hello
hello

📌 S Retain class distribution for seed 3:
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 3:
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: 2.3390	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3314	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3786	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3036	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3408	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3327	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2982	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2928	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2611	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.1978	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2257	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1919	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1800	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1472	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1704	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1128	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.1027	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0932	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0587	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.1150	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0790	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9787	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0089	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9639	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.9482	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9233	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9296	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9628	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9186	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.8532	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.9066	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8683	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8787	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8548	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.7878	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8581	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8059	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.9062	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7591	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7540	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7661	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8868	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7933	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7940	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8326	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7232	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8666	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.8454	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7911	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8091	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7612	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6903	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7500	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6984	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7511	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7000	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7151	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6314	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7198	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.8241	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7410	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7450	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7783	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.7399	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6997	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6942	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6430	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7287	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.7669	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7218	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6894	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6930	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6696	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.5906	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7276	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6511	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6229	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6394	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.5424	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.4753	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5674	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.5921	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5561	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6430	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5607	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5408	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5192	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.5934	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5930	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5610	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5809	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.6600	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5629	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.4635	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5700	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.4916	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5731	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.6051	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5396	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6252	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6309	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.5459	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.4538	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5981	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5813	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6550	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.7097	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5779	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5469	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5510	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5965	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.5684	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.5540	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.3415	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5199	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4108	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4280	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4300	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.5497	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.5448	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.5070	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5432	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.3464	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5540	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.4757	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.4496	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.6134	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.5888	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5044	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4241	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.4136	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5108	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4886	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4439	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.3933	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4021	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5363	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4807	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4791	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.3927	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.3890	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5066	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3563	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4497	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4480	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.4594	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4411	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5238	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4141	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.3999	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5891	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4145	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.4899	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.3777	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.3830	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4762	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4787	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.5017	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4256	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3570	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4511	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4814	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3911	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4098	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4171	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3375	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4443	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3225	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3141	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4027	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.3244	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4085	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3179	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4267	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3564	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3618	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6715, Train Accuracy: 0.3800
Epoch 1 training time consumed: 25.89s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0062, Accuracy: 0.4442, Time consumed:1.05s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3558	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4118	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4593	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3452	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.2421	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3671	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3657	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3106	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.2570	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.2988	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.2680	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3963	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3627	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3787	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.0998	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.3554	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3446	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.2781	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.1991	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2944	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3790	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.2848	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3050	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.2976	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.2084	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3311	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.4369	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.3602	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3478	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2061	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3218	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.2203	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2573	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2746	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3714	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2652	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2915	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2736	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.1369	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.2615	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.3166	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.1275	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2004	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3225	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2722	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.2389	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.3911	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.3699	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.3001	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.1819	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3347	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2845	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.1929	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2357	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2671	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.2477	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.1772	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2812	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2526	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.3551	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.1899	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.1215	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.4046	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2378	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2640	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2862	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.1478	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2921	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.1280	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.2156	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.1752	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.3316	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.3748	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.3586	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.3648	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2155	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2845	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1629	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1497	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.2017	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1965	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2567	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.1665	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2233	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.1933	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1515	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.1935	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1558	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1944	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1291	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.1560	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1874	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2718	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.1240	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.3212	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1810	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1548	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.1615	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1493	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1703	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.0209	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1511	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.0484	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1232	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.2269	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.0675	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1615	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.0803	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.0047	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.1613	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.2027	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.0836	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.0869	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.1943	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.1340	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.2367	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.0635	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.0634	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.1204	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.0739	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.1283	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 1.0751	LR: 0.100000
Training Epoch: 2 [31488/45000]	Loss: 1.0659	LR: 0.100000
Training Epoch: 2 [31744/45000]	Loss: 1.1226	LR: 0.100000
Training Epoch: 2 [32000/45000]	Loss: 1.1175	LR: 0.100000
Training Epoch: 2 [32256/45000]	Loss: 1.0323	LR: 0.100000
Training Epoch: 2 [32512/45000]	Loss: 1.0880	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.0418	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.0380	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 1.1545	LR: 0.100000
Training Epoch: 2 [33536/45000]	Loss: 1.0876	LR: 0.100000
Training Epoch: 2 [33792/45000]	Loss: 1.0047	LR: 0.100000
Training Epoch: 2 [34048/45000]	Loss: 1.1545	LR: 0.100000
Training Epoch: 2 [34304/45000]	Loss: 1.0690	LR: 0.100000
Training Epoch: 2 [34560/45000]	Loss: 1.1293	LR: 0.100000
Training Epoch: 2 [34816/45000]	Loss: 1.1130	LR: 0.100000
Training Epoch: 2 [35072/45000]	Loss: 1.1809	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.1967	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 0.9257	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.0758	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.1175	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.0359	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0177	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0127	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.0125	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.1326	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0418	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.0820	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.0768	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1991	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.1163	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.1439	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 0.9956	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.1719	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0657	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.2199	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.0893	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0426	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.2817	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0695	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1216	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.2373	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.1969	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1362	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1322	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1292	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0085	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1350	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0416	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1296	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.1276	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.2144	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0249	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1765	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.1146	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1898	LR: 0.100000
Epoch 2 - Average Train Loss: 1.1953, Train Accuracy: 0.5661
Epoch 2 training time consumed: 25.18s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0048, Accuracy: 0.5792, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1361	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0599	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0718	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0462	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0767	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0552	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.1398	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0556	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0880	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0913	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0624	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0665	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0850	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1032	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0303	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.0555	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1985	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0654	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.2253	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.1562	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0317	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.1228	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0940	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.8316	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0463	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0046	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0441	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9058	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0464	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0670	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.1930	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.9635	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.1033	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 0.9912	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 1.0543	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 1.0008	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 1.0178	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 1.0759	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0446	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0461	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 0.9662	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 1.0813	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 0.9986	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 1.0651	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 1.0227	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 1.0254	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 1.1571	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0178	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.0864	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 0.9167	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 1.0164	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 0.9548	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 0.9755	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 1.0138	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 1.0809	LR: 0.100000
Training Epoch: 3 [14592/45000]	Loss: 1.0199	LR: 0.100000
Training Epoch: 3 [14848/45000]	Loss: 0.9225	LR: 0.100000
Training Epoch: 3 [15104/45000]	Loss: 0.9892	LR: 0.100000
Training Epoch: 3 [15360/45000]	Loss: 0.9506	LR: 0.100000
Training Epoch: 3 [15616/45000]	Loss: 0.9091	LR: 0.100000
Training Epoch: 3 [15872/45000]	Loss: 0.9684	LR: 0.100000
Training Epoch: 3 [16128/45000]	Loss: 1.0690	LR: 0.100000
Training Epoch: 3 [16384/45000]	Loss: 1.0957	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 0.8969	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.1382	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.0219	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 0.9656	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 0.9711	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.0025	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 0.9716	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 0.9225	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 1.0210	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 1.0226	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 0.9955	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 1.1021	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 0.9042	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 1.1104	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 1.0572	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 1.0496	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 0.9593	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 1.0351	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 1.0315	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 0.8600	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 0.9097	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.1223	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 1.0313	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.0402	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 0.9323	LR: 0.100000
Training Epoch: 3 [23552/45000]	Loss: 0.8932	LR: 0.100000
Training Epoch: 3 [23808/45000]	Loss: 0.9611	LR: 0.100000
Training Epoch: 3 [24064/45000]	Loss: 1.0147	LR: 0.100000
Training Epoch: 3 [24320/45000]	Loss: 0.9598	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 1.0271	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 1.0360	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 0.9419	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 1.0832	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 1.0456	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 0.9200	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.0610	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.1460	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.0369	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 1.0043	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0507	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9739	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9915	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9878	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 1.0447	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 1.0382	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 1.0606	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 0.9760	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 0.9697	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9969	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9828	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 0.9851	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.0377	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 0.8537	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.1550	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 1.0537	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 0.9555	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 0.9859	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 1.0288	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.8847	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9829	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.9747	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.8897	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 0.9220	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 0.9689	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.9927	LR: 0.100000
Training Epoch: 3 [33792/45000]	Loss: 1.0398	LR: 0.100000
Training Epoch: 3 [34048/45000]	Loss: 0.9602	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 0.9351	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 1.0584	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 0.9740	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 0.8476	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 0.9526	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.9357	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 1.0956	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.0992	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 0.9806	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.9161	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9648	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 1.0672	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 0.9056	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.0376	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9335	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 1.0293	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9067	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 0.9816	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9632	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.0030	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9591	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9909	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9242	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 0.9234	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9712	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 1.0008	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9991	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9506	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.8887	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9882	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.0176	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.7881	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8465	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.0200	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8553	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9184	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8463	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9265	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.8943	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9021	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9654	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 1.0165	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9456	LR: 0.100000
Epoch 3 - Average Train Loss: 1.0057, Train Accuracy: 0.6410
Epoch 3 training time consumed: 25.05s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0043, Accuracy: 0.6292, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.9440	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9492	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9214	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.9060	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9250	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9245	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8666	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9787	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 1.0371	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.9832	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8573	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8899	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8528	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.9805	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 1.0086	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8106	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8889	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.9710	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8987	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.9572	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.9147	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9590	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.9376	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 1.0341	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.9787	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.8677	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.8142	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.9142	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.9242	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.9242	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.9080	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.9662	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.9778	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.8300	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.9273	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 1.0621	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.8996	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.9706	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.9087	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.8864	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 1.0284	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.9306	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.8768	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.8433	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.8938	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.8598	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.8495	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.9696	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.8673	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.7995	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.8846	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.7854	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.8828	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.8674	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.8819	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.8325	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 1.0159	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.9437	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 1.0076	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.8749	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.8609	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 1.0941	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.9402	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.9989	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.8231	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 1.0059	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.9248	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.9076	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 1.0054	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.8777	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.8537	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.8481	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.8735	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.8411	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.9654	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 1.0096	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.9637	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.8585	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.8490	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.8465	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.8369	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.8173	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.8496	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.9806	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.8948	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.7240	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.7707	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.7760	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.8399	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.9728	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.8019	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.7571	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.7474	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.8791	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.9625	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.7443	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.7996	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.9373	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.9217	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.8071	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.8515	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.8494	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.6843	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.8173	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.8726	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.8739	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.8336	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.8440	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.8279	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.8569	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.8644	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.8661	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.8415	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.7763	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.8486	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.8729	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.9063	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.8777	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.8125	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.9461	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.8304	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.8595	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.8174	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.8915	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.9540	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.9463	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.9489	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.8843	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 1.0432	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.8245	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.9112	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.8702	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 1.0053	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.8350	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.8458	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.7413	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.8395	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.7652	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.7641	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.9698	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.8273	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.8043	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.9187	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.7539	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.9839	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.9276	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.7148	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.8003	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.8057	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.7571	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.8383	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.8584	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.7991	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.9360	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.9045	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.7270	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.8302	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.8668	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.8113	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.7890	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.8890	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.8348	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.9518	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.9008	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.8036	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.8438	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.8293	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.8277	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.8411	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.7700	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7859	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.7653	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8012	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8805, Train Accuracy: 0.6893
Epoch 4 training time consumed: 25.19s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0039, Accuracy: 0.6638, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.7612	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.8265	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.9576	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.8358	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.7634	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.8518	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.8134	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.8416	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.8228	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.7584	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.8509	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.8339	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.8813	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.8412	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.8435	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.8175	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.7814	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.8573	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.8242	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.8230	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.8186	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.8161	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.8139	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.8446	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.7759	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.7941	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.7769	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.8926	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.8119	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.8005	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.7425	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.8225	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.7682	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.9147	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.8506	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.8681	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.9082	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.7448	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.7788	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.7782	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.9006	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.7908	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.7824	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.8725	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.8247	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.7898	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.7944	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.7422	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.8711	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.7590	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.7714	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.7754	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.7206	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.7553	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.7407	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.7383	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.8300	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.8215	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.8780	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.6966	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.7990	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.8103	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7461	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.6896	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.8716	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.9134	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.9098	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.7913	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.7343	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.7514	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.7621	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.7181	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.8288	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.7595	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.8647	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.8974	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.7734	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.7328	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.8934	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.7758	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.7741	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.7074	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.7787	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.8118	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.7702	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.7589	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.7536	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.6692	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.7369	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.7496	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.8473	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.8079	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.7873	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.7102	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.7625	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.8994	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7366	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.8832	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.8774	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.8908	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.8713	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.6038	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.8886	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.7304	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.8544	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.7335	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.7356	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.7721	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.8599	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.7369	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.6429	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.7668	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.8352	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.7394	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.7473	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.8052	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.7047	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.7685	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.8387	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.7357	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.7300	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.7193	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.7345	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.7040	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.7721	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.8367	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.7094	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.8508	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.6542	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.7952	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.7203	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.8438	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.7130	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.7966	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.8596	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.8581	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.7473	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.7954	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.7335	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.7293	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.8015	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.7648	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.7761	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.8222	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.6925	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.7130	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.7502	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.7434	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.8020	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.8180	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.7254	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.8151	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.7945	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.9149	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.7878	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.7638	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.8088	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.7264	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.7887	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.7234	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.6751	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.6761	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.8601	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7578	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.9031	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7163	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7689	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.8363	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7056	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7978	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7274	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7086	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.8298	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7638	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7904, Train Accuracy: 0.7228
Epoch 5 training time consumed: 25.22s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0042, Accuracy: 0.6414, Time consumed:0.91s
Training Epoch: 6 [256/45000]	Loss: 0.6831	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7321	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.8656	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6583	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6700	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7876	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7896	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6675	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7055	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.7105	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.7062	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.7720	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6116	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.7578	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6125	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.8479	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.7700	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.7169	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.7239	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.6946	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6497	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.6605	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.7586	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.7442	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.6944	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.8029	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.7313	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.7703	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.7681	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.8238	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.7716	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.6955	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.7065	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.7948	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.6588	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.6855	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.7633	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.6933	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.7016	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.7386	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.7111	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.6459	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.8092	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.6545	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.7986	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.6573	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.6924	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.6960	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.7638	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.8831	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.7346	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.6512	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.6650	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.7494	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.7583	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.7364	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.6766	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.7490	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.6884	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.6684	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.7889	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.6882	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.7532	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.6836	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.6954	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.8241	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6590	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.6136	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.6965	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.7258	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.6772	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.6854	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.6600	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.7336	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.6787	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6264	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.7738	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.7023	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.7550	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6903	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.7492	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.7356	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.7682	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.7507	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.7468	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.7001	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.8387	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.8125	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.6652	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.7030	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.6607	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.7269	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.7061	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.7137	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.6242	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.6720	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.7507	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.6198	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.7781	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.6291	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.8396	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.7090	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.7717	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.6781	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.7114	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.7297	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.7602	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.6639	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.6763	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.8023	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6603	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.6236	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.7749	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.7544	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6872	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.7092	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.6147	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.7888	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.6842	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.5927	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.7385	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.6496	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.7815	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.6807	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.9233	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.6959	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.7511	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.6444	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.7118	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.7047	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.7159	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.6834	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.7843	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.7393	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.8258	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.6151	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.6884	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.7241	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.6115	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.7106	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.7131	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.7005	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.6509	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.7285	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.6402	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.7293	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.6788	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.7186	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.7760	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.7781	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.7493	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.8074	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.7220	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.6654	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.7216	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.7955	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.7005	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6405	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.7040	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.7711	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6761	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6391	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.8074	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.7099	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.7673	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6593	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6144	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6900	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6927	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7776	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6526	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6648	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6767	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.8335	LR: 0.100000
Epoch 6 - Average Train Loss: 0.7174, Train Accuracy: 0.7503
Epoch 6 training time consumed: 25.31s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0043, Accuracy: 0.6348, Time consumed:0.93s
Training Epoch: 7 [256/45000]	Loss: 0.6512	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6791	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6639	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6029	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.7023	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6275	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.7224	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.7605	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.7375	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6562	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.6480	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6962	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.7773	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6503	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6610	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6545	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.7125	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6799	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.7076	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.6786	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.7419	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.5312	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.5954	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.6861	LR: 0.100000
Training Epoch: 7 [6400/45000]	Loss: 0.6082	LR: 0.100000
Training Epoch: 7 [6656/45000]	Loss: 0.6505	LR: 0.100000
Training Epoch: 7 [6912/45000]	Loss: 0.5894	LR: 0.100000
Training Epoch: 7 [7168/45000]	Loss: 0.6790	LR: 0.100000
Training Epoch: 7 [7424/45000]	Loss: 0.7001	LR: 0.100000
Training Epoch: 7 [7680/45000]	Loss: 0.7778	LR: 0.100000
Training Epoch: 7 [7936/45000]	Loss: 0.6942	LR: 0.100000
Training Epoch: 7 [8192/45000]	Loss: 0.6921	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.7372	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.6733	LR: 0.100000
Training Epoch: 7 [8960/45000]	Loss: 0.6337	LR: 0.100000
Training Epoch: 7 [9216/45000]	Loss: 0.6477	LR: 0.100000
Training Epoch: 7 [9472/45000]	Loss: 0.6957	LR: 0.100000
Training Epoch: 7 [9728/45000]	Loss: 0.5816	LR: 0.100000
Training Epoch: 7 [9984/45000]	Loss: 0.5780	LR: 0.100000
Training Epoch: 7 [10240/45000]	Loss: 0.6083	LR: 0.100000
Training Epoch: 7 [10496/45000]	Loss: 0.5711	LR: 0.100000
Training Epoch: 7 [10752/45000]	Loss: 0.6601	LR: 0.100000
Training Epoch: 7 [11008/45000]	Loss: 0.6548	LR: 0.100000
Training Epoch: 7 [11264/45000]	Loss: 0.6792	LR: 0.100000
Training Epoch: 7 [11520/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 7 [11776/45000]	Loss: 0.6370	LR: 0.100000
Training Epoch: 7 [12032/45000]	Loss: 0.6607	LR: 0.100000
Training Epoch: 7 [12288/45000]	Loss: 0.6825	LR: 0.100000
Training Epoch: 7 [12544/45000]	Loss: 0.5747	LR: 0.100000
Training Epoch: 7 [12800/45000]	Loss: 0.6480	LR: 0.100000
Training Epoch: 7 [13056/45000]	Loss: 0.6163	LR: 0.100000
Training Epoch: 7 [13312/45000]	Loss: 0.6348	LR: 0.100000
Training Epoch: 7 [13568/45000]	Loss: 0.6833	LR: 0.100000
Training Epoch: 7 [13824/45000]	Loss: 0.6077	LR: 0.100000
Training Epoch: 7 [14080/45000]	Loss: 0.7340	LR: 0.100000
Training Epoch: 7 [14336/45000]	Loss: 0.6490	LR: 0.100000
Training Epoch: 7 [14592/45000]	Loss: 0.5863	LR: 0.100000
Training Epoch: 7 [14848/45000]	Loss: 0.6586	LR: 0.100000
Training Epoch: 7 [15104/45000]	Loss: 0.6243	LR: 0.100000
Training Epoch: 7 [15360/45000]	Loss: 0.6717	LR: 0.100000
Training Epoch: 7 [15616/45000]	Loss: 0.6489	LR: 0.100000
Training Epoch: 7 [15872/45000]	Loss: 0.7192	LR: 0.100000
Training Epoch: 7 [16128/45000]	Loss: 0.6785	LR: 0.100000
Training Epoch: 7 [16384/45000]	Loss: 0.6460	LR: 0.100000
Training Epoch: 7 [16640/45000]	Loss: 0.6193	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.6667	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.6409	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.7744	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 0.6926	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 0.6723	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 0.6612	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 0.7015	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 0.6208	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 0.7183	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 0.6611	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.6256	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.6392	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.7413	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.6430	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.5911	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 0.6438	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 0.6979	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 0.5253	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 0.5931	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 0.6853	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 0.6032	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 0.8170	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 0.5922	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 0.5260	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 0.6878	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 0.6888	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 0.6334	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 0.6581	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 0.7707	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 0.6540	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.7023	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 0.5652	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 0.7316	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 0.6647	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 0.6850	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.7740	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.5228	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.6319	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.6424	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.6839	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.6940	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6561	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.7058	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.7633	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5939	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.8091	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.6136	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.7503	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.5429	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.7170	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.6459	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.6241	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.7056	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.5217	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6219	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6249	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.7003	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.5525	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.6212	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.7318	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.7730	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6624	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.7418	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6804	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.7015	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.7148	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.7745	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.6125	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.5954	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.6198	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.7066	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.6266	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.6259	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6069	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6679	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6164	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.6084	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6824	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6504	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.7198	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6505	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.7208	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.6653	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.5852	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.7000	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.7196	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6683	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6600	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5932	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.7202	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6543	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6113	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.5777	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.7108	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6525	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.6504	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5819	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.7155	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.5927	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.7098	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.7867	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.6325	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6332	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.6846	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6422	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.5972	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6713	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6368	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.7411	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6503	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6615, Train Accuracy: 0.7688
Epoch 7 training time consumed: 25.24s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0028, Accuracy: 0.7601, Time consumed:1.04s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.5635	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.6368	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6616	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.6972	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5669	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5465	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6256	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.6302	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.6240	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.6285	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.6326	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.5029	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.6424	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.4885	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5578	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.6286	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.6122	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5490	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5469	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.5361	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5011	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.5312	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.5203	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.5060	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.6380	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.5043	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.6120	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.5517	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.5879	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5916	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.4866	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.5384	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.5324	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4289	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.5545	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.5120	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4794	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.5601	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.5245	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.5250	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.5155	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.5931	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.5260	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.5388	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.5499	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.5515	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.5125	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.3572	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.5549	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.5091	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.5416	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.5119	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.5639	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.5004	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.5242	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.5550	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.5250	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.5672	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.5321	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4976	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.5094	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4547	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4874	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.5102	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.5282	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.5373	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.3592	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4520	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.4775	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.5127	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.3739	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.5057	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.4878	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4371	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.6301	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4750	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4942	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.5141	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.5392	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.5670	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.4087	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.5980	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4972	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.5092	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.5243	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4730	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4346	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.3922	LR: 0.020000
Epoch 8 - Average Train Loss: 0.5075, Train Accuracy: 0.8247
Epoch 8 training time consumed: 25.20s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0020, Accuracy: 0.8286, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4529	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.5536	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4885	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4572	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4451	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.5913	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4408	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.5157	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4902	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4553	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.3390	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.5454	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4798	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.3937	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4631	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4889	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4881	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.5608	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 9 [11008/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 9 [11264/45000]	Loss: 0.3673	LR: 0.020000
Training Epoch: 9 [11520/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 9 [11776/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 9 [12032/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 9 [12288/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 9 [12544/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 9 [12800/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 9 [13056/45000]	Loss: 0.4685	LR: 0.020000
Training Epoch: 9 [13312/45000]	Loss: 0.4782	LR: 0.020000
Training Epoch: 9 [13568/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 9 [13824/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 9 [14080/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 9 [14336/45000]	Loss: 0.5271	LR: 0.020000
Training Epoch: 9 [14592/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 9 [14848/45000]	Loss: 0.4921	LR: 0.020000
Training Epoch: 9 [15104/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 9 [15360/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 9 [15616/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 9 [15872/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 9 [16128/45000]	Loss: 0.5085	LR: 0.020000
Training Epoch: 9 [16384/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 9 [16640/45000]	Loss: 0.5347	LR: 0.020000
Training Epoch: 9 [16896/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 9 [17152/45000]	Loss: 0.4342	LR: 0.020000
Training Epoch: 9 [17408/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 9 [17664/45000]	Loss: 0.4684	LR: 0.020000
Training Epoch: 9 [17920/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 9 [18176/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 9 [18432/45000]	Loss: 0.5391	LR: 0.020000
Training Epoch: 9 [18688/45000]	Loss: 0.4301	LR: 0.020000
Training Epoch: 9 [18944/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 9 [19200/45000]	Loss: 0.5145	LR: 0.020000
Training Epoch: 9 [19456/45000]	Loss: 0.4532	LR: 0.020000
Training Epoch: 9 [19712/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 9 [19968/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 9 [20224/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 9 [20480/45000]	Loss: 0.4683	LR: 0.020000
Training Epoch: 9 [20736/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 9 [20992/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 9 [21248/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 9 [21504/45000]	Loss: 0.4722	LR: 0.020000
Training Epoch: 9 [21760/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 9 [22016/45000]	Loss: 0.4686	LR: 0.020000
Training Epoch: 9 [22272/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 9 [22528/45000]	Loss: 0.5280	LR: 0.020000
Training Epoch: 9 [22784/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 9 [23040/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 9 [23296/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 9 [23552/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 9 [23808/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 9 [24064/45000]	Loss: 0.4431	LR: 0.020000
Training Epoch: 9 [24320/45000]	Loss: 0.5339	LR: 0.020000
Training Epoch: 9 [24576/45000]	Loss: 0.4862	LR: 0.020000
Training Epoch: 9 [24832/45000]	Loss: 0.5210	LR: 0.020000
Training Epoch: 9 [25088/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 9 [25344/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 9 [25600/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 9 [25856/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 9 [26112/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 9 [26368/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 9 [26624/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 9 [26880/45000]	Loss: 0.5000	LR: 0.020000
Training Epoch: 9 [27136/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 9 [27392/45000]	Loss: 0.5122	LR: 0.020000
Training Epoch: 9 [27648/45000]	Loss: 0.5017	LR: 0.020000
Training Epoch: 9 [27904/45000]	Loss: 0.5054	LR: 0.020000
Training Epoch: 9 [28160/45000]	Loss: 0.5151	LR: 0.020000
Training Epoch: 9 [28416/45000]	Loss: 0.3448	LR: 0.020000
Training Epoch: 9 [28672/45000]	Loss: 0.3765	LR: 0.020000
Training Epoch: 9 [28928/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 9 [29184/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 9 [29440/45000]	Loss: 0.3447	LR: 0.020000
Training Epoch: 9 [29696/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 9 [29952/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 9 [30208/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 9 [30464/45000]	Loss: 0.5132	LR: 0.020000
Training Epoch: 9 [30720/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 9 [30976/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 9 [31232/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 9 [31488/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 9 [31744/45000]	Loss: 0.5071	LR: 0.020000
Training Epoch: 9 [32000/45000]	Loss: 0.5695	LR: 0.020000
Training Epoch: 9 [32256/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 9 [32512/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 9 [32768/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 9 [33024/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 9 [33280/45000]	Loss: 0.5089	LR: 0.020000
Training Epoch: 9 [33536/45000]	Loss: 0.4471	LR: 0.020000
Training Epoch: 9 [33792/45000]	Loss: 0.4620	LR: 0.020000
Training Epoch: 9 [34048/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 9 [34304/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 9 [34560/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 9 [34816/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 9 [35072/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 9 [35328/45000]	Loss: 0.5061	LR: 0.020000
Training Epoch: 9 [35584/45000]	Loss: 0.5351	LR: 0.020000
Training Epoch: 9 [35840/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 9 [36096/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 9 [36352/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 9 [36608/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 9 [36864/45000]	Loss: 0.5306	LR: 0.020000
Training Epoch: 9 [37120/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 9 [37376/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 9 [37632/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 9 [37888/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 9 [38144/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 9 [38400/45000]	Loss: 0.3869	LR: 0.020000
Training Epoch: 9 [38656/45000]	Loss: 0.4978	LR: 0.020000
Training Epoch: 9 [38912/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 9 [39168/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 9 [39424/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 9 [39680/45000]	Loss: 0.4210	LR: 0.020000
Training Epoch: 9 [39936/45000]	Loss: 0.5461	LR: 0.020000
Training Epoch: 9 [40192/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 9 [40448/45000]	Loss: 0.4966	LR: 0.020000
Training Epoch: 9 [40704/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 9 [40960/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 9 [41216/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 9 [41472/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 9 [41728/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 9 [41984/45000]	Loss: 0.4945	LR: 0.020000
Training Epoch: 9 [42240/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 9 [42496/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 9 [42752/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 9 [43008/45000]	Loss: 0.4277	LR: 0.020000
Training Epoch: 9 [43264/45000]	Loss: 0.5098	LR: 0.020000
Training Epoch: 9 [43520/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 9 [43776/45000]	Loss: 0.4550	LR: 0.020000
Training Epoch: 9 [44032/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 9 [44288/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.4526	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4965	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4649, Train Accuracy: 0.8400
Epoch 9 training time consumed: 25.17s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0018, Accuracy: 0.8423, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4512	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.4420	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.4891	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.3573	LR: 0.020000
Training Epoch: 10 [3328/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 10 [3584/45000]	Loss: 0.4559	LR: 0.020000
Training Epoch: 10 [3840/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 10 [4096/45000]	Loss: 0.4491	LR: 0.020000
Training Epoch: 10 [4352/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 10 [4608/45000]	Loss: 0.4010	LR: 0.020000
Training Epoch: 10 [4864/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 10 [5120/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 10 [5376/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 10 [5632/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 10 [5888/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 10 [6144/45000]	Loss: 0.4995	LR: 0.020000
Training Epoch: 10 [6400/45000]	Loss: 0.4319	LR: 0.020000
Training Epoch: 10 [6656/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 10 [6912/45000]	Loss: 0.4859	LR: 0.020000
Training Epoch: 10 [7168/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 10 [7424/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 10 [7680/45000]	Loss: 0.5695	LR: 0.020000
Training Epoch: 10 [7936/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 10 [8192/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 10 [8448/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 10 [8704/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 10 [8960/45000]	Loss: 0.4426	LR: 0.020000
Training Epoch: 10 [9216/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 10 [9472/45000]	Loss: 0.4194	LR: 0.020000
Training Epoch: 10 [9728/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 10 [9984/45000]	Loss: 0.4012	LR: 0.020000
Training Epoch: 10 [10240/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 10 [10496/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 10 [10752/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 10 [11008/45000]	Loss: 0.5123	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.4753	LR: 0.020000
Training Epoch: 10 [11776/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 10 [12032/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 10 [12288/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 10 [12544/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 10 [12800/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 10 [13056/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 10 [13312/45000]	Loss: 0.4953	LR: 0.020000
Training Epoch: 10 [13568/45000]	Loss: 0.4540	LR: 0.020000
Training Epoch: 10 [13824/45000]	Loss: 0.3551	LR: 0.020000
Training Epoch: 10 [14080/45000]	Loss: 0.3270	LR: 0.020000
Training Epoch: 10 [14336/45000]	Loss: 0.4307	LR: 0.020000
Training Epoch: 10 [14592/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 10 [14848/45000]	Loss: 0.4622	LR: 0.020000
Training Epoch: 10 [15104/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 10 [15360/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 10 [15616/45000]	Loss: 0.3851	LR: 0.020000
Training Epoch: 10 [15872/45000]	Loss: 0.4768	LR: 0.020000
Training Epoch: 10 [16128/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 10 [16384/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 10 [16640/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 10 [16896/45000]	Loss: 0.3752	LR: 0.020000
Training Epoch: 10 [17152/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 10 [17408/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 10 [17664/45000]	Loss: 0.4781	LR: 0.020000
Training Epoch: 10 [17920/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 10 [18176/45000]	Loss: 0.5447	LR: 0.020000
Training Epoch: 10 [18432/45000]	Loss: 0.4192	LR: 0.020000
Training Epoch: 10 [18688/45000]	Loss: 0.5215	LR: 0.020000
Training Epoch: 10 [18944/45000]	Loss: 0.3291	LR: 0.020000
Training Epoch: 10 [19200/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 10 [19456/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 10 [19712/45000]	Loss: 0.5902	LR: 0.020000
Training Epoch: 10 [19968/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 10 [20224/45000]	Loss: 0.4372	LR: 0.020000
Training Epoch: 10 [20480/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 10 [20736/45000]	Loss: 0.3492	LR: 0.020000
Training Epoch: 10 [20992/45000]	Loss: 0.3485	LR: 0.020000
Training Epoch: 10 [21248/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 10 [21504/45000]	Loss: 0.5198	LR: 0.020000
Training Epoch: 10 [21760/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 10 [22016/45000]	Loss: 0.4965	LR: 0.020000
Training Epoch: 10 [22272/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 10 [22528/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 10 [22784/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 10 [23040/45000]	Loss: 0.4835	LR: 0.020000
Training Epoch: 10 [23296/45000]	Loss: 0.4825	LR: 0.020000
Training Epoch: 10 [23552/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 10 [23808/45000]	Loss: 0.5682	LR: 0.020000
Training Epoch: 10 [24064/45000]	Loss: 0.4329	LR: 0.020000
Training Epoch: 10 [24320/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 10 [24576/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 10 [24832/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 10 [25088/45000]	Loss: 0.4911	LR: 0.020000
Training Epoch: 10 [25344/45000]	Loss: 0.4678	LR: 0.020000
Training Epoch: 10 [25600/45000]	Loss: 0.5075	LR: 0.020000
Training Epoch: 10 [25856/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 10 [26112/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 10 [26368/45000]	Loss: 0.4507	LR: 0.020000
Training Epoch: 10 [26624/45000]	Loss: 0.4519	LR: 0.020000
Training Epoch: 10 [26880/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 10 [27136/45000]	Loss: 0.4433	LR: 0.020000
Training Epoch: 10 [27392/45000]	Loss: 0.4861	LR: 0.020000
Training Epoch: 10 [27648/45000]	Loss: 0.4232	LR: 0.020000
Training Epoch: 10 [27904/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 10 [28160/45000]	Loss: 0.4776	LR: 0.020000
Training Epoch: 10 [28416/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 10 [28672/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 10 [28928/45000]	Loss: 0.3834	LR: 0.020000
Training Epoch: 10 [29184/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 10 [29440/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 10 [29696/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 10 [29952/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 10 [30208/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 10 [30464/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 10 [30720/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 10 [30976/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 10 [31232/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 10 [31488/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 10 [31744/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 10 [32000/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 10 [32256/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 10 [32512/45000]	Loss: 0.4888	LR: 0.020000
Training Epoch: 10 [32768/45000]	Loss: 0.4667	LR: 0.020000
Training Epoch: 10 [33024/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 10 [33280/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 10 [33536/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 10 [33792/45000]	Loss: 0.5796	LR: 0.020000
Training Epoch: 10 [34048/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 10 [34304/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 10 [34560/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 10 [34816/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 10 [35072/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 10 [35328/45000]	Loss: 0.4803	LR: 0.020000
Training Epoch: 10 [35584/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 10 [36352/45000]	Loss: 0.4787	LR: 0.020000
Training Epoch: 10 [36608/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 10 [36864/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.4982	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.4681	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.3820	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3857	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4580	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4185	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4392	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4735	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4642	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.5117	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3617	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4414, Train Accuracy: 0.8466
Epoch 10 training time consumed: 25.14s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0019, Accuracy: 0.8373, Time consumed:0.95s
Training Epoch: 11 [256/45000]	Loss: 0.4147	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4003	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3661	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3225	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4989	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4611	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.4973	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.4893	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.4937	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.5168	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3997	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.4403	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3912	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3902	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.5179	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.4928	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4439	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.4816	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.4162	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3826	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3145	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.4810	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.4908	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.4767	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.3776	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.3188	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.3801	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.3745	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3952	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.3854	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3244	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.4305	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.3434	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4101	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.3665	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.5235	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4141	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.4918	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.3146	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.3552	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.4523	LR: 0.020000
Training Epoch: 11 [23552/45000]	Loss: 0.3967	LR: 0.020000
Training Epoch: 11 [23808/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 11 [24064/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 11 [24320/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 11 [24576/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 11 [24832/45000]	Loss: 0.3090	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 11 [25344/45000]	Loss: 0.3438	LR: 0.020000
Training Epoch: 11 [25600/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 11 [25856/45000]	Loss: 0.4603	LR: 0.020000
Training Epoch: 11 [26112/45000]	Loss: 0.2881	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.3875	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3871	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3923	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3642	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3618	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.4099	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.4819	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 11 [31488/45000]	Loss: 0.4235	LR: 0.020000
Training Epoch: 11 [31744/45000]	Loss: 0.4326	LR: 0.020000
Training Epoch: 11 [32000/45000]	Loss: 0.4446	LR: 0.020000
Training Epoch: 11 [32256/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 11 [32512/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 11 [32768/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 11 [33024/45000]	Loss: 0.3285	LR: 0.020000
Training Epoch: 11 [33280/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 11 [33536/45000]	Loss: 0.3990	LR: 0.020000
Training Epoch: 11 [33792/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 11 [34048/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 11 [34304/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 11 [34560/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 11 [34816/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 11 [35072/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 11 [35328/45000]	Loss: 0.4278	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.4081	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.4687	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.4269	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.3846	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.3737	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3767	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.2979	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4391	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.4650	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3821	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3255	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4766	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3410	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.5274	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.4453	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3557	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.5541	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4208	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4234, Train Accuracy: 0.8528
Epoch 11 training time consumed: 25.24s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0020, Accuracy: 0.8300, Time consumed:0.96s
Training Epoch: 12 [256/45000]	Loss: 0.4412	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.4168	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3937	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.4226	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.4008	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3404	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4916	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.4468	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3642	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.4049	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3689	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3974	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.4813	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3132	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3783	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3683	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3717	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.4239	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.4028	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3165	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.4626	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3657	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3888	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.4719	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.4463	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3876	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.4317	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3888	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3666	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3538	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.4071	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.4004	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.3301	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.4426	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.4435	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.4137	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.2443	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.2908	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3599	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.4637	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.4219	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3677	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.4480	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.4137	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.4218	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.4298	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3753	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.4089	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3717	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.4091	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3779	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3838	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3715	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3211	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3662	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3594	LR: 0.004000
Training Epoch: 12 [21504/45000]	Loss: 0.4441	LR: 0.004000
Training Epoch: 12 [21760/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 12 [22016/45000]	Loss: 0.3943	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.3951	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.3877	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 12 [23040/45000]	Loss: 0.3547	LR: 0.004000
Training Epoch: 12 [23296/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 12 [23552/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 12 [23808/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 12 [24064/45000]	Loss: 0.3538	LR: 0.004000
Training Epoch: 12 [24320/45000]	Loss: 0.3503	LR: 0.004000
Training Epoch: 12 [24576/45000]	Loss: 0.4989	LR: 0.004000
Training Epoch: 12 [24832/45000]	Loss: 0.3183	LR: 0.004000
Training Epoch: 12 [25088/45000]	Loss: 0.3943	LR: 0.004000
Training Epoch: 12 [25344/45000]	Loss: 0.4206	LR: 0.004000
Training Epoch: 12 [25600/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 12 [25856/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 12 [26112/45000]	Loss: 0.3517	LR: 0.004000
Training Epoch: 12 [26368/45000]	Loss: 0.3013	LR: 0.004000
Training Epoch: 12 [26624/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 12 [26880/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 12 [27136/45000]	Loss: 0.4091	LR: 0.004000
Training Epoch: 12 [27392/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 12 [27648/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 12 [27904/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 12 [28160/45000]	Loss: 0.3764	LR: 0.004000
Training Epoch: 12 [28416/45000]	Loss: 0.4242	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 12 [29184/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 12 [29440/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 12 [29696/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 12 [29952/45000]	Loss: 0.3907	LR: 0.004000
Training Epoch: 12 [30208/45000]	Loss: 0.4365	LR: 0.004000
Training Epoch: 12 [30464/45000]	Loss: 0.4714	LR: 0.004000
Training Epoch: 12 [30720/45000]	Loss: 0.3083	LR: 0.004000
Training Epoch: 12 [30976/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 12 [31232/45000]	Loss: 0.3964	LR: 0.004000
Training Epoch: 12 [31488/45000]	Loss: 0.4073	LR: 0.004000
Training Epoch: 12 [31744/45000]	Loss: 0.4045	LR: 0.004000
Training Epoch: 12 [32000/45000]	Loss: 0.3822	LR: 0.004000
Training Epoch: 12 [32256/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 12 [32512/45000]	Loss: 0.3738	LR: 0.004000
Training Epoch: 12 [32768/45000]	Loss: 0.3620	LR: 0.004000
Training Epoch: 12 [33024/45000]	Loss: 0.3660	LR: 0.004000
Training Epoch: 12 [33280/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 12 [33536/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 12 [33792/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 12 [34048/45000]	Loss: 0.3030	LR: 0.004000
Training Epoch: 12 [34304/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 12 [34560/45000]	Loss: 0.4500	LR: 0.004000
Training Epoch: 12 [34816/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 12 [35072/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 12 [35328/45000]	Loss: 0.4232	LR: 0.004000
Training Epoch: 12 [35584/45000]	Loss: 0.3472	LR: 0.004000
Training Epoch: 12 [35840/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 12 [36096/45000]	Loss: 0.3433	LR: 0.004000
Training Epoch: 12 [36352/45000]	Loss: 0.3767	LR: 0.004000
Training Epoch: 12 [36608/45000]	Loss: 0.4361	LR: 0.004000
Training Epoch: 12 [36864/45000]	Loss: 0.3625	LR: 0.004000
Training Epoch: 12 [37120/45000]	Loss: 0.3797	LR: 0.004000
Training Epoch: 12 [37376/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 12 [37632/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 12 [37888/45000]	Loss: 0.3565	LR: 0.004000
Training Epoch: 12 [38144/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 12 [38400/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 12 [38656/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 12 [38912/45000]	Loss: 0.4217	LR: 0.004000
Training Epoch: 12 [39168/45000]	Loss: 0.4322	LR: 0.004000
Training Epoch: 12 [39424/45000]	Loss: 0.4036	LR: 0.004000
Training Epoch: 12 [39680/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 12 [39936/45000]	Loss: 0.3506	LR: 0.004000
Training Epoch: 12 [40192/45000]	Loss: 0.3623	LR: 0.004000
Training Epoch: 12 [40448/45000]	Loss: 0.3906	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.3987	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.4094	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3988	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.4322	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.4186	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.4539	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3265	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.4302	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.4239	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3142	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3776	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3489	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3959	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3722, Train Accuracy: 0.8732
Epoch 12 training time consumed: 25.28s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0016, Accuracy: 0.8595, Time consumed:1.00s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.4254	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.4559	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3681	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3996	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3270	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.2396	LR: 0.004000
Training Epoch: 13 [2560/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.4015	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.4033	LR: 0.004000
Training Epoch: 13 [3328/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 13 [3584/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 13 [3840/45000]	Loss: 0.4579	LR: 0.004000
Training Epoch: 13 [4096/45000]	Loss: 0.3427	LR: 0.004000
Training Epoch: 13 [4352/45000]	Loss: 0.3702	LR: 0.004000
Training Epoch: 13 [4608/45000]	Loss: 0.3760	LR: 0.004000
Training Epoch: 13 [4864/45000]	Loss: 0.3698	LR: 0.004000
Training Epoch: 13 [5120/45000]	Loss: 0.3704	LR: 0.004000
Training Epoch: 13 [5376/45000]	Loss: 0.3640	LR: 0.004000
Training Epoch: 13 [5632/45000]	Loss: 0.3664	LR: 0.004000
Training Epoch: 13 [5888/45000]	Loss: 0.4240	LR: 0.004000
Training Epoch: 13 [6144/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 13 [6400/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 13 [6656/45000]	Loss: 0.3172	LR: 0.004000
Training Epoch: 13 [6912/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 13 [7168/45000]	Loss: 0.3768	LR: 0.004000
Training Epoch: 13 [7424/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 13 [7680/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 13 [7936/45000]	Loss: 0.3558	LR: 0.004000
Training Epoch: 13 [8192/45000]	Loss: 0.3946	LR: 0.004000
Training Epoch: 13 [8448/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 13 [8704/45000]	Loss: 0.2979	LR: 0.004000
Training Epoch: 13 [8960/45000]	Loss: 0.4007	LR: 0.004000
Training Epoch: 13 [9216/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 13 [9472/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 13 [9728/45000]	Loss: 0.4568	LR: 0.004000
Training Epoch: 13 [9984/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 13 [10240/45000]	Loss: 0.3425	LR: 0.004000
Training Epoch: 13 [10496/45000]	Loss: 0.3897	LR: 0.004000
Training Epoch: 13 [10752/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 13 [11008/45000]	Loss: 0.3010	LR: 0.004000
Training Epoch: 13 [11264/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 13 [11520/45000]	Loss: 0.4137	LR: 0.004000
Training Epoch: 13 [11776/45000]	Loss: 0.4299	LR: 0.004000
Training Epoch: 13 [12032/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 13 [12288/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 13 [12544/45000]	Loss: 0.3620	LR: 0.004000
Training Epoch: 13 [12800/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 13 [13056/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 13 [13312/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 13 [13568/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 13 [13824/45000]	Loss: 0.4134	LR: 0.004000
Training Epoch: 13 [14080/45000]	Loss: 0.2917	LR: 0.004000
Training Epoch: 13 [14336/45000]	Loss: 0.4624	LR: 0.004000
Training Epoch: 13 [14592/45000]	Loss: 0.3807	LR: 0.004000
Training Epoch: 13 [14848/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 13 [15104/45000]	Loss: 0.3344	LR: 0.004000
Training Epoch: 13 [15360/45000]	Loss: 0.4375	LR: 0.004000
Training Epoch: 13 [15616/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 13 [15872/45000]	Loss: 0.4375	LR: 0.004000
Training Epoch: 13 [16128/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 13 [16384/45000]	Loss: 0.3658	LR: 0.004000
Training Epoch: 13 [16640/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 13 [16896/45000]	Loss: 0.3760	LR: 0.004000
Training Epoch: 13 [17152/45000]	Loss: 0.3859	LR: 0.004000
Training Epoch: 13 [17408/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 13 [17664/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 13 [17920/45000]	Loss: 0.4053	LR: 0.004000
Training Epoch: 13 [18176/45000]	Loss: 0.3099	LR: 0.004000
Training Epoch: 13 [18432/45000]	Loss: 0.3737	LR: 0.004000
Training Epoch: 13 [18688/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 13 [18944/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 13 [19200/45000]	Loss: 0.2763	LR: 0.004000
Training Epoch: 13 [19456/45000]	Loss: 0.3755	LR: 0.004000
Training Epoch: 13 [19712/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 13 [19968/45000]	Loss: 0.3217	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 13 [20736/45000]	Loss: 0.4009	LR: 0.004000
Training Epoch: 13 [20992/45000]	Loss: 0.3987	LR: 0.004000
Training Epoch: 13 [21248/45000]	Loss: 0.4379	LR: 0.004000
Training Epoch: 13 [21504/45000]	Loss: 0.3902	LR: 0.004000
Training Epoch: 13 [21760/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 13 [22016/45000]	Loss: 0.3796	LR: 0.004000
Training Epoch: 13 [22272/45000]	Loss: 0.3453	LR: 0.004000
Training Epoch: 13 [22528/45000]	Loss: 0.3868	LR: 0.004000
Training Epoch: 13 [22784/45000]	Loss: 0.4107	LR: 0.004000
Training Epoch: 13 [23040/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 13 [23296/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 13 [23552/45000]	Loss: 0.3254	LR: 0.004000
Training Epoch: 13 [23808/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 13 [24064/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 13 [24320/45000]	Loss: 0.4014	LR: 0.004000
Training Epoch: 13 [24576/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 13 [24832/45000]	Loss: 0.3694	LR: 0.004000
Training Epoch: 13 [25088/45000]	Loss: 0.2994	LR: 0.004000
Training Epoch: 13 [25344/45000]	Loss: 0.3843	LR: 0.004000
Training Epoch: 13 [25600/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 13 [25856/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 13 [26112/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 13 [26368/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 13 [26624/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 13 [26880/45000]	Loss: 0.3605	LR: 0.004000
Training Epoch: 13 [27136/45000]	Loss: 0.3154	LR: 0.004000
Training Epoch: 13 [27392/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.3473	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.4409	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.3649	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.4363	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.4273	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 13 [29952/45000]	Loss: 0.3156	LR: 0.004000
Training Epoch: 13 [30208/45000]	Loss: 0.3651	LR: 0.004000
Training Epoch: 13 [30464/45000]	Loss: 0.4182	LR: 0.004000
Training Epoch: 13 [30720/45000]	Loss: 0.3084	LR: 0.004000
Training Epoch: 13 [30976/45000]	Loss: 0.3423	LR: 0.004000
Training Epoch: 13 [31232/45000]	Loss: 0.4141	LR: 0.004000
Training Epoch: 13 [31488/45000]	Loss: 0.3543	LR: 0.004000
Training Epoch: 13 [31744/45000]	Loss: 0.4107	LR: 0.004000
Training Epoch: 13 [32000/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 13 [32256/45000]	Loss: 0.3462	LR: 0.004000
Training Epoch: 13 [32512/45000]	Loss: 0.4121	LR: 0.004000
Training Epoch: 13 [32768/45000]	Loss: 0.4086	LR: 0.004000
Training Epoch: 13 [33024/45000]	Loss: 0.3449	LR: 0.004000
Training Epoch: 13 [33280/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 13 [33536/45000]	Loss: 0.4109	LR: 0.004000
Training Epoch: 13 [33792/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 13 [34048/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 13 [34304/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 13 [34560/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 13 [34816/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 13 [35072/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 13 [35328/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 13 [35584/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 13 [35840/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 13 [36096/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 13 [36352/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 13 [36608/45000]	Loss: 0.3967	LR: 0.004000
Training Epoch: 13 [36864/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 13 [37120/45000]	Loss: 0.3930	LR: 0.004000
Training Epoch: 13 [37376/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 13 [37632/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 13 [37888/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 13 [38144/45000]	Loss: 0.3302	LR: 0.004000
Training Epoch: 13 [38400/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 13 [38656/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 13 [38912/45000]	Loss: 0.3726	LR: 0.004000
Training Epoch: 13 [39168/45000]	Loss: 0.4365	LR: 0.004000
Training Epoch: 13 [39424/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 13 [39680/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 13 [39936/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 13 [40192/45000]	Loss: 0.3748	LR: 0.004000
Training Epoch: 13 [40448/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 13 [40704/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.3333	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.3856	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.2657	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3731	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3876	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3827	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3582	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.4136	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.4034	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.4280	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.4307	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3126	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3608, Train Accuracy: 0.8778
Epoch 13 training time consumed: 25.20s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0016, Accuracy: 0.8615, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3835	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3812	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3913	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3972	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3275	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3801	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.4317	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.2995	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.4251	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3634	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.2300	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3677	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3105	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.4174	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.4434	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3856	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3911	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3040	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.4000	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.2709	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3218	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3335	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.3321	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.2851	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.2575	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3781	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.2836	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3805	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.2542	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3876	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.4122	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3665	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.3858	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3827	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.4057	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3930	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3274	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3389	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.3977	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3422	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3507	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.2663	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3711	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.4511	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3879	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.4336	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3974	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.4253	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.3032	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.3323	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.4937	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.2969	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.3456	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.2303	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3953	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3396	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3300	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3199	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3286	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3737	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3570	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.4073	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3892	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.4499	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3711	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.3702	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3062	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3008	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.3840	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3760	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.4170	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3575	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.4050	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3184	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.2850	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3929	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3218	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3007	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3913	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3326	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.4218	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.4095	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3570	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3187	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.5008	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.4454	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3595	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3902	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3939	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3527	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.5213	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2933	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3449	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3882	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.2549	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.4113	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.3997	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.2623	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.4275	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3534	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3996	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.4782	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3180	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3449	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.4321	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3788	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.4039	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3797	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.4572	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3554, Train Accuracy: 0.8777
Epoch 14 training time consumed: 25.45s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0016, Accuracy: 0.8610, Time consumed:0.94s
Training Epoch: 15 [256/45000]	Loss: 0.3524	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.2698	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3798	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.4660	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.2969	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2743	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3648	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.2407	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2785	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3660	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2681	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3469	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3666	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.3239	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3928	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3314	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3456	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.3846	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3326	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.4020	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.2727	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3434	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3920	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2661	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2828	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3260	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.4373	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.3832	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.3616	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.3638	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.4018	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.4525	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3427	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.2656	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.2910	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3914	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3127	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3652	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3636	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.3199	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3598	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3255	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.4105	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3205	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3745	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3515	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3012	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.2983	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3969	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.4220	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.2776	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2902	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3886	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3857	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3774	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.4175	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.2701	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3717	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.3844	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.3941	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3315	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.2459	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.4074	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.2858	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.3940	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3327	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.2895	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3145	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.2860	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3329	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3775	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3046	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.4293	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.4051	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.3549	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.2739	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3571	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.2936	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.3752	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.4334	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.2666	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.3834	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.3925	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.4009	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.2787	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.3909	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.4604	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.3285	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.4133	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3078	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3595	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2767	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.3586	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.3699	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.4896	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3651	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.4009	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.4063	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.2954	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3396	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.4026	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3210	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3584	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3170	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3794	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.4163	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2851	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3586	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.4347	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3456, Train Accuracy: 0.8810
Epoch 15 training time consumed: 25.20s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0016, Accuracy: 0.8608, Time consumed:0.93s
Training Epoch: 16 [256/45000]	Loss: 0.3482	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.4204	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3536	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.4004	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3829	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.4277	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3758	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.4058	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.3587	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.4084	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.2726	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3850	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.4082	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.4194	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.4099	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.3227	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.3494	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.3837	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.3706	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.4481	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.3724	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.4259	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.3461	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.4359	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.3531	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3813	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.2432	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.3479	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.3523	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.3689	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.3542	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.4351	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.3492	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3639	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.3804	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.4257	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.4084	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.3478	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.3481	LR: 0.000800
Training Epoch: 16 [33280/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 16 [33536/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 16 [33792/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.3882	LR: 0.000800
Training Epoch: 16 [34560/45000]	Loss: 0.3942	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.3800	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.3766	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3961	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3662	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.4056	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.3735	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.4083	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.4180	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3768	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3543	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3057	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3335, Train Accuracy: 0.8855
Epoch 16 training time consumed: 25.27s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0016, Accuracy: 0.8670, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3858	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3426	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3418	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3665	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3626	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.3985	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3909	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.3737	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3818	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.3827	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.3307	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.3993	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.3751	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.4158	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3661	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.3801	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.4060	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3784	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3850	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.3111	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.4361	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.4317	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.4361	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.3603	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.4033	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.3628	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.4001	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3972	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3882	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3769	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.4027	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3543	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3834	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3759	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3803	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.3064	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.4341	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.2463	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3764	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.2899	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2272	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.4196	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3813	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.4076	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.3925	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3558	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3337, Train Accuracy: 0.8867
Epoch 17 training time consumed: 25.19s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8664, Time consumed:0.91s
Training Epoch: 18 [256/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.3698	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3213	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3683	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.4052	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3804	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.3786	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.4010	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.3850	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.4206	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3378	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.3858	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3810	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3553	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3792	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3862	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3734	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3729	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.4202	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2777	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.3616	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.4456	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.4167	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3997	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.3967	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3993	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.3732	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2834	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3390	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.3996	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3617	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.3875	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.4001	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.2805	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.3703	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2537	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3612	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3702	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3750	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3761	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.2872	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3291, Train Accuracy: 0.8876
Epoch 18 training time consumed: 25.21s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8686, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_59m_29s/AllCNN-Cifar10-seed3-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3400	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3827	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.4028	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.3849	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3762	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3619	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.3654	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3637	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2874	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.4091	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2574	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3698	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3832	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.4256	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3452	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2405	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3466	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3491	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.4046	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.4288	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3625	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3836	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3692	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.4045	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3368	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3695	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3740	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3880	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.4052	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3590	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3617	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3445	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.4052	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.3924	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.3813	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.4056	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.4193	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3169	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2263	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.4073	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3575	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.3797	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3742	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3349	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3907	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3975	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3984	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3639	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.4028	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.4096	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3651	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3688	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3558	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3261, Train Accuracy: 0.8892
Epoch 19 training time consumed: 25.22s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8685, Time consumed:0.98s
Training Epoch: 20 [256/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2407	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2594	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2900	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.3595	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2913	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.4138	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.3837	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3758	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2239	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2299	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3804	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3791	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3700	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3675	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3986	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3483	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3923	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3649	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.3562	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2248	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2850	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3737	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3950	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3843	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3344	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.3837	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3471	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3899	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.3791	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2737	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3524	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3977	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2628	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.3297	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3904	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3669	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.4034	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3739	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3512	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.3643	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.3339	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.3859	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3110	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.3668	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3614	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3219, Train Accuracy: 0.8888
Epoch 20 training time consumed: 25.61s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8680, Time consumed:0.92s
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: 86.81640625
Retain Accuracy: 89.26216125488281
Zero-Retain Forget (ZRF): 0.8598432540893555
Membership Inference Attack (MIA): 0.4174
Forget vs Retain Membership Inference Attack (MIA): 0.533
Forget vs Test Membership Inference Attack (MIA): 0.5535
Test vs Retain Membership Inference Attack (MIA): 0.491
Train vs Test Membership Inference Attack (MIA): 0.5205
Forget Set Accuracy (Df): 86.38557434082031
Method Execution Time: 1023.33 seconds
