hello
hello

📌S Retain class distribution for seed 10:
Class 0: 4500
Class 1: 4500
Class 2: 4500
Class 3: 4500
Class 4: 4500
Class 5: 4500
Class 6: 4500
Class 7: 4500
Class 8: 4500
Class 9: 4500

📌S Forget class distribution for seed 10:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
hello
hello
⚠️ Warning: Retain train loader may not be shuffled.
Training Epoch: 1 [256/45000]	Loss: 2.4408	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.4989	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4228	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.4079	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3610	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2774	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.0948	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 1.9044	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 1.6666	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 1.5260	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 1.1869	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 1.0327	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 0.8002	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 0.6129	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 0.4612	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 0.3801	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 0.2922	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 0.3170	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 0.2457	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 0.2681	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 0.2208	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 0.3150	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 0.2074	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 0.1808	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 0.2325	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 0.1553	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 0.1276	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 0.1775	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 0.1967	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 0.1412	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 0.2391	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 0.2296	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 0.2781	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 0.2586	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 0.4014	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 0.2096	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 0.1677	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 0.2463	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 0.2124	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 0.2504	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 0.2814	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 0.2924	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 0.2123	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 0.2643	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 0.3257	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 0.2493	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 0.2008	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 0.2413	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 0.1867	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 0.3274	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 0.2573	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 0.1617	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 0.1396	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 0.2635	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 0.2356	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 0.3576	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 0.2323	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 0.2100	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 0.2545	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 0.3621	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 0.3188	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 0.3261	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 0.2228	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 0.2503	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 0.3630	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 0.1413	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 0.2288	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 0.4126	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 0.2082	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 0.3854	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 0.2143	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 0.3459	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 0.3272	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 0.3796	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 0.2513	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 0.2410	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 0.2846	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 0.3596	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 0.3370	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 0.1634	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 0.2783	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 0.1924	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 0.2171	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 0.2990	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 0.2313	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 0.2086	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 0.2481	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 0.2447	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 0.2730	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 0.2384	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 0.2279	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 0.1776	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 0.3430	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 0.1604	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 0.2609	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 0.3348	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 0.1629	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 0.2447	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 0.3486	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 0.2215	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 0.2837	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 0.1758	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 0.1445	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 0.2022	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 0.2141	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 0.2380	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 0.5645	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 0.2502	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 0.4262	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 0.3778	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 0.3722	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 0.5564	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 0.4878	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 0.3806	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 0.2705	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 0.4158	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 0.2470	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 0.5578	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 0.3103	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 0.3585	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 0.3064	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 0.4785	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 0.2021	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 0.4912	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 0.5631	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 0.5123	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 0.4113	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 0.4012	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 0.5463	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 0.3607	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 0.4079	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 0.4520	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 0.3728	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 0.3300	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 0.4272	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 0.3734	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 0.3981	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 0.2716	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 0.3615	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 0.3316	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 0.4394	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 0.3414	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 0.3994	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 0.3534	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 0.5613	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 0.6226	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 0.4132	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 0.3178	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 0.5979	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 0.3962	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 0.3878	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 0.3820	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 0.4430	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 0.3831	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 0.4103	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 0.3311	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 0.3672	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 0.3186	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 0.3461	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 0.3642	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 0.3467	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 0.3701	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 0.4289	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 0.3129	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 0.3252	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 0.4523	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 0.4382	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 0.4719	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 0.3289	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 0.5022	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 0.3623	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 0.4070	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 0.2660	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 0.3346	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 0.4002	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 0.3367	LR: 0.099432
Epoch 1 - Average Train Loss: 0.4346, Train Accuracy: 0.8616
Epoch 1 training time consumed: 325.73s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0013, Accuracy: 0.8976, Time consumed:23.51s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_13h_04m_25s/ViT-Cifar10-seed10-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 0.4716	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 0.3963	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 0.3350	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 0.3376	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 0.3311	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 0.4118	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 0.4276	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 0.3391	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 0.2490	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 0.3505	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 0.3974	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 0.4616	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 0.3614	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 0.6023	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 0.7348	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 0.4680	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 0.6708	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 0.8206	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 0.8996	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 0.6706	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 0.7096	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 0.6143	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 0.6083	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 0.7695	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 0.6308	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 0.4776	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 0.5312	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 0.6180	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 0.5621	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 0.6517	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 0.6465	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 0.7777	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 0.5801	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 0.5151	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 0.5434	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 0.5291	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 0.8067	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 0.4569	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 0.4171	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 0.5664	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 0.3819	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 0.4212	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 0.3270	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 0.5390	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 0.2910	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 0.4079	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 0.2758	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 0.2168	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 0.1953	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 0.3944	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 0.2966	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 0.3577	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 0.2482	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 0.3678	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 0.3269	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 0.3365	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 0.3399	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 0.3052	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 0.2901	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 0.4682	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 0.4511	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 0.2910	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 0.3046	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 0.2219	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 0.2848	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 0.3611	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 0.2828	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 0.2693	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 0.2842	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 0.2273	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 0.2229	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 0.2388	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 0.1824	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 0.1286	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 0.3459	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 0.2358	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 0.1419	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 0.2281	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 0.2004	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 0.2394	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 0.3997	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 0.3534	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 0.3322	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 0.2698	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 0.3258	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 0.3122	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 0.4124	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 0.2377	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 0.2648	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 0.2752	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 0.3011	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 0.1311	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 0.2863	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 0.2917	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 0.2310	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 0.2671	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 0.2095	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 0.2164	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 0.1793	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 0.1778	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 0.1226	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 0.1964	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 0.2616	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 0.2004	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 0.2625	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 0.1619	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 0.1587	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 0.2634	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 0.2239	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 0.2891	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 0.2812	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 0.2091	LR: 0.100000
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Training Epoch: 2 [35328/45000]	Loss: 0.1705	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 0.1826	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 0.2091	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 0.2231	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 0.2167	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 0.2328	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 0.1170	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 0.2014	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 0.2061	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.2245	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 0.2006	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 0.2241	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 0.1497	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 0.1795	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.1686	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 0.1933	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 0.2144	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 0.2452	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 0.1915	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 0.2336	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 0.2114	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 0.1569	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 0.2242	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 0.1631	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 0.2770	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 0.1729	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 0.1717	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 0.1623	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 0.1270	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 0.1826	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 0.1632	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 0.2168	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 0.2107	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.1396	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 0.1568	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.1717	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 0.1476	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 0.2232	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 0.1685	LR: 0.100000
Epoch 2 - Average Train Loss: 0.3127, Train Accuracy: 0.8958
Epoch 2 training time consumed: 324.72s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0005, Accuracy: 0.9566, Time consumed:23.48s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_13h_04m_25s/ViT-Cifar10-seed10-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.1056	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.0970	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 0.1690	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.1899	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.1420	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.1049	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.1538	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.2093	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.1655	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.1570	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.1713	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.1571	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.1152	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.1227	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.1657	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.1662	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.1117	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.1067	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 0.1549	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.1579	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.1289	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.2413	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.1194	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.1305	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.1787	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.1802	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.1421	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.1338	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.1032	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.1316	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 0.2040	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.1620	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 0.1771	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 0.0804	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 0.1193	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 0.1059	LR: 0.100000
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Training Epoch: 3 [9728/45000]	Loss: 0.1369	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 0.1308	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 0.1138	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 0.1124	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 0.1192	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 0.1463	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.0862	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.1337	LR: 0.100000
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Training Epoch: 3 [14080/45000]	Loss: 0.1787	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 0.0958	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.1837	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.1093	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.1098	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.1311	LR: 0.100000
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Training Epoch: 3 [28160/45000]	Loss: 0.1177	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.1242	LR: 0.100000
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Training Epoch: 3 [28928/45000]	Loss: 0.1336	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.1623	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.1214	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.2233	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.1737	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.1302	LR: 0.100000
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Training Epoch: 3 [32000/45000]	Loss: 0.1057	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.1430	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.1130	LR: 0.100000
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Training Epoch: 3 [35072/45000]	Loss: 0.2788	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.1452	LR: 0.100000
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Training Epoch: 3 [35840/45000]	Loss: 0.1501	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.1740	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.1137	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.1817	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.2065	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.0941	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.1485	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.1491	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.1519	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.2057	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.2274	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.1225	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.1610	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.1811	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.1671	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.1379	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.2126	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.2023	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.2394	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.1564	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.1644	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.1154	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.2144	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.1885	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.1276	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.1640	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.2767	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.2434	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.2430	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.1660	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.1675	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.1431	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.1786	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.1704	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.1808	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.1159	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.1170	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1536, Train Accuracy: 0.9470
Epoch 3 training time consumed: 324.55s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0006, Accuracy: 0.9483, Time consumed:23.45s
Training Epoch: 4 [256/45000]	Loss: 0.1070	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.1553	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.1355	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.1141	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.1166	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.1129	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.1250	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.1126	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.1673	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.1090	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.2000	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.1259	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.1099	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.1756	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.0871	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.0808	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.1446	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.0961	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.1463	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.1254	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.1502	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.0851	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.1130	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.1075	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.1936	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.0839	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.1686	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.1305	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.2255	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.1894	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.1573	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.1818	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.1832	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.1429	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.2077	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.1788	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.0988	LR: 0.100000
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Training Epoch: 4 [9984/45000]	Loss: 0.2931	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.2137	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.1463	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.2722	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.2418	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.1851	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.2004	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.1766	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.0899	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.1224	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.1534	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.1801	LR: 0.100000
Epoch 4 - Average Train Loss: 0.1568, Train Accuracy: 0.9468
Epoch 4 training time consumed: 324.96s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0005, Accuracy: 0.9601, Time consumed:23.48s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_13h_04m_25s/ViT-Cifar10-seed10-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.0981	LR: 0.100000
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Training Epoch: 5 [43008/45000]	Loss: 0.1680	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.1784	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.1747	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.2341	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.1468	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.2433	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.1629	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.1973	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.1101	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1598, Train Accuracy: 0.9457
Epoch 5 training time consumed: 324.46s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0008, Accuracy: 0.9357, Time consumed:23.48s
Training Epoch: 6 [256/45000]	Loss: 0.1875	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.1308	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.1270	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.1826	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.1409	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.0804	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.0669	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.0883	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.1590	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.1178	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.0872	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.1611	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.0962	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.1038	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.1229	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.1586	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.1162	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.1393	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.1819	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.1099	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.2629	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.1836	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.1364	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.1750	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.1995	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.1521	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.3499	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.1192	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.1383	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.1655	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.1937	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.1085	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.1804	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.1160	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.1563	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.1161	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.1590	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.1594	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.1565	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.1473	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.1408	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.1151	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.1420	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.0801	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.1139	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.1454	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.1704	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.0942	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.2095	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.1670	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.1794	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.1079	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.1425	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.1972	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.1579	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.1099	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.1630	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.1742	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.1223	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.1887	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.1485	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.0619	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.0524	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.2232	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.1082	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.1765	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.1796	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.0967	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.1500	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.2604	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.0925	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.1630	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.2381	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.1641	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.2175	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.1919	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.1864	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.1539	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.1591	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.1869	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.1937	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.0945	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.1849	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.2130	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.1396	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.1701	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.1504	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.1256	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.1330	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.1907	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.1664	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.1361	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.2304	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.1216	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.1774	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.1928	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.2273	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.1345	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.1591	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.2154	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.1817	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.1318	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.2375	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.1125	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.1553	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.2584	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.1076	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.2555	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.2727	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.1902	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.1823	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.1945	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.2333	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.1459	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.2019	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.2147	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.1657	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.1250	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.1607	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.1455	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.1625	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.1710	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.1891	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.1753	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.2470	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.1348	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.1631	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.2466	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.1549	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.1884	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.1689	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.1462	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.3242	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.1883	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.1955	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.2430	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.2235	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.2290	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.1771	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.2950	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.1511	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.1435	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.1407	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.1737	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.1182	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.1078	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.0895	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.1971	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.1552	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.1842	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.2816	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.1575	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.1338	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.3592	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.2828	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.2157	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.3529	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.3316	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.2043	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.3377	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.3322	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.3078	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.2326	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.3104	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.2603	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.3844	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.2272	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.2114	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.2112	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.2079	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.1645	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.1779	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.2155	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.2044	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.2256	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.1672	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1766, Train Accuracy: 0.9397
Epoch 6 training time consumed: 324.62s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0010, Accuracy: 0.9156, Time consumed:23.47s
Training Epoch: 7 [256/45000]	Loss: 0.2362	LR: 0.020000
Training Epoch: 7 [512/45000]	Loss: 0.1876	LR: 0.020000
Training Epoch: 7 [768/45000]	Loss: 0.2132	LR: 0.020000
Training Epoch: 7 [1024/45000]	Loss: 0.1830	LR: 0.020000
Training Epoch: 7 [1280/45000]	Loss: 0.1313	LR: 0.020000
Training Epoch: 7 [1536/45000]	Loss: 0.1043	LR: 0.020000
Training Epoch: 7 [1792/45000]	Loss: 0.0952	LR: 0.020000
Training Epoch: 7 [2048/45000]	Loss: 0.1212	LR: 0.020000
Training Epoch: 7 [2304/45000]	Loss: 0.0821	LR: 0.020000
Training Epoch: 7 [2560/45000]	Loss: 0.0696	LR: 0.020000
Training Epoch: 7 [2816/45000]	Loss: 0.0776	LR: 0.020000
Training Epoch: 7 [3072/45000]	Loss: 0.0830	LR: 0.020000
Training Epoch: 7 [3328/45000]	Loss: 0.1339	LR: 0.020000
Training Epoch: 7 [3584/45000]	Loss: 0.0914	LR: 0.020000
Training Epoch: 7 [3840/45000]	Loss: 0.1175	LR: 0.020000
Training Epoch: 7 [4096/45000]	Loss: 0.0708	LR: 0.020000
Training Epoch: 7 [4352/45000]	Loss: 0.0793	LR: 0.020000
Training Epoch: 7 [4608/45000]	Loss: 0.1362	LR: 0.020000
Training Epoch: 7 [4864/45000]	Loss: 0.0686	LR: 0.020000
Training Epoch: 7 [5120/45000]	Loss: 0.0828	LR: 0.020000
Training Epoch: 7 [5376/45000]	Loss: 0.0247	LR: 0.020000
Training Epoch: 7 [5632/45000]	Loss: 0.0845	LR: 0.020000
Training Epoch: 7 [5888/45000]	Loss: 0.0317	LR: 0.020000
Training Epoch: 7 [6144/45000]	Loss: 0.0358	LR: 0.020000
Training Epoch: 7 [6400/45000]	Loss: 0.0486	LR: 0.020000
Training Epoch: 7 [6656/45000]	Loss: 0.0424	LR: 0.020000
Training Epoch: 7 [6912/45000]	Loss: 0.0661	LR: 0.020000
Training Epoch: 7 [7168/45000]	Loss: 0.0650	LR: 0.020000
Training Epoch: 7 [7424/45000]	Loss: 0.0750	LR: 0.020000
Training Epoch: 7 [7680/45000]	Loss: 0.0635	LR: 0.020000
Training Epoch: 7 [7936/45000]	Loss: 0.0471	LR: 0.020000
Training Epoch: 7 [8192/45000]	Loss: 0.0819	LR: 0.020000
Training Epoch: 7 [8448/45000]	Loss: 0.0631	LR: 0.020000
Training Epoch: 7 [8704/45000]	Loss: 0.0593	LR: 0.020000
Training Epoch: 7 [8960/45000]	Loss: 0.0868	LR: 0.020000
Training Epoch: 7 [9216/45000]	Loss: 0.0471	LR: 0.020000
Training Epoch: 7 [9472/45000]	Loss: 0.0412	LR: 0.020000
Training Epoch: 7 [9728/45000]	Loss: 0.0774	LR: 0.020000
Training Epoch: 7 [9984/45000]	Loss: 0.0887	LR: 0.020000
Training Epoch: 7 [10240/45000]	Loss: 0.0557	LR: 0.020000
Training Epoch: 7 [10496/45000]	Loss: 0.0689	LR: 0.020000
Training Epoch: 7 [10752/45000]	Loss: 0.1045	LR: 0.020000
Training Epoch: 7 [11008/45000]	Loss: 0.0228	LR: 0.020000
Training Epoch: 7 [11264/45000]	Loss: 0.0626	LR: 0.020000
Training Epoch: 7 [11520/45000]	Loss: 0.0601	LR: 0.020000
Training Epoch: 7 [11776/45000]	Loss: 0.0154	LR: 0.020000
Training Epoch: 7 [12032/45000]	Loss: 0.0705	LR: 0.020000
Training Epoch: 7 [12288/45000]	Loss: 0.0642	LR: 0.020000
Training Epoch: 7 [12544/45000]	Loss: 0.0712	LR: 0.020000
Training Epoch: 7 [12800/45000]	Loss: 0.0481	LR: 0.020000
Training Epoch: 7 [13056/45000]	Loss: 0.0828	LR: 0.020000
Training Epoch: 7 [13312/45000]	Loss: 0.0200	LR: 0.020000
Training Epoch: 7 [13568/45000]	Loss: 0.0216	LR: 0.020000
Training Epoch: 7 [13824/45000]	Loss: 0.0493	LR: 0.020000
Training Epoch: 7 [14080/45000]	Loss: 0.0632	LR: 0.020000
Training Epoch: 7 [14336/45000]	Loss: 0.0467	LR: 0.020000
Training Epoch: 7 [14592/45000]	Loss: 0.0684	LR: 0.020000
Training Epoch: 7 [14848/45000]	Loss: 0.0642	LR: 0.020000
Training Epoch: 7 [15104/45000]	Loss: 0.1121	LR: 0.020000
Training Epoch: 7 [15360/45000]	Loss: 0.0551	LR: 0.020000
Training Epoch: 7 [15616/45000]	Loss: 0.0595	LR: 0.020000
Training Epoch: 7 [15872/45000]	Loss: 0.0585	LR: 0.020000
Training Epoch: 7 [16128/45000]	Loss: 0.0563	LR: 0.020000
Training Epoch: 7 [16384/45000]	Loss: 0.0807	LR: 0.020000
Training Epoch: 7 [16640/45000]	Loss: 0.0573	LR: 0.020000
Training Epoch: 7 [16896/45000]	Loss: 0.0380	LR: 0.020000
Training Epoch: 7 [17152/45000]	Loss: 0.0388	LR: 0.020000
Training Epoch: 7 [17408/45000]	Loss: 0.0567	LR: 0.020000
Training Epoch: 7 [17664/45000]	Loss: 0.0689	LR: 0.020000
Training Epoch: 7 [17920/45000]	Loss: 0.0544	LR: 0.020000
Training Epoch: 7 [18176/45000]	Loss: 0.0599	LR: 0.020000
Training Epoch: 7 [18432/45000]	Loss: 0.0278	LR: 0.020000
Training Epoch: 7 [18688/45000]	Loss: 0.0451	LR: 0.020000
Training Epoch: 7 [18944/45000]	Loss: 0.0150	LR: 0.020000
Training Epoch: 7 [19200/45000]	Loss: 0.0937	LR: 0.020000
Training Epoch: 7 [19456/45000]	Loss: 0.0785	LR: 0.020000
Training Epoch: 7 [19712/45000]	Loss: 0.1118	LR: 0.020000
Training Epoch: 7 [19968/45000]	Loss: 0.0500	LR: 0.020000
Training Epoch: 7 [20224/45000]	Loss: 0.0279	LR: 0.020000
Training Epoch: 7 [20480/45000]	Loss: 0.0624	LR: 0.020000
Training Epoch: 7 [20736/45000]	Loss: 0.0580	LR: 0.020000
Training Epoch: 7 [20992/45000]	Loss: 0.0384	LR: 0.020000
Training Epoch: 7 [21248/45000]	Loss: 0.0310	LR: 0.020000
Training Epoch: 7 [21504/45000]	Loss: 0.0632	LR: 0.020000
Training Epoch: 7 [21760/45000]	Loss: 0.0259	LR: 0.020000
Training Epoch: 7 [22016/45000]	Loss: 0.0514	LR: 0.020000
Training Epoch: 7 [22272/45000]	Loss: 0.0543	LR: 0.020000
Training Epoch: 7 [22528/45000]	Loss: 0.0639	LR: 0.020000
Training Epoch: 7 [22784/45000]	Loss: 0.0599	LR: 0.020000
Training Epoch: 7 [23040/45000]	Loss: 0.0775	LR: 0.020000
Training Epoch: 7 [23296/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 7 [23552/45000]	Loss: 0.0638	LR: 0.020000
Training Epoch: 7 [23808/45000]	Loss: 0.0447	LR: 0.020000
Training Epoch: 7 [24064/45000]	Loss: 0.0438	LR: 0.020000
Training Epoch: 7 [24320/45000]	Loss: 0.0897	LR: 0.020000
Training Epoch: 7 [24576/45000]	Loss: 0.0356	LR: 0.020000
Training Epoch: 7 [24832/45000]	Loss: 0.1034	LR: 0.020000
Training Epoch: 7 [25088/45000]	Loss: 0.0462	LR: 0.020000
Training Epoch: 7 [25344/45000]	Loss: 0.0448	LR: 0.020000
Training Epoch: 7 [25600/45000]	Loss: 0.0613	LR: 0.020000
Training Epoch: 7 [25856/45000]	Loss: 0.0582	LR: 0.020000
Training Epoch: 7 [26112/45000]	Loss: 0.0516	LR: 0.020000
Training Epoch: 7 [26368/45000]	Loss: 0.0311	LR: 0.020000
Training Epoch: 7 [26624/45000]	Loss: 0.0730	LR: 0.020000
Training Epoch: 7 [26880/45000]	Loss: 0.0564	LR: 0.020000
Training Epoch: 7 [27136/45000]	Loss: 0.1108	LR: 0.020000
Training Epoch: 7 [27392/45000]	Loss: 0.0341	LR: 0.020000
Training Epoch: 7 [27648/45000]	Loss: 0.0248	LR: 0.020000
Training Epoch: 7 [27904/45000]	Loss: 0.0308	LR: 0.020000
Training Epoch: 7 [28160/45000]	Loss: 0.0354	LR: 0.020000
Training Epoch: 7 [28416/45000]	Loss: 0.0291	LR: 0.020000
Training Epoch: 7 [28672/45000]	Loss: 0.0744	LR: 0.020000
Training Epoch: 7 [28928/45000]	Loss: 0.0606	LR: 0.020000
Training Epoch: 7 [29184/45000]	Loss: 0.0692	LR: 0.020000
Training Epoch: 7 [29440/45000]	Loss: 0.1044	LR: 0.020000
Training Epoch: 7 [29696/45000]	Loss: 0.0452	LR: 0.020000
Training Epoch: 7 [29952/45000]	Loss: 0.0297	LR: 0.020000
Training Epoch: 7 [30208/45000]	Loss: 0.0530	LR: 0.020000
Training Epoch: 7 [30464/45000]	Loss: 0.0399	LR: 0.020000
Training Epoch: 7 [30720/45000]	Loss: 0.0206	LR: 0.020000
Training Epoch: 7 [30976/45000]	Loss: 0.0749	LR: 0.020000
Training Epoch: 7 [31232/45000]	Loss: 0.0681	LR: 0.020000
Training Epoch: 7 [31488/45000]	Loss: 0.0293	LR: 0.020000
Training Epoch: 7 [31744/45000]	Loss: 0.0391	LR: 0.020000
Training Epoch: 7 [32000/45000]	Loss: 0.0401	LR: 0.020000
Training Epoch: 7 [32256/45000]	Loss: 0.0806	LR: 0.020000
Training Epoch: 7 [32512/45000]	Loss: 0.0886	LR: 0.020000
Training Epoch: 7 [32768/45000]	Loss: 0.0105	LR: 0.020000
Training Epoch: 7 [33024/45000]	Loss: 0.0227	LR: 0.020000
Training Epoch: 7 [33280/45000]	Loss: 0.0610	LR: 0.020000
Training Epoch: 7 [33536/45000]	Loss: 0.0321	LR: 0.020000
Training Epoch: 7 [33792/45000]	Loss: 0.0659	LR: 0.020000
Training Epoch: 7 [34048/45000]	Loss: 0.0631	LR: 0.020000
Training Epoch: 7 [34304/45000]	Loss: 0.0783	LR: 0.020000
Training Epoch: 7 [34560/45000]	Loss: 0.0461	LR: 0.020000
Training Epoch: 7 [34816/45000]	Loss: 0.0341	LR: 0.020000
Training Epoch: 7 [35072/45000]	Loss: 0.0456	LR: 0.020000
Training Epoch: 7 [35328/45000]	Loss: 0.0636	LR: 0.020000
Training Epoch: 7 [35584/45000]	Loss: 0.0363	LR: 0.020000
Training Epoch: 7 [35840/45000]	Loss: 0.0433	LR: 0.020000
Training Epoch: 7 [36096/45000]	Loss: 0.0348	LR: 0.020000
Training Epoch: 7 [36352/45000]	Loss: 0.0764	LR: 0.020000
Training Epoch: 7 [36608/45000]	Loss: 0.0348	LR: 0.020000
Training Epoch: 7 [36864/45000]	Loss: 0.0655	LR: 0.020000
Training Epoch: 7 [37120/45000]	Loss: 0.0405	LR: 0.020000
Training Epoch: 7 [37376/45000]	Loss: 0.0480	LR: 0.020000
Training Epoch: 7 [37632/45000]	Loss: 0.0778	LR: 0.020000
Training Epoch: 7 [37888/45000]	Loss: 0.0227	LR: 0.020000
Training Epoch: 7 [38144/45000]	Loss: 0.0760	LR: 0.020000
Training Epoch: 7 [38400/45000]	Loss: 0.0223	LR: 0.020000
Training Epoch: 7 [38656/45000]	Loss: 0.0341	LR: 0.020000
Training Epoch: 7 [38912/45000]	Loss: 0.0483	LR: 0.020000
Training Epoch: 7 [39168/45000]	Loss: 0.0602	LR: 0.020000
Training Epoch: 7 [39424/45000]	Loss: 0.0654	LR: 0.020000
Training Epoch: 7 [39680/45000]	Loss: 0.0301	LR: 0.020000
Training Epoch: 7 [39936/45000]	Loss: 0.0763	LR: 0.020000
Training Epoch: 7 [40192/45000]	Loss: 0.0431	LR: 0.020000
Training Epoch: 7 [40448/45000]	Loss: 0.0351	LR: 0.020000
Training Epoch: 7 [40704/45000]	Loss: 0.0406	LR: 0.020000
Training Epoch: 7 [40960/45000]	Loss: 0.0430	LR: 0.020000
Training Epoch: 7 [41216/45000]	Loss: 0.0917	LR: 0.020000
Training Epoch: 7 [41472/45000]	Loss: 0.0283	LR: 0.020000
Training Epoch: 7 [41728/45000]	Loss: 0.0723	LR: 0.020000
Training Epoch: 7 [41984/45000]	Loss: 0.0347	LR: 0.020000
Training Epoch: 7 [42240/45000]	Loss: 0.0658	LR: 0.020000
Training Epoch: 7 [42496/45000]	Loss: 0.0658	LR: 0.020000
Training Epoch: 7 [42752/45000]	Loss: 0.0729	LR: 0.020000
Training Epoch: 7 [43008/45000]	Loss: 0.0409	LR: 0.020000
Training Epoch: 7 [43264/45000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 7 [43520/45000]	Loss: 0.0623	LR: 0.020000
Training Epoch: 7 [43776/45000]	Loss: 0.0309	LR: 0.020000
Training Epoch: 7 [44032/45000]	Loss: 0.0462	LR: 0.020000
Training Epoch: 7 [44288/45000]	Loss: 0.0406	LR: 0.020000
Training Epoch: 7 [44544/45000]	Loss: 0.0447	LR: 0.020000
Training Epoch: 7 [44800/45000]	Loss: 0.0482	LR: 0.020000
Training Epoch: 7 [45000/45000]	Loss: 0.0439	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0613, Train Accuracy: 0.9788
Epoch 7 training time consumed: 325.14s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0004, Accuracy: 0.9711, Time consumed:23.47s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_13h_04m_25s/ViT-Cifar10-seed10-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0435	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.0425	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.0459	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.0246	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.0246	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.0309	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.0376	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.0158	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.0251	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.0376	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.0328	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.0428	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.0399	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.0400	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.0334	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.0158	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.0657	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.0530	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.0343	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.0286	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.0815	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.0217	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.0370	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.0240	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.0616	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.0393	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.0615	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.0754	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.0457	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.0491	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.0791	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.0326	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.0648	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.0814	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.0466	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.0146	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.0232	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.0395	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.0312	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.0180	LR: 0.020000
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Training Epoch: 8 [11264/45000]	Loss: 0.0238	LR: 0.020000
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Training Epoch: 8 [12032/45000]	Loss: 0.0228	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.0310	LR: 0.020000
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Training Epoch: 8 [12800/45000]	Loss: 0.0768	LR: 0.020000
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Training Epoch: 8 [13824/45000]	Loss: 0.0230	LR: 0.020000
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Training Epoch: 8 [16896/45000]	Loss: 0.0204	LR: 0.020000
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Training Epoch: 8 [19456/45000]	Loss: 0.0282	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.0446	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.0193	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.0331	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.0338	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.0209	LR: 0.020000
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Training Epoch: 8 [21248/45000]	Loss: 0.0421	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.0606	LR: 0.020000
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Training Epoch: 8 [22016/45000]	Loss: 0.0181	LR: 0.020000
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Training Epoch: 8 [22528/45000]	Loss: 0.0208	LR: 0.020000
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Training Epoch: 8 [23040/45000]	Loss: 0.0357	LR: 0.020000
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Training Epoch: 8 [25600/45000]	Loss: 0.0361	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.0655	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.0194	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.0222	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.0306	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.0244	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.0493	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.0227	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.0148	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.0298	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.0251	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.0381	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.0202	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.0368	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.0335	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.1131	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.0230	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.0621	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.0722	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.0370	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.0401	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.0260	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.0345	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.0548	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.0675	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.0562	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.0359	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.0854	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.0263	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.0416	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.0193	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.0280	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.0279	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.0315	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.0427	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.0483	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.0704	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.0195	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.0354	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.0316	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.0317	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.0588	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.0067	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.0110	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.0277	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.0443	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.0498	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.0408	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.0350	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.0168	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.0255	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.0442	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.0475	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.0268	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.0333	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.0280	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.0392	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.0460	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.0584	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.0185	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.0384	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.0209	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.0199	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.0934	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.0632	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.0201	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.0259	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.0465	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.0243	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.0525	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.0297	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.0326	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.0274	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.0542	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.0442	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.0294	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0375, Train Accuracy: 0.9871
Epoch 8 training time consumed: 324.61s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0004, Accuracy: 0.9708, Time consumed:23.46s
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 97.1484375
Retain Accuracy: 98.88396453857422
Zero-Retain Forget (ZRF): 0.772203266620636
Membership Inference Attack (MIA): 0.8132
Forget vs Retain Membership Inference Attack (MIA): 0.5085
Forget vs Test Membership Inference Attack (MIA): 0.5075
Test vs Retain Membership Inference Attack (MIA): 0.5175
Train vs Test Membership Inference Attack (MIA): 0.51375
Forget Set Accuracy (Df): 96.06388092041016
Method Execution Time: 5196.19 seconds
