hello
hello

📌S Retain class distribution for seed 2:
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 2:
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: 2.4952	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.5132	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.5429	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.4067	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.4425	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2920	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.1489	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 1.9755	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 1.6949	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 1.4707	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 1.2441	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 0.9665	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 0.8590	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 0.6560	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 0.5271	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 0.3959	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 0.3526	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 0.2909	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 0.1957	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 0.2435	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 0.2659	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 0.2205	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 0.1828	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 0.1730	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 0.1534	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 0.2835	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 0.1647	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 0.1587	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 0.1699	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 0.2766	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 0.2548	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 0.2441	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 0.2337	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 0.2050	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 0.1591	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 0.2704	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 0.3030	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 0.3681	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 0.2651	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 0.3320	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 0.2363	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 0.4195	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 0.4133	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 0.6066	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 0.2380	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 0.3920	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 0.4989	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 0.2385	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 0.3580	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 0.3270	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 0.1934	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 0.1872	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 0.2352	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 0.3545	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 0.3905	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 0.2833	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 0.4669	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 0.3060	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 0.2952	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 0.4242	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 0.5607	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 0.3304	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 0.2668	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 0.3088	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 0.3411	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 0.2541	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 0.3520	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 0.3799	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 0.2590	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 0.3107	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 0.3413	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 0.2918	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 0.2294	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 0.2600	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 0.1967	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 0.2154	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 0.1832	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 0.2664	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 0.2653	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 0.2842	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 0.1633	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 0.2725	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 0.2244	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 0.2161	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 0.1786	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 0.1806	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 0.2658	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 0.2366	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 0.2485	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 0.3041	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 0.3284	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 0.2141	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 0.2036	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 0.1755	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 0.2120	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 0.1792	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 0.1650	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 0.1559	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 0.2811	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 0.1375	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 0.1393	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 0.2712	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 0.1530	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 0.2971	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 0.1304	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 0.2330	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 0.1816	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 0.2412	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 0.0961	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 0.2400	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 0.2471	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 0.3063	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 0.1886	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 0.2598	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 0.2191	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 0.1927	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 0.2928	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 0.1200	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 0.2868	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 0.1650	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 0.2175	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 0.2731	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 0.1882	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 0.3562	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 0.2124	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 0.5500	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 0.3929	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 0.3014	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 0.3193	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 0.2761	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 0.3525	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 0.3331	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 0.2983	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 0.3580	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 0.4238	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 0.2771	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 0.3352	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 0.3283	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 0.4164	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 0.2850	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 0.2598	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 0.2117	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 0.2792	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 0.3183	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 0.2166	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 0.2925	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 0.1587	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 0.2367	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 0.2074	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 0.3220	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 0.2637	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 0.3619	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 0.2790	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 0.3543	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 0.3659	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 0.2375	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 0.1462	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 0.2446	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 0.2458	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 0.3442	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 0.1935	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 0.2305	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 0.2674	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 0.2638	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 0.2742	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 0.2955	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 0.2801	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 0.2115	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 0.2431	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 0.3104	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 0.3675	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 0.2277	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 0.2327	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 0.2568	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 0.2796	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 0.2646	LR: 0.099432
Epoch 1 - Average Train Loss: 0.3968, Train Accuracy: 0.8713
Epoch 1 training time consumed: 325.53s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0005, Accuracy: 0.9552, Time consumed:23.46s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_01h_30m_52s/ViT-Cifar10-seed2-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 0.2514	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 0.2537	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 0.2094	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 0.1938	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 0.2361	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 0.3460	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 0.2162	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 0.2222	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 0.1940	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 0.2161	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 0.1958	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 0.2541	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 0.1442	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 0.2686	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 0.1402	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 0.2384	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 0.1651	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 0.2768	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 0.2530	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 0.1410	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 0.1818	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 0.2467	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 0.2284	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 0.1986	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 0.2468	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 0.2493	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 0.2727	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 0.3977	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 0.2398	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 0.1985	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 0.3761	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 0.2419	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 0.2183	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 0.3610	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 0.1879	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 0.2451	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 0.1160	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 0.2238	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 0.1781	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 0.3024	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 0.2105	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 0.1353	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 0.1960	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 0.3138	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 0.1807	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 0.1961	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 0.2632	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 0.2542	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 0.1932	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 0.2057	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 0.2885	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 0.1696	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 0.4978	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 0.2947	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 0.2696	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 0.2488	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 0.2734	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 0.2581	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 0.1638	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 0.2749	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 0.1273	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 0.2226	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 0.2435	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 0.1665	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 0.4047	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 0.2478	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 0.4333	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 0.2301	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 0.2245	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 0.3236	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 0.2460	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 0.2828	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 0.2696	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 0.2307	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 0.2506	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 0.2820	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 0.3178	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 0.2142	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 0.1838	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 0.2727	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 0.1549	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 0.2161	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 0.1489	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 0.2105	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 0.1831	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 0.2274	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 0.2475	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 0.1560	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 0.2862	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 0.1781	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 0.2126	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 0.1945	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 0.3372	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 0.1614	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 0.1652	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 0.1549	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 0.2612	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 0.1481	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 0.2272	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 0.1444	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 0.1601	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 0.2141	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 0.1689	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 0.1493	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 0.1402	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 0.1803	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 0.1154	LR: 0.100000
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Training Epoch: 2 [28416/45000]	Loss: 0.1372	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 0.1529	LR: 0.100000
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Training Epoch: 2 [29952/45000]	Loss: 0.1545	LR: 0.100000
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Training Epoch: 2 [35840/45000]	Loss: 0.2071	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 0.1602	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 0.3498	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 0.2082	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 0.1377	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 0.2189	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 0.1916	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.1409	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 0.1659	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 0.1994	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 0.1655	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 0.2173	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.1548	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 0.1614	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 0.2392	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 0.2382	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 0.2726	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 0.2094	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 0.2219	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 0.1781	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 0.2898	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 0.1002	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 0.1718	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 0.2225	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 0.1576	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 0.1873	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 0.1458	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 0.1690	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 0.1937	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 0.1977	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 0.1617	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.1125	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 0.1529	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 0.1586	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 0.1848	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 0.0618	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 0.1855	LR: 0.100000
Epoch 2 - Average Train Loss: 0.2106, Train Accuracy: 0.9302
Epoch 2 training time consumed: 324.08s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0004, Accuracy: 0.9669, Time consumed:23.44s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_01h_30m_52s/ViT-Cifar10-seed2-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.0848	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.1082	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 0.1333	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.0658	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.1394	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 0.1498	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.1068	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 0.2063	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.1441	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.1931	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.1420	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 0.1940	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.0874	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.1380	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.1384	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.1269	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 0.1873	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.1324	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 0.1341	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.1704	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.1715	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.1167	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.1414	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.0987	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.1605	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.1255	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.0953	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.1522	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.1258	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 0.1008	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 0.0998	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.1508	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 0.1181	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 0.1513	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 0.1908	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 0.0893	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 0.1331	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 0.2347	LR: 0.100000
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Training Epoch: 3 [10240/45000]	Loss: 0.1700	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 0.1456	LR: 0.100000
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Training Epoch: 3 [11008/45000]	Loss: 0.1977	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 0.1488	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.1538	LR: 0.100000
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Training Epoch: 3 [12032/45000]	Loss: 0.1855	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.1461	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 0.1445	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.1861	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.1952	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.0570	LR: 0.100000
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Training Epoch: 3 [28416/45000]	Loss: 0.0845	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 0.1727	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.2126	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.1223	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.1691	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.1684	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.1302	LR: 0.100000
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Training Epoch: 3 [31744/45000]	Loss: 0.1900	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.1772	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.1514	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.2110	LR: 0.100000
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Training Epoch: 3 [34816/45000]	Loss: 0.0972	LR: 0.100000
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Training Epoch: 3 [35328/45000]	Loss: 0.1229	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.1384	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 0.2229	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.1602	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.1733	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.1777	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.2287	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.1943	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.1864	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.1412	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.1637	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.1690	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.1148	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.1788	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.2730	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.1098	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.2224	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.2439	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.1633	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.1890	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.1697	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.1597	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.1655	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.1290	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.2333	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.1474	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.1209	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.3420	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.1105	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.1861	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.1740	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.2112	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.1206	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.2148	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.1393	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.1772	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.1305	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.1780	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.1238	LR: 0.100000
Epoch 3 - Average Train Loss: 0.1549, Train Accuracy: 0.9475
Epoch 3 training time consumed: 324.65s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0005, Accuracy: 0.9534, Time consumed:23.44s
Training Epoch: 4 [256/45000]	Loss: 0.0795	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.0928	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.1765	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.0888	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.1119	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.1211	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.2244	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.1592	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.1266	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.1051	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.1539	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.1137	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.1604	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.1555	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.0461	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.0717	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.1385	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.1240	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.0697	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.0901	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.0781	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.2223	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.1672	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.0629	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.2053	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.1774	LR: 0.100000
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Training Epoch: 4 [7168/45000]	Loss: 0.1342	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.1909	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.2173	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.1890	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.2492	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.1690	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.1595	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.1526	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.1803	LR: 0.100000
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Training Epoch: 4 [10240/45000]	Loss: 0.1449	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.2088	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.1190	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.1993	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.1730	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.1453	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.1715	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.2846	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.1623	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.1905	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.1903	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.1323	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.1214	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.0913	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.1975	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.1777	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.0954	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.1174	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.1428	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.1631	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.1315	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.1167	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.1224	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.1345	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.2068	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.2174	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.1268	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.1520	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.2136	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.1104	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.1230	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.1678	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.1951	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.1313	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.1634	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.1590	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.2437	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.1580	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.1594	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.2015	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.1729	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.2199	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.1233	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.1781	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.2317	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.1332	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.1561	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.1680	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.1941	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.1522	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.2101	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.1411	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.1352	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.1511	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.1398	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.1437	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.0746	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.1028	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.1581	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.2206	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.2256	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.1701	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.1048	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.2200	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.1626	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.1567	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.1610	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.2307	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.1478	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.1058	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.1276	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.1260	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.1433	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.1911	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.1317	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.0867	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.1034	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.1484	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.1069	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.2497	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.1200	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.1376	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.1657	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.1553	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.1234	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.1342	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.1207	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.1611	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.1444	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.1867	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.1764	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.1267	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.1855	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.1798	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.1491	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.1572	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.0900	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.1750	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.2468	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.1840	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.1096	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.1384	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.1627	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.1431	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.1027	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.2184	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.1412	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.1836	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.1531	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.2021	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.0899	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.2265	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.1586	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.1496	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.2936	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.1746	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.2170	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.1953	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.2194	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.2882	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.2716	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.1846	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.1647	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.2075	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.1569	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.1849	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.2428	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.1485	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.1253	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.2224	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.1229	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.1658	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.1492	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.1500	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.2170	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.1722	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.1248	LR: 0.100000
Epoch 4 - Average Train Loss: 0.1603, Train Accuracy: 0.9448
Epoch 4 training time consumed: 324.37s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0007, Accuracy: 0.9413, Time consumed:23.45s
Training Epoch: 5 [256/45000]	Loss: 0.2102	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.1303	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.1061	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.2188	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.1037	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.1816	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.2468	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.1519	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.1090	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.2196	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.2022	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.1379	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.2208	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.1524	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.1231	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.1572	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.1540	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.1627	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.1503	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.1666	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.0849	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.1595	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.1421	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.1035	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.1955	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.1103	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.1064	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.1568	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.1495	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.1572	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.1212	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.0788	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.1170	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.2087	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.1258	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.1434	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.1727	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.1438	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.1172	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.1482	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.2460	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.1245	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.1616	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.2320	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.1249	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.1631	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.1158	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.1842	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.2285	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.1266	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.1750	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.1114	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.0921	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.1929	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.1446	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.1736	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.1829	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.1461	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.1960	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.1876	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.1649	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.2506	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.1504	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.1128	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.1572	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.1643	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.1865	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.1772	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.1312	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.1009	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.1801	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.1953	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.1772	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.0934	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.0938	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.1275	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.1495	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.1187	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.1453	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.1365	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.1149	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.1470	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.0662	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.1204	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.0908	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.1096	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.1130	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.1258	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.1241	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.1368	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.1010	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.1375	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.1216	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.1322	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.1086	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.1099	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.1318	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.1196	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.0969	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.1834	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.1877	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.1951	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.1517	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.1510	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.1437	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.0913	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.1789	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.1340	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.1472	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.1645	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.1179	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.1773	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.2407	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.2142	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.1732	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.1352	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.1466	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.1879	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.1408	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.1427	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.2135	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.2208	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.1945	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.1544	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.1271	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.1297	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.2023	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.1096	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.1479	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.2390	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.1695	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.1325	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.3332	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.1952	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.2964	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.2082	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.2090	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.1727	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.2358	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.1894	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.2455	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.1971	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.1749	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.1622	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.1826	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.1629	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.2348	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.2377	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.1592	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.2091	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.1625	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.1984	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.1618	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.1365	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.1499	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.1367	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.1463	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.1333	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.2594	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.1289	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.1199	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.1979	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.1294	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.1468	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.1511	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.2277	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.1406	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.1154	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.1359	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.1987	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.1506	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.1799	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.1363	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.1653	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.0888	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.1530	LR: 0.100000
Epoch 5 - Average Train Loss: 0.1584, Train Accuracy: 0.9458
Epoch 5 training time consumed: 324.33s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0005, Accuracy: 0.9519, Time consumed:23.45s
Training Epoch: 6 [256/45000]	Loss: 0.1717	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.1303	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.1521	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.1767	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.1460	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.1382	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.2136	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.1896	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.2867	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.1134	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.2236	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.1396	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.2042	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.1421	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.1230	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.1594	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.1239	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.1351	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.0903	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.0799	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.1105	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.0965	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.1364	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.1587	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.1326	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.1311	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.1290	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.0862	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.1128	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.1379	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.2227	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.1268	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.1380	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.2321	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.1396	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.1511	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.1613	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.1706	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.1703	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.1391	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.2227	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.1612	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.1796	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.1783	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.0988	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.2064	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.0733	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.1593	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.1774	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.0733	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.1146	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.2598	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.0636	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.1297	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.3395	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.1379	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.1075	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.1932	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.1492	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.1815	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.2112	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.2113	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.2409	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.2242	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.1156	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.1709	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.1305	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.1061	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.2189	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.1196	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.2301	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.2030	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.2078	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.2542	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.1785	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.2357	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.1856	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.2393	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.1715	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.2200	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.1372	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.1266	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.1059	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.1291	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.1452	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.1157	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.1102	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.1209	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.1927	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.1672	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.2124	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.1516	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.2817	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.2263	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.1808	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.1669	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.2035	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.1540	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.1459	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.2059	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.2158	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.1464	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.1470	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.1503	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.1403	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.1716	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.1018	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.1501	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.1667	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.2237	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.1855	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.1790	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.3090	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.1815	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.2564	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.2049	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.2608	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.2866	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.2182	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.1689	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.2220	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.2042	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.2131	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.2159	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.1803	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.1384	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.1555	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.1292	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.1692	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.1553	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.1138	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.1191	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.1625	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.1365	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.1211	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.1466	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.3912	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.1093	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.1784	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.2546	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.2634	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.2415	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.1961	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.1889	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.2251	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.1905	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.2278	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.2387	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.2042	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.1858	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.1265	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.1315	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.3755	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.2117	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.2441	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.2952	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.2485	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.2126	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.3420	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.2183	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.2765	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.2046	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.1991	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.1652	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.3011	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.2425	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.2466	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.2543	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.1915	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.2488	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.1921	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.1216	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.1528	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.2191	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.1180	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.1353	LR: 0.100000
Epoch 6 - Average Train Loss: 0.1796, Train Accuracy: 0.9396
Epoch 6 training time consumed: 324.23s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0007, Accuracy: 0.9438, Time consumed:23.44s
Training Epoch: 7 [256/45000]	Loss: 0.1131	LR: 0.020000
Training Epoch: 7 [512/45000]	Loss: 0.1172	LR: 0.020000
Training Epoch: 7 [768/45000]	Loss: 0.2224	LR: 0.020000
Training Epoch: 7 [1024/45000]	Loss: 0.1453	LR: 0.020000
Training Epoch: 7 [1280/45000]	Loss: 0.0923	LR: 0.020000
Training Epoch: 7 [1536/45000]	Loss: 0.0892	LR: 0.020000
Training Epoch: 7 [1792/45000]	Loss: 0.0969	LR: 0.020000
Training Epoch: 7 [2048/45000]	Loss: 0.0850	LR: 0.020000
Training Epoch: 7 [2304/45000]	Loss: 0.1252	LR: 0.020000
Training Epoch: 7 [2560/45000]	Loss: 0.1576	LR: 0.020000
Training Epoch: 7 [2816/45000]	Loss: 0.1482	LR: 0.020000
Training Epoch: 7 [3072/45000]	Loss: 0.1016	LR: 0.020000
Training Epoch: 7 [3328/45000]	Loss: 0.0758	LR: 0.020000
Training Epoch: 7 [3584/45000]	Loss: 0.0543	LR: 0.020000
Training Epoch: 7 [3840/45000]	Loss: 0.0938	LR: 0.020000
Training Epoch: 7 [4096/45000]	Loss: 0.0962	LR: 0.020000
Training Epoch: 7 [4352/45000]	Loss: 0.0434	LR: 0.020000
Training Epoch: 7 [4608/45000]	Loss: 0.0802	LR: 0.020000
Training Epoch: 7 [4864/45000]	Loss: 0.0618	LR: 0.020000
Training Epoch: 7 [5120/45000]	Loss: 0.0704	LR: 0.020000
Training Epoch: 7 [5376/45000]	Loss: 0.0566	LR: 0.020000
Training Epoch: 7 [5632/45000]	Loss: 0.0899	LR: 0.020000
Training Epoch: 7 [5888/45000]	Loss: 0.1098	LR: 0.020000
Training Epoch: 7 [6144/45000]	Loss: 0.0536	LR: 0.020000
Training Epoch: 7 [6400/45000]	Loss: 0.1427	LR: 0.020000
Training Epoch: 7 [6656/45000]	Loss: 0.0438	LR: 0.020000
Training Epoch: 7 [6912/45000]	Loss: 0.0299	LR: 0.020000
Training Epoch: 7 [7168/45000]	Loss: 0.0575	LR: 0.020000
Training Epoch: 7 [7424/45000]	Loss: 0.0841	LR: 0.020000
Training Epoch: 7 [7680/45000]	Loss: 0.0602	LR: 0.020000
Training Epoch: 7 [7936/45000]	Loss: 0.0465	LR: 0.020000
Training Epoch: 7 [8192/45000]	Loss: 0.0502	LR: 0.020000
Training Epoch: 7 [8448/45000]	Loss: 0.0685	LR: 0.020000
Training Epoch: 7 [8704/45000]	Loss: 0.0695	LR: 0.020000
Training Epoch: 7 [8960/45000]	Loss: 0.0578	LR: 0.020000
Training Epoch: 7 [9216/45000]	Loss: 0.0349	LR: 0.020000
Training Epoch: 7 [9472/45000]	Loss: 0.0646	LR: 0.020000
Training Epoch: 7 [9728/45000]	Loss: 0.0497	LR: 0.020000
Training Epoch: 7 [9984/45000]	Loss: 0.0418	LR: 0.020000
Training Epoch: 7 [10240/45000]	Loss: 0.0452	LR: 0.020000
Training Epoch: 7 [10496/45000]	Loss: 0.0441	LR: 0.020000
Training Epoch: 7 [10752/45000]	Loss: 0.0410	LR: 0.020000
Training Epoch: 7 [11008/45000]	Loss: 0.0217	LR: 0.020000
Training Epoch: 7 [11264/45000]	Loss: 0.0992	LR: 0.020000
Training Epoch: 7 [11520/45000]	Loss: 0.0808	LR: 0.020000
Training Epoch: 7 [11776/45000]	Loss: 0.0417	LR: 0.020000
Training Epoch: 7 [12032/45000]	Loss: 0.0187	LR: 0.020000
Training Epoch: 7 [12288/45000]	Loss: 0.0443	LR: 0.020000
Training Epoch: 7 [12544/45000]	Loss: 0.0817	LR: 0.020000
Training Epoch: 7 [12800/45000]	Loss: 0.0857	LR: 0.020000
Training Epoch: 7 [13056/45000]	Loss: 0.1007	LR: 0.020000
Training Epoch: 7 [13312/45000]	Loss: 0.0552	LR: 0.020000
Training Epoch: 7 [13568/45000]	Loss: 0.0912	LR: 0.020000
Training Epoch: 7 [13824/45000]	Loss: 0.0351	LR: 0.020000
Training Epoch: 7 [14080/45000]	Loss: 0.0873	LR: 0.020000
Training Epoch: 7 [14336/45000]	Loss: 0.0782	LR: 0.020000
Training Epoch: 7 [14592/45000]	Loss: 0.0692	LR: 0.020000
Training Epoch: 7 [14848/45000]	Loss: 0.0672	LR: 0.020000
Training Epoch: 7 [15104/45000]	Loss: 0.0180	LR: 0.020000
Training Epoch: 7 [15360/45000]	Loss: 0.0495	LR: 0.020000
Training Epoch: 7 [15616/45000]	Loss: 0.0230	LR: 0.020000
Training Epoch: 7 [15872/45000]	Loss: 0.0765	LR: 0.020000
Training Epoch: 7 [16128/45000]	Loss: 0.0503	LR: 0.020000
Training Epoch: 7 [16384/45000]	Loss: 0.0337	LR: 0.020000
Training Epoch: 7 [16640/45000]	Loss: 0.0641	LR: 0.020000
Training Epoch: 7 [16896/45000]	Loss: 0.0248	LR: 0.020000
Training Epoch: 7 [17152/45000]	Loss: 0.0735	LR: 0.020000
Training Epoch: 7 [17408/45000]	Loss: 0.0439	LR: 0.020000
Training Epoch: 7 [17664/45000]	Loss: 0.0353	LR: 0.020000
Training Epoch: 7 [17920/45000]	Loss: 0.0501	LR: 0.020000
Training Epoch: 7 [18176/45000]	Loss: 0.0688	LR: 0.020000
Training Epoch: 7 [18432/45000]	Loss: 0.0594	LR: 0.020000
Training Epoch: 7 [18688/45000]	Loss: 0.0698	LR: 0.020000
Training Epoch: 7 [18944/45000]	Loss: 0.0416	LR: 0.020000
Training Epoch: 7 [19200/45000]	Loss: 0.0661	LR: 0.020000
Training Epoch: 7 [19456/45000]	Loss: 0.0780	LR: 0.020000
Training Epoch: 7 [19712/45000]	Loss: 0.0325	LR: 0.020000
Training Epoch: 7 [19968/45000]	Loss: 0.0329	LR: 0.020000
Training Epoch: 7 [20224/45000]	Loss: 0.0707	LR: 0.020000
Training Epoch: 7 [20480/45000]	Loss: 0.0223	LR: 0.020000
Training Epoch: 7 [20736/45000]	Loss: 0.0665	LR: 0.020000
Training Epoch: 7 [20992/45000]	Loss: 0.0480	LR: 0.020000
Training Epoch: 7 [21248/45000]	Loss: 0.0436	LR: 0.020000
Training Epoch: 7 [21504/45000]	Loss: 0.0803	LR: 0.020000
Training Epoch: 7 [21760/45000]	Loss: 0.0430	LR: 0.020000
Training Epoch: 7 [22016/45000]	Loss: 0.0512	LR: 0.020000
Training Epoch: 7 [22272/45000]	Loss: 0.0324	LR: 0.020000
Training Epoch: 7 [22528/45000]	Loss: 0.0813	LR: 0.020000
Training Epoch: 7 [22784/45000]	Loss: 0.0669	LR: 0.020000
Training Epoch: 7 [23040/45000]	Loss: 0.0862	LR: 0.020000
Training Epoch: 7 [23296/45000]	Loss: 0.0274	LR: 0.020000
Training Epoch: 7 [23552/45000]	Loss: 0.0728	LR: 0.020000
Training Epoch: 7 [23808/45000]	Loss: 0.0381	LR: 0.020000
Training Epoch: 7 [24064/45000]	Loss: 0.0347	LR: 0.020000
Training Epoch: 7 [24320/45000]	Loss: 0.0483	LR: 0.020000
Training Epoch: 7 [24576/45000]	Loss: 0.0324	LR: 0.020000
Training Epoch: 7 [24832/45000]	Loss: 0.0753	LR: 0.020000
Training Epoch: 7 [25088/45000]	Loss: 0.0136	LR: 0.020000
Training Epoch: 7 [25344/45000]	Loss: 0.0497	LR: 0.020000
Training Epoch: 7 [25600/45000]	Loss: 0.0311	LR: 0.020000
Training Epoch: 7 [25856/45000]	Loss: 0.0577	LR: 0.020000
Training Epoch: 7 [26112/45000]	Loss: 0.0570	LR: 0.020000
Training Epoch: 7 [26368/45000]	Loss: 0.0495	LR: 0.020000
Training Epoch: 7 [26624/45000]	Loss: 0.0721	LR: 0.020000
Training Epoch: 7 [26880/45000]	Loss: 0.1109	LR: 0.020000
Training Epoch: 7 [27136/45000]	Loss: 0.0260	LR: 0.020000
Training Epoch: 7 [27392/45000]	Loss: 0.0618	LR: 0.020000
Training Epoch: 7 [27648/45000]	Loss: 0.0318	LR: 0.020000
Training Epoch: 7 [27904/45000]	Loss: 0.0660	LR: 0.020000
Training Epoch: 7 [28160/45000]	Loss: 0.0820	LR: 0.020000
Training Epoch: 7 [28416/45000]	Loss: 0.1067	LR: 0.020000
Training Epoch: 7 [28672/45000]	Loss: 0.0326	LR: 0.020000
Training Epoch: 7 [28928/45000]	Loss: 0.0807	LR: 0.020000
Training Epoch: 7 [29184/45000]	Loss: 0.0712	LR: 0.020000
Training Epoch: 7 [29440/45000]	Loss: 0.0390	LR: 0.020000
Training Epoch: 7 [29696/45000]	Loss: 0.0373	LR: 0.020000
Training Epoch: 7 [29952/45000]	Loss: 0.0539	LR: 0.020000
Training Epoch: 7 [30208/45000]	Loss: 0.0451	LR: 0.020000
Training Epoch: 7 [30464/45000]	Loss: 0.0472	LR: 0.020000
Training Epoch: 7 [30720/45000]	Loss: 0.0728	LR: 0.020000
Training Epoch: 7 [30976/45000]	Loss: 0.0286	LR: 0.020000
Training Epoch: 7 [31232/45000]	Loss: 0.0626	LR: 0.020000
Training Epoch: 7 [31488/45000]	Loss: 0.0650	LR: 0.020000
Training Epoch: 7 [31744/45000]	Loss: 0.0581	LR: 0.020000
Training Epoch: 7 [32000/45000]	Loss: 0.0220	LR: 0.020000
Training Epoch: 7 [32256/45000]	Loss: 0.0396	LR: 0.020000
Training Epoch: 7 [32512/45000]	Loss: 0.0378	LR: 0.020000
Training Epoch: 7 [32768/45000]	Loss: 0.0707	LR: 0.020000
Training Epoch: 7 [33024/45000]	Loss: 0.0618	LR: 0.020000
Training Epoch: 7 [33280/45000]	Loss: 0.0535	LR: 0.020000
Training Epoch: 7 [33536/45000]	Loss: 0.0284	LR: 0.020000
Training Epoch: 7 [33792/45000]	Loss: 0.0610	LR: 0.020000
Training Epoch: 7 [34048/45000]	Loss: 0.0146	LR: 0.020000
Training Epoch: 7 [34304/45000]	Loss: 0.0999	LR: 0.020000
Training Epoch: 7 [34560/45000]	Loss: 0.0344	LR: 0.020000
Training Epoch: 7 [34816/45000]	Loss: 0.0584	LR: 0.020000
Training Epoch: 7 [35072/45000]	Loss: 0.0641	LR: 0.020000
Training Epoch: 7 [35328/45000]	Loss: 0.1159	LR: 0.020000
Training Epoch: 7 [35584/45000]	Loss: 0.0444	LR: 0.020000
Training Epoch: 7 [35840/45000]	Loss: 0.0580	LR: 0.020000
Training Epoch: 7 [36096/45000]	Loss: 0.0532	LR: 0.020000
Training Epoch: 7 [36352/45000]	Loss: 0.0459	LR: 0.020000
Training Epoch: 7 [36608/45000]	Loss: 0.0256	LR: 0.020000
Training Epoch: 7 [36864/45000]	Loss: 0.0451	LR: 0.020000
Training Epoch: 7 [37120/45000]	Loss: 0.0515	LR: 0.020000
Training Epoch: 7 [37376/45000]	Loss: 0.0312	LR: 0.020000
Training Epoch: 7 [37632/45000]	Loss: 0.0408	LR: 0.020000
Training Epoch: 7 [37888/45000]	Loss: 0.0336	LR: 0.020000
Training Epoch: 7 [38144/45000]	Loss: 0.0595	LR: 0.020000
Training Epoch: 7 [38400/45000]	Loss: 0.0293	LR: 0.020000
Training Epoch: 7 [38656/45000]	Loss: 0.0332	LR: 0.020000
Training Epoch: 7 [38912/45000]	Loss: 0.0536	LR: 0.020000
Training Epoch: 7 [39168/45000]	Loss: 0.0428	LR: 0.020000
Training Epoch: 7 [39424/45000]	Loss: 0.0402	LR: 0.020000
Training Epoch: 7 [39680/45000]	Loss: 0.0542	LR: 0.020000
Training Epoch: 7 [39936/45000]	Loss: 0.0635	LR: 0.020000
Training Epoch: 7 [40192/45000]	Loss: 0.0289	LR: 0.020000
Training Epoch: 7 [40448/45000]	Loss: 0.0469	LR: 0.020000
Training Epoch: 7 [40704/45000]	Loss: 0.0240	LR: 0.020000
Training Epoch: 7 [40960/45000]	Loss: 0.0494	LR: 0.020000
Training Epoch: 7 [41216/45000]	Loss: 0.0852	LR: 0.020000
Training Epoch: 7 [41472/45000]	Loss: 0.0406	LR: 0.020000
Training Epoch: 7 [41728/45000]	Loss: 0.0290	LR: 0.020000
Training Epoch: 7 [41984/45000]	Loss: 0.1093	LR: 0.020000
Training Epoch: 7 [42240/45000]	Loss: 0.0374	LR: 0.020000
Training Epoch: 7 [42496/45000]	Loss: 0.0303	LR: 0.020000
Training Epoch: 7 [42752/45000]	Loss: 0.0600	LR: 0.020000
Training Epoch: 7 [43008/45000]	Loss: 0.0499	LR: 0.020000
Training Epoch: 7 [43264/45000]	Loss: 0.0362	LR: 0.020000
Training Epoch: 7 [43520/45000]	Loss: 0.0320	LR: 0.020000
Training Epoch: 7 [43776/45000]	Loss: 0.0452	LR: 0.020000
Training Epoch: 7 [44032/45000]	Loss: 0.0240	LR: 0.020000
Training Epoch: 7 [44288/45000]	Loss: 0.0560	LR: 0.020000
Training Epoch: 7 [44544/45000]	Loss: 0.0173	LR: 0.020000
Training Epoch: 7 [44800/45000]	Loss: 0.0437	LR: 0.020000
Training Epoch: 7 [45000/45000]	Loss: 0.0443	LR: 0.020000
Epoch 7 - Average Train Loss: 0.0594, Train Accuracy: 0.9802
Epoch 7 training time consumed: 324.78s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0003, Accuracy: 0.9729, Time consumed:23.46s
Saving weights file to checkpoint/retrain/ViT/Thursday_17_July_2025_01h_30m_52s/ViT-Cifar10-seed2-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.0142	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.0294	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.0292	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.0337	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.0465	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.0525	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.0422	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.0518	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.0345	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.0743	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.0467	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.0126	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.0631	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.0263	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.0399	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.0102	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.0181	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.0331	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.0166	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.0560	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.0442	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.0323	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.0106	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.0631	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.0420	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.0405	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.0270	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.0238	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.0356	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.0612	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.0370	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.0824	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.0304	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.0142	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.0486	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.0270	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.0134	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.0413	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.0224	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.0295	LR: 0.020000
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Training Epoch: 8 [11008/45000]	Loss: 0.0304	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.0357	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.0597	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.0347	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.0242	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.0419	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.0295	LR: 0.020000
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Training Epoch: 8 [13568/45000]	Loss: 0.0439	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.0225	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.0356	LR: 0.020000
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Training Epoch: 8 [16896/45000]	Loss: 0.0319	LR: 0.020000
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Training Epoch: 8 [18688/45000]	Loss: 0.0305	LR: 0.020000
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Training Epoch: 8 [19200/45000]	Loss: 0.0340	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.0200	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.0382	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.0537	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.0194	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.0278	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.0704	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.0423	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.0336	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.0214	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.0533	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.0092	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.0279	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.0111	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.0361	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.0268	LR: 0.020000
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Training Epoch: 8 [24832/45000]	Loss: 0.0511	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.0519	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.0382	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.0507	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.0386	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.0430	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.0309	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.0332	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.0304	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.0289	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.0553	LR: 0.020000
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Training Epoch: 8 [27904/45000]	Loss: 0.0180	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.0292	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.0955	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.0557	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.0367	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.0588	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.0358	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.0140	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.0125	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.0578	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.0376	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.0280	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.0319	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.0181	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.0101	LR: 0.020000
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Training Epoch: 8 [32000/45000]	Loss: 0.0269	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.0561	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.0170	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.0428	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.0116	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.0265	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.0527	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.0207	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.0442	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.0153	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.0215	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.0254	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.0401	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.0214	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.0230	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.0153	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.0206	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.0691	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.0362	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.0188	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.0403	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.0072	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.0443	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.0490	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.0348	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.0222	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.0450	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.0057	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.0380	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.0220	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.0804	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.0398	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.0278	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.0322	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.0234	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.0443	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.0451	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.0222	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.0398	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.0270	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.0583	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.0433	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.0191	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.0738	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.0473	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.0443	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.0466	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.0384	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.0337	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.0486	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.0635	LR: 0.020000
Epoch 8 - Average Train Loss: 0.0355, Train Accuracy: 0.9881
Epoch 8 training time consumed: 324.08s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0004, Accuracy: 0.9707, Time consumed:23.49s
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: 97.138671875
Retain Accuracy: 98.7536392211914
Zero-Retain Forget (ZRF): 0.7699583768844604
Membership Inference Attack (MIA): 0.1648
Forget vs Retain Membership Inference Attack (MIA): 0.514
Forget vs Test Membership Inference Attack (MIA): 0.52
Test vs Retain Membership Inference Attack (MIA): 0.518
Train vs Test Membership Inference Attack (MIA): 0.5125
Forget Set Accuracy (Df): 96.00068664550781
Method Execution Time: 5159.12 seconds
