: 99s BTime: 1.010s
2022-09-17 17:29:14,411 TRAIN Step: 500 Objs: 4.490237e+00 R1: 48.168507 R5: 72.368349 Duration: 102s BTime: 1.012s
2022-09-17 17:30:52,911 TRAIN Step: 600 Objs: 4.490743e+00 R1: 48.142256 R5: 72.366694 Duration: 98s BTime: 1.007s
2022-09-17 17:32:34,402 TRAIN Step: 700 Objs: 4.490988e+00 R1: 48.128232 R5: 72.353808 Duration: 101s BTime: 1.008s
2022-09-17 17:34:14,054 TRAIN Step: 800 Objs: 4.490972e+00 R1: 48.114905 R5: 72.366085 Duration: 99s BTime: 1.007s
2022-09-17 17:35:55,397 TRAIN Step: 900 Objs: 4.490267e+00 R1: 48.094565 R5: 72.377805 Duration: 101s BTime: 1.007s
2022-09-17 17:37:32,841 TRAIN Step: 1000 Objs: 4.488604e+00 R1: 48.123654 R5: 72.403768 Duration: 97s BTime: 1.004s
2022-09-17 17:39:12,986 TRAIN Step: 1100 Objs: 4.487868e+00 R1: 48.152337 R5: 72.407187 Duration: 100s BTime: 1.003s
2022-09-17 17:40:55,721 TRAIN Step: 1200 Objs: 4.486903e+00 R1: 48.159655 R5: 72.424184 Duration: 102s BTime: 1.005s
2022-09-17 17:41:39,670 Train_acc: 48.169833
2022-09-17 17:42:03,010 VALID Step: 000 Objs: 1.258386e+00 R1: 70.312500 R5: 90.039062 Duration: 0s
2022-09-17 17:42:34,779 Valid_acc_top1: 50.004000
2022-09-17 17:42:34,780 Valid_acc_top5: 75.158000
2022-09-17 17:42:34,780 Best acc top1: 50.004000
2022-09-17 17:42:34,780 Epoch time: 1335s.
2022-09-17 17:42:35,706 Epoch: 12 lr 4.755102e-01
2022-09-17 17:42:59,796 TRAIN Step: 000 Objs: 4.339348e+00 R1: 49.121094 R5: 74.511719 Duration: 0s BTime: 1.465s
2022-09-17 17:44:47,383 TRAIN Step: 100 Objs: 4.445261e+00 R1: 48.812655 R5: 73.003365 Duration: 107s BTime: 1.005s
2022-09-17 17:46:26,697 TRAIN Step: 200 Objs: 4.438855e+00 R1: 48.932583 R5: 73.036186 Duration: 99s BTime: 0.998s
2022-09-17 17:48:05,617 TRAIN Step: 300 Objs: 4.435701e+00 R1: 49.008189 R5: 73.103652 Duration: 98s BTime: 0.995s
2022-09-17 17:49:48,016 TRAIN Step: 400 Objs: 4.436406e+00 R1: 48.939175 R5: 73.071228 Duration: 102s BTime: 1.002s
2022-09-17 17:51:28,167 TRAIN Step: 500 Objs: 4.442331e+00 R1: 48.836702 R5: 72.993271 Duration: 100s BTime: 1.001s
2022-09-17 17:53:10,972 TRAIN Step: 600 Objs: 4.444236e+00 R1: 48.835112 R5: 72.978304 Duration: 102s BTime: 1.006s
2022-09-17 17:54:56,237 TRAIN Step: 700 Objs: 4.445128e+00 R1: 48.809597 R5: 72.954652 Duration: 105s BTime: 1.012s
2022-09-17 17:56:41,178 TRAIN Step: 800 Objs: 4.446825e+00 R1: 48.779724 R5: 72.922031 Duration: 104s BTime: 1.016s
2022-09-17 17:58:24,095 TRAIN Step: 900 Objs: 4.449278e+00 R1: 48.736647 R5: 72.899686 Duration: 102s BTime: 1.018s
2022-09-17 18:00:04,430 TRAIN Step: 1000 Objs: 4.449850e+00 R1: 48.748615 R5: 72.887659 Duration: 100s BTime: 1.016s
2022-09-17 18:01:47,692 TRAIN Step: 1100 Objs: 4.449357e+00 R1: 48.766214 R5: 72.888904 Duration: 103s BTime: 1.017s
2022-09-17 18:03:29,383 TRAIN Step: 1200 Objs: 4.449347e+00 R1: 48.765189 R5: 72.880672 Duration: 101s BTime: 1.017s
2022-09-17 18:04:12,552 Train_acc: 48.776779
2022-09-17 18:04:35,972 VALID Step: 000 Objs: 1.177888e+00 R1: 74.609375 R5: 91.601562 Duration: 0s
2022-09-17 18:05:05,821 Valid_acc_top1: 53.316000
2022-09-17 18:05:05,822 Valid_acc_top5: 78.178000
2022-09-17 18:05:05,822 Best acc top1: 53.316000
2022-09-17 18:05:05,822 Epoch time: 1350s.
2022-09-17 18:05:06,552 Epoch: 13 lr 4.734694e-01
2022-09-17 18:05:37,061 TRAIN Step: 000 Objs: 4.417845e+00 R1: 51.269531 R5: 72.656250 Duration: 0s BTime: 1.432s
2022-09-17 18:07:15,492 TRAIN Step: 100 Objs: 4.431794e+00 R1: 49.047610 R5: 73.197710 Duration: 98s BTime: 0.979s
2022-09-17 18:08:54,195 TRAIN Step: 200 Objs: 4.410111e+00 R1: 49.304260 R5: 73.415151 Duration: 98s BTime: 0.982s
2022-09-17 18:10:36,883 TRAIN Step: 300 Objs: 4.406893e+00 R1: 49.309593 R5: 73.475135 Duration: 102s BTime: 0.996s
2022-09-17 18:12:15,014 TRAIN Step: 400 Objs: 4.412167e+00 R1: 49.271109 R5: 73.395613 Duration: 98s BTime: 0.992s
2022-09-17 18:13:53,441 TRAIN Step: 500 Objs: 4.413108e+00 R1: 49.274888 R5: 73.375710 Duration: 98s BTime: 0.990s
2022-09-17 18:15:35,422 TRAIN Step: 600 Objs: 4.414889e+00 R1: 49.252548 R5: 73.342769 Duration: 101s BTime: 0.994s
2022-09-17 18:17:12,415 TRAIN Step: 700 Objs: 4.414321e+00 R1: 49.259428 R5: 73.361715 Duration: 96s BTime: 0.991s
2022-09-17 18:18:50,209 TRAIN Step: 800 Objs: 4.411702e+00 R1: 49.323234 R5: 73.387392 Duration: 97s BTime: 0.989s
2022-09-17 18:20:28,432 TRAIN Step: 900 Objs: 4.413764e+00 R1: 49.300040 R5: 73.365098 Duration: 98s BTime: 0.988s
2022-09-17 18:22:08,427 TRAIN Step: 1000 Objs: 4.415477e+00 R1: 49.282358 R5: 73.332429 Duration: 99s BTime: 0.989s
2022-09-17 18:23:46,910 TRAIN Step: 1100 Objs: 4.414263e+00 R1: 49.309931 R5: 73.344545 Duration: 98s BTime: 0.989s
2022-09-17 18:25:24,263 TRAIN Step: 1200 Objs: 4.416306e+00 R1: 49.285020 R5: 73.312279 Duration: 97s BTime: 0.987s
2022-09-17 18:26:05,417 Train_acc: 49.291076
2022-09-17 18:26:28,278 VALID Step: 000 Objs: 1.444132e+00 R1: 69.726562 R5: 88.476562 Duration: 0s
2022-09-17 18:27:00,207 Valid_acc_top1: 52.932000
2022-09-17 18:27:00,208 Valid_acc_top5: 78.006000
2022-09-17 18:27:00,208 Best acc top1: 53.316000
2022-09-17 18:27:00,208 Epoch time: 1313s.
2022-09-17 18:27:00,568 Epoch: 14 lr 4.714286e-01
2022-09-17 18:27:31,699 TRAIN Step: 000 Objs: 4.301426e+00 R1: 50.390625 R5: 75.781250 Duration: 0s BTime: 1.607s
2022-09-17 18:29:14,063 TRAIN Step: 100 Objs: 4.386819e+00 R1: 49.872370 R5: 73.876470 Duration: 102s BTime: 1.028s
2022-09-17 18:30:55,008 TRAIN Step: 200 Objs: 4.379674e+00 R1: 49.897971 R5: 73.923838 Duration: 100s BTime: 1.018s
2022-09-17 18:32:37,514 TRAIN Step: 300 Objs: 4.379856e+00 R1: 49.902019 R5: 73.926106 Duration: 102s BTime: 1.020s
2022-09-17 18:34:21,509 TRAIN Step: 400 Objs: 4.381100e+00 R1: 49.881887 R5: 73.898262 Duration: 103s BTime: 1.024s
2022-09-17 18:36:05,042 TRAIN Step: 500 Objs: 4.383143e+00 R1: 49.822815 R5: 73.861262 Duration: 103s BTime: 1.026s
2022-09-17 18:37:48,907 TRAIN Step: 600 Objs: 4.380937e+00 R1: 49.862046 R5: 73.889221 Duration: 103s BTime: 1.028s
2022-09-17 18:39:31,053 TRAIN Step: 700 Objs: 4.381118e+00 R1: 49.858043 R5: 73.883292 Duration: 102s BTime: 1.027s
2022-09-17 18:41:15,408 TRAIN Step: 800 Objs: 4.381055e+00 R1: 49.840653 R5: 73.879087 Duration: 104s BTime: 1.028s
2022-09-17 18:42:58,173 TRAIN Step: 900 Objs: 4.380492e+00 R1: 49.846525 R5: 73.871696 Duration: 102s BTime: 1.028s
2022-09-17 18:44:40,072 TRAIN Step: 1000 Objs: 4.381697e+00 R1: 49.821955 R5: 73.853100 Duration: 101s BTime: 1.027s
2022-09-17 18:46:22,193 TRAIN Step: 1100 Objs: 4.381302e+00 R1: 49.815597 R5: 73.847284 Duration: 102s BTime: 1.026s
2022-09-17 18:48:02,698 TRAIN Step: 1200 Objs: 4.381170e+00 R1: 49.812006 R5: 73.854958 Duration: 100s BTime: 1.025s
2022-09-17 18:48:45,812 Train_acc: 49.806231
2022-09-17 18:49:09,151 VALID Step: 000 Objs: 1.343321e+00 R1: 68.066406 R5: 89.062500 Duration: 0s
2022-09-17 18:49:39,972 Valid_acc_top1: 50.158000
2022-09-17 18:49:39,972 Valid_acc_top5: 75.740000
2022-09-17 18:49:39,972 Best acc top1: 53.316000
2022-09-17 18:49:39,973 Epoch time: 1359s.
2022-09-17 18:49:40,482 Epoch: 15 lr 4.693878e-01
2022-09-17 18:50:10,609 TRAIN Step: 000 Objs: 4.478124e+00 R1: 47.460938 R5: 73.144531 Duration: 0s BTime: 1.624s
2022-09-17 18:51:51,064 TRAIN Step: 100 Objs: 4.356145e+00 R1: 50.260094 R5: 74.108524 Duration: 100s BTime: 1.009s
2022-09-17 18:53:28,840 TRAIN Step: 200 Objs: 4.348580e+00 R1: 50.362931 R5: 74.237212 Duration: 97s BTime: 0.993s
2022-09-17 18:55:03,951 TRAIN Step: 300 Objs: 4.345737e+00 R1: 50.437669 R5: 74.280393 Duration: 95s BTime: 0.979s
2022-09-17 18:56:41,141 TRAIN Step: 400 Objs: 4.344451e+00 R1: 50.455404 R5: 74.301551 Duration: 97s BTime: 0.976s
2022-09-17 18:58:17,837 TRAIN Step: 500 Objs: 4.343677e+00 R1: 50.443449 R5: 74.321474 Duration: 96s BTime: 0.974s
2022-09-17 18:59:56,708 TRAIN Step: 600 Objs: 4.348047e+00 R1: 50.376813 R5: 74.267334 Duration: 98s BTime: 0.976s
2022-09-17 19:01:31,197 TRAIN Step: 700 Objs: 4.349395e+00 R1: 50.346185 R5: 74.266533 Duration: 94s BTime: 0.972s
2022-09-17 19:03:05,814 TRAIN Step: 800 Objs: 4.350320e+00 R1: 50.317840 R5: 74.255082 Duration: 94s BTime: 0.968s
2022-09-17 19:04:41,675 TRAIN Step: 900 Objs: 4.349615e+00 R1: 50.332205 R5: 74.248990 Duration: 95s BTime: 0.967s
2022-09-17 19:06:17,912 TRAIN Step: 1000 Objs: 4.351023e+00 R1: 50.310724 R5: 74.226164 Duration: 96s BTime: 0.966s
2022-09-17 19:07:57,147 TRAIN Step: 1100 Objs: 4.352806e+00 R1: 50.285784 R5: 74.199946 Duration: 99s BTime: 0.969s
2022-09-17 19:09:36,846 TRAIN Step: 1200 Objs: 4.353036e+00 R1: 50.273047 R5: 74.194682 Duration: 99s BTime: 0.971s
2022-09-17 19:10:21,506 Train_acc: 50.271666
2022-09-17 19:10:45,875 VALID Step: 000 Objs: 1.503901e+00 R1: 65.820312 R5: 87.402344 Duration: 0s
2022-09-17 19:11:14,219 Valid_acc_top1: 53.180000
2022-09-17 19:11:14,219 Valid_acc_top5: 78.616000
2022-09-17 19:11:14,219 Best acc top1: 53.316000
2022-09-17 19:11:14,219 Epoch time: 1293s.
2022-09-17 19:11:14,578 Epoch: 16 lr 4.673469e-01
2022-09-17 19:11:45,842 TRAIN Step: 000 Objs: 4.417516e+00 R1: 47.753906 R5: 74.316406 Duration: 0s BTime: 1.410s
2022-09-17 19:13:22,628 TRAIN Step: 100 Objs: 4.312626e+00 R1: 50.806389 R5: 74.898476 Duration: 96s BTime: 0.971s
2022-09-17 19:14:58,012 TRAIN Step: 200 Objs: 4.312286e+00 R1: 50.920204 R5: 74.822664 Duration: 95s BTime: 0.962s
2022-09-17 19:16:41,594 TRAIN Step: 300 Objs: 4.315324e+00 R1: 50.871444 R5: 74.784572 Duration: 103s BTime: 0.986s
2022-09-17 19:18:22,759 TRAIN Step: 400 Objs: 4.316829e+00 R1: 50.815588 R5: 74.744779 Duration: 101s BTime: 0.992s
2022-09-17 19:20:01,334 TRAIN Step: 500 Objs: 4.317467e+00 R1: 50.785343 R5: 74.733151 Duration: 98s BTime: 0.990s
2022-09-17 19:21:38,156 TRAIN Step: 600 Objs: 4.318335e+00 R1: 50.804649 R5: 74.730592 Duration: 96s BTime: 0.986s
2022-09-17 19:23:18,968 TRAIN Step: 700 Objs: 4.322952e+00 R1: 50.732492 R5: 74.668721 Duration: 100s BTime: 0.989s
2022-09-17 19:24:58,829 TRAIN Step: 800 Objs: 4.323424e+00 R1: 50.713707 R5: 74.653144 Duration: 99s BTime: 0.990s
2022-09-17 19:26:38,588 TRAIN Step: 900 Objs: 4.324427e+00 R1: 50.683594 R5: 74.634629 Duration: 99s BTime: 0.991s
2022-09-17 19:28:20,838 TRAIN Step: 1000 Objs: 4.326250e+00 R1: 50.647985 R5: 74.594839 Duration: 102s BTime: 0.994s
2022-09-17 19:30:04,683 TRAIN Step: 1100 Objs: 4.326302e+00 R1: 50.646873 R5: 74.584274 Duration: 103s BTime: 0.998s
2022-09-17 19:31:45,778 TRAIN Step: 1200 Objs: 4.326493e+00 R1: 50.645458 R5: 74.580428 Duration: 101s BTime: 0.999s
2022-09-17 19:32:29,952 Train_acc: 50.632509
2022-09-17 19:32:53,277 VALID Step: 000 Objs: 1.378020e+00 R1: 69.824219 R5: 88.867188 Duration: 0s
2022-09-17 19:33:24,950 Valid_acc_top1: 51.914000
2022-09-17 19:33:24,950 Valid_acc_top5: 76.850000
2022-09-17 19:33:24,950 Best acc top1: 53.316000
2022-09-17 19:33:24,950 Epoch time: 1330s.
2022-09-17 19:33:25,324 Epoch: 17 lr 4.653061e-01
2022-09-17 19:33:57,219 TRAIN Step: 000 Objs: 4.182188e+00 R1: 54.394531 R5: 76.953125 Duration: 0s BTime: 1.755s
2022-09-17 19:35:35,264 TRAIN Step: 100 Objs: 4.303579e+00 R1: 50.992033 R5: 74.953589 Duration: 98s BTime: 0.985s
2022-09-17 19:37:09,042 TRAIN Step: 200 Objs: 4.305980e+00 R1: 50.965874 R5: 74.908660 Duration: 93s BTime: 0.961s
2022-09-17 19:38:45,338 TRAIN Step: 300 Objs: 4.304934e+00 R1: 51.002193 R5: 74.894233 Duration: 96s BTime: 0.961s
2022-09-17 19:40:26,776 TRAIN Step: 400 Objs: 4.302924e+00 R1: 51.003838 R5: 74.879695 Duration: 101s BTime: 0.974s
2022-09-17 19:42:08,094 TRAIN Step: 500 Objs: 4.302200e+00 R1: 51.027632 R5: 74.899810 Duration: 101s BTime: 0.982s
2022-09-17 19:43:48,261 TRAIN Step: 600 Objs: 4.303909e+00 R1: 51.006298 R5: 74.873746 Duration: 100s BTime: 0.985s
2022-09-17 19:45:27,830 TRAIN Step: 700 Objs: 4.303851e+00 R1: 50.991887 R5: 74.893428 Duration: 99s BTime: 0.986s
2022-09-17 19:47:09,613 TRAIN Step: 800 Objs: 4.305973e+00 R1: 50.959494 R5: 74.840531 Duration: 101s BTime: 0.990s
2022-09-17 19:48:45,799 TRAIN Step: 900 Objs: 4.306475e+00 R1: 50.964423 R5: 74.832760 Duration: 96s BTime: 0.986s
2022-09-17 19:50:22,952 TRAIN Step: 1000 Objs: 4.306917e+00 R1: 50.973246 R5: 74.815029 Duration: 97s BTime: 0.985s
2022-09-17 19:52:01,677 TRAIN Step: 1100 Objs: 4.307302e+00 R1: 50.977449 R5: 74.811872 Duration: 98s BTime: 0.985s
2022-09-17 19:53:41,219 TRAIN Step: 1200 Objs: 4.307464e+00 R1: 50.991768 R5: 74.807046 Duration: 99s BTime: 0.986s
2022-09-17 19:54:21,274 Train_acc: 50.988981
2022-09-17 19:54:43,583 VALID Step: 000 Objs: 1.399011e+00 R1: 72.851562 R5: 87.890625 Duration: 0s
2022-09-17 19:55:15,312 Valid_acc_top1: 54.530000
2022-09-17 19:55:15,312 Valid_acc_top5: 79.028000
2022-09-17 19:55:15,312 Best acc top1: 54.530000
2022-09-17 19:55:15,312 Epoch time: 1309s.
2022-09-17 19:55:16,170 Epoch: 18 lr 4.632653e-01
2022-09-17 19:55:47,525 TRAIN Step: 000 Objs: 4.163688e+00 R1: 54.101562 R5: 76.269531 Duration: 0s BTime: 1.575s
2022-09-17 19:57:25,881 TRAIN Step: 100 Objs: 4.297171e+00 R1: 51.174776 R5: 74.877205 Duration: 98s BTime: 0.988s
2022-09-17 19:59:03,866 TRAIN Step: 200 Objs: 4.282885e+00 R1: 51.407999 R5: 75.058788 Duration: 97s BTime: 0.983s
2022-09-17 20:00:40,888 TRAIN Step: 300 Objs: 4.277766e+00 R1: 51.482688 R5: 75.134642 Duration: 97s BTime: 0.979s
2022-09-17 20:02:20,443 TRAIN Step: 400 Objs: 4.279897e+00 R1: 51.490902 R5: 75.129559 Duration: 99s BTime: 0.982s
2022-09-17 20:03:58,545 TRAIN Step: 500 Objs: 4.284116e+00 R1: 51.423715 R5: 75.072121 Duration: 98s BTime: 0.982s
2022-09-17 20:05:37,566 TRAIN Step: 600 Objs: 4.283727e+00 R1: 51.381162 R5: 75.067596 Duration: 99s BTime: 0.983s
2022-09-17 20:07:17,209 TRAIN Step: 700 Objs: 4.284455e+00 R1: 51.361476 R5: 75.059207 Duration: 99s BTime: 0.985s
2022-09-17 20:08:58,768 TRAIN Step: 800 Objs: 4.285574e+00 R1: 51.356824 R5: 75.058886 Duration: 101s BTime: 0.988s
2022-09-17 20:10:38,828 TRAIN Step: 900 Objs: 4.285685e+00 R1: 51.329686 R5: 75.058637 Duration: 100s BTime: 0.989s
2022-09-17 20:12:18,879 TRAIN Step: 1000 Objs: 4.285990e+00 R1: 51.316652 R5: 75.059121 Duration: 100s BTime: 0.990s
2022-09-17 20:13:56,950 TRAIN Step: 1100 Objs: 4.286173e+00 R1: 51.321686 R5: 75.062000 Duration: 98s BTime: 0.989s
2022-09-17 20:15:34,527 TRAIN Step: 1200 Objs: 4.287235e+00 R1: 51.315391 R5: 75.046755 Duration: 97s BTime: 0.988s
2022-09-17 20:16:18,606 Train_acc: 51.314544
2022-09-17 20:16:39,013 VALID Step: 000 Objs: 1.381167e+00 R1: 70.214844 R5: 89.746094 Duration: 0s
2022-09-17 20:17:12,320 Valid_acc_top1: 53.344000
2022-09-17 20:17:12,321 Valid_acc_top5: 78.356000
2022-09-17 20:17:12,321 Best acc top1: 54.530000
2022-09-17 20:17:12,321 Epoch time: 1316s.
2022-09-17 20:17:12,791 Epoch: 19 lr 4.612245e-01
2022-09-17 20:17:39,051 TRAIN Step: 000 Objs: 4.283587e+00 R1: 51.367188 R5: 74.609375 Duration: 0s BTime: 1.393s
2022-09-17 20:19:20,867 TRAIN Step: 100 Objs: 4.256712e+00 R1: 51.559599 R5: 75.685528 Duration: 101s BTime: 1.013s
2022-09-17 20:21:01,814 TRAIN Step: 200 Objs: 4.252297e+00 R1: 51.743237 R5: 75.650070 Duration: 100s BTime: 1.011s
2022-09-17 20:22:44,176 TRAIN Step: 300 Objs: 4.251419e+00 R1: 51.793501 R5: 75.599240 Duration: 102s BTime: 1.014s
2022-09-17 20:24:25,471 TRAIN Step: 400 Objs: 4.253969e+00 R1: 51.731755 R5: 75.545511 Duration: 101s BTime: 1.014s
2022-09-17 20:26:05,643 TRAIN Step: 500 Objs: 4.255981e+00 R1: 51.723506 R5: 75.496273 Duration: 100s BTime: 1.011s
2022-09-17 20:27:43,788 TRAIN Step: 600 Objs: 4.257129e+00 R1: 51.730839 R5: 75.474145 Duration: 98s BTime: 1.006s
2022-09-17 20:29:22,422 TRAIN Step: 700 Objs: 4.257883e+00 R1: 51.698466 R5: 75.467106 Duration: 98s BTime: 1.003s
2022-09-17 20:31:07,847 TRAIN Step: 800 Objs: 4.258932e+00 R1: 51.704169 R5: 75.441831 Duration: 105s BTime: 1.009s
2022-09-17 20:32:49,470 TRAIN Step: 900 Objs: 4.260706e+00 R1: 51.660265 R5: 75.419022 Duration: 101s BTime: 1.010s
2022-09-17 20:34:32,522 TRAIN Step: 1000 Objs: 4.261049e+00 R1: 51.652839 R5: 75.424575 Duration: 103s BTime: 1.012s
2022-09-17 20:36:11,037 TRAIN Step: 1100 Objs: 4.261822e+00 R1: 51.631418 R5: 75.412356 Duration: 98s BTime: 1.009s
2022-09-17 20:37:48,834 TRAIN Step: 1200 Objs: 4.262387e+00 R1: 51.627225 R5: 75.403635 Duration: 97s BTime: 1.006s
2022-09-17 20:38:32,509 Train_acc: 51.617549
2022-09-17 20:38:56,687 VALID Step: 000 Objs: 1.344857e+00 R1: 71.386719 R5: 89.550781 Duration: 0s
2022-09-17 20:39:27,196 Valid_acc_top1: 54.304000
2022-09-17 20:39:27,196 Valid_acc_top5: 79.036000
2022-09-17 20:39:27,196 Best acc top1: 54.530000
2022-09-17 20:39:27,196 Epoch time: 1334s.
2022-09-17 20:39:27,599 Epoch: 20 lr 4.591837e-01
2022-09-17 20:39:59,404 TRAIN Step: 000 Objs: 4.286389e+00 R1: 51.562500 R5: 75.488281 Duration: 0s BTime: 1.045s
2022-09-17 20:41:33,537 TRAIN Step: 100 Objs: 4.236471e+00 R1: 52.059483 R5: 75.759011 Duration: 94s BTime: 0.941s
2022-09-17 20:43:10,275 TRAIN Step: 200 Objs: 4.228963e+00 R1: 52.210627 R5: 75.865788 Duration: 96s BTime: 0.954s
2022-09-17 20:44:49,407 TRAIN Step: 300 Objs: 4.231961e+00 R1: 52.146815 R5: 75.855547 Duration: 99s BTime: 0.966s
2022-09-17 20:46:30,786 TRAIN Step: 400 Objs: 4.234042e+00 R1: 52.152334 R5: 75.771022 Duration: 101s BTime: 0.977s
2022-09-17 20:48:09,301 TRAIN Step: 500 Objs: 4.236168e+00 R1: 52.137522 R5: 75.747918 Duration: 98s BTime: 0.979s
2022-09-17 20:49:48,707 TRAIN Step: 600 Objs: 4.237821e+00 R1: 52.107978 R5: 75.695618 Duration: 99s BTime: 0.981s
2022-09-17 20:51:26,934 TRAIN Step: 700 Objs: 4.239054e+00 R1: 52.074185 R5: 75.701704 Duration: 98s BTime: 0.981s
2022-09-17 20:53:04,605 TRAIN Step: 800 Objs: 4.240543e+00 R1: 52.041637 R5: 75.671646 Duration: 97s BTime: 0.980s
2022-09-17 20:54:43,794 TRAIN Step: 900 Objs: 4.242031e+00 R1: 52.036149 R5: 75.652487 Duration: 99s BTime: 0.981s
2022-09-17 20:56:20,704 TRAIN Step: 1000 Objs: 4.243068e+00 R1: 52.013904 R5: 75.639985 Duration: 96s BTime: 0.980s
2022-09-17 20:57:56,191 TRAIN Step: 1100 Objs: 4.243545e+00 R1: 51.996587 R5: 75.630020 Duration: 95s BTime: 0.978s
2022-09-17 20:59:33,799 TRAIN Step: 1200 Objs: 4.244402e+00 R1: 51.970445 R5: 75.618219 Duration: 97s BTime: 0.977s
2022-09-17 21:00:16,656 Train_acc: 51.963093
2022-09-17 21:00:40,994 VALID Step: 000 Objs: 1.194458e+00 R1: 73.925781 R5: 91.210938 Duration: 0s
2022-09-17 21:01:10,151 Valid_acc_top1: 54.648000
2022-09-17 21:01:10,151 Valid_acc_top5: 79.612000
2022-09-17 21:01:10,151 Best acc top1: 54.648000
2022-09-17 21:01:10,151 Epoch time: 1302s.
2022-09-17 21:01:11,029 Epoch: 21 lr 4.571429e-01
2022-09-17 21:01:43,513 TRAIN Step: 000 Objs: 4.133459e+00 R1: 54.101562 R5: 78.222656 Duration: 0s BTime: 1.479s
2022-09-17 21:03:21,463 TRAIN Step: 100 Objs: 4.244176e+00 R1: 52.119431 R5: 75.791886 Duration: 97s BTime: 0.981s
2022-09-17 21:04:58,706 TRAIN Step: 200 Objs: 4.231280e+00 R1: 52.240264 R5: 75.928949 Duration: 97s BTime: 0.976s
2022-09-17 21:06:39,904 TRAIN Step: 300 Objs: 4.231643e+00 R1: 52.217219 R5: 75.916866 Duration: 101s BTime: 0.987s
2022-09-17 21:08:23,133 TRAIN Step: 400 Objs: 4.231529e+00 R1: 52.219062 R5: 75.859667 Duration: 103s BTime: 0.998s
2022-09-17 21:10:05,708 TRAIN Step: 500 Objs: 4.231041e+00 R1: 52.210423 R5: 75.862728 Duration: 102s BTime: 1.003s
2022-09-17 21:11:50,475 TRAIN Step: 600 Objs: 4.231440e+00 R1: 52.180610 R5: 75.846246 Duration: 104s BTime: 1.010s
2022-09-17 21:13:34,243 TRAIN Step: 700 Objs: 4.230852e+00 R1: 52.194967 R5: 75.824436 Duration: 103s BTime: 1.014s
2022-09-17 21:15:15,907 TRAIN Step: 800 Objs: 4.231595e+00 R1: 52.175991 R5: 75.805634 Duration: 101s BTime: 1.014s
2022-09-17 21:16:57,368 TRAIN Step: 900 Objs: 4.232401e+00 R1: 52.166972 R5: 75.804770 Duration: 101s BTime: 1.014s
2022-09-17 21:18:37,070 TRAIN Step: 1000 Objs: 4.233550e+00 R1: 52.150681 R5: 75.794323 Duration: 99s BTime: 1.012s
2022-09-17 21:20:20,829 TRAIN Step: 1100 Objs: 4.233509e+00 R1: 52.130077 R5: 75.792249 Duration: 103s BTime: 1.014s
2022-09-17 21:22:01,054 TRAIN Step: 1200 Objs: 4.233031e+00 R1: 52.122499 R5: 75.800521 Duration: 100s BTime: 1.013s
2022-09-17 21:22:44,741 Train_acc: 52.111083
2022-09-17 21:23:08,576 VALID Step: 000 Objs: 1.168679e+00 R1: 73.437500 R5: 91.308594 Duration: 0s
2022-09-17 21:23:38,912 Valid_acc_top1: 55.114000
2022-09-17 21:23:38,912 Valid_acc_top5: 79.692000
2022-09-17 21:23:38,912 Best acc top1: 55.114000
2022-09-17 21:23:38,912 Epoch time: 1347s.
2022-09-17 21:23:39,862 Epoch: 22 lr 4.551020e-01
2022-09-17 21:24:08,627 TRAIN Step: 000 Objs: 4.196089e+00 R1: 53.027344 R5: 76.074219 Duration: 0s BTime: 1.306s
2022-09-17 21:25:47,454 TRAIN Step: 100 Objs: 4.222368e+00 R1: 52.245127 R5: 76.006536 Duration: 98s BTime: 0.981s
2022-09-17 21:27:28,602 TRAIN Step: 200 Objs: 4.208051e+00 R1: 52.575987 R5: 76.133493 Duration: 101s BTime: 0.995s
2022-09-17 21:29:04,585 TRAIN Step: 300 Objs: 4.207438e+00 R1: 52.519596 R5: 76.162142 Duration: 95s BTime: 0.983s
2022-09-17 21:30:42,289 TRAIN Step: 400 Objs: 4.210547e+00 R1: 52.492061 R5: 76.098328 Duration: 97s BTime: 0.981s
2022-09-17 21:32:17,524 TRAIN Step: 500 Objs: 4.207162e+00 R1: 52.561284 R5: 76.138933 Duration: 95s BTime: 0.975s
2022-09-17 21:33:57,728 TRAIN Step: 600 Objs: 4.209297e+00 R1: 52.528501 R5: 76.102004 Duration: 100s BTime: 0.979s
2022-09-17 21:35:36,654 TRAIN Step: 700 Objs: 4.211376e+00 R1: 52.486961 R5: 76.058059 Duration: 98s BTime: 0.981s
2022-09-17 21:37:12,030 TRAIN Step: 800 Objs: 4.210629e+00 R1: 52.516264 R5: 76.063612 Duration: 95s BTime: 0.977s
2022-09-17 21:38:47,119 TRAIN Step: 900 Objs: 4.212234e+00 R1: 52.479992 R5: 76.048640 Duration: 95s BTime: 0.974s
2022-09-17 21:40:24,226 TRAIN Step: 1000 Objs: 4.213510e+00 R1: 52.457991 R5: 76.032464 Duration: 97s BTime: 0.973s
2022-09-17 21:42:01,407 TRAIN Step: 1100 Objs: 4.213715e+00 R1: 52.459589 R5: 76.034393 Duration: 97s BTime: 0.973s
2022-09-17 21:43:37,880 TRAIN Step: 1200 Objs: 4.214896e+00 R1: 52.435796 R5: 76.020471 Duration: 96s BTime: 0.972s
2022-09-17 21:44:18,587 Train_acc: 52.413932
2022-09-17 21:44:44,258 VALID Step: 000 Objs: 1.283059e+00 R1: 69.140625 R5: 90.820312 Duration: 0s
2022-09-17 21:45:12,391 Valid_acc_top1: 55.394000
2022-09-17 21:45:12,391 Valid_acc_top5: 79.930000
2022-09-17 21:45:12,391 Best acc top1: 55.394000
2022-09-17 21:45:12,391 Epoch time: 1292s.
2022-09-17 21:45:13,135 Epoch: 23 lr 4.530612e-01
2022-09-17 21:45:45,320 TRAIN Step: 000 Objs: 4.238795e+00 R1: 53.906250 R5: 75.195312 Duration: 0s BTime: 1.272s
2022-09-17 21:47:18,059 TRAIN Step: 100 Objs: 4.193939e+00 R1: 52.913250 R5: 76.248260 Duration: 92s BTime: 0.930s
2022-09-17 21:48:54,952 TRAIN Step: 200 Objs: 4.185368e+00 R1: 53.008396 R5: 76.420631 Duration: 96s BTime: 0.948s
2022-09-17 21:50:32,980 TRAIN Step: 300 Objs: 4.190243e+00 R1: 52.904381 R5: 76.339610 Duration: 98s BTime: 0.958s
2022-09-17 21:52:09,492 TRAIN Step: 400 Objs: 4.192260e+00 R1: 52.809626 R5: 76.302165 Duration: 96s BTime: 0.959s
2022-09-17 21:53:46,463 TRAIN Step: 500 Objs: 4.192333e+00 R1: 52.757766 R5: 76.319237 Duration: 96s BTime: 0.961s
2022-09-17 21:55:25,892 TRAIN Step: 600 Objs: 4.194869e+00 R1: 52.717151 R5: 76.284480 Duration: 99s BTime: 0.966s
2022-09-17 21:57:04,454 TRAIN Step: 700 Objs: 4.195225e+00 R1: 52.696901 R5: 76.269113 Duration: 98s BTime: 0.969s
2022-09-17 21:58:42,685 TRAIN Step: 800 Objs: 4.198348e+00 R1: 52.676586 R5: 76.214181 Duration: 98s BTime: 0.970s
2022-09-17 22:00:19,894 TRAIN Step: 900 Objs: 4.200252e+00 R1: 52.637261 R5: 76.174693 Duration: 97s BTime: 0.970s
2022-09-17 22:01:57,017 TRAIN Step: 1000 Objs: 4.200384e+00 R1: 52.649499 R5: 76.169241 Duration: 97s BTime: 0.970s
2022-09-17 22:03:38,399 TRAIN Step: 1100 Objs: 4.200630e+00 R1: 52.647185 R5: 76.163360 Duration: 101s BTime: 0.974s
2022-09-17 22:05:18,504 TRAIN Step: 1200 Objs: 4.203115e+00 R1: 52.601998 R5: 76.134390 Duration: 100s BTime: 0.976s
2022-09-17 22:06:00,218 Train_acc: 52.590412
2022-09-17 22:06:24,373 VALID Step: 000 Objs: 1.249726e+00 R1: 72.851562 R5: 90.722656 Duration: 0s
2022-09-17 22:06:55,883 Valid_acc_top1: 56.004000
2022-09-17 22:06:55,883 Valid_acc_top5: 80.740000
2022-09-17 22:06:55,883 Best acc top1: 56.004000
2022-09-17 22:06:55,883 Epoch time: 1302s.
2022-09-17 22:06:56,670 Epoch: 24 lr 4.510204e-01
2022-09-17 22:07:28,394 TRAIN Step: 000 Objs: 4.067332e+00 R1: 52.929688 R5: 78.027344 Duration: 0s BTime: 1.336s
2022-09-17 22:09:05,558 TRAIN Step: 100 Objs: 4.173477e+00 R1: 53.271968 R5: 76.685295 Duration: 97s BTime: 0.974s
2022-09-17 22:10:43,945 TRAIN Step: 200 Objs: 4.174187e+00 R1: 53.279987 R5: 76.596024 Duration: 98s BTime: 0.978s
2022-09-17 22:12:19,827 TRAIN Step: 300 Objs: 4.180384e+00 R1: 53.149333 R5: 76.479119 Duration: 95s BTime: 0.971s
2022-09-17 22:13:59,221 TRAIN Step: 400 Objs: 4.179473e+00 R1: 53.163234 R5: 76.481891 Duration: 99s BTime: 0.977s
2022-09-17 22:15:38,801 TRAIN Step: 500 Objs: 4.178681e+00 R1: 53.171781 R5: 76.522931 Duration: 99s BTime: 0.980s
2022-09-17 22:17:17,728 TRAIN Step: 600 Objs: 4.181095e+00 R1: 53.115251 R5: 76.471993 Duration: 98s BTime: 0.981s
2022-09-17 22:18:55,089 TRAIN Step: 700 Objs: 4.182055e+00 R1: 53.053255 R5: 76.455928 Duration: 97s BTime: 0.980s
2022-09-17 22:20:32,361 TRAIN Step: 800 Objs: 4.181807e+00 R1: 53.053068 R5: 76.450092 Duration: 97s BTime: 0.979s
2022-09-17 22:22:09,214 TRAIN Step: 900 Objs: 4.183836e+00 R1: 53.002415 R5: 76.434604 Duration: 96s BTime: 0.978s
2022-09-17 22:23:47,086 TRAIN Step: 1000 Objs: 4.184211e+00 R1: 52.985296 R5: 76.424259 Duration: 97s BTime: 0.978s
2022-09-17 22:25:29,222 TRAIN Step: 1100 Objs: 4.185954e+00 R1: 52.945742 R5: 76.412246 Duration: 102s BTime: 0.982s
2022-09-17 22:27:12,647 TRAIN Step: 1200 Objs: 4.186918e+00 R1: 52.931314 R5: 76.388247 Duration: 103s BTime: 0.986s
2022-09-17 22:27:57,934 Train_acc: 52.910823
2022-09-17 22:28:21,295 VALID Step: 000 Objs: 1.284359e+00 R1: 73.339844 R5: 89.160156 Duration: 0s
2022-09-17 22:28:51,829 Valid_acc_top1: 55.304000
2022-09-17 22:28:51,829 Valid_acc_top5: 80.116000
2022-09-17 22:28:51,829 Best acc top1: 56.004000
2022-09-17 22:28:51,829 Epoch time: 1315s.
2022-09-17 22:28:52,237 Epoch: 25 lr 4.489796e-01
2022-09-17 22:29:23,843 TRAIN Step: 000 Objs: 4.065735e+00 R1: 54.882812 R5: 78.710938 Duration: 0s BTime: 1.337s
2022-09-17 22:31:04,228 TRAIN Step: 100 Objs: 4.178868e+00 R1: 53.076655 R5: 76.440671 Duration: 100s BTime: 1.006s
2022-09-17 22:32:45,268 TRAIN Step: 200 Objs: 4.173801e+00 R1: 53.082731 R5: 76.495452 Duration: 101s BTime: 1.007s
2022-09-17 22:34:28,092 TRAIN Step: 300 Objs: 4.171702e+00 R1: 53.054272 R5: 76.539789 Duration: 102s BTime: 1.013s
2022-09-17 22:36:11,485 TRAIN Step: 400 Objs: 4.166850e+00 R1: 53.135959 R5: 76.597082 Duration: 103s BTime: 1.018s
2022-09-17 22:37:49,573 TRAIN Step: 500 Objs: 4.170172e+00 R1: 53.097711 R5: 76.565229 Duration: 98s BTime: 1.010s
2022-09-17 22:39:29,510 TRAIN Step: 600 Objs: 4.170606e+00 R1: 53.075278 R5: 76.561850 Duration: 99s BTime: 1.008s
2022-09-17 22:41:06,842 TRAIN Step: 700 Objs: 4.170530e+00 R1: 53.057295 R5: 76.571137 Duration: 97s BTime: 1.003s
2022-09-17 22:42:48,124 TRAIN Step: 800 Objs: 4.172979e+00 R1: 53.042462 R5: 76.538726 Duration: 101s BTime: 1.004s
2022-09-17 22:44:30,832 TRAIN Step: 900 Objs: 4.173175e+00 R1: 53.034280 R5: 76.540606 Duration: 102s BTime: 1.007s
2022-09-17 22:46:08,155 TRAIN Step: 1000 Objs: 4.175558e+00 R1: 53.013490 R5: 76.506501 Duration: 97s BTime: 1.003s
2022-09-17 22:47:47,461 TRAIN Step: 1100 Objs: 4.174956e+00 R1: 53.012975 R5: 76.514426 Duration: 99s BTime: 1.002s
2022-09-17 22:49:27,263 TRAIN Step: 1200 Objs: 4.176970e+00 R1: 52.981484 R5: 76.489807 Duration: 99s BTime: 1.002s
2022-09-17 22:50:10,410 Train_acc: 52.978183
2022-09-17 22:50:34,350 VALID Step: 000 Objs: 1.288291e+00 R1: 70.605469 R5: 90.625000 Duration: 0s
2022-09-17 22:51:05,208 Valid_acc_top1: 54.692000
2022-09-17 22:51:05,208 Valid_acc_top5: 79.572000
2022-09-17 22:51:05,208 Best acc top1: 56.004000
2022-09-17 22:51:05,208 Epoch time: 1332s.
2022-09-17 22:51:05,625 Epoch: 26 lr 4.469388e-01
2022-09-17 22:51:38,535 TRAIN Step: 000 Objs: 4.260048e+00 R1: 51.367188 R5: 74.316406 Duration: 0s BTime: 1.355s
2022-09-17 22:53:18,194 TRAIN Step: 100 Objs: 4.159915e+00 R1: 53.402498 R5: 76.717203 Duration: 99s BTime: 0.999s
2022-09-17 22:54:58,034 TRAIN Step: 200 Objs: 4.156060e+00 R1: 53.486474 R5: 76.769473 Duration: 99s BTime: 0.998s
2022-09-17 22:56:39,169 TRAIN Step: 300 Objs: 4.151633e+00 R1: 53.510434 R5: 76.816860 Duration: 101s BTime: 1.002s
2022-09-17 22:58:15,926 TRAIN Step: 400 Objs: 4.153498e+00 R1: 53.445975 R5: 76.805058 Duration: 96s BTime: 0.993s
2022-09-17 22:59:51,220 TRAIN Step: 500 Objs: 4.154546e+00 R1: 53.422062 R5: 76.812001 Duration: 95s BTime: 0.985s
2022-09-17 23:01:30,602 TRAIN Step: 600 Objs: 4.155532e+00 R1: 53.390346 R5: 76.784948 Duration: 99s BTime: 0.986s
2022-09-17 23:03:12,829 TRAIN Step: 700 Objs: 4.156916e+00 R1: 53.361827 R5: 76.760459 Duration: 102s BTime: 0.991s
2022-09-17 23:04:55,260 TRAIN Step: 800 Objs: 4.156274e+00 R1: 53.380052 R5: 76.763421 Duration: 102s BTime: 0.995s
2022-09-17 23:06:38,158 TRAIN Step: 900 Objs: 4.156960e+00 R1: 53.363450 R5: 76.760197 Duration: 102s BTime: 0.999s
2022-09-17 23:08:20,035 TRAIN Step: 1000 Objs: 4.158377e+00 R1: 53.338068 R5: 76.733520 Duration: 101s BTime: 1.000s
2022-09-17 23:10:04,206 TRAIN Step: 1100 Objs: 4.159641e+00 R1: 53.313571 R5: 76.721713 Duration: 104s BTime: 1.004s
2022-09-17 23:11:46,276 TRAIN Step: 1200 Objs: 4.160147e+00 R1: 53.291447 R5: 76.711708 Duration: 102s BTime: 1.005s
2022-09-17 23:12:29,116 Train_acc: 53.290008
2022-09-17 23:12:51,803 VALID Step: 000 Objs: 1.067180e+00 R1: 75.585938 R5: 92.285156 Duration: 0s
2022-09-17 23:13:22,148 Valid_acc_top1: 55.442000
2022-09-17 23:13:22,148 Valid_acc_top5: 79.818000
2022-09-17 23:13:22,148 Best acc top1: 56.004000
2022-09-17 23:13:22,148 Epoch time: 1336s.
2022-09-17 23:13:22,501 Epoch: 27 lr 4.448980e-01
2022-09-17 23:13:55,424 TRAIN Step: 000 Objs: 4.278543e+00 R1: 53.222656 R5: 75.585938 Duration: 0s BTime: 1.670s
2022-09-17 23:15:34,088 TRAIN Step: 100 Objs: 4.146264e+00 R1: 53.693533 R5: 77.160040 Duration: 98s BTime: 0.991s
2022-09-17 23:17:16,342 TRAIN Step: 200 Objs: 4.138856e+00 R1: 53.750292 R5: 77.130947 Duration: 102s BTime: 1.006s
2022-09-17 23:18:58,155 TRAIN Step: 300 Objs: 4.138857e+00 R1: 53.700231 R5: 77.103340 Duration: 101s BTime: 1.009s
2022-09-17 23:20:41,673 TRAIN Step: 400 Objs: 4.140252e+00 R1: 53.676356 R5: 77.044449 Duration: 103s BTime: 1.015s
2022-09-17 23:22:23,192 TRAIN Step: 500 Objs: 4.143957e+00 R1: 53.606849 R5: 76.965015 Duration: 101s BTime: 1.015s
2022-09-17 23:24:07,205 TRAIN Step: 600 Objs: 4.145775e+00 R1: 53.586633 R5: 76.936714 Duration: 104s BTime: 1.019s
2022-09-17 23:25:42,988 TRAIN Step: 700 Objs: 4.145711e+00 R1: 53.584583 R5: 76.937383 Duration: 95s BTime: 1.010s
2022-09-17 23:27:24,382 TRAIN Step: 800 Objs: 4.146660e+00 R1: 53.560613 R5: 76.912161 Duration: 101s BTime: 1.010s
2022-09-17 23:29:03,603 TRAIN Step: 900 Objs: 4.148252e+00 R1: 53.533184 R5: 76.862514 Duration: 99s BTime: 1.008s
2022-09-17 23:30:41,651 TRAIN Step: 1000 Objs: 4.150152e+00 R1: 53.483528 R5: 76.845128 Duration: 98s BTime: 1.005s
2022-09-17 23:32:21,633 TRAIN Step: 1100 Objs: 4.150609e+00 R1: 53.457883 R5: 76.833383 Duration: 99s BTime: 1.004s
2022-09-17 23:34:05,968 TRAIN Step: 1200 Objs: 4.152175e+00 R1: 53.421953 R5: 76.819610 Duration: 104s BTime: 1.007s
2022-09-17 23:34:49,130 Train_acc: 53.406465
2022-09-17 23:35:13,077 VALID Step: 000 Objs: 1.110542e+00 R1: 74.414062 R5: 91.210938 Duration: 0s
2022-09-17 23:35:45,605 Valid_acc_top1: 55.236000
2022-09-17 23:35:45,605 Valid_acc_top5: 79.864000
2022-09-17 23:35:45,605 Best acc top1: 56.004000
2022-09-17 23:35:45,605 Epoch time: 1343s.
2022-09-17 23:35:46,139 Epoch: 28 lr 4.428571e-01
2022-09-17 23:36:18,405 TRAIN Step: 000 Objs: 4.065476e+00 R1: 56.152344 R5: 77.539062 Duration: 0s BTime: 1.175s
2022-09-17 23:37:55,620 TRAIN Step: 100 Objs: 4.133050e+00 R1: 53.754448 R5: 77.006304 Duration: 97s BTime: 0.973s
2022-09-17 23:39:33,485 TRAIN Step: 200 Objs: 4.123036e+00 R1: 53.890217 R5: 77.192164 Duration: 97s BTime: 0.975s
2022-09-17 23:41:13,836 TRAIN Step: 300 Objs: 4.126231e+00 R1: 53.828060 R5: 77.100745 Duration: 100s BTime: 0.984s
2022-09-17 23:42:51,884 TRAIN Step: 400 Objs: 4.129510e+00 R1: 53.773525 R5: 77.061010 Duration: 98s BTime: 0.983s
2022-09-17 23:44:32,100 TRAIN Step: 500 Objs: 4.131184e+00 R1: 53.754405 R5: 77.027196 Duration: 100s BTime: 0.986s
2022-09-17 23:46:16,133 TRAIN Step: 600 Objs: 4.133738e+00 R1: 53.689001 R5: 76.997647 Duration: 104s BTime: 0.995s
2022-09-17 23:47:55,723 TRAIN Step: 700 Objs: 4.134656e+00 R1: 53.663990 R5: 77.000212 Duration: 99s BTime: 0.995s
2022-09-17 23:49:34,761 TRAIN Step: 800 Objs: 4.137030e+00 R1: 53.634373 R5: 76.968852 Duration: 99s BTime: 0.994s
2022-09-17 23:51:14,673 TRAIN Step: 900 Objs: 4.135546e+00 R1: 53.646448 R5: 76.996696 Duration: 99s BTime: 0.995s
2022-09-17 23:52:51,239 TRAIN Step: 1000 Objs: 4.136027e+00 R1: 53.644598 R5: 76.989027 Duration: 96s BTime: 0.991s
2022-09-17 23:54:31,565 TRAIN Step: 1100 Objs: 4.136833e+00 R1: 53.620022 R5: 76.982129 Duration: 100s BTime: 0.992s
2022-09-17 23:56:10,586 TRAIN Step: 1200 Objs: 4.136962e+00 R1: 53.631170 R5: 76.979552 Duration: 99s BTime: 0.992s
2022-09-17 23:56:53,598 Train_acc: 53.618849
2022-09-17 23:57:16,747 VALID Step: 000 Objs: 1.223640e+00 R1: 73.339844 R5: 90.625000 Duration: 0s
2022-09-17 23:57:47,886 Valid_acc_top1: 55.596000
2022-09-17 23:57:47,886 Valid_acc_top5: 79.798000
2022-09-17 23:57:47,886 Best acc top1: 56.004000
2022-09-17 23:57:47,886 Epoch time: 1321s.
2022-09-17 23:57:48,321 Epoch: 29 lr 4.408163e-01
2022-09-17 23:58:20,556 TRAIN Step: 000 Objs: 4.019169e+00 R1: 53.808594 R5: 80.566406 Duration: 0s BTime: 0.973s
2022-09-17 23:59:59,737 TRAIN Step: 100 Objs: 4.126390e+00 R1: 53.746713 R5: 77.257696 Duration: 99s BTime: 0.990s
2022-09-18 00:01:38,347 TRAIN Step: 200 Objs: 4.118665e+00 R1: 53.954349 R5: 77.331604 Duration: 98s BTime: 0.988s
2022-09-18 00:03:18,851 TRAIN Step: 300 Objs: 4.123704e+00 R1: 53.900086 R5: 77.247392 Duration: 100s BTime: 0.993s
2022-09-18 00:04:59,424 TRAIN Step: 400 Objs: 4.126359e+00 R1: 53.844149 R5: 77.190569 Duration: 100s BTime: 0.996s
2022-09-18 00:06:46,243 TRAIN Step: 500 Objs: 4.125951e+00 R1: 53.833544 R5: 77.184108 Duration: 106s BTime: 1.010s
2022-09-18 00:08:30,370 TRAIN Step: 600 Objs: 4.123714e+00 R1: 53.843692 R5: 77.225295 Duration: 104s BTime: 1.015s
2022-09-18 00:10:14,783 TRAIN Step: 700 Objs: 4.126652e+00 R1: 53.780592 R5: 77.181036 Duration: 104s BTime: 1.019s
2022-09-18 00:11:57,177 TRAIN Step: 800 Objs: 4.126998e+00 R1: 53.778480 R5: 77.169285 Duration: 102s BTime: 1.019s
2022-09-18 00:13:34,859 TRAIN Step: 900 Objs: 4.129530e+00 R1: 53.737384 R5: 77.125676 Duration: 97s BTime: 1.014s
2022-09-18 00:15:12,318 TRAIN Step: 1000 Objs: 4.132008e+00 R1: 53.718059 R5: 77.073122 Duration: 97s BTime: 1.010s
2022-09-18 00:16:51,425 TRAIN Step: 1100 Objs: 4.132864e+00 R1: 53.709341 R5: 77.061514 Duration: 99s BTime: 1.008s
2022-09-18 00:18:31,567 TRAIN Step: 1200 Objs: 4.132764e+00 R1: 53.712564 R5: 77.061271 Duration: 100s BTime: 1.008s
2022-09-18 00:19:12,492 Train_acc: 53.704708
2022-09-18 00:19:36,307 VALID Step: 000 Objs: 1.250828e+00 R1: 71.972656 R5: 88.964844 Duration: 0s
2022-09-18 00:20:05,896 Valid_acc_top1: 55.570000
2022-09-18 00:20:05,896 Valid_acc_top5: 80.006000
2022-09-18 00:20:05,896 Best acc top1: 56.004000
2022-09-18 00:20:05,896 Epoch time: 1337s.
2022-09-18 00:20:06,321 Epoch: 30 lr 4.387755e-01
2022-09-18 00:20:37,945 TRAIN Step: 000 Objs: 4.088457e+00 R1: 55.566406 R5: 78.515625 Duration: 0s BTime: 1.215s
2022-09-18 00:22:16,737 TRAIN Step: 100 Objs: 4.106264e+00 R1: 54.028079 R5: 77.466545 Duration: 98s BTime: 0.987s
2022-09-18 00:23:53,430 TRAIN Step: 200 Objs: 4.106623e+00 R1: 54.174440 R5: 77.382132 Duration: 96s BTime: 0.977s
2022-09-18 00:25:32,402 TRAIN Step: 300 Objs: 4.102555e+00 R1: 54.240423 R5: 77.485530 Duration: 98s BTime: 0.980s
2022-09-18 00:27:13,047 TRAIN Step: 400 Objs: 4.104862e+00 R1: 54.155870 R5: 77.423385 Duration: 100s BTime: 0.987s
2022-09-18 00:28:52,462 TRAIN Step: 500 Objs: 4.109132e+00 R1: 54.106436 R5: 77.368895 Duration: 99s BTime: 0.987s
2022-09-18 00:30:32,385 TRAIN Step: 600 Objs: 4.108431e+00 R1: 54.150959 R5: 77.373323 Duration: 99s BTime: 0.989s
2022-09-18 00:32:09,964 TRAIN Step: 700 Objs: 4.109523e+00 R1: 54.136669 R5: 77.341939 Duration: 97s BTime: 0.987s
2022-09-18 00:33:47,158 TRAIN Step: 800 Objs: 4.112830e+00 R1: 54.049260 R5: 77.303029 Duration: 97s BTime: 0.985s
2022-09-18 00:35:23,570 TRAIN Step: 900 Objs: 4.112538e+00 R1: 54.050729 R5: 77.307766 Duration: 96s BTime: 0.982s
2022-09-18 00:37:02,123 TRAIN Step: 1000 Objs: 4.114747e+00 R1: 54.007516 R5: 77.268044 Duration: 98s BTime: 0.983s
2022-09-18 00:38:38,946 TRAIN Step: 1100 Objs: 4.115842e+00 R1: 53.984481 R5: 77.252303 Duration: 96s BTime: 0.981s
2022-09-18 00:40:20,442 TRAIN Step: 1200 Objs: 4.117404e+00 R1: 53.945280 R5: 77.244468 Duration: 101s BTime: 0.984s
2022-09-18 00:41:02,125 Train_acc: 53.926615
2022-09-18 00:41:26,014 VALID Step: 000 Objs: 1.302076e+00 R1: 72.558594 R5: 89.257812 Duration: 0s
2022-09-18 00:41:54,727 Valid_acc_top1: 54.118000
2022-09-18 00:41:54,728 Valid_acc_top5: 78.750000
2022-09-18 00:41:54,728 Best acc top1: 56.004000
2022-09-18 00:41:54,728 Epoch time: 1308s.
2022-09-18 00:41:55,096 Epoch: 31 lr 4.367347e-01
2022-09-18 00:42:27,582 TRAIN Step: 000 Objs: 4.040928e+00 R1: 54.687500 R5: 78.125000 Duration: 0s BTime: 1.446s
2022-09-18 00:44:10,207 TRAIN Step: 100 Objs: 4.103964e+00 R1: 54.220490 R5: 77.530360 Duration: 102s BTime: 1.029s
2022-09-18 00:45:50,444 TRAIN Step: 200 Objs: 4.104327e+00 R1: 54.247318 R5: 77.438005 Duration: 100s BTime: 1.015s
2022-09-18 00:47:29,028 TRAIN Step: 300 Objs: 4.099005e+00 R1: 54.288764 R5: 77.480015 Duration: 98s BTime: 1.005s
2022-09-18 00:49:05,837 TRAIN Step: 400 Objs: 4.100463e+00 R1: 54.248169 R5: 77.458941 Duration: 96s BTime: 0.995s
2022-09-18 00:50:41,969 TRAIN Step: 500 Objs: 4.102633e+00 R1: 54.205066 R5: 77.446084 Duration: 96s BTime: 0.988s
2022-09-18 00:52:24,077 TRAIN Step: 600 Objs: 4.104357e+00 R1: 54.193044 R5: 77.412483 Duration: 102s BTime: 0.993s
2022-09-18 00:54:02,642 TRAIN Step: 700 Objs: 4.105474e+00 R1: 54.146281 R5: 77.391812 Duration: 98s BTime: 0.992s
2022-09-18 00:55:43,786 TRAIN Step: 800 Objs: 4.108371e+00 R1: 54.099734 R5: 77.345579 Duration: 101s BTime: 0.994s
2022-09-18 00:57:23,943 TRAIN Step: 900 Objs: 4.107891e+00 R1: 54.095384 R5: 77.341474 Duration: 100s BTime: 0.995s
2022-09-18 00:59:03,753 TRAIN Step: 1000 Objs: 4.109901e+00 R1: 54.041857 R5: 77.316824 Duration: 99s BTime: 0.995s
2022-09-18 01:00:45,240 TRAIN Step: 1100 Objs: 4.109726e+00 R1: 54.055794 R5: 77.313415 Duration: 101s BTime: 0.997s
2022-09-18 01:02:25,859 TRAIN Step: 1200 Objs: 4.111767e+00 R1: 54.032203 R5: 77.290978 Duration: 100s BTime: 0.997s
2022-09-18 01:03:07,746 Train_acc: 54.026212
2022-09-18 01:03:31,672 VALID Step: 000 Objs: 1.232204e+00 R1: 72.949219 R5: 90.234375 Duration: 0s
2022-09-18 01:04:00,397 Valid_acc_top1: 55.288000
2022-09-18 01:04:00,397 Valid_acc_top5: 79.718000
2022-09-18 01:04:00,397 Best acc top1: 56.004000
2022-09-18 01:04:00,397 Epoch time: 1325s.
2022-09-18 01:04:00,830 Epoch: 32 lr 4.346939e-01
2022-09-18 01:04:33,523 TRAIN Step: 000 Objs: 4.173529e+00 R1: 53.320312 R5: 76.074219 Duration: 0s BTime: 1.521s
2022-09-18 01:06:14,164 TRAIN Step: 100 Objs: 4.095250e+00 R1: 54.322014 R5: 77.495552 Duration: 100s BTime: 1.010s
2022-09-18 01:07:54,322 TRAIN Step: 200 Objs: 4.089815e+00 R1: 54.365380 R5: 77.586190 Duration: 100s BTime: 1.005s
2022-09-18 01:09:34,322 TRAIN Step: 300 Objs: 4.086095e+00 R1: 54.447739 R5: 77.657158 Duration: 99s BTime: 1.003s
2022-09-18 01:11:09,741 TRAIN Step: 400 Objs: 4.088973e+00 R1: 54.397454 R5: 77.601894 Duration: 95s BTime: 0.991s
2022-09-18 01:12:49,462 TRAIN Step: 500 Objs: 4.090876e+00 R1: 54.326893 R5: 77.581556 Duration: 99s BTime: 0.992s
2022-09-18 01:14:28,617 TRAIN Step: 600 Objs: 4.093755e+00 R1: 54.313286 R5: 77.527526 Duration: 99s BTime: 0.991s
2022-09-18 01:16:06,252 TRAIN Step: 700 Objs: 4.095804e+00 R1: 54.300915 R5: 77.486961 Duration: 97s BTime: 0.989s
2022-09-18 01:17:39,917 TRAIN Step: 800 Objs: 4.097523e+00 R1: 54.271638 R5: 77.470788 Duration: 93s BTime: 0.982s
2022-09-18 01:19:18,503 TRAIN Step: 900 Objs: 4.098250e+00 R1: 54.256447 R5: 77.467419 Duration: 98s BTime: 0.983s
2022-09-18 01:20:55,370 TRAIN Step: 1000 Objs: 4.098839e+00 R1: 54.248779 R5: 77.473308 Duration: 96s BTime: 0.981s
2022-09-18 01:22:37,851 TRAIN Step: 1100 Objs: 4.099306e+00 R1: 54.248890 R5: 77.464379 Duration: 102s BTime: 0.985s
2022-09-18 01:24:20,031 TRAIN Step: 1200 Objs: 4.100248e+00 R1: 54.229386 R5: 77.452871 Duration: 102s BTime: 0.988s
2022-09-18 01:25:03,355 Train_acc: 54.236879
2022-09-18 01:25:25,875 VALID Step: 000 Objs: 1.313597e+00 R1: 72.363281 R5: 88.085938 Duration: 0s
2022-09-18 01:25:57,811 Valid_acc_top1: 57.390000
2022-09-18 01:25:57,812 Valid_acc_top5: 81.130000
2022-09-18 01:25:57,812 Best acc top1: 57.390000
2022-09-18 01:25:57,812 Epoch time: 1316s.
2022-09-18 01:25:58,674 Epoch: 33 lr 4.326531e-01
2022-09-18 01:26:27,403 TRAIN Step: 000 Objs: 4.117343e+00 R1: 53.808594 R5: 77.246094 Duration: 0s BTime: 1.640s
2022-09-18 01:28:07,740 TRAIN Step: 100 Objs: 4.072742e+00 R1: 54.577274 R5: 77.868773 Duration: 100s BTime: 0.994s
2022-09-18 01:29:43,435 TRAIN Step: 200 Objs: 4.065841e+00 R1: 54.764750 R5: 77.963697 Duration: 95s BTime: 0.975s
2022-09-18 01:31:20,235 TRAIN Step: 300 Objs: 4.069584e+00 R1: 54.734544 R5: 77.897892 Duration: 96s BTime: 0.972s
2022-09-18 01:32:59,760 TRAIN Step: 400 Objs: 4.075227e+00 R1: 54.638794 R5: 77.812549 Duration: 99s BTime: 0.978s
2022-09-18 01:34:38,588 TRAIN Step: 500 Objs: 4.080710e+00 R1: 54.514604 R5: 77.728722 Duration: 98s BTime: 0.979s
2022-09-18 01:36:17,439 TRAIN Step: 600 Objs: 4.082791e+00 R1: 54.480001 R5: 77.699277 Duration: 98s BTime: 0.980s
2022-09-18 01:37:56,865 TRAIN Step: 700 Objs: 4.084471e+00 R1: 54.446912 R5: 77.669457 Duration: 99s BTime: 0.982s
2022-09-18 01:39:39,476 TRAIN Step: 800 Objs: 4.086684e+00 R1: 54.429400 R5: 77.635865 Duration: 102s BTime: 0.987s
2022-09-18 01:41:19,679 TRAIN Step: 900 Objs: 4.090519e+00 R1: 54.375780 R5: 77.577648 Duration: 100s BTime: 0.989s
2022-09-18 01:43:02,538 TRAIN Step: 1000 Objs: 4.092023e+00 R1: 54.346240 R5: 77.561891 Duration: 102s BTime: 0.993s
2022-09-18 01:44:44,521 TRAIN Step: 1100 Objs: 4.093995e+00 R1: 54.320823 R5: 77.530814 Duration: 101s BTime: 0.995s
2022-09-18 01:46:25,884 TRAIN Step: 1200 Objs: 4.093706e+00 R1: 54.325822 R5: 77.533859 Duration: 101s BTime: 0.996s
2022-09-18 01:47:10,243 Train_acc: 54.306581
2022-09-18 01:47:34,958 VALID Step: 000 Objs: 9.894755e-01 R1: 79.394531 R5: 93.261719 Duration: 0s
2022-09-18 01:48:02,902 Valid_acc_top1: 57.414000
2022-09-18 01:48:02,903 Valid_acc_top5: 81.572000
2022-09-18 01:48:02,903 Best acc top1: 57.414000
2022-09-18 01:48:02,903 Epoch time: 1324s.
2022-09-18 01:48:03,717 Epoch: 34 lr 4.306122e-01
2022-09-18 01:48:35,309 TRAIN Step: 000 Objs: 4.148698e+00 R1: 54.199219 R5: 76.953125 Duration: 0s BTime: 1.279s
2022-09-18 01:50:12,180 TRAIN Step: 100 Objs: 4.071130e+00 R1: 54.772587 R5: 77.866839 Duration: 96s BTime: 0.970s
2022-09-18 01:51:52,271 TRAIN Step: 200 Objs: 4.061618e+00 R1: 54.861921 R5: 77.981188 Duration: 100s BTime: 0.985s
2022-09-18 01:53:29,250 TRAIN Step: 300 Objs: 4.066388e+00 R1: 54.737464 R5: 77.914763 Duration: 96s BTime: 0.979s
2022-09-18 01:55:06,974 TRAIN Step: 400 Objs: 4.071554e+00 R1: 54.682629 R5: 77.836415 Duration: 97s BTime: 0.978s
2022-09-18 01:56:44,202 TRAIN Step: 500 Objs: 4.073156e+00 R1: 54.601344 R5: 77.778233 Duration: 97s BTime: 0.976s
2022-09-18 01:58:19,675 TRAIN Step: 600 Objs: 4.075057e+00 R1: 54.544509 R5: 77.763623 Duration: 95s BTime: 0.972s
2022-09-18 01:59:56,418 TRAIN Step: 700 Objs: 4.076796e+00 R1: 54.536349 R5: 77.737579 Duration: 96s BTime: 0.972s
2022-09-18 02:01:33,583 TRAIN Step: 800 Objs: 4.079203e+00 R1: 54.509256 R5: 77.707309 Duration: 97s BTime: 0.971s
2022-09-18 02:03:15,525 TRAIN Step: 900 Objs: 4.080267e+00 R1: 54.492621 R5: 77.684734 Duration: 101s BTime: 0.977s
2022-09-18 02:04:54,932 TRAIN Step: 1000 Objs: 4.083382e+00 R1: 54.478237 R5: 77.633012 Duration: 99s BTime: 0.978s
2022-09-18 02:06:33,890 TRAIN Step: 1100 Objs: 4.084298e+00 R1: 54.466022 R5: 77.615254 Duration: 98s BTime: 0.979s
2022-09-18 02:08:13,616 TRAIN Step: 1200 Objs: 4.084882e+00 R1: 54.463891 R5: 77.609235 Duration: 99s BTime: 0.980s
2022-09-18 02:08:54,453 Train_acc: 54.475022
2022-09-18 02:09:18,388 VALID Step: 000 Objs: 1.162565e+00 R1: 75.390625 R5: 90.625000 Duration: 0s
2022-09-18 02:09:48,082 Valid_acc_top1: 56.468000
2022-09-18 02:09:48,083 Valid_acc_top5: 80.626000
2022-09-18 02:09:48,083 Best acc top1: 57.414000
2022-09-18 02:09:48,083 Epoch time: 1304s.
2022-09-18 02:09:48,553 Epoch: 35 lr 4.285714e-01
2022-09-18 02:10:19,392 TRAIN Step: 000 Objs: 4.015733e+00 R1: 55.566406 R5: 78.417969 Duration: 0s BTime: 1.566s
2022-09-18 02:12:00,285 TRAIN Step: 100 Objs: 4.062292e+00 R1: 54.847037 R5: 77.969330 Duration: 100s BTime: 1.013s
2022-09-18 02:13:40,926 TRAIN Step: 200 Objs: 4.060731e+00 R1: 54.937228 R5: 77.946206 Duration: 100s BTime: 1.009s
2022-09-18 02:15:20,253 TRAIN Step: 300 Objs: 4.066907e+00 R1: 54.888004 R5: 77.853120 Duration: 99s BTime: 1.003s
2022-09-18 02:17:00,023 TRAIN Step: 400 Objs: 4.065811e+00 R1: 54.910088 R5: 77.848104 Duration: 99s BTime: 1.001s
2022-09-18 02:18:39,019 TRAIN Step: 500 Objs: 4.064566e+00 R1: 54.891779 R5: 77.899085 Duration: 98s BTime: 0.999s
2022-09-18 02:20:19,025 TRAIN Step: 600 Objs: 4.064646e+00 R1: 54.849502 R5: 77.911001 Duration: 100s BTime: 0.999s
2022-09-18 02:22:01,005 TRAIN Step: 700 Objs: 4.066996e+00 R1: 54.810093 R5: 77.865187 Duration: 101s BTime: 1.001s
2022-09-18 02:23:40,513 TRAIN Step: 800 Objs: 4.070705e+00 R1: 54.760041 R5: 77.831300 Duration: 99s BTime: 1.000s
2022-09-18 02:25:22,454 TRAIN Step: 900 Objs: 4.072652e+00 R1: 54.702457 R5: 77.797348 Duration: 101s BTime: 1.002s
2022-09-18 02:27:05,263 TRAIN Step: 1000 Objs: 4.074281e+00 R1: 54.688085 R5: 77.761106 Duration: 102s BTime: 1.005s
2022-09-18 02:28:46,556 TRAIN Step: 1100 Objs: 4.075218e+00 R1: 54.672333 R5: 77.756195 Duration: 101s BTime: 1.005s
2022-09-18 02:30:31,810 TRAIN Step: 1200 Objs: 4.076543e+00 R1: 54.641884 R5: 77.729252 Duration: 105s BTime: 1.009s
2022-09-18 02:31:16,369 Train_acc: 54.651892
2022-09-18 02:31:41,207 VALID Step: 000 Objs: 1.261484e+00 R1: 70.703125 R5: 89.550781 Duration: 0s
2022-09-18 02:32:11,682 Valid_acc_top1: 56.752000
2022-09-18 02:32:11,682 Valid_acc_top5: 81.132000
2022-09-18 02:32:11,682 Best acc top1: 57.414000
2022-09-18 02:32:11,682 Epoch time: 1343s.
2022-09-18 02:32:12,056 Epoch: 36 lr 4.265306e-01
2022-09-18 02:32:44,020 TRAIN Step: 000 Objs: 4.081284e+00 R1: 56.054688 R5: 77.539062 Duration: 0s BTime: 1.163s
2022-09-18 02:34:23,026 TRAIN Step: 100 Objs: 4.044730e+00 R1: 55.069423 R5: 78.227491 Duration: 99s BTime: 0.990s
2022-09-18 02:36:02,804 TRAIN Step: 200 Objs: 4.040317e+00 R1: 55.207362 R5: 78.280473 Duration: 99s BTime: 0.993s
2022-09-18 02:37:42,076 TRAIN Step: 300 Objs: 4.044595e+00 R1: 55.108298 R5: 78.229145 Duration: 99s BTime: 0.993s
2022-09-18 02:39:19,900 TRAIN Step: 400 Objs: 4.051503e+00 R1: 55.028201 R5: 78.100403 Duration: 97s BTime: 0.989s
2022-09-18 02:40:57,192 TRAIN Step: 500 Objs: 4.056282e+00 R1: 54.943433 R5: 78.047031 Duration: 97s BTime: 0.985s
2022-09-18 02:42:38,646 TRAIN Step: 600 Objs: 4.059197e+00 R1: 54.870626 R5: 77.994358 Duration: 101s BTime: 0.990s
2022-09-18 02:44:19,019 TRAIN Step: 700 Objs: 4.061171e+00 R1: 54.845895 R5: 77.967998 Duration: 100s BTime: 0.991s
2022-09-18 02:45:59,507 TRAIN Step: 800 Objs: 4.063496e+00 R1: 54.813441 R5: 77.932614 Duration: 100s BTime: 0.993s
2022-09-18 02:47:38,427 TRAIN Step: 900 Objs: 4.066392e+00 R1: 54.782230 R5: 77.886008 Duration: 98s BTime: 0.992s
2022-09-18 02:49:16,733 TRAIN Step: 1000 Objs: 4.068450e+00 R1: 54.758035 R5: 77.855738 Duration: 98s BTime: 0.991s
2022-09-18 02:50:56,623 TRAIN Step: 1100 Objs: 4.068337e+00 R1: 54.748435 R5: 77.854915 Duration: 99s BTime: 0.992s
2022-09-18 02:52:33,595 TRAIN Step: 1200 Objs: 4.070239e+00 R1: 54.714902 R5: 77.826339 Duration: 96s BTime: 0.990s
2022-09-18 02:53:15,611 Train_acc: 54.708168
2022-09-18 02:53:39,439 VALID Step: 000 Objs: 1.125555e+00 R1: 76.464844 R5: 91.308594 Duration: 0s
2022-09-18 02:54:09,984 Valid_acc_top1: 56.998000
2022-09-18 02:54:09,984 Valid_acc_top5: 80.956000
2022-09-18 02:54:09,984 Best acc top1: 57.414000
2022-09-18 02:54:09,985 Epoch time: 1317s.
2022-09-18 02:54:10,354 Epoch: 37 lr 4.244898e-01
2022-09-18 02:54:38,485 TRAIN Step: 000 Objs: 3.961018e+00 R1: 55.371094 R5: 79.492188 Duration: 0s BTime: 1.648s
2022-09-18 02:56:21,922 TRAIN Step: 100 Objs: 4.049448e+00 R1: 55.106165 R5: 78.206219 Duration: 103s BTime: 1.005s
2022-09-18 02:58:03,804 TRAIN Step: 200 Objs: 4.046807e+00 R1: 55.163149 R5: 78.132774 Duration: 101s BTime: 1.011s
2022-09-18 02:59:50,035 TRAIN Step: 300 Objs: 4.040374e+00 R1: 55.269544 R5: 78.214221 Duration: 106s BTime: 1.028s
2022-09-18 03:01:28,948 TRAIN Step: 400 Objs: 4.042410e+00 R1: 55.225462 R5: 78.164696 Duration: 98s BTime: 1.018s
2022-09-18 03:03:06,045 TRAIN Step: 500 Objs: 4.046041e+00 R1: 55.170323 R5: 78.140594 Duration: 97s BTime: 1.008s
2022-09-18 03:04:49,252 TRAIN Step: 600 Objs: 4.048303e+00 R1: 55.124272 R5: 78.094452 Duration: 103s BTime: 1.012s
2022-09-18 03:06:29,804 TRAIN Step: 700 Objs: 4.052207e+00 R1: 55.049149 R5: 78.037095 Duration: 100s BTime: 1.011s
2022-09-18 03:08:11,782 TRAIN Step: 800 Objs: 4.051194e+00 R1: 55.079100 R5: 78.037341 Duration: 101s BTime: 1.012s
2022-09-18 03:09:54,538 TRAIN Step: 900 Objs: 4.053631e+00 R1: 55.027292 R5: 77.992660 Duration: 102s BTime: 1.013s
2022-09-18 03:11:37,134 TRAIN Step: 1000 Objs: 4.054839e+00 R1: 54.974615 R5: 77.977881 Duration: 102s BTime: 1.014s
2022-09-18 03:13:16,235 TRAIN Step: 1100 Objs: 4.056700e+00 R1: 54.937894 R5: 77.957805 Duration: 99s BTime: 1.012s
2022-09-18 03:14:55,336 TRAIN Step: 1200 Objs: 4.058553e+00 R1: 54.899563 R5: 77.936924 Duration: 99s BTime: 1.010s
2022-09-18 03:15:37,188 Train_acc: 54.873408
2022-09-18 03:16:03,986 VALID Step: 000 Objs: 1.213112e+00 R1: 72.558594 R5: 91.406250 Duration: 0s
2022-09-18 03:16:32,098 Valid_acc_top1: 57.402000
2022-09-18 03:16:32,098 Valid_acc_top5: 81.360000
2022-09-18 03:16:32,098 Best acc top1: 57.414000
2022-09-18 03:16:32,098 Epoch time: 1341s.
2022-09-18 03:16:32,765 Epoch: 38 lr 4.224490e-01
2022-09-18 03:17:04,875 TRAIN Step: 000 Objs: 4.094098e+00 R1: 55.175781 R5: 76.171875 Duration: 0s BTime: 1.039s
2022-09-18 03:18:40,839 TRAIN Step: 100 Objs: 4.066238e+00 R1: 54.824799 R5: 77.937423 Duration: 95s BTime: 0.959s
2022-09-18 03:20:16,813 TRAIN Step: 200 Objs: 4.043128e+00 R1: 55.250602 R5: 78.214883 Duration: 95s BTime: 0.958s
2022-09-18 03:21:55,227 TRAIN Step: 300 Objs: 4.041043e+00 R1: 55.226069 R5: 78.254451 Duration: 98s BTime: 0.966s
2022-09-18 03:23:38,864 TRAIN Step: 400 Objs: 4.044090e+00 R1: 55.124640 R5: 78.219003 Duration: 103s BTime: 0.983s
2022-09-18 03:25:19,614 TRAIN Step: 500 Objs: 4.046549e+00 R1: 55.072862 R5: 78.185426 Duration: 100s BTime: 0.988s
2022-09-18 03:27:00,601 TRAIN Step: 600 Objs: 4.048422e+00 R1: 55.089824 R5: 78.139787 Duration: 100s BTime: 0.991s
2022-09-18 03:28:34,340 TRAIN Step: 700 Objs: 4.050257e+00 R1: 55.066423 R5: 78.116223 Duration: 93s BTime: 0.983s
2022-09-18 03:30:13,144 TRAIN Step: 800 Objs: 4.052344e+00 R1: 55.033991 R5: 78.079768 Duration: 98s BTime: 0.984s
2022-09-18 03:31:48,102 TRAIN Step: 900 Objs: 4.052622e+00 R1: 55.036071 R5: 78.069181 Duration: 94s BTime: 0.980s
2022-09-18 03:33:25,010 TRAIN Step: 1000 Objs: 4.054206e+00 R1: 55.012956 R5: 78.034758 Duration: 96s BTime: 0.979s
2022-09-18 03:35:00,713 TRAIN Step: 1100 Objs: 4.055903e+00 R1: 54.972397 R5: 78.013596 Duration: 95s BTime: 0.977s
2022-09-18 03:36:35,610 TRAIN Step: 1200 Objs: 4.055905e+00 R1: 54.961198 R5: 78.007666 Duration: 94s BTime: 0.974s
2022-09-18 03:37:19,820 Train_acc: 54.949589
2022-09-18 03:37:43,388 VALID Step: 000 Objs: 1.103183e+00 R1: 75.781250 R5: 92.480469 Duration: 0s
2022-09-18 03:38:13,221 Valid_acc_top1: 58.016000
2022-09-18 03:38:13,222 Valid_acc_top5: 81.968000
2022-09-18 03:38:13,222 Best acc top1: 58.016000
2022-09-18 03:38:13,222 Epoch time: 1300s.
2022-09-18 03:38:13,940 Epoch: 39 lr 4.204082e-01
2022-09-18 03:38:45,827 TRAIN Step: 000 Objs: 4.000452e+00 R1: 56.445312 R5: 78.906250 Duration: 0s BTime: 1.133s
2022-09-18 03:40:24,597 TRAIN Step: 100 Objs: 4.034297e+00 R1: 55.268603 R5: 78.174312 Duration: 98s BTime: 0.986s
2022-09-18 03:42:01,462 TRAIN Step: 200 Objs: 4.027611e+00 R1: 55.365264 R5: 78.283388 Duration: 96s BTime: 0.976s
2022-09-18 03:43:40,179 TRAIN Step: 300 Objs: 4.029854e+00 R1: 55.280900 R5: 78.305064 Duration: 98s BTime: 0.979s
2022-09-18 03:45:19,094 TRAIN Step: 400 Objs: 4.032221e+00 R1: 55.216695 R5: 78.295472 Duration: 98s BTime: 0.981s
2022-09-18 03:46:58,913 TRAIN Step: 500 Objs: 4.032581e+00 R1: 55.192350 R5: 78.293023 Duration: 99s BTime: 0.984s
2022-09-18 03:48:37,328 TRAIN Step: 600 Objs: 4.033125e+00 R1: 55.205517 R5: 78.288465 Duration: 98s BTime: 0.984s
2022-09-18 03:50:21,098 TRAIN Step: 700 Objs: 4.037461e+00 R1: 55.145412 R5: 78.228925 Duration: 103s BTime: 0.991s
2022-09-18 03:52:05,890 TRAIN Step: 800 Objs: 4.040258e+00 R1: 55.105069 R5: 78.183886 Duration: 104s BTime: 0.998s
2022-09-18 03:53:48,446 TRAIN Step: 900 Objs: 4.042548e+00 R1: 55.073573 R5: 78.161526 Duration: 102s BTime: 1.001s
2022-09-18 03:55:33,885 TRAIN Step: 1000 Objs: 4.043064e+00 R1: 55.067881 R5: 78.157292 Duration: 105s BTime: 1.006s
2022-09-18 03:57:16,681 TRAIN Step: 1100 Objs: 4.045490e+00 R1: 55.048943 R5: 78.124645 Duration: 102s BTime: 1.008s
2022-09-18 03:59:00,777 TRAIN Step: 1200 Objs: 4.045724e+00 R1: 55.040884 R5: 78.118251 Duration: 104s BTime: 1.011s
2022-09-18 03:59:43,449 Train_acc: 55.026394
2022-09-18 04:00:07,231 VALID Step: 000 Objs: 1.277650e+00 R1: 71.875000 R5: 88.671875 Duration: 0s
2022-09-18 04:00:37,429 Valid_acc_top1: 55.172000
2022-09-18 04:00:37,429 Valid_acc_top5: 79.828000
2022-09-18 04:00:37,429 Best acc top1: 58.016000
2022-09-18 04:00:37,429 Epoch time: 1343s.
2022-09-18 04:00:37,874 Epoch: 40 lr 4.183673e-01
2022-09-18 04:01:09,986 TRAIN Step: 000 Objs: 3.913460e+00 R1: 56.738281 R5: 80.078125 Duration: 0s BTime: 1.201s
2022-09-18 04:02:49,197 TRAIN Step: 100 Objs: 4.032742e+00 R1: 55.313080 R5: 78.322246 Duration: 99s BTime: 0.993s
2022-09-18 04:04:31,064 TRAIN Step: 200 Objs: 4.030551e+00 R1: 55.354089 R5: 78.378615 Duration: 101s BTime: 1.005s
2022-09-18 04:06:13,359 TRAIN Step: 300 Objs: 4.028637e+00 R1: 55.352601 R5: 78.395258 Duration: 102s BTime: 1.010s
2022-09-18 04:07:49,773 TRAIN Step: 400 Objs: 4.035308e+00 R1: 55.266375 R5: 78.321287 Duration: 96s BTime: 0.998s
2022-09-18 04:09:27,586 TRAIN Step: 500 Objs: 4.035291e+00 R1: 55.284938 R5: 78.305498 Duration: 97s BTime: 0.994s
2022-09-18 04:11:06,616 TRAIN Step: 600 Objs: 4.036542e+00 R1: 55.244352 R5: 78.308776 Duration: 99s BTime: 0.993s
2022-09-18 04:12:48,065 TRAIN Step: 700 Objs: 4.037912e+00 R1: 55.214649 R5: 78.271554 Duration: 101s BTime: 0.996s
2022-09-18 04:14:28,079 TRAIN Step: 800 Objs: 4.037651e+00 R1: 55.223939 R5: 78.258256 Duration: 100s BTime: 0.996s
2022-09-18 04:16:05,740 TRAIN Step: 900 Objs: 4.039667e+00 R1: 55.193557 R5: 78.233170 Duration: 97s BTime: 0.994s
2022-09-18 04:17:46,573 TRAIN Step: 1000 Objs: 4.041886e+00 R1: 55.158416 R5: 78.190559 Duration: 100s BTime: 0.995s
2022-09-18 04:19:23,258 TRAIN Step: 1100 Objs: 4.042483e+00 R1: 55.140834 R5: 78.176800 Duration: 96s BTime: 0.993s
2022-09-18 04:21:03,338 TRAIN Step: 1200 Objs: 4.043688e+00 R1: 55.119432 R5: 78.158013 Duration: 100s BTime: 0.993s
2022-09-18 04:21:46,803 Train_acc: 55.113034
2022-09-18 04:22:08,878 VALID Step: 000 Objs: 1.255220e+00 R1: 73.828125 R5: 89.160156 Duration: 0s
2022-09-18 04:22:40,397 Valid_acc_top1: 57.090000
2022-09-18 04:22:40,397 Valid_acc_top5: 81.408000
2022-09-18 04:22:40,397 Best acc top1: 58.016000
2022-09-18 04:22:40,398 Epoch time: 1322s.
2022-09-18 04:22:40,849 Epoch: 41 lr 4.163265e-01
2022-09-18 04:23:13,100 TRAIN Step: 000 Objs: 4.014980e+00 R1: 54.882812 R5: 78.222656 Duration: 0s BTime: 1.454s
2022-09-18 04:24:49,873 TRAIN Step: 100 Objs: 4.033739e+00 R1: 55.300511 R5: 78.193649 Duration: 96s BTime: 0.971s
2022-09-18 04:26:31,621 TRAIN Step: 200 Objs: 4.020873e+00 R1: 55.423566 R5: 78.455865 Duration: 101s BTime: 0.993s
2022-09-18 04:28:12,577 TRAIN Step: 300 Objs: 4.019230e+00 R1: 55.442470 R5: 78.492265 Duration: 100s BTime: 0.998s
2022-09-18 04:29:55,591 TRAIN Step: 400 Objs: 4.024122e+00 R1: 55.398856 R5: 78.435747 Duration: 103s BTime: 1.006s
2022-09-18 04:31:34,922 TRAIN Step: 500 Objs: 4.025580e+00 R1: 55.386688 R5: 78.405104 Duration: 99s BTime: 1.003s
2022-09-18 04:33:18,407 TRAIN Step: 600 Objs: 4.027729e+00 R1: 55.368656 R5: 78.363372 Duration: 103s BTime: 1.008s
2022-09-18 04:35:01,332 TRAIN Step: 700 Objs: 4.028416e+00 R1: 55.366497 R5: 78.351100 Duration: 102s BTime: 1.011s
2022-09-18 04:36:42,173 TRAIN Step: 800 Objs: 4.031365e+00 R1: 55.335616 R5: 78.314339 Duration: 100s BTime: 1.010s
2022-09-18 04:38:23,672 TRAIN Step: 900 Objs: 4.031450e+00 R1: 55.349958 R5: 78.301345 Duration: 101s BTime: 1.011s
2022-09-18 04:40:09,053 TRAIN Step: 1000 Objs: 4.032086e+00 R1: 55.342021 R5: 78.286460 Duration: 105s BTime: 1.015s
2022-09-18 04:41:54,815 TRAIN Step: 1100 Objs: 4.033212e+00 R1: 55.321423 R5: 78.270908 Duration: 105s BTime: 1.019s
2022-09-18 04:43:35,620 TRAIN Step: 1200 Objs: 4.033510e+00 R1: 55.319216 R5: 78.263638 Duration: 100s BTime: 1.018s
2022-09-18 04:44:19,664 Train_acc: 55.297007
2022-09-18 04:44:44,473 VALID Step: 000 Objs: 1.129772e+00 R1: 74.414062 R5: 91.894531 Duration: 0s
2022-09-18 04:45:13,334 Valid_acc_top1: 57.704000
2022-09-18 04:45:13,334 Valid_acc_top5: 81.720000
2022-09-18 04:45:13,335 Best acc top1: 58.016000
2022-09-18 04:45:13,335 Epoch time: 1352s.
2022-09-18 04:45:13,735 Epoch: 42 lr 4.142857e-01
2022-09-18 04:45:45,857 TRAIN Step: 000 Objs: 3.947654e+00 R1: 58.203125 R5: 79.101562 Duration: 0s BTime: 1.151s
2022-09-18 04:47:25,837 TRAIN Step: 100 Objs: 4.012254e+00 R1: 55.663096 R5: 78.636487 Duration: 99s BTime: 0.998s
2022-09-18 04:49:09,904 TRAIN Step: 200 Objs: 4.015371e+00 R1: 55.648029 R5: 78.573927 Duration: 104s BTime: 1.018s
2022-09-18 04:50:49,850 TRAIN Step: 300 Objs: 4.017861e+00 R1: 55.600148 R5: 78.525034 Duration: 99s BTime: 1.011s
2022-09-18 04:52:31,497 TRAIN Step: 400 Objs: 4.017192e+00 R1: 55.618035 R5: 78.510998 Duration: 101s BTime: 1.012s
2022-09-18 04:54:14,023 TRAIN Step: 500 Objs: 4.019105e+00 R1: 55.529761 R5: 78.478005 Duration: 102s BTime: 1.014s
2022-09-18 04:55:59,320 TRAIN Step: 600 Objs: 4.023464e+00 R1: 55.505960 R5: 78.386771 Duration: 105s BTime: 1.020s
2022-09-18 04:57:38,611 TRAIN Step: 700 Objs: 4.025284e+00 R1: 55.461785 R5: 78.361966 Duration: 99s BTime: 1.016s
2022-09-18 04:59:18,190 TRAIN Step: 800 Objs: 4.025557e+00 R1: 55.440831 R5: 78.365788 Duration: 99s BTime: 1.014s
2022-09-18 05:01:02,726 TRAIN Step: 900 Objs: 4.026581e+00 R1: 55.415641 R5: 78.342965 Duration: 104s BTime: 1.017s
2022-09-18 05:02:48,447 TRAIN Step: 1000 Objs: 4.028411e+00 R1: 55.380069 R5: 78.317386 Duration: 105s BTime: 1.021s
2022-09-18 05:04:31,462 TRAIN Step: 1100 Objs: 4.029453e+00 R1: 55.363821 R5: 78.298936 Duration: 103s BTime: 1.022s
2022-09-18 05:06:10,111 TRAIN Step: 1200 Objs: 4.030946e+00 R1: 55.339463 R5: 78.291284 Duration: 98s BTime: 1.018s
2022-09-18 05:06:54,077 Train_acc: 55.314491
2022-09-18 05:07:18,069 VALID Step: 000 Objs: 1.182440e+00 R1: 75.878906 R5: 90.820312 Duration: 0s
2022-09-18 05:07:46,383 Valid_acc_top1: 57.436000
2022-09-18 05:07:46,384 Valid_acc_top5: 81.744000
2022-09-18 05:07:46,384 Best acc top1: 58.016000
2022-09-18 05:07:46,384 Epoch time: 1352s.
2022-09-18 05:07:46,949 Epoch: 43 lr 4.122449e-01
2022-09-18 05:08:18,057 TRAIN Step: 000 Objs: 4.040707e+00 R1: 54.687500 R5: 78.320312 Duration: 0s BTime: 1.035s
2022-09-18 05:09:51,088 TRAIN Step: 100 Objs: 4.019018e+00 R1: 55.467783 R5: 78.432472 Duration: 93s BTime: 0.930s
2022-09-18 05:11:27,485 TRAIN Step: 200 Objs: 4.005599e+00 R1: 55.640256 R5: 78.698791 Duration: 96s BTime: 0.946s
2022-09-18 05:13:08,248 TRAIN Step: 300 Objs: 4.002427e+00 R1: 55.748741 R5: 78.743706 Duration: 100s BTime: 0.966s
2022-09-18 05:14:51,038 TRAIN Step: 400 Objs: 4.002033e+00 R1: 55.707168 R5: 78.712155 Duration: 102s BTime: 0.981s
2022-09-18 05:16:28,233 TRAIN Step: 500 Objs: 4.003221e+00 R1: 55.684334 R5: 78.706259 Duration: 97s BTime: 0.979s
2022-09-18 05:18:06,353 TRAIN Step: 600 Objs: 4.006584e+00 R1: 55.650413 R5: 78.649029 Duration: 98s BTime: 0.979s
2022-09-18 05:19:45,427 TRAIN Step: 700 Objs: 4.009509e+00 R1: 55.619483 R5: 78.606037 Duration: 99s BTime: 0.980s
2022-09-18 05:21:27,711 TRAIN Step: 800 Objs: 4.011794e+00 R1: 55.582012 R5: 78.566343 Duration: 102s BTime: 0.986s
2022-09-18 05:23:09,231 TRAIN Step: 900 Objs: 4.012808e+00 R1: 55.563697 R5: 78.547707 Duration: 101s BTime: 0.989s
2022-09-18 05:24:49,574 TRAIN Step: 1000 Objs: 4.015232e+00 R1: 55.521139 R5: 78.516601 Duration: 100s BTime: 0.990s
2022-09-18 05:26:31,055 TRAIN Step: 1100 Objs: 4.016365e+00 R1: 55.507777 R5: 78.493007 Duration: 101s BTime: 0.992s
2022-09-18 05:28:13,599 TRAIN Step: 1200 Objs: 4.017065e+00 R1: 55.509975 R5: 78.479034 Duration: 102s BTime: 0.995s
2022-09-18 05:28:55,419 Train_acc: 55.491595
2022-09-18 05:29:19,252 VALID Step: 000 Objs: 1.097691e+00 R1: 75.878906 R5: 91.406250 Duration: 0s
2022-09-18 05:29:48,900 Valid_acc_top1: 58.314000
2022-09-18 05:29:48,900 Valid_acc_top5: 82.120000
2022-09-18 05:29:48,900 Best acc top1: 58.314000
2022-09-18 05:29:48,900 Epoch time: 1321s.
2022-09-18 05:29:49,757 Epoch: 44 lr 4.102041e-01
2022-09-18 05:30:21,146 TRAIN Step: 000 Objs: 4.003667e+00 R1: 55.664062 R5: 78.222656 Duration: 0s BTime: 1.496s
2022-09-18 05:32:01,508 TRAIN Step: 100 Objs: 4.013802e+00 R1: 55.560605 R5: 78.566870 Duration: 100s BTime: 1.007s
2022-09-18 05:33:41,616 TRAIN Step: 200 Objs: 4.000234e+00 R1: 55.787955 R5: 78.642432 Duration: 100s BTime: 1.003s
2022-09-18 05:35:23,518 TRAIN Step: 300 Objs: 4.001482e+00 R1: 55.788323 R5: 78.637939 Duration: 101s BTime: 1.008s
2022-09-18 05:37:06,439 TRAIN Step: 400 Objs: 4.004473e+00 R1: 55.743697 R5: 78.611820 Duration: 102s BTime: 1.012s
2022-09-18 05:38:48,245 TRAIN Step: 500 Objs: 4.003662e+00 R1: 55.781211 R5: 78.631019 Duration: 101s BTime: 1.013s
2022-09-18 05:40:30,330 TRAIN Step: 600 Objs: 4.007344e+00 R1: 55.717847 R5: 78.599145 Duration: 102s BTime: 1.014s
2022-09-18 05:42:06,714 TRAIN Step: 700 Objs: 4.008558e+00 R1: 55.688581 R5: 78.576225 Duration: 96s BTime: 1.006s
2022-09-18 05:43:45,463 TRAIN Step: 800 Objs: 4.009329e+00 R1: 55.662356 R5: 78.568659 Duration: 98s BTime: 1.004s
2022-09-18 05:45:24,013 TRAIN Step: 900 Objs: 4.010371e+00 R1: 55.646721 R5: 78.574262 Duration: 98s BTime: 1.002s
2022-09-18 05:47:01,372 TRAIN Step: 1000 Objs: 4.010989e+00 R1: 55.648258 R5: 78.556697 Duration: 97s BTime: 0.999s
2022-09-18 05:48:38,258 TRAIN Step: 1100 Objs: 4.011768e+00 R1: 55.613682 R5: 78.534784 Duration: 96s BTime: 0.996s
2022-09-18 05:50:16,047 TRAIN Step: 1200 Objs: 4.013888e+00 R1: 55.585352 R5: 78.511315 Duration: 97s BTime: 0.994s
2022-09-18 05:51:01,392 Train_acc: 55.574332
2022-09-18 05:51:24,733 VALID Step: 000 Objs: 1.248006e+00 R1: 72.656250 R5: 90.332031 Duration: 0s
2022-09-18 05:51:55,893 Valid_acc_top1: 57.728000
2022-09-18 05:51:55,893 Valid_acc_top5: 81.924000
2022-09-18 05:51:55,893 Best acc top1: 58.314000
2022-09-18 05:51:55,894 Epoch time: 1326s.
2022-09-18 05:51:56,483 Epoch: 45 lr 4.081633e-01
2022-09-18 05:52:28,603 TRAIN Step: 000 Objs: 3.973150e+00 R1: 54.492188 R5: 79.492188 Duration: 0s BTime: 1.649s
2022-09-18 05:54:11,614 TRAIN Step: 100 Objs: 4.007738e+00 R1: 55.740447 R5: 78.517559 Duration: 103s BTime: 1.035s
2022-09-18 05:55:54,167 TRAIN Step: 200 Objs: 3.995784e+00 R1: 56.011933 R5: 78.675956 Duration: 102s BTime: 1.029s
2022-09-18 05:57:38,077 TRAIN Step: 300 Objs: 3.992832e+00 R1: 56.043332 R5: 78.704773 Duration: 103s BTime: 1.032s
2022-09-18 05:59:19,245 TRAIN Step: 400 Objs: 3.991121e+00 R1: 56.062481 R5: 78.756721 Duration: 101s BTime: 1.027s
2022-09-18 06:00:59,396 TRAIN Step: 500 Objs: 3.993334e+00 R1: 56.034221 R5: 78.736083 Duration: 100s BTime: 1.021s
2022-09-18 06:02:37,999 TRAIN Step: 600 Objs: 3.994862e+00 R1: 55.945332 R5: 78.719062 Duration: 98s BTime: 1.015s
2022-09-18 06:04:22,231 TRAIN Step: 700 Objs: 3.998623e+00 R1: 55.877346 R5: 78.668030 Duration: 104s BTime: 1.019s
2022-09-18 06:06:05,406 TRAIN Step: 800 Objs: 4.000208e+00 R1: 55.818898 R5: 78.636324 Duration: 103s BTime: 1.020s
2022-09-18 06:07:47,911 TRAIN Step: 900 Objs: 4.002989e+00 R1: 55.775592 R5: 78.614690 Duration: 102s BTime: 1.021s
2022-09-18 06:09:30,943 TRAIN Step: 1000 Objs: 4.003152e+00 R1: 55.751182 R5: 78.631525 Duration: 103s BTime: 1.021s
2022-09-18 06:11:13,254 TRAIN Step: 1100 Objs: 4.006040e+00 R1: 55.708057 R5: 78.584366 Duration: 102s BTime: 1.021s
2022-09-18 06:12:57,131 TRAIN Step: 1200 Objs: 4.007589e+00 R1: 55.693904 R5: 78.566364 Duration: 103s BTime: 1.023s
2022-09-18 06:13:42,310 Train_acc: 55.687510
2022-09-18 06:14:05,257 VALID Step: 000 Objs: 1.117625e+00 R1: 77.246094 R5: 91.699219 Duration: 0s
2022-09-18 06:14:34,694 Valid_acc_top1: 58.022000
2022-09-18 06:14:34,694 Valid_acc_top5: 81.836000
2022-09-18 06:14:34,695 Best acc top1: 58.314000
2022-09-18 06:14:34,695 Epoch time: 1358s.
2022-09-18 06:14:35,097 Epoch: 46 lr 4.061224e-01
2022-09-18 06:15:06,708 TRAIN Step: 000 Objs: 3.970670e+00 R1: 56.640625 R5: 78.710938 Duration: 0s BTime: 1.408s
2022-09-18 06:16:46,156 TRAIN Step: 100 Objs: 3.972514e+00 R1: 56.313815 R5: 79.276570 Duration: 99s BTime: 0.997s
2022-09-18 06:18:27,407 TRAIN Step: 200 Objs: 3.977693e+00 R1: 56.188783 R5: 79.128284 Duration: 101s BTime: 1.004s
2022-09-18 06:20:10,342 TRAIN Step: 300 Objs: 3.979506e+00 R1: 56.132877 R5: 79.070092 Duration: 102s BTime: 1.012s
2022-09-18 06:21:52,092 TRAIN Step: 400 Objs: 3.983643e+00 R1: 56.061993 R5: 78.998061 Duration: 101s BTime: 1.013s
2022-09-18 06:23:32,834 TRAIN Step: 500 Objs: 3.984843e+00 R1: 55.987049 R5: 78.974668 Duration: 100s BTime: 1.011s
2022-09-18 06:25:13,342 TRAIN Step: 600 Objs: 3.988841e+00 R1: 55.929733 R5: 78.914212 Duration: 100s BTime: 1.010s
2022-09-18 06:26:52,039 TRAIN Step: 700 Objs: 3.993071e+00 R1: 55.873445 R5: 78.839521 Duration: 98s BTime: 1.007s
2022-09-18 06:28:31,573 TRAIN Step: 800 Objs: 3.996095e+00 R1: 55.816338 R5: 78.792135 Duration: 99s BTime: 1.005s
2022-09-18 06:30:12,014 TRAIN Step: 900 Objs: 3.998004e+00 R1: 55.793042 R5: 78.770008 Duration: 100s BTime: 1.005s
2022-09-18 06:31:50,712 TRAIN Step: 1000 Objs: 4.000694e+00 R1: 55.747670 R5: 78.725474 Duration: 98s BTime: 1.003s
2022-09-18 06:33:29,639 TRAIN Step: 1100 Objs: 4.001324e+00 R1: 55.733956 R5: 78.707833 Duration: 98s BTime: 1.001s
2022-09-18 06:35:08,874 TRAIN Step: 1200 Objs: 4.003180e+00 R1: 55.703336 R5: 78.685405 Duration: 99s BTime: 1.001s
2022-09-18 06:35:51,661 Train_acc: 55.697501
2022-09-18 06:36:15,486 VALID Step: 000 Objs: 9.546422e-01 R1: 79.394531 R5: 93.261719 Duration: 0s
2022-09-18 06:36:45,798 Valid_acc_top1: 58.932000
2022-09-18 06:36:45,799 Valid_acc_top5: 82.716000
2022-09-18 06:36:45,799 Best acc top1: 58.932000
2022-09-18 06:36:45,799 Epoch time: 1330s.
2022-09-18 06:36:46,519 Epoch: 47 lr 4.040816e-01
2022-09-18 06:37:15,248 TRAIN Step: 000 Objs: 3.900093e+00 R1: 56.835938 R5: 80.078125 Duration: 0s BTime: 1.548s
2022-09-18 06:38:53,607 TRAIN Step: 100 Objs: 3.977479e+00 R1: 56.341855 R5: 79.043549 Duration: 98s BTime: 0.971s
2022-09-18 06:40:29,292 TRAIN Step: 200 Objs: 3.976180e+00 R1: 56.357859 R5: 79.043746 Duration: 95s BTime: 0.963s
2022-09-18 06:42:07,128 TRAIN Step: 300 Objs: 3.982080e+00 R1: 56.164024 R5: 78.969516 Duration: 97s BTime: 0.968s
2022-09-18 06:43:43,137 TRAIN Step: 400 Objs: 3.983622e+00 R1: 56.097793 R5: 78.932551 Duration: 96s BTime: 0.966s
2022-09-18 06:45:23,826 TRAIN Step: 500 Objs: 3.986926e+00 R1: 56.055662 R5: 78.903326 Duration: 100s BTime: 0.974s
2022-09-18 06:47:02,865 TRAIN Step: 600 Objs: 3.991067e+00 R1: 55.963206 R5: 78.823055 Duration: 99s BTime: 0.976s
2022-09-18 06:48:38,590 TRAIN Step: 700 Objs: 3.992664e+00 R1: 55.929587 R5: 78.793270 Duration: 95s BTime: 0.973s
2022-09-18 06:50:14,912 TRAIN Step: 800 Objs: 3.993031e+00 R1: 55.905582 R5: 78.788112 Duration: 96s BTime: 0.972s
2022-09-18 06:51:49,142 TRAIN Step: 900 Objs: 3.993873e+00 R1: 55.909233 R5: 78.761662 Duration: 94s BTime: 0.968s
2022-09-18 06:53:25,935 TRAIN Step: 1000 Objs: 3.995471e+00 R1: 55.891472 R5: 78.730059 Duration: 96s BTime: 0.968s
2022-09-18 06:55:07,688 TRAIN Step: 1100 Objs: 3.997401e+00 R1: 55.845893 R5: 78.716259 Duration: 101s BTime: 0.972s
2022-09-18 06:56:43,010 TRAIN Step: 1200 Objs: 3.998576e+00 R1: 55.816279 R5: 78.704270 Duration: 95s BTime: 0.971s
2022-09-18 06:57:24,490 Train_acc: 55.809586
2022-09-18 06:57:47,486 VALID Step: 000 Objs: 1.122651e+00 R1: 73.730469 R5: 92.480469 Duration: 0s
2022-09-18 06:58:18,027 Valid_acc_top1: 56.582000
2022-09-18 06:58:18,027 Valid_acc_top5: 80.348000
2022-09-18 06:58:18,027 Best acc top1: 58.932000
2022-09-18 06:58:18,027 Epoch time: 1291s.
2022-09-18 06:58:18,384 Epoch: 48 lr 4.020408e-01
2022-09-18 06:58:48,451 TRAIN Step: 000 Objs: 3.884683e+00 R1: 56.347656 R5: 81.250000 Duration: 0s BTime: 1.476s
2022-09-18 07:00:25,667 TRAIN Step: 100 Objs: 3.979749e+00 R1: 56.152344 R5: 79.110265 Duration: 97s BTime: 0.961s
2022-09-18 07:02:02,779 TRAIN Step: 200 Objs: 3.973778e+00 R1: 56.240283 R5: 79.117110 Duration: 97s BTime: 0.965s
2022-09-18 07:03:39,869 TRAIN Step: 300 Objs: 3.973519e+00 R1: 56.204578 R5: 79.072039 Duration: 97s BTime: 0.967s
2022-09-18 07:05:15,452 TRAIN Step: 400 Objs: 3.970005e+00 R1: 56.290426 R5: 79.057483 Duration: 95s BTime: 0.964s
2022-09-18 07:06:54,158 TRAIN Step: 500 Objs: 3.976947e+00 R1: 56.189379 R5: 78.965896 Duration: 98s BTime: 0.968s
2022-09-18 07:08:32,011 TRAIN Step: 600 Objs: 3.978201e+00 R1: 56.170218 R5: 78.950772 Duration: 97s BTime: 0.969s
2022-09-18 07:10:11,045 TRAIN Step: 700 Objs: 3.980488e+00 R1: 56.126989 R5: 78.909593 Duration: 99s BTime: 0.972s
2022-09-18 07:11:53,959 TRAIN Step: 800 Objs: 3.983912e+00 R1: 56.080412 R5: 78.861628 Duration: 102s BTime: 0.979s
2022-09-18 07:13:39,210 TRAIN Step: 900 Objs: 3.985397e+00 R1: 56.064876 R5: 78.846637 Duration: 105s BTime: 0.987s
2022-09-18 07:15:21,880 TRAIN Step: 1000 Objs: 3.988462e+00 R1: 56.022591 R5: 78.808204 Duration: 102s BTime: 0.991s
2022-09-18 07:17:02,839 TRAIN Step: 1100 Objs: 3.989007e+00 R1: 56.016193 R5: 78.790588 Duration: 100s BTime: 0.992s
2022-09-18 07:18:43,048 TRAIN Step: 1200 Objs: 3.991057e+00 R1: 55.977278 R5: 78.764522 Duration: 100s BTime: 0.993s
2022-09-18 07:19:27,613 Train_acc: 55.954766
2022-09-18 07:19:50,516 VALID Step: 000 Objs: 1.193157e+00 R1: 73.535156 R5: 89.941406 Duration: 0s
2022-09-18 07:20:20,836 Valid_acc_top1: 57.872000
2022-09-18 07:20:20,836 Valid_acc_top5: 81.706000
2022-09-18 07:20:20,836 Best acc top1: 58.932000
2022-09-18 07:20:20,836 Epoch time: 1322s.
2022-09-18 07:20:21,375 Epoch: 49 lr 4.000000e-01
2022-09-18 07:20:53,680 TRAIN Step: 000 Objs: 3.972714e+00 R1: 58.691406 R5: 79.492188 Duration: 0s BTime: 1.518s
2022-09-18 07:22:29,003 TRAIN Step: 100 Objs: 3.980674e+00 R1: 56.158145 R5: 79.027112 Duration: 95s BTime: 0.957s
2022-09-18 07:24:05,113 TRAIN Step: 200 Objs: 3.970484e+00 R1: 56.275750 R5: 79.197761 Duration: 96s BTime: 0.959s
2022-09-18 07:25:44,576 TRAIN Step: 300 Objs: 3.971102e+00 R1: 56.243836 R5: 79.158015 Duration: 99s BTime: 0.970s
2022-09-18 07:27:22,460 TRAIN Step: 400 Objs: 3.973248e+00 R1: 56.206895 R5: 79.116905 Duration: 97s BTime: 0.972s
2022-09-18 07:29:03,095 TRAIN Step: 500 Objs: 3.972975e+00 R1: 56.220372 R5: 79.098444 Duration: 100s BTime: 0.978s
2022-09-18 07:30:40,285 TRAIN Step: 600 Objs: 3.976689e+00 R1: 56.172005 R5: 79.037542 Duration: 97s BTime: 0.977s
2022-09-18 07:32:23,203 TRAIN Step: 700 Objs: 3.977899e+00 R1: 56.121556 R5: 79.022713 Duration: 102s BTime: 0.984s
2022-09-18 07:34:03,895 TRAIN Step: 800 Objs: 3.980460e+00 R1: 56.092970 R5: 78.974646 Duration: 100s BTime: 0.987s
2022-09-18 07:35:45,086 TRAIN Step: 900 Objs: 3.982456e+00 R1: 56.075823 R5: 78.934539 Duration: 101s BTime: 0.989s
2022-09-18 07:37:28,212 TRAIN Step: 1000 Objs: 3.983875e+00 R1: 56.060248 R5: 78.914933 Duration: 103s BTime: 0.993s
2022-09-18 07:39:10,518 TRAIN Step: 1100 Objs: 3.985100e+00 R1: 56.046350 R5: 78.898799 Duration: 102s BTime: 0.996s
2022-09-18 07:40:50,418 TRAIN Step: 1200 Objs: 3.986813e+00 R1: 56.036880 R5: 78.875026 Duration: 99s BTime: 0.996s
2022-09-18 07:41:34,420 Train_acc: 56.013385
2022-09-18 07:41:57,265 VALID Step: 000 Objs: 1.132126e+00 R1: 75.195312 R5: 90.625000 Duration: 0s
2022-09-18 07:42:29,010 Valid_acc_top1: 58.338000
2022-09-18 07:42:29,011 Valid_acc_top5: 82.276000
2022-09-18 07:42:29,011 Best acc top1: 58.932000
2022-09-18 07:42:29,011 Epoch time: 1327s.
2022-09-18 07:42:29,597 Epoch: 50 lr 3.979592e-01
2022-09-18 07:42:59,191 TRAIN Step: 000 Objs: 4.017879e+00 R1: 56.738281 R5: 77.441406 Duration: 0s BTime: 1.676s
2022-09-18 07:44:38,770 TRAIN Step: 100 Objs: 3.964753e+00 R1: 56.416306 R5: 79.185682 Duration: 99s BTime: 1.001s
2022-09-18 07:46:22,452 TRAIN Step: 200 Objs: 3.962428e+00 R1: 56.387496 R5: 79.145289 Duration: 103s BTime: 1.018s
2022-09-18 07:48:04,044 TRAIN Step: 300 Objs: 3.968130e+00 R1: 56.325594 R5: 79.052572 Duration: 101s BTime: 1.017s
2022-09-18 07:49:43,779 TRAIN Step: 400 Objs: 3.966533e+00 R1: 56.396850 R5: 79.090360 Duration: 99s BTime: 1.012s
2022-09-18 07:51:24,025 TRAIN Step: 500 Objs: 3.968481e+00 R1: 56.364809 R5: 79.040942 Duration: 100s BTime: 1.010s
2022-09-18 07:53:04,094 TRAIN Step: 600 Objs: 3.972004e+00 R1: 56.272424 R5: 79.019993 Duration: 100s BTime: 1.008s
2022-09-18 07:54:43,018 TRAIN Step: 700 Objs: 3.972951e+00 R1: 56.271175 R5: 79.009757 Duration: 98s BTime: 1.005s
2022-09-18 07:56:24,541 TRAIN Step: 800 Objs: 3.974227e+00 R1: 56.243416 R5: 78.998786 Duration: 101s BTime: 1.006s
2022-09-18 07:58:06,710 TRAIN Step: 900 Objs: 3.974914e+00 R1: 56.228106 R5: 78.995669 Duration: 102s BTime: 1.008s
2022-09-18 07:59:46,207 TRAIN Step: 1000 Objs: 3.977546e+00 R1: 56.190782 R5: 78.948981 Duration: 99s BTime: 1.006s
2022-09-18 08:01:30,703 TRAIN Step: 1100 Objs: 3.976466e+00 R1: 56.197668 R5: 78.968338 Duration: 104s BTime: 1.010s
2022-09-18 08:03:15,759 TRAIN Step: 1200 Objs: 3.979849e+00 R1: 56.141936 R5: 78.918609 Duration: 105s BTime: 1.013s
2022-09-18 08:04:00,247 Train_acc: 56.131168
2022-09-18 08:04:25,307 VALID Step: 000 Objs: 1.079404e+00 R1: 73.925781 R5: 91.308594 Duration: 0s
2022-09-18 08:04:54,712 Valid_acc_top1: 59.614000
2022-09-18 08:04:54,713 Valid_acc_top5: 82.850000
2022-09-18 08:04:54,713 Best acc top1: 59.614000
2022-09-18 08:04:54,713 Epoch time: 1345s.
2022-09-18 08:04:55,561 Epoch: 51 lr 3.959184e-01
2022-09-18 08:05:21,743 TRAIN Step: 000 Objs: 3.934471e+00 R1: 58.203125 R5: 77.636719 Duration: 0s BTime: 1.501s
2022-09-18 08:07:04,834 TRAIN Step: 100 Objs: 3.980978e+00 R1: 56.080794 R5: 79.081258 Duration: 103s BTime: 1.013s
2022-09-18 08:08:40,805 TRAIN Step: 200 Objs: 3.971114e+00 R1: 56.268462 R5: 79.212823 Duration: 95s BTime: 0.986s
2022-09-18 08:10:13,800 TRAIN Step: 300 Objs: 3.968724e+00 R1: 56.272711 R5: 79.189810 Duration: 92s BTime: 0.966s
2022-09-18 08:11:45,796 TRAIN Step: 400 Objs: 3.967706e+00 R1: 56.273379 R5: 79.185337 Duration: 91s BTime: 0.954s
2022-09-18 08:13:22,608 TRAIN Step: 500 Objs: 3.966031e+00 R1: 56.305943 R5: 79.201363 Duration: 96s BTime: 0.957s
2022-09-18 08:15:03,633 TRAIN Step: 600 Objs: 3.968117e+00 R1: 56.262837 R5: 79.159571 Duration: 101s BTime: 0.966s
2022-09-18 08:16:42,541 TRAIN Step: 700 Objs: 3.968940e+00 R1: 56.262399 R5: 79.116469 Duration: 98s BTime: 0.969s
2022-09-18 08:18:22,830 TRAIN Step: 800 Objs: 3.969524e+00 R1: 56.260119 R5: 79.099978 Duration: 100s BTime: 0.973s
2022-09-18 08:20:06,010 TRAIN Step: 900 Objs: 3.970948e+00 R1: 56.239703 R5: 79.084221 Duration: 103s BTime: 0.979s
2022-09-18 08:21:45,473 TRAIN Step: 1000 Objs: 3.972187e+00 R1: 56.220830 R5: 79.050637 Duration: 99s BTime: 0.980s
2022-09-18 08:23:24,625 TRAIN Step: 1100 Objs: 3.972395e+00 R1: 56.216561 R5: 79.052690 Duration: 99s BTime: 0.981s
2022-09-18 08:25:03,583 TRAIN Step: 1200 Objs: 3.973105e+00 R1: 56.198936 R5: 79.036513 Duration: 98s BTime: 0.982s
2022-09-18 08:25:45,076 Train_acc: 56.188694
2022-09-18 08:26:07,948 VALID Step: 000 Objs: 1.040915e+00 R1: 77.636719 R5: 92.871094 Duration: 0s
2022-09-18 08:26:36,729 Valid_acc_top1: 58.224000
2022-09-18 08:26:36,729 Valid_acc_top5: 81.764000
2022-09-18 08:26:36,729 Best acc top1: 59.614000
2022-09-18 08:26:36,729 Epoch time: 1301s.
2022-09-18 08:26:37,130 Epoch: 52 lr 3.938776e-01
2022-09-18 08:27:09,418 TRAIN Step: 000 Objs: 3.984901e+00 R1: 53.710938 R5: 78.613281 Duration: 0s BTime: 1.085s
2022-09-18 08:28:50,455 TRAIN Step: 100 Objs: 3.959521e+00 R1: 56.486889 R5: 79.176013 Duration: 101s BTime: 1.007s
2022-09-18 08:30:30,847 TRAIN Step: 200 Objs: 3.948595e+00 R1: 56.669776 R5: 79.330399 Duration: 100s BTime: 1.004s
2022-09-18 08:32:13,935 TRAIN Step: 300 Objs: 3.945414e+00 R1: 56.686695 R5: 79.351056 Duration: 103s BTime: 1.012s
2022-09-18 08:33:56,255 TRAIN Step: 400 Objs: 3.946789e+00 R1: 56.673258 R5: 79.335840 Duration: 102s BTime: 1.014s
2022-09-18 08:35:40,049 TRAIN Step: 500 Objs: 3.952489e+00 R1: 56.568309 R5: 79.275434 Duration: 103s BTime: 1.019s
2022-09-18 08:37:23,047 TRAIN Step: 600 Objs: 3.955516e+00 R1: 56.540694 R5: 79.227004 Duration: 102s BTime: 1.020s
2022-09-18 08:39:01,904 TRAIN Step: 700 Objs: 3.960531e+00 R1: 56.464955 R5: 79.178044 Duration: 98s BTime: 1.016s
2022-09-18 08:40:42,203 TRAIN Step: 800 Objs: 3.961244e+00 R1: 56.436169 R5: 79.159230 Duration: 100s BTime: 1.014s
2022-09-18 08:42:26,355 TRAIN Step: 900 Objs: 3.963419e+00 R1: 56.397297 R5: 79.112401 Duration: 104s BTime: 1.017s
2022-09-18 08:44:08,666 TRAIN Step: 1000 Objs: 3.966049e+00 R1: 56.356144 R5: 79.075417 Duration: 102s BTime: 1.017s
2022-09-18 08:45:52,697 TRAIN Step: 1100 Objs: 3.967367e+00 R1: 56.334529 R5: 79.065463 Duration: 104s BTime: 1.019s
2022-09-18 08:47:34,463 TRAIN Step: 1200 Objs: 3.969116e+00 R1: 56.301877 R5: 79.028300 Duration: 101s BTime: 1.019s
2022-09-18 08:48:14,546 Train_acc: 56.301013
2022-09-18 08:48:37,837 VALID Step: 000 Objs: 1.128066e+00 R1: 75.976562 R5: 92.187500 Duration: 0s
2022-09-18 08:49:08,036 Valid_acc_top1: 59.364000
2022-09-18 08:49:08,036 Valid_acc_top5: 82.638000
2022-09-18 08:49:08,036 Best acc top1: 59.614000
2022-09-18 08:49:08,036 Epoch time: 1350s.
2022-09-18 08:49:08,485 Epoch: 53 lr 3.918367e-01
2022-09-18 08:49:37,817 TRAIN Step: 000 Objs: 3.736422e+00 R1: 60.351562 R5: 82.519531 Duration: 0s BTime: 1.286s
2022-09-18 08:51:16,931 TRAIN Step: 100 Objs: 3.949741e+00 R1: 56.662864 R5: 79.278504 Duration: 99s BTime: 0.993s
2022-09-18 08:52:54,392 TRAIN Step: 200 Objs: 3.942991e+00 R1: 56.879178 R5: 79.341088 Duration: 97s BTime: 0.983s
2022-09-18 08:54:31,983 TRAIN Step: 300 Objs: 3.944224e+00 R1: 56.797329 R5: 79.333861 Duration: 97s BTime: 0.980s
2022-09-18 08:56:12,672 TRAIN Step: 400 Objs: 3.944925e+00 R1: 56.777003 R5: 79.355323 Duration: 100s BTime: 0.986s
2022-09-18 08:57:54,650 TRAIN Step: 500 Objs: 3.947924e+00 R1: 56.706314 R5: 79.322800 Duration: 101s BTime: 0.993s
2022-09-18 08:59:36,156 TRAIN Step: 600 Objs: 3.950836e+00 R1: 56.649399 R5: 79.264215 Duration: 101s BTime: 0.996s
2022-09-18 09:01:19,659 TRAIN Step: 700 Objs: 3.952632e+00 R1: 56.619171 R5: 79.251878 Duration: 103s BTime: 1.002s
2022-09-18 09:03:01,929 TRAIN Step: 800 Objs: 3.953630e+00 R1: 56.596369 R5: 79.236769 Duration: 102s BTime: 1.004s
2022-09-18 09:04:43,764 TRAIN Step: 900 Objs: 3.953895e+00 R1: 56.589900 R5: 79.227833 Duration: 101s BTime: 1.005s
2022-09-18 09:06:24,601 TRAIN Step: 1000 Objs: 3.956520e+00 R1: 56.540530 R5: 79.193170 Duration: 100s BTime: 1.005s
2022-09-18 09:08:04,531 TRAIN Step: 1100 Objs: 3.958804e+00 R1: 56.498442 R5: 79.176157 Duration: 99s BTime: 1.005s
2022-09-18 09:09:45,241 TRAIN Step: 1200 Objs: 3.962473e+00 R1: 56.441572 R5: 79.119614 Duration: 100s BTime: 1.005s
2022-09-18 09:10:29,809 Train_acc: 56.423480
2022-09-18 09:10:52,901 VALID Step: 000 Objs: 1.103446e+00 R1: 75.781250 R5: 91.699219 Duration: 0s
2022-09-18 09:11:23,767 Valid_acc_top1: 58.458000
2022-09-18 09:11:23,767 Valid_acc_top5: 82.516000
2022-09-18 09:11:23,767 Best acc top1: 59.614000
2022-09-18 09:11:23,767 Epoch time: 1335s.
2022-09-18 09:11:24,185 Epoch: 54 lr 3.897959e-01
2022-09-18 09:11:53,046 TRAIN Step: 000 Objs: 3.886945e+00 R1: 57.031250 R5: 80.371094 Duration: 0s BTime: 1.465s
2022-09-18 09:13:30,851 TRAIN Step: 100 Objs: 3.952496e+00 R1: 56.537167 R5: 79.348120 Duration: 97s BTime: 0.977s
2022-09-18 09:15:08,344 TRAIN Step: 200 Objs: 3.945376e+00 R1: 56.709130 R5: 79.420281 Duration: 97s BTime: 0.975s
2022-09-18 09:16:45,798 TRAIN Step: 300 Objs: 3.942358e+00 R1: 56.692535 R5: 79.434762 Duration: 97s BTime: 0.975s
2022-09-18 09:18:26,088 TRAIN Step: 400 Objs: 3.948288e+00 R1: 56.577063 R5: 79.317819 Duration: 100s BTime: 0.981s
2022-09-18 09:20:04,144 TRAIN Step: 500 Objs: 3.951179e+00 R1: 56.549596 R5: 79.290053 Duration: 98s BTime: 0.981s
2022-09-18 09:21:44,400 TRAIN Step: 600 Objs: 3.950353e+00 R1: 56.577904 R5: 79.297850 Duration: 100s BTime: 0.984s
2022-09-18 09:23:25,078 TRAIN Step: 700 Objs: 3.949290e+00 R1: 56.632127 R5: 79.301751 Duration: 100s BTime: 0.987s
2022-09-18 09:25:07,056 TRAIN Step: 800 Objs: 3.952090e+00 R1: 56.608561 R5: 79.255057 Duration: 101s BTime: 0.991s
2022-09-18 09:26:49,984 TRAIN Step: 900 Objs: 3.953319e+00 R1: 56.586757 R5: 79.237588 Duration: 102s BTime: 0.995s
2022-09-18 09:28:32,737 TRAIN Step: 1000 Objs: 3.953923e+00 R1: 56.575261 R5: 79.220291 Duration: 102s BTime: 0.998s
2022-09-18 09:30:17,356 TRAIN Step: 1100 Objs: 3.954352e+00 R1: 56.565587 R5: 79.212790 Duration: 104s BTime: 1.002s
2022-09-18 09:31:55,998 TRAIN Step: 1200 Objs: 3.956990e+00 R1: 56.515729 R5: 79.177183 Duration: 98s BTime: 1.001s
2022-09-18 09:32:39,338 Train_acc: 56.505046
2022-09-18 09:33:03,740 VALID Step: 000 Objs: 1.152271e+00 R1: 75.390625 R5: 90.234375 Duration: 0s
2022-09-18 09:33:33,235 Valid_acc_top1: 57.866000
2022-09-18 09:33:33,235 Valid_acc_top5: 82.166000
2022-09-18 09:33:33,235 Best acc top1: 59.614000
2022-09-18 09:33:33,235 Epoch time: 1329s.
2022-09-18 09:33:33,666 Epoch: 55 lr 3.877551e-01
2022-09-18 09:34:04,898 TRAIN Step: 000 Objs: 4.117156e+00 R1: 54.296875 R5: 76.562500 Duration: 0s BTime: 1.683s
2022-09-18 09:35:44,801 TRAIN Step: 100 Objs: 3.932809e+00 R1: 56.964534 R5: 79.606281 Duration: 99s BTime: 1.004s
2022-09-18 09:37:30,314 TRAIN Step: 200 Objs: 3.932496e+00 R1: 56.984608 R5: 79.586443 Duration: 105s BTime: 1.029s
2022-09-18 09:39:12,601 TRAIN Step: 300 Objs: 3.928451e+00 R1: 56.966362 R5: 79.624234 Duration: 102s BTime: 1.026s
2022-09-18 09:40:51,285 TRAIN Step: 400 Objs: 3.935143e+00 R1: 56.843243 R5: 79.523360 Duration: 98s BTime: 1.016s
2022-09-18 09:42:32,165 TRAIN Step: 500 Objs: 3.939363e+00 R1: 56.791690 R5: 79.454567 Duration: 100s BTime: 1.014s
2022-09-18 09:44:09,749 TRAIN Step: 600 Objs: 3.941695e+00 R1: 56.730644 R5: 79.421830 Duration: 97s BTime: 1.008s
2022-09-18 09:45:50,459 TRAIN Step: 700 Objs: 3.945740e+00 R1: 56.665144 R5: 79.385197 Duration: 100s BTime: 1.007s
2022-09-18 09:47:30,116 TRAIN Step: 800 Objs: 3.949249e+00 R1: 56.616363 R5: 79.344423 Duration: 99s BTime: 1.006s
2022-09-18 09:49:09,878 TRAIN Step: 900 Objs: 3.951169e+00 R1: 56.596837 R5: 79.305546 Duration: 99s BTime: 1.005s
2022-09-18 09:50:45,942 TRAIN Step: 1000 Objs: 3.952051e+00 R1: 56.572919 R5: 79.289948 Duration: 96s BTime: 1.000s
2022-09-18 09:52:26,722 TRAIN Step: 1100 Objs: 3.953737e+00 R1: 56.519286 R5: 79.274434 Duration: 100s BTime: 1.001s
2022-09-18 09:54:07,474 TRAIN Step: 1200 Objs: 3.955448e+00 R1: 56.492555 R5: 79.254349 Duration: 100s BTime: 1.001s
2022-09-18 09:54:53,415 Train_acc: 56.481317
2022-09-18 09:55:17,415 VALID Step: 000 Objs: 1.129897e+00 R1: 75.976562 R5: 91.015625 Duration: 0s
2022-09-18 09:55:47,088 Valid_acc_top1: 59.394000
2022-09-18 09:55:47,089 Valid_acc_top5: 82.940000
2022-09-18 09:55:47,089 Best acc top1: 59.614000
2022-09-18 09:55:47,089 Epoch time: 1333s.
2022-09-18 09:55:47,453 Epoch: 56 lr 3.857143e-01
2022-09-18 09:56:19,629 TRAIN Step: 000 Objs: 3.858443e+00 R1: 58.007812 R5: 81.347656 Duration: 0s BTime: 1.052s
2022-09-18 09:57:58,702 TRAIN Step: 100 Objs: 3.934751e+00 R1: 56.877514 R5: 79.586943 Duration: 99s BTime: 0.990s
2022-09-18 09:59:40,589 TRAIN Step: 200 Objs: 3.931603e+00 R1: 56.935537 R5: 79.584985 Duration: 101s BTime: 1.003s
2022-09-18 10:01:24,280 TRAIN Step: 300 Objs: 3.931748e+00 R1: 56.894012 R5: 79.593737 Duration: 103s BTime: 1.014s
2022-09-18 10:03:09,693 TRAIN Step: 400 Objs: 3.932323e+00 R1: 56.885862 R5: 79.576450 Duration: 105s BTime: 1.023s
2022-09-18 10:04:54,152 TRAIN Step: 500 Objs: 3.936798e+00 R1: 56.841590 R5: 79.507976 Duration: 104s BTime: 1.027s
2022-09-18 10:06:36,986 TRAIN Step: 600 Objs: 3.937938e+00 R1: 56.820826 R5: 79.476264 Duration: 102s BTime: 1.027s
2022-09-18 10:08:16,908 TRAIN Step: 700 Objs: 3.938704e+00 R1: 56.775059 R5: 79.485361 Duration: 99s BTime: 1.023s
2022-09-18 10:10:00,365 TRAIN Step: 800 Objs: 3.943101e+00 R1: 56.716702 R5: 79.440982 Duration: 103s BTime: 1.024s
2022-09-18 10:11:42,429 TRAIN Step: 900 Objs: 3.945202e+00 R1: 56.685714 R5: 79.397024 Duration: 102s BTime: 1.023s
2022-09-18 10:13:25,540 TRAIN Step: 1000 Objs: 3.947283e+00 R1: 56.633796 R5: 79.360288 Duration: 103s BTime: 1.024s
2022-09-18 10:15:06,149 TRAIN Step: 1100 Objs: 3.948181e+00 R1: 56.628651 R5: 79.346546 Duration: 100s BTime: 1.022s
2022-09-18 10:16:43,717 TRAIN Step: 1200 Objs: 3.948085e+00 R1: 56.629485 R5: 79.349403 Duration: 97s BTime: 1.018s
2022-09-18 10:17:26,055 Train_acc: 56.637347
2022-09-18 10:17:50,064 VALID Step: 000 Objs: 1.136335e+00 R1: 74.218750 R5: 92.675781 Duration: 0s
2022-09-18 10:18:19,332 Valid_acc_top1: 58.604000
2022-09-18 10:18:19,332 Valid_acc_top5: 82.498000
2022-09-18 10:18:19,332 Best acc top1: 59.614000
2022-09-18 10:18:19,332 Epoch time: 1351s.
2022-09-18 10:18:19,788 Epoch: 57 lr 3.836735e-01
2022-09-18 10:18:51,174 TRAIN Step: 000 Objs: 3.952533e+00 R1: 57.031250 R5: 79.003906 Duration: 0s BTime: 1.282s
2022-09-18 10:20:29,569 TRAIN Step: 100 Objs: 3.923754e+00 R1: 57.180152 R5: 79.556969 Duration: 98s BTime: 0.985s
2022-09-18 10:22:05,223 TRAIN Step: 200 Objs: 3.923644e+00 R1: 57.145911 R5: 79.618023 Duration: 95s BTime: 0.970s
2022-09-18 10:23:43,071 TRAIN Step: 300 Objs: 3.929644e+00 R1: 57.072778 R5: 79.552209 Duration: 97s BTime: 0.972s
2022-09-18 10:25:22,723 TRAIN Step: 400 Objs: 3.934203e+00 R1: 56.949180 R5: 79.490726 Duration: 99s BTime: 0.978s
2022-09-18 10:27:02,753 TRAIN Step: 500 Objs: 3.933325e+00 R1: 56.927941 R5: 79.505832 Duration: 100s BTime: 0.982s
2022-09-18 10:28:43,963 TRAIN Step: 600 Objs: 3.935408e+00 R1: 56.883384 R5: 79.459527 Duration: 101s BTime: 0.987s
2022-09-18 10:30:24,300 TRAIN Step: 700 Objs: 3.937576e+00 R1: 56.835241 R5: 79.440782 Duration: 100s BTime: 0.989s
2022-09-18 10:32:04,785 TRAIN Step: 800 Objs: 3.940870e+00 R1: 56.775954 R5: 79.398311 Duration: 100s BTime: 0.991s
2022-09-18 10:33:47,230 TRAIN Step: 900 Objs: 3.941065e+00 R1: 56.770147 R5: 79.398108 Duration: 102s BTime: 0.994s
2022-09-18 10:35:24,885 TRAIN Step: 1000 Objs: 3.941765e+00 R1: 56.753500 R5: 79.381068 Duration: 97s BTime: 0.992s
2022-09-18 10:37:02,875 TRAIN Step: 1100 Objs: 3.943661e+00 R1: 56.714688 R5: 79.366148 Duration: 97s BTime: 0.991s
2022-09-18 10:38:39,997 TRAIN Step: 1200 Objs: 3.944262e+00 R1: 56.695592 R5: 79.360543 Duration: 97s BTime: 0.989s
2022-09-18 10:39:23,454 Train_acc: 56.693390
2022-09-18 10:39:46,308 VALID Step: 000 Objs: 9.755065e-01 R1: 76.562500 R5: 93.261719 Duration: 0s
2022-09-18 10:40:18,068 Valid_acc_top1: 57.816000
2022-09-18 10:40:18,068 Valid_acc_top5: 81.994000
2022-09-18 10:40:18,068 Best acc top1: 59.614000
2022-09-18 10:40:18,068 Epoch time: 1318s.
2022-09-18 10:40:18,452 Epoch: 58 lr 3.816327e-01
2022-09-18 10:40:50,157 TRAIN Step: 000 Objs: 3.938097e+00 R1: 56.152344 R5: 79.492188 Duration: 0s BTime: 1.094s
2022-09-18 10:42:29,509 TRAIN Step: 100 Objs: 3.931453e+00 R1: 56.990640 R5: 79.516360 Duration: 99s BTime: 0.993s
2022-09-18 10:44:10,338 TRAIN Step: 200 Objs: 3.925504e+00 R1: 57.080807 R5: 79.640372 Duration: 100s BTime: 1.000s
2022-09-18 10:45:54,860 TRAIN Step: 300 Objs: 3.925625e+00 R1: 57.091596 R5: 79.631048 Duration: 104s BTime: 1.014s
2022-09-18 10:47:37,585 TRAIN Step: 400 Objs: 3.924082e+00 R1: 57.095299 R5: 79.644638 Duration: 102s BTime: 1.017s
2022-09-18 10:49:18,253 TRAIN Step: 500 Objs: 3.924337e+00 R1: 57.056590 R5: 79.664499 Duration: 100s BTime: 1.015s
2022-09-18 10:50:58,711 TRAIN Step: 600 Objs: 3.925864e+00 R1: 57.041974 R5: 79.636316 Duration: 100s BTime: 1.013s
2022-09-18 10:52:39,557 TRAIN Step: 700 Objs: 3.929615e+00 R1: 56.992800 R5: 79.583435 Duration: 100s BTime: 1.012s
2022-09-18 10:54:19,972 TRAIN Step: 800 Objs: 3.932337e+00 R1: 56.945176 R5: 79.537419 Duration: 100s BTime: 1.011s
2022-09-18 10:55:57,076 TRAIN Step: 900 Objs: 3.933508e+00 R1: 56.915060 R5: 79.517116 Duration: 97s BTime: 1.006s
2022-09-18 10:57:35,198 TRAIN Step: 1000 Objs: 3.936725e+00 R1: 56.849108 R5: 79.467895 Duration: 98s BTime: 1.003s
2022-09-18 10:59:18,392 TRAIN Step: 1100 Objs: 3.938671e+00 R1: 56.810481 R5: 79.442428 Duration: 103s BTime: 1.006s
2022-09-18 11:01:02,388 TRAIN Step: 1200 Objs: 3.939454e+00 R1: 56.796664 R5: 79.426406 Duration: 103s BTime: 1.009s
2022-09-18 11:01:44,085 Train_acc: 56.803524
2022-09-18 11:02:09,639 VALID Step: 000 Objs: 1.099358e+00 R1: 76.562500 R5: 92.480469 Duration: 0s
2022-09-18 11:02:39,002 Valid_acc_top1: 57.940000
2022-09-18 11:02:39,002 Valid_acc_top5: 82.064000
2022-09-18 11:02:39,002 Best acc top1: 59.614000
2022-09-18 11:02:39,002 Epoch time: 1340s.
2022-09-18 11:02:39,224 Epoch: 59 lr 3.795918e-01
2022-09-18 11:03:11,109 TRAIN Step: 000 Objs: 3.937545e+00 R1: 56.250000 R5: 78.027344 Duration: 0s BTime: 0.965s
2022-09-18 11:04:47,903 TRAIN Step: 100 Objs: 3.922108e+00 R1: 57.274907 R5: 79.619817 Duration: 96s BTime: 0.967s
2022-09-18 11:06:26,658 TRAIN Step: 200 Objs: 3.918849e+00 R1: 57.228992 R5: 79.682156 Duration: 98s BTime: 0.976s
2022-09-18 11:08:04,023 TRAIN Step: 300 Objs: 3.917966e+00 R1: 57.219425 R5: 79.672576 Duration: 97s BTime: 0.975s
2022-09-18 11:09:42,553 TRAIN Step: 400 Objs: 3.923074e+00 R1: 57.124766 R5: 79.624425 Duration: 98s BTime: 0.977s
2022-09-18 11:11:21,315 TRAIN Step: 500 Objs: 3.927315e+00 R1: 57.035538 R5: 79.569767 Duration: 98s BTime: 0.979s
2022-09-18 11:13:03,065 TRAIN Step: 600 Objs: 3.928796e+00 R1: 57.003789 R5: 79.556371 Duration: 101s BTime: 0.985s
2022-09-18 11:14:45,029 TRAIN Step: 700 Objs: 3.931250e+00 R1: 56.967725 R5: 79.519632 Duration: 101s BTime: 0.990s
2022-09-18 11:16:25,488 TRAIN Step: 800 Objs: 3.931603e+00 R1: 56.955783 R5: 79.508646 Duration: 100s BTime: 0.991s
2022-09-18 11:18:03,308 TRAIN Step: 900 Objs: 3.931725e+00 R1: 56.923839 R5: 79.521127 Duration: 97s BTime: 0.990s
2022-09-18 11:19:39,944 TRAIN Step: 1000 Objs: 3.932657e+00 R1: 56.889497 R5: 79.503407 Duration: 96s BTime: 0.987s
2022-09-18 11:21:19,247 TRAIN Step: 1100 Objs: 3.934367e+00 R1: 56.873102 R5: 79.474004 Duration: 99s BTime: 0.988s
2022-09-18 11:23:04,064 TRAIN Step: 1200 Objs: 3.936553e+00 R1: 56.838865 R5: 79.443481 Duration: 104s BTime: 0.992s
2022-09-18 11:23:47,594 Train_acc: 56.840365
2022-09-18 11:24:10,283 VALID Step: 000 Objs: 9.368614e-01 R1: 81.445312 R5: 94.531250 Duration: 0s
2022-09-18 11:24:41,439 Valid_acc_top1: 60.444000
2022-09-18 11:24:41,439 Valid_acc_top5: 83.534000
2022-09-18 11:24:41,439 Best acc top1: 60.444000
2022-09-18 11:24:41,439 Epoch time: 1322s.
2022-09-18 11:24:42,194 Epoch: 60 lr 3.775510e-01
2022-09-18 11:25:14,104 TRAIN Step: 000 Objs: 3.908012e+00 R1: 58.691406 R5: 79.882812 Duration: 0s BTime: 1.444s
2022-09-18 11:26:53,181 TRAIN Step: 100 Objs: 3.917110e+00 R1: 57.285543 R5: 79.714573 Duration: 99s BTime: 0.994s
2022-09-18 11:28:32,390 TRAIN Step: 200 Objs: 3.915210e+00 R1: 57.272718 R5: 79.799246 Duration: 99s BTime: 0.992s
2022-09-18 11:30:11,440 TRAIN Step: 300 Objs: 3.914626e+00 R1: 57.238242 R5: 79.805920 Duration: 99s BTime: 0.991s
2022-09-18 11:31:52,014 TRAIN Step: 400 Objs: 3.913625e+00 R1: 57.234843 R5: 79.803421 Duration: 100s BTime: 0.994s
2022-09-18 11:33:32,349 TRAIN Step: 500 Objs: 3.917134e+00 R1: 57.194010 R5: 79.747536 Duration: 100s BTime: 0.996s
2022-09-18 11:35:17,611 TRAIN Step: 600 Objs: 3.917300e+00 R1: 57.179765 R5: 79.741934 Duration: 105s BTime: 1.005s
2022-09-18 11:37:02,545 TRAIN Step: 700 Objs: 3.919020e+00 R1: 57.134757 R5: 79.700456 Duration: 104s BTime: 1.011s
2022-09-18 11:38:46,846 TRAIN Step: 800 Objs: 3.920540e+00 R1: 57.101597 R5: 79.670553 Duration: 104s BTime: 1.015s
2022-09-18 11:40:32,370 TRAIN Step: 900 Objs: 3.923986e+00 R1: 57.047725 R5: 79.624527 Duration: 105s BTime: 1.019s
2022-09-18 11:42:13,874 TRAIN Step: 1000 Objs: 3.925741e+00 R1: 57.033787 R5: 79.593063 Duration: 101s BTime: 1.018s
2022-09-18 11:43:53,211 TRAIN Step: 1100 Objs: 3.927518e+00 R1: 57.008632 R5: 79.577958 Duration: 99s BTime: 1.016s
2022-09-18 11:45:31,354 TRAIN Step: 1200 Objs: 3.927533e+00 R1: 56.996692 R5: 79.574882 Duration: 98s BTime: 1.013s
2022-09-18 11:46:13,597 Train_acc: 56.988589
2022-09-18 11:46:37,069 VALID Step: 000 Objs: 1.052222e+00 R1: 76.757812 R5: 92.773438 Duration: 0s
2022-09-18 11:47:05,935 Valid_acc_top1: 58.968000
2022-09-18 11:47:05,935 Valid_acc_top5: 82.390000
2022-09-18 11:47:05,935 Best acc top1: 60.444000
2022-09-18 11:47:05,935 Epoch time: 1343s.
2022-09-18 11:47:06,305 Epoch: 61 lr 3.755102e-01
2022-09-18 11:47:32,333 TRAIN Step: 000 Objs: 3.833194e+00 R1: 58.300781 R5: 80.859375 Duration: 0s BTime: 1.633s
2022-09-18 11:49:15,071 TRAIN Step: 100 Objs: 3.905050e+00 R1: 57.508895 R5: 79.995939 Duration: 102s BTime: 0.983s
2022-09-18 11:50:52,538 TRAIN Step: 200 Objs: 3.900064e+00 R1: 57.546253 R5: 79.999417 Duration: 97s BTime: 0.977s
2022-09-18 11:52:37,030 TRAIN Step: 300 Objs: 3.904618e+00 R1: 57.396244 R5: 79.936994 Duration: 104s BTime: 0.999s
2022-09-18 11:54:20,430 TRAIN Step: 400 Objs: 3.908234e+00 R1: 57.357096 R5: 79.885004 Duration: 103s BTime: 1.007s
2022-09-18 11:56:03,974 TRAIN Step: 500 Objs: 3.911522e+00 R1: 57.302387 R5: 79.805038 Duration: 103s BTime: 1.013s
2022-09-18 11:57:45,623 TRAIN Step: 600 Objs: 3.914956e+00 R1: 57.223475 R5: 79.739497 Duration: 101s BTime: 1.013s
2022-09-18 11:59:30,509 TRAIN Step: 700 Objs: 3.915708e+00 R1: 57.209288 R5: 79.700874 Duration: 104s BTime: 1.018s
2022-09-18 12:01:14,118 TRAIN Step: 800 Objs: 3.918807e+00 R1: 57.142073 R5: 79.664092 Duration: 103s BTime: 1.020s
2022-09-18 12:02:57,137 TRAIN Step: 900 Objs: 3.920501e+00 R1: 57.083492 R5: 79.641761 Duration: 103s BTime: 1.021s
2022-09-18 12:04:43,496 TRAIN Step: 1000 Objs: 3.921877e+00 R1: 57.047737 R5: 79.624184 Duration: 106s BTime: 1.025s
2022-09-18 12:06:25,135 TRAIN Step: 1100 Objs: 3.924350e+00 R1: 56.993642 R5: 79.600665 Duration: 101s BTime: 1.024s
2022-09-18 12:08:03,689 TRAIN Step: 1200 Objs: 3.925497e+00 R1: 56.982950 R5: 79.586266 Duration: 98s BTime: 1.021s
2022-09-18 12:08:45,803 Train_acc: 56.967515
2022-09-18 12:09:09,946 VALID Step: 000 Objs: 9.975016e-01 R1: 77.441406 R5: 93.457031 Duration: 0s
2022-09-18 12:09:39,261 Valid_acc_top1: 59.530000
2022-09-18 12:09:39,261 Valid_acc_top5: 83.124000
2022-09-18 12:09:39,261 Best acc top1: 60.444000
2022-09-18 12:09:39,261 Epoch time: 1352s.
2022-09-18 12:09:39,736 Epoch: 62 lr 3.734694e-01
2022-09-18 12:10:09,285 TRAIN Step: 000 Objs: 3.862375e+00 R1: 57.910156 R5: 80.175781 Duration: 0s BTime: 1.527s
2022-09-18 12:11:51,839 TRAIN Step: 100 Objs: 3.902669e+00 R1: 57.218827 R5: 79.998840 Duration: 102s BTime: 1.028s
2022-09-18 12:13:32,102 TRAIN Step: 200 Objs: 3.903439e+00 R1: 57.306728 R5: 79.889129 Duration: 100s BTime: 1.014s
2022-09-18 12:15:14,535 TRAIN Step: 300 Objs: 3.904145e+00 R1: 57.257709 R5: 79.878595 Duration: 102s BTime: 1.017s
2022-09-18 12:16:57,124 TRAIN Step: 400 Objs: 3.908261e+00 R1: 57.253595 R5: 79.799768 Duration: 102s BTime: 1.019s
2022-09-18 12:18:37,959 TRAIN Step: 500 Objs: 3.908527e+00 R1: 57.250733 R5: 79.808742 Duration: 100s BTime: 1.016s
2022-09-18 12:20:19,328 TRAIN Step: 600 Objs: 3.910339e+00 R1: 57.235987 R5: 79.775082 Duration: 101s BTime: 1.016s
2022-09-18 12:22:02,979 TRAIN Step: 700 Objs: 3.911643e+00 R1: 57.197725 R5: 79.768021 Duration: 103s BTime: 1.018s
2022-09-18 12:23:44,700 TRAIN Step: 800 Objs: 3.912546e+00 R1: 57.185964 R5: 79.752848 Duration: 101s BTime: 1.018s
2022-09-18 12:25:25,722 TRAIN Step: 900 Objs: 3.913571e+00 R1: 57.155353 R5: 79.747871 Duration: 101s BTime: 1.017s
2022-09-18 12:27:07,957 TRAIN Step: 1000 Objs: 3.914903e+00 R1: 57.146955 R5: 79.733157 Duration: 102s BTime: 1.017s
2022-09-18 12:28:51,183 TRAIN Step: 1100 Objs: 3.915174e+00 R1: 57.135470 R5: 79.722358 Duration: 103s BTime: 1.019s
2022-09-18 12:30:36,267 TRAIN Step: 1200 Objs: 3.918250e+00 R1: 57.087518 R5: 79.688801 Duration: 105s BTime: 1.021s
2022-09-18 12:31:18,589 Train_acc: 57.076010
2022-09-18 12:31:41,665 VALID Step: 000 Objs: 1.143008e+00 R1: 75.195312 R5: 91.308594 Duration: 0s
2022-09-18 12:32:11,241 Valid_acc_top1: 58.630000
2022-09-18 12:32:11,241 Valid_acc_top5: 82.210000
2022-09-18 12:32:11,241 Best acc top1: 60.444000
2022-09-18 12:32:11,241 Epoch time: 1351s.
2022-09-18 12:32:11,887 Epoch: 63 lr 3.714286e-01
2022-09-18 12:32:43,678 TRAIN Step: 000 Objs: 4.037427e+00 R1: 55.468750 R5: 78.222656 Duration: 0s BTime: 1.192s
2022-09-18 12:34:22,462 TRAIN Step: 100 Objs: 3.904545e+00 R1: 57.387067 R5: 79.909886 Duration: 98s BTime: 0.988s
2022-09-18 12:36:04,216 TRAIN Step: 200 Objs: 3.904213e+00 R1: 57.352884 R5: 79.911478 Duration: 101s BTime: 1.002s
2022-09-18 12:37:44,322 TRAIN Step: 300 Objs: 3.903132e+00 R1: 57.411169 R5: 79.954838 Duration: 100s BTime: 1.001s
2022-09-18 12:39:23,787 TRAIN Step: 400 Objs: 3.904927e+00 R1: 57.358070 R5: 79.889631 Duration: 99s BTime: 0.999s
2022-09-18 12:41:05,506 TRAIN Step: 500 Objs: 3.908520e+00 R1: 57.278997 R5: 79.818293 Duration: 101s BTime: 1.003s
2022-09-18 12:42:46,075 TRAIN Step: 600 Objs: 3.906915e+00 R1: 57.320806 R5: 79.835528 Duration: 100s BTime: 1.003s
2022-09-18 12:44:29,226 TRAIN Step: 700 Objs: 3.908103e+00 R1: 57.305133 R5: 79.811068 Duration: 103s BTime: 1.007s
2022-09-18 12:46:10,698 TRAIN Step: 800 Objs: 3.910478e+00 R1: 57.264235 R5: 79.784790 Duration: 101s BTime: 1.008s
2022-09-18 12:47:50,620 TRAIN Step: 900 Objs: 3.911032e+00 R1: 57.226021 R5: 79.765972 Duration: 99s BTime: 1.006s
2022-09-18 12:49:30,777 TRAIN Step: 1000 Objs: 3.913245e+00 R1: 57.188515 R5: 79.742621 Duration: 100s BTime: 1.006s
2022-09-18 12:51:08,844 TRAIN Step: 1100 Objs: 3.913905e+00 R1: 57.182746 R5: 79.730252 Duration: 98s BTime: 1.003s
2022-09-18 12:52:50,964 TRAIN Step: 1200 Objs: 3.915201e+00 R1: 57.158911 R5: 79.714008 Duration: 102s BTime: 1.005s
2022-09-18 12:53:34,161 Train_acc: 57.145009
2022-09-18 12:53:59,564 VALID Step: 000 Objs: 1.128689e+00 R1: 76.367188 R5: 90.429688 Duration: 0s
2022-09-18 12:54:28,894 Valid_acc_top1: 58.640000
2022-09-18 12:54:28,894 Valid_acc_top5: 82.678000
2022-09-18 12:54:28,894 Best acc top1: 60.444000
2022-09-18 12:54:28,894 Epoch time: 1337s.
2022-09-18 12:54:29,283 Epoch: 64 lr 3.693878e-01
2022-09-18 12:54:59,068 TRAIN Step: 000 Objs: 3.778355e+00 R1: 60.351562 R5: 81.640625 Duration: 0s BTime: 1.518s
2022-09-18 12:56:39,014 TRAIN Step: 100 Objs: 3.897758e+00 R1: 57.397703 R5: 80.010442 Duration: 99s BTime: 0.992s
2022-09-18 12:58:18,726 TRAIN Step: 200 Objs: 3.895404e+00 R1: 57.606985 R5: 79.977554 Duration: 99s BTime: 0.994s
2022-09-18 12:59:58,637 TRAIN Step: 300 Objs: 3.895615e+00 R1: 57.535753 R5: 79.992473 Duration: 99s BTime: 0.995s
2022-09-18 13:01:35,866 TRAIN Step: 400 Objs: 3.895037e+00 R1: 57.502971 R5: 79.993863 Duration: 97s BTime: 0.989s
2022-09-18 13:03:14,843 TRAIN Step: 500 Objs: 3.902093e+00 R1: 57.410569 R5: 79.891779 Duration: 98s BTime: 0.989s
2022-09-18 13:04:52,610 TRAIN Step: 600 Objs: 3.902405e+00 R1: 57.383040 R5: 79.881188 Duration: 97s BTime: 0.987s
2022-09-18 13:06:29,865 TRAIN Step: 700 Objs: 3.902556e+00 R1: 57.386072 R5: 79.868464 Duration: 97s BTime: 0.984s
2022-09-18 13:08:12,361 TRAIN Step: 800 Objs: 3.905040e+00 R1: 57.354942 R5: 79.825999 Duration: 102s BTime: 0.989s
2022-09-18 13:09:55,255 TRAIN Step: 900 Objs: 3.905013e+00 R1: 57.359444 R5: 79.832521 Duration: 102s BTime: 0.993s
2022-09-18 13:11:34,078 TRAIN Step: 1000 Objs: 3.907168e+00 R1: 57.309878 R5: 79.819594 Duration: 98s BTime: 0.993s
2022-09-18 13:13:10,463 TRAIN Step: 1100 Objs: 3.910339e+00 R1: 57.250156 R5: 79.785334 Duration: 96s BTime: 0.990s
2022-09-18 13:14:46,450 TRAIN Step: 1200 Objs: 3.911344e+00 R1: 57.213634 R5: 79.771658 Duration: 95s BTime: 0.987s
2022-09-18 13:15:29,977 Train_acc: 57.200662
2022-09-18 13:15:55,357 VALID Step: 000 Objs: 1.122573e+00 R1: 75.781250 R5: 91.113281 Duration: 0s
2022-09-18 13:16:22,502 Valid_acc_top1: 59.694000
2022-09-18 13:16:22,502 Valid_acc_top5: 83.310000
2022-09-18 13:16:22,502 Best acc top1: 60.444000
2022-09-18 13:16:22,502 Epoch time: 1313s.
2022-09-18 13:16:22,857 Epoch: 65 lr 3.673469e-01
2022-09-18 13:16:54,681 TRAIN Step: 000 Objs: 3.866147e+00 R1: 57.910156 R5: 80.664062 Duration: 0s BTime: 1.501s
2022-09-18 13:18:32,159 TRAIN Step: 100 Objs: 3.887902e+00 R1: 57.587214 R5: 79.988204 Duration: 97s BTime: 0.979s
2022-09-18 13:20:08,481 TRAIN Step: 200 Objs: 3.887439e+00 R1: 57.573947 R5: 80.063064 Duration: 96s BTime: 0.970s
2022-09-18 13:21:48,922 TRAIN Step: 300 Objs: 3.887181e+00 R1: 57.613294 R5: 80.065472 Duration: 100s BTime: 0.981s
2022-09-18 13:23:30,463 TRAIN Step: 400 Objs: 3.887847e+00 R1: 57.642028 R5: 80.079343 Duration: 101s BTime: 0.989s
2022-09-18 13:25:08,696 TRAIN Step: 500 Objs: 3.891860e+00 R1: 57.588729 R5: 80.005614 Duration: 98s BTime: 0.987s
2022-09-18 13:26:51,111 TRAIN Step: 600 Objs: 3.895638e+00 R1: 57.520669 R5: 79.946508 Duration: 102s BTime: 0.993s
2022-09-18 13:28:34,943 TRAIN Step: 700 Objs: 3.899294e+00 R1: 57.449598 R5: 79.917501 Duration: 103s BTime: 0.999s
2022-09-18 13:30:14,931 TRAIN Step: 800 Objs: 3.899914e+00 R1: 57.415535 R5: 79.903051 Duration: 99s BTime: 0.999s
2022-09-18 13:31:54,615 TRAIN Step: 900 Objs: 3.900917e+00 R1: 57.407893 R5: 79.888882 Duration: 99s BTime: 0.998s
2022-09-18 13:33:34,159 TRAIN Step: 1000 Objs: 3.901830e+00 R1: 57.380413 R5: 79.881447 Duration: 99s BTime: 0.998s
2022-09-18 13:35:16,592 TRAIN Step: 1100 Objs: 3.905013e+00 R1: 57.334685 R5: 79.831900 Duration: 102s BTime: 1.000s
2022-09-18 13:36:56,451 TRAIN Step: 1200 Objs: 3.906187e+00 R1: 57.312103 R5: 79.814022 Duration: 99s BTime: 1.000s
2022-09-18 13:37:39,513 Train_acc: 57.292453
2022-09-18 13:38:06,260 VALID Step: 000 Objs: 1.054592e+00 R1: 77.050781 R5: 92.578125 Duration: 0s
2022-09-18 13:38:34,977 Valid_acc_top1: 59.656000
2022-09-18 13:38:34,978 Valid_acc_top5: 82.934000
2022-09-18 13:38:34,978 Best acc top1: 60.444000
2022-09-18 13:38:34,978 Epoch time: 1332s.
2022-09-18 13:38:35,465 Epoch: 66 lr 3.653061e-01
2022-09-18 13:39:05,182 TRAIN Step: 000 Objs: 3.841078e+00 R1: 61.328125 R5: 80.468750 Duration: 0s BTime: 1.385s
2022-09-18 13:40:43,165 TRAIN Step: 100 Objs: 3.883651e+00 R1: 57.709042 R5: 80.127437 Duration: 97s BTime: 0.982s
2022-09-18 13:42:19,414 TRAIN Step: 200 Objs: 3.877647e+00 R1: 57.789179 R5: 80.203475 Duration: 96s BTime: 0.972s
2022-09-18 13:43:56,808 TRAIN Step: 300 Objs: 3.880501e+00 R1: 57.701866 R5: 80.150799 Duration: 97s BTime: 0.972s
2022-09-18 13:45:36,146 TRAIN Step: 400 Objs: 3.882992e+00 R1: 57.681480 R5: 80.081778 Duration: 99s BTime: 0.977s
2022-09-18 13:47:17,297 TRAIN Step: 500 Objs: 3.885069e+00 R1: 57.645646 R5: 80.044208 Duration: 101s BTime: 0.983s
2022-09-18 13:48:57,100 TRAIN Step: 600 Objs: 3.886494e+00 R1: 57.650660 R5: 80.026291 Duration: 99s BTime: 0.986s
2022-09-18 13:50:38,888 TRAIN Step: 700 Objs: 3.891044e+00 R1: 57.590161 R5: 79.981305 Duration: 101s BTime: 0.990s
2022-09-18 13:52:18,165 TRAIN Step: 800 Objs: 3.893829e+00 R1: 57.532942 R5: 79.944503 Duration: 99s BTime: 0.990s
2022-09-18 13:54:00,336 TRAIN Step: 900 Objs: 3.896796e+00 R1: 57.491026 R5: 79.906332 Duration: 102s BTime: 0.993s
2022-09-18 13:55:38,841 TRAIN Step: 1000 Objs: 3.898825e+00 R1: 57.451923 R5: 79.878910 Duration: 98s BTime: 0.992s
2022-09-18 13:57:18,013 TRAIN Step: 1100 Objs: 3.900771e+00 R1: 57.408482 R5: 79.853720 Duration: 99s BTime: 0.992s
2022-09-18 13:58:58,665 TRAIN Step: 1200 Objs: 3.902180e+00 R1: 57.397237 R5: 79.841587 Duration: 100s BTime: 0.993s
2022-09-18 13:59:43,106 Train_acc: 57.373395
2022-09-18 14:00:08,822 VALID Step: 000 Objs: 1.238920e+00 R1: 72.949219 R5: 89.550781 Duration: 0s
2022-09-18 14:00:37,812 Valid_acc_top1: 58.848000
2022-09-18 14:00:37,813 Valid_acc_top5: 82.702000
2022-09-18 14:00:37,813 Best acc top1: 60.444000
2022-09-18 14:00:37,813 Epoch time: 1322s.
2022-09-18 14:00:38,170 Epoch: 67 lr 3.632653e-01
2022-09-18 14:01:07,458 TRAIN Step: 000 Objs: 3.887537e+00 R1: 57.617188 R5: 79.394531 Duration: 0s BTime: 1.319s
2022-09-18 14:02:45,798 TRAIN Step: 100 Objs: 3.889986e+00 R1: 57.585280 R5: 79.973700 Duration: 98s BTime: 0.985s
2022-09-18 14:04:24,086 TRAIN Step: 200 Objs: 3.881321e+00 R1: 57.782377 R5: 80.123795 Duration: 98s BTime: 0.983s
2022-09-18 14:06:04,763 TRAIN Step: 300 Objs: 3.882012e+00 R1: 57.743070 R5: 80.114787 Duration: 100s BTime: 0.990s
2022-09-18 14:07:49,025 TRAIN Step: 400 Objs: 3.884775e+00 R1: 57.669060 R5: 80.083970 Duration: 104s BTime: 1.003s
2022-09-18 14:09:30,912 TRAIN Step: 500 Objs: 3.889031e+00 R1: 57.588534 R5: 80.011851 Duration: 101s BTime: 1.006s
2022-09-18 14:11:12,303 TRAIN Step: 600 Objs: 3.891387e+00 R1: 57.553492 R5: 79.972182 Duration: 101s BTime: 1.007s
2022-09-18 14:12:52,843 TRAIN Step: 700 Objs: 3.892961e+00 R1: 57.513123 R5: 79.968906 Duration: 100s BTime: 1.006s
2022-09-18 14:14:33,473 TRAIN Step: 800 Objs: 3.894539e+00 R1: 57.497464 R5: 79.944503 Duration: 100s BTime: 1.006s
2022-09-18 14:16:16,052 TRAIN Step: 900 Objs: 3.896546e+00 R1: 57.459052 R5: 79.910993 Duration: 102s BTime: 1.008s
2022-09-18 14:17:56,009 TRAIN Step: 1000 Objs: 3.897494e+00 R1: 57.458557 R5: 79.898227 Duration: 99s BTime: 1.007s
2022-09-18 14:19:33,105 TRAIN Step: 1100 Objs: 3.897245e+00 R1: 57.460991 R5: 79.911817 Duration: 97s BTime: 1.004s
2022-09-18 14:21:10,999 TRAIN Step: 1200 Objs: 3.899078e+00 R1: 57.432527 R5: 79.883463 Duration: 97s BTime: 1.002s
2022-09-18 14:21:52,726 Train_acc: 57.416480
2022-09-18 14:22:17,162 VALID Step: 000 Objs: 1.078568e+00 R1: 76.562500 R5: 92.480469 Duration: 0s
2022-09-18 14:22:45,830 Valid_acc_top1: 58.426000
2022-09-18 14:22:45,831 Valid_acc_top5: 82.624000
2022-09-18 14:22:45,831 Best acc top1: 60.444000
2022-09-18 14:22:45,831 Epoch time: 1327s.
2022-09-18 14:22:46,240 Epoch: 68 lr 3.612245e-01
2022-09-18 14:23:14,948 TRAIN Step: 000 Objs: 3.969651e+00 R1: 55.566406 R5: 79.589844 Duration: 0s BTime: 1.540s
2022-09-18 14:24:54,932 TRAIN Step: 100 Objs: 3.881270e+00 R1: 57.758354 R5: 80.178682 Duration: 99s BTime: 0.989s
2022-09-18 14:26:37,482 TRAIN Step: 200 Objs: 3.874041e+00 R1: 57.834363 R5: 80.212220 Duration: 102s BTime: 1.006s
2022-09-18 14:28:18,732 TRAIN Step: 300 Objs: 3.879256e+00 R1: 57.672991 R5: 80.140742 Duration: 101s BTime: 1.008s
2022-09-18 14:29:56,833 TRAIN Step: 400 Objs: 3.880618e+00 R1: 57.651038 R5: 80.152646 Duration: 98s BTime: 1.000s
2022-09-18 14:31:37,393 TRAIN Step: 500 Objs: 3.882810e+00 R1: 57.629468 R5: 80.141475 Duration: 100s BTime: 1.001s
2022-09-18 14:33:15,300 TRAIN Step: 600 Objs: 3.882667e+00 R1: 57.662197 R5: 80.126709 Duration: 97s BTime: 0.997s
2022-09-18 14:34:55,787 TRAIN Step: 700 Objs: 3.883418e+00 R1: 57.665389 R5: 80.100415 Duration: 100s BTime: 0.998s
2022-09-18 14:36:37,940 TRAIN Step: 800 Objs: 3.884913e+00 R1: 57.637914 R5: 80.079222 Duration: 102s BTime: 1.001s
2022-09-18 14:38:21,930 TRAIN Step: 900 Objs: 3.888146e+00 R1: 57.588357 R5: 80.042249 Duration: 103s BTime: 1.005s
2022-09-18 14:40:04,397 TRAIN Step: 1000 Objs: 3.889580e+00 R1: 57.561286 R5: 80.013053 Duration: 102s BTime: 1.007s
2022-09-18 14:41:48,353 TRAIN Step: 1100 Objs: 3.891519e+00 R1: 57.526538 R5: 79.987032 Duration: 103s BTime: 1.009s
2022-09-18 14:43:28,182 TRAIN Step: 1200 Objs: 3.893270e+00 R1: 57.495056 R5: 79.957132 Duration: 99s BTime: 1.008s
2022-09-18 14:44:12,172 Train_acc: 57.483216
2022-09-18 14:44:37,457 VALID Step: 000 Objs: 1.102070e+00 R1: 75.488281 R5: 92.089844 Duration: 0s
2022-09-18 14:45:05,226 Valid_acc_top1: 60.086000
2022-09-18 14:45:05,227 Valid_acc_top5: 83.334000
2022-09-18 14:45:05,227 Best acc top1: 60.444000
2022-09-18 14:45:05,227 Epoch time: 1338s.
2022-09-18 14:45:05,595 Epoch: 69 lr 3.591837e-01
2022-09-18 14:45:37,287 TRAIN Step: 000 Objs: 3.788028e+00 R1: 59.375000 R5: 81.738281 Duration: 0s BTime: 1.414s
2022-09-18 14:47:20,187 TRAIN Step: 100 Objs: 3.883341e+00 R1: 57.622022 R5: 80.152576 Duration: 102s BTime: 1.030s
2022-09-18 14:49:00,992 TRAIN Step: 200 Objs: 3.875188e+00 R1: 57.746910 R5: 80.312792 Duration: 100s BTime: 1.018s
2022-09-18 14:50:42,118 TRAIN Step: 300 Objs: 3.875711e+00 R1: 57.730741 R5: 80.300042 Duration: 101s BTime: 1.016s
2022-09-18 14:52:23,162 TRAIN Step: 400 Objs: 3.878997e+00 R1: 57.656153 R5: 80.226679 Duration: 101s BTime: 1.014s
2022-09-18 14:54:04,712 TRAIN Step: 500 Objs: 3.881699e+00 R1: 57.649545 R5: 80.159018 Duration: 101s BTime: 1.014s
2022-09-18 14:55:49,870 TRAIN Step: 600 Objs: 3.881499e+00 R1: 57.630674 R5: 80.164244 Duration: 105s BTime: 1.020s
2022-09-18 14:57:30,904 TRAIN Step: 700 Objs: 3.883631e+00 R1: 57.614123 R5: 80.142068 Duration: 101s BTime: 1.018s
2022-09-18 14:59:12,247 TRAIN Step: 800 Objs: 3.885786e+00 R1: 57.595364 R5: 80.108117 Duration: 101s BTime: 1.018s
2022-09-18 15:00:55,531 TRAIN Step: 900 Objs: 3.887523e+00 R1: 57.565054 R5: 80.081485 Duration: 103s BTime: 1.019s
2022-09-18 15:02:36,193 TRAIN Step: 1000 Objs: 3.888414e+00 R1: 57.554165 R5: 80.056662 Duration: 100s BTime: 1.018s
2022-09-18 15:04:20,855 TRAIN Step: 1100 Objs: 3.889709e+00 R1: 57.527780 R5: 80.039808 Duration: 104s BTime: 1.020s
2022-09-18 15:06:03,834 TRAIN Step: 1200 Objs: 3.890103e+00 R1: 57.513433 R5: 80.025760 Duration: 102s BTime: 1.021s
2022-09-18 15:06:47,727 Train_acc: 57.519355
2022-09-18 15:07:11,392 VALID Step: 000 Objs: 1.001697e+00 R1: 78.613281 R5: 92.871094 Duration: 0s
2022-09-18 15:07:42,180 Valid_acc_top1: 59.748000
2022-09-18 15:07:42,180 Valid_acc_top5: 83.374000
2022-09-18 15:07:42,180 Best acc top1: 60.444000
2022-09-18 15:07:42,180 Epoch time: 1356s.
2022-09-18 15:07:42,545 Epoch: 70 lr 3.571429e-01
2022-09-18 15:08:14,350 TRAIN Step: 000 Objs: 3.722371e+00 R1: 62.402344 R5: 83.007812 Duration: 0s BTime: 1.301s
2022-09-18 15:09:56,901 TRAIN Step: 100 Objs: 3.879627e+00 R1: 57.814434 R5: 80.257000 Duration: 102s BTime: 1.027s
2022-09-18 15:11:39,035 TRAIN Step: 200 Objs: 3.865939e+00 R1: 58.009270 R5: 80.454660 Duration: 102s BTime: 1.023s
2022-09-18 15:13:22,503 TRAIN Step: 300 Objs: 3.869358e+00 R1: 57.937409 R5: 80.347734 Duration: 103s BTime: 1.027s
2022-09-18 15:15:05,963 TRAIN Step: 400 Objs: 3.873486e+00 R1: 57.911861 R5: 80.289024 Duration: 103s BTime: 1.028s
2022-09-18 15:16:46,644 TRAIN Step: 500 Objs: 3.876031e+00 R1: 57.865909 R5: 80.236207 Duration: 100s BTime: 1.024s
2022-09-18 15:18:31,181 TRAIN Step: 600 Objs: 3.875693e+00 R1: 57.833299 R5: 80.224691 Duration: 104s BTime: 1.027s
2022-09-18 15:20:13,055 TRAIN Step: 700 Objs: 3.877502e+00 R1: 57.804838 R5: 80.174249 Duration: 101s BTime: 1.025s
2022-09-18 15:21:55,409 TRAIN Step: 800 Objs: 3.878586e+00 R1: 57.791530 R5: 80.160663 Duration: 102s BTime: 1.025s
2022-09-18 15:23:36,659 TRAIN Step: 900 Objs: 3.879273e+00 R1: 57.791365 R5: 80.144241 Duration: 101s BTime: 1.023s
2022-09-18 15:25:20,090 TRAIN Step: 1000 Objs: 3.880545e+00 R1: 57.760989 R5: 80.107978 Duration: 103s BTime: 1.024s
2022-09-18 15:26:58,603 TRAIN Step: 1100 Objs: 3.882133e+00 R1: 57.736220 R5: 80.075198 Duration: 98s BTime: 1.021s
2022-09-18 15:28:40,123 TRAIN Step: 1200 Objs: 3.884409e+00 R1: 57.700370 R5: 80.043730 Duration: 101s BTime: 1.020s
2022-09-18 15:29:22,953 Train_acc: 57.679132
2022-09-18 15:29:46,828 VALID Step: 000 Objs: 9.194890e-01 R1: 79.101562 R5: 94.531250 Duration: 0s
2022-09-18 15:30:17,964 Valid_acc_top1: 59.914000
2022-09-18 15:30:17,965 Valid_acc_top5: 83.484000
2022-09-18 15:30:17,965 Best acc top1: 60.444000
2022-09-18 15:30:17,965 Epoch time: 1355s.
2022-09-18 15:30:18,392 Epoch: 71 lr 3.551020e-01
2022-09-18 15:30:44,476 TRAIN Step: 000 Objs: 3.878887e+00 R1: 59.082031 R5: 80.371094 Duration: 0s BTime: 1.130s
2022-09-18 15:32:27,413 TRAIN Step: 100 Objs: 3.860582e+00 R1: 58.236966 R5: 80.397200 Duration: 102s BTime: 0.989s
2022-09-18 15:34:03,565 TRAIN Step: 200 Objs: 3.856061e+00 R1: 58.251224 R5: 80.408504 Duration: 96s BTime: 0.974s
2022-09-18 15:35:41,376 TRAIN Step: 300 Objs: 3.861599e+00 R1: 58.087949 R5: 80.344814 Duration: 97s BTime: 0.975s
2022-09-18 15:37:18,494 TRAIN Step: 400 Objs: 3.862608e+00 R1: 58.039715 R5: 80.341870 Duration: 97s BTime: 0.973s
2022-09-18 15:38:58,443 TRAIN Step: 500 Objs: 3.867118e+00 R1: 57.953429 R5: 80.293709 Duration: 99s BTime: 0.978s
2022-09-18 15:40:37,504 TRAIN Step: 600 Objs: 3.869760e+00 R1: 57.881071 R5: 80.254751 Duration: 99s BTime: 0.980s
2022-09-18 15:42:14,283 TRAIN Step: 700 Objs: 3.870578e+00 R1: 57.862373 R5: 80.240560 Duration: 96s BTime: 0.978s
2022-09-18 15:43:50,941 TRAIN Step: 800 Objs: 3.870888e+00 R1: 57.841029 R5: 80.235155 Duration: 96s BTime: 0.977s
2022-09-18 15:45:28,388 TRAIN Step: 900 Objs: 3.873119e+00 R1: 57.793207 R5: 80.207213 Duration: 97s BTime: 0.976s
2022-09-18 15:47:04,392 TRAIN Step: 1000 Objs: 3.875197e+00 R1: 57.777184 R5: 80.189049 Duration: 96s BTime: 0.974s
2022-09-18 15:48:40,896 TRAIN Step: 1100 Objs: 3.876328e+00 R1: 57.755733 R5: 80.159816 Duration: 96s BTime: 0.973s
2022-09-18 15:50:20,548 TRAIN Step: 1200 Objs: 3.877664e+00 R1: 57.738587 R5: 80.149355 Duration: 99s BTime: 0.975s
2022-09-18 15:51:03,745 Train_acc: 57.721671
2022-09-18 15:51:27,913 VALID Step: 000 Objs: 9.481739e-01 R1: 79.882812 R5: 93.945312 Duration: 0s
2022-09-18 15:51:58,937 Valid_acc_top1: 61.076000
2022-09-18 15:51:58,937 Valid_acc_top5: 84.222000
2022-09-18 15:51:58,937 Best acc top1: 61.076000
2022-09-18 15:51:58,937 Epoch time: 1300s.
2022-09-18 15:51:59,697 Epoch: 72 lr 3.530612e-01
2022-09-18 15:52:31,814 TRAIN Step: 000 Objs: 3.935337e+00 R1: 56.054688 R5: 79.003906 Duration: 0s BTime: 0.999s
2022-09-18 15:54:08,466 TRAIN Step: 100 Objs: 3.870508e+00 R1: 57.910156 R5: 80.311146 Duration: 96s BTime: 0.964s
2022-09-18 15:55:47,477 TRAIN Step: 200 Objs: 3.856966e+00 R1: 58.103525 R5: 80.466321 Duration: 99s BTime: 0.977s
2022-09-18 15:57:26,513 TRAIN Step: 300 Objs: 3.859466e+00 R1: 57.987048 R5: 80.403213 Duration: 99s BTime: 0.981s
2022-09-18 15:59:05,807 TRAIN Step: 400 Objs: 3.857363e+00 R1: 58.047265 R5: 80.418095 Duration: 99s BTime: 0.983s
2022-09-18 16:00:47,196 TRAIN Step: 500 Objs: 3.860090e+00 R1: 58.014830 R5: 80.382789 Duration: 101s BTime: 0.989s
2022-09-18 16:02:30,471 TRAIN Step: 600 Objs: 3.866017e+00 R1: 57.934367 R5: 80.307560 Duration: 103s BTime: 0.996s
2022-09-18 16:04:11,844 TRAIN Step: 700 Objs: 3.867963e+00 R1: 57.905002 R5: 80.283886 Duration: 101s BTime: 0.998s
2022-09-18 16:05:51,151 TRAIN Step: 800 Objs: 3.868906e+00 R1: 57.886138 R5: 80.267585 Duration: 99s BTime: 0.997s
2022-09-18 16:07:31,551 TRAIN Step: 900 Objs: 3.868770e+00 R1: 57.893681 R5: 80.271920 Duration: 100s BTime: 0.998s
2022-09-18 16:09:21,167 TRAIN Step: 1000 Objs: 3.870131e+00 R1: 57.876401 R5: 80.243389 Duration: 109s BTime: 1.008s
2022-09-18 16:11:03,489 TRAIN Step: 1100 Objs: 3.872783e+00 R1: 57.829707 R5: 80.215695 Duration: 102s BTime: 1.009s
2022-09-18 16:12:46,782 TRAIN Step: 1200 Objs: 3.874049e+00 R1: 57.813150 R5: 80.182449 Duration: 103s BTime: 1.011s
2022-09-18 16:13:35,615 Train_acc: 57.811979
2022-09-18 16:13:58,752 VALID Step: 000 Objs: 1.082189e+00 R1: 76.953125 R5: 91.796875 Duration: 0s
2022-09-18 16:14:27,316 Valid_acc_top1: 59.950000
2022-09-18 16:14:27,317 Valid_acc_top5: 83.252000
2022-09-18 16:14:27,317 Best acc top1: 61.076000
2022-09-18 16:14:27,317 Epoch time: 1347s.
2022-09-18 16:14:27,757 Epoch: 73 lr 3.510204e-01
2022-09-18 16:14:54,327 TRAIN Step: 000 Objs: 3.883346e+00 R1: 59.472656 R5: 79.003906 Duration: 0s BTime: 1.696s
2022-09-18 16:16:43,248 TRAIN Step: 100 Objs: 3.855185e+00 R1: 58.118038 R5: 80.427174 Duration: 108s BTime: 1.042s
2022-09-18 16:18:18,239 TRAIN Step: 200 Objs: 3.854008e+00 R1: 58.171545 R5: 80.488670 Duration: 94s BTime: 0.995s
2022-09-18 16:19:52,373 TRAIN Step: 300 Objs: 3.853734e+00 R1: 58.193067 R5: 80.483025 Duration: 94s BTime: 0.977s
2022-09-18 16:21:25,510 TRAIN Step: 400 Objs: 3.855670e+00 R1: 58.168787 R5: 80.434899 Duration: 93s BTime: 0.965s
2022-09-18 16:23:00,065 TRAIN Step: 500 Objs: 3.859868e+00 R1: 58.113266 R5: 80.382984 Duration: 94s BTime: 0.961s
2022-09-18 16:24:36,079 TRAIN Step: 600 Objs: 3.863408e+00 R1: 58.063384 R5: 80.322022 Duration: 96s BTime: 0.960s
2022-09-18 16:26:13,685 TRAIN Step: 700 Objs: 3.865486e+00 R1: 58.035257 R5: 80.288762 Duration: 97s BTime: 0.963s
2022-09-18 16:27:57,810 TRAIN Step: 800 Objs: 3.866950e+00 R1: 57.982697 R5: 80.270877 Duration: 104s BTime: 0.972s
2022-09-18 16:29:36,829 TRAIN Step: 900 Objs: 3.867643e+00 R1: 57.955570 R5: 80.267259 Duration: 99s BTime: 0.974s
2022-09-18 16:31:05,498 TRAIN Step: 1000 Objs: 3.871427e+00 R1: 57.893766 R5: 80.200854 Duration: 88s BTime: 0.965s
2022-09-18 16:32:42,403 TRAIN Step: 1100 Objs: 3.872578e+00 R1: 57.876008 R5: 80.179684 Duration: 96s BTime: 0.965s
2022-09-18 16:34:31,729 TRAIN Step: 1200 Objs: 3.873291e+00 R1: 57.853807 R5: 80.177326 Duration: 109s BTime: 0.976s
2022-09-18 16:35:28,832 Train_acc: 57.838752
2022-09-18 16:35:51,146 VALID Step: 000 Objs: 1.068140e+00 R1: 76.269531 R5: 91.894531 Duration: 0s
2022-09-18 16:36:21,406 Valid_acc_top1: 60.022000
2022-09-18 16:36:21,406 Valid_acc_top5: 83.388000
2022-09-18 16:36:21,406 Best acc top1: 61.076000
2022-09-18 16:36:21,406 Epoch time: 1313s.
2022-09-18 16:36:21,834 Epoch: 74 lr 3.489796e-01
2022-09-18 16:36:53,194 TRAIN Step: 000 Objs: 3.824660e+00 R1: 58.105469 R5: 80.859375 Duration: 0s BTime: 1.410s
2022-09-18 16:38:47,645 TRAIN Step: 100 Objs: 3.836921e+00 R1: 58.454517 R5: 80.735613 Duration: 114s BTime: 1.146s
2022-09-18 16:40:46,321 TRAIN Step: 200 Objs: 3.839876e+00 R1: 58.400867 R5: 80.637341 Duration: 118s BTime: 1.166s
2022-09-18 16:42:44,732 TRAIN Step: 300 Objs: 3.845035e+00 R1: 58.350420 R5: 80.560891 Duration: 118s BTime: 1.171s
2022-09-18 16:44:42,099 TRAIN Step: 400 Objs: 3.851220e+00 R1: 58.255484 R5: 80.462905 Duration: 117s BTime: 1.171s
2022-09-18 16:46:37,970 TRAIN Step: 500 Objs: 3.854570e+00 R1: 58.178370 R5: 80.435808 Duration: 115s BTime: 1.169s
2022-09-18 16:48:34,177 TRAIN Step: 600 Objs: 3.855981e+00 R1: 58.136992 R5: 80.441452 Duration: 116s BTime: 1.167s
2022-09-18 16:50:30,056 TRAIN Step: 700 Objs: 3.857265e+00 R1: 58.109648 R5: 80.408150 Duration: 115s BTime: 1.166s
2022-09-18 16:52:26,351 TRAIN Step: 800 Objs: 3.858765e+00 R1: 58.066455 R5: 80.393405 Duration: 116s BTime: 1.165s
2022-09-18 16:54:24,116 TRAIN Step: 900 Objs: 3.861010e+00 R1: 58.048566 R5: 80.364482 Duration: 117s BTime: 1.167s
2022-09-18 16:56:22,837 TRAIN Step: 1000 Objs: 3.862833e+00 R1: 58.006837 R5: 80.331192 Duration: 118s BTime: 1.168s
2022-09-18 16:58:20,003 TRAIN Step: 1100 Objs: 3.864676e+00 R1: 57.973398 R5: 80.299337 Duration: 117s BTime: 1.169s
2022-09-18 17:00:16,831 TRAIN Step: 1200 Objs: 3.866326e+00 R1: 57.940648 R5: 80.283195 Duration: 116s BTime: 1.169s
2022-09-18 17:01:11,729 Train_acc: 57.920084
2022-09-18 17:01:35,728 VALID Step: 000 Objs: 1.152002e+00 R1: 75.683594 R5: 91.503906 Duration: 0s
2022-09-18 17:02:05,690 Valid_acc_top1: 60.530000
2022-09-18 17:02:05,691 Valid_acc_top5: 83.616000
2022-09-18 17:02:05,691 Best acc top1: 61.076000
2022-09-18 17:02:05,691 Epoch time: 1543s.
2022-09-18 17:02:06,173 Epoch: 75 lr 3.469388e-01
2022-09-18 17:02:39,212 TRAIN Step: 000 Objs: 3.871532e+00 R1: 57.910156 R5: 80.761719 Duration: 0s BTime: 1.672s
2022-09-18 17:04:39,219 TRAIN Step: 100 Objs: 3.864838e+00 R1: 57.998144 R5: 80.388498 Duration: 120s BTime: 1.202s
2022-09-18 17:06:32,483 TRAIN Step: 200 Objs: 3.849016e+00 R1: 58.239564 R5: 80.559604 Duration: 113s BTime: 1.167s
2022-09-18 17:08:30,314 TRAIN Step: 300 Objs: 3.847465e+00 R1: 58.260551 R5: 80.572571 Duration: 117s BTime: 1.170s
2022-09-18 17:10:26,626 TRAIN Step: 400 Objs: 3.851504e+00 R1: 58.177067 R5: 80.530364 Duration: 116s BTime: 1.168s
2022-09-18 17:12:20,776 TRAIN Step: 500 Objs: 3.855412e+00 R1: 58.123791 R5: 80.451012 Duration: 114s BTime: 1.163s
2022-09-18 17:14:17,115 TRAIN Step: 600 Objs: 3.857104e+00 R1: 58.111481 R5: 80.431702 Duration: 116s BTime: 1.162s
2022-09-18 17:16:12,059 TRAIN Step: 700 Objs: 3.858643e+00 R1: 58.065905 R5: 80.392965 Duration: 114s BTime: 1.160s
2022-09-18 17:18:07,343 TRAIN Step: 800 Objs: 3.860003e+00 R1: 58.045973 R5: 80.380603 Duration: 115s BTime: 1.159s
2022-09-18 17:20:03,789 TRAIN Step: 900 Objs: 3.860821e+00 R1: 58.043797 R5: 80.357871 Duration: 116s BTime: 1.160s
2022-09-18 17:22:01,043 TRAIN Step: 1000 Objs: 3.861105e+00 R1: 58.043909 R5: 80.336558 Duration: 117s BTime: 1.161s
2022-09-18 17:23:58,750 TRAIN Step: 1100 Objs: 3.862509e+00 R1: 58.041340 R5: 80.309715 Duration: 117s BTime: 1.162s
2022-09-18 17:25:57,627 TRAIN Step: 1200 Objs: 3.864902e+00 R1: 58.002934 R5: 80.282057 Duration: 118s BTime: 1.164s
2022-09-18 17:26:53,025 Train_acc: 57.992752
2022-09-18 17:27:13,984 VALID Step: 000 Objs: 1.077988e+00 R1: 78.808594 R5: 92.187500 Duration: 0s
2022-09-18 17:27:47,624 Valid_acc_top1: 58.598000
2022-09-18 17:27:47,625 Valid_acc_top5: 82.570000
2022-09-18 17:27:47,625 Best acc top1: 61.076000
2022-09-18 17:27:47,625 Epoch time: 1541s.
2022-09-18 17:27:48,164 Epoch: 76 lr 3.448980e-01
2022-09-18 17:28:20,136 TRAIN Step: 000 Objs: 3.735415e+00 R1: 63.085938 R5: 83.984375 Duration: 0s BTime: 1.508s
2022-09-18 17:30:17,370 TRAIN Step: 100 Objs: 3.846561e+00 R1: 58.392636 R5: 80.630221 Duration: 117s BTime: 1.174s
2022-09-18 17:32:12,296 TRAIN Step: 200 Objs: 3.834299e+00 R1: 58.605410 R5: 80.777266 Duration: 114s BTime: 1.161s
2022-09-18 17:34:09,528 TRAIN Step: 300 Objs: 3.835936e+00 R1: 58.557088 R5: 80.718893 Duration: 117s BTime: 1.164s
2022-09-18 17:36:06,074 TRAIN Step: 400 Objs: 3.839276e+00 R1: 58.490980 R5: 80.664306 Duration: 116s BTime: 1.164s
2022-09-18 17:38:04,040 TRAIN Step: 500 Objs: 3.845364e+00 R1: 58.334308 R5: 80.585899 Duration: 117s BTime: 1.167s
2022-09-18 17:40:02,992 TRAIN Step: 600 Objs: 3.845381e+00 R1: 58.325642 R5: 80.570144 Duration: 118s BTime: 1.170s
2022-09-18 17:41:59,432 TRAIN Step: 700 Objs: 3.847432e+00 R1: 58.293259 R5: 80.537569 Duration: 116s BTime: 1.169s
2022-09-18 17:43:50,451 TRAIN Step: 800 Objs: 3.850643e+00 R1: 58.232141 R5: 80.512153 Duration: 111s BTime: 1.162s
2022-09-18 17:45:42,918 TRAIN Step: 900 Objs: 3.853756e+00 R1: 58.182857 R5: 80.466040 Duration: 112s BTime: 1.157s
2022-09-18 17:47:37,157 TRAIN Step: 1000 Objs: 3.854614e+00 R1: 58.161175 R5: 80.454214 Duration: 114s BTime: 1.156s
2022-09-18 17:49:30,010 TRAIN Step: 1100 Objs: 3.857549e+00 R1: 58.095002 R5: 80.417039 Duration: 112s BTime: 1.153s
2022-09-18 17:51:17,363 TRAIN Step: 1200 Objs: 3.859132e+00 R1: 58.069122 R5: 80.385242 Duration: 107s BTime: 1.146s
2022-09-18 17:52:08,704 Train_acc: 58.042472
2022-09-18 17:52:31,828 VALID Step: 000 Objs: 1.040470e+00 R1: 77.636719 R5: 93.261719 Duration: 0s
2022-09-18 17:53:02,677 Valid_acc_top1: 60.324000
2022-09-18 17:53:02,678 Valid_acc_top5: 83.486000
2022-09-18 17:53:02,678 Best acc top1: 61.076000
2022-09-18 17:53:02,678 Epoch time: 1514s.
2022-09-18 17:53:03,058 Epoch: 77 lr 3.428571e-01
2022-09-18 17:53:29,606 TRAIN Step: 000 Objs: 3.921232e+00 R1: 56.152344 R5: 79.296875 Duration: 0s BTime: 1.488s
2022-09-18 17:55:21,430 TRAIN Step: 100 Objs: 3.846440e+00 R1: 58.238900 R5: 80.666963 Duration: 111s BTime: 1.079s
2022-09-18 17:56:58,565 TRAIN Step: 200 Objs: 3.839127e+00 R1: 58.394551 R5: 80.732568 Duration: 97s BTime: 1.025s
2022-09-18 17:58:33,312 TRAIN Step: 300 Objs: 3.836484e+00 R1: 58.482143 R5: 80.717919 Duration: 94s BTime: 0.999s
2022-09-18 18:00:07,870 TRAIN Step: 400 Objs: 3.835233e+00 R1: 58.475394 R5: 80.682571 Duration: 94s BTime: 0.985s
2022-09-18 18:01:44,700 TRAIN Step: 500 Objs: 3.838014e+00 R1: 58.435863 R5: 80.651977 Duration: 96s BTime: 0.981s
2022-09-18 18:03:15,977 TRAIN Step: 600 Objs: 3.841574e+00 R1: 58.350178 R5: 80.584768 Duration: 91s BTime: 0.969s
2022-09-18 18:04:51,814 TRAIN Step: 700 Objs: 3.845663e+00 R1: 58.293537 R5: 80.542306 Duration: 95s BTime: 0.968s
2022-09-18 18:06:28,742 TRAIN Step: 800 Objs: 3.849706e+00 R1: 58.206295 R5: 80.480698 Duration: 96s BTime: 0.967s
2022-09-18 18:08:02,582 TRAIN Step: 900 Objs: 3.853212e+00 R1: 58.150341 R5: 80.431465 Duration: 93s BTime: 0.964s
2022-09-18 18:09:40,247 TRAIN Step: 1000 Objs: 3.854449e+00 R1: 58.141663 R5: 80.397727 Duration: 97s BTime: 0.965s
2022-09-18 18:11:21,307 TRAIN Step: 1100 Objs: 3.855965e+00 R1: 58.122587 R5: 80.373045 Duration: 101s BTime: 0.969s
2022-09-18 18:13:01,610 TRAIN Step: 1200 Objs: 3.857269e+00 R1: 58.107745 R5: 80.349627 Duration: 100s BTime: 0.972s
2022-09-18 18:13:43,539 Train_acc: 58.092973
2022-09-18 18:14:14,985 VALID Step: 000 Objs: 1.014343e+00 R1: 79.296875 R5: 92.578125 Duration: 0s
2022-09-18 18:14:42,652 Valid_acc_top1: 60.960000
2022-09-18 18:14:42,653 Valid_acc_top5: 84.238000
2022-09-18 18:14:42,653 Best acc top1: 61.076000
2022-09-18 18:14:42,653 Epoch time: 1299s.
2022-09-18 18:14:43,027 Epoch: 78 lr 3.408163e-01
2022-09-18 18:15:14,817 TRAIN Step: 000 Objs: 3.772664e+00 R1: 60.839844 R5: 82.812500 Duration: 0s BTime: 1.170s
2022-09-18 18:16:50,807 TRAIN Step: 100 Objs: 3.838891e+00 R1: 58.417775 R5: 80.696937 Duration: 95s BTime: 0.961s
2022-09-18 18:18:29,896 TRAIN Step: 200 Objs: 3.833101e+00 R1: 58.548080 R5: 80.714105 Duration: 99s BTime: 0.975s
2022-09-18 18:20:12,438 TRAIN Step: 300 Objs: 3.831391e+00 R1: 58.642416 R5: 80.733168 Duration: 102s BTime: 0.991s
2022-09-18 18:21:55,118 TRAIN Step: 400 Objs: 3.838063e+00 R1: 58.507540 R5: 80.633621 Duration: 102s BTime: 1.000s
2022-09-18 18:23:36,013 TRAIN Step: 500 Objs: 3.837643e+00 R1: 58.486932 R5: 80.653537 Duration: 100s BTime: 1.001s
2022-09-18 18:25:16,826 TRAIN Step: 600 Objs: 3.839514e+00 R1: 58.438410 R5: 80.624740 Duration: 100s BTime: 1.002s
2022-09-18 18:26:55,347 TRAIN Step: 700 Objs: 3.841493e+00 R1: 58.393422 R5: 80.596079 Duration: 98s BTime: 1.000s
2022-09-18 18:28:33,764 TRAIN Step: 800 Objs: 3.844714e+00 R1: 58.327359 R5: 80.542998 Duration: 98s BTime: 0.997s
2022-09-18 18:30:14,118 TRAIN Step: 900 Objs: 3.845808e+00 R1: 58.306851 R5: 80.511021 Duration: 100s BTime: 0.998s
2022-09-18 18:31:52,119 TRAIN Step: 1000 Objs: 3.846634e+00 R1: 58.279513 R5: 80.497920 Duration: 98s BTime: 0.996s
2022-09-18 18:33:29,013 TRAIN Step: 1100 Objs: 3.847642e+00 R1: 58.275680 R5: 80.478773 Duration: 96s BTime: 0.993s
2022-09-18 18:35:03,645 TRAIN Step: 1200 Objs: 3.849503e+00 R1: 58.253213 R5: 80.456228 Duration: 94s BTime: 0.989s
2022-09-18 18:35:44,523 Train_acc: 58.247520
2022-09-18 18:36:09,159 VALID Step: 000 Objs: 9.355018e-01 R1: 79.980469 R5: 93.945312 Duration: 0s
2022-09-18 18:36:37,432 Valid_acc_top1: 60.788000
2022-09-18 18:36:37,432 Valid_acc_top5: 83.766000
2022-09-18 18:36:37,432 Best acc top1: 61.076000
2022-09-18 18:36:37,432 Epoch time: 1314s.
2022-09-18 18:36:37,835 Epoch: 79 lr 3.387755e-01
2022-09-18 18:37:07,122 TRAIN Step: 000 Objs: 3.789445e+00 R1: 57.519531 R5: 82.324219 Duration: 0s BTime: 1.585s
2022-09-18 18:38:49,204 TRAIN Step: 100 Objs: 3.842922e+00 R1: 58.435179 R5: 80.530631 Duration: 102s BTime: 1.011s
2022-09-18 18:40:26,976 TRAIN Step: 200 Objs: 3.830413e+00 R1: 58.612212 R5: 80.744228 Duration: 97s BTime: 0.994s
2022-09-18 18:42:05,556 TRAIN Step: 300 Objs: 3.831311e+00 R1: 58.567146 R5: 80.696182 Duration: 98s BTime: 0.991s
2022-09-18 18:43:43,024 TRAIN Step: 400 Objs: 3.831567e+00 R1: 58.576459 R5: 80.713012 Duration: 97s BTime: 0.986s
2022-09-18 18:45:22,768 TRAIN Step: 500 Objs: 3.834731e+00 R1: 58.510713 R5: 80.681800 Duration: 99s BTime: 0.988s
2022-09-18 18:47:06,739 TRAIN Step: 600 Objs: 3.837051e+00 R1: 58.429798 R5: 80.666662 Duration: 103s BTime: 0.996s
2022-09-18 18:48:49,171 TRAIN Step: 700 Objs: 3.839753e+00 R1: 58.394537 R5: 80.626310 Duration: 102s BTime: 1.000s
2022-09-18 18:50:33,892 TRAIN Step: 800 Objs: 3.841124e+00 R1: 58.367836 R5: 80.605054 Duration: 104s BTime: 1.006s
2022-09-18 18:52:19,959 TRAIN Step: 900 Objs: 3.843115e+00 R1: 58.352590 R5: 80.585591 Duration: 106s BTime: 1.012s
2022-09-18 18:54:02,002 TRAIN Step: 1000 Objs: 3.845243e+00 R1: 58.322049 R5: 80.560943 Duration: 102s BTime: 1.012s
2022-09-18 18:55:46,447 TRAIN Step: 1100 Objs: 3.845652e+00 R1: 58.307877 R5: 80.553368 Duration: 104s BTime: 1.015s
2022-09-18 18:57:28,918 TRAIN Step: 1200 Objs: 3.846578e+00 R1: 58.294927 R5: 80.539492 Duration: 102s BTime: 1.016s
2022-09-18 18:58:10,894 Train_acc: 58.283581
2022-09-18 18:58:36,841 VALID Step: 000 Objs: 1.062901e+00 R1: 77.148438 R5: 93.164062 Duration: 0s
2022-09-18 18:59:04,955 Valid_acc_top1: 60.566000
2022-09-18 18:59:04,955 Valid_acc_top5: 83.768000
2022-09-18 18:59:04,955 Best acc top1: 61.076000
2022-09-18 18:59:04,955 Epoch time: 1347s.
2022-09-18 18:59:05,315 Epoch: 80 lr 3.367347e-01
2022-09-18 18:59:38,505 TRAIN Step: 000 Objs: 3.776474e+00 R1: 57.226562 R5: 82.128906 Duration: 0s BTime: 1.416s
2022-09-18 19:01:16,909 TRAIN Step: 100 Objs: 3.834616e+00 R1: 58.426477 R5: 80.806196 Duration: 98s BTime: 0.987s
2022-09-18 19:02:57,783 TRAIN Step: 200 Objs: 3.823477e+00 R1: 58.685090 R5: 80.867634 Duration: 100s BTime: 0.997s
2022-09-18 19:04:41,931 TRAIN Step: 300 Objs: 3.822516e+00 R1: 58.688811 R5: 80.835691 Duration: 104s BTime: 1.011s
2022-09-18 19:06:21,353 TRAIN Step: 400 Objs: 3.823866e+00 R1: 58.667297 R5: 80.820897 Duration: 99s BTime: 1.007s
2022-09-18 19:08:01,715 TRAIN Step: 500 Objs: 3.827160e+00 R1: 58.644820 R5: 80.778677 Duration: 100s BTime: 1.005s
2022-09-18 19:09:41,777 TRAIN Step: 600 Objs: 3.827917e+00 R1: 58.597975 R5: 80.765943 Duration: 100s BTime: 1.004s
2022-09-18 19:11:20,221 TRAIN Step: 700 Objs: 3.831047e+00 R1: 58.515179 R5: 80.722712 Duration: 98s BTime: 1.001s
2022-09-18 19:13:00,469 TRAIN Step: 800 Objs: 3.831832e+00 R1: 58.505725 R5: 80.713561 Duration: 100s BTime: 1.001s
2022-09-18 19:14:40,578 TRAIN Step: 900 Objs: 3.835447e+00 R1: 58.448512 R5: 80.656692 Duration: 100s BTime: 1.001s
2022-09-18 19:16:24,410 TRAIN Step: 1000 Objs: 3.837605e+00 R1: 58.408974 R5: 80.636063 Duration: 103s BTime: 1.005s
2022-09-18 19:18:02,346 TRAIN Step: 1100 Objs: 3.838703e+00 R1: 58.383980 R5: 80.623262 Duration: 97s BTime: 1.002s
2022-09-18 19:19:42,865 TRAIN Step: 1200 Objs: 3.840507e+00 R1: 58.357049 R5: 80.600314 Duration: 100s BTime: 1.002s
2022-09-18 19:20:24,811 Train_acc: 58.356093
2022-09-18 19:20:51,118 VALID Step: 000 Objs: 9.615328e-01 R1: 79.199219 R5: 93.847656 Duration: 0s
2022-09-18 19:21:20,119 Valid_acc_top1: 60.014000
2022-09-18 19:21:20,119 Valid_acc_top5: 83.496000
2022-09-18 19:21:20,119 Best acc top1: 61.076000
2022-09-18 19:21:20,119 Epoch time: 1334s.
2022-09-18 19:21:20,669 Epoch: 81 lr 3.346939e-01
2022-09-18 19:21:50,370 TRAIN Step: 000 Objs: 3.773832e+00 R1: 59.472656 R5: 80.371094 Duration: 0s BTime: 1.403s
2022-09-18 19:23:30,349 TRAIN Step: 100 Objs: 3.830313e+00 R1: 58.503829 R5: 80.625387 Duration: 99s BTime: 1.002s
2022-09-18 19:25:11,481 TRAIN Step: 200 Objs: 3.815406e+00 R1: 58.745336 R5: 80.866177 Duration: 101s BTime: 1.006s
2022-09-18 19:26:50,408 TRAIN Step: 300 Objs: 3.814310e+00 R1: 58.813395 R5: 80.895388 Duration: 98s BTime: 1.000s
2022-09-18 19:28:33,006 TRAIN Step: 400 Objs: 3.819647e+00 R1: 58.720143 R5: 80.821384 Duration: 102s BTime: 1.006s
2022-09-18 19:30:13,825 TRAIN Step: 500 Objs: 3.821326e+00 R1: 58.706220 R5: 80.811424 Duration: 100s BTime: 1.006s
2022-09-18 19:31:55,249 TRAIN Step: 600 Objs: 3.823010e+00 R1: 58.665245 R5: 80.797466 Duration: 101s BTime: 1.007s
2022-09-18 19:33:34,629 TRAIN Step: 700 Objs: 3.823624e+00 R1: 58.628856 R5: 80.793203 Duration: 99s BTime: 1.005s
2022-09-18 19:35:18,310 TRAIN Step: 800 Objs: 3.825079e+00 R1: 58.606917 R5: 80.755745 Duration: 103s BTime: 1.009s
2022-09-18 19:37:00,948 TRAIN Step: 900 Objs: 3.829211e+00 R1: 58.551913 R5: 80.690726 Duration: 102s BTime: 1.011s
2022-09-18 19:38:43,559 TRAIN Step: 1000 Objs: 3.832130e+00 R1: 58.515215 R5: 80.643087 Duration: 102s BTime: 1.012s
2022-09-18 19:40:24,557 TRAIN Step: 1100 Objs: 3.833739e+00 R1: 58.494852 R5: 80.623173 Duration: 100s BTime: 1.012s
2022-09-18 19:42:03,938 TRAIN Step: 1200 Objs: 3.835776e+00 R1: 58.465032 R5: 80.600151 Duration: 99s BTime: 1.010s
2022-09-18 19:42:47,665 Train_acc: 58.447181
2022-09-18 19:43:09,978 VALID Step: 000 Objs: 9.944111e-01 R1: 78.417969 R5: 93.847656 Duration: 0s
2022-09-18 19:43:41,617 Valid_acc_top1: 60.632000
2022-09-18 19:43:41,617 Valid_acc_top5: 83.858000
2022-09-18 19:43:41,617 Best acc top1: 61.076000
2022-09-18 19:43:41,617 Epoch time: 1340s.
2022-09-18 19:43:42,057 Epoch: 82 lr 3.326531e-01
2022-09-18 19:44:13,295 TRAIN Step: 000 Objs: 3.756768e+00 R1: 60.156250 R5: 82.128906 Duration: 0s BTime: 1.397s
2022-09-18 19:45:50,154 TRAIN Step: 100 Objs: 3.813577e+00 R1: 58.882851 R5: 81.047919 Duration: 96s BTime: 0.970s
2022-09-18 19:47:22,359 TRAIN Step: 200 Objs: 3.821356e+00 R1: 58.722015 R5: 80.991527 Duration: 92s BTime: 0.946s
2022-09-18 19:48:58,059 TRAIN Step: 300 Objs: 3.818532e+00 R1: 58.788738 R5: 80.996937 Duration: 95s BTime: 0.948s
2022-09-18 19:50:36,013 TRAIN Step: 400 Objs: 3.818704e+00 R1: 58.743279 R5: 80.975053 Duration: 97s BTime: 0.956s
2022-09-18 19:52:12,335 TRAIN Step: 500 Objs: 3.818835e+00 R1: 58.763917 R5: 80.927208 Duration: 96s BTime: 0.957s
2022-09-18 19:53:50,727 TRAIN Step: 600 Objs: 3.823231e+00 R1: 58.689944 R5: 80.848326 Duration: 98s BTime: 0.961s
2022-09-18 19:55:29,228 TRAIN Step: 700 Objs: 3.824207e+00 R1: 58.673993 R5: 80.815353 Duration: 98s BTime: 0.964s
2022-09-18 19:57:08,349 TRAIN Step: 800 Objs: 3.826390e+00 R1: 58.617280 R5: 80.779641 Duration: 99s BTime: 0.967s
2022-09-18 19:58:51,474 TRAIN Step: 900 Objs: 3.827814e+00 R1: 58.602313 R5: 80.756733 Duration: 103s BTime: 0.974s
2022-09-18 20:00:27,495 TRAIN Step: 1000 Objs: 3.829267e+00 R1: 58.566141 R5: 80.742890 Duration: 96s BTime: 0.973s
2022-09-18 20:02:03,407 TRAIN Step: 1100 Objs: 3.831421e+00 R1: 58.539556 R5: 80.707702 Duration: 95s BTime: 0.971s
2022-09-18 20:03:40,053 TRAIN Step: 1200 Objs: 3.832907e+00 R1: 58.510486 R5: 80.676097 Duration: 96s BTime: 0.971s
2022-09-18 20:04:23,943 Train_acc: 58.496902
2022-09-18 20:04:47,376 VALID Step: 000 Objs: 1.125063e+00 R1: 74.707031 R5: 91.015625 Duration: 0s
2022-09-18 20:05:17,750 Valid_acc_top1: 60.550000
2022-09-18 20:05:17,750 Valid_acc_top5: 83.610000
2022-09-18 20:05:17,750 Best acc top1: 61.076000
2022-09-18 20:05:17,750 Epoch time: 1295s.
2022-09-18 20:05:18,194 Epoch: 83 lr 3.306122e-01
2022-09-18 20:05:48,907 TRAIN Step: 000 Objs: 3.715429e+00 R1: 60.644531 R5: 82.226562 Duration: 0s BTime: 1.735s
2022-09-18 20:07:26,696 TRAIN Step: 100 Objs: 3.822548e+00 R1: 58.765857 R5: 80.865176 Duration: 97s BTime: 0.981s
2022-09-18 20:09:04,973 TRAIN Step: 200 Objs: 3.813194e+00 R1: 58.892549 R5: 80.967720 Duration: 98s BTime: 0.981s
2022-09-18 20:10:42,068 TRAIN Step: 300 Objs: 3.817228e+00 R1: 58.819235 R5: 80.893441 Duration: 97s BTime: 0.977s
2022-09-18 20:12:21,146 TRAIN Step: 400 Objs: 3.815267e+00 R1: 58.830463 R5: 80.905646 Duration: 99s BTime: 0.980s
2022-09-18 20:14:04,100 TRAIN Step: 500 Objs: 3.814407e+00 R1: 58.833895 R5: 80.915318 Duration: 102s BTime: 0.989s
2022-09-18 20:15:56,371 TRAIN Step: 600 Objs: 3.818786e+00 R1: 58.754452 R5: 80.869937 Duration: 112s BTime: 1.011s
2022-09-18 20:17:48,316 TRAIN Step: 700 Objs: 3.820727e+00 R1: 58.712442 R5: 80.856449 Duration: 111s BTime: 1.026s
2022-09-18 20:19:38,659 TRAIN Step: 800 Objs: 3.823272e+00 R1: 58.649588 R5: 80.818167 Duration: 110s BTime: 1.035s
2022-09-18 20:21:29,721 TRAIN Step: 900 Objs: 3.824400e+00 R1: 58.626266 R5: 80.801497 Duration: 111s BTime: 1.044s
2022-09-18 20:23:17,955 TRAIN Step: 1000 Objs: 3.825944e+00 R1: 58.603311 R5: 80.773231 Duration: 108s BTime: 1.047s
2022-09-18 20:25:10,675 TRAIN Step: 1100 Objs: 3.828545e+00 R1: 58.571487 R5: 80.720031 Duration: 112s BTime: 1.053s
2022-09-18 20:27:53,978 TRAIN Step: 1200 Objs: 3.829533e+00 R1: 58.554720 R5: 80.701222 Duration: 163s BTime: 1.054s
2022-09-18 20:29:11,671 Train_acc: 58.533353
2022-09-18 20:31:26,362 VALID Step: 000 Objs: 1.067896e+00 R1: 76.367188 R5: 92.089844 Duration: 0s
2022-09-18 20:32:02,016 Valid_acc_top1: 60.288000
2022-09-18 20:32:02,016 Valid_acc_top5: 83.252000
2022-09-18 20:32:02,016 Best acc top1: 61.076000
2022-09-18 20:32:02,016 Epoch time: 1603s.
2022-09-18 20:32:02,707 Epoch: 84 lr 3.285714e-01
2022-09-18 20:32:46,415 TRAIN Step: 000 Objs: 3.894740e+00 R1: 59.570312 R5: 78.710938 Duration: 0s BTime: 1.469s
2022-09-18 20:34:32,426 TRAIN Step: 100 Objs: 3.811208e+00 R1: 58.974706 R5: 80.996674 Duration: 106s BTime: 1.062s
2022-09-18 20:36:16,365 TRAIN Step: 200 Objs: 3.805042e+00 R1: 58.938219 R5: 81.039626 Duration: 103s BTime: 1.050s
2022-09-18 20:38:04,899 TRAIN Step: 300 Objs: 3.802964e+00 R1: 58.943496 R5: 81.083887 Duration: 108s BTime: 1.061s
2022-09-18 20:39:53,435 TRAIN Step: 400 Objs: 3.805797e+00 R1: 58.930067 R5: 81.024490 Duration: 108s BTime: 1.066s
2022-09-18 20:41:40,839 TRAIN Step: 500 Objs: 3.809430e+00 R1: 58.876583 R5: 80.978083 Duration: 107s BTime: 1.067s
2022-09-18 20:43:29,251 TRAIN Step: 600 Objs: 3.812094e+00 R1: 58.797187 R5: 80.949882 Duration: 108s BTime: 1.070s
2022-09-18 20:45:41,801 TRAIN Step: 700 Objs: 3.813689e+00 R1: 58.768723 R5: 80.929587 Duration: 132s BTime: 1.072s
2022-09-18 20:48:08,175 TRAIN Step: 800 Objs: 3.814930e+00 R1: 58.741880 R5: 80.914604 Duration: 146s BTime: 1.071s
2022-09-18 20:50:31,228 TRAIN Step: 900 Objs: 3.817634e+00 R1: 58.688371 R5: 80.879968 Duration: 143s BTime: 1.071s
2022-09-18 20:52:56,218 TRAIN Step: 1000 Objs: 3.820165e+00 R1: 58.653944 R5: 80.849424 Duration: 144s BTime: 1.071s
2022-09-18 20:55:18,467 TRAIN Step: 1100 Objs: 3.823248e+00 R1: 58.605458 R5: 80.806156 Duration: 142s BTime: 1.072s
2022-09-18 20:57:36,762 TRAIN Step: 1200 Objs: 3.824801e+00 R1: 58.588139 R5: 80.776924 Duration: 138s BTime: 1.060s
2022-09-18 20:58:35,871 Train_acc: 58.569023
2022-09-18 21:00:01,078 VALID Step: 000 Objs: 1.042387e+00 R1: 77.832031 R5: 91.894531 Duration: 0s
2022-09-18 21:00:58,580 Valid_acc_top1: 60.516000
2022-09-18 21:00:58,580 Valid_acc_top5: 83.604000
2022-09-18 21:00:58,580 Best acc top1: 61.076000
2022-09-18 21:00:58,580 Epoch time: 1735s.
2022-09-18 21:00:59,061 Epoch: 85 lr 3.265306e-01
2022-09-18 21:01:32,266 TRAIN Step: 000 Objs: 3.748591e+00 R1: 58.789062 R5: 80.859375 Duration: 0s BTime: 0.894s
2022-09-18 21:03:11,172 TRAIN Step: 100 Objs: 3.807392e+00 R1: 58.884785 R5: 80.998608 Duration: 98s BTime: 0.987s
2022-09-18 21:04:50,077 TRAIN Step: 200 Objs: 3.804912e+00 R1: 58.885261 R5: 81.043513 Duration: 98s BTime: 0.987s
2022-09-18 21:06:27,297 TRAIN Step: 300 Objs: 3.806869e+00 R1: 58.861088 R5: 81.004075 Duration: 97s BTime: 0.982s
2022-09-18 21:08:04,258 TRAIN Step: 400 Objs: 3.813634e+00 R1: 58.838743 R5: 80.920014 Duration: 96s BTime: 0.978s
2022-09-18 21:09:42,808 TRAIN Step: 500 Objs: 3.813959e+00 R1: 58.847344 R5: 80.926623 Duration: 98s BTime: 0.979s
2022-09-18 21:11:18,841 TRAIN Step: 600 Objs: 3.815219e+00 R1: 58.809049 R5: 80.912672 Duration: 96s BTime: 0.976s
2022-09-18 21:12:50,232 TRAIN Step: 700 Objs: 3.816114e+00 R1: 58.786973 R5: 80.906601 Duration: 91s BTime: 0.967s
2022-09-18 21:14:18,961 TRAIN Step: 800 Objs: 3.818701e+00 R1: 58.743831 R5: 80.872420 Duration: 88s BTime: 0.957s
2022-09-18 21:15:47,594 TRAIN Step: 900 Objs: 3.819019e+00 R1: 58.730751 R5: 80.858183 Duration: 88s BTime: 0.949s
2022-09-18 21:17:15,133 TRAIN Step: 1000 Objs: 3.821356e+00 R1: 58.689943 R5: 80.821034 Duration: 87s BTime: 0.941s
2022-09-18 21:18:42,116 TRAIN Step: 1100 Objs: 3.820774e+00 R1: 58.682004 R5: 80.830726 Duration: 86s BTime: 0.935s
2022-09-18 21:20:10,024 TRAIN Step: 1200 Objs: 3.822603e+00 R1: 58.638716 R5: 80.813515 Duration: 87s BTime: 0.927s
2022-09-18 21:21:04,792 Train_acc: 58.624598
2022-09-18 21:21:47,817 VALID Step: 000 Objs: 1.097631e+00 R1: 77.246094 R5: 91.406250 Duration: 0s
2022-09-18 21:22:15,382 Valid_acc_top1: 61.112000
2022-09-18 21:22:15,382 Valid_acc_top5: 84.002000
2022-09-18 21:22:15,382 Best acc top1: 61.112000
2022-09-18 21:22:15,383 Epoch time: 1276s.
2022-09-18 21:22:16,493 Epoch: 86 lr 3.244898e-01
2022-09-18 21:22:50,631 TRAIN Step: 000 Objs: 3.743964e+00 R1: 59.570312 R5: 81.250000 Duration: 0s BTime: 1.571s
2022-09-18 21:24:30,676 TRAIN Step: 100 Objs: 3.799417e+00 R1: 59.125541 R5: 81.162013 Duration: 100s BTime: 1.003s
2022-09-18 21:26:15,410 TRAIN Step: 200 Objs: 3.802811e+00 R1: 58.943078 R5: 81.070721 Duration: 104s BTime: 1.024s
2022-09-18 21:27:56,670 TRAIN Step: 300 Objs: 3.803176e+00 R1: 58.939278 R5: 81.044954 Duration: 101s BTime: 1.020s
2022-09-18 21:29:40,565 TRAIN Step: 400 Objs: 3.804188e+00 R1: 58.974390 R5: 81.000623 Duration: 103s BTime: 1.024s
2022-09-18 21:31:40,008 TRAIN Step: 500 Objs: 3.804206e+00 R1: 58.976383 R5: 81.034221 Duration: 119s BTime: 1.058s
2022-09-18 21:33:38,797 TRAIN Step: 600 Objs: 3.809751e+00 R1: 58.875994 R5: 80.953294 Duration: 118s BTime: 1.079s
2022-09-18 21:35:29,441 TRAIN Step: 700 Objs: 3.810878e+00 R1: 58.864290 R5: 80.925408 Duration: 110s BTime: 1.083s
2022-09-18 21:37:23,322 TRAIN Step: 800 Objs: 3.812095e+00 R1: 58.839780 R5: 80.899364 Duration: 113s BTime: 1.089s
2022-09-18 21:39:13,132 TRAIN Step: 900 Objs: 3.813803e+00 R1: 58.787870 R5: 80.891566 Duration: 109s BTime: 1.090s
2022-09-18 21:41:06,483 TRAIN Step: 1000 Objs: 3.814963e+00 R1: 58.767014 R5: 80.875472 Duration: 113s BTime: 1.094s
2022-09-18 21:42:58,982 TRAIN Step: 1100 Objs: 3.816307e+00 R1: 58.750834 R5: 80.852102 Duration: 112s BTime: 1.097s
2022-09-18 21:44:57,759 TRAIN Step: 1200 Objs: 3.819018e+00 R1: 58.702383 R5: 80.826037 Duration: 118s BTime: 1.104s
2022-09-18 21:45:50,992 Train_acc: 58.685870
2022-09-18 21:46:17,433 VALID Step: 000 Objs: 1.034929e+00 R1: 78.710938 R5: 92.871094 Duration: 0s
2022-09-18 21:46:55,315 Valid_acc_top1: 60.848000
2022-09-18 21:46:55,315 Valid_acc_top5: 84.252000
2022-09-18 21:46:55,315 Best acc top1: 61.112000
2022-09-18 21:46:55,315 Epoch time: 1478s.
2022-09-18 21:46:55,735 Epoch: 87 lr 3.224490e-01
2022-09-18 21:47:26,258 TRAIN Step: 000 Objs: 3.793751e+00 R1: 59.667969 R5: 81.738281 Duration: 0s BTime: 1.726s
2022-09-18 21:49:26,944 TRAIN Step: 100 Objs: 3.798432e+00 R1: 59.064627 R5: 81.263537 Duration: 120s BTime: 1.209s
2022-09-18 21:51:24,311 TRAIN Step: 200 Objs: 3.805168e+00 R1: 59.063083 R5: 81.146514 Duration: 117s BTime: 1.190s
2022-09-18 21:53:18,135 TRAIN Step: 300 Objs: 3.802312e+00 R1: 59.020063 R5: 81.115358 Duration: 113s BTime: 1.172s
2022-09-18 21:55:13,260 TRAIN Step: 400 Objs: 3.802299e+00 R1: 59.009946 R5: 81.116058 Duration: 115s BTime: 1.166s
2022-09-18 21:57:07,769 TRAIN Step: 500 Objs: 3.805104e+00 R1: 58.975993 R5: 81.048060 Duration: 114s BTime: 1.161s
2022-09-18 21:59:01,124 TRAIN Step: 600 Objs: 3.806058e+00 R1: 58.956589 R5: 81.040226 Duration: 113s BTime: 1.156s
2022-09-18 22:00:53,566 TRAIN Step: 700 Objs: 3.808097e+00 R1: 58.913606 R5: 81.010944 Duration: 112s BTime: 1.151s
2022-09-18 22:02:47,678 TRAIN Step: 800 Objs: 3.810119e+00 R1: 58.896838 R5: 80.969955 Duration: 114s BTime: 1.150s
2022-09-18 22:04:37,757 TRAIN Step: 900 Objs: 3.809898e+00 R1: 58.880974 R5: 80.971880 Duration: 110s BTime: 1.144s
2022-09-18 22:06:26,519 TRAIN Step: 1000 Objs: 3.810909e+00 R1: 58.875500 R5: 80.954104 Duration: 108s BTime: 1.138s
2022-09-18 22:08:14,334 TRAIN Step: 1100 Objs: 3.812162e+00 R1: 58.841483 R5: 80.928825 Duration: 107s BTime: 1.132s
2022-09-18 22:10:04,232 TRAIN Step: 1200 Objs: 3.813129e+00 R1: 58.800690 R5: 80.910439 Duration: 109s BTime: 1.130s
2022-09-18 22:10:59,897 Train_acc: 58.780783
2022-09-18 22:12:18,823 VALID Step: 000 Objs: 1.005050e+00 R1: 76.269531 R5: 92.675781 Duration: 0s
2022-09-18 22:12:47,366 Valid_acc_top1: 60.798000
2022-09-18 22:12:47,366 Valid_acc_top5: 83.822000
2022-09-18 22:12:47,366 Best acc top1: 61.112000
2022-09-18 22:12:47,367 Epoch time: 1551s.
2022-09-18 22:12:47,985 Epoch: 88 lr 3.204082e-01
2022-09-18 22:13:19,141 TRAIN Step: 000 Objs: 3.634247e+00 R1: 61.328125 R5: 82.421875 Duration: 0s BTime: 1.659s
2022-09-18 22:15:10,458 TRAIN Step: 100 Objs: 3.795570e+00 R1: 59.049157 R5: 81.193920 Duration: 111s BTime: 1.117s
2022-09-18 22:17:01,471 TRAIN Step: 200 Objs: 3.796952e+00 R1: 59.046564 R5: 81.150886 Duration: 111s BTime: 1.113s
2022-09-18 22:18:50,554 TRAIN Step: 300 Objs: 3.799192e+00 R1: 58.995730 R5: 81.114384 Duration: 109s BTime: 1.105s
2022-09-18 22:20:39,196 TRAIN Step: 400 Objs: 3.799983e+00 R1: 59.004832 R5: 81.094627 Duration: 108s BTime: 1.100s
2022-09-18 22:22:29,892 TRAIN Step: 500 Objs: 3.802219e+00 R1: 58.954357 R5: 81.051179 Duration: 110s BTime: 1.101s
2022-09-18 22:24:25,179 TRAIN Step: 600 Objs: 3.801820e+00 R1: 58.991037 R5: 81.055337 Duration: 115s BTime: 1.110s
2022-09-18 22:26:11,693 TRAIN Step: 700 Objs: 3.801855e+00 R1: 59.008894 R5: 81.050090 Duration: 106s BTime: 1.103s
2022-09-18 22:27:59,455 TRAIN Step: 800 Objs: 3.802451e+00 R1: 58.987057 R5: 81.053712 Duration: 107s BTime: 1.100s
2022-09-18 22:29:49,180 TRAIN Step: 900 Objs: 3.804290e+00 R1: 58.957062 R5: 81.044933 Duration: 109s BTime: 1.099s
2022-09-18 22:31:36,473 TRAIN Step: 1000 Objs: 3.804523e+00 R1: 58.943693 R5: 81.044932 Duration: 107s BTime: 1.097s
2022-09-18 22:33:25,931 TRAIN Step: 1100 Objs: 3.806699e+00 R1: 58.884679 R5: 81.006879 Duration: 109s BTime: 1.096s
2022-09-18 22:35:14,646 TRAIN Step: 1200 Objs: 3.808828e+00 R1: 58.859073 R5: 80.976628 Duration: 108s BTime: 1.095s
2022-09-18 22:36:09,600 Train_acc: 58.836592
2022-09-18 22:36:34,376 VALID Step: 000 Objs: 9.634697e-01 R1: 78.320312 R5: 92.480469 Duration: 0s
2022-09-18 22:37:04,925 Valid_acc_top1: 60.116000
2022-09-18 22:37:04,925 Valid_acc_top5: 83.390000
2022-09-18 22:37:04,925 Best acc top1: 61.112000
2022-09-18 22:37:04,926 Epoch time: 1456s.
2022-09-18 22:37:05,308 Epoch: 89 lr 3.183673e-01
2022-09-18 22:37:35,558 TRAIN Step: 000 Objs: 3.756978e+00 R1: 60.156250 R5: 80.859375 Duration: 0s BTime: 1.778s
2022-09-18 22:39:30,859 TRAIN Step: 100 Objs: 3.803151e+00 R1: 59.236734 R5: 81.152344 Duration: 115s BTime: 1.134s
2022-09-18 22:41:23,303 TRAIN Step: 200 Objs: 3.790859e+00 R1: 59.356052 R5: 81.250000 Duration: 112s BTime: 1.129s
2022-09-18 22:43:15,243 TRAIN Step: 300 Objs: 3.791691e+00 R1: 59.274748 R5: 81.187059 Duration: 111s BTime: 1.125s
2022-09-18 22:45:06,910 TRAIN Step: 400 Objs: 3.791897e+00 R1: 59.236430 R5: 81.179376 Duration: 111s BTime: 1.123s
2022-09-18 22:47:01,859 TRAIN Step: 500 Objs: 3.794948e+00 R1: 59.149669 R5: 81.167353 Duration: 114s BTime: 1.128s
2022-09-18 22:48:55,949 TRAIN Step: 600 Objs: 3.798782e+00 R1: 59.064482 R5: 81.103922 Duration: 114s BTime: 1.130s
2022-09-18 22:50:51,920 TRAIN Step: 700 Objs: 3.799286e+00 R1: 59.066846 R5: 81.096620 Duration: 115s BTime: 1.134s
2022-09-18 22:52:44,574 TRAIN Step: 800 Objs: 3.801332e+00 R1: 59.007052 R5: 81.080656 Duration: 112s BTime: 1.133s
2022-09-18 22:54:33,484 TRAIN Step: 900 Objs: 3.803021e+00 R1: 58.978089 R5: 81.060649 Duration: 108s BTime: 1.128s
2022-09-18 22:56:25,690 TRAIN Step: 1000 Objs: 3.803925e+00 R1: 58.954717 R5: 81.043956 Duration: 112s BTime: 1.127s
2022-09-18 22:58:17,242 TRAIN Step: 1100 Objs: 3.805270e+00 R1: 58.936567 R5: 81.033932 Duration: 111s BTime: 1.126s
2022-09-18 23:00:10,404 TRAIN Step: 1200 Objs: 3.807540e+00 R1: 58.904120 R5: 80.998826 Duration: 113s BTime: 1.126s
2022-09-18 23:01:03,391 Train_acc: 58.903562
2022-09-18 23:01:25,708 VALID Step: 000 Objs: 1.043929e+00 R1: 76.464844 R5: 91.796875 Duration: 0s
2022-09-18 23:01:58,802 Valid_acc_top1: 60.622000
2022-09-18 23:01:58,803 Valid_acc_top5: 83.486000
2022-09-18 23:01:58,803 Best acc top1: 61.112000
2022-09-18 23:01:58,803 Epoch time: 1493s.
2022-09-18 23:01:59,238 Epoch: 90 lr 3.163265e-01
2022-09-18 23:02:33,093 TRAIN Step: 000 Objs: 3.833549e+00 R1: 59.570312 R5: 81.445312 Duration: 0s BTime: 1.101s
2022-09-18 23:04:25,722 TRAIN Step: 100 Objs: 3.791476e+00 R1: 59.354695 R5: 81.200688 Duration: 112s BTime: 1.125s
2022-09-18 23:06:19,147 TRAIN Step: 200 Objs: 3.781622e+00 R1: 59.492090 R5: 81.354944 Duration: 113s BTime: 1.129s
2022-09-18 23:08:12,263 TRAIN Step: 300 Objs: 3.784684e+00 R1: 59.381489 R5: 81.336301 Duration: 113s BTime: 1.129s
2022-09-18 23:10:05,426 TRAIN Step: 400 Objs: 3.788169e+00 R1: 59.276126 R5: 81.285556 Duration: 113s BTime: 1.129s
2022-09-18 23:12:00,441 TRAIN Step: 500 Objs: 3.790933e+00 R1: 59.187679 R5: 81.248830 Duration: 115s BTime: 1.133s
2022-09-18 23:13:53,562 TRAIN Step: 600 Objs: 3.791926e+00 R1: 59.145727 R5: 81.246263 Duration: 113s BTime: 1.133s
2022-09-18 23:15:43,597 TRAIN Step: 700 Objs: 3.793002e+00 R1: 59.146671 R5: 81.219213 Duration: 110s BTime: 1.128s
2022-09-18 23:17:37,938 TRAIN Step: 800 Objs: 3.794191e+00 R1: 59.133968 R5: 81.184286 Duration: 114s BTime: 1.130s
2022-09-18 23:19:30,396 TRAIN Step: 900 Objs: 3.796007e+00 R1: 59.098831 R5: 81.142697 Duration: 112s BTime: 1.129s
2022-09-18 23:21:22,948 TRAIN Step: 1000 Objs: 3.799165e+00 R1: 59.047105 R5: 81.088150 Duration: 112s BTime: 1.128s
2022-09-18 23:23:14,764 TRAIN Step: 1100 Objs: 3.800657e+00 R1: 59.019056 R5: 81.075443 Duration: 111s BTime: 1.127s
2022-09-18 23:25:05,440 TRAIN Step: 1200 Objs: 3.802422e+00 R1: 58.986164 R5: 81.052817 Duration: 110s BTime: 1.126s
2022-09-18 23:25:59,354 Train_acc: 58.984348
2022-09-18 23:26:24,122 VALID Step: 000 Objs: 9.700411e-01 R1: 78.320312 R5: 93.457031 Duration: 0s
2022-09-18 23:26:55,380 Valid_acc_top1: 61.998000
2022-09-18 23:26:55,380 Valid_acc_top5: 84.608000
2022-09-18 23:26:55,380 Best acc top1: 61.998000
2022-09-18 23:26:55,380 Epoch time: 1496s.
2022-09-18 23:26:56,080 Epoch: 91 lr 3.142857e-01
2022-09-18 23:27:25,672 TRAIN Step: 000 Objs: 3.842923e+00 R1: 58.203125 R5: 80.371094 Duration: 0s BTime: 1.405s
2022-09-18 23:29:22,099 TRAIN Step: 100 Objs: 3.778911e+00 R1: 59.357596 R5: 81.426942 Duration: 116s BTime: 1.144s
2022-09-18 23:31:15,934 TRAIN Step: 200 Objs: 3.779454e+00 R1: 59.426014 R5: 81.475435 Duration: 113s BTime: 1.141s
2022-09-18 23:33:11,402 TRAIN Step: 300 Objs: 3.780642e+00 R1: 59.374351 R5: 81.445312 Duration: 115s BTime: 1.145s
2022-09-18 23:35:06,721 TRAIN Step: 400 Objs: 3.786239e+00 R1: 59.275639 R5: 81.318432 Duration: 115s BTime: 1.147s
2022-09-18 23:37:02,581 TRAIN Step: 500 Objs: 3.790371e+00 R1: 59.231537 R5: 81.257407 Duration: 115s BTime: 1.149s
2022-09-18 23:38:57,809 TRAIN Step: 600 Objs: 3.791370e+00 R1: 59.210398 R5: 81.241876 Duration: 115s BTime: 1.149s
2022-09-18 23:40:53,701 TRAIN Step: 700 Objs: 3.793290e+00 R1: 59.176065 R5: 81.212665 Duration: 115s BTime: 1.150s
2022-09-18 23:42:48,198 TRAIN Step: 800 Objs: 3.794755e+00 R1: 59.149208 R5: 81.181604 Duration: 114s BTime: 1.149s
2022-09-18 23:44:46,839 TRAIN Step: 900 Objs: 3.796105e+00 R1: 59.095146 R5: 81.157546 Duration: 118s BTime: 1.153s
2022-09-18 23:46:46,112 TRAIN Step: 1000 Objs: 3.797539e+00 R1: 59.073349 R5: 81.128637 Duration: 119s BTime: 1.157s
2022-09-18 23:48:42,789 TRAIN Step: 1100 Objs: 3.799761e+00 R1: 59.025797 R5: 81.100810 Duration: 116s BTime: 1.158s
2022-09-18 23:50:37,521 TRAIN Step: 1200 Objs: 3.800374e+00 R1: 59.012753 R5: 81.086399 Duration: 114s BTime: 1.157s
2022-09-18 23:51:31,974 Train_acc: 58.990280
2022-09-18 23:51:54,148 VALID Step: 000 Objs: 9.548527e-01 R1: 78.515625 R5: 94.140625 Duration: 0s
2022-09-18 23:52:26,703 Valid_acc_top1: 60.190000
2022-09-18 23:52:26,703 Valid_acc_top5: 83.396000
2022-09-18 23:52:26,703 Best acc top1: 61.998000
2022-09-18 23:52:26,703 Epoch time: 1530s.
2022-09-18 23:52:27,181 Epoch: 92 lr 3.122449e-01
2022-09-18 23:52:56,273 TRAIN Step: 000 Objs: 3.732882e+00 R1: 59.960938 R5: 81.250000 Duration: 0s BTime: 1.600s
2022-09-18 23:54:58,755 TRAIN Step: 100 Objs: 3.769771e+00 R1: 59.593518 R5: 81.412438 Duration: 122s BTime: 1.201s
2022-09-18 23:56:57,234 TRAIN Step: 200 Objs: 3.771136e+00 R1: 59.483831 R5: 81.480780 Duration: 118s BTime: 1.192s
2022-09-18 23:58:55,648 TRAIN Step: 300 Objs: 3.771240e+00 R1: 59.468439 R5: 81.450179 Duration: 118s BTime: 1.189s
2022-09-19 00:00:53,513 TRAIN Step: 400 Objs: 3.775808e+00 R1: 59.418349 R5: 81.387839 Duration: 117s BTime: 1.186s
2022-09-19 00:02:54,432 TRAIN Step: 500 Objs: 3.778094e+00 R1: 59.396441 R5: 81.365979 Duration: 120s BTime: 1.190s
2022-09-19 00:04:54,313 TRAIN Step: 600 Objs: 3.780735e+00 R1: 59.347052 R5: 81.340507 Duration: 119s BTime: 1.192s
2022-09-19 00:06:53,166 TRAIN Step: 700 Objs: 3.785861e+00 R1: 59.263273 R5: 81.262538 Duration: 118s BTime: 1.191s
2022-09-19 00:08:43,163 TRAIN Step: 800 Objs: 3.787209e+00 R1: 59.260763 R5: 81.230249 Duration: 109s BTime: 1.179s
2022-09-19 00:10:26,587 TRAIN Step: 900 Objs: 3.789150e+00 R1: 59.244177 R5: 81.204911 Duration: 103s BTime: 1.163s
2022-09-19 00:12:10,011 TRAIN Step: 1000 Objs: 3.790881e+00 R1: 59.210028 R5: 81.175660 Duration: 103s BTime: 1.150s
2022-09-19 00:13:51,436 TRAIN Step: 1100 Objs: 3.792135e+00 R1: 59.179244 R5: 81.151634 Duration: 101s BTime: 1.137s
2022-09-19 00:15:31,999 TRAIN Step: 1200 Objs: 3.793211e+00 R1: 59.155212 R5: 81.136244 Duration: 100s BTime: 1.126s
2022-09-19 00:16:14,975 Train_acc: 59.138348
2022-09-19 00:16:40,004 VALID Step: 000 Objs: 8.496906e-01 R1: 82.519531 R5: 94.335938 Duration: 0s
2022-09-19 00:17:08,939 Valid_acc_top1: 62.560000
2022-09-19 00:17:08,940 Valid_acc_top5: 85.004000
2022-09-19 00:17:08,940 Best acc top1: 62.560000
2022-09-19 00:17:08,940 Epoch time: 1481s.
2022-09-19 00:17:09,925 Epoch: 93 lr 3.102041e-01
2022-09-19 00:17:42,758 TRAIN Step: 000 Objs: 3.695837e+00 R1: 61.621094 R5: 82.519531 Duration: 0s BTime: 1.494s
2022-09-19 00:19:18,543 TRAIN Step: 100 Objs: 3.781779e+00 R1: 59.514233 R5: 81.426942 Duration: 95s BTime: 0.962s
2022-09-19 00:20:59,526 TRAIN Step: 200 Objs: 3.772691e+00 R1: 59.583431 R5: 81.514789 Duration: 100s BTime: 0.985s
2022-09-19 00:22:37,692 TRAIN Step: 300 Objs: 3.770392e+00 R1: 59.616383 R5: 81.554973 Duration: 98s BTime: 0.983s
2022-09-19 00:24:16,929 TRAIN Step: 400 Objs: 3.769691e+00 R1: 59.578593 R5: 81.541020 Duration: 99s BTime: 0.985s
2022-09-19 00:25:55,564 TRAIN Step: 500 Objs: 3.774131e+00 R1: 59.488835 R5: 81.461491 Duration: 98s BTime: 0.985s
2022-09-19 00:27:35,920 TRAIN Step: 600 Objs: 3.776414e+00 R1: 59.411885 R5: 81.429226 Duration: 100s BTime: 0.988s
2022-09-19 00:29:15,098 TRAIN Step: 700 Objs: 3.778169e+00 R1: 59.365109 R5: 81.395300 Duration: 99s BTime: 0.988s
2022-09-19 00:30:53,577 TRAIN Step: 800 Objs: 3.782348e+00 R1: 59.306726 R5: 81.338634 Duration: 98s BTime: 0.988s
2022-09-19 00:32:32,117 TRAIN Step: 900 Objs: 3.783777e+00 R1: 59.278319 R5: 81.313514 Duration: 98s BTime: 0.987s
2022-09-19 00:34:11,268 TRAIN Step: 1000 Objs: 3.785954e+00 R1: 59.250808 R5: 81.271365 Duration: 99s BTime: 0.988s
2022-09-19 00:35:51,367 TRAIN Step: 1100 Objs: 3.789024e+00 R1: 59.208958 R5: 81.225786 Duration: 100s BTime: 0.989s
2022-09-19 00:37:29,232 TRAIN Step: 1200 Objs: 3.791157e+00 R1: 59.171475 R5: 81.203489 Duration: 97s BTime: 0.988s
2022-09-19 00:38:13,590 Train_acc: 59.152008
2022-09-19 00:38:36,134 VALID Step: 000 Objs: 9.816449e-01 R1: 79.394531 R5: 92.675781 Duration: 0s
2022-09-19 00:39:07,696 Valid_acc_top1: 61.046000
2022-09-19 00:39:07,696 Valid_acc_top5: 84.066000
2022-09-19 00:39:07,696 Best acc top1: 62.560000
2022-09-19 00:39:07,696 Epoch time: 1317s.
2022-09-19 00:39:08,074 Epoch: 94 lr 3.081633e-01
2022-09-19 00:39:39,652 TRAIN Step: 000 Objs: 3.798696e+00 R1: 58.984375 R5: 81.152344 Duration: 0s BTime: 1.663s
2022-09-19 00:41:15,284 TRAIN Step: 100 Objs: 3.782084e+00 R1: 59.348894 R5: 81.472386 Duration: 95s BTime: 0.962s
2022-09-19 00:42:56,091 TRAIN Step: 200 Objs: 3.769165e+00 R1: 59.571284 R5: 81.594469 Duration: 100s BTime: 0.984s
2022-09-19 00:44:39,253 TRAIN Step: 300 Objs: 3.765488e+00 R1: 59.571286 R5: 81.582550 Duration: 103s BTime: 0.999s
2022-09-19 00:46:21,773 TRAIN Step: 400 Objs: 3.770957e+00 R1: 59.494087 R5: 81.489392 Duration: 102s BTime: 1.005s
2022-09-19 00:48:04,955 TRAIN Step: 500 Objs: 3.772696e+00 R1: 59.463105 R5: 81.456423 Duration: 103s BTime: 1.010s
2022-09-19 00:49:46,323 TRAIN Step: 600 Objs: 3.775099e+00 R1: 59.423909 R5: 81.415577 Duration: 101s BTime: 1.011s
2022-09-19 00:51:28,768 TRAIN Step: 700 Objs: 3.777772e+00 R1: 59.370403 R5: 81.393350 Duration: 102s BTime: 1.012s
2022-09-19 00:53:13,835 TRAIN Step: 800 Objs: 3.780146e+00 R1: 59.319040 R5: 81.356069 Duration: 105s BTime: 1.017s
2022-09-19 00:54:59,039 TRAIN Step: 900 Objs: 3.782467e+00 R1: 59.291651 R5: 81.307336 Duration: 105s BTime: 1.021s
2022-09-19 00:56:41,925 TRAIN Step: 1000 Objs: 3.785803e+00 R1: 59.236272 R5: 81.248146 Duration: 102s BTime: 1.021s
2022-09-19 00:58:27,484 TRAIN Step: 1100 Objs: 3.788287e+00 R1: 59.201064 R5: 81.212481 Duration: 105s BTime: 1.024s
2022-09-19 01:00:10,092 TRAIN Step: 1200 Objs: 3.789399e+00 R1: 59.193998 R5: 81.191943 Duration: 102s BTime: 1.024s
2022-09-19 01:00:53,482 Train_acc: 59.190878
2022-09-19 01:01:17,728 VALID Step: 000 Objs: 1.064077e+00 R1: 76.171875 R5: 90.527344 Duration: 0s
2022-09-19 01:01:46,480 Valid_acc_top1: 62.218000
2022-09-19 01:01:46,481 Valid_acc_top5: 84.820000
2022-09-19 01:01:46,481 Best acc top1: 62.560000
2022-09-19 01:01:46,481 Epoch time: 1358s.
2022-09-19 01:01:47,113 Epoch: 95 lr 3.061224e-01
2022-09-19 01:02:17,998 TRAIN Step: 000 Objs: 3.718374e+00 R1: 59.179688 R5: 81.347656 Duration: 0s BTime: 1.613s
2022-09-19 01:03:55,585 TRAIN Step: 100 Objs: 3.761570e+00 R1: 59.689240 R5: 81.618386 Duration: 97s BTime: 0.981s
2022-09-19 01:05:36,393 TRAIN Step: 200 Objs: 3.762755e+00 R1: 59.644648 R5: 81.528879 Duration: 100s BTime: 0.993s
2022-09-19 01:07:16,338 TRAIN Step: 300 Objs: 3.765103e+00 R1: 59.663102 R5: 81.517987 Duration: 99s BTime: 0.995s
2022-09-19 01:08:58,806 TRAIN Step: 400 Objs: 3.766025e+00 R1: 59.623402 R5: 81.503517 Duration: 102s BTime: 1.002s
2022-09-19 01:10:41,719 TRAIN Step: 500 Objs: 3.767749e+00 R1: 59.614950 R5: 81.456033 Duration: 102s BTime: 1.007s
2022-09-19 01:12:24,963 TRAIN Step: 600 Objs: 3.770412e+00 R1: 59.566575 R5: 81.414927 Duration: 103s BTime: 1.011s
2022-09-19 01:14:07,630 TRAIN Step: 700 Objs: 3.771777e+00 R1: 59.537993 R5: 81.399062 Duration: 102s BTime: 1.013s
2022-09-19 01:15:52,025 TRAIN Step: 800 Objs: 3.774307e+00 R1: 59.469486 R5: 81.363871 Duration: 104s BTime: 1.017s
2022-09-19 01:17:35,776 TRAIN Step: 900 Objs: 3.776724e+00 R1: 59.425183 R5: 81.343212 Duration: 103s BTime: 1.019s
2022-09-19 01:19:19,266 TRAIN Step: 1000 Objs: 3.778298e+00 R1: 59.391195 R5: 81.320535 Duration: 103s BTime: 1.020s
2022-09-19 01:21:01,967 TRAIN Step: 1100 Objs: 3.780015e+00 R1: 59.370210 R5: 81.297542 Duration: 102s BTime: 1.021s
2022-09-19 01:22:46,232 TRAIN Step: 1200 Objs: 3.781822e+00 R1: 59.316374 R5: 81.274150 Duration: 104s BTime: 1.022s
2022-09-19 01:23:26,651 Train_acc: 59.313111
2022-09-19 01:23:48,628 VALID Step: 000 Objs: 9.445925e-01 R1: 79.492188 R5: 93.945312 Duration: 0s
2022-09-19 01:24:19,641 Valid_acc_top1: 60.990000
2022-09-19 01:24:19,642 Valid_acc_top5: 84.174000
2022-09-19 01:24:19,642 Best acc top1: 62.560000
2022-09-19 01:24:19,642 Epoch time: 1352s.
2022-09-19 01:24:20,054 Epoch: 96 lr 3.040816e-01
2022-09-19 01:24:51,658 TRAIN Step: 000 Objs: 3.775402e+00 R1: 57.617188 R5: 80.664062 Duration: 0s BTime: 1.670s
2022-09-19 01:26:33,160 TRAIN Step: 100 Objs: 3.759132e+00 R1: 59.580948 R5: 81.499459 Duration: 101s BTime: 1.020s
2022-09-19 01:28:14,908 TRAIN Step: 200 Objs: 3.756554e+00 R1: 59.760281 R5: 81.612446 Duration: 101s BTime: 1.018s
2022-09-19 01:29:56,617 TRAIN Step: 300 Objs: 3.761955e+00 R1: 59.729937 R5: 81.557244 Duration: 101s BTime: 1.017s
2022-09-19 01:31:35,771 TRAIN Step: 400 Objs: 3.762202e+00 R1: 59.689156 R5: 81.539559 Duration: 99s BTime: 1.010s
2022-09-19 01:33:16,107 TRAIN Step: 500 Objs: 3.764344e+00 R1: 59.650231 R5: 81.506713 Duration: 100s BTime: 1.009s
2022-09-19 01:34:56,938 TRAIN Step: 600 Objs: 3.767678e+00 R1: 59.599236 R5: 81.473586 Duration: 100s BTime: 1.008s
2022-09-19 01:36:41,359 TRAIN Step: 700 Objs: 3.768918e+00 R1: 59.568362 R5: 81.456597 Duration: 104s BTime: 1.013s
2022-09-19 01:38:26,153 TRAIN Step: 800 Objs: 3.772008e+00 R1: 59.499966 R5: 81.411663 Duration: 104s BTime: 1.017s
2022-09-19 01:40:08,904 TRAIN Step: 900 Objs: 3.775431e+00 R1: 59.445234 R5: 81.357736 Duration: 102s BTime: 1.018s
2022-09-19 01:41:52,347 TRAIN Step: 1000 Objs: 3.778047e+00 R1: 59.403487 R5: 81.316730 Duration: 103s BTime: 1.020s
2022-09-19 01:43:37,723 TRAIN Step: 1100 Objs: 3.779140e+00 R1: 59.379790 R5: 81.303307 Duration: 105s BTime: 1.023s
2022-09-19 01:45:19,651 TRAIN Step: 1200 Objs: 3.780294e+00 R1: 59.343776 R5: 81.296999 Duration: 101s BTime: 1.022s
2022-09-19 01:46:03,466 Train_acc: 59.336371
2022-09-19 01:46:27,343 VALID Step: 000 Objs: 1.036700e+00 R1: 79.003906 R5: 92.578125 Duration: 0s
2022-09-19 01:46:57,997 Valid_acc_top1: 62.222000
2022-09-19 01:46:57,997 Valid_acc_top5: 84.514000
2022-09-19 01:46:57,997 Best acc top1: 62.560000
2022-09-19 01:46:57,997 Epoch time: 1357s.
2022-09-19 01:46:58,605 Epoch: 97 lr 3.020408e-01
2022-09-19 01:47:31,632 TRAIN Step: 000 Objs: 3.774399e+00 R1: 60.253906 R5: 81.445312 Duration: 0s BTime: 1.524s
2022-09-19 01:49:10,202 TRAIN Step: 100 Objs: 3.761976e+00 R1: 59.647664 R5: 81.544903 Duration: 98s BTime: 0.990s
2022-09-19 01:50:50,561 TRAIN Step: 200 Objs: 3.757284e+00 R1: 59.718497 R5: 81.561917 Duration: 100s BTime: 0.995s
2022-09-19 01:52:35,110 TRAIN Step: 300 Objs: 3.755667e+00 R1: 59.696844 R5: 81.629594 Duration: 104s BTime: 1.011s
2022-09-19 01:54:16,934 TRAIN Step: 400 Objs: 3.756180e+00 R1: 59.734209 R5: 81.648905 Duration: 101s BTime: 1.012s
2022-09-19 01:55:58,399 TRAIN Step: 500 Objs: 3.758720e+00 R1: 59.705589 R5: 81.617819 Duration: 101s BTime: 1.013s
2022-09-19 01:57:39,982 TRAIN Step: 600 Objs: 3.763223e+00 R1: 59.646358 R5: 81.540856 Duration: 101s BTime: 1.013s
2022-09-19 01:59:24,200 TRAIN Step: 700 Objs: 3.766134e+00 R1: 59.593577 R5: 81.487523 Duration: 104s BTime: 1.017s
2022-09-19 02:01:02,705 TRAIN Step: 800 Objs: 3.768609e+00 R1: 59.570678 R5: 81.439826 Duration: 98s BTime: 1.013s
2022-09-19 02:02:45,512 TRAIN Step: 900 Objs: 3.769609e+00 R1: 59.551887 R5: 81.434040 Duration: 102s BTime: 1.014s
2022-09-19 02:04:29,723 TRAIN Step: 1000 Objs: 3.771168e+00 R1: 59.516167 R5: 81.409411 Duration: 104s BTime: 1.017s
2022-09-19 02:06:12,213 TRAIN Step: 1100 Objs: 3.772827e+00 R1: 59.485784 R5: 81.386949 Duration: 102s BTime: 1.017s
2022-09-19 02:07:55,239 TRAIN Step: 1200 Objs: 3.773801e+00 R1: 59.461273 R5: 81.370830 Duration: 103s BTime: 1.018s
2022-09-19 02:08:37,822 Train_acc: 59.443226
2022-09-19 02:09:02,929 VALID Step: 000 Objs: 9.344394e-01 R1: 80.468750 R5: 94.628906 Duration: 0s
2022-09-19 02:09:31,004 Valid_acc_top1: 62.258000
2022-09-19 02:09:31,004 Valid_acc_top5: 84.844000
2022-09-19 02:09:31,005 Best acc top1: 62.560000
2022-09-19 02:09:31,005 Epoch time: 1352s.
2022-09-19 02:09:31,482 Epoch: 98 lr 3.000000e-01
2022-09-19 02:10:00,840 TRAIN Step: 000 Objs: 3.626174e+00 R1: 60.449219 R5: 83.496094 Duration: 0s BTime: 1.821s
2022-09-19 02:11:41,171 TRAIN Step: 100 Objs: 3.772572e+00 R1: 59.581915 R5: 81.416306 Duration: 100s BTime: 1.010s
2022-09-19 02:13:21,261 TRAIN Step: 200 Objs: 3.761779e+00 R1: 59.758337 R5: 81.488553 Duration: 100s BTime: 1.005s
2022-09-19 02:15:01,263 TRAIN Step: 300 Objs: 3.758829e+00 R1: 59.846410 R5: 81.552053 Duration: 100s BTime: 1.003s
2022-09-19 02:16:41,076 TRAIN Step: 400 Objs: 3.760243e+00 R1: 59.760024 R5: 81.553441 Duration: 99s BTime: 1.001s
2022-09-19 02:18:23,470 TRAIN Step: 500 Objs: 3.762780e+00 R1: 59.709877 R5: 81.537706 Duration: 102s BTime: 1.005s
2022-09-19 02:20:03,183 TRAIN Step: 600 Objs: 3.762705e+00 R1: 59.676906 R5: 81.538582 Duration: 99s BTime: 1.004s
2022-09-19 02:21:46,803 TRAIN Step: 700 Objs: 3.764272e+00 R1: 59.660167 R5: 81.517614 Duration: 103s BTime: 1.008s
2022-09-19 02:23:30,139 TRAIN Step: 800 Objs: 3.767013e+00 R1: 59.613959 R5: 81.479693 Duration: 103s BTime: 1.011s
2022-09-19 02:25:14,117 TRAIN Step: 900 Objs: 3.770805e+00 R1: 59.539314 R5: 81.424394 Duration: 103s BTime: 1.014s
2022-09-19 02:26:51,994 TRAIN Step: 1000 Objs: 3.773353e+00 R1: 59.482022 R5: 81.379948 Duration: 97s BTime: 1.010s
2022-09-19 02:28:31,934 TRAIN Step: 1100 Objs: 3.773333e+00 R1: 59.478156 R5: 81.387393 Duration: 99s BTime: 1.009s
2022-09-19 02:30:09,635 TRAIN Step: 1200 Objs: 3.774226e+00 R1: 59.454849 R5: 81.365708 Duration: 97s BTime: 1.006s
2022-09-19 02:30:52,133 Train_acc: 59.446739
2022-09-19 02:31:16,316 VALID Step: 000 Objs: 1.085847e+00 R1: 77.539062 R5: 91.796875 Duration: 0s
2022-09-19 02:31:47,740 Valid_acc_top1: 61.482000
2022-09-19 02:31:47,741 Valid_acc_top5: 84.276000
2022-09-19 02:31:47,741 Best acc top1: 62.560000
2022-09-19 02:31:47,741 Epoch time: 1336s.
2022-09-19 02:31:48,166 Epoch: 99 lr 2.979592e-01
2022-09-19 02:32:21,301 TRAIN Step: 000 Objs: 3.730422e+00 R1: 60.742188 R5: 82.714844 Duration: 0s BTime: 1.318s
2022-09-19 02:34:02,557 TRAIN Step: 100 Objs: 3.750409e+00 R1: 59.894222 R5: 81.728612 Duration: 101s BTime: 1.014s
2022-09-19 02:35:42,606 TRAIN Step: 200 Objs: 3.743765e+00 R1: 60.079971 R5: 81.701356 Duration: 100s BTime: 1.006s
2022-09-19 02:37:26,197 TRAIN Step: 300 Objs: 3.742850e+00 R1: 60.069300 R5: 81.714273 Duration: 103s BTime: 1.015s
2022-09-19 02:39:04,729 TRAIN Step: 400 Objs: 3.748285e+00 R1: 59.985291 R5: 81.662786 Duration: 98s BTime: 1.008s
2022-09-19 02:40:41,960 TRAIN Step: 500 Objs: 3.751714e+00 R1: 59.920394 R5: 81.615870 Duration: 97s BTime: 1.000s
2022-09-19 02:42:22,248 TRAIN Step: 600 Objs: 3.753639e+00 R1: 59.849632 R5: 81.572217 Duration: 100s BTime: 1.000s
2022-09-19 02:43:59,355 TRAIN Step: 700 Objs: 3.756324e+00 R1: 59.786521 R5: 81.542969 Duration: 97s BTime: 0.996s
2022-09-19 02:45:38,529 TRAIN Step: 800 Objs: 3.759177e+00 R1: 59.732829 R5: 81.499810 Duration: 99s BTime: 0.995s
2022-09-19 02:47:15,669 TRAIN Step: 900 Objs: 3.761510e+00 R1: 59.684769 R5: 81.477287 Duration: 97s BTime: 0.992s
2022-09-19 02:48:53,145 TRAIN Step: 1000 Objs: 3.764005e+00 R1: 59.640750 R5: 81.449312 Duration: 97s BTime: 0.990s
2022-09-19 02:50:34,181 TRAIN Step: 1100 Objs: 3.764595e+00 R1: 59.621402 R5: 81.439281 Duration: 101s BTime: 0.992s
2022-09-19 02:52:14,368 TRAIN Step: 1200 Objs: 3.765155e+00 R1: 59.608529 R5: 81.440271 Duration: 100s BTime: 0.993s
2022-09-19 02:52:57,093 Train_acc: 59.577401
2022-09-19 02:53:21,194 VALID Step: 000 Objs: 8.362160e-01 R1: 82.617188 R5: 94.824219 Duration: 0s
2022-09-19 02:53:49,885 Valid_acc_top1: 62.024000
2022-09-19 02:53:49,885 Valid_acc_top5: 84.732000
2022-09-19 02:53:49,885 Best acc top1: 62.560000
2022-09-19 02:53:49,885 Epoch time: 1321s.
2022-09-19 02:53:50,329 Epoch: 100 lr 2.959184e-01
2022-09-19 02:54:16,726 TRAIN Step: 000 Objs: 3.704370e+00 R1: 61.035156 R5: 82.714844 Duration: 0s BTime: 1.344s
2022-09-19 02:56:06,094 TRAIN Step: 100 Objs: 3.735216e+00 R1: 60.013150 R5: 81.989674 Duration: 109s BTime: 1.042s
2022-09-19 02:57:49,044 TRAIN Step: 200 Objs: 3.735047e+00 R1: 60.026042 R5: 81.946712 Duration: 102s BTime: 1.035s
2022-09-19 02:59:32,617 TRAIN Step: 300 Objs: 3.738370e+00 R1: 59.960289 R5: 81.818742 Duration: 103s BTime: 1.034s
2022-09-19 03:01:16,214 TRAIN Step: 400 Objs: 3.742720e+00 R1: 59.920268 R5: 81.750945 Duration: 103s BTime: 1.034s
2022-09-19 03:02:58,096 TRAIN Step: 500 Objs: 3.746202e+00 R1: 59.900901 R5: 81.695398 Duration: 101s BTime: 1.031s
2022-09-19 03:04:38,790 TRAIN Step: 600 Objs: 3.750894e+00 R1: 59.821359 R5: 81.615439 Duration: 100s BTime: 1.027s
2022-09-19 03:06:21,063 TRAIN Step: 700 Objs: 3.753443e+00 R1: 59.786521 R5: 81.595907 Duration: 102s BTime: 1.026s
2022-09-19 03:08:01,795 TRAIN Step: 800 Objs: 3.754590e+00 R1: 59.760139 R5: 81.584909 Duration: 100s BTime: 1.023s
2022-09-19 03:09:45,784 TRAIN Step: 900 Objs: 3.757104e+00 R1: 59.726389 R5: 81.553374 Duration: 103s BTime: 1.025s
2022-09-19 03:11:32,288 TRAIN Step: 1000 Objs: 3.759217e+00 R1: 59.676651 R5: 81.522969 Duration: 106s BTime: 1.029s
2022-09-19 03:13:16,284 TRAIN Step: 1100 Objs: 3.762270e+00 R1: 59.631869 R5: 81.475292 Duration: 103s BTime: 1.030s
2022-09-19 03:15:02,634 TRAIN Step: 1200 Objs: 3.763722e+00 R1: 59.612188 R5: 81.462632 Duration: 106s BTime: 1.032s
2022-09-19 03:15:44,101 Train_acc: 59.603705
2022-09-19 03:16:10,201 VALID Step: 000 Objs: 9.211029e-01 R1: 80.566406 R5: 93.847656 Duration: 0s
2022-09-19 03:16:38,093 Valid_acc_top1: 62.348000
2022-09-19 03:16:38,093 Valid_acc_top5: 85.316000
2022-09-19 03:16:38,093 Best acc top1: 62.560000
2022-09-19 03:16:38,093 Epoch time: 1367s.
2022-09-19 03:16:38,513 Epoch: 101 lr 2.938776e-01
2022-09-19 03:17:08,153 TRAIN Step: 000 Objs: 3.743164e+00 R1: 61.230469 R5: 82.031250 Duration: 0s BTime: 1.842s
2022-09-19 03:18:47,482 TRAIN Step: 100 Objs: 3.751378e+00 R1: 59.819771 R5: 81.694771 Duration: 99s BTime: 0.982s
2022-09-19 03:20:26,488 TRAIN Step: 200 Objs: 3.743508e+00 R1: 59.995919 R5: 81.709130 Duration: 99s BTime: 0.985s
2022-09-19 03:22:06,728 TRAIN Step: 300 Objs: 3.744288e+00 R1: 59.995653 R5: 81.688642 Duration: 100s BTime: 0.990s
2022-09-19 03:23:45,598 TRAIN Step: 400 Objs: 3.747902e+00 R1: 59.951196 R5: 81.666683 Duration: 98s BTime: 0.989s
2022-09-19 03:25:23,365 TRAIN Step: 500 Objs: 3.751263e+00 R1: 59.873807 R5: 81.627955 Duration: 97s BTime: 0.987s
2022-09-19 03:27:01,153 TRAIN Step: 600 Objs: 3.752552e+00 R1: 59.819409 R5: 81.618201 Duration: 97s BTime: 0.985s
2022-09-19 03:28:43,320 TRAIN Step: 700 Objs: 3.756488e+00 R1: 59.741664 R5: 81.561358 Duration: 102s BTime: 0.990s
2022-09-19 03:30:25,438 TRAIN Step: 800 Objs: 3.758323e+00 R1: 59.715273 R5: 81.518707 Duration: 102s BTime: 0.993s
2022-09-19 03:32:03,788 TRAIN Step: 900 Objs: 3.760941e+00 R1: 59.661466 R5: 81.482489 Duration: 98s BTime: 0.992s
2022-09-19 03:33:42,160 TRAIN Step: 1000 Objs: 3.761344e+00 R1: 59.674115 R5: 81.473507 Duration: 98s BTime: 0.991s
2022-09-19 03:35:22,419 TRAIN Step: 1100 Objs: 3.762335e+00 R1: 59.653422 R5: 81.459238 Duration: 100s BTime: 0.992s
2022-09-19 03:37:01,911 TRAIN Step: 1200 Objs: 3.762990e+00 R1: 59.643819 R5: 81.456859 Duration: 99s BTime: 0.992s
2022-09-19 03:37:43,518 Train_acc: 59.622828
2022-09-19 03:38:04,809 VALID Step: 000 Objs: 9.751515e-01 R1: 78.613281 R5: 93.554688 Duration: 0s
2022-09-19 03:38:35,846 Valid_acc_top1: 62.754000
2022-09-19 03:38:35,846 Valid_acc_top5: 85.148000
2022-09-19 03:38:35,846 Best acc top1: 62.754000
2022-09-19 03:38:35,846 Epoch time: 1317s.
2022-09-19 03:38:36,646 Epoch: 102 lr 2.918367e-01
2022-09-19 03:39:06,525 TRAIN Step: 000 Objs: 3.582575e+00 R1: 61.230469 R5: 84.082031 Duration: 0s BTime: 1.584s
2022-09-19 03:40:43,388 TRAIN Step: 100 Objs: 3.753746e+00 R1: 59.841043 R5: 81.712175 Duration: 96s BTime: 0.958s
2022-09-19 03:42:16,033 TRAIN Step: 200 Objs: 3.741120e+00 R1: 60.007579 R5: 81.853914 Duration: 92s BTime: 0.942s
2022-09-19 03:43:51,639 TRAIN Step: 300 Objs: 3.742088e+00 R1: 59.941147 R5: 81.868381 Duration: 95s BTime: 0.946s
2022-09-19 03:45:32,124 TRAIN Step: 400 Objs: 3.746933e+00 R1: 59.863525 R5: 81.788205 Duration: 100s BTime: 0.960s
2022-09-19 03:47:15,393 TRAIN Step: 500 Objs: 3.747486e+00 R1: 59.857628 R5: 81.762257 Duration: 103s BTime: 0.974s
2022-09-19 03:48:54,663 TRAIN Step: 600 Objs: 3.748756e+00 R1: 59.830296 R5: 81.750143 Duration: 99s BTime: 0.977s
2022-09-19 03:50:35,612 TRAIN Step: 700 Objs: 3.751170e+00 R1: 59.796552 R5: 81.698857 Duration: 100s BTime: 0.981s
2022-09-19 03:52:16,664 TRAIN Step: 800 Objs: 3.751513e+00 R1: 59.798421 R5: 81.678663 Duration: 101s BTime: 0.985s
2022-09-19 03:53:53,887 TRAIN Step: 900 Objs: 3.754800e+00 R1: 59.732025 R5: 81.629353 Duration: 97s BTime: 0.983s
2022-09-19 03:55:34,429 TRAIN Step: 1000 Objs: 3.755215e+00 R1: 59.728650 R5: 81.618382 Duration: 100s BTime: 0.985s
2022-09-19 03:57:12,222 TRAIN Step: 1100 Objs: 3.756991e+00 R1: 59.695997 R5: 81.597695 Duration: 97s BTime: 0.985s
2022-09-19 03:58:49,625 TRAIN Step: 1200 Objs: 3.758193e+00 R1: 59.678133 R5: 81.580779 Duration: 97s BTime: 0.984s
2022-09-19 03:59:31,532 Train_acc: 59.662245
2022-09-19 03:59:54,242 VALID Step: 000 Objs: 1.057887e+00 R1: 76.367188 R5: 91.796875 Duration: 0s
2022-09-19 04:00:25,005 Valid_acc_top1: 62.044000
2022-09-19 04:00:25,006 Valid_acc_top5: 84.556000
2022-09-19 04:00:25,006 Best acc top1: 62.754000
2022-09-19 04:00:25,006 Epoch time: 1308s.
2022-09-19 04:00:25,422 Epoch: 103 lr 2.897959e-01
2022-09-19 04:00:57,388 TRAIN Step: 000 Objs: 3.714466e+00 R1: 60.546875 R5: 82.812500 Duration: 0s BTime: 1.252s
2022-09-19 04:02:39,193 TRAIN Step: 100 Objs: 3.735096e+00 R1: 60.017017 R5: 81.959700 Duration: 101s BTime: 1.018s
2022-09-19 04:04:23,250 TRAIN Step: 200 Objs: 3.734889e+00 R1: 60.113981 R5: 81.908329 Duration: 104s BTime: 1.028s
2022-09-19 04:06:04,929 TRAIN Step: 300 Objs: 3.735867e+00 R1: 60.088442 R5: 81.875195 Duration: 101s BTime: 1.024s
2022-09-19 04:07:49,077 TRAIN Step: 400 Objs: 3.739057e+00 R1: 60.024256 R5: 81.829606 Duration: 104s BTime: 1.028s
2022-09-19 04:09:34,923 TRAIN Step: 500 Objs: 3.740704e+00 R1: 59.965226 R5: 81.790131 Duration: 105s BTime: 1.034s
2022-09-19 04:11:17,211 TRAIN Step: 600 Objs: 3.741220e+00 R1: 59.947451 R5: 81.776791 Duration: 102s BTime: 1.032s
2022-09-19 04:12:57,362 TRAIN Step: 700 Objs: 3.742806e+00 R1: 59.929593 R5: 81.755416 Duration: 100s BTime: 1.027s
2022-09-19 04:14:37,997 TRAIN Step: 800 Objs: 3.744520e+00 R1: 59.899979 R5: 81.730113 Duration: 100s BTime: 1.024s
2022-09-19 04:16:16,551 TRAIN Step: 900 Objs: 3.746794e+00 R1: 59.850383 R5: 81.686039 Duration: 98s BTime: 1.020s
2022-09-19 04:17:59,653 TRAIN Step: 1000 Objs: 3.749129e+00 R1: 59.817819 R5: 81.667551 Duration: 103s BTime: 1.021s
2022-09-19 04:19:39,112 TRAIN Step: 1100 Objs: 3.751240e+00 R1: 59.782034 R5: 81.625103 Duration: 99s BTime: 1.018s
2022-09-19 04:21:19,953 TRAIN Step: 1200 Objs: 3.753372e+00 R1: 59.754567 R5: 81.598993 Duration: 100s BTime: 1.017s
2022-09-19 04:22:02,833 Train_acc: 59.754427
2022-09-19 04:22:30,280 VALID Step: 000 Objs: 9.289977e-01 R1: 80.664062 R5: 92.968750 Duration: 0s
2022-09-19 04:22:57,058 Valid_acc_top1: 62.180000
2022-09-19 04:22:57,058 Valid_acc_top5: 84.902000
2022-09-19 04:22:57,058 Best acc top1: 62.754000
2022-09-19 04:22:57,058 Epoch time: 1351s.
2022-09-19 04:22:57,461 Epoch: 104 lr 2.877551e-01
2022-09-19 04:23:26,023 TRAIN Step: 000 Objs: 3.753649e+00 R1: 59.570312 R5: 81.250000 Duration: 0s BTime: 1.234s
2022-09-19 04:25:06,005 TRAIN Step: 100 Objs: 3.735021e+00 R1: 60.098236 R5: 81.846573 Duration: 99s BTime: 0.980s
2022-09-19 04:26:46,460 TRAIN Step: 200 Objs: 3.731108e+00 R1: 60.214066 R5: 81.916589 Duration: 100s BTime: 0.991s
2022-09-19 04:28:29,097 TRAIN Step: 300 Objs: 3.727822e+00 R1: 60.254231 R5: 81.946571 Duration: 102s BTime: 1.002s
2022-09-19 04:30:07,818 TRAIN Step: 400 Objs: 3.731754e+00 R1: 60.159659 R5: 81.883670 Duration: 98s BTime: 0.998s
2022-09-19 04:31:48,334 TRAIN Step: 500 Objs: 3.734633e+00 R1: 60.149818 R5: 81.856989 Duration: 100s BTime: 0.999s
2022-09-19 04:33:33,900 TRAIN Step: 600 Objs: 3.737244e+00 R1: 60.072730 R5: 81.827163 Duration: 105s BTime: 1.008s
2022-09-19 04:35:15,558 TRAIN Step: 700 Objs: 3.740267e+00 R1: 60.018333 R5: 81.779935 Duration: 101s BTime: 1.009s
2022-09-19 04:36:58,256 TRAIN Step: 800 Objs: 3.741870e+00 R1: 59.984102 R5: 81.754984 Duration: 102s BTime: 1.011s
2022-09-19 04:38:39,631 TRAIN Step: 900 Objs: 3.745036e+00 R1: 59.938610 R5: 81.714653 Duration: 101s BTime: 1.011s
2022-09-19 04:40:20,189 TRAIN Step: 1000 Objs: 3.746306e+00 R1: 59.910012 R5: 81.690282 Duration: 100s BTime: 1.011s
2022-09-19 04:42:01,353 TRAIN Step: 1100 Objs: 3.748071e+00 R1: 59.882795 R5: 81.659252 Duration: 101s BTime: 1.011s
2022-09-19 04:43:40,591 TRAIN Step: 1200 Objs: 3.749605e+00 R1: 59.845474 R5: 81.642820 Duration: 99s BTime: 1.009s
2022-09-19 04:44:21,171 Train_acc: 59.841223
2022-09-19 04:44:44,719 VALID Step: 000 Objs: 9.429902e-01 R1: 79.589844 R5: 93.261719 Duration: 0s
2022-09-19 04:45:15,274 Valid_acc_top1: 62.042000
2022-09-19 04:45:15,274 Valid_acc_top5: 84.574000
2022-09-19 04:45:15,274 Best acc top1: 62.754000
2022-09-19 04:45:15,274 Epoch time: 1337s.
2022-09-19 04:45:15,774 Epoch: 105 lr 2.857143e-01
2022-09-19 04:45:46,072 TRAIN Step: 000 Objs: 3.717359e+00 R1: 61.230469 R5: 82.812500 Duration: 0s BTime: 1.634s
2022-09-19 04:47:24,503 TRAIN Step: 100 Objs: 3.752303e+00 R1: 59.938699 R5: 81.625155 Duration: 98s BTime: 0.989s
2022-09-19 04:49:00,446 TRAIN Step: 200 Objs: 3.734675e+00 R1: 60.122726 R5: 81.807758 Duration: 95s BTime: 0.974s
2022-09-19 04:50:42,413 TRAIN Step: 300 Objs: 3.733409e+00 R1: 60.127050 R5: 81.849888 Duration: 101s BTime: 0.988s
2022-09-19 04:52:25,293 TRAIN Step: 400 Objs: 3.734342e+00 R1: 60.090253 R5: 81.852254 Duration: 102s BTime: 0.998s
2022-09-19 04:54:08,330 TRAIN Step: 500 Objs: 3.733729e+00 R1: 60.092510 R5: 81.841590 Duration: 103s BTime: 1.004s
2022-09-19 04:55:50,177 TRAIN Step: 600 Objs: 3.735394e+00 R1: 60.074518 R5: 81.810427 Duration: 101s BTime: 1.006s
2022-09-19 04:57:32,266 TRAIN Step: 700 Objs: 3.739088e+00 R1: 60.023348 R5: 81.797488 Duration: 102s BTime: 1.008s
2022-09-19 04:59:14,177 TRAIN Step: 800 Objs: 3.742148e+00 R1: 59.949355 R5: 81.756691 Duration: 101s BTime: 1.009s
2022-09-19 05:00:53,757 TRAIN Step: 900 Objs: 3.743227e+00 R1: 59.935575 R5: 81.735572 Duration: 99s BTime: 1.008s
2022-09-19 05:02:37,561 TRAIN Step: 1000 Objs: 3.744606e+00 R1: 59.913524 R5: 81.716038 Duration: 103s BTime: 1.011s
2022-09-19 05:04:19,560 TRAIN Step: 1100 Objs: 3.745582e+00 R1: 59.886964 R5: 81.698456 Duration: 101s BTime: 1.011s
2022-09-19 05:05:58,222 TRAIN Step: 1200 Objs: 3.746257e+00 R1: 59.878405 R5: 81.695674 Duration: 98s BTime: 1.009s
2022-09-19 05:06:41,155 Train_acc: 59.861673
2022-09-19 05:07:06,294 VALID Step: 000 Objs: 1.065244e+00 R1: 77.148438 R5: 92.187500 Duration: 0s
2022-09-19 05:07:34,827 Valid_acc_top1: 62.060000
2022-09-19 05:07:34,828 Valid_acc_top5: 84.882000
2022-09-19 05:07:34,828 Best acc top1: 62.754000
2022-09-19 05:07:34,828 Epoch time: 1339s.
2022-09-19 05:07:35,268 Epoch: 106 lr 2.836735e-01
2022-09-19 05:08:07,238 TRAIN Step: 000 Objs: 3.619945e+00 R1: 62.207031 R5: 83.593750 Duration: 0s BTime: 1.534s
2022-09-19 05:09:44,921 TRAIN Step: 100 Objs: 3.735593e+00 R1: 60.267443 R5: 81.901686 Duration: 97s BTime: 0.981s
2022-09-19 05:11:22,855 TRAIN Step: 200 Objs: 3.726468e+00 R1: 60.338930 R5: 81.957886 Duration: 97s BTime: 0.979s
2022-09-19 05:13:05,679 TRAIN Step: 300 Objs: 3.731837e+00 R1: 60.226653 R5: 81.868706 Duration: 102s BTime: 0.995s
2022-09-19 05:14:45,721 TRAIN Step: 400 Objs: 3.733453e+00 R1: 60.182551 R5: 81.852985 Duration: 100s BTime: 0.996s
2022-09-19 05:16:26,121 TRAIN Step: 500 Objs: 3.733713e+00 R1: 60.130715 R5: 81.848997 Duration: 100s BTime: 0.997s
2022-09-19 05:18:05,572 TRAIN Step: 600 Objs: 3.736059e+00 R1: 60.088492 R5: 81.834638 Duration: 99s BTime: 0.997s
2022-09-19 05:19:43,355 TRAIN Step: 700 Objs: 3.736543e+00 R1: 60.077401 R5: 81.819360 Duration: 97s BTime: 0.994s
2022-09-19 05:21:24,445 TRAIN Step: 800 Objs: 3.735868e+00 R1: 60.103703 R5: 81.829842 Duration: 101s BTime: 0.996s
2022-09-19 05:23:05,264 TRAIN Step: 900 Objs: 3.738561e+00 R1: 60.054583 R5: 81.790957 Duration: 100s BTime: 0.997s
2022-09-19 05:24:44,781 TRAIN Step: 1000 Objs: 3.739383e+00 R1: 60.038399 R5: 81.782963 Duration: 99s BTime: 0.996s
2022-09-19 05:26:25,926 TRAIN Step: 1100 Objs: 3.739858e+00 R1: 60.028969 R5: 81.777840 Duration: 101s BTime: 0.998s
2022-09-19 05:28:06,426 TRAIN Step: 1200 Objs: 3.740981e+00 R1: 60.011920 R5: 81.758040 Duration: 100s BTime: 0.998s
2022-09-19 05:28:48,256 Train_acc: 59.995223
2022-09-19 05:29:13,181 VALID Step: 000 Objs: 9.773722e-01 R1: 79.199219 R5: 93.164062 Duration: 0s
2022-09-19 05:29:43,020 Valid_acc_top1: 62.032000
2022-09-19 05:29:43,020 Valid_acc_top5: 84.524000
2022-09-19 05:29:43,020 Best acc top1: 62.754000
2022-09-19 05:29:43,020 Epoch time: 1327s.
2022-09-19 05:29:43,367 Epoch: 107 lr 2.816327e-01
2022-09-19 05:30:11,272 TRAIN Step: 000 Objs: 3.641557e+00 R1: 62.500000 R5: 83.691406 Duration: 0s BTime: 1.534s
2022-09-19 05:31:55,217 TRAIN Step: 100 Objs: 3.714355e+00 R1: 60.339960 R5: 82.187887 Duration: 103s BTime: 1.025s
2022-09-19 05:33:34,664 TRAIN Step: 200 Objs: 3.712371e+00 R1: 60.456507 R5: 82.138137 Duration: 99s BTime: 1.009s
2022-09-19 05:35:14,180 TRAIN Step: 300 Objs: 3.712814e+00 R1: 60.481014 R5: 82.140262 Duration: 99s BTime: 1.004s
2022-09-19 05:36:55,958 TRAIN Step: 400 Objs: 3.718780e+00 R1: 60.397346 R5: 82.053655 Duration: 101s BTime: 1.007s
2022-09-19 05:38:38,157 TRAIN Step: 500 Objs: 3.720380e+00 R1: 60.366377 R5: 82.015656 Duration: 102s BTime: 1.010s
2022-09-19 05:40:17,698 TRAIN Step: 600 Objs: 3.725426e+00 R1: 60.250819 R5: 81.967879 Duration: 99s BTime: 1.007s
2022-09-19 05:41:57,819 TRAIN Step: 700 Objs: 3.727397e+00 R1: 60.197486 R5: 81.948221 Duration: 100s BTime: 1.006s
2022-09-19 05:43:35,379 TRAIN Step: 800 Objs: 3.730167e+00 R1: 60.150032 R5: 81.917379 Duration: 97s BTime: 1.002s
2022-09-19 05:45:14,284 TRAIN Step: 900 Objs: 3.731338e+00 R1: 60.139884 R5: 81.888722 Duration: 98s BTime: 1.000s
2022-09-19 05:46:53,543 TRAIN Step: 1000 Objs: 3.732453e+00 R1: 60.116544 R5: 81.875546 Duration: 99s BTime: 1.000s
2022-09-19 05:48:33,129 TRAIN Step: 1100 Objs: 3.734443e+00 R1: 60.079349 R5: 81.848266 Duration: 99s BTime: 0.999s
2022-09-19 05:50:14,822 TRAIN Step: 1200 Objs: 3.736413e+00 R1: 60.046641 R5: 81.825773 Duration: 101s BTime: 1.000s
2022-09-19 05:50:59,768 Train_acc: 60.024259
2022-09-19 05:51:23,967 VALID Step: 000 Objs: 8.645313e-01 R1: 81.933594 R5: 95.019531 Duration: 0s
2022-09-19 05:51:54,482 Valid_acc_top1: 62.372000
2022-09-19 05:51:54,482 Valid_acc_top5: 84.744000
2022-09-19 05:51:54,482 Best acc top1: 62.754000
2022-09-19 05:51:54,482 Epoch time: 1331s.
2022-09-19 05:51:54,793 Epoch: 108 lr 2.795918e-01
2022-09-19 05:52:27,305 TRAIN Step: 000 Objs: 3.618398e+00 R1: 62.695312 R5: 82.421875 Duration: 0s BTime: 1.594s
2022-09-19 05:54:06,673 TRAIN Step: 100 Objs: 3.715099e+00 R1: 60.496597 R5: 82.163714 Duration: 99s BTime: 0.998s
2022-09-19 05:55:41,321 TRAIN Step: 200 Objs: 3.711842e+00 R1: 60.518210 R5: 82.192067 Duration: 94s BTime: 0.972s
2022-09-19 05:57:17,273 TRAIN Step: 300 Objs: 3.709902e+00 R1: 60.502751 R5: 82.191847 Duration: 95s BTime: 0.967s
2022-09-19 05:58:57,485 TRAIN Step: 400 Objs: 3.713161e+00 R1: 60.454333 R5: 82.122087 Duration: 100s BTime: 0.976s
2022-09-19 06:00:35,992 TRAIN Step: 500 Objs: 3.717055e+00 R1: 60.370470 R5: 82.066726 Duration: 98s BTime: 0.977s
2022-09-19 06:02:18,995 TRAIN Step: 600 Objs: 3.720950e+00 R1: 60.289329 R5: 82.035312 Duration: 103s BTime: 0.986s
2022-09-19 06:03:56,986 TRAIN Step: 700 Objs: 3.724812e+00 R1: 60.218522 R5: 81.981238 Duration: 97s BTime: 0.985s
2022-09-19 06:05:36,956 TRAIN Step: 800 Objs: 3.726132e+00 R1: 60.210382 R5: 81.953832 Duration: 99s BTime: 0.986s
2022-09-19 06:07:15,865 TRAIN Step: 900 Objs: 3.727844e+00 R1: 60.181287 R5: 81.926982 Duration: 98s BTime: 0.986s
2022-09-19 06:08:53,350 TRAIN Step: 1000 Objs: 3.728808e+00 R1: 60.180054 R5: 81.919253 Duration: 97s BTime: 0.985s
2022-09-19 06:10:30,262 TRAIN Step: 1100 Objs: 3.732066e+00 R1: 60.132834 R5: 81.863434 Duration: 96s BTime: 0.983s
2022-09-19 06:12:07,281 TRAIN Step: 1200 Objs: 3.733158e+00 R1: 60.106731 R5: 81.845126 Duration: 97s BTime: 0.982s
2022-09-19 06:12:47,999 Train_acc: 60.093883
2022-09-19 06:13:11,522 VALID Step: 000 Objs: 9.753549e-01 R1: 78.808594 R5: 92.578125 Duration: 0s
2022-09-19 06:13:43,499 Valid_acc_top1: 62.350000
2022-09-19 06:13:43,499 Valid_acc_top5: 84.662000
2022-09-19 06:13:43,499 Best acc top1: 62.754000
2022-09-19 06:13:43,499 Epoch time: 1308s.
2022-09-19 06:13:44,033 Epoch: 109 lr 2.775510e-01
2022-09-19 06:14:15,970 TRAIN Step: 000 Objs: 3.653033e+00 R1: 60.546875 R5: 82.910156 Duration: 0s BTime: 1.136s
2022-09-19 06:15:57,046 TRAIN Step: 100 Objs: 3.715700e+00 R1: 60.558478 R5: 82.188854 Duration: 101s BTime: 1.010s
2022-09-19 06:17:37,980 TRAIN Step: 200 Objs: 3.711032e+00 R1: 60.522097 R5: 82.178949 Duration: 100s BTime: 1.009s
2022-09-19 06:19:21,458 TRAIN Step: 300 Objs: 3.708422e+00 R1: 60.540386 R5: 82.216180 Duration: 103s BTime: 1.017s
2022-09-19 06:21:04,927 TRAIN Step: 400 Objs: 3.711560e+00 R1: 60.483557 R5: 82.163001 Duration: 103s BTime: 1.021s
2022-09-19 06:22:42,634 TRAIN Step: 500 Objs: 3.712650e+00 R1: 60.482745 R5: 82.146644 Duration: 97s BTime: 1.011s
2022-09-19 06:24:19,713 TRAIN Step: 600 Objs: 3.714015e+00 R1: 60.469042 R5: 82.122407 Duration: 97s BTime: 1.004s
2022-09-19 06:25:58,600 TRAIN Step: 700 Objs: 3.715724e+00 R1: 60.431248 R5: 82.082655 Duration: 98s BTime: 1.002s
2022-09-19 06:27:35,553 TRAIN Step: 800 Objs: 3.717816e+00 R1: 60.354489 R5: 82.070386 Duration: 96s BTime: 0.998s
2022-09-19 06:29:16,072 TRAIN Step: 900 Objs: 3.721375e+00 R1: 60.291083 R5: 82.019869 Duration: 100s BTime: 0.998s
2022-09-19 06:30:56,119 TRAIN Step: 1000 Objs: 3.722867e+00 R1: 60.268345 R5: 81.994763 Duration: 100s BTime: 0.998s
2022-09-19 06:32:37,782 TRAIN Step: 1100 Objs: 3.724603e+00 R1: 60.251511 R5: 81.970403 Duration: 101s BTime: 1.000s
2022-09-19 06:34:17,977 TRAIN Step: 1200 Objs: 3.726956e+00 R1: 60.211299 R5: 81.935383 Duration: 100s BTime: 1.000s
2022-09-19 06:35:03,902 Train_acc: 60.200349
2022-09-19 06:35:22,206 VALID Step: 000 Objs: 8.833895e-01 R1: 82.519531 R5: 93.945312 Duration: 0s
2022-09-19 06:35:57,107 Valid_acc_top1: 63.434000
2022-09-19 06:35:57,107 Valid_acc_top5: 85.432000
2022-09-19 06:35:57,107 Best acc top1: 63.434000
2022-09-19 06:35:57,107 Epoch time: 1333s.
2022-09-19 06:35:57,910 Epoch: 110 lr 2.755102e-01
2022-09-19 06:36:28,554 TRAIN Step: 000 Objs: 3.670377e+00 R1: 61.718750 R5: 81.640625 Duration: 0s BTime: 1.423s
2022-09-19 06:38:07,850 TRAIN Step: 100 Objs: 3.707621e+00 R1: 60.500464 R5: 82.290377 Duration: 99s BTime: 0.995s
2022-09-19 06:39:51,679 TRAIN Step: 200 Objs: 3.701599e+00 R1: 60.672225 R5: 82.314502 Duration: 103s BTime: 1.016s
2022-09-19 06:41:31,948 TRAIN Step: 300 Objs: 3.703364e+00 R1: 60.625065 R5: 82.283339 Duration: 100s BTime: 1.011s
2022-09-19 06:43:13,026 TRAIN Step: 400 Objs: 3.702462e+00 R1: 60.690802 R5: 82.275756 Duration: 101s BTime: 1.010s
2022-09-19 06:44:52,658 TRAIN Step: 500 Objs: 3.706061e+00 R1: 60.614318 R5: 82.193231 Duration: 99s BTime: 1.007s
2022-09-19 06:46:31,711 TRAIN Step: 600 Objs: 3.708656e+00 R1: 60.586847 R5: 82.160754 Duration: 99s BTime: 1.004s
2022-09-19 06:48:08,038 TRAIN Step: 700 Objs: 3.713671e+00 R1: 60.492266 R5: 82.102159 Duration: 96s BTime: 0.998s
2022-09-19 06:49:48,530 TRAIN Step: 800 Objs: 3.716528e+00 R1: 60.451048 R5: 82.063436 Duration: 100s BTime: 0.999s
2022-09-19 06:51:29,313 TRAIN Step: 900 Objs: 3.718283e+00 R1: 60.410742 R5: 82.039379 Duration: 100s BTime: 1.000s
2022-09-19 06:53:13,108 TRAIN Step: 1000 Objs: 3.719862e+00 R1: 60.381220 R5: 82.025104 Duration: 103s BTime: 1.003s
2022-09-19 06:54:55,156 TRAIN Step: 1100 Objs: 3.722656e+00 R1: 60.318035 R5: 81.990804 Duration: 102s BTime: 1.005s
2022-09-19 06:56:33,440 TRAIN Step: 1200 Objs: 3.723992e+00 R1: 60.293261 R5: 81.973518 Duration: 98s BTime: 1.003s
2022-09-19 06:57:17,727 Train_acc: 60.297057
2022-09-19 06:57:41,101 VALID Step: 000 Objs: 8.662711e-01 R1: 81.347656 R5: 95.019531 Duration: 0s
2022-09-19 06:58:11,433 Valid_acc_top1: 63.488000
2022-09-19 06:58:11,434 Valid_acc_top5: 85.888000
2022-09-19 06:58:11,434 Best acc top1: 63.488000
2022-09-19 06:58:11,434 Epoch time: 1333s.
2022-09-19 06:58:12,230 Epoch: 111 lr 2.734694e-01
2022-09-19 06:58:39,353 TRAIN Step: 000 Objs: 3.694609e+00 R1: 61.523438 R5: 83.105469 Duration: 0s BTime: 1.509s
2022-09-19 07:00:26,696 TRAIN Step: 100 Objs: 3.707873e+00 R1: 60.665803 R5: 82.082495 Duration: 107s BTime: 1.055s
2022-09-19 07:02:09,612 TRAIN Step: 200 Objs: 3.703547e+00 R1: 60.726154 R5: 82.258629 Duration: 102s BTime: 1.041s
2022-09-19 07:03:52,387 TRAIN Step: 300 Objs: 3.703283e+00 R1: 60.710392 R5: 82.287882 Duration: 102s BTime: 1.036s
2022-09-19 07:05:35,060 TRAIN Step: 400 Objs: 3.705584e+00 R1: 60.681061 R5: 82.233138 Duration: 102s BTime: 1.033s
2022-09-19 07:07:16,686 TRAIN Step: 500 Objs: 3.706956e+00 R1: 60.647260 R5: 82.195375 Duration: 101s BTime: 1.030s
2022-09-19 07:09:02,766 TRAIN Step: 600 Objs: 3.709499e+00 R1: 60.587335 R5: 82.175703 Duration: 106s BTime: 1.035s
2022-09-19 07:10:48,122 TRAIN Step: 700 Objs: 3.713018e+00 R1: 60.527511 R5: 82.128070 Duration: 105s BTime: 1.037s
2022-09-19 07:12:33,883 TRAIN Step: 800 Objs: 3.714598e+00 R1: 60.487745 R5: 82.107327 Duration: 105s BTime: 1.039s
2022-09-19 07:14:17,183 TRAIN Step: 900 Objs: 3.717332e+00 R1: 60.446509 R5: 82.058021 Duration: 103s BTime: 1.038s
2022-09-19 07:15:59,134 TRAIN Step: 1000 Objs: 3.718808e+00 R1: 60.410683 R5: 82.038177 Duration: 101s BTime: 1.036s
2022-09-19 07:17:43,063 TRAIN Step: 1100 Objs: 3.719398e+00 R1: 60.381454 R5: 82.024065 Duration: 103s BTime: 1.036s
2022-09-19 07:19:23,861 TRAIN Step: 1200 Objs: 3.720863e+00 R1: 60.328145 R5: 82.000758 Duration: 100s BTime: 1.034s
2022-09-19 07:20:05,389 Train_acc: 60.312746
2022-09-19 07:20:28,475 VALID Step: 000 Objs: 1.086481e+00 R1: 76.367188 R5: 92.480469 Duration: 0s
2022-09-19 07:20:59,238 Valid_acc_top1: 61.122000
2022-09-19 07:20:59,238 Valid_acc_top5: 84.012000
2022-09-19 07:20:59,238 Best acc top1: 63.488000
2022-09-19 07:20:59,238 Epoch time: 1367s.
2022-09-19 07:20:59,666 Epoch: 112 lr 2.714286e-01
2022-09-19 07:21:28,942 TRAIN Step: 000 Objs: 3.640360e+00 R1: 61.523438 R5: 82.617188 Duration: 0s BTime: 1.853s
2022-09-19 07:23:10,853 TRAIN Step: 100 Objs: 3.713330e+00 R1: 60.319655 R5: 82.257503 Duration: 101s BTime: 1.017s
2022-09-19 07:24:52,570 TRAIN Step: 200 Objs: 3.701408e+00 R1: 60.552219 R5: 82.357743 Duration: 101s BTime: 1.016s
2022-09-19 07:26:34,417 TRAIN Step: 300 Objs: 3.704452e+00 R1: 60.598136 R5: 82.304428 Duration: 101s BTime: 1.016s
2022-09-19 07:28:21,714 TRAIN Step: 400 Objs: 3.702642e+00 R1: 60.651837 R5: 82.295969 Duration: 107s BTime: 1.030s
2022-09-19 07:30:07,614 TRAIN Step: 500 Objs: 3.706101e+00 R1: 60.576113 R5: 82.245665 Duration: 105s BTime: 1.036s
2022-09-19 07:31:53,930 TRAIN Step: 600 Objs: 3.708137e+00 R1: 60.574173 R5: 82.231600 Duration: 106s BTime: 1.040s
2022-09-19 07:33:38,128 TRAIN Step: 700 Objs: 3.710793e+00 R1: 60.533362 R5: 82.179336 Duration: 104s BTime: 1.040s
2022-09-19 07:35:22,420 TRAIN Step: 800 Objs: 3.712347e+00 R1: 60.507008 R5: 82.151095 Duration: 104s BTime: 1.040s
2022-09-19 07:37:03,896 TRAIN Step: 900 Objs: 3.713672e+00 R1: 60.470029 R5: 82.135084 Duration: 101s BTime: 1.037s
2022-09-19 07:38:46,712 TRAIN Step: 1000 Objs: 3.714985e+00 R1: 60.441999 R5: 82.109395 Duration: 102s BTime: 1.036s
2022-09-19 07:40:25,159 TRAIN Step: 1100 Objs: 3.715477e+00 R1: 60.439905 R5: 82.098572 Duration: 98s BTime: 1.031s
2022-09-19 07:42:06,264 TRAIN Step: 1200 Objs: 3.717246e+00 R1: 60.416369 R5: 82.068654 Duration: 101s BTime: 1.029s
2022-09-19 07:42:49,115 Train_acc: 60.411562
2022-09-19 07:43:15,090 VALID Step: 000 Objs: 1.073933e+00 R1: 76.171875 R5: 91.601562 Duration: 0s
2022-09-19 07:43:44,345 Valid_acc_top1: 62.046000
2022-09-19 07:43:44,346 Valid_acc_top5: 84.500000
2022-09-19 07:43:44,346 Best acc top1: 63.488000
2022-09-19 07:43:44,346 Epoch time: 1364s.
2022-09-19 07:43:44,704 Epoch: 113 lr 2.693878e-01
2022-09-19 07:44:14,033 TRAIN Step: 000 Objs: 3.711699e+00 R1: 60.937500 R5: 83.691406 Duration: 0s BTime: 1.538s
2022-09-19 07:45:56,398 TRAIN Step: 100 Objs: 3.702306e+00 R1: 60.630028 R5: 82.275874 Duration: 102s BTime: 1.009s
2022-09-19 07:47:40,474 TRAIN Step: 200 Objs: 3.695600e+00 R1: 60.737815 R5: 82.275148 Duration: 104s BTime: 1.023s
2022-09-19 07:49:22,674 TRAIN Step: 300 Objs: 3.698094e+00 R1: 60.705526 R5: 82.244082 Duration: 102s BTime: 1.022s
2022-09-19 07:51:03,974 TRAIN Step: 400 Objs: 3.703876e+00 R1: 60.604105 R5: 82.205619 Duration: 101s BTime: 1.020s
2022-09-19 07:52:47,441 TRAIN Step: 500 Objs: 3.705952e+00 R1: 60.564418 R5: 82.177832 Duration: 103s BTime: 1.022s
2022-09-19 07:54:30,076 TRAIN Step: 600 Objs: 3.709708e+00 R1: 60.494878 R5: 82.104533 Duration: 102s BTime: 1.023s
2022-09-19 07:56:12,842 TRAIN Step: 700 Objs: 3.712099e+00 R1: 60.428601 R5: 82.095193 Duration: 102s BTime: 1.023s
2022-09-19 07:57:55,613 TRAIN Step: 800 Objs: 3.713165e+00 R1: 60.427152 R5: 82.068923 Duration: 102s BTime: 1.024s
2022-09-19 07:59:40,735 TRAIN Step: 900 Objs: 3.714492e+00 R1: 60.402396 R5: 82.058021 Duration: 105s BTime: 1.026s
2022-09-19 08:01:21,374 TRAIN Step: 1000 Objs: 3.715093e+00 R1: 60.404244 R5: 82.046762 Duration: 100s BTime: 1.024s
2022-09-19 08:03:00,833 TRAIN Step: 1100 Objs: 3.716108e+00 R1: 60.376132 R5: 82.036040 Duration: 99s BTime: 1.021s
2022-09-19 08:04:40,904 TRAIN Step: 1200 Objs: 3.716476e+00 R1: 60.375143 R5: 82.029380 Duration: 100s BTime: 1.020s
2022-09-19 08:05:24,129 Train_acc: 60.364964
2022-09-19 08:05:47,907 VALID Step: 000 Objs: 9.588248e-01 R1: 79.882812 R5: 93.554688 Duration: 0s
2022-09-19 08:06:15,606 Valid_acc_top1: 63.124000
2022-09-19 08:06:15,606 Valid_acc_top5: 85.276000
2022-09-19 08:06:15,606 Best acc top1: 63.488000
2022-09-19 08:06:15,606 Epoch time: 1350s.
2022-09-19 08:06:16,188 Epoch: 114 lr 2.673469e-01
2022-09-19 08:06:46,928 TRAIN Step: 000 Objs: 3.733143e+00 R1: 59.472656 R5: 83.007812 Duration: 0s BTime: 1.549s
2022-09-19 08:08:24,807 TRAIN Step: 100 Objs: 3.690499e+00 R1: 60.802135 R5: 82.368696 Duration: 97s BTime: 0.983s
2022-09-19 08:10:05,287 TRAIN Step: 200 Objs: 3.687625e+00 R1: 60.792716 R5: 82.406328 Duration: 100s BTime: 0.993s
2022-09-19 08:11:46,692 TRAIN Step: 300 Objs: 3.690405e+00 R1: 60.745107 R5: 82.380671 Duration: 101s BTime: 1.000s
2022-09-19 08:13:29,562 TRAIN Step: 400 Objs: 3.692737e+00 R1: 60.695429 R5: 82.336395 Duration: 102s BTime: 1.006s
2022-09-19 08:15:09,494 TRAIN Step: 500 Objs: 3.694933e+00 R1: 60.707686 R5: 82.316422 Duration: 99s BTime: 1.004s
2022-09-19 08:16:49,971 TRAIN Step: 600 Objs: 3.698118e+00 R1: 60.652656 R5: 82.294808 Duration: 100s BTime: 1.004s
2022-09-19 08:18:33,802 TRAIN Step: 700 Objs: 3.699695e+00 R1: 60.638680 R5: 82.267798 Duration: 103s BTime: 1.009s
2022-09-19 08:20:17,105 TRAIN Step: 800 Objs: 3.702854e+00 R1: 60.582353 R5: 82.242046 Duration: 103s BTime: 1.012s
2022-09-19 08:21:55,954 TRAIN Step: 900 Objs: 3.703192e+00 R1: 60.576356 R5: 82.256911 Duration: 98s BTime: 1.009s
2022-09-19 08:23:33,755 TRAIN Step: 1000 Objs: 3.704626e+00 R1: 60.561704 R5: 82.237782 Duration: 97s BTime: 1.006s
2022-09-19 08:25:19,237 TRAIN Step: 1100 Objs: 3.706995e+00 R1: 60.525588 R5: 82.196760 Duration: 105s BTime: 1.010s
2022-09-19 08:27:03,268 TRAIN Step: 1200 Objs: 3.709591e+00 R1: 60.490282 R5: 82.161106 Duration: 104s BTime: 1.012s
2022-09-19 08:27:45,331 Train_acc: 60.488055
2022-09-19 08:28:08,257 VALID Step: 000 Objs: 1.186604e+00 R1: 74.316406 R5: 90.136719 Duration: 0s
2022-09-19 08:28:38,218 Valid_acc_top1: 62.478000
2022-09-19 08:28:38,218 Valid_acc_top5: 85.126000
2022-09-19 08:28:38,218 Best acc top1: 63.488000
2022-09-19 08:28:38,218 Epoch time: 1342s.
2022-09-19 08:28:38,595 Epoch: 115 lr 2.653061e-01
2022-09-19 08:29:10,970 TRAIN Step: 000 Objs: 3.601753e+00 R1: 60.253906 R5: 84.667969 Duration: 0s BTime: 1.415s
2022-09-19 08:30:46,275 TRAIN Step: 100 Objs: 3.684037e+00 R1: 60.888188 R5: 82.544670 Duration: 95s BTime: 0.956s
2022-09-19 08:32:24,134 TRAIN Step: 200 Objs: 3.686510e+00 R1: 60.793202 R5: 82.478234 Duration: 97s BTime: 0.967s
2022-09-19 08:34:00,220 TRAIN Step: 300 Objs: 3.689317e+00 R1: 60.896945 R5: 82.418306 Duration: 96s BTime: 0.964s
2022-09-19 08:35:41,588 TRAIN Step: 400 Objs: 3.688276e+00 R1: 60.890255 R5: 82.406532 Duration: 101s BTime: 0.976s
2022-09-19 08:37:21,137 TRAIN Step: 500 Objs: 3.688089e+00 R1: 60.877854 R5: 82.402383 Duration: 99s BTime: 0.980s
2022-09-19 08:39:01,688 TRAIN Step: 600 Objs: 3.689702e+00 R1: 60.824407 R5: 82.389865 Duration: 100s BTime: 0.984s
2022-09-19 08:40:42,970 TRAIN Step: 700 Objs: 3.693290e+00 R1: 60.753054 R5: 82.337871 Duration: 101s BTime: 0.988s
2022-09-19 08:42:24,935 TRAIN Step: 800 Objs: 3.696554e+00 R1: 60.684155 R5: 82.286424 Duration: 101s BTime: 0.991s
2022-09-19 08:44:08,968 TRAIN Step: 900 Objs: 3.697161e+00 R1: 60.672170 R5: 82.262438 Duration: 104s BTime: 0.997s
2022-09-19 08:45:52,882 TRAIN Step: 1000 Objs: 3.698683e+00 R1: 60.635458 R5: 82.250172 Duration: 103s BTime: 1.001s
2022-09-19 08:47:34,809 TRAIN Step: 1100 Objs: 3.700792e+00 R1: 60.611270 R5: 82.222482 Duration: 101s BTime: 1.002s
2022-09-19 08:49:16,565 TRAIN Step: 1200 Objs: 3.702971e+00 R1: 60.581433 R5: 82.195257 Duration: 101s BTime: 1.003s
2022-09-19 08:49:56,851 Train_acc: 60.549874
2022-09-19 08:50:21,016 VALID Step: 000 Objs: 9.277886e-01 R1: 80.468750 R5: 93.847656 Duration: 0s
2022-09-19 08:50:52,776 Valid_acc_top1: 63.452000
2022-09-19 08:50:52,777 Valid_acc_top5: 85.658000
2022-09-19 08:50:52,777 Best acc top1: 63.488000
2022-09-19 08:50:52,777 Epoch time: 1334s.
2022-09-19 08:50:53,151 Epoch: 116 lr 2.632653e-01
2022-09-19 08:51:23,587 TRAIN Step: 000 Objs: 3.577447e+00 R1: 63.183594 R5: 83.496094 Duration: 0s BTime: 1.619s
2022-09-19 08:53:01,139 TRAIN Step: 100 Objs: 3.686060e+00 R1: 60.860149 R5: 82.477955 Duration: 97s BTime: 0.978s
2022-09-19 08:54:39,801 TRAIN Step: 200 Objs: 3.678830e+00 R1: 61.026897 R5: 82.519045 Duration: 98s BTime: 0.982s
2022-09-19 08:56:19,895 TRAIN Step: 300 Objs: 3.682658e+00 R1: 60.968322 R5: 82.462105 Duration: 100s BTime: 0.988s
2022-09-19 08:58:00,031 TRAIN Step: 400 Objs: 3.686857e+00 R1: 60.861762 R5: 82.411890 Duration: 100s BTime: 0.991s
2022-09-19 08:59:36,195 TRAIN Step: 500 Objs: 3.690164e+00 R1: 60.808851 R5: 82.352483 Duration: 96s BTime: 0.985s
2022-09-19 09:01:19,770 TRAIN Step: 600 Objs: 3.691093e+00 R1: 60.785410 R5: 82.338518 Duration: 103s BTime: 0.993s
2022-09-19 09:03:06,373 TRAIN Step: 700 Objs: 3.693188e+00 R1: 60.756536 R5: 82.298307 Duration: 106s BTime: 1.003s
2022-09-19 09:04:49,173 TRAIN Step: 800 Objs: 3.695102e+00 R1: 60.716341 R5: 82.298494 Duration: 102s BTime: 1.006s
2022-09-19 09:06:33,990 TRAIN Step: 900 Objs: 3.696788e+00 R1: 60.694281 R5: 82.274686 Duration: 104s BTime: 1.011s
2022-09-19 09:08:18,139 TRAIN Step: 1000 Objs: 3.697192e+00 R1: 60.681701 R5: 82.266366 Duration: 104s BTime: 1.013s
2022-09-19 09:10:01,097 TRAIN Step: 1100 Objs: 3.699763e+00 R1: 60.627501 R5: 82.238537 Duration: 102s BTime: 1.015s
2022-09-19 09:11:43,700 TRAIN Step: 1200 Objs: 3.702406e+00 R1: 60.596476 R5: 82.200299 Duration: 102s BTime: 1.016s
2022-09-19 09:12:24,695 Train_acc: 60.572900
2022-09-19 09:12:47,816 VALID Step: 000 Objs: 9.147671e-01 R1: 79.980469 R5: 94.628906 Duration: 0s
2022-09-19 09:13:17,468 Valid_acc_top1: 63.946000
2022-09-19 09:13:17,469 Valid_acc_top5: 86.210000
2022-09-19 09:13:17,469 Best acc top1: 63.946000
2022-09-19 09:13:17,469 Epoch time: 1344s.
2022-09-19 09:13:18,237 Epoch: 117 lr 2.612245e-01
2022-09-19 09:13:51,063 TRAIN Step: 000 Objs: 3.698358e+00 R1: 61.621094 R5: 82.324219 Duration: 0s BTime: 1.497s
2022-09-19 09:15:27,945 TRAIN Step: 100 Objs: 3.685756e+00 R1: 60.984878 R5: 82.395769 Duration: 96s BTime: 0.973s
2022-09-19 09:16:59,825 TRAIN Step: 200 Objs: 3.682014e+00 R1: 61.037100 R5: 82.473375 Duration: 91s BTime: 0.945s
2022-09-19 09:18:35,143 TRAIN Step: 300 Objs: 3.677139e+00 R1: 61.073116 R5: 82.559113 Duration: 95s BTime: 0.947s
2022-09-19 09:20:13,752 TRAIN Step: 400 Objs: 3.679914e+00 R1: 61.057318 R5: 82.506624 Duration: 98s BTime: 0.956s
2022-09-19 09:21:50,536 TRAIN Step: 500 Objs: 3.682659e+00 R1: 61.000070 R5: 82.492242 Duration: 96s BTime: 0.958s
2022-09-19 09:23:28,539 TRAIN Step: 600 Objs: 3.683321e+00 R1: 60.973248 R5: 82.487196 Duration: 98s BTime: 0.961s
2022-09-19 09:25:10,230 TRAIN Step: 700 Objs: 3.685183e+00 R1: 60.946277 R5: 82.465479 Duration: 101s BTime: 0.969s
2022-09-19 09:26:48,973 TRAIN Step: 800 Objs: 3.687590e+00 R1: 60.891171 R5: 82.440528 Duration: 98s BTime: 0.971s
2022-09-19 09:28:27,777 TRAIN Step: 900 Objs: 3.690493e+00 R1: 60.827054 R5: 82.400089 Duration: 98s BTime: 0.973s
2022-09-19 09:30:09,124 TRAIN Step: 1000 Objs: 3.692311e+00 R1: 60.804040 R5: 82.380510 Duration: 101s BTime: 0.977s
2022-09-19 09:31:50,982 TRAIN Step: 1100 Objs: 3.694546e+00 R1: 60.770837 R5: 82.347901 Duration: 101s BTime: 0.980s
2022-09-19 09:33:28,473 TRAIN Step: 1200 Objs: 3.696440e+00 R1: 60.727551 R5: 82.317551 Duration: 97s BTime: 0.980s
2022-09-19 09:34:11,597 Train_acc: 60.702937
2022-09-19 09:34:34,690 VALID Step: 000 Objs: 1.085720e+00 R1: 76.562500 R5: 92.578125 Duration: 0s
2022-09-19 09:35:03,102 Valid_acc_top1: 61.176000
2022-09-19 09:35:03,102 Valid_acc_top5: 83.984000
2022-09-19 09:35:03,102 Best acc top1: 63.946000
2022-09-19 09:35:03,102 Epoch time: 1304s.
2022-09-19 09:35:03,471 Epoch: 118 lr 2.591837e-01
2022-09-19 09:35:32,213 TRAIN Step: 000 Objs: 3.731115e+00 R1: 61.621094 R5: 82.128906 Duration: 0s BTime: 1.407s
2022-09-19 09:37:15,772 TRAIN Step: 100 Objs: 3.685838e+00 R1: 60.896890 R5: 82.393835 Duration: 103s BTime: 1.023s
2022-09-19 09:38:57,317 TRAIN Step: 200 Objs: 3.674881e+00 R1: 61.128926 R5: 82.595810 Duration: 101s BTime: 1.019s
2022-09-19 09:40:39,561 TRAIN Step: 300 Objs: 3.676636e+00 R1: 61.100044 R5: 82.542566 Duration: 102s BTime: 1.019s
2022-09-19 09:42:25,543 TRAIN Step: 400 Objs: 3.678855e+00 R1: 61.033208 R5: 82.510521 Duration: 105s BTime: 1.029s
2022-09-19 09:44:06,008 TRAIN Step: 500 Objs: 3.681440e+00 R1: 60.992663 R5: 82.463588 Duration: 100s BTime: 1.024s
2022-09-19 09:45:46,200 TRAIN Step: 600 Objs: 3.683540e+00 R1: 60.934250 R5: 82.441374 Duration: 100s BTime: 1.020s
2022-09-19 09:47:25,854 TRAIN Step: 700 Objs: 3.687160e+00 R1: 60.884144 R5: 82.407387 Duration: 99s BTime: 1.016s
2022-09-19 09:49:05,896 TRAIN Step: 800 Objs: 3.689392e+00 R1: 60.855205 R5: 82.374083 Duration: 100s BTime: 1.014s
2022-09-19 09:50:46,665 TRAIN Step: 900 Objs: 3.691760e+00 R1: 60.811988 R5: 82.342103 Duration: 100s BTime: 1.013s
2022-09-19 09:52:32,316 TRAIN Step: 1000 Objs: 3.693236e+00 R1: 60.785601 R5: 82.330755 Duration: 105s BTime: 1.018s
2022-09-19 09:54:17,068 TRAIN Step: 1100 Objs: 3.695066e+00 R1: 60.775449 R5: 82.294860 Duration: 104s BTime: 1.020s
2022-09-19 09:55:57,349 TRAIN Step: 1200 Objs: 3.696386e+00 R1: 60.738122 R5: 82.276326 Duration: 100s BTime: 1.019s
2022-09-19 09:56:37,241 Train_acc: 60.725105
2022-09-19 09:57:00,784 VALID Step: 000 Objs: 8.507217e-01 R1: 79.882812 R5: 95.507812 Duration: 0s
2022-09-19 09:57:29,940 Valid_acc_top1: 63.114000
2022-09-19 09:57:29,940 Valid_acc_top5: 85.602000
2022-09-19 09:57:29,940 Best acc top1: 63.946000
2022-09-19 09:57:29,940 Epoch time: 1346s.
2022-09-19 09:57:30,494 Epoch: 119 lr 2.571429e-01
2022-09-19 09:58:00,236 TRAIN Step: 000 Objs: 3.623018e+00 R1: 61.914062 R5: 82.714844 Duration: 0s BTime: 1.461s
2022-09-19 09:59:39,143 TRAIN Step: 100 Objs: 3.675495e+00 R1: 61.192760 R5: 82.711943 Duration: 98s BTime: 0.992s
2022-09-19 10:01:19,374 TRAIN Step: 200 Objs: 3.675644e+00 R1: 61.205690 R5: 82.530220 Duration: 100s BTime: 0.996s
2022-09-19 10:02:57,158 TRAIN Step: 300 Objs: 3.677270e+00 R1: 61.111400 R5: 82.537700 Duration: 97s BTime: 0.989s
2022-09-19 10:04:34,209 TRAIN Step: 400 Objs: 3.679741e+00 R1: 61.072660 R5: 82.497126 Duration: 97s BTime: 0.984s
2022-09-19 10:06:13,162 TRAIN Step: 500 Objs: 3.677888e+00 R1: 61.081743 R5: 82.513684 Duration: 98s BTime: 0.985s
2022-09-19 10:07:52,174 TRAIN Step: 600 Objs: 3.679480e+00 R1: 61.022320 R5: 82.495483 Duration: 99s BTime: 0.986s
2022-09-19 10:09:30,429 TRAIN Step: 700 Objs: 3.681718e+00 R1: 60.987373 R5: 82.478296 Duration: 98s BTime: 0.985s
2022-09-19 10:11:09,343 TRAIN Step: 800 Objs: 3.684620e+00 R1: 60.920188 R5: 82.435408 Duration: 98s BTime: 0.985s
2022-09-19 10:12:48,541 TRAIN Step: 900 Objs: 3.686053e+00 R1: 60.894362 R5: 82.418732 Duration: 99s BTime: 0.986s
2022-09-19 10:14:23,687 TRAIN Step: 1000 Objs: 3.687273e+00 R1: 60.876038 R5: 82.405680 Duration: 95s BTime: 0.982s
2022-09-19 10:16:01,388 TRAIN Step: 1100 Objs: 3.689568e+00 R1: 60.823612 R5: 82.384356 Duration: 97s BTime: 0.982s
2022-09-19 10:17:39,972 TRAIN Step: 1200 Objs: 3.690518e+00 R1: 60.828867 R5: 82.359183 Duration: 98s BTime: 0.982s
2022-09-19 10:18:23,142 Train_acc: 60.796992
2022-09-19 10:18:46,353 VALID Step: 000 Objs: 8.917478e-01 R1: 79.492188 R5: 94.531250 Duration: 0s
2022-09-19 10:19:17,300 Valid_acc_top1: 63.312000
2022-09-19 10:19:17,301 Valid_acc_top5: 85.440000
2022-09-19 10:19:17,301 Best acc top1: 63.946000
2022-09-19 10:19:17,301 Epoch time: 1306s.
2022-09-19 10:19:17,774 Epoch: 120 lr 2.551020e-01
2022-09-19 10:19:46,183 TRAIN Step: 000 Objs: 3.652972e+00 R1: 61.914062 R5: 83.007812 Duration: 0s BTime: 1.666s
2022-09-19 10:21:28,341 TRAIN Step: 100 Objs: 3.689635e+00 R1: 60.697710 R5: 82.487624 Duration: 102s BTime: 0.998s
2022-09-19 10:23:08,219 TRAIN Step: 200 Objs: 3.676129e+00 R1: 60.965679 R5: 82.566659 Duration: 99s BTime: 0.998s
2022-09-19 10:24:49,643 TRAIN Step: 300 Objs: 3.674738e+00 R1: 61.069222 R5: 82.570468 Duration: 101s BTime: 1.003s
2022-09-19 10:26:33,765 TRAIN Step: 400 Objs: 3.676128e+00 R1: 61.040514 R5: 82.555574 Duration: 104s BTime: 1.012s
2022-09-19 10:28:15,311 TRAIN Step: 500 Objs: 3.675664e+00 R1: 61.070047 R5: 82.551499 Duration: 101s BTime: 1.012s
2022-09-19 10:29:58,767 TRAIN Step: 600 Objs: 3.679147e+00 R1: 61.027519 R5: 82.501657 Duration: 103s BTime: 1.016s
2022-09-19 10:31:39,712 TRAIN Step: 700 Objs: 3.681528e+00 R1: 60.968566 R5: 82.467011 Duration: 100s BTime: 1.014s
2022-09-19 10:33:25,813 TRAIN Step: 800 Objs: 3.682328e+00 R1: 60.953715 R5: 82.451623 Duration: 106s BTime: 1.020s
2022-09-19 10:35:09,218 TRAIN Step: 900 Objs: 3.682718e+00 R1: 60.943461 R5: 82.433039 Duration: 103s BTime: 1.021s
2022-09-19 10:36:50,568 TRAIN Step: 1000 Objs: 3.684740e+00 R1: 60.889696 R5: 82.406851 Duration: 101s BTime: 1.020s
2022-09-19 10:38:31,928 TRAIN Step: 1100 Objs: 3.685621e+00 R1: 60.879846 R5: 82.394645 Duration: 101s BTime: 1.020s
2022-09-19 10:40:10,080 TRAIN Step: 1200 Objs: 3.688288e+00 R1: 60.829273 R5: 82.353654 Duration: 98s BTime: 1.016s
2022-09-19 10:40:54,149 Train_acc: 60.812915
2022-09-19 10:41:21,699 VALID Step: 000 Objs: 1.089516e+00 R1: 76.367188 R5: 91.601562 Duration: 0s
2022-09-19 10:41:51,803 Valid_acc_top1: 62.194000
2022-09-19 10:41:51,803 Valid_acc_top5: 84.846000
2022-09-19 10:41:51,803 Best acc top1: 63.946000
2022-09-19 10:41:51,803 Epoch time: 1354s.
2022-09-19 10:41:52,188 Epoch: 121 lr 2.530612e-01
2022-09-19 10:42:22,719 TRAIN Step: 000 Objs: 3.691076e+00 R1: 59.960938 R5: 82.812500 Duration: 0s BTime: 1.654s
2022-09-19 10:44:09,347 TRAIN Step: 100 Objs: 3.671965e+00 R1: 61.174389 R5: 82.827003 Duration: 106s BTime: 1.071s
2022-09-19 10:45:51,433 TRAIN Step: 200 Objs: 3.662432e+00 R1: 61.295573 R5: 82.789665 Duration: 102s BTime: 1.045s
2022-09-19 10:47:34,627 TRAIN Step: 300 Objs: 3.664460e+00 R1: 61.270699 R5: 82.808931 Duration: 103s BTime: 1.040s
2022-09-19 10:49:19,444 TRAIN Step: 400 Objs: 3.667948e+00 R1: 61.251900 R5: 82.713626 Duration: 104s BTime: 1.042s
2022-09-19 10:51:01,582 TRAIN Step: 500 Objs: 3.670453e+00 R1: 61.195578 R5: 82.674690 Duration: 102s BTime: 1.037s
2022-09-19 10:52:43,121 TRAIN Step: 600 Objs: 3.672185e+00 R1: 61.150036 R5: 82.632787 Duration: 101s BTime: 1.034s
2022-09-19 10:54:25,489 TRAIN Step: 700 Objs: 3.675078e+00 R1: 61.102861 R5: 82.573583 Duration: 102s BTime: 1.032s
2022-09-19 10:56:04,354 TRAIN Step: 800 Objs: 3.677424e+00 R1: 61.054907 R5: 82.541111 Duration: 98s BTime: 1.026s
2022-09-19 10:57:41,655 TRAIN Step: 900 Objs: 3.678647e+00 R1: 61.018140 R5: 82.522891 Duration: 97s BTime: 1.020s
2022-09-19 10:59:24,121 TRAIN Step: 1000 Objs: 3.680694e+00 R1: 60.988621 R5: 82.484703 Duration: 102s BTime: 1.020s
2022-09-19 11:01:08,615 TRAIN Step: 1100 Objs: 3.681551e+00 R1: 60.988413 R5: 82.475360 Duration: 104s BTime: 1.022s
2022-09-19 11:02:50,200 TRAIN Step: 1200 Objs: 3.684178e+00 R1: 60.958885 R5: 82.435292 Duration: 101s BTime: 1.022s
2022-09-19 11:03:33,799 Train_acc: 60.933040
2022-09-19 11:04:00,029 VALID Step: 000 Objs: 1.055377e+00 R1: 78.613281 R5: 92.578125 Duration: 0s
2022-09-19 11:04:29,650 Valid_acc_top1: 62.906000
2022-09-19 11:04:29,650 Valid_acc_top5: 85.480000
2022-09-19 11:04:29,650 Best acc top1: 63.946000
2022-09-19 11:04:29,650 Epoch time: 1357s.
2022-09-19 11:04:30,106 Epoch: 122 lr 2.510204e-01
2022-09-19 11:04:53,789 TRAIN Step: 000 Objs: 3.640813e+00 R1: 61.328125 R5: 83.300781 Duration: 0s BTime: 1.655s
2022-09-19 11:07:25,102 TRAIN Step: 100 Objs: 3.677305e+00 R1: 61.040958 R5: 82.594949 Duration: 151s BTime: 1.479s
2022-09-19 11:09:10,001 TRAIN Step: 200 Objs: 3.662262e+00 R1: 61.281483 R5: 82.750797 Duration: 104s BTime: 1.264s
2022-09-19 11:10:45,333 TRAIN Step: 300 Objs: 3.667769e+00 R1: 61.214896 R5: 82.696026 Duration: 95s BTime: 1.160s
2022-09-19 11:12:21,127 TRAIN Step: 400 Objs: 3.668874e+00 R1: 61.186146 R5: 82.668329 Duration: 95s BTime: 1.110s
2022-09-19 11:14:00,585 TRAIN Step: 500 Objs: 3.668689e+00 R1: 61.183492 R5: 82.649155 Duration: 99s BTime: 1.086s
2022-09-19 11:15:40,749 TRAIN Step: 600 Objs: 3.671223e+00 R1: 61.150036 R5: 82.604351 Duration: 100s BTime: 1.072s
2022-09-19 11:17:20,309 TRAIN Step: 700 Objs: 3.671592e+00 R1: 61.149669 R5: 82.581942 Duration: 99s BTime: 1.061s
2022-09-19 11:18:58,317 TRAIN Step: 800 Objs: 3.671867e+00 R1: 61.149271 R5: 82.582319 Duration: 98s BTime: 1.051s
2022-09-19 11:20:34,131 TRAIN Step: 900 Objs: 3.675398e+00 R1: 61.077210 R5: 82.529828 Duration: 95s BTime: 1.040s
2022-09-19 11:22:12,638 TRAIN Step: 1000 Objs: 3.677412e+00 R1: 61.049400 R5: 82.493386 Duration: 98s BTime: 1.035s
2022-09-19 11:23:51,998 TRAIN Step: 1100 Objs: 3.679001e+00 R1: 61.006596 R5: 82.472521 Duration: 99s BTime: 1.031s
2022-09-19 11:25:27,038 TRAIN Step: 1200 Objs: 3.680824e+00 R1: 60.972952 R5: 82.454969 Duration: 95s BTime: 1.024s
2022-09-19 11:26:09,848 Train_acc: 60.957159
2022-09-19 11:26:32,080 VALID Step: 000 Objs: 9.917651e-01 R1: 78.027344 R5: 92.871094 Duration: 0s
2022-09-19 11:27:06,695 Valid_acc_top1: 63.980000
2022-09-19 11:27:06,695 Valid_acc_top5: 85.744000
2022-09-19 11:27:06,695 Best acc top1: 63.980000
2022-09-19 11:27:06,696 Epoch time: 1356s.
2022-09-19 11:27:07,499 Epoch: 123 lr 2.489796e-01
2022-09-19 11:27:38,930 TRAIN Step: 000 Objs: 3.672827e+00 R1: 60.546875 R5: 82.910156 Duration: 0s BTime: 1.219s
2022-09-19 11:29:26,015 TRAIN Step: 100 Objs: 3.669770e+00 R1: 61.235303 R5: 82.627823 Duration: 107s BTime: 1.070s
2022-09-19 11:31:08,146 TRAIN Step: 200 Objs: 3.669050e+00 R1: 61.232412 R5: 82.645853 Duration: 102s BTime: 1.045s
2022-09-19 11:32:50,181 TRAIN Step: 300 Objs: 3.661093e+00 R1: 61.333640 R5: 82.749234 Duration: 102s BTime: 1.036s
2022-09-19 11:34:32,692 TRAIN Step: 400 Objs: 3.662272e+00 R1: 61.322280 R5: 82.724829 Duration: 102s BTime: 1.033s
2022-09-19 11:36:13,373 TRAIN Step: 500 Objs: 3.665697e+00 R1: 61.256588 R5: 82.679368 Duration: 100s BTime: 1.027s
2022-09-19 11:37:57,149 TRAIN Step: 600 Objs: 3.667441e+00 R1: 61.232256 R5: 82.662522 Duration: 103s BTime: 1.029s
2022-09-19 11:39:42,226 TRAIN Step: 700 Objs: 3.670475e+00 R1: 61.160396 R5: 82.623178 Duration: 105s BTime: 1.032s
2022-09-19 11:41:27,330 TRAIN Step: 800 Objs: 3.672188e+00 R1: 61.103796 R5: 82.591097 Duration: 105s BTime: 1.034s
2022-09-19 11:43:11,088 TRAIN Step: 900 Objs: 3.672450e+00 R1: 61.123816 R5: 82.583154 Duration: 103s BTime: 1.034s
2022-09-19 11:44:52,570 TRAIN Step: 1000 Objs: 3.672956e+00 R1: 61.103057 R5: 82.569774 Duration: 101s BTime: 1.032s
2022-09-19 11:46:31,416 TRAIN Step: 1100 Objs: 3.674741e+00 R1: 61.067176 R5: 82.538867 Duration: 98s BTime: 1.028s
2022-09-19 11:48:09,288 TRAIN Step: 1200 Objs: 3.675292e+00 R1: 61.058574 R5: 82.532948 Duration: 97s BTime: 1.024s
2022-09-19 11:48:52,906 Train_acc: 61.051448
2022-09-19 11:49:18,076 VALID Step: 000 Objs: 9.464746e-01 R1: 79.980469 R5: 93.554688 Duration: 0s
2022-09-19 11:49:49,352 Valid_acc_top1: 63.052000
2022-09-19 11:49:49,353 Valid_acc_top5: 85.458000
2022-09-19 11:49:49,353 Best acc top1: 63.980000
2022-09-19 11:49:49,353 Epoch time: 1361s.
2022-09-19 11:49:50,029 Epoch: 124 lr 2.469388e-01
2022-09-19 11:50:21,946 TRAIN Step: 000 Objs: 3.724319e+00 R1: 59.082031 R5: 80.468750 Duration: 0s BTime: 1.025s
2022-09-19 11:52:02,514 TRAIN Step: 100 Objs: 3.645061e+00 R1: 61.551477 R5: 82.846341 Duration: 100s BTime: 1.004s
2022-09-19 11:53:46,288 TRAIN Step: 200 Objs: 3.640026e+00 R1: 61.698344 R5: 82.926675 Duration: 103s BTime: 1.020s
2022-09-19 11:55:31,252 TRAIN Step: 300 Objs: 3.647759e+00 R1: 61.610063 R5: 82.842997 Duration: 104s BTime: 1.030s
2022-09-19 11:57:12,777 TRAIN Step: 400 Objs: 3.653294e+00 R1: 61.480819 R5: 82.783276 Duration: 101s BTime: 1.026s
2022-09-19 11:58:54,916 TRAIN Step: 500 Objs: 3.655354e+00 R1: 61.428510 R5: 82.780533 Duration: 102s BTime: 1.024s
2022-09-19 12:00:37,123 TRAIN Step: 600 Objs: 3.658475e+00 R1: 61.378009 R5: 82.756604 Duration: 102s BTime: 1.024s
2022-09-19 12:02:19,547 TRAIN Step: 700 Objs: 3.660754e+00 R1: 61.338155 R5: 82.717212 Duration: 102s BTime: 1.023s
2022-09-19 12:04:04,310 TRAIN Step: 800 Objs: 3.663089e+00 R1: 61.283625 R5: 82.685949 Duration: 104s BTime: 1.026s
2022-09-19 12:05:45,323 TRAIN Step: 900 Objs: 3.665358e+00 R1: 61.242716 R5: 82.661626 Duration: 101s BTime: 1.024s
2022-09-19 12:07:23,811 TRAIN Step: 1000 Objs: 3.669186e+00 R1: 61.168714 R5: 82.612992 Duration: 98s BTime: 1.020s
2022-09-19 12:09:07,197 TRAIN Step: 1100 Objs: 3.670938e+00 R1: 61.132192 R5: 82.586853 Duration: 103s BTime: 1.021s
2022-09-19 12:10:47,706 TRAIN Step: 1200 Objs: 3.673732e+00 R1: 61.078577 R5: 82.538396 Duration: 100s BTime: 1.019s
2022-09-19 12:11:32,976 Train_acc: 61.047779
2022-09-19 12:11:58,465 VALID Step: 000 Objs: 8.696116e-01 R1: 80.664062 R5: 95.214844 Duration: 0s
2022-09-19 12:12:28,697 Valid_acc_top1: 64.092000
2022-09-19 12:12:28,698 Valid_acc_top5: 86.166000
2022-09-19 12:12:28,698 Best acc top1: 64.092000
2022-09-19 12:12:28,698 Epoch time: 1358s.
2022-09-19 12:12:29,579 Epoch: 125 lr 2.448980e-01
2022-09-19 12:13:01,691 TRAIN Step: 000 Objs: 3.636704e+00 R1: 63.476562 R5: 83.398438 Duration: 0s BTime: 1.301s
2022-09-19 12:14:47,509 TRAIN Step: 100 Objs: 3.647186e+00 R1: 61.684909 R5: 82.880183 Duration: 105s BTime: 1.059s
2022-09-19 12:16:30,976 TRAIN Step: 200 Objs: 3.649444e+00 R1: 61.686684 R5: 82.846995 Duration: 103s BTime: 1.046s
2022-09-19 12:18:14,852 TRAIN Step: 300 Objs: 3.653386e+00 R1: 61.551339 R5: 82.791411 Duration: 103s BTime: 1.043s
2022-09-19 12:19:57,791 TRAIN Step: 400 Objs: 3.655481e+00 R1: 61.460119 R5: 82.787173 Duration: 102s BTime: 1.039s
2022-09-19 12:21:42,544 TRAIN Step: 500 Objs: 3.655850e+00 R1: 61.424612 R5: 82.785601 Duration: 104s BTime: 1.041s
2022-09-19 12:23:25,854 TRAIN Step: 600 Objs: 3.656152e+00 R1: 61.428869 R5: 82.757741 Duration: 103s BTime: 1.039s
2022-09-19 12:25:10,327 TRAIN Step: 700 Objs: 3.656874e+00 R1: 61.431911 R5: 82.753711 Duration: 104s BTime: 1.040s
2022-09-19 12:26:52,540 TRAIN Step: 800 Objs: 3.660298e+00 R1: 61.382013 R5: 82.701067 Duration: 102s BTime: 1.037s
2022-09-19 12:28:34,752 TRAIN Step: 900 Objs: 3.662700e+00 R1: 61.336362 R5: 82.663902 Duration: 102s BTime: 1.035s
2022-09-19 12:30:18,413 TRAIN Step: 1000 Objs: 3.664144e+00 R1: 61.319540 R5: 82.650260 Duration: 103s BTime: 1.035s
2022-09-19 12:32:01,402 TRAIN Step: 1100 Objs: 3.664963e+00 R1: 61.311805 R5: 82.630847 Duration: 102s BTime: 1.035s
2022-09-19 12:33:44,766 TRAIN Step: 1200 Objs: 3.666616e+00 R1: 61.276573 R5: 82.603364 Duration: 103s BTime: 1.035s
2022-09-19 12:34:30,721 Train_acc: 61.268203
2022-09-19 12:34:56,847 VALID Step: 000 Objs: 8.719009e-01 R1: 81.738281 R5: 93.847656 Duration: 0s
2022-09-19 12:35:27,763 Valid_acc_top1: 62.728000
2022-09-19 12:35:27,764 Valid_acc_top5: 85.124000
2022-09-19 12:35:27,764 Best acc top1: 64.092000
2022-09-19 12:35:27,764 Epoch time: 1378s.
2022-09-19 12:35:28,113 Epoch: 126 lr 2.428571e-01
2022-09-19 12:36:01,001 TRAIN Step: 000 Objs: 3.606955e+00 R1: 62.890625 R5: 84.082031 Duration: 0s BTime: 1.457s
2022-09-19 12:37:45,962 TRAIN Step: 100 Objs: 3.655159e+00 R1: 61.520537 R5: 82.692605 Duration: 104s BTime: 1.052s
2022-09-19 12:39:28,957 TRAIN Step: 200 Objs: 3.647417e+00 R1: 61.687170 R5: 82.896552 Duration: 102s BTime: 1.040s
2022-09-19 12:41:10,090 TRAIN Step: 300 Objs: 3.646958e+00 R1: 61.637640 R5: 82.902370 Duration: 101s BTime: 1.030s
2022-09-19 12:42:52,069 TRAIN Step: 400 Objs: 3.647050e+00 R1: 61.628156 R5: 82.912592 Duration: 101s BTime: 1.027s
2022-09-19 12:44:32,109 TRAIN Step: 500 Objs: 3.648835e+00 R1: 61.550532 R5: 82.874290 Duration: 100s BTime: 1.022s
2022-09-19 12:46:15,683 TRAIN Step: 600 Objs: 3.650550e+00 R1: 61.519050 R5: 82.845648 Duration: 103s BTime: 1.024s
2022-09-19 12:47:57,171 TRAIN Step: 700 Objs: 3.653569e+00 R1: 61.470918 R5: 82.800798 Duration: 101s BTime: 1.022s
2022-09-19 12:49:41,148 TRAIN Step: 800 Objs: 3.655494e+00 R1: 61.428707 R5: 82.755808 Duration: 103s BTime: 1.024s
2022-09-19 12:51:23,119 TRAIN Step: 900 Objs: 3.656164e+00 R1: 61.400961 R5: 82.750720 Duration: 101s BTime: 1.024s
2022-09-19 12:53:06,999 TRAIN Step: 1000 Objs: 3.658837e+00 R1: 61.361685 R5: 82.719917 Duration: 103s BTime: 1.025s
2022-09-19 12:54:53,341 TRAIN Step: 1100 Objs: 3.662279e+00 R1: 61.297347 R5: 82.676970 Duration: 106s BTime: 1.028s
2022-09-19 12:56:37,500 TRAIN Step: 1200 Objs: 3.663854e+00 R1: 61.263807 R5: 82.663210 Duration: 104s BTime: 1.029s
2022-09-19 12:57:21,208 Train_acc: 61.251265
2022-09-19 12:57:47,137 VALID Step: 000 Objs: 9.734564e-01 R1: 79.101562 R5: 93.261719 Duration: 0s
2022-09-19 12:58:15,091 Valid_acc_top1: 63.634000
2022-09-19 12:58:15,091 Valid_acc_top5: 85.898000
2022-09-19 12:58:15,091 Best acc top1: 64.092000
2022-09-19 12:58:15,092 Epoch time: 1366s.
2022-09-19 12:58:15,447 Epoch: 127 lr 2.408163e-01
2022-09-19 12:58:45,816 TRAIN Step: 000 Objs: 3.583073e+00 R1: 61.816406 R5: 81.347656 Duration: 0s BTime: 1.683s
2022-09-19 13:00:28,146 TRAIN Step: 100 Objs: 3.643427e+00 R1: 61.544709 R5: 82.956567 Duration: 102s BTime: 1.027s
2022-09-19 13:02:08,996 TRAIN Step: 200 Objs: 3.639029e+00 R1: 61.736727 R5: 83.007327 Duration: 100s BTime: 1.017s
2022-09-19 13:03:49,585 TRAIN Step: 300 Objs: 3.643739e+00 R1: 61.626934 R5: 82.909507 Duration: 100s BTime: 1.013s
2022-09-19 13:05:28,185 TRAIN Step: 400 Objs: 3.646148e+00 R1: 61.575310 R5: 82.900659 Duration: 98s BTime: 1.006s
2022-09-19 13:07:09,394 TRAIN Step: 500 Objs: 3.648555e+00 R1: 61.546438 R5: 82.859476 Duration: 101s BTime: 1.007s
2022-09-19 13:08:49,385 TRAIN Step: 600 Objs: 3.646267e+00 R1: 61.573647 R5: 82.900244 Duration: 99s BTime: 1.005s
2022-09-19 13:10:31,279 TRAIN Step: 700 Objs: 3.651101e+00 R1: 61.476490 R5: 82.851925 Duration: 101s BTime: 1.007s
2022-09-19 13:12:13,543 TRAIN Step: 800 Objs: 3.655044e+00 R1: 61.392985 R5: 82.804331 Duration: 102s BTime: 1.009s
2022-09-19 13:13:53,065 TRAIN Step: 900 Objs: 3.656505e+00 R1: 61.357823 R5: 82.782369 Duration: 99s BTime: 1.007s
2022-09-19 13:15:34,426 TRAIN Step: 1000 Objs: 3.658561e+00 R1: 61.316223 R5: 82.742355 Duration: 101s BTime: 1.007s
2022-09-19 13:17:13,281 TRAIN Step: 1100 Objs: 3.659680e+00 R1: 61.308700 R5: 82.725754 Duration: 98s BTime: 1.006s
2022-09-19 13:18:52,580 TRAIN Step: 1200 Objs: 3.661948e+00 R1: 61.261042 R5: 82.693621 Duration: 99s BTime: 1.004s
2022-09-19 13:19:39,025 Train_acc: 61.235342
2022-09-19 13:20:04,657 VALID Step: 000 Objs: 8.343884e-01 R1: 82.324219 R5: 94.921875 Duration: 0s
2022-09-19 13:20:35,400 Valid_acc_top1: 64.374000
2022-09-19 13:20:35,400 Valid_acc_top5: 86.362000
2022-09-19 13:20:35,400 Best acc top1: 64.374000
2022-09-19 13:20:35,400 Epoch time: 1339s.
2022-09-19 13:20:36,215 Epoch: 128 lr 2.387755e-01
2022-09-19 13:21:08,016 TRAIN Step: 000 Objs: 3.644630e+00 R1: 60.546875 R5: 84.179688 Duration: 0s BTime: 1.112s
2022-09-19 13:22:50,426 TRAIN Step: 100 Objs: 3.642860e+00 R1: 61.465424 R5: 83.081296 Duration: 102s BTime: 1.023s
2022-09-19 13:24:32,594 TRAIN Step: 200 Objs: 3.632907e+00 R1: 61.740127 R5: 83.087006 Duration: 102s BTime: 1.022s
2022-09-19 13:26:12,319 TRAIN Step: 300 Objs: 3.634437e+00 R1: 61.741461 R5: 83.054532 Duration: 99s BTime: 1.013s
2022-09-19 13:27:53,349 TRAIN Step: 400 Objs: 3.637122e+00 R1: 61.702920 R5: 83.033383 Duration: 101s BTime: 1.012s
2022-09-19 13:29:33,105 TRAIN Step: 500 Objs: 3.637411e+00 R1: 61.701207 R5: 83.010736 Duration: 99s BTime: 1.009s
2022-09-19 13:31:14,073 TRAIN Step: 600 Objs: 3.639920e+00 R1: 61.638318 R5: 82.988801 Duration: 100s BTime: 1.009s
2022-09-19 13:32:57,008 TRAIN Step: 700 Objs: 3.642701e+00 R1: 61.580555 R5: 82.946238 Duration: 102s BTime: 1.011s
2022-09-19 13:34:34,014 TRAIN Step: 800 Objs: 3.646492e+00 R1: 61.521365 R5: 82.884553 Duration: 97s BTime: 1.006s
2022-09-19 13:36:13,653 TRAIN Step: 900 Objs: 3.649568e+00 R1: 61.475639 R5: 82.832335 Duration: 99s BTime: 1.005s
2022-09-19 13:37:51,913 TRAIN Step: 1000 Objs: 3.652716e+00 R1: 61.429879 R5: 82.784208 Duration: 98s BTime: 1.002s
2022-09-19 13:39:31,658 TRAIN Step: 1100 Objs: 3.654144e+00 R1: 61.418508 R5: 82.757951 Duration: 99s BTime: 1.002s
2022-09-19 13:41:11,307 TRAIN Step: 1200 Objs: 3.655810e+00 R1: 61.383336 R5: 82.733058 Duration: 99s BTime: 1.001s
2022-09-19 13:41:57,082 Train_acc: 61.366161
2022-09-19 13:42:21,185 VALID Step: 000 Objs: 9.017166e-01 R1: 80.371094 R5: 93.750000 Duration: 0s
2022-09-19 13:42:52,019 Valid_acc_top1: 64.346000
2022-09-19 13:42:52,019 Valid_acc_top5: 86.210000
2022-09-19 13:42:52,020 Best acc top1: 64.374000
2022-09-19 13:42:52,020 Epoch time: 1335s.
2022-09-19 13:42:52,449 Epoch: 129 lr 2.367347e-01
2022-09-19 13:43:21,784 TRAIN Step: 000 Objs: 3.589510e+00 R1: 61.718750 R5: 84.277344 Duration: 0s BTime: 1.663s
2022-09-19 13:45:08,558 TRAIN Step: 100 Objs: 3.642909e+00 R1: 61.451887 R5: 83.032952 Duration: 106s BTime: 1.061s
2022-09-19 13:46:53,255 TRAIN Step: 200 Objs: 3.634398e+00 R1: 61.772194 R5: 83.102554 Duration: 104s BTime: 1.053s
2022-09-19 13:48:35,202 TRAIN Step: 300 Objs: 3.630491e+00 R1: 61.844308 R5: 83.136939 Duration: 101s BTime: 1.041s
2022-09-19 13:50:17,851 TRAIN Step: 400 Objs: 3.636271e+00 R1: 61.745538 R5: 83.054814 Duration: 102s BTime: 1.037s
2022-09-19 13:51:59,409 TRAIN Step: 500 Objs: 3.637620e+00 R1: 61.719725 R5: 83.016389 Duration: 101s BTime: 1.033s
2022-09-19 13:53:41,253 TRAIN Step: 600 Objs: 3.639204e+00 R1: 61.700389 R5: 82.994001 Duration: 101s BTime: 1.030s
2022-09-19 13:55:24,167 TRAIN Step: 700 Objs: 3.641891e+00 R1: 61.648956 R5: 82.956268 Duration: 102s BTime: 1.029s
2022-09-19 13:57:02,663 TRAIN Step: 800 Objs: 3.644877e+00 R1: 61.583787 R5: 82.910156 Duration: 98s BTime: 1.024s
2022-09-19 13:58:44,268 TRAIN Step: 900 Objs: 3.647078e+00 R1: 61.542405 R5: 82.883818 Duration: 101s BTime: 1.023s
2022-09-19 14:00:24,934 TRAIN Step: 1000 Objs: 3.648822e+00 R1: 61.513974 R5: 82.855036 Duration: 100s BTime: 1.021s
2022-09-19 14:02:10,694 TRAIN Step: 1100 Objs: 3.650142e+00 R1: 61.505432 R5: 82.831393 Duration: 105s BTime: 1.024s
2022-09-19 14:03:52,537 TRAIN Step: 1200 Objs: 3.653199e+00 R1: 61.454159 R5: 82.792660 Duration: 101s BTime: 1.023s
2022-09-19 14:04:33,996 Train_acc: 61.431648
2022-09-19 14:04:59,602 VALID Step: 000 Objs: 8.776626e-01 R1: 81.152344 R5: 94.433594 Duration: 0s
2022-09-19 14:05:30,117 Valid_acc_top1: 64.244000
2022-09-19 14:05:30,118 Valid_acc_top5: 86.392000
2022-09-19 14:05:30,118 Best acc top1: 64.374000
2022-09-19 14:05:30,118 Epoch time: 1357s.
2022-09-19 14:05:30,539 Epoch: 130 lr 2.346939e-01
2022-09-19 14:06:00,803 TRAIN Step: 000 Objs: 3.607947e+00 R1: 61.523438 R5: 83.105469 Duration: 0s BTime: 1.825s
2022-09-19 14:07:47,867 TRAIN Step: 100 Objs: 3.641719e+00 R1: 61.536974 R5: 82.806699 Duration: 107s BTime: 1.074s
2022-09-19 14:09:37,980 TRAIN Step: 200 Objs: 3.635283e+00 R1: 61.711948 R5: 82.940765 Duration: 110s BTime: 1.086s
2022-09-19 14:11:23,621 TRAIN Step: 300 Objs: 3.635633e+00 R1: 61.714208 R5: 82.979586 Duration: 105s BTime: 1.076s
2022-09-19 14:13:06,880 TRAIN Step: 400 Objs: 3.636028e+00 R1: 61.728248 R5: 82.965438 Duration: 103s BTime: 1.065s
2022-09-19 14:14:46,554 TRAIN Step: 500 Objs: 3.636421e+00 R1: 61.730640 R5: 82.993583 Duration: 99s BTime: 1.051s
2022-09-19 14:16:28,024 TRAIN Step: 600 Objs: 3.641036e+00 R1: 61.680565 R5: 82.932417 Duration: 101s BTime: 1.045s
2022-09-19 14:18:10,389 TRAIN Step: 700 Objs: 3.642637e+00 R1: 61.659961 R5: 82.914196 Duration: 102s BTime: 1.041s
2022-09-19 14:19:51,631 TRAIN Step: 800 Objs: 3.642917e+00 R1: 61.652305 R5: 82.901500 Duration: 101s BTime: 1.038s
2022-09-19 14:21:34,590 TRAIN Step: 900 Objs: 3.644471e+00 R1: 61.600717 R5: 82.878291 Duration: 102s BTime: 1.036s
2022-09-19 14:23:19,941 TRAIN Step: 1000 Objs: 3.646848e+00 R1: 61.557193 R5: 82.846060 Duration: 105s BTime: 1.038s
2022-09-19 14:25:05,427 TRAIN Step: 1100 Objs: 3.648866e+00 R1: 61.522551 R5: 82.812943 Duration: 105s BTime: 1.039s
2022-09-19 14:26:46,900 TRAIN Step: 1200 Objs: 3.650289e+00 R1: 61.507500 R5: 82.788106 Duration: 101s BTime: 1.037s
2022-09-19 14:27:29,971 Train_acc: 61.498852
2022-09-19 14:27:52,832 VALID Step: 000 Objs: 8.995472e-01 R1: 81.152344 R5: 94.140625 Duration: 0s
2022-09-19 14:28:25,800 Valid_acc_top1: 63.788000
2022-09-19 14:28:25,800 Valid_acc_top5: 85.930000
2022-09-19 14:28:25,800 Best acc top1: 64.374000
2022-09-19 14:28:25,800 Epoch time: 1375s.
2022-09-19 14:28:26,423 Epoch: 131 lr 2.326531e-01
2022-09-19 14:28:57,893 TRAIN Step: 000 Objs: 3.572204e+00 R1: 64.355469 R5: 82.812500 Duration: 0s BTime: 1.442s
2022-09-19 14:30:41,339 TRAIN Step: 100 Objs: 3.640885e+00 R1: 61.788366 R5: 82.921759 Duration: 103s BTime: 1.037s
2022-09-19 14:32:20,502 TRAIN Step: 200 Objs: 3.627851e+00 R1: 61.983053 R5: 83.063200 Duration: 99s BTime: 1.014s
2022-09-19 14:34:02,876 TRAIN Step: 300 Objs: 3.626852e+00 R1: 61.960133 R5: 83.077567 Duration: 102s BTime: 1.017s
2022-09-19 14:35:45,383 TRAIN Step: 400 Objs: 3.629805e+00 R1: 61.884352 R5: 83.040933 Duration: 102s BTime: 1.018s
2022-09-19 14:37:27,389 TRAIN Step: 500 Objs: 3.630485e+00 R1: 61.889502 R5: 83.041144 Duration: 102s BTime: 1.018s
2022-09-19 14:39:10,117 TRAIN Step: 600 Objs: 3.631131e+00 R1: 61.870190 R5: 83.046160 Duration: 102s BTime: 1.019s
2022-09-19 14:40:50,022 TRAIN Step: 700 Objs: 3.633568e+00 R1: 61.815849 R5: 83.034560 Duration: 99s BTime: 1.016s
2022-09-19 14:42:28,936 TRAIN Step: 800 Objs: 3.635996e+00 R1: 61.763860 R5: 82.999766 Duration: 98s BTime: 1.013s
2022-09-19 14:44:08,422 TRAIN Step: 900 Objs: 3.638347e+00 R1: 61.698807 R5: 82.964350 Duration: 99s BTime: 1.010s
2022-09-19 14:45:48,391 TRAIN Step: 1000 Objs: 3.641798e+00 R1: 61.645093 R5: 82.917766 Duration: 99s BTime: 1.009s
2022-09-19 14:47:30,901 TRAIN Step: 1100 Objs: 3.643644e+00 R1: 61.614619 R5: 82.899867 Duration: 102s BTime: 1.011s
2022-09-19 14:49:14,707 TRAIN Step: 1200 Objs: 3.644826e+00 R1: 61.600440 R5: 82.878282 Duration: 103s BTime: 1.013s
2022-09-19 14:50:00,277 Train_acc: 61.578779
2022-09-19 14:50:23,389 VALID Step: 000 Objs: 8.847525e-01 R1: 80.273438 R5: 93.945312 Duration: 0s
2022-09-19 14:50:55,047 Valid_acc_top1: 64.438000
2022-09-19 14:50:55,048 Valid_acc_top5: 86.336000
2022-09-19 14:50:55,048 Best acc top1: 64.438000
2022-09-19 14:50:55,048 Epoch time: 1348s.
2022-09-19 14:50:55,913 Epoch: 132 lr 2.306122e-01
2022-09-19 14:51:27,788 TRAIN Step: 000 Objs: 3.579170e+00 R1: 61.132812 R5: 83.203125 Duration: 0s BTime: 1.073s
2022-09-19 14:53:15,004 TRAIN Step: 100 Objs: 3.636870e+00 R1: 61.612392 R5: 83.060992 Duration: 107s BTime: 1.071s
2022-09-19 14:55:00,551 TRAIN Step: 200 Objs: 3.626146e+00 R1: 61.867907 R5: 83.171059 Duration: 105s BTime: 1.062s
2022-09-19 14:56:45,649 TRAIN Step: 300 Objs: 3.623412e+00 R1: 61.973435 R5: 83.208965 Duration: 105s BTime: 1.058s
2022-09-19 14:58:27,581 TRAIN Step: 400 Objs: 3.631303e+00 R1: 61.862921 R5: 83.065530 Duration: 101s BTime: 1.048s
2022-09-19 15:00:11,257 TRAIN Step: 500 Objs: 3.631046e+00 R1: 61.817381 R5: 83.083053 Duration: 103s BTime: 1.045s
2022-09-19 15:01:52,546 TRAIN Step: 600 Objs: 3.632559e+00 R1: 61.783096 R5: 83.072971 Duration: 101s BTime: 1.040s
2022-09-19 15:03:31,309 TRAIN Step: 700 Objs: 3.634803e+00 R1: 61.744522 R5: 83.039297 Duration: 98s BTime: 1.032s
2022-09-19 15:05:10,183 TRAIN Step: 800 Objs: 3.637278e+00 R1: 61.705461 R5: 83.010617 Duration: 98s BTime: 1.026s
2022-09-19 15:06:52,212 TRAIN Step: 900 Objs: 3.639675e+00 R1: 61.655669 R5: 82.972262 Duration: 102s BTime: 1.026s
2022-09-19 15:08:38,887 TRAIN Step: 1000 Objs: 3.640221e+00 R1: 61.637484 R5: 82.968496 Duration: 106s BTime: 1.030s
2022-09-19 15:10:22,638 TRAIN Step: 1100 Objs: 3.641635e+00 R1: 61.610273 R5: 82.935701 Duration: 103s BTime: 1.030s
2022-09-19 15:12:06,084 TRAIN Step: 1200 Objs: 3.642934e+00 R1: 61.587756 R5: 82.916580 Duration: 103s BTime: 1.030s
2022-09-19 15:12:49,874 Train_acc: 61.562388
2022-09-19 15:13:13,459 VALID Step: 000 Objs: 1.000788e+00 R1: 78.613281 R5: 92.968750 Duration: 0s
2022-09-19 15:13:44,650 Valid_acc_top1: 64.174000
2022-09-19 15:13:44,651 Valid_acc_top5: 86.030000
2022-09-19 15:13:44,651 Best acc top1: 64.438000
2022-09-19 15:13:44,651 Epoch time: 1368s.
2022-09-19 15:13:45,123 Epoch: 133 lr 2.285714e-01
2022-09-19 15:14:17,392 TRAIN Step: 000 Objs: 3.559358e+00 R1: 63.085938 R5: 84.765625 Duration: 0s BTime: 1.110s
2022-09-19 15:16:00,425 TRAIN Step: 100 Objs: 3.607672e+00 R1: 62.121945 R5: 83.440014 Duration: 103s BTime: 1.030s
2022-09-19 15:17:41,996 TRAIN Step: 200 Objs: 3.605426e+00 R1: 62.158932 R5: 83.406697 Duration: 101s BTime: 1.022s
2022-09-19 15:19:24,306 TRAIN Step: 300 Objs: 3.608685e+00 R1: 62.113917 R5: 83.346852 Duration: 102s BTime: 1.021s
2022-09-19 15:21:05,076 TRAIN Step: 400 Objs: 3.620304e+00 R1: 61.963743 R5: 83.197524 Duration: 100s BTime: 1.018s
2022-09-19 15:22:47,740 TRAIN Step: 500 Objs: 3.622912e+00 R1: 61.914452 R5: 83.155564 Duration: 102s BTime: 1.019s
2022-09-19 15:24:28,117 TRAIN Step: 600 Objs: 3.624711e+00 R1: 61.906913 R5: 83.117655 Duration: 100s BTime: 1.016s
2022-09-19 15:26:12,740 TRAIN Step: 700 Objs: 3.626181e+00 R1: 61.904868 R5: 83.095438 Duration: 104s BTime: 1.020s
2022-09-19 15:27:56,025 TRAIN Step: 800 Objs: 3.628725e+00 R1: 61.860053 R5: 83.065602 Duration: 103s BTime: 1.022s
2022-09-19 15:29:37,875 TRAIN Step: 900 Objs: 3.631789e+00 R1: 61.812396 R5: 83.033717 Duration: 101s BTime: 1.021s
2022-09-19 15:31:20,435 TRAIN Step: 1000 Objs: 3.632347e+00 R1: 61.806358 R5: 83.029958 Duration: 102s BTime: 1.021s
2022-09-19 15:33:00,801 TRAIN Step: 1100 Objs: 3.633858e+00 R1: 61.771703 R5: 83.016239 Duration: 100s BTime: 1.020s
2022-09-19 15:34:43,051 TRAIN Step: 1200 Objs: 3.635499e+00 R1: 61.734931 R5: 82.995046 Duration: 102s BTime: 1.020s
2022-09-19 15:35:26,091 Train_acc: 61.718574
2022-09-19 15:35:50,216 VALID Step: 000 Objs: 8.171447e-01 R1: 80.371094 R5: 95.117188 Duration: 0s
2022-09-19 15:36:23,691 Valid_acc_top1: 63.896000
2022-09-19 15:36:23,691 Valid_acc_top5: 86.140000
2022-09-19 15:36:23,691 Best acc top1: 64.438000
2022-09-19 15:36:23,691 Epoch time: 1358s.
2022-09-19 15:36:24,096 Epoch: 134 lr 2.265306e-01
2022-09-19 15:36:54,769 TRAIN Step: 000 Objs: 3.663380e+00 R1: 61.523438 R5: 82.324219 Duration: 0s BTime: 1.563s
2022-09-19 15:38:34,226 TRAIN Step: 100 Objs: 3.622783e+00 R1: 61.984646 R5: 83.120939 Duration: 99s BTime: 0.999s
2022-09-19 15:40:13,472 TRAIN Step: 200 Objs: 3.617639e+00 R1: 62.067592 R5: 83.173002 Duration: 99s BTime: 0.995s
2022-09-19 15:41:49,456 TRAIN Step: 300 Objs: 3.617969e+00 R1: 62.033456 R5: 83.196312 Duration: 95s BTime: 0.983s
2022-09-19 15:43:24,789 TRAIN Step: 400 Objs: 3.617180e+00 R1: 62.041917 R5: 83.191435 Duration: 95s BTime: 0.975s
2022-09-19 15:45:01,128 TRAIN Step: 500 Objs: 3.621353e+00 R1: 61.966692 R5: 83.145428 Duration: 96s BTime: 0.973s
2022-09-19 15:46:39,317 TRAIN Step: 600 Objs: 3.622304e+00 R1: 61.983608 R5: 83.120743 Duration: 98s BTime: 0.974s
2022-09-19 15:48:19,311 TRAIN Step: 700 Objs: 3.624545e+00 R1: 61.962682 R5: 83.084433 Duration: 99s BTime: 0.977s
2022-09-19 15:49:57,951 TRAIN Step: 800 Objs: 3.625917e+00 R1: 61.923694 R5: 83.080110 Duration: 98s BTime: 0.978s
2022-09-19 15:51:36,257 TRAIN Step: 900 Objs: 3.627409e+00 R1: 61.885990 R5: 83.060488 Duration: 98s BTime: 0.979s
2022-09-19 15:53:12,444 TRAIN Step: 1000 Objs: 3.629834e+00 R1: 61.830650 R5: 83.027910 Duration: 96s BTime: 0.977s
2022-09-19 15:54:48,327 TRAIN Step: 1100 Objs: 3.631545e+00 R1: 61.798135 R5: 83.003821 Duration: 95s BTime: 0.975s
2022-09-19 15:56:23,228 TRAIN Step: 1200 Objs: 3.632935e+00 R1: 61.774530 R5: 82.980166 Duration: 94s BTime: 0.973s
2022-09-19 15:57:07,630 Train_acc: 61.766187
2022-09-19 15:57:31,365 VALID Step: 000 Objs: 8.337060e-01 R1: 80.566406 R5: 94.335938 Duration: 0s
2022-09-19 15:58:03,259 Valid_acc_top1: 64.528000
2022-09-19 15:58:03,260 Valid_acc_top5: 86.234000
2022-09-19 15:58:03,260 Best acc top1: 64.528000
2022-09-19 15:58:03,260 Epoch time: 1299s.
2022-09-19 15:58:03,964 Epoch: 135 lr 2.244898e-01
2022-09-19 15:58:36,761 TRAIN Step: 000 Objs: 3.568509e+00 R1: 62.792969 R5: 83.789062 Duration: 0s BTime: 1.530s
2022-09-19 16:00:23,832 TRAIN Step: 100 Objs: 3.602080e+00 R1: 62.267946 R5: 83.394570 Duration: 107s BTime: 1.070s
2022-09-19 16:02:08,573 TRAIN Step: 200 Objs: 3.604603e+00 R1: 62.296428 R5: 83.412527 Duration: 104s BTime: 1.057s
2022-09-19 16:03:51,068 TRAIN Step: 300 Objs: 3.603053e+00 R1: 62.319287 R5: 83.400384 Duration: 102s BTime: 1.046s
2022-09-19 16:05:30,464 TRAIN Step: 400 Objs: 3.608936e+00 R1: 62.204352 R5: 83.345591 Duration: 99s BTime: 1.033s
2022-09-19 16:07:10,629 TRAIN Step: 500 Objs: 3.612130e+00 R1: 62.164538 R5: 83.293179 Duration: 100s BTime: 1.026s
2022-09-19 16:08:55,170 TRAIN Step: 600 Objs: 3.615618e+00 R1: 62.104663 R5: 83.229773 Duration: 104s BTime: 1.029s
2022-09-19 16:10:37,145 TRAIN Step: 700 Objs: 3.615161e+00 R1: 62.103106 R5: 83.238231 Duration: 101s BTime: 1.028s
2022-09-19 16:12:21,832 TRAIN Step: 800 Objs: 3.619248e+00 R1: 62.025130 R5: 83.180814 Duration: 104s BTime: 1.030s
2022-09-19 16:14:47,442 TRAIN Step: 900 Objs: 3.621974e+00 R1: 61.991125 R5: 83.153484 Duration: 145s BTime: 1.077s
2022-09-19 16:16:25,672 TRAIN Step: 1000 Objs: 3.622861e+00 R1: 61.977281 R5: 83.140785 Duration: 98s BTime: 1.067s
2022-09-19 16:18:01,775 TRAIN Step: 1100 Objs: 3.624448e+00 R1: 61.947058 R5: 83.120370 Duration: 96s BTime: 1.057s
2022-09-19 16:19:34,334 TRAIN Step: 1200 Objs: 3.626204e+00 R1: 61.910078 R5: 83.097825 Duration: 92s BTime: 1.046s
2022-09-19 16:20:17,953 Train_acc: 61.884126
2022-09-19 16:20:37,459 VALID Step: 000 Objs: 8.325732e-01 R1: 81.933594 R5: 94.335938 Duration: 0s
2022-09-19 16:21:12,584 Valid_acc_top1: 64.474000
2022-09-19 16:21:12,585 Valid_acc_top5: 86.254000
2022-09-19 16:21:12,585 Best acc top1: 64.528000
2022-09-19 16:21:12,585 Epoch time: 1388s.
2022-09-19 16:21:13,147 Epoch: 136 lr 2.224490e-01
2022-09-19 16:21:45,348 TRAIN Step: 000 Objs: 3.661783e+00 R1: 61.816406 R5: 82.128906 Duration: 0s BTime: 1.469s
2022-09-19 16:23:25,412 TRAIN Step: 100 Objs: 3.614390e+00 R1: 62.256343 R5: 83.309483 Duration: 100s BTime: 1.001s
2022-09-19 16:25:04,125 TRAIN Step: 200 Objs: 3.608557e+00 R1: 62.259989 R5: 83.408155 Duration: 98s BTime: 0.994s
2022-09-19 16:26:40,115 TRAIN Step: 300 Objs: 3.611372e+00 R1: 62.184320 R5: 83.336794 Duration: 95s BTime: 0.982s
2022-09-19 16:28:19,198 TRAIN Step: 400 Objs: 3.612171e+00 R1: 62.212632 R5: 83.302730 Duration: 99s BTime: 0.984s
2022-09-19 16:29:58,656 TRAIN Step: 500 Objs: 3.616833e+00 R1: 62.149724 R5: 83.234313 Duration: 99s BTime: 0.986s
2022-09-19 16:31:37,487 TRAIN Step: 600 Objs: 3.618299e+00 R1: 62.115225 R5: 83.227336 Duration: 98s BTime: 0.986s
2022-09-19 16:33:16,036 TRAIN Step: 700 Objs: 3.620732e+00 R1: 62.084299 R5: 83.180000 Duration: 98s BTime: 0.986s
2022-09-19 16:34:49,807 TRAIN Step: 800 Objs: 3.621513e+00 R1: 62.064509 R5: 83.166184 Duration: 93s BTime: 0.979s
2022-09-19 16:36:24,973 TRAIN Step: 900 Objs: 3.622393e+00 R1: 62.037948 R5: 83.144921 Duration: 95s BTime: 0.976s
2022-09-19 16:37:58,234 TRAIN Step: 1000 Objs: 3.623764e+00 R1: 62.008890 R5: 83.117176 Duration: 93s BTime: 0.972s
2022-09-19 16:39:31,992 TRAIN Step: 1100 Objs: 3.624695e+00 R1: 61.982182 R5: 83.101921 Duration: 93s BTime: 0.968s
2022-09-19 16:41:07,051 TRAIN Step: 1200 Objs: 3.625946e+00 R1: 61.936423 R5: 83.092377 Duration: 95s BTime: 0.967s
2022-09-19 16:41:50,206 Train_acc: 61.916362
2022-09-19 16:42:18,086 VALID Step: 000 Objs: 9.050428e-01 R1: 80.273438 R5: 94.335938 Duration: 0s
2022-09-19 16:42:47,646 Valid_acc_top1: 63.996000
2022-09-19 16:42:47,646 Valid_acc_top5: 86.238000
2022-09-19 16:42:47,646 Best acc top1: 64.528000
2022-09-19 16:42:47,646 Epoch time: 1294s.
2022-09-19 16:42:48,152 Epoch: 137 lr 2.204082e-01
2022-09-19 16:43:20,476 TRAIN Step: 000 Objs: 3.576270e+00 R1: 62.109375 R5: 82.910156 Duration: 0s BTime: 1.232s
2022-09-19 16:44:59,854 TRAIN Step: 100 Objs: 3.598190e+00 R1: 62.223468 R5: 83.473855 Duration: 99s BTime: 0.993s
2022-09-19 16:46:37,848 TRAIN Step: 200 Objs: 3.596328e+00 R1: 62.336268 R5: 83.507268 Duration: 97s BTime: 0.986s
2022-09-19 16:48:17,472 TRAIN Step: 300 Objs: 3.602017e+00 R1: 62.223578 R5: 83.414335 Duration: 99s BTime: 0.989s
2022-09-19 16:49:59,671 TRAIN Step: 400 Objs: 3.602494e+00 R1: 62.260608 R5: 83.393080 Duration: 102s BTime: 0.997s
2022-09-19 16:51:42,804 TRAIN Step: 500 Objs: 3.604288e+00 R1: 62.236465 R5: 83.373877 Duration: 103s BTime: 1.003s
2022-09-19 16:53:20,405 TRAIN Step: 600 Objs: 3.609319e+00 R1: 62.160884 R5: 83.310368 Duration: 97s BTime: 0.998s
2022-09-19 16:54:56,533 TRAIN Step: 700 Objs: 3.612753e+00 R1: 62.096001 R5: 83.262750 Duration: 96s BTime: 0.993s
2022-09-19 16:56:29,908 TRAIN Step: 800 Objs: 3.614492e+00 R1: 62.063168 R5: 83.237750 Duration: 93s BTime: 0.985s
2022-09-19 16:58:05,297 TRAIN Step: 900 Objs: 3.615456e+00 R1: 62.048570 R5: 83.232498 Duration: 95s BTime: 0.982s
2022-09-19 16:59:39,760 TRAIN Step: 1000 Objs: 3.617682e+00 R1: 62.013572 R5: 83.203418 Duration: 94s BTime: 0.978s
2022-09-19 17:01:12,283 TRAIN Step: 1100 Objs: 3.618793e+00 R1: 62.007727 R5: 83.188224 Duration: 92s BTime: 0.973s
2022-09-19 17:02:46,822 TRAIN Step: 1200 Objs: 3.620404e+00 R1: 61.967078 R5: 83.166860 Duration: 94s BTime: 0.971s
2022-09-19 17:03:28,877 Train_acc: 61.945320
2022-09-19 17:03:54,400 VALID Step: 000 Objs: 7.899261e-01 R1: 82.910156 R5: 95.410156 Duration: 0s
2022-09-19 17:04:25,544 Valid_acc_top1: 64.582000
2022-09-19 17:04:25,544 Valid_acc_top5: 86.636000
2022-09-19 17:04:25,544 Best acc top1: 64.582000
2022-09-19 17:04:25,544 Epoch time: 1297s.
2022-09-19 17:04:26,328 Epoch: 138 lr 2.183673e-01
2022-09-19 17:04:55,483 TRAIN Step: 000 Objs: 3.582169e+00 R1: 60.839844 R5: 83.886719 Duration: 0s BTime: 1.530s
2022-09-19 17:06:34,821 TRAIN Step: 100 Objs: 3.602250e+00 R1: 62.555113 R5: 83.475789 Duration: 99s BTime: 0.983s
2022-09-19 17:08:14,874 TRAIN Step: 200 Objs: 3.595830e+00 R1: 62.548585 R5: 83.446537 Duration: 100s BTime: 0.991s
2022-09-19 17:09:56,940 TRAIN Step: 300 Objs: 3.598247e+00 R1: 62.468529 R5: 83.421148 Duration: 102s BTime: 1.000s
2022-09-19 17:11:38,877 TRAIN Step: 400 Objs: 3.598678e+00 R1: 62.415007 R5: 83.429366 Duration: 101s BTime: 1.005s
2022-09-19 17:13:21,138 TRAIN Step: 500 Objs: 3.599814e+00 R1: 62.402344 R5: 83.417150 Duration: 102s BTime: 1.008s
2022-09-19 17:15:03,681 TRAIN Step: 600 Objs: 3.603779e+00 R1: 62.348235 R5: 83.365615 Duration: 102s BTime: 1.011s
2022-09-19 17:16:46,418 TRAIN Step: 700 Objs: 3.606577e+00 R1: 62.316250 R5: 83.322932 Duration: 102s BTime: 1.013s
2022-09-19 17:18:28,651 TRAIN Step: 800 Objs: 3.609058e+00 R1: 62.266771 R5: 83.290906 Duration: 102s BTime: 1.014s
2022-09-19 17:20:11,913 TRAIN Step: 900 Objs: 3.610400e+00 R1: 62.242799 R5: 83.278562 Duration: 103s BTime: 1.016s
2022-09-19 17:21:53,366 TRAIN Step: 1000 Objs: 3.613995e+00 R1: 62.179325 R5: 83.227710 Duration: 101s BTime: 1.015s
2022-09-19 17:23:33,646 TRAIN Step: 1100 Objs: 3.615826e+00 R1: 62.142814 R5: 83.196473 Duration: 100s BTime: 1.014s
2022-09-19 17:25:14,317 TRAIN Step: 1200 Objs: 3.618346e+00 R1: 62.097991 R5: 83.168405 Duration: 100s BTime: 1.013s
2022-09-19 17:25:58,159 Train_acc: 62.068021
2022-09-19 17:26:21,190 VALID Step: 000 Objs: 1.025293e+00 R1: 78.222656 R5: 92.675781 Duration: 0s
2022-09-19 17:26:55,214 Valid_acc_top1: 63.648000
2022-09-19 17:26:55,214 Valid_acc_top5: 86.030000
2022-09-19 17:26:55,214 Best acc top1: 64.582000
2022-09-19 17:26:55,214 Epoch time: 1348s.
2022-09-19 17:26:55,563 Epoch: 139 lr 2.163265e-01
2022-09-19 17:27:33,867 TRAIN Step: 000 Objs: 3.580472e+00 R1: 62.500000 R5: 83.496094 Duration: 0s BTime: 1.463s
2022-09-19 17:29:14,645 TRAIN Step: 100 Objs: 3.597874e+00 R1: 62.328860 R5: 83.507696 Duration: 100s BTime: 0.998s
2022-09-19 17:30:53,145 TRAIN Step: 200 Objs: 3.603648e+00 R1: 62.254645 R5: 83.388720 Duration: 98s BTime: 0.991s
2022-09-19 17:32:26,404 TRAIN Step: 300 Objs: 3.597140e+00 R1: 62.336158 R5: 83.489281 Duration: 93s BTime: 0.970s
2022-09-19 17:34:02,239 TRAIN Step: 400 Objs: 3.598809e+00 R1: 62.339025 R5: 83.477585 Duration: 95s BTime: 0.967s
2022-09-19 17:35:38,786 TRAIN Step: 500 Objs: 3.599672e+00 R1: 62.328273 R5: 83.427286 Duration: 96s BTime: 0.966s
2022-09-19 17:37:16,022 TRAIN Step: 600 Objs: 3.599778e+00 R1: 62.304363 R5: 83.435323 Duration: 97s BTime: 0.967s
2022-09-19 17:38:57,001 TRAIN Step: 700 Objs: 3.601319e+00 R1: 62.303852 R5: 83.433126 Duration: 100s BTime: 0.973s
2022-09-19 17:40:33,312 TRAIN Step: 800 Objs: 3.604594e+00 R1: 62.254457 R5: 83.388074 Duration: 96s BTime: 0.972s
2022-09-19 17:42:08,815 TRAIN Step: 900 Objs: 3.607381e+00 R1: 62.204864 R5: 83.348255 Duration: 95s BTime: 0.970s
2022-09-19 17:43:44,110 TRAIN Step: 1000 Objs: 3.608802e+00 R1: 62.174154 R5: 83.325854 Duration: 95s BTime: 0.968s
2022-09-19 17:45:24,336 TRAIN Step: 1100 Objs: 3.610437e+00 R1: 62.146539 R5: 83.307345 Duration: 100s BTime: 0.971s
2022-09-19 17:47:00,555 TRAIN Step: 1200 Objs: 3.611571e+00 R1: 62.102951 R5: 83.284112 Duration: 96s BTime: 0.970s
2022-09-19 17:47:45,993 Train_acc: 62.076607
2022-09-19 17:48:07,673 VALID Step: 000 Objs: 9.478208e-01 R1: 78.613281 R5: 92.675781 Duration: 0s
2022-09-19 17:48:42,044 Valid_acc_top1: 65.022000
2022-09-19 17:48:42,045 Valid_acc_top5: 86.842000
2022-09-19 17:48:42,045 Best acc top1: 65.022000
2022-09-19 17:48:42,045 Epoch time: 1306s.
2022-09-19 17:48:42,818 Epoch: 140 lr 2.142857e-01
2022-09-19 17:49:13,049 TRAIN Step: 000 Objs: 3.589979e+00 R1: 63.085938 R5: 83.691406 Duration: 0s BTime: 1.704s
2022-09-19 17:51:02,072 TRAIN Step: 100 Objs: 3.595111e+00 R1: 62.507735 R5: 83.474822 Duration: 109s BTime: 1.082s
2022-09-19 17:52:46,493 TRAIN Step: 200 Objs: 3.591578e+00 R1: 62.538868 R5: 83.501924 Duration: 104s BTime: 1.062s
2022-09-19 17:54:28,492 TRAIN Step: 300 Objs: 3.593629e+00 R1: 62.459445 R5: 83.503231 Duration: 101s BTime: 1.048s
2022-09-19 17:56:11,985 TRAIN Step: 400 Objs: 3.593417e+00 R1: 62.404292 R5: 83.507783 Duration: 103s BTime: 1.044s
2022-09-19 17:57:54,653 TRAIN Step: 500 Objs: 3.597994e+00 R1: 62.351859 R5: 83.437032 Duration: 102s BTime: 1.040s
2022-09-19 17:59:37,753 TRAIN Step: 600 Objs: 3.601365e+00 R1: 62.278689 R5: 83.388038 Duration: 103s BTime: 1.039s
2022-09-19 18:01:17,369 TRAIN Step: 700 Objs: 3.603564e+00 R1: 62.256486 R5: 83.342853 Duration: 99s BTime: 1.032s
2022-09-19 18:02:59,778 TRAIN Step: 800 Objs: 3.604386e+00 R1: 62.240071 R5: 83.333455 Duration: 102s BTime: 1.031s
2022-09-19 18:04:38,907 TRAIN Step: 900 Objs: 3.606503e+00 R1: 62.213209 R5: 83.308693 Duration: 99s BTime: 1.027s
2022-09-19 18:06:20,556 TRAIN Step: 1000 Objs: 3.608405e+00 R1: 62.185959 R5: 83.290440 Duration: 101s BTime: 1.025s
2022-09-19 18:08:01,821 TRAIN Step: 1100 Objs: 3.610725e+00 R1: 62.144499 R5: 83.261488 Duration: 101s BTime: 1.024s
2022-09-19 18:09:40,344 TRAIN Step: 1200 Objs: 3.612045e+00 R1: 62.123767 R5: 83.246465 Duration: 98s BTime: 1.021s
2022-09-19 18:10:23,070 Train_acc: 62.124532
2022-09-19 18:10:49,275 VALID Step: 000 Objs: 8.323912e-01 R1: 81.542969 R5: 94.628906 Duration: 0s
2022-09-19 18:11:19,975 Valid_acc_top1: 64.536000
2022-09-19 18:11:19,975 Valid_acc_top5: 86.070000
2022-09-19 18:11:19,976 Best acc top1: 65.022000
2022-09-19 18:11:19,976 Epoch time: 1357s.
2022-09-19 18:11:20,323 Epoch: 141 lr 2.122449e-01
2022-09-19 18:11:51,098 TRAIN Step: 000 Objs: 3.503659e+00 R1: 61.914062 R5: 83.886719 Duration: 0s BTime: 1.734s
2022-09-19 18:13:30,112 TRAIN Step: 100 Objs: 3.598065e+00 R1: 62.150951 R5: 83.520266 Duration: 99s BTime: 0.995s
2022-09-19 18:15:12,249 TRAIN Step: 200 Objs: 3.585436e+00 R1: 62.553930 R5: 83.646708 Duration: 102s BTime: 1.007s
2022-09-19 18:16:56,242 TRAIN Step: 300 Objs: 3.586006e+00 R1: 62.496756 R5: 83.629114 Duration: 103s BTime: 1.018s
2022-09-19 18:18:35,524 TRAIN Step: 400 Objs: 3.589653e+00 R1: 62.491476 R5: 83.550888 Duration: 99s BTime: 1.011s
2022-09-19 18:20:16,548 TRAIN Step: 500 Objs: 3.592355e+00 R1: 62.431387 R5: 83.510908 Duration: 101s BTime: 1.011s
2022-09-19 18:21:58,786 TRAIN Step: 600 Objs: 3.594626e+00 R1: 62.428505 R5: 83.464083 Duration: 102s BTime: 1.012s
2022-09-19 18:23:39,590 TRAIN Step: 700 Objs: 3.595448e+00 R1: 62.407080 R5: 83.467117 Duration: 100s BTime: 1.012s
2022-09-19 18:25:21,752 TRAIN Step: 800 Objs: 3.599333e+00 R1: 62.355771 R5: 83.415628 Duration: 102s BTime: 1.012s
2022-09-19 18:27:04,659 TRAIN Step: 900 Objs: 3.601139e+00 R1: 62.312058 R5: 83.384672 Duration: 102s BTime: 1.014s
2022-09-19 18:28:47,391 TRAIN Step: 1000 Objs: 3.601087e+00 R1: 62.279517 R5: 83.392779 Duration: 102s BTime: 1.015s
2022-09-19 18:30:29,019 TRAIN Step: 1100 Objs: 3.602733e+00 R1: 62.254218 R5: 83.365265 Duration: 101s BTime: 1.015s
2022-09-19 18:32:12,951 TRAIN Step: 1200 Objs: 3.605400e+00 R1: 62.208983 R5: 83.329810 Duration: 103s BTime: 1.017s
2022-09-19 18:32:58,009 Train_acc: 62.205083
2022-09-19 18:33:21,704 VALID Step: 000 Objs: 8.772389e-01 R1: 80.273438 R5: 93.359375 Duration: 0s
2022-09-19 18:33:54,285 Valid_acc_top1: 64.328000
2022-09-19 18:33:54,286 Valid_acc_top5: 86.040000
2022-09-19 18:33:54,286 Best acc top1: 65.022000
2022-09-19 18:33:54,286 Epoch time: 1353s.
2022-09-19 18:33:54,689 Epoch: 142 lr 2.102041e-01
2022-09-19 18:34:22,591 TRAIN Step: 000 Objs: 3.541824e+00 R1: 63.085938 R5: 83.886719 Duration: 0s BTime: 1.460s
2022-09-19 18:36:10,458 TRAIN Step: 100 Objs: 3.588818e+00 R1: 62.512570 R5: 83.694307 Duration: 107s BTime: 1.069s
2022-09-19 18:37:54,357 TRAIN Step: 200 Objs: 3.585826e+00 R1: 62.575307 R5: 83.678288 Duration: 103s BTime: 1.053s
2022-09-19 18:39:38,288 TRAIN Step: 300 Objs: 3.583812e+00 R1: 62.651838 R5: 83.704708 Duration: 103s BTime: 1.048s
2022-09-19 18:41:22,812 TRAIN Step: 400 Objs: 3.583272e+00 R1: 62.660975 R5: 83.686536 Duration: 104s BTime: 1.047s
2022-09-19 18:43:08,722 TRAIN Step: 500 Objs: 3.585217e+00 R1: 62.623971 R5: 83.654176 Duration: 105s BTime: 1.049s
2022-09-19 18:44:49,978 TRAIN Step: 600 Objs: 3.587611e+00 R1: 62.549559 R5: 83.624136 Duration: 101s BTime: 1.043s
2022-09-19 18:46:30,225 TRAIN Step: 700 Objs: 3.590056e+00 R1: 62.518110 R5: 83.587899 Duration: 100s BTime: 1.037s
2022-09-19 18:48:11,640 TRAIN Step: 800 Objs: 3.594094e+00 R1: 62.442333 R5: 83.528036 Duration: 101s BTime: 1.034s
2022-09-19 18:49:53,683 TRAIN Step: 900 Objs: 3.597216e+00 R1: 62.380125 R5: 83.484713 Duration: 102s BTime: 1.032s
2022-09-19 18:51:39,426 TRAIN Step: 1000 Objs: 3.598642e+00 R1: 62.364393 R5: 83.468192 Duration: 105s BTime: 1.034s
2022-09-19 18:53:25,012 TRAIN Step: 1100 Objs: 3.600512e+00 R1: 62.341674 R5: 83.436400 Duration: 105s BTime: 1.036s
2022-09-19 18:55:07,522 TRAIN Step: 1200 Objs: 3.601572e+00 R1: 62.314933 R5: 83.417871 Duration: 102s BTime: 1.035s
2022-09-19 18:55:52,432 Train_acc: 62.295548
2022-09-19 18:56:16,700 VALID Step: 000 Objs: 9.374376e-01 R1: 81.152344 R5: 93.261719 Duration: 0s
2022-09-19 18:56:48,563 Valid_acc_top1: 63.818000
2022-09-19 18:56:48,563 Valid_acc_top5: 85.964000
2022-09-19 18:56:48,564 Best acc top1: 65.022000
2022-09-19 18:56:48,564 Epoch time: 1373s.
2022-09-19 18:56:48,912 Epoch: 143 lr 2.081633e-01
2022-09-19 18:57:20,998 TRAIN Step: 000 Objs: 3.643547e+00 R1: 61.621094 R5: 83.105469 Duration: 0s BTime: 1.484s
2022-09-19 18:59:03,504 TRAIN Step: 100 Objs: 3.599652e+00 R1: 62.486463 R5: 83.555074 Duration: 102s BTime: 1.028s
2022-09-19 19:00:47,349 TRAIN Step: 200 Objs: 3.591516e+00 R1: 62.651586 R5: 83.600552 Duration: 103s BTime: 1.033s
2022-09-19 19:02:34,639 TRAIN Step: 300 Objs: 3.587757e+00 R1: 62.666113 R5: 83.666749 Duration: 107s BTime: 1.045s
2022-09-19 19:04:23,011 TRAIN Step: 400 Objs: 3.587562e+00 R1: 62.636378 R5: 83.625896 Duration: 108s BTime: 1.055s
2022-09-19 19:06:04,809 TRAIN Step: 500 Objs: 3.588054e+00 R1: 62.592198 R5: 83.590046 Duration: 101s BTime: 1.047s
2022-09-19 19:07:48,304 TRAIN Step: 600 Objs: 3.590427e+00 R1: 62.544847 R5: 83.528754 Duration: 103s BTime: 1.045s
2022-09-19 19:09:31,050 TRAIN Step: 700 Objs: 3.589910e+00 R1: 62.519921 R5: 83.532454 Duration: 102s BTime: 1.042s
2022-09-19 19:11:13,353 TRAIN Step: 800 Objs: 3.591451e+00 R1: 62.475982 R5: 83.517795 Duration: 102s BTime: 1.039s
2022-09-19 19:12:55,495 TRAIN Step: 900 Objs: 3.593525e+00 R1: 62.448083 R5: 83.485255 Duration: 102s BTime: 1.037s
2022-09-19 19:14:38,281 TRAIN Step: 1000 Objs: 3.594628e+00 R1: 62.412783 R5: 83.473850 Duration: 102s BTime: 1.036s
2022-09-19 19:16:20,326 TRAIN Step: 1100 Objs: 3.596511e+00 R1: 62.391523 R5: 83.445980 Duration: 102s BTime: 1.035s
2022-09-19 19:18:04,179 TRAIN Step: 1200 Objs: 3.597301e+00 R1: 62.376080 R5: 83.427059 Duration: 103s BTime: 1.035s
2022-09-19 19:18:50,031 Train_acc: 62.350732
2022-09-19 19:19:13,509 VALID Step: 000 Objs: 8.439822e-01 R1: 81.250000 R5: 94.335938 Duration: 0s
2022-09-19 19:19:45,959 Valid_acc_top1: 64.958000
2022-09-19 19:19:45,959 Valid_acc_top5: 86.370000
2022-09-19 19:19:45,959 Best acc top1: 65.022000
2022-09-19 19:19:45,959 Epoch time: 1377s.
2022-09-19 19:19:46,362 Epoch: 144 lr 2.061224e-01
2022-09-19 19:20:13,821 TRAIN Step: 000 Objs: 3.618978e+00 R1: 61.914062 R5: 83.496094 Duration: 0s BTime: 1.593s
2022-09-19 19:21:57,330 TRAIN Step: 100 Objs: 3.576764e+00 R1: 62.755260 R5: 83.699141 Duration: 103s BTime: 1.019s
2022-09-19 19:23:43,892 TRAIN Step: 200 Objs: 3.565715e+00 R1: 62.888682 R5: 83.839105 Duration: 106s BTime: 1.042s
2022-09-19 19:25:27,172 TRAIN Step: 300 Objs: 3.569728e+00 R1: 62.836768 R5: 83.784845 Duration: 103s BTime: 1.038s
2022-09-19 19:27:10,488 TRAIN Step: 400 Objs: 3.573970e+00 R1: 62.747185 R5: 83.747906 Duration: 103s BTime: 1.037s
2022-09-19 19:28:55,870 TRAIN Step: 500 Objs: 3.573245e+00 R1: 62.750281 R5: 83.756900 Duration: 105s BTime: 1.040s
2022-09-19 19:30:40,575 TRAIN Step: 600 Objs: 3.577584e+00 R1: 62.721798 R5: 83.695144 Duration: 104s BTime: 1.041s
2022-09-19 19:32:26,178 TRAIN Step: 700 Objs: 3.579019e+00 R1: 62.681660 R5: 83.699208 Duration: 105s BTime: 1.043s
2022-09-19 19:34:09,329 TRAIN Step: 800 Objs: 3.582208e+00 R1: 62.638133 R5: 83.651539 Duration: 103s BTime: 1.041s
2022-09-19 19:35:47,250 TRAIN Step: 900 Objs: 3.585428e+00 R1: 62.584108 R5: 83.605239 Duration: 97s BTime: 1.034s
2022-09-19 19:37:30,006 TRAIN Step: 1000 Objs: 3.587351e+00 R1: 62.550828 R5: 83.584384 Duration: 102s BTime: 1.033s
2022-09-19 19:39:16,177 TRAIN Step: 1100 Objs: 3.589215e+00 R1: 62.504790 R5: 83.547982 Duration: 106s BTime: 1.036s
2022-09-19 19:40:59,394 TRAIN Step: 1200 Objs: 3.591215e+00 R1: 62.472679 R5: 83.527480 Duration: 103s BTime: 1.035s
2022-09-19 19:41:46,301 Train_acc: 62.441586
2022-09-19 19:42:11,221 VALID Step: 000 Objs: 9.639688e-01 R1: 80.664062 R5: 92.578125 Duration: 0s
2022-09-19 19:42:41,751 Valid_acc_top1: 64.520000
2022-09-19 19:42:41,752 Valid_acc_top5: 86.374000
2022-09-19 19:42:41,752 Best acc top1: 65.022000
2022-09-19 19:42:41,752 Epoch time: 1375s.
2022-09-19 19:42:42,160 Epoch: 145 lr 2.040816e-01
2022-09-19 19:43:12,110 TRAIN Step: 000 Objs: 3.442201e+00 R1: 64.746094 R5: 85.937500 Duration: 0s BTime: 1.633s
2022-09-19 19:44:57,116 TRAIN Step: 100 Objs: 3.576735e+00 R1: 62.899327 R5: 83.743619 Duration: 105s BTime: 1.043s
2022-09-19 19:46:40,809 TRAIN Step: 200 Objs: 3.565444e+00 R1: 63.067475 R5: 83.913926 Duration: 103s BTime: 1.039s
2022-09-19 19:48:21,900 TRAIN Step: 300 Objs: 3.571396e+00 R1: 62.962002 R5: 83.789387 Duration: 101s BTime: 1.029s
2022-09-19 19:50:02,238 TRAIN Step: 400 Objs: 3.573976e+00 R1: 62.880884 R5: 83.734998 Duration: 100s BTime: 1.022s
2022-09-19 19:51:42,917 TRAIN Step: 500 Objs: 3.573368e+00 R1: 62.871523 R5: 83.728636 Duration: 100s BTime: 1.019s
2022-09-19 19:53:22,232 TRAIN Step: 600 Objs: 3.574498e+00 R1: 62.846103 R5: 83.733816 Duration: 99s BTime: 1.014s
2022-09-19 19:55:02,648 TRAIN Step: 700 Objs: 3.578053e+00 R1: 62.769704 R5: 83.689456 Duration: 100s BTime: 1.013s
2022-09-19 19:56:43,153 TRAIN Step: 800 Objs: 3.578353e+00 R1: 62.750419 R5: 83.679458 Duration: 100s BTime: 1.011s
2022-09-19 19:58:23,732 TRAIN Step: 900 Objs: 3.581528e+00 R1: 62.690760 R5: 83.642199 Duration: 100s BTime: 1.011s
2022-09-19 20:00:08,231 TRAIN Step: 1000 Objs: 3.583294e+00 R1: 62.661265 R5: 83.608091 Duration: 104s BTime: 1.014s
2022-09-19 20:01:48,394 TRAIN Step: 1100 Objs: 3.585171e+00 R1: 62.624532 R5: 83.576631 Duration: 100s BTime: 1.013s
2022-09-19 20:03:28,566 TRAIN Step: 1200 Objs: 3.587953e+00 R1: 62.571880 R5: 83.539189 Duration: 100s BTime: 1.012s
2022-09-19 20:04:14,136 Train_acc: 62.543993
2022-09-19 20:04:36,140 VALID Step: 000 Objs: 8.640695e-01 R1: 82.421875 R5: 95.019531 Duration: 0s
2022-09-19 20:05:10,819 Valid_acc_top1: 65.234000
2022-09-19 20:05:10,819 Valid_acc_top5: 86.954000
2022-09-19 20:05:10,819 Best acc top1: 65.234000
2022-09-19 20:05:10,819 Epoch time: 1348s.
2022-09-19 20:05:11,601 Epoch: 146 lr 2.020408e-01
2022-09-19 20:05:40,535 TRAIN Step: 000 Objs: 3.526777e+00 R1: 62.500000 R5: 84.960938 Duration: 0s BTime: 1.645s
2022-09-19 20:07:27,559 TRAIN Step: 100 Objs: 3.572778e+00 R1: 62.904162 R5: 83.690439 Duration: 107s BTime: 1.064s
2022-09-19 20:09:08,811 TRAIN Step: 200 Objs: 3.559162e+00 R1: 63.149584 R5: 83.876516 Duration: 101s BTime: 1.038s
2022-09-19 20:10:50,470 TRAIN Step: 300 Objs: 3.563303e+00 R1: 63.033054 R5: 83.842919 Duration: 101s BTime: 1.030s
2022-09-19 20:12:36,002 TRAIN Step: 400 Objs: 3.566148e+00 R1: 62.987794 R5: 83.821939 Duration: 105s BTime: 1.036s
2022-09-19 20:14:22,538 TRAIN Step: 500 Objs: 3.569078e+00 R1: 62.887506 R5: 83.792766 Duration: 106s BTime: 1.042s
2022-09-19 20:16:05,309 TRAIN Step: 600 Objs: 3.572004e+00 R1: 62.835216 R5: 83.744865 Duration: 102s BTime: 1.039s
2022-09-19 20:17:48,687 TRAIN Step: 700 Objs: 3.573505e+00 R1: 62.820552 R5: 83.719965 Duration: 103s BTime: 1.038s
2022-09-19 20:19:31,143 TRAIN Step: 800 Objs: 3.575923e+00 R1: 62.763587 R5: 83.686408 Duration: 102s BTime: 1.036s
2022-09-19 20:21:13,808 TRAIN Step: 900 Objs: 3.578622e+00 R1: 62.703008 R5: 83.655205 Duration: 102s BTime: 1.035s
2022-09-19 20:22:59,165 TRAIN Step: 1000 Objs: 3.579881e+00 R1: 62.678142 R5: 83.641554 Duration: 105s BTime: 1.036s
2022-09-19 20:24:44,311 TRAIN Step: 1100 Objs: 3.580982e+00 R1: 62.648835 R5: 83.625326 Duration: 105s BTime: 1.038s
2022-09-19 20:26:28,256 TRAIN Step: 1200 Objs: 3.582572e+00 R1: 62.612536 R5: 83.610907 Duration: 103s BTime: 1.038s
2022-09-19 20:27:14,603 Train_acc: 62.583020
2022-09-19 20:27:37,982 VALID Step: 000 Objs: 9.506518e-01 R1: 80.371094 R5: 93.554688 Duration: 0s
2022-09-19 20:28:11,460 Valid_acc_top1: 64.370000
2022-09-19 20:28:11,460 Valid_acc_top5: 86.256000
2022-09-19 20:28:11,460 Best acc top1: 65.234000
2022-09-19 20:28:11,461 Epoch time: 1379s.
2022-09-19 20:28:11,964 Epoch: 147 lr 2.000000e-01
2022-09-19 20:28:44,025 TRAIN Step: 000 Objs: 3.554296e+00 R1: 63.183594 R5: 83.593750 Duration: 0s BTime: 1.159s
2022-09-19 20:30:27,399 TRAIN Step: 100 Objs: 3.563376e+00 R1: 63.051129 R5: 83.936997 Duration: 103s BTime: 1.032s
2022-09-19 20:32:13,388 TRAIN Step: 200 Objs: 3.562018e+00 R1: 62.974677 R5: 83.895950 Duration: 105s BTime: 1.045s
2022-09-19 20:33:55,054 TRAIN Step: 300 Objs: 3.564317e+00 R1: 62.986010 R5: 83.829617 Duration: 101s BTime: 1.035s
2022-09-19 20:35:37,347 TRAIN Step: 400 Objs: 3.562502e+00 R1: 62.971965 R5: 83.857738 Duration: 102s BTime: 1.031s
2022-09-19 20:37:16,392 TRAIN Step: 500 Objs: 3.563505e+00 R1: 62.958068 R5: 83.852607 Duration: 99s BTime: 1.023s
2022-09-19 20:38:55,279 TRAIN Step: 600 Objs: 3.566445e+00 R1: 62.918411 R5: 83.809699 Duration: 98s BTime: 1.017s
2022-09-19 20:40:34,969 TRAIN Step: 700 Objs: 3.569540e+00 R1: 62.863877 R5: 83.771231 Duration: 99s BTime: 1.014s
2022-09-19 20:42:17,224 TRAIN Step: 800 Objs: 3.571628e+00 R1: 62.840395 R5: 83.729810 Duration: 102s BTime: 1.015s
2022-09-19 20:43:57,803 TRAIN Step: 900 Objs: 3.577137e+00 R1: 62.739534 R5: 83.664526 Duration: 100s BTime: 1.014s
2022-09-19 20:45:39,845 TRAIN Step: 1000 Objs: 3.577979e+00 R1: 62.733653 R5: 83.648871 Duration: 102s BTime: 1.014s
2022-09-19 20:47:24,536 TRAIN Step: 1100 Objs: 3.578369e+00 R1: 62.716068 R5: 83.630737 Duration: 104s BTime: 1.017s
2022-09-19 20:49:08,410 TRAIN Step: 1200 Objs: 3.578882e+00 R1: 62.693442 R5: 83.625381 Duration: 103s BTime: 1.019s
2022-09-19 20:49:53,586 Train_acc: 62.683788
2022-09-19 20:50:20,211 VALID Step: 000 Objs: 8.538471e-01 R1: 82.128906 R5: 94.531250 Duration: 0s
2022-09-19 20:50:51,238 Valid_acc_top1: 64.464000
2022-09-19 20:50:51,239 Valid_acc_top5: 86.326000
2022-09-19 20:50:51,239 Best acc top1: 65.234000
2022-09-19 20:50:51,239 Epoch time: 1359s.
2022-09-19 20:50:51,616 Epoch: 148 lr 1.979592e-01
2022-09-19 20:51:20,186 TRAIN Step: 000 Objs: 3.543477e+00 R1: 63.183594 R5: 84.375000 Duration: 0s BTime: 1.623s
2022-09-19 20:53:05,462 TRAIN Step: 100 Objs: 3.570658e+00 R1: 63.015354 R5: 83.796798 Duration: 105s BTime: 1.033s
2022-09-19 20:54:51,183 TRAIN Step: 200 Objs: 3.557335e+00 R1: 63.246755 R5: 84.010125 Duration: 105s BTime: 1.045s
2022-09-19 20:56:38,821 TRAIN Step: 300 Objs: 3.557454e+00 R1: 63.123897 R5: 83.975615 Duration: 107s BTime: 1.055s
2022-09-19 20:58:24,351 TRAIN Step: 400 Objs: 3.558431e+00 R1: 63.072056 R5: 83.977313 Duration: 105s BTime: 1.054s
2022-09-19 21:00:09,698 TRAIN Step: 500 Objs: 3.563501e+00 R1: 63.003290 R5: 83.889058 Duration: 105s BTime: 1.054s
2022-09-19 21:01:52,351 TRAIN Step: 600 Objs: 3.565773e+00 R1: 62.934335 R5: 83.840897 Duration: 102s BTime: 1.049s
2022-09-19 21:03:38,439 TRAIN Step: 700 Objs: 3.567725e+00 R1: 62.890764 R5: 83.814417 Duration: 106s BTime: 1.051s
2022-09-19 21:05:23,631 TRAIN Step: 800 Objs: 3.569048e+00 R1: 62.862218 R5: 83.791745 Duration: 105s BTime: 1.051s
2022-09-19 21:07:07,477 TRAIN Step: 900 Objs: 3.571805e+00 R1: 62.832205 R5: 83.761641 Duration: 103s BTime: 1.049s
2022-09-19 21:08:48,617 TRAIN Step: 1000 Objs: 3.572377e+00 R1: 62.820871 R5: 83.743503 Duration: 101s BTime: 1.045s
2022-09-19 21:10:33,499 TRAIN Step: 1100 Objs: 3.573358e+00 R1: 62.804499 R5: 83.711807 Duration: 104s BTime: 1.045s
2022-09-19 21:12:14,919 TRAIN Step: 1200 Objs: 3.574525e+00 R1: 62.775731 R5: 83.703440 Duration: 101s BTime: 1.042s
2022-09-19 21:13:00,288 Train_acc: 62.768008
2022-09-19 21:13:24,328 VALID Step: 000 Objs: 9.514463e-01 R1: 80.273438 R5: 93.066406 Duration: 0s
2022-09-19 21:13:57,658 Valid_acc_top1: 64.912000
2022-09-19 21:13:57,659 Valid_acc_top5: 86.326000
2022-09-19 21:13:57,659 Best acc top1: 65.234000
2022-09-19 21:13:57,659 Epoch time: 1386s.
2022-09-19 21:13:58,026 Epoch: 149 lr 1.959184e-01
2022-09-19 21:14:30,214 TRAIN Step: 000 Objs: 3.537175e+00 R1: 62.597656 R5: 83.691406 Duration: 0s BTime: 1.125s
2022-09-19 21:16:12,177 TRAIN Step: 100 Objs: 3.555361e+00 R1: 63.144918 R5: 83.921527 Duration: 101s BTime: 1.019s
2022-09-19 21:17:54,259 TRAIN Step: 200 Objs: 3.548012e+00 R1: 63.204485 R5: 84.028588 Duration: 102s BTime: 1.019s
2022-09-19 21:19:34,892 TRAIN Step: 300 Objs: 3.550287e+00 R1: 63.215389 R5: 84.038556 Duration: 100s BTime: 1.015s
2022-09-19 21:21:20,565 TRAIN Step: 400 Objs: 3.556208e+00 R1: 63.082528 R5: 83.959291 Duration: 105s BTime: 1.025s
2022-09-19 21:23:09,314 TRAIN Step: 500 Objs: 3.555658e+00 R1: 63.103675 R5: 83.962934 Duration: 108s BTime: 1.037s
2022-09-19 21:24:55,014 TRAIN Step: 600 Objs: 3.558332e+00 R1: 63.061564 R5: 83.912717 Duration: 105s BTime: 1.040s
2022-09-19 21:26:39,052 TRAIN Step: 700 Objs: 3.560708e+00 R1: 63.004720 R5: 83.877664 Duration: 104s BTime: 1.039s
2022-09-19 21:28:22,862 TRAIN Step: 800 Objs: 3.560474e+00 R1: 63.012299 R5: 83.868553 Duration: 103s BTime: 1.039s
2022-09-19 21:30:08,032 TRAIN Step: 900 Objs: 3.562015e+00 R1: 63.007574 R5: 83.837511 Duration: 105s BTime: 1.040s
2022-09-19 21:31:53,490 TRAIN Step: 1000 Objs: 3.563741e+00 R1: 62.954526 R5: 83.819306 Duration: 105s BTime: 1.042s
2022-09-19 21:33:40,591 TRAIN Step: 1100 Objs: 3.564965e+00 R1: 62.942868 R5: 83.794828 Duration: 107s BTime: 1.044s
2022-09-19 21:35:25,193 TRAIN Step: 1200 Objs: 3.566737e+00 R1: 62.913311 R5: 83.767271 Duration: 104s BTime: 1.044s
2022-09-19 21:36:10,433 Train_acc: 62.886962
2022-09-19 21:36:34,522 VALID Step: 000 Objs: 7.708294e-01 R1: 83.203125 R5: 94.433594 Duration: 0s
2022-09-19 21:37:07,534 Valid_acc_top1: 65.312000
2022-09-19 21:37:07,535 Valid_acc_top5: 86.842000
2022-09-19 21:37:07,535 Best acc top1: 65.312000
2022-09-19 21:37:07,535 Epoch time: 1389s.
2022-09-19 21:37:08,245 Epoch: 150 lr 1.938776e-01
2022-09-19 21:37:38,030 TRAIN Step: 000 Objs: 3.574192e+00 R1: 62.792969 R5: 83.691406 Duration: 0s BTime: 1.585s
2022-09-19 21:39:24,708 TRAIN Step: 100 Objs: 3.558332e+00 R1: 63.025023 R5: 84.009514 Duration: 106s BTime: 1.067s
2022-09-19 21:41:10,172 TRAIN Step: 200 Objs: 3.555689e+00 R1: 63.144240 R5: 83.955710 Duration: 105s BTime: 1.060s
2022-09-19 21:42:54,739 TRAIN Step: 300 Objs: 3.556254e+00 R1: 63.133306 R5: 83.949336 Duration: 104s BTime: 1.055s
2022-09-19 21:44:40,134 TRAIN Step: 400 Objs: 3.553658e+00 R1: 63.160215 R5: 83.964649 Duration: 105s BTime: 1.054s
2022-09-19 21:46:23,539 TRAIN Step: 500 Objs: 3.554505e+00 R1: 63.127456 R5: 83.967612 Duration: 103s BTime: 1.050s
2022-09-19 21:48:08,380 TRAIN Step: 600 Objs: 3.556976e+00 R1: 63.096987 R5: 83.926529 Duration: 104s BTime: 1.049s
2022-09-19 21:49:54,893 TRAIN Step: 700 Objs: 3.559729e+00 R1: 63.034950 R5: 83.879196 Duration: 106s BTime: 1.051s
2022-09-19 21:51:42,676 TRAIN Step: 800 Objs: 3.560952e+00 R1: 63.032294 R5: 83.854167 Duration: 107s BTime: 1.054s
2022-09-19 21:53:28,567 TRAIN Step: 900 Objs: 3.561566e+00 R1: 63.017220 R5: 83.856154 Duration: 105s BTime: 1.055s
2022-09-19 21:55:10,919 TRAIN Step: 1000 Objs: 3.563064e+00 R1: 63.012671 R5: 83.827110 Duration: 102s BTime: 1.051s
2022-09-19 21:56:56,062 TRAIN Step: 1100 Objs: 3.566031e+00 R1: 62.964422 R5: 83.780902 Duration: 105s BTime: 1.051s
2022-09-19 21:58:39,525 TRAIN Step: 1200 Objs: 3.567419e+00 R1: 62.935753 R5: 83.752960 Duration: 103s BTime: 1.050s
2022-09-19 21:59:25,498 Train_acc: 62.898904
2022-09-19 21:59:50,021 VALID Step: 000 Objs: 7.599620e-01 R1: 84.082031 R5: 95.214844 Duration: 0s
2022-09-19 22:00:23,003 Valid_acc_top1: 64.844000
2022-09-19 22:00:23,003 Valid_acc_top5: 86.610000
2022-09-19 22:00:23,003 Best acc top1: 65.312000
2022-09-19 22:00:23,003 Epoch time: 1394s.
2022-09-19 22:00:23,409 Epoch: 151 lr 1.918367e-01
2022-09-19 22:00:50,525 TRAIN Step: 000 Objs: 3.538475e+00 R1: 63.085938 R5: 84.863281 Duration: 0s BTime: 1.578s
2022-09-19 22:02:38,928 TRAIN Step: 100 Objs: 3.546218e+00 R1: 63.316058 R5: 84.117806 Duration: 108s BTime: 1.070s
2022-09-19 22:04:21,173 TRAIN Step: 200 Objs: 3.543349e+00 R1: 63.312345 R5: 84.153451 Duration: 102s BTime: 1.046s
2022-09-19 22:06:02,078 TRAIN Step: 300 Objs: 3.541351e+00 R1: 63.317263 R5: 84.183581 Duration: 100s BTime: 1.033s
2022-09-19 22:07:44,199 TRAIN Step: 400 Objs: 3.543843e+00 R1: 63.292452 R5: 84.121970 Duration: 102s BTime: 1.030s
2022-09-19 22:09:29,779 TRAIN Step: 500 Objs: 3.549275e+00 R1: 63.167805 R5: 84.054742 Duration: 105s BTime: 1.035s
2022-09-19 22:11:13,211 TRAIN Step: 600 Objs: 3.550816e+00 R1: 63.135172 R5: 84.042384 Duration: 103s BTime: 1.034s
2022-09-19 22:12:53,828 TRAIN Step: 700 Objs: 3.552042e+00 R1: 63.119929 R5: 84.014745 Duration: 100s BTime: 1.030s
2022-09-19 22:14:36,149 TRAIN Step: 800 Objs: 3.555560e+00 R1: 63.063627 R5: 83.979254 Duration: 102s BTime: 1.029s
2022-09-19 22:16:19,689 TRAIN Step: 900 Objs: 3.556989e+00 R1: 63.052013 R5: 83.954027 Duration: 103s BTime: 1.030s
2022-09-19 22:18:01,092 TRAIN Step: 1000 Objs: 3.559597e+00 R1: 63.012281 R5: 83.915401 Duration: 101s BTime: 1.028s
2022-09-19 22:19:42,932 TRAIN Step: 1100 Objs: 3.561391e+00 R1: 62.987572 R5: 83.881131 Duration: 101s BTime: 1.027s
2022-09-19 22:21:25,249 TRAIN Step: 1200 Objs: 3.562706e+00 R1: 62.960879 R5: 83.852811 Duration: 102s BTime: 1.026s
2022-09-19 22:22:09,250 Train_acc: 62.958225
2022-09-19 22:22:30,864 VALID Step: 000 Objs: 8.685564e-01 R1: 81.640625 R5: 94.824219 Duration: 0s
2022-09-19 22:23:05,656 Valid_acc_top1: 65.974000
2022-09-19 22:23:05,656 Valid_acc_top5: 87.016000
2022-09-19 22:23:05,657 Best acc top1: 65.974000
2022-09-19 22:23:05,657 Epoch time: 1362s.
2022-09-19 22:23:06,492 Epoch: 152 lr 1.897959e-01
2022-09-19 22:23:37,335 TRAIN Step: 000 Objs: 3.659992e+00 R1: 63.281250 R5: 82.128906 Duration: 0s BTime: 1.164s
2022-09-19 22:25:21,121 TRAIN Step: 100 Objs: 3.539143e+00 R1: 63.301555 R5: 84.110071 Duration: 103s BTime: 1.038s
2022-09-19 22:27:03,916 TRAIN Step: 200 Objs: 3.536291e+00 R1: 63.490652 R5: 84.101465 Duration: 102s BTime: 1.032s
2022-09-19 22:28:50,459 TRAIN Step: 300 Objs: 3.540966e+00 R1: 63.391559 R5: 84.064836 Duration: 106s BTime: 1.042s
2022-09-19 22:30:36,313 TRAIN Step: 400 Objs: 3.543895e+00 R1: 63.360398 R5: 84.020418 Duration: 105s BTime: 1.046s
2022-09-19 22:32:25,084 TRAIN Step: 500 Objs: 3.545180e+00 R1: 63.339532 R5: 84.001528 Duration: 108s BTime: 1.054s
2022-09-19 22:34:12,854 TRAIN Step: 600 Objs: 3.545266e+00 R1: 63.322035 R5: 83.998187 Duration: 107s BTime: 1.058s
2022-09-19 22:35:56,845 TRAIN Step: 700 Objs: 3.547776e+00 R1: 63.261747 R5: 83.992176 Duration: 103s BTime: 1.055s
2022-09-19 22:37:42,365 TRAIN Step: 800 Objs: 3.549576e+00 R1: 63.215902 R5: 83.961942 Duration: 105s BTime: 1.055s
2022-09-19 22:39:25,510 TRAIN Step: 900 Objs: 3.551700e+00 R1: 63.167769 R5: 83.930182 Duration: 103s BTime: 1.052s
2022-09-19 22:41:07,930 TRAIN Step: 1000 Objs: 3.553067e+00 R1: 63.156960 R5: 83.912279 Duration: 102s BTime: 1.049s
2022-09-19 22:42:51,573 TRAIN Step: 1100 Objs: 3.556144e+00 R1: 63.104032 R5: 83.868536 Duration: 103s BTime: 1.048s
2022-09-19 22:44:35,041 TRAIN Step: 1200 Objs: 3.558302e+00 R1: 63.053656 R5: 83.846794 Duration: 103s BTime: 1.046s
2022-09-19 22:45:21,875 Train_acc: 63.020200
2022-09-19 22:45:46,122 VALID Step: 000 Objs: 8.202393e-01 R1: 81.542969 R5: 94.824219 Duration: 0s
2022-09-19 22:46:19,021 Valid_acc_top1: 65.378000
2022-09-19 22:46:19,022 Valid_acc_top5: 87.138000
2022-09-19 22:46:19,022 Best acc top1: 65.974000
2022-09-19 22:46:19,022 Epoch time: 1392s.
2022-09-19 22:46:19,569 Epoch: 153 lr 1.877551e-01
2022-09-19 22:46:51,796 TRAIN Step: 000 Objs: 3.505219e+00 R1: 63.671875 R5: 84.570312 Duration: 0s BTime: 1.032s
2022-09-19 22:48:39,766 TRAIN Step: 100 Objs: 3.529990e+00 R1: 63.510404 R5: 84.206761 Duration: 107s BTime: 1.078s
2022-09-19 22:50:25,132 TRAIN Step: 200 Objs: 3.535550e+00 R1: 63.469761 R5: 84.170942 Duration: 105s BTime: 1.065s
2022-09-19 22:52:12,267 TRAIN Step: 300 Objs: 3.536214e+00 R1: 63.477860 R5: 84.123235 Duration: 107s BTime: 1.067s
2022-09-19 22:53:57,713 TRAIN Step: 400 Objs: 3.536132e+00 R1: 63.515041 R5: 84.126841 Duration: 105s BTime: 1.063s
2022-09-19 22:55:40,842 TRAIN Step: 500 Objs: 3.536807e+00 R1: 63.490987 R5: 84.113804 Duration: 103s BTime: 1.056s
2022-09-19 22:57:22,306 TRAIN Step: 600 Objs: 3.536784e+00 R1: 63.465676 R5: 84.134190 Duration: 101s BTime: 1.049s
2022-09-19 22:59:05,489 TRAIN Step: 700 Objs: 3.537719e+00 R1: 63.440063 R5: 84.111844 Duration: 103s BTime: 1.047s
2022-09-19 23:00:48,811 TRAIN Step: 800 Objs: 3.540894e+00 R1: 63.365373 R5: 84.064353 Duration: 103s BTime: 1.045s
2022-09-19 23:02:31,868 TRAIN Step: 900 Objs: 3.542136e+00 R1: 63.322654 R5: 84.044746 Duration: 103s BTime: 1.043s
2022-09-19 23:04:14,243 TRAIN Step: 1000 Objs: 3.545145e+00 R1: 63.289542 R5: 84.012374 Duration: 102s BTime: 1.041s
2022-09-19 23:05:58,236 TRAIN Step: 1100 Objs: 3.547376e+00 R1: 63.240006 R5: 83.982690 Duration: 103s BTime: 1.041s
2022-09-19 23:07:41,675 TRAIN Step: 1200 Objs: 3.549326e+00 R1: 63.201808 R5: 83.945996 Duration: 103s BTime: 1.040s
2022-09-19 23:08:28,007 Train_acc: 63.184893
2022-09-19 23:08:51,769 VALID Step: 000 Objs: 8.170374e-01 R1: 82.812500 R5: 95.117188 Duration: 0s
2022-09-19 23:09:24,760 Valid_acc_top1: 66.212000
2022-09-19 23:09:24,760 Valid_acc_top5: 87.146000
2022-09-19 23:09:24,760 Best acc top1: 66.212000
2022-09-19 23:09:24,760 Epoch time: 1385s.
2022-09-19 23:09:25,676 Epoch: 154 lr 1.857143e-01
2022-09-19 23:09:57,855 TRAIN Step: 000 Objs: 3.618250e+00 R1: 62.695312 R5: 83.203125 Duration: 0s BTime: 1.127s
2022-09-19 23:11:40,785 TRAIN Step: 100 Objs: 3.536928e+00 R1: 63.548113 R5: 84.313119 Duration: 102s BTime: 1.029s
2022-09-19 23:13:24,201 TRAIN Step: 200 Objs: 3.525942e+00 R1: 63.684021 R5: 84.311839 Duration: 103s BTime: 1.031s
2022-09-19 23:15:08,016 TRAIN Step: 300 Objs: 3.525449e+00 R1: 63.676417 R5: 84.285779 Duration: 103s BTime: 1.033s
2022-09-19 23:16:52,446 TRAIN Step: 400 Objs: 3.531149e+00 R1: 63.572514 R5: 84.227176 Duration: 104s BTime: 1.035s
2022-09-19 23:18:34,217 TRAIN Step: 500 Objs: 3.534280e+00 R1: 63.488648 R5: 84.169357 Duration: 101s BTime: 1.031s
2022-09-19 23:20:17,412 TRAIN Step: 600 Objs: 3.537877e+00 R1: 63.433665 R5: 84.123466 Duration: 103s BTime: 1.031s
2022-09-19 23:22:00,412 TRAIN Step: 700 Objs: 3.540970e+00 R1: 63.379603 R5: 84.085235 Duration: 103s BTime: 1.031s
2022-09-19 23:23:42,232 TRAIN Step: 800 Objs: 3.542933e+00 R1: 63.343672 R5: 84.053746 Duration: 101s BTime: 1.029s
2022-09-19 23:25:25,540 TRAIN Step: 900 Objs: 3.545010e+00 R1: 63.311490 R5: 84.029681 Duration: 103s BTime: 1.029s
2022-09-19 23:27:07,715 TRAIN Step: 1000 Objs: 3.547363e+00 R1: 63.275104 R5: 84.002716 Duration: 102s BTime: 1.028s
2022-09-19 23:28:47,605 TRAIN Step: 1100 Objs: 3.550578e+00 R1: 63.216589 R5: 83.955637 Duration: 99s BTime: 1.025s
2022-09-19 23:30:29,735 TRAIN Step: 1200 Objs: 3.551930e+00 R1: 63.191562 R5: 83.938352 Duration: 102s BTime: 1.025s
2022-09-19 23:31:16,288 Train_acc: 63.179820
2022-09-19 23:31:41,204 VALID Step: 000 Objs: 8.188405e-01 R1: 82.714844 R5: 94.628906 Duration: 0s
2022-09-19 23:32:12,893 Valid_acc_top1: 65.948000
2022-09-19 23:32:12,893 Valid_acc_top5: 87.364000
2022-09-19 23:32:12,893 Best acc top1: 66.212000
2022-09-19 23:32:12,893 Epoch time: 1367s.
2022-09-19 23:32:13,281 Epoch: 155 lr 1.836735e-01
2022-09-19 23:32:46,215 TRAIN Step: 000 Objs: 3.564541e+00 R1: 63.671875 R5: 83.593750 Duration: 0s BTime: 2.153s
2022-09-19 23:34:27,749 TRAIN Step: 100 Objs: 3.529940e+00 R1: 63.639001 R5: 84.115873 Duration: 101s BTime: 1.025s
2022-09-19 23:36:05,348 TRAIN Step: 200 Objs: 3.529252e+00 R1: 63.657299 R5: 84.172886 Duration: 97s BTime: 1.000s
2022-09-19 23:37:41,958 TRAIN Step: 300 Objs: 3.531268e+00 R1: 63.622560 R5: 84.185527 Duration: 96s BTime: 0.988s
2022-09-19 23:39:18,868 TRAIN Step: 400 Objs: 3.535136e+00 R1: 63.529409 R5: 84.129033 Duration: 96s BTime: 0.983s
2022-09-19 23:40:55,957 TRAIN Step: 500 Objs: 3.533820e+00 R1: 63.551608 R5: 84.156882 Duration: 97s BTime: 0.980s
2022-09-19 23:42:36,152 TRAIN Step: 600 Objs: 3.532299e+00 R1: 63.538471 R5: 84.155314 Duration: 100s BTime: 0.984s
2022-09-19 23:44:13,959 TRAIN Step: 700 Objs: 3.534033e+00 R1: 63.512644 R5: 84.145557 Duration: 97s BTime: 0.983s
2022-09-19 23:45:52,636 TRAIN Step: 800 Objs: 3.536876e+00 R1: 63.438646 R5: 84.122874 Duration: 98s BTime: 0.983s
2022-09-19 23:47:33,779 TRAIN Step: 900 Objs: 3.539964e+00 R1: 63.386602 R5: 84.086042 Duration: 101s BTime: 0.986s
2022-09-19 23:49:14,333 TRAIN Step: 1000 Objs: 3.541423e+00 R1: 63.349639 R5: 84.067788 Duration: 100s BTime: 0.988s
2022-09-19 23:50:54,370 TRAIN Step: 1100 Objs: 3.543745e+00 R1: 63.304755 R5: 84.035731 Duration: 100s BTime: 0.989s
2022-09-19 23:52:32,418 TRAIN Step: 1200 Objs: 3.545495e+00 R1: 63.274095 R5: 84.011371 Duration: 98s BTime: 0.988s
2022-09-19 23:53:17,380 Train_acc: 63.261464
2022-09-19 23:53:44,171 VALID Step: 000 Objs: 8.999151e-01 R1: 80.273438 R5: 93.261719 Duration: 0s
2022-09-19 23:54:15,856 Valid_acc_top1: 65.944000
2022-09-19 23:54:15,857 Valid_acc_top5: 87.262000
2022-09-19 23:54:15,857 Best acc top1: 66.212000
2022-09-19 23:54:15,857 Epoch time: 1322s.
2022-09-19 23:54:16,394 Epoch: 156 lr 1.816327e-01
2022-09-19 23:54:45,723 TRAIN Step: 000 Objs: 3.599160e+00 R1: 62.207031 R5: 82.519531 Duration: 0s BTime: 1.421s
2022-09-19 23:56:30,997 TRAIN Step: 100 Objs: 3.534406e+00 R1: 63.438854 R5: 84.170019 Duration: 105s BTime: 1.048s
2022-09-19 23:58:12,626 TRAIN Step: 200 Objs: 3.527239e+00 R1: 63.628148 R5: 84.268113 Duration: 101s BTime: 1.032s
2022-09-19 23:59:55,540 TRAIN Step: 300 Objs: 3.522702e+00 R1: 63.649489 R5: 84.366565 Duration: 102s BTime: 1.030s
2022-09-20 00:01:39,180 TRAIN Step: 400 Objs: 3.523305e+00 R1: 63.625847 R5: 84.329216 Duration: 103s BTime: 1.032s
2022-09-20 00:03:22,528 TRAIN Step: 500 Objs: 3.523925e+00 R1: 63.629577 R5: 84.307557 Duration: 103s BTime: 1.031s
2022-09-20 00:05:04,216 TRAIN Step: 600 Objs: 3.529129e+00 R1: 63.537659 R5: 84.253133 Duration: 101s BTime: 1.029s
2022-09-20 00:06:46,722 TRAIN Step: 700 Objs: 3.531821e+00 R1: 63.503867 R5: 84.201838 Duration: 102s BTime: 1.028s
2022-09-20 00:08:27,405 TRAIN Step: 800 Objs: 3.533402e+00 R1: 63.466078 R5: 84.176396 Duration: 100s BTime: 1.025s
2022-09-20 00:10:08,595 TRAIN Step: 900 Objs: 3.535514e+00 R1: 63.433208 R5: 84.130805 Duration: 101s BTime: 1.024s
2022-09-20 00:11:50,528 TRAIN Step: 1000 Objs: 3.537009e+00 R1: 63.407784 R5: 84.111592 Duration: 101s BTime: 1.023s
2022-09-20 00:13:33,286 TRAIN Step: 1100 Objs: 3.538504e+00 R1: 63.382720 R5: 84.090990 Duration: 102s BTime: 1.023s
2022-09-20 00:15:15,928 TRAIN Step: 1200 Objs: 3.539702e+00 R1: 63.356789 R5: 84.076827 Duration: 102s BTime: 1.023s
2022-09-20 00:16:00,008 Train_acc: 63.354972
2022-09-20 00:16:23,968 VALID Step: 000 Objs: 8.989182e-01 R1: 82.226562 R5: 94.238281 Duration: 0s
2022-09-20 00:16:55,050 Valid_acc_top1: 65.220000
2022-09-20 00:16:55,051 Valid_acc_top5: 86.598000
2022-09-20 00:16:55,051 Best acc top1: 66.212000
2022-09-20 00:16:55,051 Epoch time: 1358s.
2022-09-20 00:16:55,358 Epoch: 157 lr 1.795918e-01
2022-09-20 00:17:27,312 TRAIN Step: 000 Objs: 3.336891e+00 R1: 66.210938 R5: 87.109375 Duration: 0s BTime: 1.180s
2022-09-20 00:19:11,868 TRAIN Step: 100 Objs: 3.527004e+00 R1: 63.635133 R5: 84.367265 Duration: 104s BTime: 1.045s
2022-09-20 00:20:54,084 TRAIN Step: 200 Objs: 3.518360e+00 R1: 63.759328 R5: 84.492576 Duration: 102s BTime: 1.033s
2022-09-20 00:22:38,487 TRAIN Step: 300 Objs: 3.517335e+00 R1: 63.776993 R5: 84.458056 Duration: 104s BTime: 1.036s
2022-09-20 00:24:21,217 TRAIN Step: 400 Objs: 3.521021e+00 R1: 63.689166 R5: 84.377679 Duration: 102s BTime: 1.034s
2022-09-20 00:26:03,554 TRAIN Step: 500 Objs: 3.523586e+00 R1: 63.664663 R5: 84.341473 Duration: 102s BTime: 1.031s
2022-09-20 00:27:46,542 TRAIN Step: 600 Objs: 3.526589e+00 R1: 63.608667 R5: 84.285143 Duration: 102s BTime: 1.030s
2022-09-20 00:29:28,343 TRAIN Step: 700 Objs: 3.528737e+00 R1: 63.560706 R5: 84.265502 Duration: 101s BTime: 1.028s
2022-09-20 00:31:10,136 TRAIN Step: 800 Objs: 3.530919e+00 R1: 63.527158 R5: 84.238818 Duration: 101s BTime: 1.027s
2022-09-20 00:32:50,057 TRAIN Step: 900 Objs: 3.534221e+00 R1: 63.479597 R5: 84.195945 Duration: 99s BTime: 1.024s
2022-09-20 00:34:36,174 TRAIN Step: 1000 Objs: 3.535505e+00 R1: 63.466904 R5: 84.166127 Duration: 106s BTime: 1.027s
2022-09-20 00:36:16,619 TRAIN Step: 1100 Objs: 3.536427e+00 R1: 63.456960 R5: 84.144120 Duration: 100s BTime: 1.025s
2022-09-20 00:37:59,495 TRAIN Step: 1200 Objs: 3.538529e+00 R1: 63.420457 R5: 84.117646 Duration: 102s BTime: 1.025s
2022-09-20 00:38:44,666 Train_acc: 63.417962
2022-09-20 00:39:10,157 VALID Step: 000 Objs: 8.921760e-01 R1: 81.250000 R5: 93.359375 Duration: 0s
2022-09-20 00:39:42,830 Valid_acc_top1: 64.892000
2022-09-20 00:39:42,831 Valid_acc_top5: 86.874000
2022-09-20 00:39:42,831 Best acc top1: 66.212000
2022-09-20 00:39:42,831 Epoch time: 1367s.
2022-09-20 00:39:43,231 Epoch: 158 lr 1.775510e-01
2022-09-20 00:40:14,766 TRAIN Step: 000 Objs: 3.412316e+00 R1: 65.527344 R5: 85.937500 Duration: 0s BTime: 1.644s
2022-09-20 00:41:59,509 TRAIN Step: 100 Objs: 3.511203e+00 R1: 64.020924 R5: 84.462987 Duration: 104s BTime: 1.052s
2022-09-20 00:43:43,695 TRAIN Step: 200 Objs: 3.515738e+00 R1: 63.881277 R5: 84.357023 Duration: 104s BTime: 1.046s
2022-09-20 00:45:24,369 TRAIN Step: 300 Objs: 3.517445e+00 R1: 63.799055 R5: 84.336716 Duration: 100s BTime: 1.033s
2022-09-20 00:47:06,393 TRAIN Step: 400 Objs: 3.517029e+00 R1: 63.820186 R5: 84.363554 Duration: 102s BTime: 1.029s
2022-09-20 00:48:47,392 TRAIN Step: 500 Objs: 3.520594e+00 R1: 63.755302 R5: 84.329193 Duration: 100s BTime: 1.025s
2022-09-20 00:50:28,488 TRAIN Step: 600 Objs: 3.521701e+00 R1: 63.736546 R5: 84.296843 Duration: 101s BTime: 1.022s
2022-09-20 00:52:14,111 TRAIN Step: 700 Objs: 3.523809e+00 R1: 63.685945 R5: 84.284866 Duration: 105s BTime: 1.027s
2022-09-20 00:53:57,238 TRAIN Step: 800 Objs: 3.524297e+00 R1: 63.659439 R5: 84.270029 Duration: 103s BTime: 1.027s
2022-09-20 00:55:41,079 TRAIN Step: 900 Objs: 3.525066e+00 R1: 63.646404 R5: 84.258051 Duration: 103s BTime: 1.028s
2022-09-20 00:57:23,380 TRAIN Step: 1000 Objs: 3.527229e+00 R1: 63.600657 R5: 84.224760 Duration: 102s BTime: 1.027s
2022-09-20 00:59:02,896 TRAIN Step: 1100 Objs: 3.529726e+00 R1: 63.555060 R5: 84.200177 Duration: 99s BTime: 1.024s
2022-09-20 01:00:41,312 TRAIN Step: 1200 Objs: 3.532067e+00 R1: 63.512990 R5: 84.162368 Duration: 98s BTime: 1.020s
2022-09-20 01:01:27,893 Train_acc: 63.487118
2022-09-20 01:01:49,332 VALID Step: 000 Objs: 7.804822e-01 R1: 83.203125 R5: 95.410156 Duration: 0s
2022-09-20 01:02:24,490 Valid_acc_top1: 66.044000
2022-09-20 01:02:24,490 Valid_acc_top5: 87.500000
2022-09-20 01:02:24,490 Best acc top1: 66.212000
2022-09-20 01:02:24,491 Epoch time: 1361s.
2022-09-20 01:02:24,867 Epoch: 159 lr 1.755102e-01
2022-09-20 01:02:57,037 TRAIN Step: 000 Objs: 3.480293e+00 R1: 64.941406 R5: 84.570312 Duration: 0s BTime: 1.193s
2022-09-20 01:04:42,341 TRAIN Step: 100 Objs: 3.507171e+00 R1: 64.073136 R5: 84.498762 Duration: 105s BTime: 1.053s
2022-09-20 01:06:24,394 TRAIN Step: 200 Objs: 3.506777e+00 R1: 63.970188 R5: 84.512010 Duration: 102s BTime: 1.036s
2022-09-20 01:08:04,820 TRAIN Step: 300 Objs: 3.507976e+00 R1: 63.930778 R5: 84.495691 Duration: 100s BTime: 1.025s
2022-09-20 01:09:42,902 TRAIN Step: 400 Objs: 3.511112e+00 R1: 63.863291 R5: 84.432961 Duration: 98s BTime: 1.013s
2022-09-20 01:11:25,103 TRAIN Step: 500 Objs: 3.512113e+00 R1: 63.845551 R5: 84.422171 Duration: 102s BTime: 1.015s
2022-09-20 01:13:05,365 TRAIN Step: 600 Objs: 3.514198e+00 R1: 63.797479 R5: 84.422284 Duration: 100s BTime: 1.013s
2022-09-20 01:14:46,365 TRAIN Step: 700 Objs: 3.516140e+00 R1: 63.790846 R5: 84.401469 Duration: 101s BTime: 1.012s
2022-09-20 01:16:27,215 TRAIN Step: 800 Objs: 3.516804e+00 R1: 63.794281 R5: 84.379511 Duration: 100s BTime: 1.011s
2022-09-20 01:18:09,570 TRAIN Step: 900 Objs: 3.519784e+00 R1: 63.719023 R5: 84.339449 Duration: 102s BTime: 1.013s
2022-09-20 01:19:51,307 TRAIN Step: 1000 Objs: 3.521859e+00 R1: 63.677631 R5: 84.308758 Duration: 101s BTime: 1.013s
2022-09-20 01:21:31,267 TRAIN Step: 1100 Objs: 3.522644e+00 R1: 63.655998 R5: 84.304219 Duration: 99s BTime: 1.011s
2022-09-20 01:23:10,998 TRAIN Step: 1200 Objs: 3.525219e+00 R1: 63.609020 R5: 84.260919 Duration: 99s BTime: 1.010s
2022-09-20 01:23:57,540 Train_acc: 63.580626
2022-09-20 01:24:22,395 VALID Step: 000 Objs: 7.830720e-01 R1: 82.421875 R5: 94.726562 Duration: 0s
2022-09-20 01:24:54,265 Valid_acc_top1: 65.494000
2022-09-20 01:24:54,265 Valid_acc_top5: 87.150000
2022-09-20 01:24:54,266 Best acc top1: 66.212000
2022-09-20 01:24:54,266 Epoch time: 1349s.
2022-09-20 01:24:54,691 Epoch: 160 lr 1.734694e-01
2022-09-20 01:25:27,147 TRAIN Step: 000 Objs: 3.561615e+00 R1: 63.476562 R5: 83.007812 Duration: 0s BTime: 1.434s
2022-09-20 01:27:10,604 TRAIN Step: 100 Objs: 3.519211e+00 R1: 63.725054 R5: 84.396272 Duration: 103s BTime: 1.037s
2022-09-20 01:28:53,880 TRAIN Step: 200 Objs: 3.516706e+00 R1: 63.786050 R5: 84.388118 Duration: 103s BTime: 1.034s
2022-09-20 01:30:40,786 TRAIN Step: 300 Objs: 3.509648e+00 R1: 63.900605 R5: 84.452865 Duration: 106s BTime: 1.045s
2022-09-20 01:32:26,986 TRAIN Step: 400 Objs: 3.509188e+00 R1: 63.891297 R5: 84.476309 Duration: 106s BTime: 1.048s
2022-09-20 01:34:09,792 TRAIN Step: 500 Objs: 3.508415e+00 R1: 63.929953 R5: 84.477919 Duration: 102s BTime: 1.044s
2022-09-20 01:35:52,763 TRAIN Step: 600 Objs: 3.511266e+00 R1: 63.864750 R5: 84.450883 Duration: 102s BTime: 1.041s
2022-09-20 01:37:34,926 TRAIN Step: 700 Objs: 3.513889e+00 R1: 63.815086 R5: 84.384612 Duration: 102s BTime: 1.038s
2022-09-20 01:39:16,394 TRAIN Step: 800 Objs: 3.513051e+00 R1: 63.817811 R5: 84.403895 Duration: 101s BTime: 1.035s
2022-09-20 01:40:59,566 TRAIN Step: 900 Objs: 3.515331e+00 R1: 63.773108 R5: 84.365028 Duration: 103s BTime: 1.035s
2022-09-20 01:42:45,536 TRAIN Step: 1000 Objs: 3.518243e+00 R1: 63.719971 R5: 84.320270 Duration: 105s BTime: 1.037s
2022-09-20 01:44:30,914 TRAIN Step: 1100 Objs: 3.520897e+00 R1: 63.688639 R5: 84.279561 Duration: 105s BTime: 1.038s
2022-09-20 01:46:13,128 TRAIN Step: 1200 Objs: 3.523411e+00 R1: 63.646099 R5: 84.248234 Duration: 102s BTime: 1.037s
2022-09-20 01:46:59,580 Train_acc: 63.640259
2022-09-20 01:47:25,824 VALID Step: 000 Objs: 8.115636e-01 R1: 82.031250 R5: 94.628906 Duration: 0s
2022-09-20 01:47:56,294 Valid_acc_top1: 66.584000
2022-09-20 01:47:56,294 Valid_acc_top5: 87.500000
2022-09-20 01:47:56,294 Best acc top1: 66.584000
2022-09-20 01:47:56,295 Epoch time: 1381s.
2022-09-20 01:47:57,100 Epoch: 161 lr 1.714286e-01
2022-09-20 01:48:29,575 TRAIN Step: 000 Objs: 3.505917e+00 R1: 63.769531 R5: 84.960938 Duration: 0s BTime: 1.379s
2022-09-20 01:50:14,902 TRAIN Step: 100 Objs: 3.496613e+00 R1: 64.260713 R5: 84.603187 Duration: 105s BTime: 1.055s
2022-09-20 01:52:01,681 TRAIN Step: 200 Objs: 3.497228e+00 R1: 64.194166 R5: 84.550393 Duration: 106s BTime: 1.060s
2022-09-20 01:53:45,103 TRAIN Step: 300 Objs: 3.496057e+00 R1: 64.206227 R5: 84.522295 Duration: 103s BTime: 1.051s
2022-09-20 01:55:27,409 TRAIN Step: 400 Objs: 3.497576e+00 R1: 64.151633 R5: 84.505777 Duration: 102s BTime: 1.044s
2022-09-20 01:57:08,916 TRAIN Step: 500 Objs: 3.499307e+00 R1: 64.121951 R5: 84.503649 Duration: 101s BTime: 1.038s
2022-09-20 01:58:50,671 TRAIN Step: 600 Objs: 3.500932e+00 R1: 64.078261 R5: 84.494592 Duration: 101s BTime: 1.034s
2022-09-20 02:00:33,246 TRAIN Step: 700 Objs: 3.503396e+00 R1: 64.017224 R5: 84.469870 Duration: 102s BTime: 1.033s
2022-09-20 02:02:14,673 TRAIN Step: 800 Objs: 3.505461e+00 R1: 63.980815 R5: 84.452174 Duration: 101s BTime: 1.030s
2022-09-20 02:03:56,538 TRAIN Step: 900 Objs: 3.508047e+00 R1: 63.938831 R5: 84.419222 Duration: 101s BTime: 1.029s
2022-09-20 02:05:37,375 TRAIN Step: 1000 Objs: 3.511207e+00 R1: 63.872943 R5: 84.388658 Duration: 100s BTime: 1.027s
2022-09-20 02:07:20,378 TRAIN Step: 1100 Objs: 3.512914e+00 R1: 63.831531 R5: 84.364711 Duration: 103s BTime: 1.027s
2022-09-20 02:09:00,190 TRAIN Step: 1200 Objs: 3.514741e+00 R1: 63.816205 R5: 84.341499 Duration: 99s BTime: 1.024s
2022-09-20 02:09:45,834 Train_acc: 63.776775
2022-09-20 02:10:10,229 VALID Step: 000 Objs: 7.565373e-01 R1: 83.496094 R5: 95.800781 Duration: 0s
2022-09-20 02:10:41,717 Valid_acc_top1: 65.808000
2022-09-20 02:10:41,717 Valid_acc_top5: 87.320000
2022-09-20 02:10:41,718 Best acc top1: 66.584000
2022-09-20 02:10:41,718 Epoch time: 1364s.
2022-09-20 02:10:42,171 Epoch: 162 lr 1.693878e-01
2022-09-20 02:11:14,094 TRAIN Step: 000 Objs: 3.500988e+00 R1: 64.355469 R5: 84.667969 Duration: 0s BTime: 1.009s
2022-09-20 02:13:03,432 TRAIN Step: 100 Objs: 3.496299e+00 R1: 64.121481 R5: 84.613823 Duration: 109s BTime: 1.091s
2022-09-20 02:14:45,188 TRAIN Step: 200 Objs: 3.493656e+00 R1: 64.109628 R5: 84.692261 Duration: 101s BTime: 1.054s
2022-09-20 02:16:27,491 TRAIN Step: 300 Objs: 3.497922e+00 R1: 64.080669 R5: 84.626441 Duration: 102s BTime: 1.043s
2022-09-20 02:18:12,177 TRAIN Step: 400 Objs: 3.498671e+00 R1: 64.062987 R5: 84.583220 Duration: 104s BTime: 1.044s
2022-09-20 02:19:57,312 TRAIN Step: 500 Objs: 3.500825e+00 R1: 64.023710 R5: 84.573431 Duration: 105s BTime: 1.045s
2022-09-20 02:21:40,322 TRAIN Step: 600 Objs: 3.503053e+00 R1: 63.999129 R5: 84.560076 Duration: 103s BTime: 1.042s
2022-09-20 02:23:21,850 TRAIN Step: 700 Objs: 3.503896e+00 R1: 63.979193 R5: 84.535764 Duration: 101s BTime: 1.038s
2022-09-20 02:25:02,338 TRAIN Step: 800 Objs: 3.504041e+00 R1: 63.975207 R5: 84.526300 Duration: 100s BTime: 1.033s
2022-09-20 02:26:43,115 TRAIN Step: 900 Objs: 3.506611e+00 R1: 63.944250 R5: 84.479593 Duration: 100s BTime: 1.030s
2022-09-20 02:28:23,910 TRAIN Step: 1000 Objs: 3.508806e+00 R1: 63.909040 R5: 84.443779 Duration: 100s BTime: 1.028s
2022-09-20 02:30:05,247 TRAIN Step: 1100 Objs: 3.509310e+00 R1: 63.908609 R5: 84.444716 Duration: 101s BTime: 1.027s
2022-09-20 02:31:45,586 TRAIN Step: 1200 Objs: 3.512311e+00 R1: 63.844095 R5: 84.415819 Duration: 100s BTime: 1.024s
2022-09-20 02:32:32,710 Train_acc: 63.840780
2022-09-20 02:33:00,353 VALID Step: 000 Objs: 7.482615e-01 R1: 85.253906 R5: 96.093750 Duration: 0s
2022-09-20 02:33:31,445 Valid_acc_top1: 65.918000
2022-09-20 02:33:31,446 Valid_acc_top5: 87.310000
2022-09-20 02:33:31,446 Best acc top1: 66.584000
2022-09-20 02:33:31,446 Epoch time: 1369s.
2022-09-20 02:33:31,837 Epoch: 163 lr 1.673469e-01
2022-09-20 02:34:03,642 TRAIN Step: 000 Objs: 3.461063e+00 R1: 64.550781 R5: 84.863281 Duration: 0s BTime: 1.651s
2022-09-20 02:35:48,732 TRAIN Step: 100 Objs: 3.498610e+00 R1: 64.003519 R5: 84.610922 Duration: 105s BTime: 1.055s
2022-09-20 02:37:30,626 TRAIN Step: 200 Objs: 3.489889e+00 R1: 64.124203 R5: 84.702950 Duration: 101s BTime: 1.036s
2022-09-20 02:39:09,493 TRAIN Step: 300 Objs: 3.490311e+00 R1: 64.134201 R5: 84.697168 Duration: 98s BTime: 1.020s
2022-09-20 02:40:49,095 TRAIN Step: 400 Objs: 3.493904e+00 R1: 64.170872 R5: 84.645807 Duration: 99s BTime: 1.014s
2022-09-20 02:42:30,447 TRAIN Step: 500 Objs: 3.495951e+00 R1: 64.159182 R5: 84.616704 Duration: 101s BTime: 1.013s
2022-09-20 02:44:11,980 TRAIN Step: 600 Objs: 3.497994e+00 R1: 64.109135 R5: 84.581687 Duration: 101s BTime: 1.013s
2022-09-20 02:45:52,858 TRAIN Step: 700 Objs: 3.499848e+00 R1: 64.058878 R5: 84.548302 Duration: 100s BTime: 1.012s
2022-09-20 02:47:33,177 TRAIN Step: 800 Objs: 3.502143e+00 R1: 64.024096 R5: 84.523374 Duration: 100s BTime: 1.011s
2022-09-20 02:49:15,710 TRAIN Step: 900 Objs: 3.502722e+00 R1: 64.010583 R5: 84.513518 Duration: 102s BTime: 1.012s
2022-09-20 02:50:55,294 TRAIN Step: 1000 Objs: 3.505004e+00 R1: 63.972161 R5: 84.489924 Duration: 99s BTime: 1.011s
2022-09-20 02:52:34,819 TRAIN Step: 1100 Objs: 3.505316e+00 R1: 63.967771 R5: 84.494919 Duration: 99s BTime: 1.009s
2022-09-20 02:54:14,575 TRAIN Step: 1200 Objs: 3.507858e+00 R1: 63.921342 R5: 84.455906 Duration: 99s BTime: 1.008s
2022-09-20 02:54:59,216 Train_acc: 63.897134
2022-09-20 02:55:22,980 VALID Step: 000 Objs: 7.912930e-01 R1: 81.347656 R5: 95.605469 Duration: 0s
2022-09-20 02:55:55,858 Valid_acc_top1: 66.556000
2022-09-20 02:55:55,859 Valid_acc_top5: 87.640000
2022-09-20 02:55:55,859 Best acc top1: 66.584000
2022-09-20 02:55:55,859 Epoch time: 1344s.
2022-09-20 02:55:56,371 Epoch: 164 lr 1.653061e-01
2022-09-20 02:56:25,377 TRAIN Step: 000 Objs: 3.417606e+00 R1: 65.722656 R5: 85.058594 Duration: 0s BTime: 1.618s
2022-09-20 02:58:11,966 TRAIN Step: 100 Objs: 3.486965e+00 R1: 64.312925 R5: 84.797532 Duration: 106s BTime: 1.070s
2022-09-20 02:59:54,136 TRAIN Step: 200 Objs: 3.486029e+00 R1: 64.352068 R5: 84.799635 Duration: 102s BTime: 1.045s
2022-09-20 03:01:36,335 TRAIN Step: 300 Objs: 3.484732e+00 R1: 64.390508 R5: 84.832135 Duration: 102s BTime: 1.037s
2022-09-20 03:03:17,918 TRAIN Step: 400 Objs: 3.488605e+00 R1: 64.287523 R5: 84.748334 Duration: 101s BTime: 1.031s
2022-09-20 03:04:57,498 TRAIN Step: 500 Objs: 3.491277e+00 R1: 64.216099 R5: 84.713191 Duration: 99s BTime: 1.023s
2022-09-20 03:06:40,987 TRAIN Step: 600 Objs: 3.492879e+00 R1: 64.183717 R5: 84.676418 Duration: 103s BTime: 1.025s
2022-09-20 03:08:22,423 TRAIN Step: 700 Objs: 3.495995e+00 R1: 64.119338 R5: 84.625061 Duration: 101s BTime: 1.023s
2022-09-20 03:10:03,839 TRAIN Step: 800 Objs: 3.496643e+00 R1: 64.113706 R5: 84.612618 Duration: 101s BTime: 1.022s
2022-09-20 03:11:46,639 TRAIN Step: 900 Objs: 3.499305e+00 R1: 64.062825 R5: 84.572805 Duration: 102s BTime: 1.022s
2022-09-20 03:13:30,251 TRAIN Step: 1000 Objs: 3.500229e+00 R1: 64.053232 R5: 84.548069 Duration: 103s BTime: 1.023s
2022-09-20 03:15:11,044 TRAIN Step: 1100 Objs: 3.501009e+00 R1: 64.039172 R5: 84.539180 Duration: 100s BTime: 1.022s
2022-09-20 03:16:49,556 TRAIN Step: 1200 Objs: 3.503893e+00 R1: 63.992978 R5: 84.509409 Duration: 98s BTime: 1.019s
2022-09-20 03:17:33,600 Train_acc: 63.986740
2022-09-20 03:17:59,553 VALID Step: 000 Objs: 8.324155e-01 R1: 83.300781 R5: 94.628906 Duration: 0s
2022-09-20 03:18:31,605 Valid_acc_top1: 66.258000
2022-09-20 03:18:31,605 Valid_acc_top5: 87.236000
2022-09-20 03:18:31,605 Best acc top1: 66.584000
2022-09-20 03:18:31,605 Epoch time: 1355s.
2022-09-20 03:18:32,011 Epoch: 165 lr 1.632653e-01
2022-09-20 03:19:03,277 TRAIN Step: 000 Objs: 3.530328e+00 R1: 63.574219 R5: 85.546875 Duration: 0s BTime: 1.680s
2022-09-20 03:20:47,781 TRAIN Step: 100 Objs: 3.488684e+00 R1: 64.309058 R5: 84.761757 Duration: 104s BTime: 1.050s
2022-09-20 03:22:35,132 TRAIN Step: 200 Objs: 3.486206e+00 R1: 64.421545 R5: 84.731130 Duration: 107s BTime: 1.060s
2022-09-20 03:24:16,713 TRAIN Step: 300 Objs: 3.486383e+00 R1: 64.445014 R5: 84.703008 Duration: 101s BTime: 1.045s
2022-09-20 03:25:58,721 TRAIN Step: 400 Objs: 3.488316e+00 R1: 64.395164 R5: 84.689156 Duration: 102s BTime: 1.038s
2022-09-20 03:27:39,774 TRAIN Step: 500 Objs: 3.490930e+00 R1: 64.325451 R5: 84.657248 Duration: 101s BTime: 1.033s
2022-09-20 03:29:22,087 TRAIN Step: 600 Objs: 3.495921e+00 R1: 64.237989 R5: 84.598098 Duration: 102s BTime: 1.031s
2022-09-20 03:31:04,036 TRAIN Step: 700 Objs: 3.496342e+00 R1: 64.209054 R5: 84.586333 Duration: 101s BTime: 1.029s
2022-09-20 03:32:47,129 TRAIN Step: 800 Objs: 3.497911e+00 R1: 64.167227 R5: 84.573848 Duration: 103s BTime: 1.029s
2022-09-20 03:34:30,396 TRAIN Step: 900 Objs: 3.498280e+00 R1: 64.140755 R5: 84.578767 Duration: 103s BTime: 1.029s
2022-09-20 03:36:14,068 TRAIN Step: 1000 Objs: 3.499729e+00 R1: 64.103962 R5: 84.565142 Duration: 103s BTime: 1.030s
2022-09-20 03:37:55,451 TRAIN Step: 1100 Objs: 3.501826e+00 R1: 64.060105 R5: 84.530399 Duration: 101s BTime: 1.028s
2022-09-20 03:39:38,211 TRAIN Step: 1200 Objs: 3.502834e+00 R1: 64.048921 R5: 84.507214 Duration: 102s BTime: 1.028s
2022-09-20 03:40:23,691 Train_acc: 64.047154
2022-09-20 03:40:47,473 VALID Step: 000 Objs: 8.658487e-01 R1: 81.445312 R5: 93.261719 Duration: 0s
2022-09-20 03:41:19,103 Valid_acc_top1: 66.374000
2022-09-20 03:41:19,103 Valid_acc_top5: 87.434000
2022-09-20 03:41:19,103 Best acc top1: 66.584000
2022-09-20 03:41:19,103 Epoch time: 1367s.
2022-09-20 03:41:19,572 Epoch: 166 lr 1.612245e-01
2022-09-20 03:41:48,456 TRAIN Step: 000 Objs: 3.408610e+00 R1: 67.089844 R5: 86.230469 Duration: 0s BTime: 1.420s
2022-09-20 03:43:31,118 TRAIN Step: 100 Objs: 3.476146e+00 R1: 64.673577 R5: 84.963838 Duration: 102s BTime: 1.022s
2022-09-20 03:45:14,818 TRAIN Step: 200 Objs: 3.468004e+00 R1: 64.676131 R5: 85.074627 Duration: 103s BTime: 1.028s
2022-09-20 03:46:57,176 TRAIN Step: 300 Objs: 3.471273e+00 R1: 64.608207 R5: 85.003115 Duration: 102s BTime: 1.026s
2022-09-20 03:48:40,672 TRAIN Step: 400 Objs: 3.473305e+00 R1: 64.528863 R5: 84.968000 Duration: 103s BTime: 1.028s
2022-09-20 03:50:24,172 TRAIN Step: 500 Objs: 3.476678e+00 R1: 64.479245 R5: 84.900706 Duration: 103s BTime: 1.029s
2022-09-20 03:52:07,690 TRAIN Step: 600 Objs: 3.479967e+00 R1: 64.410228 R5: 84.849957 Duration: 103s BTime: 1.030s
2022-09-20 03:53:49,839 TRAIN Step: 700 Objs: 3.482625e+00 R1: 64.344185 R5: 84.805189 Duration: 102s BTime: 1.029s
2022-09-20 03:55:33,006 TRAIN Step: 800 Objs: 3.486080e+00 R1: 64.279270 R5: 84.759651 Duration: 103s BTime: 1.029s
2022-09-20 03:57:16,087 TRAIN Step: 900 Objs: 3.487604e+00 R1: 64.257487 R5: 84.735385 Duration: 103s BTime: 1.029s
2022-09-20 03:59:00,746 TRAIN Step: 1000 Objs: 3.490302e+00 R1: 64.209814 R5: 84.699675 Duration: 104s BTime: 1.030s
2022-09-20 04:00:44,307 TRAIN Step: 1100 Objs: 3.492683e+00 R1: 64.170711 R5: 84.670541 Duration: 103s BTime: 1.031s
2022-09-20 04:02:23,282 TRAIN Step: 1200 Objs: 3.493789e+00 R1: 64.155928 R5: 84.650324 Duration: 98s BTime: 1.027s
2022-09-20 04:03:08,634 Train_acc: 64.131842
2022-09-20 04:03:33,150 VALID Step: 000 Objs: 8.332008e-01 R1: 83.398438 R5: 94.531250 Duration: 0s
2022-09-20 04:04:04,454 Valid_acc_top1: 66.070000
2022-09-20 04:04:04,455 Valid_acc_top5: 87.334000
2022-09-20 04:04:04,455 Best acc top1: 66.584000
2022-09-20 04:04:04,455 Epoch time: 1364s.
2022-09-20 04:04:04,914 Epoch: 167 lr 1.591837e-01
2022-09-20 04:04:37,310 TRAIN Step: 000 Objs: 3.266997e+00 R1: 67.089844 R5: 88.085938 Duration: 0s BTime: 1.214s
2022-09-20 04:06:16,701 TRAIN Step: 100 Objs: 3.481206e+00 R1: 64.205600 R5: 84.842976 Duration: 99s BTime: 0.995s
2022-09-20 04:07:57,944 TRAIN Step: 200 Objs: 3.472627e+00 R1: 64.461870 R5: 84.910409 Duration: 101s BTime: 1.003s
2022-09-20 04:09:38,273 TRAIN Step: 300 Objs: 3.473198e+00 R1: 64.548186 R5: 84.869121 Duration: 100s BTime: 1.002s
2022-09-20 04:11:20,516 TRAIN Step: 400 Objs: 3.474868e+00 R1: 64.545911 R5: 84.842825 Duration: 102s BTime: 1.007s
2022-09-20 04:13:03,360 TRAIN Step: 500 Objs: 3.475442e+00 R1: 64.527585 R5: 84.818059 Duration: 102s BTime: 1.011s
2022-09-20 04:14:45,167 TRAIN Step: 600 Objs: 3.478312e+00 R1: 64.466612 R5: 84.806572 Duration: 101s BTime: 1.012s
2022-09-20 04:16:28,043 TRAIN Step: 700 Objs: 3.481458e+00 R1: 64.405620 R5: 84.764232 Duration: 102s BTime: 1.014s
2022-09-20 04:18:09,205 TRAIN Step: 800 Objs: 3.484070e+00 R1: 64.354493 R5: 84.719174 Duration: 101s BTime: 1.013s
2022-09-20 04:19:53,056 TRAIN Step: 900 Objs: 3.485412e+00 R1: 64.320677 R5: 84.699618 Duration: 103s BTime: 1.016s
2022-09-20 04:21:36,824 TRAIN Step: 1000 Objs: 3.487703e+00 R1: 64.288251 R5: 84.672359 Duration: 103s BTime: 1.018s
2022-09-20 04:23:19,741 TRAIN Step: 1100 Objs: 3.489814e+00 R1: 64.245395 R5: 84.645528 Duration: 102s BTime: 1.019s
2022-09-20 04:24:57,913 TRAIN Step: 1200 Objs: 3.490854e+00 R1: 64.226751 R5: 84.637233 Duration: 98s BTime: 1.016s
2022-09-20 04:25:43,393 Train_acc: 64.217077
2022-09-20 04:26:04,714 VALID Step: 000 Objs: 8.605343e-01 R1: 81.933594 R5: 93.066406 Duration: 0s
2022-09-20 04:26:39,453 Valid_acc_top1: 66.988000
2022-09-20 04:26:39,453 Valid_acc_top5: 87.850000
2022-09-20 04:26:39,453 Best acc top1: 66.988000
2022-09-20 04:26:39,453 Epoch time: 1354s.
2022-09-20 04:26:40,184 Epoch: 168 lr 1.571429e-01
2022-09-20 04:27:10,626 TRAIN Step: 000 Objs: 3.335051e+00 R1: 65.136719 R5: 85.937500 Duration: 0s BTime: 1.672s
2022-09-20 04:28:59,492 TRAIN Step: 100 Objs: 3.462295e+00 R1: 64.728690 R5: 84.924196 Duration: 108s BTime: 1.077s
2022-09-20 04:30:45,675 TRAIN Step: 200 Objs: 3.463245e+00 R1: 64.818486 R5: 84.943933 Duration: 106s BTime: 1.069s
2022-09-20 04:32:33,502 TRAIN Step: 300 Objs: 3.465526e+00 R1: 64.736036 R5: 84.922978 Duration: 107s BTime: 1.071s
2022-09-20 04:34:18,303 TRAIN Step: 400 Objs: 3.465732e+00 R1: 64.723932 R5: 84.901272 Duration: 104s BTime: 1.065s
2022-09-20 04:36:00,505 TRAIN Step: 500 Objs: 3.467611e+00 R1: 64.671828 R5: 84.886087 Duration: 102s BTime: 1.056s
2022-09-20 04:37:41,887 TRAIN Step: 600 Objs: 3.469991e+00 R1: 64.620814 R5: 84.869131 Duration: 101s BTime: 1.049s
2022-09-20 04:39:23,662 TRAIN Step: 700 Objs: 3.473338e+00 R1: 64.574046 R5: 84.829986 Duration: 101s BTime: 1.044s
2022-09-20 04:41:05,266 TRAIN Step: 800 Objs: 3.475612e+00 R1: 64.502989 R5: 84.814148 Duration: 101s BTime: 1.041s
2022-09-20 04:42:46,455 TRAIN Step: 900 Objs: 3.478203e+00 R1: 64.446513 R5: 84.787411 Duration: 101s BTime: 1.037s
2022-09-20 04:44:28,906 TRAIN Step: 1000 Objs: 3.479942e+00 R1: 64.428735 R5: 84.754308 Duration: 102s BTime: 1.036s
2022-09-20 04:46:09,811 TRAIN Step: 1100 Objs: 3.482999e+00 R1: 64.380215 R5: 84.712406 Duration: 100s BTime: 1.033s
2022-09-20 04:47:54,315 TRAIN Step: 1200 Objs: 3.484954e+00 R1: 64.351078 R5: 84.691468 Duration: 104s BTime: 1.034s
2022-09-20 04:48:41,342 Train_acc: 64.324947
2022-09-20 04:49:02,954 VALID Step: 000 Objs: 7.838168e-01 R1: 83.203125 R5: 95.019531 Duration: 0s
2022-09-20 04:49:38,565 Valid_acc_top1: 66.478000
2022-09-20 04:49:38,565 Valid_acc_top5: 87.712000
2022-09-20 04:49:38,565 Best acc top1: 66.988000
2022-09-20 04:49:38,565 Epoch time: 1378s.
2022-09-20 04:49:38,914 Epoch: 169 lr 1.551020e-01
2022-09-20 04:50:08,932 TRAIN Step: 000 Objs: 3.445774e+00 R1: 66.210938 R5: 83.984375 Duration: 0s BTime: 1.631s
2022-09-20 04:51:55,798 TRAIN Step: 100 Objs: 3.460226e+00 R1: 64.611696 R5: 85.052792 Duration: 106s BTime: 1.071s
2022-09-20 04:53:41,884 TRAIN Step: 200 Objs: 3.454409e+00 R1: 64.783990 R5: 85.055679 Duration: 106s BTime: 1.065s
2022-09-20 04:55:24,048 TRAIN Step: 300 Objs: 3.457259e+00 R1: 64.758422 R5: 85.045941 Duration: 102s BTime: 1.050s
2022-09-20 04:57:05,902 TRAIN Step: 400 Objs: 3.456199e+00 R1: 64.796261 R5: 85.086356 Duration: 101s BTime: 1.042s
2022-09-20 04:58:49,280 TRAIN Step: 500 Objs: 3.460015e+00 R1: 64.756814 R5: 85.022923 Duration: 103s BTime: 1.040s
2022-09-20 05:00:33,399 TRAIN Step: 600 Objs: 3.464398e+00 R1: 64.687922 R5: 84.966462 Duration: 104s BTime: 1.040s
2022-09-20 05:02:18,445 TRAIN Step: 700 Objs: 3.466828e+00 R1: 64.669473 R5: 84.934190 Duration: 105s BTime: 1.041s
2022-09-20 05:04:02,672 TRAIN Step: 800 Objs: 3.468149e+00 R1: 64.623200 R5: 84.925337 Duration: 104s BTime: 1.041s
2022-09-20 05:05:47,537 TRAIN Step: 900 Objs: 3.470756e+00 R1: 64.567473 R5: 84.889511 Duration: 104s BTime: 1.042s
2022-09-20 05:07:31,118 TRAIN Step: 1000 Objs: 3.472595e+00 R1: 64.529709 R5: 84.867574 Duration: 103s BTime: 1.041s
2022-09-20 05:09:13,092 TRAIN Step: 1100 Objs: 3.475744e+00 R1: 64.461729 R5: 84.824254 Duration: 101s BTime: 1.039s
2022-09-20 05:10:55,053 TRAIN Step: 1200 Objs: 3.479697e+00 R1: 64.398646 R5: 84.762616 Duration: 101s BTime: 1.037s
2022-09-20 05:11:40,103 Train_acc: 64.386610
2022-09-20 05:12:04,928 VALID Step: 000 Objs: 8.030419e-01 R1: 83.886719 R5: 95.019531 Duration: 0s
2022-09-20 05:12:39,215 Valid_acc_top1: 67.458000
2022-09-20 05:12:39,215 Valid_acc_top5: 88.108000
2022-09-20 05:12:39,215 Best acc top1: 67.458000
2022-09-20 05:12:39,215 Epoch time: 1380s.
2022-09-20 05:12:39,993 Epoch: 170 lr 1.530612e-01
2022-09-20 05:13:11,421 TRAIN Step: 000 Objs: 3.516265e+00 R1: 62.988281 R5: 85.058594 Duration: 0s BTime: 1.224s
2022-09-20 05:14:51,632 TRAIN Step: 100 Objs: 3.460747e+00 R1: 64.866955 R5: 85.009282 Duration: 100s BTime: 1.003s
2022-09-20 05:16:32,575 TRAIN Step: 200 Objs: 3.457444e+00 R1: 64.897194 R5: 85.098434 Duration: 100s BTime: 1.005s
2022-09-20 05:18:09,891 TRAIN Step: 300 Objs: 3.460504e+00 R1: 64.798004 R5: 85.070274 Duration: 97s BTime: 0.994s
2022-09-20 05:19:49,264 TRAIN Step: 400 Objs: 3.459176e+00 R1: 64.798940 R5: 85.077589 Duration: 99s BTime: 0.993s
2022-09-20 05:21:33,643 TRAIN Step: 500 Objs: 3.461558e+00 R1: 64.736932 R5: 85.036373 Duration: 104s BTime: 1.003s
2022-09-20 05:23:13,806 TRAIN Step: 600 Objs: 3.464325e+00 R1: 64.648600 R5: 85.008222 Duration: 100s BTime: 1.002s
2022-09-20 05:24:53,871 TRAIN Step: 700 Objs: 3.467310e+00 R1: 64.612635 R5: 84.961773 Duration: 100s BTime: 1.002s
2022-09-20 05:26:30,402 TRAIN Step: 800 Objs: 3.468359e+00 R1: 64.617958 R5: 84.936554 Duration: 96s BTime: 0.997s
2022-09-20 05:28:07,040 TRAIN Step: 900 Objs: 3.470685e+00 R1: 64.561837 R5: 84.900349 Duration: 96s BTime: 0.993s
2022-09-20 05:29:48,945 TRAIN Step: 1000 Objs: 3.472451e+00 R1: 64.540147 R5: 84.864647 Duration: 101s BTime: 0.996s
2022-09-20 05:31:31,552 TRAIN Step: 1100 Objs: 3.472502e+00 R1: 64.524970 R5: 84.865144 Duration: 102s BTime: 0.998s
2022-09-20 05:33:14,407 TRAIN Step: 1200 Objs: 3.474413e+00 R1: 64.483455 R5: 84.832139 Duration: 102s BTime: 1.001s
2022-09-20 05:34:00,333 Train_acc: 64.473250
2022-09-20 05:34:23,509 VALID Step: 000 Objs: 7.816232e-01 R1: 82.421875 R5: 95.800781 Duration: 0s
2022-09-20 05:34:57,859 Valid_acc_top1: 67.178000
2022-09-20 05:34:57,859 Valid_acc_top5: 88.110000
2022-09-20 05:34:57,859 Best acc top1: 67.458000
2022-09-20 05:34:57,859 Epoch time: 1337s.
2022-09-20 05:34:58,489 Epoch: 171 lr 1.510204e-01
2022-09-20 05:35:30,954 TRAIN Step: 000 Objs: 3.324478e+00 R1: 66.406250 R5: 88.085938 Duration: 0s BTime: 1.164s
2022-09-20 05:37:13,529 TRAIN Step: 100 Objs: 3.443626e+00 R1: 65.011989 R5: 85.336092 Duration: 102s BTime: 1.026s
2022-09-20 05:38:58,488 TRAIN Step: 200 Objs: 3.446868e+00 R1: 64.982218 R5: 85.211637 Duration: 104s BTime: 1.036s
2022-09-20 05:40:39,875 TRAIN Step: 300 Objs: 3.449607e+00 R1: 64.932971 R5: 85.192587 Duration: 101s BTime: 1.028s
2022-09-20 05:42:23,303 TRAIN Step: 400 Objs: 3.454174e+00 R1: 64.882715 R5: 85.082947 Duration: 103s BTime: 1.029s
2022-09-20 05:44:02,836 TRAIN Step: 500 Objs: 3.456034e+00 R1: 64.849598 R5: 85.043585 Duration: 99s BTime: 1.022s
2022-09-20 05:45:45,295 TRAIN Step: 600 Objs: 3.458544e+00 R1: 64.801503 R5: 85.022846 Duration: 102s BTime: 1.022s
2022-09-20 05:47:29,084 TRAIN Step: 700 Objs: 3.460964e+00 R1: 64.756403 R5: 85.007606 Duration: 103s BTime: 1.024s
2022-09-20 05:49:10,457 TRAIN Step: 800 Objs: 3.463064e+00 R1: 64.717687 R5: 84.955573 Duration: 101s BTime: 1.023s
2022-09-20 05:50:51,604 TRAIN Step: 900 Objs: 3.464934e+00 R1: 64.663828 R5: 84.926037 Duration: 101s BTime: 1.021s
2022-09-20 05:52:36,804 TRAIN Step: 1000 Objs: 3.466257e+00 R1: 64.633413 R5: 84.914109 Duration: 105s BTime: 1.024s
2022-09-20 05:54:22,233 TRAIN Step: 1100 Objs: 3.467888e+00 R1: 64.603024 R5: 84.894680 Duration: 105s BTime: 1.027s
2022-09-20 05:56:06,708 TRAIN Step: 1200 Objs: 3.470347e+00 R1: 64.548992 R5: 84.865721 Duration: 104s BTime: 1.028s
2022-09-20 05:56:51,687 Train_acc: 64.535303
2022-09-20 05:57:10,556 VALID Step: 000 Objs: 7.630557e-01 R1: 83.398438 R5: 94.824219 Duration: 0s
2022-09-20 05:57:49,372 Valid_acc_top1: 66.830000
2022-09-20 05:57:49,372 Valid_acc_top5: 87.884000
2022-09-20 05:57:49,372 Best acc top1: 67.458000
2022-09-20 05:57:49,372 Epoch time: 1370s.
2022-09-20 05:57:49,750 Epoch: 172 lr 1.489796e-01
2022-09-20 05:58:21,919 TRAIN Step: 000 Objs: 3.390628e+00 R1: 67.285156 R5: 86.328125 Duration: 0s BTime: 1.397s
2022-09-20 06:00:10,582 TRAIN Step: 100 Objs: 3.456137e+00 R1: 64.945274 R5: 85.115640 Duration: 108s BTime: 1.088s
2022-09-20 06:01:55,551 TRAIN Step: 200 Objs: 3.450634e+00 R1: 64.947236 R5: 85.183944 Duration: 104s BTime: 1.068s
2022-09-20 06:03:39,913 TRAIN Step: 300 Objs: 3.448135e+00 R1: 65.007267 R5: 85.226978 Duration: 104s BTime: 1.060s
2022-09-20 06:05:24,059 TRAIN Step: 400 Objs: 3.452958e+00 R1: 64.903902 R5: 85.126539 Duration: 104s BTime: 1.055s
2022-09-20 06:07:08,507 TRAIN Step: 500 Objs: 3.455155e+00 R1: 64.879616 R5: 85.108689 Duration: 104s BTime: 1.052s
2022-09-20 06:08:49,726 TRAIN Step: 600 Objs: 3.456448e+00 R1: 64.858049 R5: 85.095154 Duration: 101s BTime: 1.045s
2022-09-20 06:10:33,606 TRAIN Step: 700 Objs: 3.459817e+00 R1: 64.798614 R5: 85.058454 Duration: 103s BTime: 1.044s
2022-09-20 06:12:14,629 TRAIN Step: 800 Objs: 3.462549e+00 R1: 64.729269 R5: 85.019946 Duration: 101s BTime: 1.040s
2022-09-20 06:13:56,299 TRAIN Step: 900 Objs: 3.463712e+00 R1: 64.689733 R5: 85.000282 Duration: 101s BTime: 1.037s
2022-09-20 06:15:40,158 TRAIN Step: 1000 Objs: 3.464531e+00 R1: 64.667266 R5: 84.985034 Duration: 103s BTime: 1.037s
2022-09-20 06:17:23,937 TRAIN Step: 1100 Objs: 3.465516e+00 R1: 64.657662 R5: 84.968388 Duration: 103s BTime: 1.037s
2022-09-20 06:19:05,126 TRAIN Step: 1200 Objs: 3.467453e+00 R1: 64.628353 R5: 84.948415 Duration: 101s BTime: 1.035s
2022-09-20 06:19:50,503 Train_acc: 64.617181
2022-09-20 06:20:17,263 VALID Step: 000 Objs: 7.736178e-01 R1: 81.445312 R5: 96.777344 Duration: 0s
2022-09-20 06:20:48,222 Valid_acc_top1: 66.960000
2022-09-20 06:20:48,222 Valid_acc_top5: 87.918000
2022-09-20 06:20:48,223 Best acc top1: 67.458000
2022-09-20 06:20:48,223 Epoch time: 1378s.
2022-09-20 06:20:48,571 Epoch: 173 lr 1.469388e-01
2022-09-20 06:21:20,742 TRAIN Step: 000 Objs: 3.398602e+00 R1: 66.308594 R5: 86.523438 Duration: 0s BTime: 1.334s
2022-09-20 06:23:05,270 TRAIN Step: 100 Objs: 3.438217e+00 R1: 65.146388 R5: 85.333192 Duration: 104s BTime: 1.047s
2022-09-20 06:24:46,081 TRAIN Step: 200 Objs: 3.438085e+00 R1: 65.183846 R5: 85.331643 Duration: 100s BTime: 1.027s
2022-09-20 06:26:25,141 TRAIN Step: 300 Objs: 3.439086e+00 R1: 65.175976 R5: 85.310683 Duration: 99s BTime: 1.014s
2022-09-20 06:28:04,494 TRAIN Step: 400 Objs: 3.442406e+00 R1: 65.170570 R5: 85.239538 Duration: 99s BTime: 1.009s
2022-09-20 06:29:44,448 TRAIN Step: 500 Objs: 3.444248e+00 R1: 65.130676 R5: 85.188022 Duration: 99s BTime: 1.006s
2022-09-20 06:31:26,134 TRAIN Step: 600 Objs: 3.446268e+00 R1: 65.073998 R5: 85.170549 Duration: 101s BTime: 1.008s
2022-09-20 06:33:07,198 TRAIN Step: 700 Objs: 3.446892e+00 R1: 65.037530 R5: 85.180629 Duration: 101s BTime: 1.008s
2022-09-20 06:34:47,228 TRAIN Step: 800 Objs: 3.449423e+00 R1: 64.962986 R5: 85.144912 Duration: 100s BTime: 1.007s
2022-09-20 06:36:26,734 TRAIN Step: 900 Objs: 3.452313e+00 R1: 64.911166 R5: 85.118098 Duration: 99s BTime: 1.005s
2022-09-20 06:38:07,451 TRAIN Step: 1000 Objs: 3.454755e+00 R1: 64.860042 R5: 85.075374 Duration: 100s BTime: 1.005s
2022-09-20 06:39:49,509 TRAIN Step: 1100 Objs: 3.455205e+00 R1: 64.838960 R5: 85.071455 Duration: 102s BTime: 1.007s
2022-09-20 06:41:29,632 TRAIN Step: 1200 Objs: 3.456850e+00 R1: 64.808623 R5: 85.046316 Duration: 100s BTime: 1.006s
2022-09-20 06:42:13,856 Train_acc: 64.780626
2022-09-20 06:42:37,272 VALID Step: 000 Objs: 8.129600e-01 R1: 82.714844 R5: 95.117188 Duration: 0s
2022-09-20 06:43:11,281 Valid_acc_top1: 66.392000
2022-09-20 06:43:11,281 Valid_acc_top5: 87.592000
2022-09-20 06:43:11,281 Best acc top1: 67.458000
2022-09-20 06:43:11,282 Epoch time: 1342s.
2022-09-20 06:43:11,717 Epoch: 174 lr 1.448980e-01
2022-09-20 06:43:43,993 TRAIN Step: 000 Objs: 3.420228e+00 R1: 64.550781 R5: 85.546875 Duration: 0s BTime: 1.228s
2022-09-20 06:45:26,127 TRAIN Step: 100 Objs: 3.440099e+00 R1: 65.204401 R5: 85.205562 Duration: 102s BTime: 1.022s
2022-09-20 06:47:10,271 TRAIN Step: 200 Objs: 3.434726e+00 R1: 65.330574 R5: 85.309779 Duration: 104s BTime: 1.031s
2022-09-20 06:48:53,804 TRAIN Step: 300 Objs: 3.434535e+00 R1: 65.265521 R5: 85.291866 Duration: 103s BTime: 1.032s
2022-09-20 06:50:39,442 TRAIN Step: 400 Objs: 3.434721e+00 R1: 65.231940 R5: 85.289949 Duration: 105s BTime: 1.037s
2022-09-20 06:52:22,025 TRAIN Step: 500 Objs: 3.438540e+00 R1: 65.159330 R5: 85.231685 Duration: 102s BTime: 1.035s
2022-09-20 06:54:02,096 TRAIN Step: 600 Objs: 3.442339e+00 R1: 65.068961 R5: 85.181761 Duration: 100s BTime: 1.028s
2022-09-20 06:55:41,365 TRAIN Step: 700 Objs: 3.444191e+00 R1: 65.041570 R5: 85.146080 Duration: 99s BTime: 1.023s
2022-09-20 06:57:23,180 TRAIN Step: 800 Objs: 3.444130e+00 R1: 65.041257 R5: 85.154299 Duration: 101s BTime: 1.022s
2022-09-20 06:59:04,781 TRAIN Step: 900 Objs: 3.446571e+00 R1: 64.986061 R5: 85.134248 Duration: 101s BTime: 1.021s
2022-09-20 07:00:43,968 TRAIN Step: 1000 Objs: 3.447982e+00 R1: 64.958674 R5: 85.108446 Duration: 99s BTime: 1.018s
2022-09-20 07:02:25,790 TRAIN Step: 1100 Objs: 3.450352e+00 R1: 64.913289 R5: 85.078373 Duration: 101s BTime: 1.018s
2022-09-20 07:04:09,337 TRAIN Step: 1200 Objs: 3.452030e+00 R1: 64.886764 R5: 85.048918 Duration: 103s BTime: 1.020s
2022-09-20 07:04:54,066 Train_acc: 64.868436
2022-09-20 07:05:15,180 VALID Step: 000 Objs: 8.430106e-01 R1: 82.714844 R5: 94.921875 Duration: 0s
2022-09-20 07:05:51,452 Valid_acc_top1: 67.376000
2022-09-20 07:05:51,452 Valid_acc_top5: 88.316000
2022-09-20 07:05:51,452 Best acc top1: 67.458000
2022-09-20 07:05:51,452 Epoch time: 1359s.
2022-09-20 07:05:51,867 Epoch: 175 lr 1.428571e-01
2022-09-20 07:06:24,334 TRAIN Step: 000 Objs: 3.519861e+00 R1: 63.964844 R5: 84.082031 Duration: 0s BTime: 1.277s
2022-09-20 07:08:08,184 TRAIN Step: 100 Objs: 3.433390e+00 R1: 65.303991 R5: 85.346728 Duration: 103s BTime: 1.039s
2022-09-20 07:09:48,305 TRAIN Step: 200 Objs: 3.436141e+00 R1: 65.258668 R5: 85.326298 Duration: 100s BTime: 1.020s
2022-09-20 07:11:30,639 TRAIN Step: 300 Objs: 3.435652e+00 R1: 65.263250 R5: 85.305168 Duration: 102s BTime: 1.020s
2022-09-20 07:13:16,631 TRAIN Step: 400 Objs: 3.433931e+00 R1: 65.276993 R5: 85.324287 Duration: 105s BTime: 1.030s
2022-09-20 07:15:00,153 TRAIN Step: 500 Objs: 3.435169e+00 R1: 65.232231 R5: 85.296984 Duration: 103s BTime: 1.031s
2022-09-20 07:16:39,831 TRAIN Step: 600 Objs: 3.438082e+00 R1: 65.206427 R5: 85.251631 Duration: 99s BTime: 1.025s
2022-09-20 07:18:20,263 TRAIN Step: 700 Objs: 3.438704e+00 R1: 65.190074 R5: 85.239697 Duration: 100s BTime: 1.022s
2022-09-20 07:19:59,987 TRAIN Step: 800 Objs: 3.441296e+00 R1: 65.131964 R5: 85.192216 Duration: 99s BTime: 1.018s
2022-09-20 07:21:40,671 TRAIN Step: 900 Objs: 3.444045e+00 R1: 65.083718 R5: 85.168714 Duration: 100s BTime: 1.017s
2022-09-20 07:23:26,486 TRAIN Step: 1000 Objs: 3.445893e+00 R1: 65.046282 R5: 85.145128 Duration: 105s BTime: 1.021s
2022-09-20 07:25:09,665 TRAIN Step: 1100 Objs: 3.448028e+00 R1: 65.006599 R5: 85.123166 Duration: 103s BTime: 1.022s
2022-09-20 07:26:53,978 TRAIN Step: 1200 Objs: 3.450143e+00 R1: 64.967345 R5: 85.092989 Duration: 104s BTime: 1.023s
2022-09-20 07:27:41,028 Train_acc: 64.953827
2022-09-20 07:28:04,323 VALID Step: 000 Objs: 6.930692e-01 R1: 85.742188 R5: 96.093750 Duration: 0s
2022-09-20 07:28:37,611 Valid_acc_top1: 67.558000
2022-09-20 07:28:37,611 Valid_acc_top5: 88.082000
2022-09-20 07:28:37,611 Best acc top1: 67.558000
2022-09-20 07:28:37,611 Epoch time: 1365s.
2022-09-20 07:28:38,373 Epoch: 176 lr 1.408163e-01
2022-09-20 07:29:09,943 TRAIN Step: 000 Objs: 3.518415e+00 R1: 63.671875 R5: 83.789062 Duration: 0s BTime: 1.846s
2022-09-20 07:30:55,022 TRAIN Step: 100 Objs: 3.428306e+00 R1: 65.241143 R5: 85.470490 Duration: 105s BTime: 1.057s
2022-09-20 07:32:36,008 TRAIN Step: 200 Objs: 3.424694e+00 R1: 65.407824 R5: 85.469139 Duration: 100s BTime: 1.033s
2022-09-20 07:34:19,296 TRAIN Step: 300 Objs: 3.428798e+00 R1: 65.293423 R5: 85.374598 Duration: 103s BTime: 1.032s
2022-09-20 07:36:04,992 TRAIN Step: 400 Objs: 3.430613e+00 R1: 65.245334 R5: 85.350832 Duration: 105s BTime: 1.038s
2022-09-20 07:37:50,089 TRAIN Step: 500 Objs: 3.431703e+00 R1: 65.206111 R5: 85.353707 Duration: 105s BTime: 1.040s
2022-09-20 07:39:32,368 TRAIN Step: 600 Objs: 3.433872e+00 R1: 65.200252 R5: 85.304765 Duration: 102s BTime: 1.037s
2022-09-20 07:41:11,080 TRAIN Step: 700 Objs: 3.436875e+00 R1: 65.132679 R5: 85.278982 Duration: 98s BTime: 1.030s
2022-09-20 07:42:54,873 TRAIN Step: 800 Objs: 3.438141e+00 R1: 65.103801 R5: 85.253053 Duration: 103s BTime: 1.031s
2022-09-20 07:44:35,931 TRAIN Step: 900 Objs: 3.438952e+00 R1: 65.084151 R5: 85.245669 Duration: 101s BTime: 1.028s
2022-09-20 07:46:16,552 TRAIN Step: 1000 Objs: 3.439930e+00 R1: 65.061891 R5: 85.234492 Duration: 100s BTime: 1.026s
2022-09-20 07:47:59,084 TRAIN Step: 1100 Objs: 3.442624e+00 R1: 65.005003 R5: 85.213726 Duration: 102s BTime: 1.025s
2022-09-20 07:49:39,553 TRAIN Step: 1200 Objs: 3.444070e+00 R1: 64.967833 R5: 85.197069 Duration: 100s BTime: 1.024s
2022-09-20 07:50:26,214 Train_acc: 64.964443
2022-09-20 07:50:51,475 VALID Step: 000 Objs: 8.134113e-01 R1: 81.933594 R5: 94.433594 Duration: 0s
2022-09-20 07:51:23,405 Valid_acc_top1: 66.890000
2022-09-20 07:51:23,406 Valid_acc_top5: 87.786000
2022-09-20 07:51:23,406 Best acc top1: 67.558000
2022-09-20 07:51:23,406 Epoch time: 1365s.
2022-09-20 07:51:23,829 Epoch: 177 lr 1.387755e-01
2022-09-20 07:51:56,318 TRAIN Step: 000 Objs: 3.500957e+00 R1: 63.964844 R5: 83.496094 Duration: 0s BTime: 1.404s
2022-09-20 07:53:40,289 TRAIN Step: 100 Objs: 3.435691e+00 R1: 65.096109 R5: 85.417311 Duration: 103s BTime: 1.042s
2022-09-20 07:55:21,945 TRAIN Step: 200 Objs: 3.426816e+00 R1: 65.300451 R5: 85.415695 Duration: 101s BTime: 1.029s
2022-09-20 07:57:05,662 TRAIN Step: 300 Objs: 3.427186e+00 R1: 65.307049 R5: 85.408015 Duration: 103s BTime: 1.031s
2022-09-20 07:58:48,978 TRAIN Step: 400 Objs: 3.424151e+00 R1: 65.357359 R5: 85.457255 Duration: 103s BTime: 1.031s
2022-09-20 08:00:31,945 TRAIN Step: 500 Objs: 3.425529e+00 R1: 65.338074 R5: 85.436549 Duration: 102s BTime: 1.031s
2022-09-20 08:02:14,512 TRAIN Step: 600 Objs: 3.428393e+00 R1: 65.311233 R5: 85.385523 Duration: 102s BTime: 1.030s
2022-09-20 08:03:59,558 TRAIN Step: 700 Objs: 3.432539e+00 R1: 65.218912 R5: 85.322029 Duration: 105s BTime: 1.032s
2022-09-20 08:05:45,216 TRAIN Step: 800 Objs: 3.434508e+00 R1: 65.201701 R5: 85.299869 Duration: 105s BTime: 1.035s
2022-09-20 08:07:28,022 TRAIN Step: 900 Objs: 3.435047e+00 R1: 65.191779 R5: 85.282087 Duration: 102s BTime: 1.034s
2022-09-20 08:09:09,415 TRAIN Step: 1000 Objs: 3.437420e+00 R1: 65.167547 R5: 85.248833 Duration: 101s BTime: 1.032s
2022-09-20 08:10:52,746 TRAIN Step: 1100 Objs: 3.438880e+00 R1: 65.137606 R5: 85.231111 Duration: 103s BTime: 1.032s
2022-09-20 08:12:36,903 TRAIN Step: 1200 Objs: 3.441019e+00 R1: 65.086549 R5: 85.209835 Duration: 104s BTime: 1.032s
2022-09-20 08:13:21,540 Train_acc: 65.059512
2022-09-20 08:13:45,309 VALID Step: 000 Objs: 8.071185e-01 R1: 82.226562 R5: 94.824219 Duration: 0s
2022-09-20 08:14:20,037 Valid_acc_top1: 67.290000
2022-09-20 08:14:20,038 Valid_acc_top5: 88.154000
2022-09-20 08:14:20,038 Best acc top1: 67.558000
2022-09-20 08:14:20,038 Epoch time: 1376s.
2022-09-20 08:14:20,449 Epoch: 178 lr 1.367347e-01
2022-09-20 08:14:53,382 TRAIN Step: 000 Objs: 3.458334e+00 R1: 65.527344 R5: 84.472656 Duration: 0s BTime: 1.243s
2022-09-20 08:16:33,895 TRAIN Step: 100 Objs: 3.424009e+00 R1: 65.575688 R5: 85.321589 Duration: 100s BTime: 1.006s
2022-09-20 08:18:13,595 TRAIN Step: 200 Objs: 3.419263e+00 R1: 65.601679 R5: 85.450190 Duration: 99s BTime: 1.001s
2022-09-20 08:19:54,178 TRAIN Step: 300 Objs: 3.417331e+00 R1: 65.630840 R5: 85.447272 Duration: 100s BTime: 1.002s
2022-09-20 08:21:33,450 TRAIN Step: 400 Objs: 3.422400e+00 R1: 65.493006 R5: 85.390771 Duration: 99s BTime: 0.999s
2022-09-20 08:23:11,446 TRAIN Step: 500 Objs: 3.423017e+00 R1: 65.445086 R5: 85.398929 Duration: 97s BTime: 0.995s
2022-09-20 08:24:50,936 TRAIN Step: 600 Objs: 3.424958e+00 R1: 65.408239 R5: 85.376423 Duration: 99s BTime: 0.995s
2022-09-20 08:26:31,365 TRAIN Step: 700 Objs: 3.425766e+00 R1: 65.396671 R5: 85.365772 Duration: 100s BTime: 0.996s
2022-09-20 08:28:09,902 TRAIN Step: 800 Objs: 3.427365e+00 R1: 65.349344 R5: 85.347417 Duration: 98s BTime: 0.994s
2022-09-20 08:29:48,796 TRAIN Step: 900 Objs: 3.428001e+00 R1: 65.328129 R5: 85.343325 Duration: 98s BTime: 0.994s
2022-09-20 08:31:29,726 TRAIN Step: 1000 Objs: 3.430272e+00 R1: 65.280228 R5: 85.321319 Duration: 100s BTime: 0.995s
2022-09-20 08:33:09,217 TRAIN Step: 1100 Objs: 3.432666e+00 R1: 65.221869 R5: 85.292845 Duration: 99s BTime: 0.995s
2022-09-20 08:34:49,268 TRAIN Step: 1200 Objs: 3.434861e+00 R1: 65.172740 R5: 85.276999 Duration: 100s BTime: 0.995s
2022-09-20 08:35:33,852 Train_acc: 65.166758
2022-09-20 08:35:59,652 VALID Step: 000 Objs: 7.306882e-01 R1: 84.667969 R5: 95.214844 Duration: 0s
2022-09-20 08:36:31,761 Valid_acc_top1: 67.570000
2022-09-20 08:36:31,761 Valid_acc_top5: 88.138000
2022-09-20 08:36:31,761 Best acc top1: 67.570000
2022-09-20 08:36:31,761 Epoch time: 1331s.
2022-09-20 08:36:32,589 Epoch: 179 lr 1.346939e-01
2022-09-20 08:37:04,041 TRAIN Step: 000 Objs: 3.354360e+00 R1: 65.136719 R5: 85.839844 Duration: 0s BTime: 1.651s
2022-09-20 08:38:47,660 TRAIN Step: 100 Objs: 3.418185e+00 R1: 65.372641 R5: 85.549776 Duration: 103s BTime: 1.041s
2022-09-20 08:40:31,841 TRAIN Step: 200 Objs: 3.413375e+00 R1: 65.512768 R5: 85.611493 Duration: 104s BTime: 1.041s
2022-09-20 08:42:09,428 TRAIN Step: 300 Objs: 3.414359e+00 R1: 65.516962 R5: 85.606896 Duration: 97s BTime: 1.019s
2022-09-20 08:43:52,074 TRAIN Step: 400 Objs: 3.412501e+00 R1: 65.574345 R5: 85.625536 Duration: 102s BTime: 1.020s
2022-09-20 08:45:36,728 TRAIN Step: 500 Objs: 3.414327e+00 R1: 65.578998 R5: 85.589368 Duration: 104s BTime: 1.025s
2022-09-20 08:47:18,981 TRAIN Step: 600 Objs: 3.419329e+00 R1: 65.461860 R5: 85.537451 Duration: 102s BTime: 1.024s
2022-09-20 08:48:59,721 TRAIN Step: 700 Objs: 3.422235e+00 R1: 65.405308 R5: 85.487250 Duration: 100s BTime: 1.022s
2022-09-20 08:50:39,178 TRAIN Step: 800 Objs: 3.425133e+00 R1: 65.362876 R5: 85.435808 Duration: 99s BTime: 1.018s
2022-09-20 08:52:19,529 TRAIN Step: 900 Objs: 3.427804e+00 R1: 65.307644 R5: 85.395242 Duration: 100s BTime: 1.016s
2022-09-20 08:54:01,388 TRAIN Step: 1000 Objs: 3.429319e+00 R1: 65.284227 R5: 85.360733 Duration: 101s BTime: 1.016s
2022-09-20 08:55:41,671 TRAIN Step: 1100 Objs: 3.430913e+00 R1: 65.265685 R5: 85.347305 Duration: 100s BTime: 1.015s
2022-09-20 08:57:25,151 TRAIN Step: 1200 Objs: 3.432118e+00 R1: 65.250312 R5: 85.324729 Duration: 103s BTime: 1.017s
2022-09-20 08:58:10,638 Train_acc: 65.239973
2022-09-20 08:58:33,400 VALID Step: 000 Objs: 8.749730e-01 R1: 82.617188 R5: 94.433594 Duration: 0s
2022-09-20 08:59:09,643 Valid_acc_top1: 67.086000
2022-09-20 08:59:09,643 Valid_acc_top5: 87.954000
2022-09-20 08:59:09,644 Best acc top1: 67.570000
2022-09-20 08:59:09,644 Epoch time: 1357s.
2022-09-20 08:59:10,256 Epoch: 180 lr 1.326531e-01
2022-09-20 08:59:42,252 TRAIN Step: 000 Objs: 3.457867e+00 R1: 66.113281 R5: 84.863281 Duration: 0s BTime: 1.074s
2022-09-20 09:01:30,343 TRAIN Step: 100 Objs: 3.415139e+00 R1: 65.620166 R5: 85.580716 Duration: 108s BTime: 1.079s
2022-09-20 09:03:15,215 TRAIN Step: 200 Objs: 3.409253e+00 R1: 65.681845 R5: 85.591573 Duration: 104s BTime: 1.063s
2022-09-20 09:04:59,049 TRAIN Step: 300 Objs: 3.406133e+00 R1: 65.706434 R5: 85.656860 Duration: 103s BTime: 1.055s
2022-09-20 09:06:43,938 TRAIN Step: 400 Objs: 3.404044e+00 R1: 65.743356 R5: 85.649402 Duration: 104s BTime: 1.052s
2022-09-20 09:08:27,690 TRAIN Step: 500 Objs: 3.408010e+00 R1: 65.667493 R5: 85.588588 Duration: 103s BTime: 1.049s
2022-09-20 09:10:08,640 TRAIN Step: 600 Objs: 3.410450e+00 R1: 65.634099 R5: 85.565561 Duration: 100s BTime: 1.042s
2022-09-20 09:11:52,069 TRAIN Step: 700 Objs: 3.413973e+00 R1: 65.570808 R5: 85.517759 Duration: 103s BTime: 1.041s
2022-09-20 09:13:35,214 TRAIN Step: 800 Objs: 3.414337e+00 R1: 65.548923 R5: 85.507861 Duration: 103s BTime: 1.039s
2022-09-20 09:15:18,339 TRAIN Step: 900 Objs: 3.417032e+00 R1: 65.501765 R5: 85.476099 Duration: 103s BTime: 1.038s
2022-09-20 09:17:00,764 TRAIN Step: 1000 Objs: 3.418190e+00 R1: 65.478662 R5: 85.459170 Duration: 102s BTime: 1.037s
2022-09-20 09:18:45,201 TRAIN Step: 1100 Objs: 3.420067e+00 R1: 65.434211 R5: 85.438486 Duration: 104s BTime: 1.037s
2022-09-20 09:20:25,198 TRAIN Step: 1200 Objs: 3.421561e+00 R1: 65.402041 R5: 85.423361 Duration: 99s BTime: 1.034s
2022-09-20 09:21:10,680 Train_acc: 65.383279
2022-09-20 09:21:35,151 VALID Step: 000 Objs: 7.613388e-01 R1: 83.300781 R5: 95.507812 Duration: 0s
2022-09-20 09:22:08,756 Valid_acc_top1: 67.384000
2022-09-20 09:22:08,756 Valid_acc_top5: 88.184000
2022-09-20 09:22:08,756 Best acc top1: 67.570000
2022-09-20 09:22:08,756 Epoch time: 1378s.
2022-09-20 09:22:09,176 Epoch: 181 lr 1.306122e-01
2022-09-20 09:22:40,915 TRAIN Step: 000 Objs: 3.490862e+00 R1: 64.746094 R5: 84.863281 Duration: 0s BTime: 1.240s
2022-09-20 09:24:25,696 TRAIN Step: 100 Objs: 3.406707e+00 R1: 65.685914 R5: 85.733485 Duration: 104s BTime: 1.048s
2022-09-20 09:26:11,009 TRAIN Step: 200 Objs: 3.398437e+00 R1: 65.806709 R5: 85.768909 Duration: 105s BTime: 1.049s
2022-09-20 09:27:55,769 TRAIN Step: 300 Objs: 3.402042e+00 R1: 65.715519 R5: 85.685411 Duration: 104s BTime: 1.048s
2022-09-20 09:29:41,746 TRAIN Step: 400 Objs: 3.402743e+00 R1: 65.710723 R5: 85.670589 Duration: 105s BTime: 1.050s
2022-09-20 09:31:26,348 TRAIN Step: 500 Objs: 3.407066e+00 R1: 65.680943 R5: 85.626209 Duration: 104s BTime: 1.049s
2022-09-20 09:33:13,086 TRAIN Step: 600 Objs: 3.410359e+00 R1: 65.617850 R5: 85.587010 Duration: 106s BTime: 1.052s
2022-09-20 09:34:57,744 TRAIN Step: 700 Objs: 3.408475e+00 R1: 65.649101 R5: 85.612769 Duration: 104s BTime: 1.051s
2022-09-20 09:36:42,616 TRAIN Step: 800 Objs: 3.410456e+00 R1: 65.592936 R5: 85.573575 Duration: 104s BTime: 1.050s
2022-09-20 09:38:28,546 TRAIN Step: 900 Objs: 3.412304e+00 R1: 65.551947 R5: 85.549043 Duration: 105s BTime: 1.051s
2022-09-20 09:40:11,501 TRAIN Step: 1000 Objs: 3.414054e+00 R1: 65.515149 R5: 85.523461 Duration: 102s BTime: 1.049s
2022-09-20 09:41:52,589 TRAIN Step: 1100 Objs: 3.415816e+00 R1: 65.488139 R5: 85.497736 Duration: 101s BTime: 1.045s
2022-09-20 09:43:36,293 TRAIN Step: 1200 Objs: 3.417430e+00 R1: 65.462863 R5: 85.478329 Duration: 103s BTime: 1.044s
2022-09-20 09:44:23,094 Train_acc: 65.453528
2022-09-20 09:44:49,860 VALID Step: 000 Objs: 7.619196e-01 R1: 84.277344 R5: 94.726562 Duration: 0s
2022-09-20 09:45:21,244 Valid_acc_top1: 67.926000
2022-09-20 09:45:21,244 Valid_acc_top5: 88.364000
2022-09-20 09:45:21,244 Best acc top1: 67.926000
2022-09-20 09:45:21,245 Epoch time: 1392s.
2022-09-20 09:45:22,116 Epoch: 182 lr 1.285714e-01
2022-09-20 09:45:52,858 TRAIN Step: 000 Objs: 3.397144e+00 R1: 66.210938 R5: 86.035156 Duration: 0s BTime: 1.548s
2022-09-20 09:47:34,384 TRAIN Step: 100 Objs: 3.407573e+00 R1: 65.739093 R5: 85.665803 Duration: 101s BTime: 1.018s
2022-09-20 09:49:14,573 TRAIN Step: 200 Objs: 3.395276e+00 R1: 66.027285 R5: 85.726154 Duration: 100s BTime: 1.009s
2022-09-20 09:50:53,666 TRAIN Step: 300 Objs: 3.392845e+00 R1: 66.048393 R5: 85.729210 Duration: 99s BTime: 1.003s
2022-09-20 09:52:33,878 TRAIN Step: 400 Objs: 3.395276e+00 R1: 65.992002 R5: 85.724653 Duration: 100s BTime: 1.002s
2022-09-20 09:54:15,819 TRAIN Step: 500 Objs: 3.397270e+00 R1: 65.907053 R5: 85.701449 Duration: 101s BTime: 1.005s
2022-09-20 09:55:56,384 TRAIN Step: 600 Objs: 3.400629e+00 R1: 65.814625 R5: 85.677354 Duration: 100s BTime: 1.005s
2022-09-20 09:57:38,676 TRAIN Step: 700 Objs: 3.401638e+00 R1: 65.781584 R5: 85.670861 Duration: 102s BTime: 1.007s
2022-09-20 09:59:18,676 TRAIN Step: 800 Objs: 3.404560e+00 R1: 65.730459 R5: 85.635022 Duration: 100s BTime: 1.006s
2022-09-20 10:01:01,065 TRAIN Step: 900 Objs: 3.406044e+00 R1: 65.724390 R5: 85.610281 Duration: 102s BTime: 1.008s
2022-09-20 10:02:40,404 TRAIN Step: 1000 Objs: 3.408467e+00 R1: 65.665487 R5: 85.577704 Duration: 99s BTime: 1.007s
2022-09-20 10:04:21,216 TRAIN Step: 1100 Objs: 3.410908e+00 R1: 65.614001 R5: 85.558938 Duration: 100s BTime: 1.007s
2022-09-20 10:05:59,048 TRAIN Step: 1200 Objs: 3.412789e+00 R1: 65.581335 R5: 85.542647 Duration: 97s BTime: 1.004s
2022-09-20 10:06:45,148 Train_acc: 65.549924
2022-09-20 10:07:08,591 VALID Step: 000 Objs: 8.430686e-01 R1: 81.152344 R5: 94.433594 Duration: 0s
2022-09-20 10:07:42,006 Valid_acc_top1: 67.634000
2022-09-20 10:07:42,006 Valid_acc_top5: 88.278000
2022-09-20 10:07:42,006 Best acc top1: 67.926000
2022-09-20 10:07:42,006 Epoch time: 1339s.
2022-09-20 10:07:42,420 Epoch: 183 lr 1.265306e-01
2022-09-20 10:08:13,677 TRAIN Step: 000 Objs: 3.386706e+00 R1: 64.746094 R5: 86.621094 Duration: 0s BTime: 1.239s
2022-09-20 10:09:55,676 TRAIN Step: 100 Objs: 3.402589e+00 R1: 65.755531 R5: 85.749923 Duration: 101s BTime: 1.021s
2022-09-20 10:11:39,812 TRAIN Step: 200 Objs: 3.389685e+00 R1: 66.011738 R5: 85.852476 Duration: 104s BTime: 1.030s
2022-09-20 10:13:22,562 TRAIN Step: 300 Objs: 3.391995e+00 R1: 65.971826 R5: 85.837248 Duration: 102s BTime: 1.029s
2022-09-20 10:15:08,556 TRAIN Step: 400 Objs: 3.390011e+00 R1: 65.966675 R5: 85.876861 Duration: 105s BTime: 1.036s
2022-09-20 10:16:53,561 TRAIN Step: 500 Objs: 3.392102e+00 R1: 65.956953 R5: 85.860700 Duration: 105s BTime: 1.038s
2022-09-20 10:18:37,272 TRAIN Step: 600 Objs: 3.393870e+00 R1: 65.943967 R5: 85.816770 Duration: 103s BTime: 1.038s
2022-09-20 10:20:18,171 TRAIN Step: 700 Objs: 3.396681e+00 R1: 65.890246 R5: 85.797911 Duration: 100s BTime: 1.033s
2022-09-20 10:21:59,064 TRAIN Step: 800 Objs: 3.398984e+00 R1: 65.857985 R5: 85.753892 Duration: 100s BTime: 1.030s
2022-09-20 10:23:43,155 TRAIN Step: 900 Objs: 3.399853e+00 R1: 65.813484 R5: 85.730699 Duration: 104s BTime: 1.031s
2022-09-20 10:25:28,638 TRAIN Step: 1000 Objs: 3.401671e+00 R1: 65.801679 R5: 85.697018 Duration: 105s BTime: 1.033s
2022-09-20 10:27:10,714 TRAIN Step: 1100 Objs: 3.403694e+00 R1: 65.768779 R5: 85.663956 Duration: 102s BTime: 1.032s
2022-09-20 10:28:55,242 TRAIN Step: 1200 Objs: 3.406329e+00 R1: 65.723876 R5: 85.625179 Duration: 104s BTime: 1.033s
2022-09-20 10:29:40,287 Train_acc: 65.718052
2022-09-20 10:30:06,508 VALID Step: 000 Objs: 7.568554e-01 R1: 84.472656 R5: 95.507812 Duration: 0s
2022-09-20 10:30:38,075 Valid_acc_top1: 68.544000
2022-09-20 10:30:38,075 Valid_acc_top5: 88.698000
2022-09-20 10:30:38,076 Best acc top1: 68.544000
2022-09-20 10:30:38,076 Epoch time: 1375s.
2022-09-20 10:30:38,784 Epoch: 184 lr 1.244898e-01
2022-09-20 10:31:11,383 TRAIN Step: 000 Objs: 3.239832e+00 R1: 69.433594 R5: 87.011719 Duration: 0s BTime: 1.184s
2022-09-20 10:32:53,242 TRAIN Step: 100 Objs: 3.383290e+00 R1: 66.249613 R5: 85.874652 Duration: 101s BTime: 1.019s
2022-09-20 10:34:35,725 TRAIN Step: 200 Objs: 3.377547e+00 R1: 66.208994 R5: 85.943816 Duration: 102s BTime: 1.021s
2022-09-20 10:36:19,751 TRAIN Step: 300 Objs: 3.378476e+00 R1: 66.179791 R5: 85.907003 Duration: 104s BTime: 1.027s
2022-09-20 10:38:01,581 TRAIN Step: 400 Objs: 3.381865e+00 R1: 66.088197 R5: 85.867850 Duration: 101s BTime: 1.024s
2022-09-20 10:39:45,432 TRAIN Step: 500 Objs: 3.387613e+00 R1: 66.011142 R5: 85.784291 Duration: 103s BTime: 1.027s
2022-09-20 10:41:26,551 TRAIN Step: 600 Objs: 3.390474e+00 R1: 65.975653 R5: 85.748687 Duration: 101s BTime: 1.024s
2022-09-20 10:43:08,940 TRAIN Step: 700 Objs: 3.393569e+00 R1: 65.904595 R5: 85.717530 Duration: 102s BTime: 1.024s
2022-09-20 10:44:50,269 TRAIN Step: 800 Objs: 3.396152e+00 R1: 65.880906 R5: 85.677693 Duration: 101s BTime: 1.022s
2022-09-20 10:46:31,982 TRAIN Step: 900 Objs: 3.398352e+00 R1: 65.842315 R5: 85.663932 Duration: 101s BTime: 1.021s
2022-09-20 10:48:14,894 TRAIN Step: 1000 Objs: 3.399975e+00 R1: 65.814264 R5: 85.642190 Duration: 102s BTime: 1.022s
2022-09-20 10:49:56,261 TRAIN Step: 1100 Objs: 3.401653e+00 R1: 65.796275 R5: 85.619785 Duration: 101s BTime: 1.021s
2022-09-20 10:51:35,422 TRAIN Step: 1200 Objs: 3.404031e+00 R1: 65.741114 R5: 85.593060 Duration: 99s BTime: 1.019s
2022-09-20 10:52:19,582 Train_acc: 65.722501
2022-09-20 10:52:44,910 VALID Step: 000 Objs: 8.231706e-01 R1: 82.421875 R5: 94.335938 Duration: 0s
2022-09-20 10:53:16,741 Valid_acc_top1: 67.462000
2022-09-20 10:53:16,741 Valid_acc_top5: 88.066000
2022-09-20 10:53:16,741 Best acc top1: 68.544000
2022-09-20 10:53:16,741 Epoch time: 1357s.
2022-09-20 10:53:17,125 Epoch: 185 lr 1.224490e-01
2022-09-20 10:53:46,058 TRAIN Step: 000 Objs: 3.402050e+00 R1: 66.406250 R5: 84.667969 Duration: 0s BTime: 1.288s
2022-09-20 10:55:31,638 TRAIN Step: 100 Objs: 3.378358e+00 R1: 66.280554 R5: 86.016785 Duration: 105s BTime: 1.049s
2022-09-20 10:57:15,440 TRAIN Step: 200 Objs: 3.379918e+00 R1: 66.198305 R5: 85.990944 Duration: 103s BTime: 1.043s
2022-09-20 10:59:01,815 TRAIN Step: 300 Objs: 3.378814e+00 R1: 66.151241 R5: 85.967348 Duration: 106s BTime: 1.049s
2022-09-20 11:00:48,262 TRAIN Step: 400 Objs: 3.379327e+00 R1: 66.131546 R5: 85.917774 Duration: 106s BTime: 1.053s
2022-09-20 11:02:33,633 TRAIN Step: 500 Objs: 3.381205e+00 R1: 66.098662 R5: 85.915669 Duration: 105s BTime: 1.052s
2022-09-20 11:04:15,529 TRAIN Step: 600 Objs: 3.383051e+00 R1: 66.086633 R5: 85.913127 Duration: 101s BTime: 1.046s
2022-09-20 11:05:53,431 TRAIN Step: 700 Objs: 3.383952e+00 R1: 66.084444 R5: 85.888463 Duration: 97s BTime: 1.036s
2022-09-20 11:07:29,997 TRAIN Step: 800 Objs: 3.385367e+00 R1: 66.052200 R5: 85.868494 Duration: 96s BTime: 1.027s
2022-09-20 11:09:05,535 TRAIN Step: 900 Objs: 3.388940e+00 R1: 65.993948 R5: 85.825212 Duration: 95s BTime: 1.019s
2022-09-20 11:10:40,519 TRAIN Step: 1000 Objs: 3.391349e+00 R1: 65.960114 R5: 85.802576 Duration: 94s BTime: 1.012s
2022-09-20 11:12:14,598 TRAIN Step: 1100 Objs: 3.393941e+00 R1: 65.919654 R5: 85.766136 Duration: 94s BTime: 1.006s
2022-09-20 11:13:51,362 TRAIN Step: 1200 Objs: 3.396737e+00 R1: 65.869344 R5: 85.732430 Duration: 96s BTime: 1.002s
2022-09-20 11:14:38,443 Train_acc: 65.865028
2022-09-20 11:14:58,760 VALID Step: 000 Objs: 6.778215e-01 R1: 84.960938 R5: 96.679688 Duration: 0s
2022-09-20 11:15:37,864 Valid_acc_top1: 68.506000
2022-09-20 11:15:37,864 Valid_acc_top5: 88.842000
2022-09-20 11:15:37,864 Best acc top1: 68.544000
2022-09-20 11:15:37,864 Epoch time: 1340s.
2022-09-20 11:15:38,364 Epoch: 186 lr 1.204082e-01
2022-09-20 11:16:06,040 TRAIN Step: 000 Objs: 3.173547e+00 R1: 69.628906 R5: 87.402344 Duration: 0s BTime: 1.454s
2022-09-20 11:17:49,035 TRAIN Step: 100 Objs: 3.370029e+00 R1: 66.507774 R5: 86.029355 Duration: 102s BTime: 0.982s
2022-09-20 11:19:25,763 TRAIN Step: 200 Objs: 3.369234e+00 R1: 66.454349 R5: 86.022524 Duration: 96s BTime: 0.974s
2022-09-20 11:20:58,893 TRAIN Step: 300 Objs: 3.368359e+00 R1: 66.432854 R5: 86.042943 Duration: 93s BTime: 0.959s
2022-09-20 11:22:34,628 TRAIN Step: 400 Objs: 3.370493e+00 R1: 66.373130 R5: 86.016404 Duration: 95s BTime: 0.958s
2022-09-20 11:24:05,401 TRAIN Step: 500 Objs: 3.371445e+00 R1: 66.388317 R5: 86.011181 Duration: 90s BTime: 0.948s
2022-09-20 11:25:37,444 TRAIN Step: 600 Objs: 3.375784e+00 R1: 66.274796 R5: 85.988359 Duration: 92s BTime: 0.943s
2022-09-20 11:27:10,047 TRAIN Step: 700 Objs: 3.380154e+00 R1: 66.186140 R5: 85.934296 Duration: 92s BTime: 0.940s
2022-09-20 11:28:42,333 TRAIN Step: 800 Objs: 3.383469e+00 R1: 66.136689 R5: 85.898974 Duration: 92s BTime: 0.938s
2022-09-20 11:30:13,716 TRAIN Step: 900 Objs: 3.384483e+00 R1: 66.097457 R5: 85.881898 Duration: 91s BTime: 0.935s
2022-09-20 11:31:43,514 TRAIN Step: 1000 Objs: 3.384951e+00 R1: 66.080794 R5: 85.878184 Duration: 89s BTime: 0.931s
2022-09-20 11:33:14,054 TRAIN Step: 1100 Objs: 3.387290e+00 R1: 66.037622 R5: 85.847117 Duration: 90s BTime: 0.929s
2022-09-20 11:34:44,902 TRAIN Step: 1200 Objs: 3.389033e+00 R1: 66.012454 R5: 85.818459 Duration: 90s BTime: 0.927s
2022-09-20 11:35:30,070 Train_acc: 66.002090
2022-09-20 11:35:55,162 VALID Step: 000 Objs: 6.973179e-01 R1: 85.546875 R5: 95.410156 Duration: 0s
2022-09-20 11:36:28,482 Valid_acc_top1: 68.468000
2022-09-20 11:36:28,482 Valid_acc_top5: 88.826000
2022-09-20 11:36:28,482 Best acc top1: 68.544000
2022-09-20 11:36:28,483 Epoch time: 1250s.
2022-09-20 11:36:29,024 Epoch: 187 lr 1.183673e-01
2022-09-20 11:37:01,340 TRAIN Step: 000 Objs: 3.273838e+00 R1: 67.675781 R5: 86.328125 Duration: 0s BTime: 1.216s
2022-09-20 11:38:44,369 TRAIN Step: 100 Objs: 3.365473e+00 R1: 66.284421 R5: 86.126044 Duration: 103s BTime: 1.031s
2022-09-20 11:40:20,168 TRAIN Step: 200 Objs: 3.365498e+00 R1: 66.393132 R5: 86.124553 Duration: 95s BTime: 0.994s
2022-09-20 11:41:57,142 TRAIN Step: 300 Objs: 3.365100e+00 R1: 66.435450 R5: 86.109453 Duration: 96s BTime: 0.985s
2022-09-20 11:43:29,382 TRAIN Step: 400 Objs: 3.368364e+00 R1: 66.340253 R5: 86.061214 Duration: 92s BTime: 0.969s
2022-09-20 11:45:03,834 TRAIN Step: 500 Objs: 3.368147e+00 R1: 66.335493 R5: 86.081743 Duration: 94s BTime: 0.964s
2022-09-20 11:46:40,123 TRAIN Step: 600 Objs: 3.369220e+00 R1: 66.344666 R5: 86.069929 Duration: 96s BTime: 0.963s
2022-09-20 11:48:16,294 TRAIN Step: 700 Objs: 3.370393e+00 R1: 66.329908 R5: 86.052988 Duration: 96s BTime: 0.963s
2022-09-20 11:49:49,239 TRAIN Step: 800 Objs: 3.372830e+00 R1: 66.286039 R5: 86.012723 Duration: 92s BTime: 0.959s
2022-09-20 11:51:24,394 TRAIN Step: 900 Objs: 3.376197e+00 R1: 66.240310 R5: 85.971967 Duration: 95s BTime: 0.958s
2022-09-20 11:52:58,016 TRAIN Step: 1000 Objs: 3.378952e+00 R1: 66.171914 R5: 85.944914 Duration: 93s BTime: 0.955s
2022-09-20 11:54:34,044 TRAIN Step: 1100 Objs: 3.381312e+00 R1: 66.136609 R5: 85.912132 Duration: 96s BTime: 0.956s
2022-09-20 11:56:12,395 TRAIN Step: 1200 Objs: 3.382367e+00 R1: 66.110761 R5: 85.897413 Duration: 98s BTime: 0.958s
2022-09-20 11:56:58,986 Train_acc: 66.104653
2022-09-20 11:57:55,468 VALID Step: 000 Objs: 6.928481e-01 R1: 84.863281 R5: 95.312500 Duration: 0s
2022-09-20 11:58:35,737 Valid_acc_top1: 68.580000
2022-09-20 11:58:35,737 Valid_acc_top5: 88.668000
2022-09-20 11:58:35,737 Best acc top1: 68.580000
2022-09-20 11:58:35,737 Epoch time: 1326s.
2022-09-20 11:58:36,580 Epoch: 188 lr 1.163265e-01
2022-09-20 11:59:08,448 TRAIN Step: 000 Objs: 3.247435e+00 R1: 67.675781 R5: 85.937500 Duration: 0s BTime: 1.617s
2022-09-20 12:00:49,319 TRAIN Step: 100 Objs: 3.358690e+00 R1: 66.520343 R5: 86.197594 Duration: 100s BTime: 1.012s
2022-09-20 12:02:29,381 TRAIN Step: 200 Objs: 3.361185e+00 R1: 66.464552 R5: 86.123581 Duration: 100s BTime: 1.006s
2022-09-20 12:04:06,780 TRAIN Step: 300 Objs: 3.364874e+00 R1: 66.434152 R5: 86.115617 Duration: 97s BTime: 0.995s
2022-09-20 12:05:50,778 TRAIN Step: 400 Objs: 3.367486e+00 R1: 66.414530 R5: 86.081671 Duration: 103s BTime: 1.005s
2022-09-20 12:07:32,411 TRAIN Step: 500 Objs: 3.367972e+00 R1: 66.385588 R5: 86.056793 Duration: 101s BTime: 1.007s
2022-09-20 12:09:12,320 TRAIN Step: 600 Objs: 3.370753e+00 R1: 66.323868 R5: 86.007696 Duration: 99s BTime: 1.005s
2022-09-20 12:10:50,936 TRAIN Step: 700 Objs: 3.371745e+00 R1: 66.298006 R5: 86.007016 Duration: 98s BTime: 1.003s
2022-09-20 12:12:32,452 TRAIN Step: 800 Objs: 3.372178e+00 R1: 66.290306 R5: 85.993338 Duration: 101s BTime: 1.004s
2022-09-20 12:14:15,568 TRAIN Step: 900 Objs: 3.374049e+00 R1: 66.251257 R5: 85.982480 Duration: 103s BTime: 1.007s
2022-09-20 12:15:56,709 TRAIN Step: 1000 Objs: 3.375561e+00 R1: 66.223132 R5: 85.958378 Duration: 101s BTime: 1.007s
2022-09-20 12:17:37,844 TRAIN Step: 1100 Objs: 3.376565e+00 R1: 66.203221 R5: 85.937855 Duration: 101s BTime: 1.007s
2022-09-20 12:19:18,762 TRAIN Step: 1200 Objs: 3.378215e+00 R1: 66.167761 R5: 85.919286 Duration: 100s BTime: 1.007s
2022-09-20 12:20:06,786 Train_acc: 66.146412
2022-09-20 12:20:29,615 VALID Step: 000 Objs: 7.745543e-01 R1: 84.277344 R5: 95.019531 Duration: 0s
2022-09-20 12:21:04,665 Valid_acc_top1: 68.384000
2022-09-20 12:21:04,665 Valid_acc_top5: 88.658000
2022-09-20 12:21:04,665 Best acc top1: 68.580000
2022-09-20 12:21:04,665 Epoch time: 1348s.
2022-09-20 12:21:05,059 Epoch: 189 lr 1.142857e-01
2022-09-20 12:21:36,615 TRAIN Step: 000 Objs: 3.290673e+00 R1: 66.796875 R5: 87.402344 Duration: 0s BTime: 1.196s
2022-09-20 12:23:24,636 TRAIN Step: 100 Objs: 3.344776e+00 R1: 66.999923 R5: 86.374536 Duration: 108s BTime: 1.080s
2022-09-20 12:25:10,132 TRAIN Step: 200 Objs: 3.347025e+00 R1: 66.983442 R5: 86.326667 Duration: 105s BTime: 1.067s
2022-09-20 12:26:53,747 TRAIN Step: 300 Objs: 3.349207e+00 R1: 66.908807 R5: 86.285623 Duration: 103s BTime: 1.056s
2022-09-20 12:28:35,746 TRAIN Step: 400 Objs: 3.354515e+00 R1: 66.796875 R5: 86.201732 Duration: 101s BTime: 1.046s
2022-09-20 12:30:19,068 TRAIN Step: 500 Objs: 3.357118e+00 R1: 66.670175 R5: 86.188171 Duration: 103s BTime: 1.043s
2022-09-20 12:32:00,598 TRAIN Step: 600 Objs: 3.360201e+00 R1: 66.609037 R5: 86.160923 Duration: 101s BTime: 1.038s
2022-09-20 12:33:41,438 TRAIN Step: 700 Objs: 3.362528e+00 R1: 66.561720 R5: 86.135320 Duration: 100s BTime: 1.034s
2022-09-20 12:35:20,060 TRAIN Step: 800 Objs: 3.365037e+00 R1: 66.504760 R5: 86.100382 Duration: 98s BTime: 1.028s
2022-09-20 12:37:01,482 TRAIN Step: 900 Objs: 3.365939e+00 R1: 66.479519 R5: 86.085231 Duration: 101s BTime: 1.026s
2022-09-20 12:38:41,184 TRAIN Step: 1000 Objs: 3.368059e+00 R1: 66.428884 R5: 86.057107 Duration: 99s BTime: 1.023s
2022-09-20 12:40:23,601 TRAIN Step: 1100 Objs: 3.368727e+00 R1: 66.390284 R5: 86.054847 Duration: 102s BTime: 1.023s
2022-09-20 12:42:05,313 TRAIN Step: 1200 Objs: 3.370382e+00 R1: 66.356243 R5: 86.030278 Duration: 101s BTime: 1.022s
2022-09-20 12:42:53,117 Train_acc: 66.341312
2022-09-20 12:43:15,225 VALID Step: 000 Objs: 7.420634e-01 R1: 84.179688 R5: 95.703125 Duration: 0s
2022-09-20 12:43:48,985 Valid_acc_top1: 68.282000
2022-09-20 12:43:48,986 Valid_acc_top5: 88.798000
2022-09-20 12:43:48,986 Best acc top1: 68.580000
2022-09-20 12:43:48,986 Epoch time: 1363s.
2022-09-20 12:43:49,486 Epoch: 190 lr 1.122449e-01
2022-09-20 12:44:21,659 TRAIN Step: 000 Objs: 3.377395e+00 R1: 67.187500 R5: 85.546875 Duration: 0s BTime: 1.299s
2022-09-20 12:46:05,002 TRAIN Step: 100 Objs: 3.349134e+00 R1: 66.904200 R5: 86.343595 Duration: 103s BTime: 1.033s
2022-09-20 12:47:47,808 TRAIN Step: 200 Objs: 3.351019e+00 R1: 66.761894 R5: 86.337842 Duration: 102s BTime: 1.030s
2022-09-20 12:49:33,715 TRAIN Step: 300 Objs: 3.351411e+00 R1: 66.750156 R5: 86.308983 Duration: 105s BTime: 1.039s
2022-09-20 12:51:17,164 TRAIN Step: 400 Objs: 3.350013e+00 R1: 66.752796 R5: 86.322524 Duration: 103s BTime: 1.038s
2022-09-20 12:53:02,295 TRAIN Step: 500 Objs: 3.352593e+00 R1: 66.705456 R5: 86.266140 Duration: 105s BTime: 1.040s
2022-09-20 12:54:43,929 TRAIN Step: 600 Objs: 3.355153e+00 R1: 66.647872 R5: 86.225269 Duration: 101s BTime: 1.036s
2022-09-20 12:56:22,577 TRAIN Step: 700 Objs: 3.358297e+00 R1: 66.590139 R5: 86.170008 Duration: 98s BTime: 1.028s
2022-09-20 12:58:02,646 TRAIN Step: 800 Objs: 3.361723e+00 R1: 66.518414 R5: 86.126595 Duration: 100s BTime: 1.025s
2022-09-20 12:59:44,838 TRAIN Step: 900 Objs: 3.365469e+00 R1: 66.462503 R5: 86.080787 Duration: 102s BTime: 1.024s
2022-09-20 13:01:26,474 TRAIN Step: 1000 Objs: 3.366221e+00 R1: 66.437469 R5: 86.073107 Duration: 101s BTime: 1.023s
2022-09-20 13:03:07,372 TRAIN Step: 1100 Objs: 3.367673e+00 R1: 66.404831 R5: 86.057331 Duration: 100s BTime: 1.022s
2022-09-20 13:04:48,898 TRAIN Step: 1200 Objs: 3.368876e+00 R1: 66.376002 R5: 86.041092 Duration: 101s BTime: 1.021s
2022-09-20 13:05:36,535 Train_acc: 66.361138
2022-09-20 13:06:00,817 VALID Step: 000 Objs: 7.657420e-01 R1: 84.472656 R5: 95.410156 Duration: 0s
2022-09-20 13:06:34,186 Valid_acc_top1: 67.858000
2022-09-20 13:06:34,186 Valid_acc_top5: 88.522000
2022-09-20 13:06:34,186 Best acc top1: 68.580000
2022-09-20 13:06:34,186 Epoch time: 1364s.
2022-09-20 13:06:34,541 Epoch: 191 lr 1.102041e-01
2022-09-20 13:07:05,748 TRAIN Step: 000 Objs: 3.389881e+00 R1: 65.917969 R5: 85.937500 Duration: 0s BTime: 1.186s
2022-09-20 13:08:47,593 TRAIN Step: 100 Objs: 3.341731e+00 R1: 66.765934 R5: 86.357132 Duration: 101s BTime: 1.019s
2022-09-20 13:10:29,876 TRAIN Step: 200 Objs: 3.342247e+00 R1: 66.903762 R5: 86.387885 Duration: 102s BTime: 1.020s
2022-09-20 13:12:11,171 TRAIN Step: 300 Objs: 3.339763e+00 R1: 66.959419 R5: 86.369978 Duration: 101s BTime: 1.017s
2022-09-20 13:13:52,664 TRAIN Step: 400 Objs: 3.341760e+00 R1: 66.918641 R5: 86.331291 Duration: 101s BTime: 1.016s
2022-09-20 13:15:32,293 TRAIN Step: 500 Objs: 3.345747e+00 R1: 66.810715 R5: 86.286996 Duration: 99s BTime: 1.012s
2022-09-20 13:17:14,307 TRAIN Step: 600 Objs: 3.347148e+00 R1: 66.776564 R5: 86.276128 Duration: 102s BTime: 1.013s
2022-09-20 13:18:56,205 TRAIN Step: 700 Objs: 3.349524e+00 R1: 66.717190 R5: 86.257913 Duration: 101s BTime: 1.013s
2022-09-20 13:20:36,862 TRAIN Step: 800 Objs: 3.352923e+00 R1: 66.664960 R5: 86.208524 Duration: 100s BTime: 1.012s
2022-09-20 13:22:20,112 TRAIN Step: 900 Objs: 3.356753e+00 R1: 66.603405 R5: 86.163269 Duration: 103s BTime: 1.014s
2022-09-20 13:23:59,587 TRAIN Step: 1000 Objs: 3.358666e+00 R1: 66.565563 R5: 86.136715 Duration: 99s BTime: 1.012s
2022-09-20 13:25:41,584 TRAIN Step: 1100 Objs: 3.359261e+00 R1: 66.563689 R5: 86.119508 Duration: 101s BTime: 1.013s
2022-09-20 13:27:24,290 TRAIN Step: 1200 Objs: 3.361134e+00 R1: 66.513582 R5: 86.104191 Duration: 102s BTime: 1.014s
2022-09-20 13:28:13,097 Train_acc: 66.489536
2022-09-20 13:28:34,260 VALID Step: 000 Objs: 7.881832e-01 R1: 83.105469 R5: 94.335938 Duration: 0s
2022-09-20 13:29:11,457 Valid_acc_top1: 67.752000
2022-09-20 13:29:11,458 Valid_acc_top5: 88.194000
2022-09-20 13:29:11,458 Best acc top1: 68.580000
2022-09-20 13:29:11,458 Epoch time: 1356s.
2022-09-20 13:29:11,932 Epoch: 192 lr 1.081633e-01
2022-09-20 13:29:43,993 TRAIN Step: 000 Objs: 3.421198e+00 R1: 65.332031 R5: 85.546875 Duration: 0s BTime: 1.312s
2022-09-20 13:31:27,464 TRAIN Step: 100 Objs: 3.346618e+00 R1: 66.852955 R5: 86.396774 Duration: 103s BTime: 1.035s
2022-09-20 13:33:10,896 TRAIN Step: 200 Objs: 3.343479e+00 R1: 66.835743 R5: 86.302861 Duration: 103s BTime: 1.033s
2022-09-20 13:34:53,446 TRAIN Step: 300 Objs: 3.339494e+00 R1: 66.925677 R5: 86.373871 Duration: 102s BTime: 1.030s
2022-09-20 13:36:35,951 TRAIN Step: 400 Objs: 3.339575e+00 R1: 66.926434 R5: 86.391687 Duration: 102s BTime: 1.028s
2022-09-20 13:38:14,756 TRAIN Step: 500 Objs: 3.343725e+00 R1: 66.878158 R5: 86.338261 Duration: 98s BTime: 1.020s
2022-09-20 13:39:55,722 TRAIN Step: 600 Objs: 3.345127e+00 R1: 66.845947 R5: 86.313176 Duration: 100s BTime: 1.018s
2022-09-20 13:41:40,812 TRAIN Step: 700 Objs: 3.344407e+00 R1: 66.817911 R5: 86.322692 Duration: 105s BTime: 1.022s
2022-09-20 13:43:25,039 TRAIN Step: 800 Objs: 3.347805e+00 R1: 66.767249 R5: 86.272774 Duration: 104s BTime: 1.024s
2022-09-20 13:45:05,789 TRAIN Step: 900 Objs: 3.349904e+00 R1: 66.731626 R5: 86.255831 Duration: 100s BTime: 1.022s
2022-09-20 13:46:49,048 TRAIN Step: 1000 Objs: 3.352158e+00 R1: 66.692195 R5: 86.231249 Duration: 103s BTime: 1.023s
2022-09-20 13:48:29,180 TRAIN Step: 1100 Objs: 3.354323e+00 R1: 66.633937 R5: 86.201731 Duration: 100s BTime: 1.021s
2022-09-20 13:50:11,330 TRAIN Step: 1200 Objs: 3.356906e+00 R1: 66.578470 R5: 86.164362 Duration: 102s BTime: 1.021s
2022-09-20 13:50:58,627 Train_acc: 66.561190
2022-09-20 13:51:22,021 VALID Step: 000 Objs: 7.105537e-01 R1: 85.351562 R5: 95.507812 Duration: 0s
2022-09-20 13:51:57,400 Valid_acc_top1: 68.624000
2022-09-20 13:51:57,400 Valid_acc_top5: 88.738000
2022-09-20 13:51:57,400 Best acc top1: 68.624000
2022-09-20 13:51:57,400 Epoch time: 1365s.
2022-09-20 13:51:58,284 Epoch: 193 lr 1.061224e-01
2022-09-20 13:52:27,085 TRAIN Step: 000 Objs: 3.356519e+00 R1: 67.382812 R5: 85.156250 Duration: 0s BTime: 2.116s
2022-09-20 13:54:13,320 TRAIN Step: 100 Objs: 3.322995e+00 R1: 67.312229 R5: 86.578550 Duration: 106s BTime: 1.071s
2022-09-20 13:55:55,233 TRAIN Step: 200 Objs: 3.321929e+00 R1: 67.260378 R5: 86.545301 Duration: 101s BTime: 1.045s
2022-09-20 13:57:37,998 TRAIN Step: 300 Objs: 3.322525e+00 R1: 67.231299 R5: 86.563992 Duration: 102s BTime: 1.038s
2022-09-20 13:59:23,028 TRAIN Step: 400 Objs: 3.328487e+00 R1: 67.117119 R5: 86.508339 Duration: 105s BTime: 1.041s
2022-09-20 14:01:09,743 TRAIN Step: 500 Objs: 3.330516e+00 R1: 67.073275 R5: 86.464766 Duration: 106s BTime: 1.046s
2022-09-20 14:02:53,132 TRAIN Step: 600 Objs: 3.334596e+00 R1: 67.032647 R5: 86.413107 Duration: 103s BTime: 1.044s
2022-09-20 14:04:35,268 TRAIN Step: 700 Objs: 3.337573e+00 R1: 66.968087 R5: 86.378973 Duration: 102s BTime: 1.040s
2022-09-20 14:06:16,699 TRAIN Step: 800 Objs: 3.340280e+00 R1: 66.910624 R5: 86.343487 Duration: 101s BTime: 1.037s
2022-09-20 14:08:00,909 TRAIN Step: 900 Objs: 3.343015e+00 R1: 66.853128 R5: 86.311217 Duration: 104s BTime: 1.037s
2022-09-20 14:09:42,145 TRAIN Step: 1000 Objs: 3.343916e+00 R1: 66.821167 R5: 86.305784 Duration: 101s BTime: 1.034s
2022-09-20 14:11:25,226 TRAIN Step: 1100 Objs: 3.345734e+00 R1: 66.775676 R5: 86.281115 Duration: 103s BTime: 1.034s
2022-09-20 14:13:12,570 TRAIN Step: 1200 Objs: 3.347600e+00 R1: 66.751340 R5: 86.258359 Duration: 107s BTime: 1.037s
2022-09-20 14:14:00,545 Train_acc: 66.736187
2022-09-20 14:14:22,341 VALID Step: 000 Objs: 8.040339e-01 R1: 83.789062 R5: 94.726562 Duration: 0s
2022-09-20 14:14:59,562 Valid_acc_top1: 67.596000
2022-09-20 14:14:59,563 Valid_acc_top5: 88.192000
2022-09-20 14:14:59,563 Best acc top1: 68.624000
2022-09-20 14:14:59,563 Epoch time: 1381s.
2022-09-20 14:15:00,171 Epoch: 194 lr 1.040816e-01
2022-09-20 14:15:31,562 TRAIN Step: 000 Objs: 3.323557e+00 R1: 66.992188 R5: 86.718750 Duration: 0s BTime: 1.182s
2022-09-20 14:17:15,311 TRAIN Step: 100 Objs: 3.318796e+00 R1: 67.270653 R5: 86.677174 Duration: 103s BTime: 1.036s
2022-09-20 14:18:58,235 TRAIN Step: 200 Objs: 3.320422e+00 R1: 67.329369 R5: 86.628867 Duration: 102s BTime: 1.032s
2022-09-20 14:20:42,656 TRAIN Step: 300 Objs: 3.324099e+00 R1: 67.246548 R5: 86.594490 Duration: 104s BTime: 1.035s
2022-09-20 14:22:28,095 TRAIN Step: 400 Objs: 3.325877e+00 R1: 67.229144 R5: 86.588704 Duration: 105s BTime: 1.039s
2022-09-20 14:24:07,039 TRAIN Step: 500 Objs: 3.327646e+00 R1: 67.155533 R5: 86.581135 Duration: 98s BTime: 1.029s
2022-09-20 14:25:51,784 TRAIN Step: 600 Objs: 3.329130e+00 R1: 67.111292 R5: 86.550736 Duration: 104s BTime: 1.032s
2022-09-20 14:27:34,518 TRAIN Step: 700 Objs: 3.331264e+00 R1: 67.057802 R5: 86.518283 Duration: 102s BTime: 1.031s
2022-09-20 14:29:18,486 TRAIN Step: 800 Objs: 3.332992e+00 R1: 67.040955 R5: 86.484911 Duration: 103s BTime: 1.032s
2022-09-20 14:31:00,454 TRAIN Step: 900 Objs: 3.334679e+00 R1: 67.004760 R5: 86.464367 Duration: 101s BTime: 1.030s
2022-09-20 14:32:47,252 TRAIN Step: 1000 Objs: 3.337551e+00 R1: 66.934238 R5: 86.422659 Duration: 106s BTime: 1.034s
2022-09-20 14:34:30,547 TRAIN Step: 1100 Objs: 3.338453e+00 R1: 66.909787 R5: 86.409816 Duration: 103s BTime: 1.034s
2022-09-20 14:36:11,203 TRAIN Step: 1200 Objs: 3.340300e+00 R1: 66.876643 R5: 86.381466 Duration: 100s BTime: 1.031s
2022-09-20 14:36:57,967 Train_acc: 66.852799
2022-09-20 14:37:21,266 VALID Step: 000 Objs: 7.695031e-01 R1: 83.789062 R5: 95.117188 Duration: 0s
2022-09-20 14:37:56,567 Valid_acc_top1: 68.390000
2022-09-20 14:37:56,568 Valid_acc_top5: 88.644000
2022-09-20 14:37:56,568 Best acc top1: 68.624000
2022-09-20 14:37:56,568 Epoch time: 1376s.
2022-09-20 14:37:57,017 Epoch: 195 lr 1.020408e-01
2022-09-20 14:38:27,550 TRAIN Step: 000 Objs: 3.352767e+00 R1: 66.210938 R5: 85.742188 Duration: 0s BTime: 1.644s
2022-09-20 14:40:08,302 TRAIN Step: 100 Objs: 3.313597e+00 R1: 67.379912 R5: 86.658803 Duration: 100s BTime: 1.012s
2022-09-20 14:41:51,701 TRAIN Step: 200 Objs: 3.313375e+00 R1: 67.372610 R5: 86.767821 Duration: 103s BTime: 1.022s
2022-09-20 14:43:34,156 TRAIN Step: 300 Objs: 3.318787e+00 R1: 67.364644 R5: 86.668786 Duration: 102s BTime: 1.022s
2022-09-20 14:45:12,176 TRAIN Step: 400 Objs: 3.320475e+00 R1: 67.299768 R5: 86.635219 Duration: 98s BTime: 1.011s
2022-09-20 14:46:53,144 TRAIN Step: 500 Objs: 3.321272e+00 R1: 67.262545 R5: 86.612322 Duration: 100s BTime: 1.011s
2022-09-20 14:48:32,832 TRAIN Step: 600 Objs: 3.323313e+00 R1: 67.232347 R5: 86.596720 Duration: 99s BTime: 1.008s
2022-09-20 14:50:13,864 TRAIN Step: 700 Objs: 3.324944e+00 R1: 67.191958 R5: 86.564116 Duration: 101s BTime: 1.008s
2022-09-20 14:51:57,441 TRAIN Step: 800 Objs: 3.326245e+00 R1: 67.146170 R5: 86.539043 Duration: 103s BTime: 1.011s
2022-09-20 14:53:38,693 TRAIN Step: 900 Objs: 3.328813e+00 R1: 67.096672 R5: 86.502844 Duration: 101s BTime: 1.011s
2022-09-20 14:55:18,517 TRAIN Step: 1000 Objs: 3.329560e+00 R1: 67.072186 R5: 86.494560 Duration: 99s BTime: 1.010s
2022-09-20 14:56:59,090 TRAIN Step: 1100 Objs: 3.331153e+00 R1: 67.033432 R5: 86.468800 Duration: 100s BTime: 1.009s
2022-09-20 14:58:39,612 TRAIN Step: 1200 Objs: 3.332216e+00 R1: 67.012678 R5: 86.450663 Duration: 100s BTime: 1.009s
2022-09-20 14:59:24,229 Train_acc: 66.990642
2022-09-20 14:59:47,522 VALID Step: 000 Objs: 7.606617e-01 R1: 84.179688 R5: 95.019531 Duration: 0s
2022-09-20 15:00:24,691 Valid_acc_top1: 68.406000
2022-09-20 15:00:24,691 Valid_acc_top5: 88.416000
2022-09-20 15:00:24,691 Best acc top1: 68.624000
2022-09-20 15:00:24,691 Epoch time: 1347s.
2022-09-20 15:00:25,070 Epoch: 196 lr 1.000000e-01
2022-09-20 15:00:56,852 TRAIN Step: 000 Objs: 3.394659e+00 R1: 66.992188 R5: 84.375000 Duration: 0s BTime: 1.386s
2022-09-20 15:02:37,407 TRAIN Step: 100 Objs: 3.322109e+00 R1: 67.215540 R5: 86.552444 Duration: 100s BTime: 1.008s
2022-09-20 15:04:20,165 TRAIN Step: 200 Objs: 3.316146e+00 R1: 67.359006 R5: 86.575910 Duration: 102s BTime: 1.017s
2022-09-20 15:05:57,845 TRAIN Step: 300 Objs: 3.314790e+00 R1: 67.377621 R5: 86.616227 Duration: 97s BTime: 1.003s
2022-09-20 15:07:38,274 TRAIN Step: 400 Objs: 3.315694e+00 R1: 67.349692 R5: 86.584320 Duration: 100s BTime: 1.003s
2022-09-20 15:09:21,176 TRAIN Step: 500 Objs: 3.315791e+00 R1: 67.347337 R5: 86.586203 Duration: 102s BTime: 1.008s
2022-09-20 15:11:02,198 TRAIN Step: 600 Objs: 3.318094e+00 R1: 67.305467 R5: 86.560160 Duration: 101s BTime: 1.008s
2022-09-20 15:12:41,314 TRAIN Step: 700 Objs: 3.322837e+00 R1: 67.226228 R5: 86.499058 Duration: 99s BTime: 1.005s
2022-09-20 15:14:22,809 TRAIN Step: 800 Objs: 3.323364e+00 R1: 67.212371 R5: 86.505150 Duration: 101s BTime: 1.006s
2022-09-20 15:16:05,022 TRAIN Step: 900 Objs: 3.325605e+00 R1: 67.167123 R5: 86.483768 Duration: 102s BTime: 1.008s
2022-09-20 15:17:45,852 TRAIN Step: 1000 Objs: 3.327519e+00 R1: 67.136184 R5: 86.459829 Duration: 100s BTime: 1.008s
2022-09-20 15:19:29,867 TRAIN Step: 1100 Objs: 3.328950e+00 R1: 67.103592 R5: 86.452124 Duration: 104s BTime: 1.011s
2022-09-20 15:21:10,019 TRAIN Step: 1200 Objs: 3.330791e+00 R1: 67.076752 R5: 86.432286 Duration: 100s BTime: 1.010s
2022-09-20 15:21:55,704 Train_acc: 67.048480
2022-09-20 15:22:19,929 VALID Step: 000 Objs: 7.193428e-01 R1: 85.058594 R5: 95.605469 Duration: 0s
2022-09-20 15:22:53,853 Valid_acc_top1: 68.924000
2022-09-20 15:22:53,853 Valid_acc_top5: 89.112000
2022-09-20 15:22:53,853 Best acc top1: 68.924000
2022-09-20 15:22:53,853 Epoch time: 1348s.
2022-09-20 15:22:54,734 Epoch: 197 lr 9.795918e-02
2022-09-20 15:23:23,910 TRAIN Step: 000 Objs: 3.356229e+00 R1: 64.746094 R5: 86.523438 Duration: 0s BTime: 1.549s
2022-09-20 15:25:08,432 TRAIN Step: 100 Objs: 3.310188e+00 R1: 67.609066 R5: 86.786433 Duration: 104s BTime: 1.030s
2022-09-20 15:26:49,603 TRAIN Step: 200 Objs: 3.308723e+00 R1: 67.532455 R5: 86.757618 Duration: 101s BTime: 1.020s
2022-09-20 15:28:28,427 TRAIN Step: 300 Objs: 3.311597e+00 R1: 67.512264 R5: 86.696688 Duration: 98s BTime: 1.009s
2022-09-20 15:30:05,764 TRAIN Step: 400 Objs: 3.312673e+00 R1: 67.463665 R5: 86.670044 Duration: 97s BTime: 0.999s
2022-09-20 15:31:46,051 TRAIN Step: 500 Objs: 3.314990e+00 R1: 67.425501 R5: 86.625967 Duration: 100s BTime: 1.000s
2022-09-20 15:33:27,012 TRAIN Step: 600 Objs: 3.316594e+00 R1: 67.403286 R5: 86.604032 Duration: 100s BTime: 1.001s
2022-09-20 15:35:03,836 TRAIN Step: 700 Objs: 3.317883e+00 R1: 67.359269 R5: 86.592117 Duration: 96s BTime: 0.996s
2022-09-20 15:36:42,778 TRAIN Step: 800 Objs: 3.320307e+00 R1: 67.311003 R5: 86.566596 Duration: 98s BTime: 0.995s
2022-09-20 15:38:21,918 TRAIN Step: 900 Objs: 3.322698e+00 R1: 67.255675 R5: 86.530157 Duration: 99s BTime: 0.995s
2022-09-20 15:40:03,788 TRAIN Step: 1000 Objs: 3.323243e+00 R1: 67.242230 R5: 86.527633 Duration: 101s BTime: 0.997s
2022-09-20 15:41:46,526 TRAIN Step: 1100 Objs: 3.324686e+00 R1: 67.200450 R5: 86.507383 Duration: 102s BTime: 0.999s
2022-09-20 15:43:26,644 TRAIN Step: 1200 Objs: 3.326320e+00 R1: 67.167904 R5: 86.482375 Duration: 100s BTime: 0.999s
2022-09-20 15:44:14,380 Train_acc: 67.143862
2022-09-20 15:44:35,087 VALID Step: 000 Objs: 7.123147e-01 R1: 85.644531 R5: 95.996094 Duration: 0s
2022-09-20 15:45:11,703 Valid_acc_top1: 69.460000
2022-09-20 15:45:11,703 Valid_acc_top5: 89.318000
2022-09-20 15:45:11,703 Best acc top1: 69.460000
2022-09-20 15:45:11,703 Epoch time: 1336s.
2022-09-20 15:45:12,512 Epoch: 198 lr 9.591837e-02
2022-09-20 15:45:41,271 TRAIN Step: 000 Objs: 3.354652e+00 R1: 66.503906 R5: 86.425781 Duration: 0s BTime: 1.585s
2022-09-20 15:47:24,807 TRAIN Step: 100 Objs: 3.297861e+00 R1: 67.603264 R5: 86.942102 Duration: 103s BTime: 1.029s
2022-09-20 15:49:06,710 TRAIN Step: 200 Objs: 3.295816e+00 R1: 67.667036 R5: 86.955846 Duration: 101s BTime: 1.023s
2022-09-20 15:50:46,776 TRAIN Step: 300 Objs: 3.296194e+00 R1: 67.731585 R5: 86.919578 Duration: 100s BTime: 1.015s
2022-09-20 15:52:30,018 TRAIN Step: 400 Objs: 3.301783e+00 R1: 67.610515 R5: 86.837837 Duration: 103s BTime: 1.019s
2022-09-20 15:54:09,040 TRAIN Step: 500 Objs: 3.304306e+00 R1: 67.552395 R5: 86.807050 Duration: 99s BTime: 1.013s
2022-09-20 15:55:51,835 TRAIN Step: 600 Objs: 3.307452e+00 R1: 67.496068 R5: 86.769609 Duration: 102s BTime: 1.015s
2022-09-20 15:57:32,596 TRAIN Step: 700 Objs: 3.309614e+00 R1: 67.457343 R5: 86.732681 Duration: 100s BTime: 1.014s
2022-09-20 15:59:13,723 TRAIN Step: 800 Objs: 3.312374e+00 R1: 67.421582 R5: 86.706924 Duration: 101s BTime: 1.013s
2022-09-20 16:00:55,539 TRAIN Step: 900 Objs: 3.312275e+00 R1: 67.415979 R5: 86.703793 Duration: 101s BTime: 1.014s
2022-09-20 16:02:39,308 TRAIN Step: 1000 Objs: 3.314080e+00 R1: 67.359594 R5: 86.671922 Duration: 103s BTime: 1.016s
2022-09-20 16:04:19,958 TRAIN Step: 1100 Objs: 3.315708e+00 R1: 67.336069 R5: 86.644776 Duration: 100s BTime: 1.015s
2022-09-20 16:05:59,953 TRAIN Step: 1200 Objs: 3.317299e+00 R1: 67.300036 R5: 86.623289 Duration: 99s BTime: 1.014s
2022-09-20 16:06:45,499 Train_acc: 67.285530
2022-09-20 16:07:08,400 VALID Step: 000 Objs: 7.602993e-01 R1: 84.472656 R5: 94.726562 Duration: 0s
2022-09-20 16:07:42,826 Valid_acc_top1: 68.972000
2022-09-20 16:07:42,826 Valid_acc_top5: 89.212000
2022-09-20 16:07:42,827 Best acc top1: 69.460000
2022-09-20 16:07:42,827 Epoch time: 1350s.
2022-09-20 16:07:43,276 Epoch: 199 lr 9.387755e-02
2022-09-20 16:08:15,068 TRAIN Step: 000 Objs: 3.377283e+00 R1: 67.968750 R5: 86.230469 Duration: 0s BTime: 1.057s
2022-09-20 16:09:58,041 TRAIN Step: 100 Objs: 3.307751e+00 R1: 67.565555 R5: 86.807704 Duration: 102s BTime: 1.029s
2022-09-20 16:11:40,774 TRAIN Step: 200 Objs: 3.295122e+00 R1: 67.690843 R5: 86.891227 Duration: 102s BTime: 1.027s
2022-09-20 16:13:23,062 TRAIN Step: 300 Objs: 3.296906e+00 R1: 67.636200 R5: 86.825491 Duration: 102s BTime: 1.025s
2022-09-20 16:15:03,031 TRAIN Step: 400 Objs: 3.296246e+00 R1: 67.613924 R5: 86.844899 Duration: 99s BTime: 1.018s
2022-09-20 16:16:44,114 TRAIN Step: 500 Objs: 3.297563e+00 R1: 67.618084 R5: 86.843500 Duration: 101s BTime: 1.017s
2022-09-20 16:18:27,215 TRAIN Step: 600 Objs: 3.301537e+00 R1: 67.568701 R5: 86.807144 Duration: 103s BTime: 1.019s
2022-09-20 16:20:07,537 TRAIN Step: 700 Objs: 3.303264e+00 R1: 67.535775 R5: 86.782415 Duration: 100s BTime: 1.016s
2022-09-20 16:21:49,761 TRAIN Step: 800 Objs: 3.305172e+00 R1: 67.497293 R5: 86.751180 Duration: 102s BTime: 1.017s
2022-09-20 16:23:30,645 TRAIN Step: 900 Objs: 3.306577e+00 R1: 67.485780 R5: 86.739777 Duration: 100s BTime: 1.016s
2022-09-20 16:25:14,276 TRAIN Step: 1000 Objs: 3.307969e+00 R1: 67.461250 R5: 86.709482 Duration: 103s BTime: 1.018s
2022-09-20 16:26:58,380 TRAIN Step: 1100 Objs: 3.309800e+00 R1: 67.423170 R5: 86.683892 Duration: 104s BTime: 1.020s
2022-09-20 16:28:40,373 TRAIN Step: 1200 Objs: 3.311086e+00 R1: 67.390537 R5: 86.665409 Duration: 101s BTime: 1.019s
2022-09-20 16:29:27,448 Train_acc: 67.376696
2022-09-20 16:29:52,401 VALID Step: 000 Objs: 6.909711e-01 R1: 85.839844 R5: 95.703125 Duration: 0s
2022-09-20 16:30:24,702 Valid_acc_top1: 69.542000
2022-09-20 16:30:24,703 Valid_acc_top5: 89.442000
2022-09-20 16:30:24,703 Best acc top1: 69.542000
2022-09-20 16:30:24,703 Epoch time: 1361s.
2022-09-20 16:30:25,521 Epoch: 200 lr 9.183673e-02
2022-09-20 16:30:58,156 TRAIN Step: 000 Objs: 3.249464e+00 R1: 67.675781 R5: 88.378906 Duration: 0s BTime: 1.298s
2022-09-20 16:32:38,495 TRAIN Step: 100 Objs: 3.283549e+00 R1: 67.842087 R5: 87.127746 Duration: 100s BTime: 1.005s
2022-09-20 16:34:18,905 TRAIN Step: 200 Objs: 3.279436e+00 R1: 67.901702 R5: 87.124922 Duration: 100s BTime: 1.003s
2022-09-20 16:36:00,640 TRAIN Step: 300 Objs: 3.282145e+00 R1: 67.885694 R5: 87.027941 Duration: 101s BTime: 1.007s
2022-09-20 16:37:40,220 TRAIN Step: 400 Objs: 3.287288e+00 R1: 67.848445 R5: 86.977624 Duration: 99s BTime: 1.004s
2022-09-20 16:39:21,388 TRAIN Step: 500 Objs: 3.288117e+00 R1: 67.819244 R5: 86.972929 Duration: 101s BTime: 1.005s
2022-09-20 16:41:00,678 TRAIN Step: 600 Objs: 3.291234e+00 R1: 67.753776 R5: 86.936486 Duration: 99s BTime: 1.003s
2022-09-20 16:42:40,151 TRAIN Step: 700 Objs: 3.292191e+00 R1: 67.720639 R5: 86.910580 Duration: 99s BTime: 1.002s
2022-09-20 16:44:23,967 TRAIN Step: 800 Objs: 3.295185e+00 R1: 67.671758 R5: 86.880901 Duration: 103s BTime: 1.006s
2022-09-20 16:46:03,797 TRAIN Step: 900 Objs: 3.296780e+00 R1: 67.629825 R5: 86.862796 Duration: 99s BTime: 1.005s
2022-09-20 16:47:44,845 TRAIN Step: 1000 Objs: 3.298850e+00 R1: 67.611588 R5: 86.815528 Duration: 101s BTime: 1.005s
2022-09-20 16:49:24,628 TRAIN Step: 1100 Objs: 3.300621e+00 R1: 67.572360 R5: 86.798755 Duration: 99s BTime: 1.005s
2022-09-20 16:51:04,046 TRAIN Step: 1200 Objs: 3.302463e+00 R1: 67.537550 R5: 86.785264 Duration: 99s BTime: 1.004s
2022-09-20 16:51:52,470 Train_acc: 67.503612
2022-09-20 16:52:14,126 VALID Step: 000 Objs: 7.155078e-01 R1: 85.253906 R5: 95.996094 Duration: 0s
2022-09-20 16:52:51,291 Valid_acc_top1: 68.756000
2022-09-20 16:52:51,292 Valid_acc_top5: 88.776000
2022-09-20 16:52:51,292 Best acc top1: 69.542000
2022-09-20 16:52:51,292 Epoch time: 1345s.
2022-09-20 16:52:51,695 Epoch: 201 lr 8.979592e-02
2022-09-20 16:53:22,077 TRAIN Step: 000 Objs: 3.237386e+00 R1: 69.726562 R5: 87.402344 Duration: 0s BTime: 1.683s
2022-09-20 16:55:06,632 TRAIN Step: 100 Objs: 3.283962e+00 R1: 68.014194 R5: 87.034924 Duration: 104s BTime: 1.049s
2022-09-20 16:56:48,705 TRAIN Step: 200 Objs: 3.279157e+00 R1: 68.032882 R5: 87.091398 Duration: 102s BTime: 1.034s
2022-09-20 16:58:30,913 TRAIN Step: 300 Objs: 3.279988e+00 R1: 67.994381 R5: 87.040269 Duration: 102s BTime: 1.029s
2022-09-20 17:00:11,100 TRAIN Step: 400 Objs: 3.281731e+00 R1: 67.943179 R5: 87.008553 Duration: 100s BTime: 1.022s
2022-09-20 17:01:53,501 TRAIN Step: 500 Objs: 3.285695e+00 R1: 67.888637 R5: 86.972149 Duration: 102s BTime: 1.022s
2022-09-20 17:03:37,761 TRAIN Step: 600 Objs: 3.285370e+00 R1: 67.901154 R5: 86.960372 Duration: 104s BTime: 1.025s
2022-09-20 17:05:18,910 TRAIN Step: 700 Objs: 3.286326e+00 R1: 67.875134 R5: 86.952094 Duration: 101s BTime: 1.023s
2022-09-20 17:06:57,192 TRAIN Step: 800 Objs: 3.287697e+00 R1: 67.848783 R5: 86.933935 Duration: 98s BTime: 1.018s
2022-09-20 17:08:36,183 TRAIN Step: 900 Objs: 3.289663e+00 R1: 67.810722 R5: 86.912112 Duration: 98s BTime: 1.015s
2022-09-20 17:10:15,171 TRAIN Step: 1000 Objs: 3.291642e+00 R1: 67.772657 R5: 86.893868 Duration: 98s BTime: 1.012s
2022-09-20 17:11:57,180 TRAIN Step: 1100 Objs: 3.293087e+00 R1: 67.743369 R5: 86.873173 Duration: 102s BTime: 1.013s
2022-09-20 17:13:37,062 TRAIN Step: 1200 Objs: 3.295375e+00 R1: 67.699362 R5: 86.843483 Duration: 99s BTime: 1.011s
2022-09-20 17:14:23,670 Train_acc: 67.683760
2022-09-20 17:14:46,265 VALID Step: 000 Objs: 6.824352e-01 R1: 85.058594 R5: 96.093750 Duration: 0s
2022-09-20 17:15:21,241 Valid_acc_top1: 69.672000
2022-09-20 17:15:21,242 Valid_acc_top5: 89.498000
2022-09-20 17:15:21,242 Best acc top1: 69.672000
2022-09-20 17:15:21,242 Epoch time: 1349s.
2022-09-20 17:15:22,011 Epoch: 202 lr 8.775510e-02
2022-09-20 17:15:53,314 TRAIN Step: 000 Objs: 3.288981e+00 R1: 68.457031 R5: 87.890625 Duration: 0s BTime: 1.780s
2022-09-20 17:17:36,447 TRAIN Step: 100 Objs: 3.268517e+00 R1: 68.271388 R5: 87.199296 Duration: 103s BTime: 1.036s
2022-09-20 17:19:16,473 TRAIN Step: 200 Objs: 3.269274e+00 R1: 68.234025 R5: 87.197800 Duration: 100s BTime: 1.017s
2022-09-20 17:20:57,923 TRAIN Step: 300 Objs: 3.276374e+00 R1: 68.109557 R5: 87.122677 Duration: 101s BTime: 1.016s
2022-09-20 17:22:39,892 TRAIN Step: 400 Objs: 3.277964e+00 R1: 68.071520 R5: 87.075768 Duration: 101s BTime: 1.017s
2022-09-20 17:24:24,668 TRAIN Step: 500 Objs: 3.280787e+00 R1: 67.996039 R5: 87.043101 Duration: 104s BTime: 1.022s
2022-09-20 17:26:04,753 TRAIN Step: 600 Objs: 3.280990e+00 R1: 68.005310 R5: 87.038367 Duration: 100s BTime: 1.018s
2022-09-20 17:27:43,709 TRAIN Step: 700 Objs: 3.281392e+00 R1: 67.979895 R5: 87.037212 Duration: 98s BTime: 1.014s
2022-09-20 17:29:24,103 TRAIN Step: 800 Objs: 3.282195e+00 R1: 67.933028 R5: 87.035371 Duration: 100s BTime: 1.013s
2022-09-20 17:31:07,054 TRAIN Step: 900 Objs: 3.285853e+00 R1: 67.861881 R5: 86.991559 Duration: 102s BTime: 1.014s
2022-09-20 17:32:50,122 TRAIN Step: 1000 Objs: 3.287925e+00 R1: 67.814217 R5: 86.952891 Duration: 103s BTime: 1.016s
2022-09-20 17:34:31,110 TRAIN Step: 1100 Objs: 3.288628e+00 R1: 67.808296 R5: 86.932778 Duration: 100s BTime: 1.015s
2022-09-20 17:36:10,442 TRAIN Step: 1200 Objs: 3.290043e+00 R1: 67.775633 R5: 86.913087 Duration: 99s BTime: 1.013s
2022-09-20 17:36:56,045 Train_acc: 67.744096
2022-09-20 17:37:21,382 VALID Step: 000 Objs: 6.810377e-01 R1: 85.644531 R5: 96.386719 Duration: 0s
2022-09-20 17:37:54,173 Valid_acc_top1: 69.844000
2022-09-20 17:37:54,173 Valid_acc_top5: 89.444000
2022-09-20 17:37:54,173 Best acc top1: 69.844000
2022-09-20 17:37:54,173 Epoch time: 1352s.
2022-09-20 17:37:55,105 Epoch: 203 lr 8.571429e-02
2022-09-20 17:38:25,938 TRAIN Step: 000 Objs: 3.260729e+00 R1: 68.750000 R5: 87.500000 Duration: 0s BTime: 1.409s
2022-09-20 17:40:10,325 TRAIN Step: 100 Objs: 3.272052e+00 R1: 68.118619 R5: 87.098739 Duration: 104s BTime: 1.046s
2022-09-20 17:41:56,686 TRAIN Step: 200 Objs: 3.270019e+00 R1: 68.121793 R5: 87.161361 Duration: 106s BTime: 1.054s
2022-09-20 17:43:38,715 TRAIN Step: 300 Objs: 3.272293e+00 R1: 68.125779 R5: 87.116837 Duration: 102s BTime: 1.042s
2022-09-20 17:45:22,197 TRAIN Step: 400 Objs: 3.272369e+00 R1: 68.148476 R5: 87.110593 Duration: 103s BTime: 1.039s
2022-09-20 17:47:05,180 TRAIN Step: 500 Objs: 3.272538e+00 R1: 68.109289 R5: 87.108400 Duration: 102s BTime: 1.037s
2022-09-20 17:48:47,790 TRAIN Step: 600 Objs: 3.274318e+00 R1: 68.049345 R5: 87.081914 Duration: 102s BTime: 1.035s
2022-09-20 17:50:31,193 TRAIN Step: 700 Objs: 3.276021e+00 R1: 68.024335 R5: 87.050586 Duration: 103s BTime: 1.035s
2022-09-20 17:52:16,477 TRAIN Step: 800 Objs: 3.277257e+00 R1: 68.013128 R5: 87.034761 Duration: 105s BTime: 1.037s
2022-09-20 17:54:01,639 TRAIN Step: 900 Objs: 3.278743e+00 R1: 67.970701 R5: 87.026134 Duration: 105s BTime: 1.038s
2022-09-20 17:55:46,289 TRAIN Step: 1000 Objs: 3.280104e+00 R1: 67.939385 R5: 87.018060 Duration: 104s BTime: 1.039s
2022-09-20 17:57:25,348 TRAIN Step: 1100 Objs: 3.282046e+00 R1: 67.919434 R5: 87.000809 Duration: 99s BTime: 1.034s
2022-09-20 17:59:07,506 TRAIN Step: 1200 Objs: 3.284249e+00 R1: 67.884348 R5: 86.975453 Duration: 102s BTime: 1.033s
2022-09-20 17:59:53,336 Train_acc: 67.884905
2022-09-20 18:00:17,775 VALID Step: 000 Objs: 7.975416e-01 R1: 82.617188 R5: 94.433594 Duration: 0s
2022-09-20 18:00:51,202 Valid_acc_top1: 69.526000
2022-09-20 18:00:51,202 Valid_acc_top5: 89.178000
2022-09-20 18:00:51,202 Best acc top1: 69.844000
2022-09-20 18:00:51,202 Epoch time: 1376s.
2022-09-20 18:00:51,617 Epoch: 204 lr 8.367347e-02
2022-09-20 18:01:18,217 TRAIN Step: 000 Objs: 3.117965e+00 R1: 71.191406 R5: 89.746094 Duration: 0s BTime: 1.601s
2022-09-20 18:03:03,526 TRAIN Step: 100 Objs: 3.260900e+00 R1: 68.412554 R5: 87.296952 Duration: 105s BTime: 1.031s
2022-09-20 18:04:47,375 TRAIN Step: 200 Objs: 3.254073e+00 R1: 68.489097 R5: 87.370278 Duration: 103s BTime: 1.034s
2022-09-20 18:06:28,294 TRAIN Step: 300 Objs: 3.254883e+00 R1: 68.495964 R5: 87.345891 Duration: 100s BTime: 1.025s
2022-09-20 18:08:12,429 TRAIN Step: 400 Objs: 3.258338e+00 R1: 68.419040 R5: 87.288371 Duration: 104s BTime: 1.029s
2022-09-20 18:09:55,273 TRAIN Step: 500 Objs: 3.260556e+00 R1: 68.357231 R5: 87.275059 Duration: 102s BTime: 1.029s
2022-09-20 18:11:38,310 TRAIN Step: 600 Objs: 3.261581e+00 R1: 68.298441 R5: 87.260490 Duration: 103s BTime: 1.029s
2022-09-20 18:13:21,195 TRAIN Step: 700 Objs: 3.263666e+00 R1: 68.274257 R5: 87.238655 Duration: 102s BTime: 1.028s
2022-09-20 18:15:02,970 TRAIN Step: 800 Objs: 3.266794e+00 R1: 68.208319 R5: 87.214346 Duration: 101s BTime: 1.027s
2022-09-20 18:16:45,772 TRAIN Step: 900 Objs: 3.268105e+00 R1: 68.164930 R5: 87.189473 Duration: 102s BTime: 1.027s
2022-09-20 18:18:29,327 TRAIN Step: 1000 Objs: 3.268378e+00 R1: 68.149526 R5: 87.184593 Duration: 103s BTime: 1.027s
2022-09-20 18:20:13,046 TRAIN Step: 1100 Objs: 3.271470e+00 R1: 68.099047 R5: 87.147426 Duration: 103s BTime: 1.028s
2022-09-20 18:21:52,709 TRAIN Step: 1200 Objs: 3.273465e+00 R1: 68.052177 R5: 87.114335 Duration: 99s BTime: 1.025s
2022-09-20 18:22:39,503 Train_acc: 68.043588
2022-09-20 18:23:02,512 VALID Step: 000 Objs: 6.222921e-01 R1: 86.035156 R5: 96.289062 Duration: 0s
2022-09-20 18:23:35,463 Valid_acc_top1: 70.148000
2022-09-20 18:23:35,463 Valid_acc_top5: 89.844000
2022-09-20 18:23:35,463 Best acc top1: 70.148000
2022-09-20 18:23:35,464 Epoch time: 1363s.
2022-09-20 18:23:36,445 Epoch: 205 lr 8.163265e-02
2022-09-20 18:24:08,213 TRAIN Step: 000 Objs: 3.301468e+00 R1: 66.894531 R5: 86.035156 Duration: 0s BTime: 1.153s
2022-09-20 18:25:53,230 TRAIN Step: 100 Objs: 3.242191e+00 R1: 68.706490 R5: 87.482596 Duration: 105s BTime: 1.049s
2022-09-20 18:27:38,974 TRAIN Step: 200 Objs: 3.248566e+00 R1: 68.571692 R5: 87.414490 Duration: 105s BTime: 1.052s
2022-09-20 18:29:23,402 TRAIN Step: 300 Objs: 3.248213e+00 R1: 68.567665 R5: 87.403966 Duration: 104s BTime: 1.049s
2022-09-20 18:31:07,339 TRAIN Step: 400 Objs: 3.251129e+00 R1: 68.516940 R5: 87.375068 Duration: 103s BTime: 1.046s
2022-09-20 18:32:47,050 TRAIN Step: 500 Objs: 3.256237e+00 R1: 68.390173 R5: 87.304688 Duration: 99s BTime: 1.036s
2022-09-20 18:34:26,837 TRAIN Step: 600 Objs: 3.258331e+00 R1: 68.363437 R5: 87.276739 Duration: 99s BTime: 1.030s
2022-09-20 18:36:11,446 TRAIN Step: 700 Objs: 3.260381e+00 R1: 68.315074 R5: 87.247570 Duration: 104s BTime: 1.032s
2022-09-20 18:37:53,154 TRAIN Step: 800 Objs: 3.261255e+00 R1: 68.293539 R5: 87.221296 Duration: 101s BTime: 1.030s
2022-09-20 18:39:35,313 TRAIN Step: 900 Objs: 3.262050e+00 R1: 68.265296 R5: 87.219929 Duration: 102s BTime: 1.029s
2022-09-20 18:41:18,044 TRAIN Step: 1000 Objs: 3.264713e+00 R1: 68.221817 R5: 87.187422 Duration: 102s BTime: 1.028s
2022-09-20 18:42:57,481 TRAIN Step: 1100 Objs: 3.267171e+00 R1: 68.179052 R5: 87.156385 Duration: 99s BTime: 1.025s
2022-09-20 18:44:40,236 TRAIN Step: 1200 Objs: 3.268306e+00 R1: 68.144629 R5: 87.142144 Duration: 102s BTime: 1.025s
2022-09-20 18:45:27,928 Train_acc: 68.135614
2022-09-20 18:45:51,896 VALID Step: 000 Objs: 7.113046e-01 R1: 84.765625 R5: 95.605469 Duration: 0s
2022-09-20 18:46:26,782 Valid_acc_top1: 70.000000
2022-09-20 18:46:26,783 Valid_acc_top5: 89.658000
2022-09-20 18:46:26,783 Best acc top1: 70.148000
2022-09-20 18:46:26,783 Epoch time: 1370s.
2022-09-20 18:46:27,276 Epoch: 206 lr 7.959184e-02
2022-09-20 18:46:58,305 TRAIN Step: 000 Objs: 3.358868e+00 R1: 65.527344 R5: 85.253906 Duration: 0s BTime: 1.467s
2022-09-20 18:48:44,715 TRAIN Step: 100 Objs: 3.245388e+00 R1: 68.599165 R5: 87.545444 Duration: 106s BTime: 1.060s
2022-09-20 18:50:25,551 TRAIN Step: 200 Objs: 3.248869e+00 R1: 68.509017 R5: 87.477165 Duration: 100s BTime: 1.034s
2022-09-20 18:52:07,993 TRAIN Step: 300 Objs: 3.249285e+00 R1: 68.501804 R5: 87.460094 Duration: 102s BTime: 1.030s
2022-09-20 18:53:51,927 TRAIN Step: 400 Objs: 3.250250e+00 R1: 68.498675 R5: 87.427671 Duration: 103s BTime: 1.032s
2022-09-20 18:55:33,367 TRAIN Step: 500 Objs: 3.252182e+00 R1: 68.458980 R5: 87.401564 Duration: 101s BTime: 1.028s
2022-09-20 18:57:19,076 TRAIN Step: 600 Objs: 3.253497e+00 R1: 68.441595 R5: 87.352947 Duration: 105s BTime: 1.033s
2022-09-20 18:59:01,796 TRAIN Step: 700 Objs: 3.253750e+00 R1: 68.463440 R5: 87.349406 Duration: 102s BTime: 1.031s
2022-09-20 19:00:40,516 TRAIN Step: 800 Objs: 3.254817e+00 R1: 68.438012 R5: 87.336264 Duration: 98s BTime: 1.026s
2022-09-20 19:02:20,869 TRAIN Step: 900 Objs: 3.256190e+00 R1: 68.427008 R5: 87.312708 Duration: 100s BTime: 1.023s
2022-09-20 19:04:06,019 TRAIN Step: 1000 Objs: 3.257528e+00 R1: 68.379667 R5: 87.286639 Duration: 105s BTime: 1.025s
2022-09-20 19:05:47,606 TRAIN Step: 1100 Objs: 3.258232e+00 R1: 68.373567 R5: 87.276836 Duration: 101s BTime: 1.024s
2022-09-20 19:07:27,353 TRAIN Step: 1200 Objs: 3.259664e+00 R1: 68.333518 R5: 87.261104 Duration: 99s BTime: 1.022s
2022-09-20 19:08:13,754 Train_acc: 68.325363
2022-09-20 19:08:34,757 VALID Step: 000 Objs: 6.396375e-01 R1: 86.132812 R5: 96.093750 Duration: 0s
2022-09-20 19:09:11,923 Valid_acc_top1: 70.074000
2022-09-20 19:09:11,924 Valid_acc_top5: 89.510000
2022-09-20 19:09:11,924 Best acc top1: 70.148000
2022-09-20 19:09:11,924 Epoch time: 1364s.
2022-09-20 19:09:12,529 Epoch: 207 lr 7.755102e-02
2022-09-20 19:09:44,025 TRAIN Step: 000 Objs: 3.351992e+00 R1: 66.601562 R5: 86.132812 Duration: 0s BTime: 1.446s
2022-09-20 19:11:31,061 TRAIN Step: 100 Objs: 3.235857e+00 R1: 68.857325 R5: 87.607325 Duration: 107s BTime: 1.071s
2022-09-20 19:13:18,723 TRAIN Step: 200 Objs: 3.235138e+00 R1: 68.821906 R5: 87.612232 Duration: 107s BTime: 1.073s
2022-09-20 19:15:00,136 TRAIN Step: 300 Objs: 3.240107e+00 R1: 68.747404 R5: 87.521737 Duration: 101s BTime: 1.052s
2022-09-20 19:16:43,048 TRAIN Step: 400 Objs: 3.241539e+00 R1: 68.691796 R5: 87.484170 Duration: 102s BTime: 1.046s
2022-09-20 19:18:28,110 TRAIN Step: 500 Objs: 3.245388e+00 R1: 68.629733 R5: 87.412870 Duration: 105s BTime: 1.047s
2022-09-20 19:20:13,891 TRAIN Step: 600 Objs: 3.246838e+00 R1: 68.624721 R5: 87.382358 Duration: 105s BTime: 1.048s
2022-09-20 19:21:59,457 TRAIN Step: 700 Objs: 3.247500e+00 R1: 68.591047 R5: 87.393149 Duration: 105s BTime: 1.049s
2022-09-20 19:23:41,792 TRAIN Step: 800 Objs: 3.249080e+00 R1: 68.551518 R5: 87.366988 Duration: 102s BTime: 1.046s
2022-09-20 19:25:25,753 TRAIN Step: 900 Objs: 3.249653e+00 R1: 68.520437 R5: 87.378390 Duration: 103s BTime: 1.045s
2022-09-20 19:27:12,080 TRAIN Step: 1000 Objs: 3.251790e+00 R1: 68.479177 R5: 87.351125 Duration: 106s BTime: 1.046s
2022-09-20 19:28:56,618 TRAIN Step: 1100 Objs: 3.251744e+00 R1: 68.472553 R5: 87.349125 Duration: 104s BTime: 1.046s
2022-09-20 19:30:37,646 TRAIN Step: 1200 Objs: 3.252999e+00 R1: 68.442964 R5: 87.329813 Duration: 101s BTime: 1.043s
2022-09-20 19:31:24,205 Train_acc: 68.442990
2022-09-20 19:31:50,406 VALID Step: 000 Objs: 6.747719e-01 R1: 85.644531 R5: 95.898438 Duration: 0s
2022-09-20 19:32:22,640 Valid_acc_top1: 70.422000
2022-09-20 19:32:22,641 Valid_acc_top5: 89.872000
2022-09-20 19:32:22,641 Best acc top1: 70.422000
2022-09-20 19:32:22,641 Epoch time: 1390s.
2022-09-20 19:32:23,598 Epoch: 208 lr 7.551020e-02
2022-09-20 19:32:50,280 TRAIN Step: 000 Objs: 3.170039e+00 R1: 69.921875 R5: 88.281250 Duration: 0s BTime: 1.263s
2022-09-20 19:34:37,692 TRAIN Step: 100 Objs: 3.226636e+00 R1: 68.899869 R5: 87.617961 Duration: 107s BTime: 1.051s
2022-09-20 19:36:21,043 TRAIN Step: 200 Objs: 3.226241e+00 R1: 68.900614 R5: 87.632638 Duration: 103s BTime: 1.041s
2022-09-20 19:38:03,655 TRAIN Step: 300 Objs: 3.231801e+00 R1: 68.798666 R5: 87.594412 Duration: 102s BTime: 1.036s
2022-09-20 19:39:45,479 TRAIN Step: 400 Objs: 3.230448e+00 R1: 68.791157 R5: 87.623227 Duration: 101s BTime: 1.031s
2022-09-20 19:41:27,946 TRAIN Step: 500 Objs: 3.233422e+00 R1: 68.733432 R5: 87.592393 Duration: 102s BTime: 1.029s
2022-09-20 19:43:11,917 TRAIN Step: 600 Objs: 3.236514e+00 R1: 68.679967 R5: 87.554272 Duration: 103s BTime: 1.031s
2022-09-20 19:44:56,885 TRAIN Step: 700 Objs: 3.237692e+00 R1: 68.666693 R5: 87.511005 Duration: 104s BTime: 1.033s
2022-09-20 19:46:39,943 TRAIN Step: 800 Objs: 3.237208e+00 R1: 68.692577 R5: 87.511095 Duration: 103s BTime: 1.033s
2022-09-20 19:48:19,534 TRAIN Step: 900 Objs: 3.238300e+00 R1: 68.677706 R5: 87.492196 Duration: 99s BTime: 1.028s
2022-09-20 19:50:03,143 TRAIN Step: 1000 Objs: 3.240541e+00 R1: 68.653124 R5: 87.475708 Duration: 103s BTime: 1.029s
2022-09-20 19:51:44,330 TRAIN Step: 1100 Objs: 3.242961e+00 R1: 68.619259 R5: 87.438444 Duration: 101s BTime: 1.027s
2022-09-20 19:53:25,602 TRAIN Step: 1200 Objs: 3.244036e+00 R1: 68.603312 R5: 87.418606 Duration: 101s BTime: 1.026s
2022-09-20 19:54:13,373 Train_acc: 68.598863
2022-09-20 19:54:39,378 VALID Step: 000 Objs: 6.690286e-01 R1: 85.546875 R5: 96.386719 Duration: 0s
2022-09-20 19:55:12,173 Valid_acc_top1: 70.368000
2022-09-20 19:55:12,173 Valid_acc_top5: 89.668000
2022-09-20 19:55:12,174 Best acc top1: 70.422000
2022-09-20 19:55:12,174 Epoch time: 1368s.
2022-09-20 19:55:12,557 Epoch: 209 lr 7.346939e-02
2022-09-20 19:55:42,410 TRAIN Step: 000 Objs: 3.322058e+00 R1: 67.285156 R5: 85.742188 Duration: 0s BTime: 1.569s
2022-09-20 19:57:24,226 TRAIN Step: 100 Objs: 3.222774e+00 R1: 69.129989 R5: 87.693379 Duration: 101s BTime: 1.022s
2022-09-20 19:59:06,304 TRAIN Step: 200 Objs: 3.218976e+00 R1: 69.140139 R5: 87.752157 Duration: 102s BTime: 1.020s
2022-09-20 20:00:50,212 TRAIN Step: 300 Objs: 3.220147e+00 R1: 69.077684 R5: 87.712183 Duration: 103s BTime: 1.026s
2022-09-20 20:02:33,182 TRAIN Step: 400 Objs: 3.223983e+00 R1: 69.030062 R5: 87.637352 Duration: 102s BTime: 1.026s
2022-09-20 20:04:15,631 TRAIN Step: 500 Objs: 3.224106e+00 R1: 69.022697 R5: 87.653014 Duration: 102s BTime: 1.025s
2022-09-20 20:05:56,460 TRAIN Step: 600 Objs: 3.226285e+00 R1: 68.980898 R5: 87.637466 Duration: 100s BTime: 1.022s
2022-09-20 20:07:36,598 TRAIN Step: 700 Objs: 3.229889e+00 R1: 68.913411 R5: 87.588183 Duration: 100s BTime: 1.019s
2022-09-20 20:09:18,351 TRAIN Step: 800 Objs: 3.232140e+00 R1: 68.872771 R5: 87.552181 Duration: 101s BTime: 1.019s
2022-09-20 20:11:00,109 TRAIN Step: 900 Objs: 3.232336e+00 R1: 68.855027 R5: 87.554302 Duration: 101s BTime: 1.019s
2022-09-20 20:12:44,038 TRAIN Step: 1000 Objs: 3.234288e+00 R1: 68.816828 R5: 87.518146 Duration: 103s BTime: 1.020s
2022-09-20 20:14:26,517 TRAIN Step: 1100 Objs: 3.236718e+00 R1: 68.769691 R5: 87.490155 Duration: 102s BTime: 1.021s
2022-09-20 20:16:07,232 TRAIN Step: 1200 Objs: 3.237764e+00 R1: 68.746910 R5: 87.472354 Duration: 100s BTime: 1.019s
2022-09-20 20:16:52,364 Train_acc: 68.734989
2022-09-20 20:17:15,518 VALID Step: 000 Objs: 7.209650e-01 R1: 85.644531 R5: 95.703125 Duration: 0s
2022-09-20 20:17:50,696 Valid_acc_top1: 70.436000
2022-09-20 20:17:50,696 Valid_acc_top5: 89.956000
2022-09-20 20:17:50,697 Best acc top1: 70.436000
2022-09-20 20:17:50,697 Epoch time: 1358s.
2022-09-20 20:17:51,561 Epoch: 210 lr 7.142857e-02
2022-09-20 20:18:22,765 TRAIN Step: 000 Objs: 3.192991e+00 R1: 69.628906 R5: 87.597656 Duration: 0s BTime: 1.066s
2022-09-20 20:20:03,951 TRAIN Step: 100 Objs: 3.219079e+00 R1: 69.094214 R5: 87.693379 Duration: 101s BTime: 1.011s
2022-09-20 20:21:44,126 TRAIN Step: 200 Objs: 3.215488e+00 R1: 69.100785 R5: 87.744384 Duration: 100s BTime: 1.006s
2022-09-20 20:23:25,627 TRAIN Step: 300 Objs: 3.213428e+00 R1: 69.173069 R5: 87.804324 Duration: 101s BTime: 1.008s
2022-09-20 20:25:07,873 TRAIN Step: 400 Objs: 3.212857e+00 R1: 69.201995 R5: 87.816104 Duration: 102s BTime: 1.011s
2022-09-20 20:26:48,302 TRAIN Step: 500 Objs: 3.211894e+00 R1: 69.200856 R5: 87.814215 Duration: 100s BTime: 1.010s
2022-09-20 20:28:26,822 TRAIN Step: 600 Objs: 3.212240e+00 R1: 69.215045 R5: 87.809380 Duration: 98s BTime: 1.005s
2022-09-20 20:30:10,235 TRAIN Step: 700 Objs: 3.215878e+00 R1: 69.154556 R5: 87.760370 Duration: 103s BTime: 1.009s
2022-09-20 20:31:52,286 TRAIN Step: 800 Objs: 3.217564e+00 R1: 69.118436 R5: 87.730791 Duration: 102s BTime: 1.010s
2022-09-20 20:33:36,503 TRAIN Step: 900 Objs: 3.220453e+00 R1: 69.057059 R5: 87.687834 Duration: 104s BTime: 1.014s
2022-09-20 20:35:18,234 TRAIN Step: 1000 Objs: 3.222958e+00 R1: 69.018384 R5: 87.659899 Duration: 101s BTime: 1.014s
2022-09-20 20:37:01,745 TRAIN Step: 1100 Objs: 3.224576e+00 R1: 68.985049 R5: 87.638191 Duration: 103s BTime: 1.016s
2022-09-20 20:38:46,475 TRAIN Step: 1200 Objs: 3.227185e+00 R1: 68.947020 R5: 87.609772 Duration: 104s BTime: 1.018s
2022-09-20 20:39:35,117 Train_acc: 68.925987
2022-09-20 20:40:00,598 VALID Step: 000 Objs: 6.508096e-01 R1: 86.523438 R5: 96.386719 Duration: 0s
2022-09-20 20:40:32,751 Valid_acc_top1: 70.464000
2022-09-20 20:40:32,752 Valid_acc_top5: 89.868000
2022-09-20 20:40:32,752 Best acc top1: 70.464000
2022-09-20 20:40:32,752 Epoch time: 1361s.
2022-09-20 20:40:33,503 Epoch: 211 lr 6.938776e-02
2022-09-20 20:41:02,933 TRAIN Step: 000 Objs: 3.170565e+00 R1: 69.531250 R5: 87.792969 Duration: 0s BTime: 1.257s
2022-09-20 20:42:48,307 TRAIN Step: 100 Objs: 3.214280e+00 R1: 69.136757 R5: 87.740756 Duration: 105s BTime: 1.054s
2022-09-20 20:44:30,501 TRAIN Step: 200 Objs: 3.210652e+00 R1: 69.227593 R5: 87.792969 Duration: 102s BTime: 1.037s
2022-09-20 20:46:09,853 TRAIN Step: 300 Objs: 3.210481e+00 R1: 69.297978 R5: 87.805297 Duration: 99s BTime: 1.022s
2022-09-20 20:47:51,185 TRAIN Step: 400 Objs: 3.212176e+00 R1: 69.286013 R5: 87.761797 Duration: 101s BTime: 1.020s
2022-09-20 20:49:32,080 TRAIN Step: 500 Objs: 3.215190e+00 R1: 69.242375 R5: 87.726695 Duration: 100s BTime: 1.017s
2022-09-20 20:51:16,028 TRAIN Step: 600 Objs: 3.214906e+00 R1: 69.228369 R5: 87.729435 Duration: 103s BTime: 1.021s
2022-09-20 20:52:58,274 TRAIN Step: 700 Objs: 3.216763e+00 R1: 69.183532 R5: 87.702557 Duration: 102s BTime: 1.020s
2022-09-20 20:54:39,254 TRAIN Step: 800 Objs: 3.217902e+00 R1: 69.123922 R5: 87.686169 Duration: 100s BTime: 1.019s
2022-09-20 20:56:21,497 TRAIN Step: 900 Objs: 3.219008e+00 R1: 69.098788 R5: 87.674719 Duration: 102s BTime: 1.019s
2022-09-20 20:58:05,241 TRAIN Step: 1000 Objs: 3.219904e+00 R1: 69.068529 R5: 87.660094 Duration: 103s BTime: 1.021s
2022-09-20 20:59:49,402 TRAIN Step: 1100 Objs: 3.220866e+00 R1: 69.031704 R5: 87.648125 Duration: 104s BTime: 1.023s
2022-09-20 21:01:30,887 TRAIN Step: 1200 Objs: 3.222628e+00 R1: 68.992311 R5: 87.620424 Duration: 101s BTime: 1.022s
2022-09-20 21:02:14,883 Train_acc: 68.971024
2022-09-20 21:02:39,350 VALID Step: 000 Objs: 6.439091e-01 R1: 86.816406 R5: 96.093750 Duration: 0s
2022-09-20 21:03:12,816 Valid_acc_top1: 70.618000
2022-09-20 21:03:12,816 Valid_acc_top5: 89.938000
2022-09-20 21:03:12,816 Best acc top1: 70.618000
2022-09-20 21:03:12,816 Epoch time: 1359s.
2022-09-20 21:03:13,560 Epoch: 212 lr 6.734694e-02
2022-09-20 21:03:42,082 TRAIN Step: 000 Objs: 3.061427e+00 R1: 73.632812 R5: 89.453125 Duration: 0s BTime: 1.845s
2022-09-20 21:05:29,385 TRAIN Step: 100 Objs: 3.206429e+00 R1: 69.364944 R5: 87.839380 Duration: 107s BTime: 1.079s
2022-09-20 21:07:09,061 TRAIN Step: 200 Objs: 3.203139e+00 R1: 69.478778 R5: 87.907630 Duration: 99s BTime: 1.037s
2022-09-20 21:08:51,447 TRAIN Step: 300 Objs: 3.201915e+00 R1: 69.504646 R5: 87.920473 Duration: 102s BTime: 1.032s
2022-09-20 21:10:37,067 TRAIN Step: 400 Objs: 3.201824e+00 R1: 69.474507 R5: 87.895983 Duration: 105s BTime: 1.037s
2022-09-20 21:12:23,682 TRAIN Step: 500 Objs: 3.201952e+00 R1: 69.449382 R5: 87.886142 Duration: 106s BTime: 1.043s
2022-09-20 21:14:09,363 TRAIN Step: 600 Objs: 3.203900e+00 R1: 69.394759 R5: 87.851790 Duration: 105s BTime: 1.045s
2022-09-20 21:15:56,897 TRAIN Step: 700 Objs: 3.204994e+00 R1: 69.378706 R5: 87.836155 Duration: 107s BTime: 1.049s
2022-09-20 21:17:43,563 TRAIN Step: 800 Objs: 3.206751e+00 R1: 69.329842 R5: 87.808330 Duration: 106s BTime: 1.051s
2022-09-20 21:19:26,877 TRAIN Step: 900 Objs: 3.209320e+00 R1: 69.265053 R5: 87.782022 Duration: 103s BTime: 1.049s
2022-09-20 21:21:11,305 TRAIN Step: 1000 Objs: 3.209774e+00 R1: 69.242086 R5: 87.780969 Duration: 104s BTime: 1.048s
2022-09-20 21:22:53,766 TRAIN Step: 1100 Objs: 3.210017e+00 R1: 69.240676 R5: 87.772391 Duration: 102s BTime: 1.046s
2022-09-20 21:24:35,502 TRAIN Step: 1200 Objs: 3.211313e+00 R1: 69.209741 R5: 87.760362 Duration: 101s BTime: 1.043s
2022-09-20 21:25:21,888 Train_acc: 69.194570
2022-09-20 21:25:45,526 VALID Step: 000 Objs: 6.299045e-01 R1: 87.109375 R5: 96.582031 Duration: 0s
2022-09-20 21:26:19,208 Valid_acc_top1: 70.382000
2022-09-20 21:26:19,208 Valid_acc_top5: 89.870000
2022-09-20 21:26:19,208 Best acc top1: 70.618000
2022-09-20 21:26:19,208 Epoch time: 1385s.
2022-09-20 21:26:19,704 Epoch: 213 lr 6.530612e-02
2022-09-20 21:26:51,077 TRAIN Step: 000 Objs: 3.197561e+00 R1: 68.457031 R5: 87.695312 Duration: 0s BTime: 0.939s
2022-09-20 21:28:36,501 TRAIN Step: 100 Objs: 3.192283e+00 R1: 69.757503 R5: 88.025990 Duration: 105s BTime: 1.052s
2022-09-20 21:30:17,660 TRAIN Step: 200 Objs: 3.192470e+00 R1: 69.709558 R5: 87.971276 Duration: 101s BTime: 1.031s
2022-09-20 21:31:59,412 TRAIN Step: 300 Objs: 3.189671e+00 R1: 69.738242 R5: 88.013912 Duration: 101s BTime: 1.026s
2022-09-20 21:33:41,400 TRAIN Step: 400 Objs: 3.188821e+00 R1: 69.718039 R5: 88.031873 Duration: 101s BTime: 1.024s
2022-09-20 21:35:24,820 TRAIN Step: 500 Objs: 3.190808e+00 R1: 69.697324 R5: 88.002900 Duration: 103s BTime: 1.026s
2022-09-20 21:37:04,734 TRAIN Step: 600 Objs: 3.193319e+00 R1: 69.619319 R5: 87.967158 Duration: 99s BTime: 1.021s
2022-09-20 21:38:44,667 TRAIN Step: 700 Objs: 3.195382e+00 R1: 69.569142 R5: 87.948439 Duration: 99s BTime: 1.018s
2022-09-20 21:40:26,620 TRAIN Step: 800 Objs: 3.197396e+00 R1: 69.511865 R5: 87.927322 Duration: 101s BTime: 1.018s
2022-09-20 21:42:09,508 TRAIN Step: 900 Objs: 3.199814e+00 R1: 69.488654 R5: 87.894527 Duration: 102s BTime: 1.019s
2022-09-20 21:43:51,640 TRAIN Step: 1000 Objs: 3.202419e+00 R1: 69.427448 R5: 87.860479 Duration: 102s BTime: 1.019s
2022-09-20 21:45:32,876 TRAIN Step: 1100 Objs: 3.203470e+00 R1: 69.387294 R5: 87.848227 Duration: 101s BTime: 1.018s
2022-09-20 21:47:15,278 TRAIN Step: 1200 Objs: 3.204017e+00 R1: 69.371634 R5: 87.838260 Duration: 102s BTime: 1.019s
2022-09-20 21:48:04,062 Train_acc: 69.348102
2022-09-20 21:48:25,661 VALID Step: 000 Objs: 6.652156e-01 R1: 86.035156 R5: 95.898438 Duration: 0s
2022-09-20 21:49:01,888 Valid_acc_top1: 70.422000
2022-09-20 21:49:01,889 Valid_acc_top5: 89.770000
2022-09-20 21:49:01,889 Best acc top1: 70.618000
2022-09-20 21:49:01,889 Epoch time: 1362s.
2022-09-20 21:49:02,343 Epoch: 214 lr 6.326531e-02
2022-09-20 21:49:32,851 TRAIN Step: 000 Objs: 3.166627e+00 R1: 70.410156 R5: 88.574219 Duration: 0s BTime: 1.719s
2022-09-20 21:51:16,056 TRAIN Step: 100 Objs: 3.168821e+00 R1: 70.210976 R5: 88.331528 Duration: 103s BTime: 1.036s
2022-09-20 21:53:04,357 TRAIN Step: 200 Objs: 3.173097e+00 R1: 69.988437 R5: 88.230721 Duration: 108s BTime: 1.059s
2022-09-20 21:54:46,790 TRAIN Step: 300 Objs: 3.177152e+00 R1: 69.916684 R5: 88.154719 Duration: 102s BTime: 1.047s
2022-09-20 21:56:28,389 TRAIN Step: 400 Objs: 3.179065e+00 R1: 69.869029 R5: 88.126120 Duration: 101s BTime: 1.039s
2022-09-20 21:58:07,347 TRAIN Step: 500 Objs: 3.180542e+00 R1: 69.839228 R5: 88.097048 Duration: 98s BTime: 1.029s
2022-09-20 21:59:49,559 TRAIN Step: 600 Objs: 3.182368e+00 R1: 69.796271 R5: 88.074888 Duration: 102s BTime: 1.027s
2022-09-20 22:01:33,197 TRAIN Step: 700 Objs: 3.186614e+00 R1: 69.704691 R5: 88.027009 Duration: 103s BTime: 1.028s
2022-09-20 22:03:14,797 TRAIN Step: 800 Objs: 3.188805e+00 R1: 69.666335 R5: 87.999498 Duration: 101s BTime: 1.027s
2022-09-20 22:04:56,682 TRAIN Step: 900 Objs: 3.191101e+00 R1: 69.622078 R5: 87.974408 Duration: 101s BTime: 1.026s
2022-09-20 22:06:37,421 TRAIN Step: 1000 Objs: 3.193323e+00 R1: 69.565493 R5: 87.950428 Duration: 100s BTime: 1.024s
2022-09-20 22:08:18,291 TRAIN Step: 1100 Objs: 3.195407e+00 R1: 69.526106 R5: 87.916791 Duration: 100s BTime: 1.022s
2022-09-20 22:09:59,375 TRAIN Step: 1200 Objs: 3.196827e+00 R1: 69.496936 R5: 87.896967 Duration: 101s BTime: 1.021s
2022-09-20 22:10:47,009 Train_acc: 69.481808
2022-09-20 22:11:08,507 VALID Step: 000 Objs: 6.653496e-01 R1: 86.230469 R5: 96.386719 Duration: 0s
2022-09-20 22:11:43,292 Valid_acc_top1: 70.772000
2022-09-20 22:11:43,292 Valid_acc_top5: 90.102000
2022-09-20 22:11:43,292 Best acc top1: 70.772000
2022-09-20 22:11:43,292 Epoch time: 1360s.
2022-09-20 22:11:44,035 Epoch: 215 lr 6.122449e-02
2022-09-20 22:12:13,037 TRAIN Step: 000 Objs: 3.159209e+00 R1: 70.703125 R5: 89.648438 Duration: 0s BTime: 1.728s
2022-09-20 22:13:59,479 TRAIN Step: 100 Objs: 3.178687e+00 R1: 69.979889 R5: 88.085938 Duration: 106s BTime: 1.067s
2022-09-20 22:15:44,603 TRAIN Step: 200 Objs: 3.174408e+00 R1: 70.011758 R5: 88.194768 Duration: 105s BTime: 1.058s
2022-09-20 22:17:32,100 TRAIN Step: 300 Objs: 3.174693e+00 R1: 69.991305 R5: 88.186189 Duration: 107s BTime: 1.063s
2022-09-20 22:19:18,878 TRAIN Step: 400 Objs: 3.177528e+00 R1: 69.939166 R5: 88.146577 Duration: 106s BTime: 1.064s
2022-09-20 22:21:05,855 TRAIN Step: 500 Objs: 3.177686e+00 R1: 69.938638 R5: 88.152796 Duration: 106s BTime: 1.065s
2022-09-20 22:22:50,043 TRAIN Step: 600 Objs: 3.177712e+00 R1: 69.903839 R5: 88.168645 Duration: 104s BTime: 1.061s
2022-09-20 22:24:31,282 TRAIN Step: 700 Objs: 3.179178e+00 R1: 69.847484 R5: 88.151274 Duration: 101s BTime: 1.054s
2022-09-20 22:26:17,602 TRAIN Step: 800 Objs: 3.181087e+00 R1: 69.789106 R5: 88.134583 Duration: 106s BTime: 1.055s
2022-09-20 22:27:59,373 TRAIN Step: 900 Objs: 3.182973e+00 R1: 69.757561 R5: 88.112059 Duration: 101s BTime: 1.050s
2022-09-20 22:29:43,579 TRAIN Step: 1000 Objs: 3.185209e+00 R1: 69.727831 R5: 88.082816 Duration: 104s BTime: 1.049s
2022-09-20 22:31:28,681 TRAIN Step: 1100 Objs: 3.186992e+00 R1: 69.680706 R5: 88.055337 Duration: 105s BTime: 1.049s
2022-09-20 22:33:08,445 TRAIN Step: 1200 Objs: 3.188943e+00 R1: 69.652324 R5: 88.028450 Duration: 99s BTime: 1.045s
2022-09-20 22:33:55,061 Train_acc: 69.625271
2022-09-20 22:34:18,962 VALID Step: 000 Objs: 7.059032e-01 R1: 85.449219 R5: 96.093750 Duration: 0s
2022-09-20 22:34:52,672 Valid_acc_top1: 71.078000
2022-09-20 22:34:52,672 Valid_acc_top5: 90.146000
2022-09-20 22:34:52,672 Best acc top1: 71.078000
2022-09-20 22:34:52,672 Epoch time: 1388s.
2022-09-20 22:34:53,580 Epoch: 216 lr 5.918367e-02
2022-09-20 22:35:23,337 TRAIN Step: 000 Objs: 3.165182e+00 R1: 70.312500 R5: 88.476562 Duration: 0s BTime: 1.573s
2022-09-20 22:37:09,527 TRAIN Step: 100 Objs: 3.169404e+00 R1: 70.023399 R5: 88.340231 Duration: 106s BTime: 1.055s
2022-09-20 22:38:53,589 TRAIN Step: 200 Objs: 3.161957e+00 R1: 70.280920 R5: 88.386194 Duration: 104s BTime: 1.047s
2022-09-20 22:40:37,756 TRAIN Step: 300 Objs: 3.161902e+00 R1: 70.188889 R5: 88.374040 Duration: 104s BTime: 1.045s
2022-09-20 22:42:19,732 TRAIN Step: 400 Objs: 3.166465e+00 R1: 70.086015 R5: 88.291722 Duration: 101s BTime: 1.038s
2022-09-20 22:43:58,621 TRAIN Step: 500 Objs: 3.166300e+00 R1: 70.078008 R5: 88.285733 Duration: 98s BTime: 1.028s
2022-09-20 22:45:42,946 TRAIN Step: 600 Objs: 3.168383e+00 R1: 70.038543 R5: 88.248590 Duration: 104s BTime: 1.030s
2022-09-20 22:47:26,363 TRAIN Step: 700 Objs: 3.168063e+00 R1: 70.035831 R5: 88.252970 Duration: 103s BTime: 1.030s
2022-09-20 22:49:12,385 TRAIN Step: 800 Objs: 3.171832e+00 R1: 69.965522 R5: 88.211513 Duration: 106s BTime: 1.034s
2022-09-20 22:50:58,643 TRAIN Step: 900 Objs: 3.174479e+00 R1: 69.904316 R5: 88.181968 Duration: 106s BTime: 1.037s
2022-09-20 22:52:42,994 TRAIN Step: 1000 Objs: 3.175844e+00 R1: 69.886559 R5: 88.156960 Duration: 104s BTime: 1.037s
2022-09-20 22:54:28,138 TRAIN Step: 1100 Objs: 3.178073e+00 R1: 69.846571 R5: 88.130819 Duration: 105s BTime: 1.038s
2022-09-20 22:56:10,614 TRAIN Step: 1200 Objs: 3.178977e+00 R1: 69.829829 R5: 88.122609 Duration: 102s BTime: 1.037s
2022-09-20 22:56:58,305 Train_acc: 69.809947
2022-09-20 22:57:18,774 VALID Step: 000 Objs: 6.087546e-01 R1: 87.695312 R5: 96.386719 Duration: 0s
2022-09-20 22:57:54,438 Valid_acc_top1: 70.998000
2022-09-20 22:57:54,439 Valid_acc_top5: 90.424000
2022-09-20 22:57:54,439 Best acc top1: 71.078000
2022-09-20 22:57:54,439 Epoch time: 1380s.
2022-09-20 22:57:54,853 Epoch: 217 lr 5.714286e-02
2022-09-20 22:58:23,792 TRAIN Step: 000 Objs: 3.176051e+00 R1: 70.117188 R5: 87.500000 Duration: 0s BTime: 2.012s
2022-09-20 23:00:06,346 TRAIN Step: 100 Objs: 3.144795e+00 R1: 70.542621 R5: 88.549080 Duration: 102s BTime: 1.034s
2022-09-20 23:01:48,904 TRAIN Step: 200 Objs: 3.155609e+00 R1: 70.294038 R5: 88.367246 Duration: 102s BTime: 1.029s
2022-09-20 23:03:33,465 TRAIN Step: 300 Objs: 3.154531e+00 R1: 70.283300 R5: 88.410701 Duration: 104s BTime: 1.034s
2022-09-20 23:05:16,201 TRAIN Step: 400 Objs: 3.157382e+00 R1: 70.260871 R5: 88.346029 Duration: 102s BTime: 1.032s
2022-09-20 23:07:01,143 TRAIN Step: 500 Objs: 3.160590e+00 R1: 70.229658 R5: 88.304056 Duration: 104s BTime: 1.035s
2022-09-20 23:08:39,956 TRAIN Step: 600 Objs: 3.161597e+00 R1: 70.197782 R5: 88.300099 Duration: 98s BTime: 1.027s
2022-09-20 23:10:25,529 TRAIN Step: 700 Objs: 3.163712e+00 R1: 70.155637 R5: 88.286544 Duration: 105s BTime: 1.031s
2022-09-20 23:12:06,165 TRAIN Step: 800 Objs: 3.164351e+00 R1: 70.124990 R5: 88.281494 Duration: 100s BTime: 1.028s
2022-09-20 23:13:51,066 TRAIN Step: 900 Objs: 3.167129e+00 R1: 70.075784 R5: 88.252853 Duration: 104s BTime: 1.030s
2022-09-20 23:15:32,353 TRAIN Step: 1000 Objs: 3.167129e+00 R1: 70.061872 R5: 88.248958 Duration: 101s BTime: 1.028s
2022-09-20 23:17:12,407 TRAIN Step: 1100 Objs: 3.167513e+00 R1: 70.035319 R5: 88.250827 Duration: 100s BTime: 1.025s
2022-09-20 23:18:54,201 TRAIN Step: 1200 Objs: 3.168521e+00 R1: 70.011888 R5: 88.237179 Duration: 101s BTime: 1.025s
2022-09-20 23:19:42,015 Train_acc: 69.987441
2022-09-20 23:20:04,522 VALID Step: 000 Objs: 6.820199e-01 R1: 86.328125 R5: 96.289062 Duration: 0s
2022-09-20 23:20:38,127 Valid_acc_top1: 71.426000
2022-09-20 23:20:38,128 Valid_acc_top5: 90.262000
2022-09-20 23:20:38,128 Best acc top1: 71.426000
2022-09-20 23:20:38,128 Epoch time: 1363s.
2022-09-20 23:20:39,088 Epoch: 218 lr 5.510204e-02
2022-09-20 23:21:09,695 TRAIN Step: 000 Objs: 3.156109e+00 R1: 70.996094 R5: 88.769531 Duration: 0s BTime: 0.942s
2022-09-20 23:22:52,804 TRAIN Step: 100 Objs: 3.141617e+00 R1: 70.570661 R5: 88.653504 Duration: 103s BTime: 1.029s
2022-09-20 23:24:36,973 TRAIN Step: 200 Objs: 3.143863e+00 R1: 70.559313 R5: 88.552355 Duration: 104s BTime: 1.034s
2022-09-20 23:26:21,879 TRAIN Step: 300 Objs: 3.146414e+00 R1: 70.498404 R5: 88.487593 Duration: 104s BTime: 1.039s
2022-09-20 23:28:02,339 TRAIN Step: 400 Objs: 3.149508e+00 R1: 70.463003 R5: 88.459759 Duration: 100s BTime: 1.030s
2022-09-20 23:29:45,562 TRAIN Step: 500 Objs: 3.150006e+00 R1: 70.439784 R5: 88.456096 Duration: 103s BTime: 1.030s
2022-09-20 23:31:26,852 TRAIN Step: 600 Objs: 3.150347e+00 R1: 70.424455 R5: 88.476725 Duration: 101s BTime: 1.027s
2022-09-20 23:33:10,866 TRAIN Step: 700 Objs: 3.151514e+00 R1: 70.394554 R5: 88.470015 Duration: 104s BTime: 1.029s
2022-09-20 23:34:52,443 TRAIN Step: 800 Objs: 3.152219e+00 R1: 70.381506 R5: 88.458031 Duration: 101s BTime: 1.027s
2022-09-20 23:36:33,628 TRAIN Step: 900 Objs: 3.153957e+00 R1: 70.337537 R5: 88.428764 Duration: 101s BTime: 1.025s
2022-09-20 23:38:14,225 TRAIN Step: 1000 Objs: 3.155568e+00 R1: 70.300598 R5: 88.404369 Duration: 100s BTime: 1.023s
2022-09-20 23:39:55,179 TRAIN Step: 1100 Objs: 3.157937e+00 R1: 70.242251 R5: 88.361610 Duration: 100s BTime: 1.022s
2022-09-20 23:41:36,400 TRAIN Step: 1200 Objs: 3.158875e+00 R1: 70.206550 R5: 88.350366 Duration: 101s BTime: 1.021s
2022-09-20 23:42:25,443 Train_acc: 70.200762
2022-09-20 23:42:50,950 VALID Step: 000 Objs: 6.315723e-01 R1: 87.109375 R5: 96.289062 Duration: 0s
2022-09-20 23:43:23,828 Valid_acc_top1: 71.056000
2022-09-20 23:43:23,829 Valid_acc_top5: 90.276000
2022-09-20 23:43:23,829 Best acc top1: 71.426000
2022-09-20 23:43:23,829 Epoch time: 1364s.
2022-09-20 23:43:24,534 Epoch: 219 lr 5.306122e-02
2022-09-20 23:43:55,472 TRAIN Step: 000 Objs: 3.313905e+00 R1: 67.480469 R5: 85.546875 Duration: 0s BTime: 1.213s
2022-09-20 23:45:37,107 TRAIN Step: 100 Objs: 3.131432e+00 R1: 70.689588 R5: 88.737624 Duration: 101s BTime: 1.017s
2022-09-20 23:47:19,118 TRAIN Step: 200 Objs: 3.127398e+00 R1: 70.826046 R5: 88.770989 Duration: 102s BTime: 1.018s
2022-09-20 23:49:01,889 TRAIN Step: 300 Objs: 3.130275e+00 R1: 70.749520 R5: 88.696532 Duration: 102s BTime: 1.021s
2022-09-20 23:50:41,423 TRAIN Step: 400 Objs: 3.130809e+00 R1: 70.735028 R5: 88.691601 Duration: 99s BTime: 1.014s
2022-09-20 23:52:21,834 TRAIN Step: 500 Objs: 3.133558e+00 R1: 70.667649 R5: 88.670705 Duration: 100s BTime: 1.012s
2022-09-20 23:53:59,907 TRAIN Step: 600 Objs: 3.136360e+00 R1: 70.604006 R5: 88.632553 Duration: 98s BTime: 1.006s
2022-09-20 23:55:40,391 TRAIN Step: 700 Objs: 3.139613e+00 R1: 70.530799 R5: 88.590657 Duration: 100s BTime: 1.006s
2022-09-20 23:57:24,586 TRAIN Step: 800 Objs: 3.141119e+00 R1: 70.496840 R5: 88.581290 Duration: 104s BTime: 1.010s
2022-09-20 23:59:07,659 TRAIN Step: 900 Objs: 3.143427e+00 R1: 70.466517 R5: 88.543654 Duration: 103s BTime: 1.012s
2022-09-21 00:00:49,471 TRAIN Step: 1000 Objs: 3.145034e+00 R1: 70.442936 R5: 88.521244 Duration: 101s BTime: 1.013s
2022-09-21 00:02:30,051 TRAIN Step: 1100 Objs: 3.146491e+00 R1: 70.417518 R5: 88.497318 Duration: 100s BTime: 1.012s
2022-09-21 00:04:12,235 TRAIN Step: 1200 Objs: 3.148492e+00 R1: 70.380721 R5: 88.472741 Duration: 102s BTime: 1.013s
2022-09-21 00:05:00,154 Train_acc: 70.369515
2022-09-21 00:05:22,249 VALID Step: 000 Objs: 5.779623e-01 R1: 87.988281 R5: 95.898438 Duration: 0s
2022-09-21 00:05:57,791 Valid_acc_top1: 71.248000
2022-09-21 00:05:57,791 Valid_acc_top5: 90.258000
2022-09-21 00:05:57,791 Best acc top1: 71.426000
2022-09-21 00:05:57,791 Epoch time: 1353s.
2022-09-21 00:05:58,239 Epoch: 220 lr 5.102041e-02
2022-09-21 00:06:23,557 TRAIN Step: 000 Objs: 2.993258e+00 R1: 72.851562 R5: 90.136719 Duration: 0s BTime: 1.602s
2022-09-21 00:08:13,960 TRAIN Step: 100 Objs: 3.138630e+00 R1: 70.727297 R5: 88.553914 Duration: 110s BTime: 1.077s
2022-09-21 00:09:56,068 TRAIN Step: 200 Objs: 3.131665e+00 R1: 70.854225 R5: 88.609200 Duration: 102s BTime: 1.048s
2022-09-21 00:11:38,061 TRAIN Step: 300 Objs: 3.131293e+00 R1: 70.842309 R5: 88.610556 Duration: 101s BTime: 1.038s
2022-09-21 00:13:17,693 TRAIN Step: 400 Objs: 3.132935e+00 R1: 70.785439 R5: 88.586395 Duration: 99s BTime: 1.028s
2022-09-21 00:14:58,386 TRAIN Step: 500 Objs: 3.135689e+00 R1: 70.717159 R5: 88.552387 Duration: 100s BTime: 1.023s
2022-09-21 00:16:35,402 TRAIN Step: 600 Objs: 3.135830e+00 R1: 70.726199 R5: 88.557320 Duration: 97s BTime: 1.014s
2022-09-21 00:18:20,555 TRAIN Step: 700 Objs: 3.138038e+00 R1: 70.683204 R5: 88.530475 Duration: 105s BTime: 1.019s
2022-09-21 00:20:00,389 TRAIN Step: 800 Objs: 3.139293e+00 R1: 70.647530 R5: 88.513016 Duration: 99s BTime: 1.016s
2022-09-21 00:21:40,354 TRAIN Step: 900 Objs: 3.138858e+00 R1: 70.641670 R5: 88.524903 Duration: 99s BTime: 1.014s
2022-09-21 00:23:19,544 TRAIN Step: 1000 Objs: 3.139490e+00 R1: 70.617176 R5: 88.521244 Duration: 99s BTime: 1.012s
2022-09-21 00:25:01,786 TRAIN Step: 1100 Objs: 3.141133e+00 R1: 70.594825 R5: 88.504148 Duration: 102s BTime: 1.013s
2022-09-21 00:26:42,433 TRAIN Step: 1200 Objs: 3.142055e+00 R1: 70.574326 R5: 88.486808 Duration: 100s BTime: 1.012s
2022-09-21 00:27:30,695 Train_acc: 70.559654
2022-09-21 00:27:56,589 VALID Step: 000 Objs: 5.846428e-01 R1: 88.085938 R5: 96.679688 Duration: 0s
2022-09-21 00:28:29,183 Valid_acc_top1: 71.712000
2022-09-21 00:28:29,184 Valid_acc_top5: 90.554000
2022-09-21 00:28:29,184 Best acc top1: 71.712000
2022-09-21 00:28:29,184 Epoch time: 1350s.
2022-09-21 00:28:30,058 Epoch: 221 lr 4.897959e-02
2022-09-21 00:29:01,279 TRAIN Step: 000 Objs: 3.164974e+00 R1: 68.945312 R5: 89.257812 Duration: 0s BTime: 1.166s
2022-09-21 00:30:44,030 TRAIN Step: 100 Objs: 3.117892e+00 R1: 70.969021 R5: 88.797571 Duration: 102s BTime: 1.027s
2022-09-21 00:32:24,194 TRAIN Step: 200 Objs: 3.116141e+00 R1: 70.995122 R5: 88.826862 Duration: 100s BTime: 1.013s
2022-09-21 00:34:04,357 TRAIN Step: 300 Objs: 3.116041e+00 R1: 71.003231 R5: 88.840259 Duration: 100s BTime: 1.009s
2022-09-21 00:35:43,806 TRAIN Step: 400 Objs: 3.119154e+00 R1: 70.956885 R5: 88.763443 Duration: 99s BTime: 1.005s
2022-09-21 00:37:23,689 TRAIN Step: 500 Objs: 3.117490e+00 R1: 70.993365 R5: 88.787074 Duration: 99s BTime: 1.003s
2022-09-21 00:39:02,389 TRAIN Step: 600 Objs: 3.117947e+00 R1: 70.977245 R5: 88.769694 Duration: 98s BTime: 1.000s
2022-09-21 00:40:41,493 TRAIN Step: 700 Objs: 3.119457e+00 R1: 70.930200 R5: 88.753232 Duration: 99s BTime: 0.999s
2022-09-21 00:42:22,820 TRAIN Step: 800 Objs: 3.121978e+00 R1: 70.898072 R5: 88.719667 Duration: 101s BTime: 1.001s
2022-09-21 00:44:02,298 TRAIN Step: 900 Objs: 3.124900e+00 R1: 70.833080 R5: 88.690409 Duration: 99s BTime: 1.000s
2022-09-21 00:45:46,972 TRAIN Step: 1000 Objs: 3.126434e+00 R1: 70.796001 R5: 88.681826 Duration: 104s BTime: 1.004s
2022-09-21 00:47:33,282 TRAIN Step: 1100 Objs: 3.128790e+00 R1: 70.744724 R5: 88.657417 Duration: 106s BTime: 1.009s
2022-09-21 00:49:17,695 TRAIN Step: 1200 Objs: 3.129146e+00 R1: 70.739716 R5: 88.652279 Duration: 104s BTime: 1.012s
2022-09-21 00:50:05,817 Train_acc: 70.710922
2022-09-21 00:50:29,499 VALID Step: 000 Objs: 6.590800e-01 R1: 87.402344 R5: 96.093750 Duration: 0s
2022-09-21 00:51:03,647 Valid_acc_top1: 71.618000
2022-09-21 00:51:03,648 Valid_acc_top5: 90.464000
2022-09-21 00:51:03,648 Best acc top1: 71.712000
2022-09-21 00:51:03,648 Epoch time: 1353s.
2022-09-21 00:51:04,107 Epoch: 222 lr 4.693878e-02
2022-09-21 00:51:30,216 TRAIN Step: 000 Objs: 3.169481e+00 R1: 70.507812 R5: 88.183594 Duration: 0s BTime: 1.550s
2022-09-21 00:53:21,930 TRAIN Step: 100 Objs: 3.108326e+00 R1: 71.330639 R5: 88.898128 Duration: 111s BTime: 1.067s
2022-09-21 00:55:06,051 TRAIN Step: 200 Objs: 3.108472e+00 R1: 71.282746 R5: 88.920145 Duration: 104s BTime: 1.053s
2022-09-21 00:56:50,519 TRAIN Step: 300 Objs: 3.108556e+00 R1: 71.230988 R5: 88.919747 Duration: 104s BTime: 1.050s
2022-09-21 00:58:38,380 TRAIN Step: 400 Objs: 3.108870e+00 R1: 71.222091 R5: 88.900064 Duration: 107s BTime: 1.057s
2022-09-21 01:00:23,683 TRAIN Step: 500 Objs: 3.110703e+00 R1: 71.166651 R5: 88.869721 Duration: 105s BTime: 1.056s
2022-09-21 01:02:08,998 TRAIN Step: 600 Objs: 3.113105e+00 R1: 71.117636 R5: 88.841189 Duration: 105s BTime: 1.055s
2022-09-21 01:03:53,163 TRAIN Step: 700 Objs: 3.115430e+00 R1: 71.068535 R5: 88.826370 Duration: 104s BTime: 1.053s
2022-09-21 01:05:36,941 TRAIN Step: 800 Objs: 3.115860e+00 R1: 71.049738 R5: 88.810130 Duration: 103s BTime: 1.051s
2022-09-21 01:07:19,812 TRAIN Step: 900 Objs: 3.115864e+00 R1: 71.048553 R5: 88.812561 Duration: 102s BTime: 1.048s
2022-09-21 01:09:02,243 TRAIN Step: 1000 Objs: 3.117575e+00 R1: 71.006142 R5: 88.795677 Duration: 102s BTime: 1.045s
2022-09-21 01:10:42,620 TRAIN Step: 1100 Objs: 3.118781e+00 R1: 70.988111 R5: 88.780796 Duration: 100s BTime: 1.041s
2022-09-21 01:12:26,605 TRAIN Step: 1200 Objs: 3.120214e+00 R1: 70.960235 R5: 88.765710 Duration: 103s BTime: 1.041s
2022-09-21 01:13:13,947 Train_acc: 70.946957
2022-09-21 01:13:36,902 VALID Step: 000 Objs: 5.962588e-01 R1: 88.183594 R5: 97.070312 Duration: 0s
2022-09-21 01:14:10,617 Valid_acc_top1: 71.892000
2022-09-21 01:14:10,617 Valid_acc_top5: 90.644000
2022-09-21 01:14:10,618 Best acc top1: 71.892000
2022-09-21 01:14:10,618 Epoch time: 1386s.
2022-09-21 01:14:11,383 Epoch: 223 lr 4.489796e-02
2022-09-21 01:14:40,114 TRAIN Step: 000 Objs: 3.077697e+00 R1: 71.289062 R5: 88.867188 Duration: 0s BTime: 1.500s
2022-09-21 01:16:24,330 TRAIN Step: 100 Objs: 3.095183e+00 R1: 71.517249 R5: 89.103110 Duration: 104s BTime: 1.031s
2022-09-21 01:18:05,939 TRAIN Step: 200 Objs: 3.091564e+00 R1: 71.491177 R5: 89.100882 Duration: 101s BTime: 1.022s
2022-09-21 01:19:49,527 TRAIN Step: 300 Objs: 3.091283e+00 R1: 71.527850 R5: 89.072233 Duration: 103s BTime: 1.026s
2022-09-21 01:21:31,214 TRAIN Step: 400 Objs: 3.095919e+00 R1: 71.388180 R5: 89.041800 Duration: 101s BTime: 1.024s
2022-09-21 01:23:14,335 TRAIN Step: 500 Objs: 3.098088e+00 R1: 71.351243 R5: 89.008701 Duration: 103s BTime: 1.025s
2022-09-21 01:25:00,592 TRAIN Step: 600 Objs: 3.101807e+00 R1: 71.289225 R5: 88.977680 Duration: 106s BTime: 1.031s
2022-09-21 01:26:45,453 TRAIN Step: 700 Objs: 3.103177e+00 R1: 71.272763 R5: 88.959968 Duration: 104s BTime: 1.033s
2022-09-21 01:28:28,636 TRAIN Step: 800 Objs: 3.104377e+00 R1: 71.254804 R5: 88.944118 Duration: 103s BTime: 1.033s
2022-09-21 01:30:09,072 TRAIN Step: 900 Objs: 3.105378e+00 R1: 71.244516 R5: 88.932545 Duration: 100s BTime: 1.029s
2022-09-21 01:31:52,811 TRAIN Step: 1000 Objs: 3.107834e+00 R1: 71.191894 R5: 88.904552 Duration: 103s BTime: 1.030s
2022-09-21 01:33:35,816 TRAIN Step: 1100 Objs: 3.108868e+00 R1: 71.158588 R5: 88.891136 Duration: 103s BTime: 1.030s
2022-09-21 01:35:16,378 TRAIN Step: 1200 Objs: 3.110418e+00 R1: 71.127657 R5: 88.871904 Duration: 100s BTime: 1.028s
2022-09-21 01:36:04,049 Train_acc: 71.115944
2022-09-21 01:36:28,817 VALID Step: 000 Objs: 5.871591e-01 R1: 88.378906 R5: 97.167969 Duration: 0s
2022-09-21 01:37:01,516 Valid_acc_top1: 72.044000
2022-09-21 01:37:01,517 Valid_acc_top5: 90.704000
2022-09-21 01:37:01,517 Best acc top1: 72.044000
2022-09-21 01:37:01,517 Epoch time: 1370s.
2022-09-21 01:37:02,313 Epoch: 224 lr 4.285714e-02
2022-09-21 01:37:33,438 TRAIN Step: 000 Objs: 3.168561e+00 R1: 70.605469 R5: 87.500000 Duration: 0s BTime: 1.511s
2022-09-21 01:39:17,073 TRAIN Step: 100 Objs: 3.085105e+00 R1: 71.896272 R5: 89.029626 Duration: 103s BTime: 1.038s
2022-09-21 01:41:01,123 TRAIN Step: 200 Objs: 3.083201e+00 R1: 71.871113 R5: 89.090679 Duration: 104s BTime: 1.038s
2022-09-21 01:42:42,694 TRAIN Step: 300 Objs: 3.087586e+00 R1: 71.760797 R5: 89.069962 Duration: 101s BTime: 1.030s
2022-09-21 01:44:25,386 TRAIN Step: 400 Objs: 3.091323e+00 R1: 71.652899 R5: 89.050323 Duration: 102s BTime: 1.029s
2022-09-21 01:46:09,048 TRAIN Step: 500 Objs: 3.091618e+00 R1: 71.588074 R5: 89.064449 Duration: 103s BTime: 1.030s
2022-09-21 01:47:47,821 TRAIN Step: 600 Objs: 3.092293e+00 R1: 71.548558 R5: 89.060550 Duration: 98s BTime: 1.023s
2022-09-21 01:49:29,674 TRAIN Step: 700 Objs: 3.094046e+00 R1: 71.511680 R5: 89.038957 Duration: 101s BTime: 1.022s
2022-09-21 01:51:12,604 TRAIN Step: 800 Objs: 3.093620e+00 R1: 71.504126 R5: 89.040799 Duration: 102s BTime: 1.023s
2022-09-21 01:52:55,615 TRAIN Step: 900 Objs: 3.093524e+00 R1: 71.494021 R5: 89.046459 Duration: 103s BTime: 1.023s
2022-09-21 01:54:35,295 TRAIN Step: 1000 Objs: 3.095850e+00 R1: 71.456668 R5: 89.005038 Duration: 99s BTime: 1.021s
2022-09-21 01:56:14,242 TRAIN Step: 1100 Objs: 3.096774e+00 R1: 71.432398 R5: 88.999525 Duration: 98s BTime: 1.018s
2022-09-21 01:57:56,475 TRAIN Step: 1200 Objs: 3.097911e+00 R1: 71.400135 R5: 88.983790 Duration: 102s BTime: 1.018s
2022-09-21 01:58:44,223 Train_acc: 71.384215
2022-09-21 01:59:08,401 VALID Step: 000 Objs: 6.210741e-01 R1: 87.109375 R5: 96.972656 Duration: 0s
2022-09-21 01:59:41,390 Valid_acc_top1: 72.016000
2022-09-21 01:59:41,390 Valid_acc_top5: 90.842000
2022-09-21 01:59:41,390 Best acc top1: 72.044000
2022-09-21 01:59:41,390 Epoch time: 1359s.
2022-09-21 01:59:41,769 Epoch: 225 lr 4.081633e-02
2022-09-21 02:00:12,976 TRAIN Step: 000 Objs: 3.075886e+00 R1: 71.875000 R5: 89.550781 Duration: 0s BTime: 1.460s
2022-09-21 02:01:57,613 TRAIN Step: 100 Objs: 3.070282e+00 R1: 71.935914 R5: 89.291654 Duration: 104s BTime: 1.049s
2022-09-21 02:03:39,760 TRAIN Step: 200 Objs: 3.068039e+00 R1: 71.914840 R5: 89.341865 Duration: 102s BTime: 1.034s
2022-09-21 02:05:17,869 TRAIN Step: 300 Objs: 3.069865e+00 R1: 71.910364 R5: 89.314914 Duration: 98s BTime: 1.016s
2022-09-21 02:07:00,550 TRAIN Step: 400 Objs: 3.074808e+00 R1: 71.831408 R5: 89.249289 Duration: 102s BTime: 1.018s
2022-09-21 02:08:43,094 TRAIN Step: 500 Objs: 3.077039e+00 R1: 71.791378 R5: 89.239490 Duration: 102s BTime: 1.019s
2022-09-21 02:10:25,646 TRAIN Step: 600 Objs: 3.078291e+00 R1: 71.790343 R5: 89.231327 Duration: 102s BTime: 1.020s
2022-09-21 02:12:04,730 TRAIN Step: 700 Objs: 3.079329e+00 R1: 71.770378 R5: 89.212119 Duration: 99s BTime: 1.016s
2022-09-21 02:13:44,813 TRAIN Step: 800 Objs: 3.081490e+00 R1: 71.701511 R5: 89.199658 Duration: 100s BTime: 1.014s
2022-09-21 02:15:27,473 TRAIN Step: 900 Objs: 3.082955e+00 R1: 71.663104 R5: 89.188662 Duration: 102s BTime: 1.015s
2022-09-21 02:17:09,611 TRAIN Step: 1000 Objs: 3.084562e+00 R1: 71.629835 R5: 89.166107 Duration: 102s BTime: 1.015s
2022-09-21 02:18:50,063 TRAIN Step: 1100 Objs: 3.085948e+00 R1: 71.603496 R5: 89.153238 Duration: 100s BTime: 1.014s
2022-09-21 02:20:29,883 TRAIN Step: 1200 Objs: 3.087099e+00 R1: 71.576258 R5: 89.133079 Duration: 99s BTime: 1.013s
2022-09-21 02:21:16,821 Train_acc: 71.554216
2022-09-21 02:21:42,488 VALID Step: 000 Objs: 5.848746e-01 R1: 88.378906 R5: 96.875000 Duration: 0s
2022-09-21 02:22:13,623 Valid_acc_top1: 72.036000
2022-09-21 02:22:13,623 Valid_acc_top5: 90.840000
2022-09-21 02:22:13,623 Best acc top1: 72.044000
2022-09-21 02:22:13,623 Epoch time: 1351s.
2022-09-21 02:22:14,194 Epoch: 226 lr 3.877551e-02
2022-09-21 02:22:44,988 TRAIN Step: 000 Objs: 3.019242e+00 R1: 73.828125 R5: 89.648438 Duration: 0s BTime: 1.428s
2022-09-21 02:24:25,404 TRAIN Step: 100 Objs: 3.068424e+00 R1: 71.965888 R5: 89.344833 Duration: 100s BTime: 1.007s
2022-09-21 02:26:06,855 TRAIN Step: 200 Objs: 3.062966e+00 R1: 72.051850 R5: 89.472073 Duration: 101s BTime: 1.010s
2022-09-21 02:27:50,190 TRAIN Step: 300 Objs: 3.062358e+00 R1: 72.085886 R5: 89.461560 Duration: 103s BTime: 1.017s
2022-09-21 02:29:35,849 TRAIN Step: 400 Objs: 3.065415e+00 R1: 72.012352 R5: 89.408315 Duration: 105s BTime: 1.027s
2022-09-21 02:31:20,042 TRAIN Step: 500 Objs: 3.065587e+00 R1: 72.022751 R5: 89.376131 Duration: 104s BTime: 1.029s
2022-09-21 02:33:00,330 TRAIN Step: 600 Objs: 3.068692e+00 R1: 71.965994 R5: 89.329470 Duration: 100s BTime: 1.025s
2022-09-21 02:34:41,536 TRAIN Step: 700 Objs: 3.070684e+00 R1: 71.919022 R5: 89.294033 Duration: 101s BTime: 1.023s
2022-09-21 02:36:27,313 TRAIN Step: 800 Objs: 3.070884e+00 R1: 71.895360 R5: 89.301459 Duration: 105s BTime: 1.027s
2022-09-21 02:38:12,280 TRAIN Step: 900 Objs: 3.072303e+00 R1: 71.853323 R5: 89.279707 Duration: 104s BTime: 1.029s
2022-09-21 02:39:54,221 TRAIN Step: 1000 Objs: 3.072933e+00 R1: 71.824074 R5: 89.274495 Duration: 101s BTime: 1.028s
2022-09-21 02:41:38,132 TRAIN Step: 1100 Objs: 3.073915e+00 R1: 71.805106 R5: 89.256748 Duration: 103s BTime: 1.029s
2022-09-21 02:43:20,869 TRAIN Step: 1200 Objs: 3.075348e+00 R1: 71.776368 R5: 89.243258 Duration: 102s BTime: 1.029s
2022-09-21 02:44:06,610 Train_acc: 71.765039
2022-09-21 02:44:30,368 VALID Step: 000 Objs: 5.945244e-01 R1: 89.453125 R5: 96.386719 Duration: 0s
2022-09-21 02:45:03,316 Valid_acc_top1: 72.614000
2022-09-21 02:45:03,316 Valid_acc_top5: 90.922000
2022-09-21 02:45:03,316 Best acc top1: 72.614000
2022-09-21 02:45:03,316 Epoch time: 1369s.
2022-09-21 02:45:04,199 Epoch: 227 lr 3.673469e-02
2022-09-21 02:45:36,033 TRAIN Step: 000 Objs: 2.952377e+00 R1: 73.632812 R5: 90.429688 Duration: 0s BTime: 0.980s
2022-09-21 02:47:20,137 TRAIN Step: 100 Objs: 3.057779e+00 R1: 72.277228 R5: 89.434754 Duration: 104s BTime: 1.038s
2022-09-21 02:49:03,484 TRAIN Step: 200 Objs: 3.056761e+00 R1: 72.265625 R5: 89.409884 Duration: 103s BTime: 1.035s
2022-09-21 02:50:45,718 TRAIN Step: 300 Objs: 3.055560e+00 R1: 72.257190 R5: 89.421006 Duration: 102s BTime: 1.030s
2022-09-21 02:52:28,180 TRAIN Step: 400 Objs: 3.057609e+00 R1: 72.206934 R5: 89.413916 Duration: 102s BTime: 1.029s
2022-09-21 02:54:14,878 TRAIN Step: 500 Objs: 3.059482e+00 R1: 72.165240 R5: 89.408293 Duration: 106s BTime: 1.036s
2022-09-21 02:56:02,415 TRAIN Step: 600 Objs: 3.059601e+00 R1: 72.164719 R5: 89.396579 Duration: 107s BTime: 1.042s
2022-09-21 02:57:46,222 TRAIN Step: 700 Objs: 3.059731e+00 R1: 72.145818 R5: 89.407710 Duration: 103s BTime: 1.041s
2022-09-21 02:59:31,121 TRAIN Step: 800 Objs: 3.062440e+00 R1: 72.070678 R5: 89.372293 Duration: 104s BTime: 1.042s
2022-09-21 03:01:15,307 TRAIN Step: 900 Objs: 3.064577e+00 R1: 72.015035 R5: 89.347448 Duration: 104s BTime: 1.042s
2022-09-21 03:02:58,218 TRAIN Step: 1000 Objs: 3.066142e+00 R1: 71.975193 R5: 89.327079 Duration: 102s BTime: 1.040s
2022-09-21 03:04:37,845 TRAIN Step: 1100 Objs: 3.066533e+00 R1: 71.962190 R5: 89.322296 Duration: 99s BTime: 1.036s
2022-09-21 03:06:18,944 TRAIN Step: 1200 Objs: 3.067327e+00 R1: 71.940050 R5: 89.310015 Duration: 101s BTime: 1.034s
2022-09-21 03:07:06,409 Train_acc: 71.934962
2022-09-21 03:07:29,581 VALID Step: 000 Objs: 6.539071e-01 R1: 86.425781 R5: 95.800781 Duration: 0s
2022-09-21 03:08:03,154 Valid_acc_top1: 72.708000
2022-09-21 03:08:03,155 Valid_acc_top5: 91.172000
2022-09-21 03:08:03,155 Best acc top1: 72.708000
2022-09-21 03:08:03,155 Epoch time: 1378s.
2022-09-21 03:08:04,111 Epoch: 228 lr 3.469388e-02
2022-09-21 03:08:35,670 TRAIN Step: 000 Objs: 2.975744e+00 R1: 74.511719 R5: 90.429688 Duration: 0s BTime: 1.299s
2022-09-21 03:10:17,989 TRAIN Step: 100 Objs: 3.045892e+00 R1: 72.478342 R5: 89.543046 Duration: 102s BTime: 1.023s
2022-09-21 03:12:00,444 TRAIN Step: 200 Objs: 3.043979e+00 R1: 72.495919 R5: 89.547866 Duration: 102s BTime: 1.023s
2022-09-21 03:13:41,436 TRAIN Step: 300 Objs: 3.045297e+00 R1: 72.450880 R5: 89.566030 Duration: 100s BTime: 1.018s
2022-09-21 03:15:26,319 TRAIN Step: 400 Objs: 3.043457e+00 R1: 72.441698 R5: 89.592425 Duration: 104s BTime: 1.025s
2022-09-21 03:17:07,070 TRAIN Step: 500 Objs: 3.044696e+00 R1: 72.389986 R5: 89.580799 Duration: 100s BTime: 1.021s
2022-09-21 03:18:50,652 TRAIN Step: 600 Objs: 3.044153e+00 R1: 72.412353 R5: 89.588316 Duration: 103s BTime: 1.024s
2022-09-21 03:20:33,818 TRAIN Step: 700 Objs: 3.047204e+00 R1: 72.357570 R5: 89.554821 Duration: 103s BTime: 1.024s
2022-09-21 03:22:13,991 TRAIN Step: 800 Objs: 3.048403e+00 R1: 72.347432 R5: 89.543222 Duration: 100s BTime: 1.021s
2022-09-21 03:23:55,470 TRAIN Step: 900 Objs: 3.048439e+00 R1: 72.353852 R5: 89.543953 Duration: 101s BTime: 1.021s
2022-09-21 03:25:38,313 TRAIN Step: 1000 Objs: 3.049187e+00 R1: 72.323477 R5: 89.526001 Duration: 102s BTime: 1.021s
2022-09-21 03:27:20,124 TRAIN Step: 1100 Objs: 3.049368e+00 R1: 72.317425 R5: 89.518939 Duration: 101s BTime: 1.021s
2022-09-21 03:29:03,843 TRAIN Step: 1200 Objs: 3.051115e+00 R1: 72.269691 R5: 89.505328 Duration: 103s BTime: 1.022s
2022-09-21 03:29:52,335 Train_acc: 72.258574
2022-09-21 03:30:11,271 VALID Step: 000 Objs: 5.992626e-01 R1: 88.085938 R5: 96.972656 Duration: 0s
2022-09-21 03:30:50,639 Valid_acc_top1: 72.526000
2022-09-21 03:30:50,639 Valid_acc_top5: 91.128000
2022-09-21 03:30:50,639 Best acc top1: 72.708000
2022-09-21 03:30:50,639 Epoch time: 1366s.
2022-09-21 03:30:51,053 Epoch: 229 lr 3.265306e-02
2022-09-21 03:31:22,246 TRAIN Step: 000 Objs: 3.057881e+00 R1: 71.386719 R5: 89.160156 Duration: 0s BTime: 1.319s
2022-09-21 03:33:10,569 TRAIN Step: 100 Objs: 3.025343e+00 R1: 72.854463 R5: 89.862121 Duration: 108s BTime: 1.084s
2022-09-21 03:34:53,533 TRAIN Step: 200 Objs: 3.026820e+00 R1: 72.871968 R5: 89.775731 Duration: 102s BTime: 1.056s
2022-09-21 03:36:37,040 TRAIN Step: 300 Objs: 3.024051e+00 R1: 72.861620 R5: 89.773671 Duration: 103s BTime: 1.049s
2022-09-21 03:38:18,897 TRAIN Step: 400 Objs: 3.026204e+00 R1: 72.765596 R5: 89.757296 Duration: 101s BTime: 1.041s
2022-09-21 03:39:59,953 TRAIN Step: 500 Objs: 3.026095e+00 R1: 72.759559 R5: 89.754086 Duration: 101s BTime: 1.034s
2022-09-21 03:41:40,318 TRAIN Step: 600 Objs: 3.028704e+00 R1: 72.710359 R5: 89.731795 Duration: 100s BTime: 1.029s
2022-09-21 03:43:20,535 TRAIN Step: 700 Objs: 3.030202e+00 R1: 72.687037 R5: 89.721715 Duration: 100s BTime: 1.025s
2022-09-21 03:44:59,042 TRAIN Step: 800 Objs: 3.030993e+00 R1: 72.667101 R5: 89.707446 Duration: 98s BTime: 1.020s
2022-09-21 03:46:39,740 TRAIN Step: 900 Objs: 3.032421e+00 R1: 72.638366 R5: 89.699596 Duration: 100s BTime: 1.018s
2022-09-21 03:48:19,705 TRAIN Step: 1000 Objs: 3.034027e+00 R1: 72.602788 R5: 89.669510 Duration: 99s BTime: 1.016s
2022-09-21 03:50:00,421 TRAIN Step: 1100 Objs: 3.036147e+00 R1: 72.572519 R5: 89.638769 Duration: 100s BTime: 1.015s
2022-09-21 03:51:42,737 TRAIN Step: 1200 Objs: 3.037651e+00 R1: 72.539323 R5: 89.617539 Duration: 102s BTime: 1.016s
2022-09-21 03:52:29,836 Train_acc: 72.524503
2022-09-21 03:52:55,770 VALID Step: 000 Objs: 5.975065e-01 R1: 87.402344 R5: 96.679688 Duration: 0s
2022-09-21 03:53:29,542 Valid_acc_top1: 73.024000
2022-09-21 03:53:29,542 Valid_acc_top5: 91.296000
2022-09-21 03:53:29,542 Best acc top1: 73.024000
2022-09-21 03:53:29,542 Epoch time: 1358s.
2022-09-21 03:53:30,452 Epoch: 230 lr 3.061224e-02
2022-09-21 03:53:57,125 TRAIN Step: 000 Objs: 3.122556e+00 R1: 71.875000 R5: 88.671875 Duration: 0s BTime: 1.574s
2022-09-21 03:55:53,801 TRAIN Step: 100 Objs: 3.012213e+00 R1: 73.038173 R5: 89.902731 Duration: 116s BTime: 1.121s
2022-09-21 03:57:36,823 TRAIN Step: 200 Objs: 3.016440e+00 R1: 72.992945 R5: 89.874845 Duration: 103s BTime: 1.075s
2022-09-21 03:59:19,565 TRAIN Step: 300 Objs: 3.018868e+00 R1: 72.939810 R5: 89.837586 Duration: 102s BTime: 1.059s
2022-09-21 04:00:57,021 TRAIN Step: 400 Objs: 3.019381e+00 R1: 72.934363 R5: 89.850325 Duration: 97s BTime: 1.037s
2022-09-21 04:02:38,246 TRAIN Step: 500 Objs: 3.019980e+00 R1: 72.913743 R5: 89.853106 Duration: 101s BTime: 1.032s
2022-09-21 04:04:21,087 TRAIN Step: 600 Objs: 3.019019e+00 R1: 72.924033 R5: 89.874136 Duration: 102s BTime: 1.031s
2022-09-21 04:06:03,438 TRAIN Step: 700 Objs: 3.020037e+00 R1: 72.907844 R5: 89.854338 Duration: 102s BTime: 1.030s
2022-09-21 04:07:45,881 TRAIN Step: 800 Objs: 3.021180e+00 R1: 72.886187 R5: 89.840336 Duration: 102s BTime: 1.029s
2022-09-21 04:09:26,184 TRAIN Step: 900 Objs: 3.022186e+00 R1: 72.868471 R5: 89.830310 Duration: 100s BTime: 1.026s
2022-09-21 04:11:08,772 TRAIN Step: 1000 Objs: 3.023283e+00 R1: 72.822295 R5: 89.813897 Duration: 102s BTime: 1.026s
2022-09-21 04:12:51,724 TRAIN Step: 1100 Objs: 3.024614e+00 R1: 72.799231 R5: 89.797184 Duration: 102s BTime: 1.026s
2022-09-21 04:14:33,573 TRAIN Step: 1200 Objs: 3.025106e+00 R1: 72.797896 R5: 89.783010 Duration: 101s BTime: 1.025s
2022-09-21 04:15:19,514 Train_acc: 72.780051
2022-09-21 04:15:43,144 VALID Step: 000 Objs: 6.009560e-01 R1: 88.281250 R5: 96.582031 Duration: 0s
2022-09-21 04:16:17,286 Valid_acc_top1: 72.778000
2022-09-21 04:16:17,287 Valid_acc_top5: 91.158000
2022-09-21 04:16:17,287 Best acc top1: 73.024000
2022-09-21 04:16:17,287 Epoch time: 1366s.
2022-09-21 04:16:17,851 Epoch: 231 lr 2.857143e-02
2022-09-21 04:16:40,057 TRAIN Step: 000 Objs: 3.080607e+00 R1: 70.800781 R5: 89.062500 Duration: 0s BTime: 1.315s
2022-09-21 04:18:31,958 TRAIN Step: 100 Objs: 3.005917e+00 R1: 73.220916 R5: 89.906598 Duration: 111s BTime: 1.051s
2022-09-21 04:20:16,587 TRAIN Step: 200 Objs: 3.003198e+00 R1: 73.341787 R5: 89.930718 Duration: 104s BTime: 1.048s
2022-09-21 04:21:58,903 TRAIN Step: 300 Objs: 3.002027e+00 R1: 73.310969 R5: 89.970281 Duration: 102s BTime: 1.039s
2022-09-21 04:23:42,520 TRAIN Step: 400 Objs: 3.006762e+00 R1: 73.220757 R5: 89.922654 Duration: 103s BTime: 1.038s
2022-09-21 04:25:27,081 TRAIN Step: 500 Objs: 3.006232e+00 R1: 73.208661 R5: 89.942186 Duration: 104s BTime: 1.039s
2022-09-21 04:27:09,254 TRAIN Step: 600 Objs: 3.006265e+00 R1: 73.188728 R5: 89.943356 Duration: 102s BTime: 1.036s
2022-09-21 04:28:49,390 TRAIN Step: 700 Objs: 3.008385e+00 R1: 73.156373 R5: 89.927475 Duration: 100s BTime: 1.031s
2022-09-21 04:30:32,242 TRAIN Step: 800 Objs: 3.009062e+00 R1: 73.140020 R5: 89.918973 Duration: 102s BTime: 1.030s
2022-09-21 04:32:13,080 TRAIN Step: 900 Objs: 3.009969e+00 R1: 73.106596 R5: 89.902495 Duration: 100s BTime: 1.028s
2022-09-21 04:33:54,292 TRAIN Step: 1000 Objs: 3.011380e+00 R1: 73.068143 R5: 89.877408 Duration: 101s BTime: 1.026s
2022-09-21 04:35:35,549 TRAIN Step: 1100 Objs: 3.012719e+00 R1: 73.052552 R5: 89.866368 Duration: 101s BTime: 1.025s
2022-09-21 04:37:15,936 TRAIN Step: 1200 Objs: 3.013079e+00 R1: 73.036060 R5: 89.872209 Duration: 100s BTime: 1.023s
2022-09-21 04:38:03,302 Train_acc: 73.029433
2022-09-21 04:38:25,423 VALID Step: 000 Objs: 5.785740e-01 R1: 88.281250 R5: 97.070312 Duration: 0s
2022-09-21 04:38:59,975 Valid_acc_top1: 72.888000
2022-09-21 04:38:59,975 Valid_acc_top5: 91.278000
2022-09-21 04:38:59,975 Best acc top1: 73.024000
2022-09-21 04:38:59,975 Epoch time: 1362s.
2022-09-21 04:39:00,446 Epoch: 232 lr 2.653061e-02
2022-09-21 04:39:27,045 TRAIN Step: 000 Objs: 2.970092e+00 R1: 73.828125 R5: 90.625000 Duration: 0s BTime: 1.488s
2022-09-21 04:41:09,965 TRAIN Step: 100 Objs: 2.990639e+00 R1: 73.447169 R5: 90.204401 Duration: 102s BTime: 1.009s
2022-09-21 04:42:49,443 TRAIN Step: 200 Objs: 2.991277e+00 R1: 73.534670 R5: 90.133318 Duration: 99s BTime: 1.000s
2022-09-21 04:44:29,508 TRAIN Step: 300 Objs: 2.989682e+00 R1: 73.549107 R5: 90.155536 Duration: 100s BTime: 1.000s
2022-09-21 04:46:10,978 TRAIN Step: 400 Objs: 2.988700e+00 R1: 73.567059 R5: 90.197115 Duration: 101s BTime: 1.003s
2022-09-21 04:47:52,796 TRAIN Step: 500 Objs: 2.989958e+00 R1: 73.533792 R5: 90.179017 Duration: 101s BTime: 1.006s
2022-09-21 04:49:34,025 TRAIN Step: 600 Objs: 2.991532e+00 R1: 73.489009 R5: 90.158167 Duration: 101s BTime: 1.007s
2022-09-21 04:51:13,867 TRAIN Step: 700 Objs: 2.994486e+00 R1: 73.417997 R5: 90.102031 Duration: 99s BTime: 1.005s
2022-09-21 04:52:55,845 TRAIN Step: 800 Objs: 2.996158e+00 R1: 73.384588 R5: 90.063446 Duration: 101s BTime: 1.007s
2022-09-21 04:54:36,785 TRAIN Step: 900 Objs: 2.996433e+00 R1: 73.384824 R5: 90.045241 Duration: 100s BTime: 1.007s
2022-09-21 04:56:19,277 TRAIN Step: 1000 Objs: 2.998333e+00 R1: 73.365404 R5: 90.020721 Duration: 102s BTime: 1.009s
2022-09-21 04:58:00,650 TRAIN Step: 1100 Objs: 2.998830e+00 R1: 73.353148 R5: 90.014759 Duration: 101s BTime: 1.009s
2022-09-21 04:59:44,591 TRAIN Step: 1200 Objs: 3.000250e+00 R1: 73.312604 R5: 90.002797 Duration: 103s BTime: 1.011s
2022-09-21 05:00:30,308 Train_acc: 73.299500
2022-09-21 05:00:53,173 VALID Step: 000 Objs: 5.729473e-01 R1: 88.183594 R5: 96.386719 Duration: 0s
2022-09-21 05:01:26,835 Valid_acc_top1: 73.352000
2022-09-21 05:01:26,835 Valid_acc_top5: 91.332000
2022-09-21 05:01:26,836 Best acc top1: 73.352000
2022-09-21 05:01:26,836 Epoch time: 1346s.
2022-09-21 05:01:27,636 Epoch: 233 lr 2.448980e-02
2022-09-21 05:01:57,051 TRAIN Step: 000 Objs: 2.998865e+00 R1: 74.023438 R5: 89.257812 Duration: 0s BTime: 1.499s
2022-09-21 05:03:41,959 TRAIN Step: 100 Objs: 2.971243e+00 R1: 74.001199 R5: 90.488668 Duration: 104s BTime: 1.041s
2022-09-21 05:05:26,520 TRAIN Step: 200 Objs: 2.968825e+00 R1: 74.056475 R5: 90.448150 Duration: 104s BTime: 1.043s
2022-09-21 05:07:11,709 TRAIN Step: 300 Objs: 2.972395e+00 R1: 73.956927 R5: 90.423523 Duration: 105s BTime: 1.045s
2022-09-21 05:08:56,858 TRAIN Step: 400 Objs: 2.974754e+00 R1: 73.887060 R5: 90.373432 Duration: 105s BTime: 1.046s
2022-09-21 05:10:39,711 TRAIN Step: 500 Objs: 2.977150e+00 R1: 73.793234 R5: 90.345481 Duration: 102s BTime: 1.042s
2022-09-21 05:12:23,455 TRAIN Step: 600 Objs: 2.977688e+00 R1: 73.767191 R5: 90.310745 Duration: 103s BTime: 1.041s
2022-09-21 05:14:07,584 TRAIN Step: 700 Objs: 2.978431e+00 R1: 73.723085 R5: 90.300687 Duration: 104s BTime: 1.041s
2022-09-21 05:15:50,501 TRAIN Step: 800 Objs: 2.978778e+00 R1: 73.718887 R5: 90.292408 Duration: 102s BTime: 1.039s
2022-09-21 05:17:33,421 TRAIN Step: 900 Objs: 2.979427e+00 R1: 73.701530 R5: 90.266457 Duration: 102s BTime: 1.038s
2022-09-21 05:19:13,370 TRAIN Step: 1000 Objs: 2.980696e+00 R1: 73.669202 R5: 90.243546 Duration: 99s BTime: 1.034s
2022-09-21 05:20:54,610 TRAIN Step: 1100 Objs: 2.982919e+00 R1: 73.628910 R5: 90.220538 Duration: 101s BTime: 1.032s
2022-09-21 05:22:38,257 TRAIN Step: 1200 Objs: 2.984319e+00 R1: 73.586546 R5: 90.204371 Duration: 103s BTime: 1.032s
2022-09-21 05:23:24,810 Train_acc: 73.562307
2022-09-21 05:23:48,243 VALID Step: 000 Objs: 5.933731e-01 R1: 88.085938 R5: 96.386719 Duration: 0s
2022-09-21 05:24:21,102 Valid_acc_top1: 73.386000
2022-09-21 05:24:21,102 Valid_acc_top5: 91.452000
2022-09-21 05:24:21,102 Best acc top1: 73.386000
2022-09-21 05:24:21,102 Epoch time: 1373s.
2022-09-21 05:24:21,869 Epoch: 234 lr 2.244898e-02
2022-09-21 05:24:54,469 TRAIN Step: 000 Objs: 2.898696e+00 R1: 74.511719 R5: 91.015625 Duration: 0s BTime: 1.471s
2022-09-21 05:26:33,424 TRAIN Step: 100 Objs: 2.959269e+00 R1: 74.154935 R5: 90.433555 Duration: 98s BTime: 0.993s
2022-09-21 05:28:16,174 TRAIN Step: 200 Objs: 2.962050e+00 R1: 74.093886 R5: 90.429202 Duration: 102s BTime: 1.009s
2022-09-21 05:29:56,941 TRAIN Step: 300 Objs: 2.965921e+00 R1: 74.024086 R5: 90.397244 Duration: 100s BTime: 1.008s
2022-09-21 05:31:39,187 TRAIN Step: 400 Objs: 2.967240e+00 R1: 74.024412 R5: 90.351027 Duration: 102s BTime: 1.011s
2022-09-21 05:33:19,351 TRAIN Step: 500 Objs: 2.968237e+00 R1: 73.981139 R5: 90.320726 Duration: 100s BTime: 1.009s
2022-09-21 05:35:00,514 TRAIN Step: 600 Objs: 2.968412e+00 R1: 73.964454 R5: 90.326507 Duration: 101s BTime: 1.009s
2022-09-21 05:36:42,874 TRAIN Step: 700 Objs: 2.969676e+00 R1: 73.940269 R5: 90.325623 Duration: 102s BTime: 1.011s
2022-09-21 05:38:23,358 TRAIN Step: 800 Objs: 2.969078e+00 R1: 73.941265 R5: 90.343126 Duration: 100s BTime: 1.010s
2022-09-21 05:40:06,235 TRAIN Step: 900 Objs: 2.970487e+00 R1: 73.912016 R5: 90.343845 Duration: 102s BTime: 1.012s
2022-09-21 05:41:48,634 TRAIN Step: 1000 Objs: 2.972457e+00 R1: 73.884709 R5: 90.320519 Duration: 102s BTime: 1.013s
2022-09-21 05:43:31,463 TRAIN Step: 1100 Objs: 2.973165e+00 R1: 73.868039 R5: 90.318017 Duration: 102s BTime: 1.014s
2022-09-21 05:45:14,637 TRAIN Step: 1200 Objs: 2.973941e+00 R1: 73.842843 R5: 90.305442 Duration: 103s BTime: 1.015s
2022-09-21 05:45:59,976 Train_acc: 73.834949
2022-09-21 05:46:24,759 VALID Step: 000 Objs: 5.750226e-01 R1: 87.792969 R5: 96.875000 Duration: 0s
2022-09-21 05:46:58,437 Valid_acc_top1: 73.538000
2022-09-21 05:46:58,437 Valid_acc_top5: 91.522000
2022-09-21 05:46:58,438 Best acc top1: 73.538000
2022-09-21 05:46:58,438 Epoch time: 1356s.
2022-09-21 05:46:59,269 Epoch: 235 lr 2.040816e-02
2022-09-21 05:47:29,177 TRAIN Step: 000 Objs: 2.912107e+00 R1: 75.976562 R5: 90.820312 Duration: 0s BTime: 2.315s
2022-09-21 05:49:11,098 TRAIN Step: 100 Objs: 2.959024e+00 R1: 74.158803 R5: 90.397780 Duration: 101s BTime: 1.031s
2022-09-21 05:50:55,672 TRAIN Step: 200 Objs: 2.955191e+00 R1: 74.241585 R5: 90.484589 Duration: 104s BTime: 1.037s
2022-09-21 05:52:40,378 TRAIN Step: 300 Objs: 2.954732e+00 R1: 74.245678 R5: 90.476082 Duration: 104s BTime: 1.040s
2022-09-21 05:54:21,093 TRAIN Step: 400 Objs: 2.955941e+00 R1: 74.210957 R5: 90.446248 Duration: 100s BTime: 1.031s
2022-09-21 05:56:06,424 TRAIN Step: 500 Objs: 2.957029e+00 R1: 74.215046 R5: 90.437679 Duration: 105s BTime: 1.036s
2022-09-21 05:57:51,474 TRAIN Step: 600 Objs: 2.958455e+00 R1: 74.196976 R5: 90.418476 Duration: 105s BTime: 1.038s
2022-09-21 05:59:35,275 TRAIN Step: 700 Objs: 2.958245e+00 R1: 74.188659 R5: 90.425230 Duration: 103s BTime: 1.038s
2022-09-21 06:01:17,430 TRAIN Step: 800 Objs: 2.958615e+00 R1: 74.174981 R5: 90.435661 Duration: 102s BTime: 1.035s
2022-09-21 06:03:01,899 TRAIN Step: 900 Objs: 2.959478e+00 R1: 74.149599 R5: 90.434023 Duration: 104s BTime: 1.036s
2022-09-21 06:04:46,652 TRAIN Step: 1000 Objs: 2.959398e+00 R1: 74.142459 R5: 90.423541 Duration: 104s BTime: 1.037s
2022-09-21 06:06:28,685 TRAIN Step: 1100 Objs: 2.961026e+00 R1: 74.103975 R5: 90.402191 Duration: 102s BTime: 1.036s
2022-09-21 06:08:12,732 TRAIN Step: 1200 Objs: 2.961033e+00 R1: 74.104425 R5: 90.400822 Duration: 104s BTime: 1.036s
2022-09-21 06:08:59,028 Train_acc: 74.098693
2022-09-21 06:09:23,715 VALID Step: 000 Objs: 5.592248e-01 R1: 88.769531 R5: 97.070312 Duration: 0s
2022-09-21 06:09:56,044 Valid_acc_top1: 73.882000
2022-09-21 06:09:56,044 Valid_acc_top5: 91.708000
2022-09-21 06:09:56,045 Best acc top1: 73.882000
2022-09-21 06:09:56,045 Epoch time: 1376s.
2022-09-21 06:09:56,919 Epoch: 236 lr 1.836735e-02
2022-09-21 06:10:22,684 TRAIN Step: 000 Objs: 2.994872e+00 R1: 72.167969 R5: 89.648438 Duration: 0s BTime: 1.438s
2022-09-21 06:12:12,528 TRAIN Step: 100 Objs: 2.938148e+00 R1: 74.684793 R5: 90.602761 Duration: 109s BTime: 1.058s
2022-09-21 06:13:55,716 TRAIN Step: 200 Objs: 2.937250e+00 R1: 74.632210 R5: 90.686703 Duration: 103s BTime: 1.044s
2022-09-21 06:15:37,396 TRAIN Step: 300 Objs: 2.939080e+00 R1: 74.610024 R5: 90.672693 Duration: 101s BTime: 1.035s
2022-09-21 06:17:18,696 TRAIN Step: 400 Objs: 2.939672e+00 R1: 74.576011 R5: 90.676142 Duration: 101s BTime: 1.029s
2022-09-21 06:19:04,264 TRAIN Step: 500 Objs: 2.941788e+00 R1: 74.532381 R5: 90.650145 Duration: 105s BTime: 1.034s
2022-09-21 06:20:46,526 TRAIN Step: 600 Objs: 2.941274e+00 R1: 74.503757 R5: 90.659123 Duration: 102s BTime: 1.032s
2022-09-21 06:22:25,085 TRAIN Step: 700 Objs: 2.941954e+00 R1: 74.472712 R5: 90.648683 Duration: 98s BTime: 1.025s
2022-09-21 06:24:05,915 TRAIN Step: 800 Objs: 2.942048e+00 R1: 74.462708 R5: 90.656577 Duration: 100s BTime: 1.023s
2022-09-21 06:25:46,757 TRAIN Step: 900 Objs: 2.943137e+00 R1: 74.444736 R5: 90.631178 Duration: 100s BTime: 1.021s
2022-09-21 06:27:28,949 TRAIN Step: 1000 Objs: 2.943320e+00 R1: 74.431818 R5: 90.631634 Duration: 102s BTime: 1.021s
2022-09-21 06:29:09,385 TRAIN Step: 1100 Objs: 2.943237e+00 R1: 74.439519 R5: 90.624113 Duration: 100s BTime: 1.019s
2022-09-21 06:30:49,702 TRAIN Step: 1200 Objs: 2.944101e+00 R1: 74.411461 R5: 90.610770 Duration: 100s BTime: 1.018s
2022-09-21 06:31:37,037 Train_acc: 74.410440
2022-09-21 06:31:59,965 VALID Step: 000 Objs: 5.530390e-01 R1: 88.867188 R5: 97.265625 Duration: 0s
2022-09-21 06:32:33,033 Valid_acc_top1: 73.878000
2022-09-21 06:32:33,033 Valid_acc_top5: 91.806000
2022-09-21 06:32:33,033 Best acc top1: 73.882000
2022-09-21 06:32:33,033 Epoch time: 1356s.
2022-09-21 06:32:33,443 Epoch: 237 lr 1.632653e-02
2022-09-21 06:33:01,974 TRAIN Step: 000 Objs: 2.911185e+00 R1: 75.000000 R5: 91.210938 Duration: 0s BTime: 1.465s
2022-09-21 06:34:45,430 TRAIN Step: 100 Objs: 2.931325e+00 R1: 74.649985 R5: 90.675278 Duration: 103s BTime: 1.027s
2022-09-21 06:36:27,386 TRAIN Step: 200 Objs: 2.926991e+00 R1: 74.827523 R5: 90.801364 Duration: 101s BTime: 1.023s
2022-09-21 06:38:10,418 TRAIN Step: 300 Objs: 2.925272e+00 R1: 74.880931 R5: 90.837508 Duration: 103s BTime: 1.025s
2022-09-21 06:39:58,101 TRAIN Step: 400 Objs: 2.922989e+00 R1: 74.895038 R5: 90.853920 Duration: 107s BTime: 1.037s
2022-09-21 06:41:42,303 TRAIN Step: 500 Objs: 2.924666e+00 R1: 74.890064 R5: 90.851305 Duration: 104s BTime: 1.038s
2022-09-21 06:43:24,587 TRAIN Step: 600 Objs: 2.925578e+00 R1: 74.893082 R5: 90.823400 Duration: 102s BTime: 1.035s
2022-09-21 06:45:09,524 TRAIN Step: 700 Objs: 2.927436e+00 R1: 74.857625 R5: 90.793983 Duration: 104s BTime: 1.037s
2022-09-21 06:46:54,375 TRAIN Step: 800 Objs: 2.927460e+00 R1: 74.830778 R5: 90.781908 Duration: 104s BTime: 1.038s
2022-09-21 06:48:35,489 TRAIN Step: 900 Objs: 2.927783e+00 R1: 74.829074 R5: 90.783461 Duration: 101s BTime: 1.035s
2022-09-21 06:50:17,394 TRAIN Step: 1000 Objs: 2.928689e+00 R1: 74.805468 R5: 90.770460 Duration: 101s BTime: 1.033s
2022-09-21 06:51:59,808 TRAIN Step: 1100 Objs: 2.929015e+00 R1: 74.784553 R5: 90.763369 Duration: 102s BTime: 1.032s
2022-09-21 06:53:41,822 TRAIN Step: 1200 Objs: 2.929143e+00 R1: 74.777123 R5: 90.756970 Duration: 102s BTime: 1.031s
2022-09-21 06:54:28,252 Train_acc: 74.773859
2022-09-21 06:54:51,725 VALID Step: 000 Objs: 5.795611e-01 R1: 88.085938 R5: 96.679688 Duration: 0s
2022-09-21 06:55:25,893 Valid_acc_top1: 73.936000
2022-09-21 06:55:25,893 Valid_acc_top5: 91.784000
2022-09-21 06:55:25,893 Best acc top1: 73.936000
2022-09-21 06:55:25,893 Epoch time: 1372s.
2022-09-21 06:55:26,612 Epoch: 238 lr 1.428571e-02
2022-09-21 06:55:58,242 TRAIN Step: 000 Objs: 2.891154e+00 R1: 74.511719 R5: 91.992188 Duration: 0s BTime: 1.192s
2022-09-21 06:57:44,035 TRAIN Step: 100 Objs: 2.906842e+00 R1: 75.205948 R5: 90.943108 Duration: 105s BTime: 1.057s
2022-09-21 06:59:27,452 TRAIN Step: 200 Objs: 2.910633e+00 R1: 75.159359 R5: 90.885417 Duration: 103s BTime: 1.044s
2022-09-21 07:01:11,479 TRAIN Step: 300 Objs: 2.909873e+00 R1: 75.131722 R5: 90.908884 Duration: 104s BTime: 1.042s
2022-09-21 07:02:56,273 TRAIN Step: 400 Objs: 2.908227e+00 R1: 75.170716 R5: 90.946949 Duration: 104s BTime: 1.043s
2022-09-21 07:04:42,492 TRAIN Step: 500 Objs: 2.907019e+00 R1: 75.179719 R5: 90.982293 Duration: 106s BTime: 1.047s
2022-09-21 07:06:27,544 TRAIN Step: 600 Objs: 2.907961e+00 R1: 75.163790 R5: 90.968828 Duration: 105s BTime: 1.047s
2022-09-21 07:08:09,843 TRAIN Step: 700 Objs: 2.908191e+00 R1: 75.143489 R5: 90.965891 Duration: 102s BTime: 1.043s
2022-09-21 07:09:53,498 TRAIN Step: 800 Objs: 2.908789e+00 R1: 75.120943 R5: 90.940402 Duration: 103s BTime: 1.042s
2022-09-21 07:11:36,569 TRAIN Step: 900 Objs: 2.910963e+00 R1: 75.075871 R5: 90.923171 Duration: 103s BTime: 1.041s
2022-09-21 07:13:18,982 TRAIN Step: 1000 Objs: 2.912574e+00 R1: 75.058633 R5: 90.907042 Duration: 102s BTime: 1.039s
2022-09-21 07:15:03,764 TRAIN Step: 1100 Objs: 2.913701e+00 R1: 75.035568 R5: 90.889585 Duration: 104s BTime: 1.040s
2022-09-21 07:16:43,190 TRAIN Step: 1200 Objs: 2.914286e+00 R1: 75.016262 R5: 90.884956 Duration: 99s BTime: 1.036s
2022-09-21 07:17:30,058 Train_acc: 75.007083
2022-09-21 07:17:52,900 VALID Step: 000 Objs: 5.662235e-01 R1: 89.746094 R5: 97.265625 Duration: 0s
2022-09-21 07:18:27,629 Valid_acc_top1: 73.982000
2022-09-21 07:18:27,629 Valid_acc_top5: 91.862000
2022-09-21 07:18:27,630 Best acc top1: 73.982000
2022-09-21 07:18:27,630 Epoch time: 1381s.
2022-09-21 07:18:28,372 Epoch: 239 lr 1.224490e-02
2022-09-21 07:18:57,582 TRAIN Step: 000 Objs: 2.946101e+00 R1: 74.414062 R5: 89.843750 Duration: 0s BTime: 1.549s
2022-09-21 07:20:40,678 TRAIN Step: 100 Objs: 2.893980e+00 R1: 75.383857 R5: 91.153891 Duration: 103s BTime: 1.017s
2022-09-21 07:22:24,381 TRAIN Step: 200 Objs: 2.891124e+00 R1: 75.432894 R5: 91.152635 Duration: 103s BTime: 1.026s
2022-09-21 07:24:08,172 TRAIN Step: 300 Objs: 2.893373e+00 R1: 75.435398 R5: 91.122690 Duration: 103s BTime: 1.030s
2022-09-21 07:25:51,511 TRAIN Step: 400 Objs: 2.895448e+00 R1: 75.406942 R5: 91.105001 Duration: 103s BTime: 1.030s
2022-09-21 07:27:33,374 TRAIN Step: 500 Objs: 2.897804e+00 R1: 75.361776 R5: 91.093984 Duration: 101s BTime: 1.028s
2022-09-21 07:29:14,305 TRAIN Step: 600 Objs: 2.896550e+00 R1: 75.364302 R5: 91.108244 Duration: 100s BTime: 1.024s
2022-09-21 07:30:54,763 TRAIN Step: 700 Objs: 2.896896e+00 R1: 75.371679 R5: 91.101301 Duration: 100s BTime: 1.021s
2022-09-21 07:32:35,639 TRAIN Step: 800 Objs: 2.896697e+00 R1: 75.381603 R5: 91.090970 Duration: 100s BTime: 1.020s
2022-09-21 07:34:13,656 TRAIN Step: 900 Objs: 2.898761e+00 R1: 75.345428 R5: 91.071227 Duration: 98s BTime: 1.015s
2022-09-21 07:35:50,346 TRAIN Step: 1000 Objs: 2.899138e+00 R1: 75.338529 R5: 91.068697 Duration: 96s BTime: 1.010s
2022-09-21 07:37:28,663 TRAIN Step: 1100 Objs: 2.899893e+00 R1: 75.325343 R5: 91.050927 Duration: 98s BTime: 1.007s
2022-09-21 07:39:10,476 TRAIN Step: 1200 Objs: 2.899995e+00 R1: 75.322241 R5: 91.044979 Duration: 101s BTime: 1.008s
2022-09-21 07:39:55,789 Train_acc: 75.328977
2022-09-21 07:40:21,008 VALID Step: 000 Objs: 5.570012e-01 R1: 88.867188 R5: 96.484375 Duration: 0s
2022-09-21 07:40:53,414 Valid_acc_top1: 74.310000
2022-09-21 07:40:53,415 Valid_acc_top5: 91.976000
2022-09-21 07:40:53,415 Best acc top1: 74.310000
2022-09-21 07:40:53,415 Epoch time: 1345s.
2022-09-21 07:40:54,241 Epoch: 240 lr 1.020408e-02
2022-09-21 07:41:25,453 TRAIN Step: 000 Objs: 2.899649e+00 R1: 75.585938 R5: 90.625000 Duration: 0s BTime: 1.535s
2022-09-21 07:43:04,554 TRAIN Step: 100 Objs: 2.890804e+00 R1: 75.513420 R5: 91.034963 Duration: 99s BTime: 0.995s
2022-09-21 07:44:44,706 TRAIN Step: 200 Objs: 2.885325e+00 R1: 75.670962 R5: 91.141461 Duration: 100s BTime: 0.998s
2022-09-21 07:46:23,806 TRAIN Step: 300 Objs: 2.884898e+00 R1: 75.647581 R5: 91.174600 Duration: 99s BTime: 0.995s
2022-09-21 07:48:03,068 TRAIN Step: 400 Objs: 2.883898e+00 R1: 75.630504 R5: 91.192186 Duration: 99s BTime: 0.994s
2022-09-21 07:49:43,433 TRAIN Step: 500 Objs: 2.882187e+00 R1: 75.673653 R5: 91.223413 Duration: 100s BTime: 0.995s
2022-09-21 07:51:25,296 TRAIN Step: 600 Objs: 2.883102e+00 R1: 75.651746 R5: 91.217925 Duration: 101s BTime: 0.999s
2022-09-21 07:53:05,804 TRAIN Step: 700 Objs: 2.883863e+00 R1: 75.673981 R5: 91.200211 Duration: 100s BTime: 1.000s
2022-09-21 07:54:44,234 TRAIN Step: 800 Objs: 2.883088e+00 R1: 75.677620 R5: 91.205573 Duration: 98s BTime: 0.998s
2022-09-21 07:56:23,316 TRAIN Step: 900 Objs: 2.883996e+00 R1: 75.663000 R5: 91.200532 Duration: 99s BTime: 0.997s
2022-09-21 07:58:02,953 TRAIN Step: 1000 Objs: 2.884105e+00 R1: 75.666423 R5: 91.197182 Duration: 99s BTime: 0.996s
2022-09-21 07:59:44,067 TRAIN Step: 1100 Objs: 2.885326e+00 R1: 75.649711 R5: 91.174926 Duration: 101s BTime: 0.998s
2022-09-21 08:01:24,330 TRAIN Step: 1200 Objs: 2.885456e+00 R1: 75.641962 R5: 91.176868 Duration: 100s BTime: 0.998s
2022-09-21 08:02:11,103 Train_acc: 75.641505
2022-09-21 08:02:35,181 VALID Step: 000 Objs: 5.324879e-01 R1: 89.550781 R5: 96.582031 Duration: 0s
2022-09-21 08:03:08,138 Valid_acc_top1: 74.466000
2022-09-21 08:03:08,138 Valid_acc_top5: 92.096000
2022-09-21 08:03:08,138 Best acc top1: 74.466000
2022-09-21 08:03:08,138 Epoch time: 1333s.
2022-09-21 08:03:09,177 Epoch: 241 lr 8.163265e-03
2022-09-21 08:03:39,353 TRAIN Step: 000 Objs: 2.905025e+00 R1: 75.390625 R5: 91.796875 Duration: 0s BTime: 1.465s
2022-09-21 08:05:25,990 TRAIN Step: 100 Objs: 2.876178e+00 R1: 75.899211 R5: 91.333733 Duration: 106s BTime: 1.069s
2022-09-21 08:07:07,757 TRAIN Step: 200 Objs: 2.871621e+00 R1: 75.902713 R5: 91.339202 Duration: 101s BTime: 1.043s
2022-09-21 08:08:47,517 TRAIN Step: 300 Objs: 2.870735e+00 R1: 75.936008 R5: 91.361153 Duration: 99s BTime: 1.027s
2022-09-21 08:10:32,964 TRAIN Step: 400 Objs: 2.870610e+00 R1: 75.937597 R5: 91.380679 Duration: 105s BTime: 1.033s
2022-09-21 08:12:17,486 TRAIN Step: 500 Objs: 2.869783e+00 R1: 75.934264 R5: 91.379351 Duration: 104s BTime: 1.035s
2022-09-21 08:14:00,284 TRAIN Step: 600 Objs: 2.869746e+00 R1: 75.942440 R5: 91.358316 Duration: 102s BTime: 1.034s
2022-09-21 08:15:41,704 TRAIN Step: 700 Objs: 2.870157e+00 R1: 75.937974 R5: 91.356656 Duration: 101s BTime: 1.031s
2022-09-21 08:17:22,487 TRAIN Step: 800 Objs: 2.869977e+00 R1: 75.927795 R5: 91.358458 Duration: 100s BTime: 1.028s
2022-09-21 08:19:01,469 TRAIN Step: 900 Objs: 2.871043e+00 R1: 75.920310 R5: 91.332981 Duration: 98s BTime: 1.023s
2022-09-21 08:20:41,442 TRAIN Step: 1000 Objs: 2.871586e+00 R1: 75.899296 R5: 91.324691 Duration: 99s BTime: 1.021s
2022-09-21 08:22:25,213 TRAIN Step: 1100 Objs: 2.870796e+00 R1: 75.911547 R5: 91.324737 Duration: 103s BTime: 1.022s
2022-09-21 08:24:10,786 TRAIN Step: 1200 Objs: 2.870772e+00 R1: 75.910862 R5: 91.311114 Duration: 105s BTime: 1.025s
2022-09-21 08:24:58,878 Train_acc: 75.905639
2022-09-21 08:25:22,375 VALID Step: 000 Objs: 5.386535e-01 R1: 89.453125 R5: 97.070312 Duration: 0s
2022-09-21 08:25:55,617 Valid_acc_top1: 74.522000
2022-09-21 08:25:55,617 Valid_acc_top5: 92.084000
2022-09-21 08:25:55,617 Best acc top1: 74.522000
2022-09-21 08:25:55,617 Epoch time: 1366s.
2022-09-21 08:25:56,540 Epoch: 242 lr 6.122449e-03
2022-09-21 08:26:27,755 TRAIN Step: 000 Objs: 2.815166e+00 R1: 76.855469 R5: 91.796875 Duration: 0s BTime: 1.288s
2022-09-21 08:28:08,302 TRAIN Step: 100 Objs: 2.848870e+00 R1: 76.455175 R5: 91.567721 Duration: 100s BTime: 1.004s
2022-09-21 08:29:55,159 TRAIN Step: 200 Objs: 2.850118e+00 R1: 76.456584 R5: 91.510222 Duration: 106s BTime: 1.036s
2022-09-21 08:31:40,197 TRAIN Step: 300 Objs: 2.847688e+00 R1: 76.467115 R5: 91.561981 Duration: 105s BTime: 1.040s
2022-09-21 08:33:21,776 TRAIN Step: 400 Objs: 2.850316e+00 R1: 76.418816 R5: 91.557727 Duration: 101s BTime: 1.033s
2022-09-21 08:35:04,873 TRAIN Step: 500 Objs: 2.851075e+00 R1: 76.366798 R5: 91.543281 Duration: 103s BTime: 1.033s
2022-09-21 08:36:46,321 TRAIN Step: 600 Objs: 2.851407e+00 R1: 76.348989 R5: 91.533479 Duration: 101s BTime: 1.029s
2022-09-21 08:38:30,771 TRAIN Step: 700 Objs: 2.852215e+00 R1: 76.337375 R5: 91.527171 Duration: 104s BTime: 1.031s
2022-09-21 08:40:11,992 TRAIN Step: 800 Objs: 2.853230e+00 R1: 76.312324 R5: 91.523169 Duration: 101s BTime: 1.029s
2022-09-21 08:41:53,924 TRAIN Step: 900 Objs: 2.853342e+00 R1: 76.309092 R5: 91.511710 Duration: 101s BTime: 1.027s
2022-09-21 08:43:36,949 TRAIN Step: 1000 Objs: 2.853008e+00 R1: 76.316067 R5: 91.505760 Duration: 103s BTime: 1.027s
2022-09-21 08:45:20,015 TRAIN Step: 1100 Objs: 2.854192e+00 R1: 76.288956 R5: 91.488739 Duration: 103s BTime: 1.028s
2022-09-21 08:47:03,529 TRAIN Step: 1200 Objs: 2.854332e+00 R1: 76.282053 R5: 91.495450 Duration: 103s BTime: 1.028s
2022-09-21 08:47:49,475 Train_acc: 76.271165
2022-09-21 08:48:11,379 VALID Step: 000 Objs: 5.318492e-01 R1: 89.648438 R5: 97.363281 Duration: 0s
2022-09-21 08:48:45,128 Valid_acc_top1: 74.820000
2022-09-21 08:48:45,129 Valid_acc_top5: 92.204000
2022-09-21 08:48:45,129 Best acc top1: 74.820000
2022-09-21 08:48:45,129 Epoch time: 1368s.
2022-09-21 08:48:45,931 Epoch: 243 lr 4.081633e-03
2022-09-21 08:49:16,505 TRAIN Step: 000 Objs: 2.832289e+00 R1: 76.464844 R5: 91.308594 Duration: 0s BTime: 1.430s
2022-09-21 08:51:00,012 TRAIN Step: 100 Objs: 2.846945e+00 R1: 76.439705 R5: 91.547416 Duration: 103s BTime: 1.037s
2022-09-21 08:52:45,776 TRAIN Step: 200 Objs: 2.845248e+00 R1: 76.445896 R5: 91.603020 Duration: 105s BTime: 1.047s
2022-09-21 08:54:29,758 TRAIN Step: 300 Objs: 2.848276e+00 R1: 76.447000 R5: 91.543488 Duration: 103s BTime: 1.044s
2022-09-21 08:56:15,625 TRAIN Step: 400 Objs: 2.843202e+00 R1: 76.518421 R5: 91.599127 Duration: 105s BTime: 1.047s
2022-09-21 08:58:00,045 TRAIN Step: 500 Objs: 2.840843e+00 R1: 76.555093 R5: 91.636064 Duration: 104s BTime: 1.046s
2022-09-21 08:59:47,251 TRAIN Step: 600 Objs: 2.840348e+00 R1: 76.568512 R5: 91.630648 Duration: 107s BTime: 1.050s
2022-09-21 09:01:31,852 TRAIN Step: 700 Objs: 2.839934e+00 R1: 76.572530 R5: 91.639037 Duration: 104s BTime: 1.049s
2022-09-21 09:03:15,343 TRAIN Step: 800 Objs: 2.840396e+00 R1: 76.564085 R5: 91.629726 Duration: 103s BTime: 1.047s
2022-09-21 09:04:59,944 TRAIN Step: 900 Objs: 2.840536e+00 R1: 76.556105 R5: 91.631044 Duration: 104s BTime: 1.047s
2022-09-21 09:06:41,968 TRAIN Step: 1000 Objs: 2.839682e+00 R1: 76.569817 R5: 91.636196 Duration: 102s BTime: 1.044s
2022-09-21 09:08:24,404 TRAIN Step: 1100 Objs: 2.840299e+00 R1: 76.555049 R5: 91.623471 Duration: 102s BTime: 1.042s
2022-09-21 09:10:07,562 TRAIN Step: 1200 Objs: 2.840385e+00 R1: 76.549571 R5: 91.619695 Duration: 103s BTime: 1.041s
2022-09-21 09:10:56,334 Train_acc: 76.539670
2022-09-21 09:11:20,041 VALID Step: 000 Objs: 5.428302e-01 R1: 89.453125 R5: 97.265625 Duration: 0s
2022-09-21 09:11:52,194 Valid_acc_top1: 75.022000
2022-09-21 09:11:52,195 Valid_acc_top5: 92.318000
2022-09-21 09:11:52,195 Best acc top1: 75.022000
2022-09-21 09:11:52,195 Epoch time: 1386s.
2022-09-21 09:11:52,945 Epoch: 244 lr 2.040816e-03
2022-09-21 09:12:21,935 TRAIN Step: 000 Objs: 2.882565e+00 R1: 74.804688 R5: 91.308594 Duration: 0s BTime: 1.434s
2022-09-21 09:14:07,412 TRAIN Step: 100 Objs: 2.829561e+00 R1: 76.772316 R5: 91.702119 Duration: 105s BTime: 1.047s
2022-09-21 09:15:51,174 TRAIN Step: 200 Objs: 2.833176e+00 R1: 76.667930 R5: 91.656464 Duration: 103s BTime: 1.042s
2022-09-21 09:17:35,845 TRAIN Step: 300 Objs: 2.831375e+00 R1: 76.735751 R5: 91.686566 Duration: 104s BTime: 1.042s
2022-09-21 09:19:16,750 TRAIN Step: 400 Objs: 2.830197e+00 R1: 76.758543 R5: 91.707986 Duration: 100s BTime: 1.034s
2022-09-21 09:20:55,346 TRAIN Step: 500 Objs: 2.830997e+00 R1: 76.772627 R5: 91.707795 Duration: 98s BTime: 1.024s
2022-09-21 09:22:40,335 TRAIN Step: 600 Objs: 2.829550e+00 R1: 76.772112 R5: 91.728792 Duration: 104s BTime: 1.028s
2022-09-21 09:24:19,263 TRAIN Step: 700 Objs: 2.828790e+00 R1: 76.777037 R5: 91.746166 Duration: 98s BTime: 1.022s
2022-09-21 09:26:01,456 TRAIN Step: 800 Objs: 2.827901e+00 R1: 76.790365 R5: 91.746523 Duration: 102s BTime: 1.022s
2022-09-21 09:27:41,443 TRAIN Step: 900 Objs: 2.827738e+00 R1: 76.785993 R5: 91.752870 Duration: 99s BTime: 1.019s
2022-09-21 09:29:19,410 TRAIN Step: 1000 Objs: 2.828237e+00 R1: 76.782007 R5: 91.740096 Duration: 97s BTime: 1.015s
2022-09-21 09:30:58,740 TRAIN Step: 1100 Objs: 2.827647e+00 R1: 76.789212 R5: 91.751284 Duration: 99s BTime: 1.013s
2022-09-21 09:32:36,865 TRAIN Step: 1200 Objs: 2.828086e+00 R1: 76.778222 R5: 91.749307 Duration: 98s BTime: 1.010s
2022-09-21 09:33:24,138 Train_acc: 76.774144
2022-09-21 09:33:48,154 VALID Step: 000 Objs: 5.287241e-01 R1: 89.550781 R5: 97.558594 Duration: 0s
2022-09-21 09:34:21,295 Valid_acc_top1: 75.028000
2022-09-21 09:34:21,296 Valid_acc_top5: 92.354000
2022-09-21 09:34:21,296 Best acc top1: 75.028000
2022-09-21 09:34:21,296 Epoch time: 1348s.
2022-09-21 09:34:22,417 Epoch: 245 lr 2.040816e-03
2022-09-21 09:34:53,825 TRAIN Step: 000 Objs: 2.757962e+00 R1: 76.464844 R5: 92.773438 Duration: 0s BTime: 1.461s
2022-09-21 09:36:34,130 TRAIN Step: 100 Objs: 2.828905e+00 R1: 76.847734 R5: 91.748530 Duration: 100s BTime: 1.006s
2022-09-21 09:38:15,116 TRAIN Step: 200 Objs: 2.826488e+00 R1: 76.885106 R5: 91.807564 Duration: 100s BTime: 1.007s
2022-09-21 09:39:59,262 TRAIN Step: 300 Objs: 2.826375e+00 R1: 76.893104 R5: 91.775786 Duration: 104s BTime: 1.017s
2022-09-21 09:41:44,063 TRAIN Step: 400 Objs: 2.824832e+00 R1: 76.899061 R5: 91.787864 Duration: 104s BTime: 1.025s
2022-09-21 09:43:23,671 TRAIN Step: 500 Objs: 2.822797e+00 R1: 76.894063 R5: 91.780696 Duration: 99s BTime: 1.019s
2022-09-21 09:45:09,169 TRAIN Step: 600 Objs: 2.823308e+00 R1: 76.873830 R5: 91.781438 Duration: 105s BTime: 1.024s
2022-09-21 09:46:47,899 TRAIN Step: 700 Objs: 2.824013e+00 R1: 76.883191 R5: 91.781830 Duration: 98s BTime: 1.019s
2022-09-21 09:48:27,633 TRAIN Step: 800 Objs: 2.824803e+00 R1: 76.862174 R5: 91.773223 Duration: 99s BTime: 1.016s
2022-09-21 09:50:07,019 TRAIN Step: 900 Objs: 2.823958e+00 R1: 76.882457 R5: 91.777365 Duration: 99s BTime: 1.013s
2022-09-21 09:51:46,671 TRAIN Step: 1000 Objs: 2.822438e+00 R1: 76.915955 R5: 91.789558 Duration: 99s BTime: 1.011s
2022-09-21 09:53:28,755 TRAIN Step: 1100 Objs: 2.822727e+00 R1: 76.913300 R5: 91.783038 Duration: 102s BTime: 1.012s
2022-09-21 09:55:07,164 TRAIN Step: 1200 Objs: 2.822708e+00 R1: 76.909785 R5: 91.786630 Duration: 98s BTime: 1.010s
2022-09-21 09:55:53,557 Train_acc: 76.901372
2022-09-21 09:56:18,083 VALID Step: 000 Objs: 5.365092e-01 R1: 89.843750 R5: 97.363281 Duration: 0s
2022-09-21 09:56:51,929 Valid_acc_top1: 75.026000
2022-09-21 09:56:51,929 Valid_acc_top5: 92.356000
2022-09-21 09:56:51,929 Best acc top1: 75.028000
2022-09-21 09:56:51,929 Epoch time: 1349s.
2022-09-21 09:56:52,317 Epoch: 246 lr 1.632653e-03
2022-09-21 09:57:23,328 TRAIN Step: 000 Objs: 2.749329e+00 R1: 78.710938 R5: 92.480469 Duration: 0s BTime: 1.343s
2022-09-21 09:59:06,582 TRAIN Step: 100 Objs: 2.821528e+00 R1: 77.130067 R5: 91.853922 Duration: 103s BTime: 1.033s
2022-09-21 10:00:47,702 TRAIN Step: 200 Objs: 2.820484e+00 R1: 77.067786 R5: 91.794446 Duration: 101s BTime: 1.021s
2022-09-21 10:02:28,270 TRAIN Step: 300 Objs: 2.819283e+00 R1: 77.024502 R5: 91.801417 Duration: 100s BTime: 1.015s
2022-09-21 10:04:11,634 TRAIN Step: 400 Objs: 2.820929e+00 R1: 77.019853 R5: 91.770574 Duration: 103s BTime: 1.020s
2022-09-21 10:06:00,108 TRAIN Step: 500 Objs: 2.821564e+00 R1: 76.992889 R5: 91.777188 Duration: 108s BTime: 1.032s
2022-09-21 10:07:42,330 TRAIN Step: 600 Objs: 2.821929e+00 R1: 76.961737 R5: 91.776889 Duration: 102s BTime: 1.030s
2022-09-21 10:09:21,996 TRAIN Step: 700 Objs: 2.821312e+00 R1: 76.964966 R5: 91.798825 Duration: 99s BTime: 1.025s
2022-09-21 10:11:04,637 TRAIN Step: 800 Objs: 2.821366e+00 R1: 76.959099 R5: 91.804190 Duration: 102s BTime: 1.025s
2022-09-21 10:12:46,832 TRAIN Step: 900 Objs: 2.820678e+00 R1: 76.981739 R5: 91.809339 Duration: 102s BTime: 1.024s
2022-09-21 10:14:32,978 TRAIN Step: 1000 Objs: 2.821253e+00 R1: 76.964442 R5: 91.800972 Duration: 106s BTime: 1.028s
2022-09-21 10:16:15,976 TRAIN Step: 1100 Objs: 2.821778e+00 R1: 76.963680 R5: 91.788804 Duration: 102s BTime: 1.028s
2022-09-21 10:17:57,124 TRAIN Step: 1200 Objs: 2.821781e+00 R1: 76.954670 R5: 91.793297 Duration: 101s BTime: 1.026s
2022-09-21 10:18:42,492 Train_acc: 76.959054
2022-09-21 10:19:04,185 VALID Step: 000 Objs: 5.296692e-01 R1: 89.746094 R5: 97.363281 Duration: 0s
2022-09-21 10:19:39,644 Valid_acc_top1: 75.104000
2022-09-21 10:19:39,645 Valid_acc_top5: 92.284000
2022-09-21 10:19:39,645 Best acc top1: 75.104000
2022-09-21 10:19:39,645 Epoch time: 1367s.
2022-09-21 10:19:40,610 Epoch: 247 lr 1.224490e-03
2022-09-21 10:20:11,649 TRAIN Step: 000 Objs: 2.740458e+00 R1: 79.492188 R5: 92.285156 Duration: 0s BTime: 1.279s
2022-09-21 10:21:59,913 TRAIN Step: 100 Objs: 2.801282e+00 R1: 77.436572 R5: 91.926439 Duration: 108s BTime: 1.083s
2022-09-21 10:23:45,920 TRAIN Step: 200 Objs: 2.810520e+00 R1: 77.224716 R5: 91.933885 Duration: 106s BTime: 1.071s
2022-09-21 10:25:30,493 TRAIN Step: 300 Objs: 2.815380e+00 R1: 77.180881 R5: 91.850083 Duration: 104s BTime: 1.062s
2022-09-21 10:27:18,204 TRAIN Step: 400 Objs: 2.815837e+00 R1: 77.134313 R5: 91.832187 Duration: 107s BTime: 1.065s
2022-09-21 10:29:02,327 TRAIN Step: 500 Objs: 2.814415e+00 R1: 77.137912 R5: 91.878937 Duration: 104s BTime: 1.060s
2022-09-21 10:30:48,468 TRAIN Step: 600 Objs: 2.813978e+00 R1: 77.130889 R5: 91.885594 Duration: 106s BTime: 1.060s
2022-09-21 10:32:29,042 TRAIN Step: 700 Objs: 2.815789e+00 R1: 77.091599 R5: 91.863465 Duration: 100s BTime: 1.052s
2022-09-21 10:34:10,375 TRAIN Step: 800 Objs: 2.815579e+00 R1: 77.109424 R5: 91.869294 Duration: 101s BTime: 1.047s
2022-09-21 10:35:48,871 TRAIN Step: 900 Objs: 2.816253e+00 R1: 77.107251 R5: 91.865592 Duration: 98s BTime: 1.040s
2022-09-21 10:37:27,893 TRAIN Step: 1000 Objs: 2.815394e+00 R1: 77.113219 R5: 91.881946 Duration: 99s BTime: 1.035s
2022-09-21 10:39:06,428 TRAIN Step: 1100 Objs: 2.815983e+00 R1: 77.101871 R5: 91.876082 Duration: 98s BTime: 1.030s
2022-09-21 10:40:43,338 TRAIN Step: 1200 Objs: 2.816518e+00 R1: 77.094365 R5: 91.870544 Duration: 96s BTime: 1.025s
2022-09-21 10:41:29,880 Train_acc: 77.088779
2022-09-21 10:41:54,566 VALID Step: 000 Objs: 5.330198e-01 R1: 89.257812 R5: 97.558594 Duration: 0s
2022-09-21 10:42:27,761 Valid_acc_top1: 75.172000
2022-09-21 10:42:27,761 Valid_acc_top5: 92.398000
2022-09-21 10:42:27,761 Best acc top1: 75.172000
2022-09-21 10:42:27,761 Epoch time: 1367s.
2022-09-21 10:42:28,570 Epoch: 248 lr 8.163265e-04
2022-09-21 10:43:00,002 TRAIN Step: 000 Objs: 2.872888e+00 R1: 75.000000 R5: 91.894531 Duration: 0s BTime: 1.498s
2022-09-21 10:44:37,935 TRAIN Step: 100 Objs: 2.804149e+00 R1: 77.282836 R5: 91.924505 Duration: 97s BTime: 0.982s
2022-09-21 10:46:21,392 TRAIN Step: 200 Objs: 2.807226e+00 R1: 77.186820 R5: 91.900361 Duration: 103s BTime: 1.007s
2022-09-21 10:48:03,639 TRAIN Step: 300 Objs: 2.808948e+00 R1: 77.183801 R5: 91.887718 Duration: 102s BTime: 1.012s
2022-09-21 10:49:43,976 TRAIN Step: 400 Objs: 2.810536e+00 R1: 77.169625 R5: 91.865794 Duration: 100s BTime: 1.009s
2022-09-21 10:51:21,676 TRAIN Step: 500 Objs: 2.812002e+00 R1: 77.152921 R5: 91.853597 Duration: 97s BTime: 1.003s
2022-09-21 10:53:01,295 TRAIN Step: 600 Objs: 2.813300e+00 R1: 77.131864 R5: 91.852446 Duration: 99s BTime: 1.001s
2022-09-21 10:54:41,743 TRAIN Step: 700 Objs: 2.814329e+00 R1: 77.130049 R5: 91.839643 Duration: 100s BTime: 1.001s
2022-09-21 10:56:21,620 TRAIN Step: 800 Objs: 2.814283e+00 R1: 77.112594 R5: 91.834791 Duration: 99s BTime: 1.001s
2022-09-21 10:57:58,973 TRAIN Step: 900 Objs: 2.813971e+00 R1: 77.100206 R5: 91.855620 Duration: 97s BTime: 0.998s
2022-09-21 10:59:37,465 TRAIN Step: 1000 Objs: 2.814122e+00 R1: 77.100829 R5: 91.853752 Duration: 98s BTime: 0.996s
2022-09-21 11:01:20,052 TRAIN Step: 1100 Objs: 2.814214e+00 R1: 77.100097 R5: 91.855238 Duration: 102s BTime: 0.999s
2022-09-21 11:02:59,235 TRAIN Step: 1200 Objs: 2.814253e+00 R1: 77.099487 R5: 91.854769 Duration: 99s BTime: 0.998s
2022-09-21 11:03:45,097 Train_acc: 77.097443
2022-09-21 11:04:11,814 VALID Step: 000 Objs: 5.367917e-01 R1: 89.648438 R5: 97.265625 Duration: 0s
2022-09-21 11:04:44,297 Valid_acc_top1: 75.040000
2022-09-21 11:04:44,297 Valid_acc_top5: 92.430000
2022-09-21 11:04:44,297 Best acc top1: 75.172000
2022-09-21 11:04:44,298 Epoch time: 1335s.
2022-09-21 11:04:44,766 Epoch: 249 lr 4.081633e-04
2022-09-21 11:05:15,783 TRAIN Step: 000 Objs: 2.783536e+00 R1: 78.125000 R5: 92.089844 Duration: 0s BTime: 1.597s
2022-09-21 11:06:59,821 TRAIN Step: 100 Objs: 2.810541e+00 R1: 77.162941 R5: 91.904200 Duration: 104s BTime: 1.044s
2022-09-21 11:08:42,391 TRAIN Step: 200 Objs: 2.813323e+00 R1: 77.062442 R5: 91.850805 Duration: 102s BTime: 1.034s
2022-09-21 11:10:22,825 TRAIN Step: 300 Objs: 2.811604e+00 R1: 77.082901 R5: 91.884474 Duration: 100s BTime: 1.024s
2022-09-21 11:12:09,503 TRAIN Step: 400 Objs: 2.813231e+00 R1: 77.084145 R5: 91.853374 Duration: 106s BTime: 1.034s
2022-09-21 11:13:54,311 TRAIN Step: 500 Objs: 2.811509e+00 R1: 77.139666 R5: 91.876014 Duration: 104s BTime: 1.036s
2022-09-21 11:15:40,475 TRAIN Step: 600 Objs: 2.810978e+00 R1: 77.162087 R5: 91.881045 Duration: 106s BTime: 1.040s
2022-09-21 11:17:27,134 TRAIN Step: 700 Objs: 2.810403e+00 R1: 77.186190 R5: 91.890352 Duration: 106s BTime: 1.044s
2022-09-21 11:19:11,308 TRAIN Step: 800 Objs: 2.811029e+00 R1: 77.176357 R5: 91.884290 Duration: 104s BTime: 1.043s
2022-09-21 11:20:56,147 TRAIN Step: 900 Objs: 2.811803e+00 R1: 77.154724 R5: 91.872529 Duration: 104s BTime: 1.044s
2022-09-21 11:22:40,730 TRAIN Step: 1000 Objs: 2.811659e+00 R1: 77.150194 R5: 91.874532 Duration: 104s BTime: 1.044s
2022-09-21 11:24:26,386 TRAIN Step: 1100 Objs: 2.811677e+00 R1: 77.139745 R5: 91.878743 Duration: 105s BTime: 1.045s
2022-09-21 11:26:08,797 TRAIN Step: 1200 Objs: 2.811342e+00 R1: 77.146567 R5: 91.882253 Duration: 102s BTime: 1.043s
2022-09-21 11:26:56,366 Train_acc: 77.151456
2022-09-21 11:27:22,406 VALID Step: 000 Objs: 5.381959e-01 R1: 89.550781 R5: 97.265625 Duration: 0s
2022-09-21 11:27:53,559 Valid_acc_top1: 75.116000
2022-09-21 11:27:53,559 Valid_acc_top5: 92.410000
2022-09-21 11:27:53,559 Best acc top1: 75.172000
2022-09-21 11:27:53,559 Epoch time: 1388s.
