hello
hello

📌 S Retain class distribution for seed 1:
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 1:
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: 2.3198	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3151	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3298	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3087	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3203	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3183	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2772	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2810	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2369	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2413	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2226	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.2103	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1837	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1555	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1451	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1562	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.0706	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0990	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0436	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0403	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9957	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9749	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0332	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9776	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.9884	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9836	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9772	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8966	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9175	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9744	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8800	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8865	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8413	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.7232	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.9114	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8619	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8088	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8113	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.9782	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7483	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7328	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7798	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.9091	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7468	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.6989	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8456	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7400	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.7484	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6677	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7704	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.7193	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6568	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6526	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7161	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7329	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6855	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.6980	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.5730	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7125	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6746	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7123	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7135	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6576	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6138	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.5650	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.8254	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.5825	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6263	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6920	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7090	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6030	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6653	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6299	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6206	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6243	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5639	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.7286	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5492	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6485	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.5828	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6167	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.7049	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5534	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6279	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5675	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6079	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5790	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.5423	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5325	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6580	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.5352	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5242	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5828	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5740	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.4879	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.4520	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6183	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5030	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5312	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.3791	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6245	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.3796	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.4156	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.4486	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4798	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5241	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.3912	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4843	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4830	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5602	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.4562	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.3913	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4482	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5076	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5555	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4413	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5206	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.5863	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.6516	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4952	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.5165	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4580	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.6536	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4685	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.5579	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6031	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4624	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.4661	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4409	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4461	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.4394	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4055	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4437	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5518	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5125	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5048	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.4360	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4506	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.3691	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4833	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4214	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4442	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.6359	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4156	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4373	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3941	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4773	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.4094	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5037	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4234	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5407	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.5676	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3666	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4033	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4035	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4182	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.5004	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3948	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4703	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3965	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3739	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4874	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4456	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3418	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3249	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3788	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4260	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4715	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3701	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3756	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4946	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4842	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3458	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4000	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.1940	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3394	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6583, Train Accuracy: 0.3856
Epoch 1 training time consumed: 26.24s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0068, Accuracy: 0.4291, Time consumed:1.07s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.2893	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3590	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4253	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.4879	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.5067	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.3488	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.2633	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.4068	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3978	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.2357	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.2962	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.2175	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3191	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.1973	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.2862	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.2629	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.2129	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3167	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.2733	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2266	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.1497	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.1930	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3888	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.2083	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3171	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2725	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.1836	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.3259	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3454	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.1940	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.1874	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3653	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.4232	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3207	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3118	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.3118	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.1920	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.3245	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.1689	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.1655	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.1759	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2740	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2217	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2240	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3149	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3197	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2016	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2019	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2628	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.3298	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2377	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2487	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2301	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2116	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2780	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.3194	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3309	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.3034	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2712	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.3050	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2313	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2116	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2506	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2338	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.1313	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2637	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.1651	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.1266	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.2920	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.1994	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.2538	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2305	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.1857	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.0882	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2163	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.1825	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.1655	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.2339	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2722	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.0771	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2065	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.1560	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.0774	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.1226	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2239	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.0629	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2029	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.0413	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.1241	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.0396	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.1954	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1672	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2321	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.2136	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.0471	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1541	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.2090	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2802	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1168	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1706	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1308	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1551	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1380	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.0432	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1362	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1259	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.0661	LR: 0.100000
Training Epoch: 2 [27648/45000]	Loss: 1.1101	LR: 0.100000
Training Epoch: 2 [27904/45000]	Loss: 1.1956	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.2076	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.0648	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1622	LR: 0.100000
Training Epoch: 2 [28928/45000]	Loss: 1.1818	LR: 0.100000
Training Epoch: 2 [29184/45000]	Loss: 1.1581	LR: 0.100000
Training Epoch: 2 [29440/45000]	Loss: 1.0993	LR: 0.100000
Training Epoch: 2 [29696/45000]	Loss: 1.2562	LR: 0.100000
Training Epoch: 2 [29952/45000]	Loss: 1.0514	LR: 0.100000
Training Epoch: 2 [30208/45000]	Loss: 1.0286	LR: 0.100000
Training Epoch: 2 [30464/45000]	Loss: 1.1762	LR: 0.100000
Training Epoch: 2 [30720/45000]	Loss: 1.1799	LR: 0.100000
Training Epoch: 2 [30976/45000]	Loss: 1.1561	LR: 0.100000
Training Epoch: 2 [31232/45000]	Loss: 1.0636	LR: 0.100000
Training Epoch: 2 [31488/45000]	Loss: 1.1149	LR: 0.100000
Training Epoch: 2 [31744/45000]	Loss: 1.0996	LR: 0.100000
Training Epoch: 2 [32000/45000]	Loss: 1.1703	LR: 0.100000
Training Epoch: 2 [32256/45000]	Loss: 1.1577	LR: 0.100000
Training Epoch: 2 [32512/45000]	Loss: 1.0838	LR: 0.100000
Training Epoch: 2 [32768/45000]	Loss: 1.1329	LR: 0.100000
Training Epoch: 2 [33024/45000]	Loss: 1.1570	LR: 0.100000
Training Epoch: 2 [33280/45000]	Loss: 1.2194	LR: 0.100000
Training Epoch: 2 [33536/45000]	Loss: 1.0901	LR: 0.100000
Training Epoch: 2 [33792/45000]	Loss: 1.1391	LR: 0.100000
Training Epoch: 2 [34048/45000]	Loss: 1.0576	LR: 0.100000
Training Epoch: 2 [34304/45000]	Loss: 1.0614	LR: 0.100000
Training Epoch: 2 [34560/45000]	Loss: 1.0916	LR: 0.100000
Training Epoch: 2 [34816/45000]	Loss: 1.0409	LR: 0.100000
Training Epoch: 2 [35072/45000]	Loss: 1.1288	LR: 0.100000
Training Epoch: 2 [35328/45000]	Loss: 1.2519	LR: 0.100000
Training Epoch: 2 [35584/45000]	Loss: 1.1643	LR: 0.100000
Training Epoch: 2 [35840/45000]	Loss: 1.0060	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.0545	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.0782	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0235	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0086	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.1383	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.0442	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.0220	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.0803	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.0588	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1097	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 0.9403	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.1561	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0984	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.0600	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.0190	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.2453	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.2101	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0473	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.0716	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1627	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0849	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0873	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0544	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1656	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1035	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0515	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.1020	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0462	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0918	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0848	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0682	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0599	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0978	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0183	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 0.9496	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1994	LR: 0.100000
Epoch 2 - Average Train Loss: 1.1815, Train Accuracy: 0.5710
Epoch 2 training time consumed: 25.37s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0049, Accuracy: 0.5727, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.9392	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.9580	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0659	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0440	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0130	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1155	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 0.9561	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.1707	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0622	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.1112	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0658	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.1257	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 0.9706	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.9837	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.9706	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0086	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9779	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 0.9765	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.1692	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.8785	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9089	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0350	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.9978	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 0.9555	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0006	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.9853	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0931	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 1.0232	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0239	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0366	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 0.9992	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 0.9800	LR: 0.100000
Training Epoch: 3 [8704/45000]	Loss: 1.1583	LR: 0.100000
Training Epoch: 3 [8960/45000]	Loss: 0.9941	LR: 0.100000
Training Epoch: 3 [9216/45000]	Loss: 0.9487	LR: 0.100000
Training Epoch: 3 [9472/45000]	Loss: 0.8948	LR: 0.100000
Training Epoch: 3 [9728/45000]	Loss: 0.9950	LR: 0.100000
Training Epoch: 3 [9984/45000]	Loss: 1.0993	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0550	LR: 0.100000
Training Epoch: 3 [10496/45000]	Loss: 1.0554	LR: 0.100000
Training Epoch: 3 [10752/45000]	Loss: 0.9542	LR: 0.100000
Training Epoch: 3 [11008/45000]	Loss: 0.9975	LR: 0.100000
Training Epoch: 3 [11264/45000]	Loss: 0.9371	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.9460	LR: 0.100000
Training Epoch: 3 [11776/45000]	Loss: 0.9819	LR: 0.100000
Training Epoch: 3 [12032/45000]	Loss: 0.9506	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0432	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 1.0200	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 0.9371	LR: 0.100000
Training Epoch: 3 [13056/45000]	Loss: 1.1363	LR: 0.100000
Training Epoch: 3 [13312/45000]	Loss: 0.9387	LR: 0.100000
Training Epoch: 3 [13568/45000]	Loss: 0.9759	LR: 0.100000
Training Epoch: 3 [13824/45000]	Loss: 0.8725	LR: 0.100000
Training Epoch: 3 [14080/45000]	Loss: 1.0705	LR: 0.100000
Training Epoch: 3 [14336/45000]	Loss: 0.9757	LR: 0.100000
Training Epoch: 3 [14592/45000]	Loss: 1.0701	LR: 0.100000
Training Epoch: 3 [14848/45000]	Loss: 0.9583	LR: 0.100000
Training Epoch: 3 [15104/45000]	Loss: 1.0402	LR: 0.100000
Training Epoch: 3 [15360/45000]	Loss: 1.0603	LR: 0.100000
Training Epoch: 3 [15616/45000]	Loss: 1.0074	LR: 0.100000
Training Epoch: 3 [15872/45000]	Loss: 0.9686	LR: 0.100000
Training Epoch: 3 [16128/45000]	Loss: 0.8934	LR: 0.100000
Training Epoch: 3 [16384/45000]	Loss: 0.8648	LR: 0.100000
Training Epoch: 3 [16640/45000]	Loss: 0.9162	LR: 0.100000
Training Epoch: 3 [16896/45000]	Loss: 1.0455	LR: 0.100000
Training Epoch: 3 [17152/45000]	Loss: 1.0236	LR: 0.100000
Training Epoch: 3 [17408/45000]	Loss: 1.0393	LR: 0.100000
Training Epoch: 3 [17664/45000]	Loss: 0.9686	LR: 0.100000
Training Epoch: 3 [17920/45000]	Loss: 1.0975	LR: 0.100000
Training Epoch: 3 [18176/45000]	Loss: 1.0070	LR: 0.100000
Training Epoch: 3 [18432/45000]	Loss: 0.9726	LR: 0.100000
Training Epoch: 3 [18688/45000]	Loss: 0.9513	LR: 0.100000
Training Epoch: 3 [18944/45000]	Loss: 0.9960	LR: 0.100000
Training Epoch: 3 [19200/45000]	Loss: 0.9494	LR: 0.100000
Training Epoch: 3 [19456/45000]	Loss: 0.9525	LR: 0.100000
Training Epoch: 3 [19712/45000]	Loss: 0.9826	LR: 0.100000
Training Epoch: 3 [19968/45000]	Loss: 0.9784	LR: 0.100000
Training Epoch: 3 [20224/45000]	Loss: 1.0438	LR: 0.100000
Training Epoch: 3 [20480/45000]	Loss: 0.9901	LR: 0.100000
Training Epoch: 3 [20736/45000]	Loss: 0.8594	LR: 0.100000
Training Epoch: 3 [20992/45000]	Loss: 0.9037	LR: 0.100000
Training Epoch: 3 [21248/45000]	Loss: 1.0152	LR: 0.100000
Training Epoch: 3 [21504/45000]	Loss: 1.0050	LR: 0.100000
Training Epoch: 3 [21760/45000]	Loss: 0.9384	LR: 0.100000
Training Epoch: 3 [22016/45000]	Loss: 1.0537	LR: 0.100000
Training Epoch: 3 [22272/45000]	Loss: 0.9864	LR: 0.100000
Training Epoch: 3 [22528/45000]	Loss: 1.1567	LR: 0.100000
Training Epoch: 3 [22784/45000]	Loss: 0.9880	LR: 0.100000
Training Epoch: 3 [23040/45000]	Loss: 1.0529	LR: 0.100000
Training Epoch: 3 [23296/45000]	Loss: 1.0698	LR: 0.100000
Training Epoch: 3 [23552/45000]	Loss: 0.9285	LR: 0.100000
Training Epoch: 3 [23808/45000]	Loss: 0.9911	LR: 0.100000
Training Epoch: 3 [24064/45000]	Loss: 0.9673	LR: 0.100000
Training Epoch: 3 [24320/45000]	Loss: 1.0466	LR: 0.100000
Training Epoch: 3 [24576/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 3 [24832/45000]	Loss: 0.9367	LR: 0.100000
Training Epoch: 3 [25088/45000]	Loss: 1.0188	LR: 0.100000
Training Epoch: 3 [25344/45000]	Loss: 1.0667	LR: 0.100000
Training Epoch: 3 [25600/45000]	Loss: 0.9950	LR: 0.100000
Training Epoch: 3 [25856/45000]	Loss: 1.0000	LR: 0.100000
Training Epoch: 3 [26112/45000]	Loss: 1.0173	LR: 0.100000
Training Epoch: 3 [26368/45000]	Loss: 1.0730	LR: 0.100000
Training Epoch: 3 [26624/45000]	Loss: 1.0140	LR: 0.100000
Training Epoch: 3 [26880/45000]	Loss: 0.8548	LR: 0.100000
Training Epoch: 3 [27136/45000]	Loss: 1.0159	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 0.9462	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 0.9202	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9531	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.9974	LR: 0.100000
Training Epoch: 3 [28416/45000]	Loss: 0.9239	LR: 0.100000
Training Epoch: 3 [28672/45000]	Loss: 0.9754	LR: 0.100000
Training Epoch: 3 [28928/45000]	Loss: 1.0242	LR: 0.100000
Training Epoch: 3 [29184/45000]	Loss: 1.0701	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 0.9944	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9964	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.0605	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 0.9242	LR: 0.100000
Training Epoch: 3 [30464/45000]	Loss: 0.9755	LR: 0.100000
Training Epoch: 3 [30720/45000]	Loss: 1.0697	LR: 0.100000
Training Epoch: 3 [30976/45000]	Loss: 0.9765	LR: 0.100000
Training Epoch: 3 [31232/45000]	Loss: 1.1230	LR: 0.100000
Training Epoch: 3 [31488/45000]	Loss: 1.1143	LR: 0.100000
Training Epoch: 3 [31744/45000]	Loss: 0.9456	LR: 0.100000
Training Epoch: 3 [32000/45000]	Loss: 0.9306	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 0.9435	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.9280	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.9485	LR: 0.100000
Training Epoch: 3 [33024/45000]	Loss: 0.9304	LR: 0.100000
Training Epoch: 3 [33280/45000]	Loss: 0.9734	LR: 0.100000
Training Epoch: 3 [33536/45000]	Loss: 0.9083	LR: 0.100000
Training Epoch: 3 [33792/45000]	Loss: 0.8858	LR: 0.100000
Training Epoch: 3 [34048/45000]	Loss: 0.9737	LR: 0.100000
Training Epoch: 3 [34304/45000]	Loss: 0.9751	LR: 0.100000
Training Epoch: 3 [34560/45000]	Loss: 0.9708	LR: 0.100000
Training Epoch: 3 [34816/45000]	Loss: 0.9150	LR: 0.100000
Training Epoch: 3 [35072/45000]	Loss: 0.9895	LR: 0.100000
Training Epoch: 3 [35328/45000]	Loss: 1.0142	LR: 0.100000
Training Epoch: 3 [35584/45000]	Loss: 0.9240	LR: 0.100000
Training Epoch: 3 [35840/45000]	Loss: 1.0049	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 0.8050	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.0437	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 0.9573	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.7646	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.9779	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.0248	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 1.0051	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9666	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 0.9193	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.1210	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9721	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.0105	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.9014	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.9832	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.0017	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.8401	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9911	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.8620	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9234	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9624	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9041	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 1.0643	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.0519	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8853	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9298	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8944	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9664	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9284	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9723	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9045	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.8500	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8624	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.9388	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8387	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9859, Train Accuracy: 0.6496
Epoch 3 training time consumed: 25.37s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0043, Accuracy: 0.6297, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8367	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9142	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.0101	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.9143	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9238	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 1.0965	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.8180	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9695	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8686	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 1.0293	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8722	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8733	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8776	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8624	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8958	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8483	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8404	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8961	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8890	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.9787	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8679	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.9647	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8478	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9096	LR: 0.100000
Training Epoch: 4 [6400/45000]	Loss: 0.8201	LR: 0.100000
Training Epoch: 4 [6656/45000]	Loss: 0.8246	LR: 0.100000
Training Epoch: 4 [6912/45000]	Loss: 0.7581	LR: 0.100000
Training Epoch: 4 [7168/45000]	Loss: 0.9521	LR: 0.100000
Training Epoch: 4 [7424/45000]	Loss: 0.9392	LR: 0.100000
Training Epoch: 4 [7680/45000]	Loss: 0.8112	LR: 0.100000
Training Epoch: 4 [7936/45000]	Loss: 0.9153	LR: 0.100000
Training Epoch: 4 [8192/45000]	Loss: 0.8709	LR: 0.100000
Training Epoch: 4 [8448/45000]	Loss: 0.8768	LR: 0.100000
Training Epoch: 4 [8704/45000]	Loss: 0.9139	LR: 0.100000
Training Epoch: 4 [8960/45000]	Loss: 0.7992	LR: 0.100000
Training Epoch: 4 [9216/45000]	Loss: 0.9167	LR: 0.100000
Training Epoch: 4 [9472/45000]	Loss: 0.9356	LR: 0.100000
Training Epoch: 4 [9728/45000]	Loss: 0.9740	LR: 0.100000
Training Epoch: 4 [9984/45000]	Loss: 0.9057	LR: 0.100000
Training Epoch: 4 [10240/45000]	Loss: 0.9028	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.8616	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.7663	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.7623	LR: 0.100000
Training Epoch: 4 [11264/45000]	Loss: 0.9822	LR: 0.100000
Training Epoch: 4 [11520/45000]	Loss: 0.9014	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.8447	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.9080	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.8536	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.8687	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.9143	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.8508	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.9020	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 0.8137	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.9193	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.8489	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.7523	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.9171	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.8577	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.8818	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.8892	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.7905	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.8695	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.9682	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.8330	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.8234	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.8623	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.8812	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.8243	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.8385	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.8971	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.9512	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 0.8468	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 0.9182	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 0.8699	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.8275	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.9065	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.8960	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.8943	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.8909	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.8843	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.8691	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.7889	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.8168	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 1.0088	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.8206	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.7964	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.9754	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.7812	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.8909	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.8737	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.8307	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 0.9433	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.8188	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.8279	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.8428	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.9623	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.9373	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.8346	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.8305	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.8418	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.9044	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.8654	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.7789	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.8602	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.8863	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.8279	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.8207	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.7584	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.7687	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.8178	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.8344	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.8642	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.8674	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.9702	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.9201	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.9324	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.8069	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.8609	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.8331	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.8906	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.8714	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.7616	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.7379	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.8728	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.8181	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.8569	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.8322	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.8934	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.8250	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 0.8829	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.7414	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.9128	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.8244	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.7560	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.8310	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.8203	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.9252	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.7782	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.8366	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.8659	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.8809	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.8624	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.8896	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.7972	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.7062	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.8250	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.8283	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.8600	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.9398	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.8822	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.8525	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.8165	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.9091	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.8235	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.8284	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.8493	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.7159	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.7871	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.8106	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.8115	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.8550	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.7445	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.8635	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.8911	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.8143	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.8177	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.8520	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.8493	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.8888	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.8477	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.9554	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.8825	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.8213	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.7784	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7562	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8637, Train Accuracy: 0.6931
Epoch 4 training time consumed: 25.03s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0061, Accuracy: 0.5504, Time consumed:0.92s
Training Epoch: 5 [256/45000]	Loss: 0.7070	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.8378	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.7156	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.8972	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.8147	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.8101	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.9177	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.8059	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.7593	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.8488	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.9236	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.7639	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.7776	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.7721	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.7238	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.7260	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.7759	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.7880	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.9369	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.7837	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.7583	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.7313	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.8029	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.7925	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.7933	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.8780	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.7460	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.7320	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.7556	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.8062	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.7326	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.6901	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.8558	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.7610	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.6750	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.6955	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.8421	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.7633	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.7884	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.6379	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.7182	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.8083	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.7704	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.6099	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.7766	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.7737	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.6729	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.8138	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.8169	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.8127	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.8319	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.7014	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.8622	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.7526	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.7058	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.7927	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.8706	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.7256	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.8623	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.8264	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.7615	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7408	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.7759	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.7404	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.7800	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.8006	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.7811	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.8374	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.7703	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.8317	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.8552	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.6737	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.7289	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.6944	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.7818	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.9392	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.8109	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.8451	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.8483	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.7634	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.7455	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.6668	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.8851	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.8694	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.6717	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.7050	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.8171	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.6821	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.8555	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.7635	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.7926	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.8092	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.8315	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.7000	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.7648	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.6786	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7689	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.7598	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.6942	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.8727	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.7922	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.7552	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.6327	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.7999	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.6471	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.6994	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.7316	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.7254	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.6252	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.7051	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.8483	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.7452	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.7542	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.8140	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.7115	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.7570	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.7999	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.8182	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.7048	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.7574	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.6760	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.8333	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.7633	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.8321	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.7033	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.7776	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.7868	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.7674	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.8614	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.8302	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.7429	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.8926	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.8842	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.7920	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.7122	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.8043	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.8357	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.7770	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.7491	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.6796	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.8437	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.8546	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.7764	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.7439	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.6754	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.5880	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.6719	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.7467	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.6809	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.7324	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.8213	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.7317	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.6874	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.7996	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.7603	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.6780	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.7627	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.7663	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.7781	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.7805	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.6900	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.6887	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.7193	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.7533	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7554	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.7281	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7847	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7198	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.6111	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.6962	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.8388	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7227	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.8037	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6855	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6822	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7675, Train Accuracy: 0.7300
Epoch 5 training time consumed: 25.20s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0061, Accuracy: 0.5692, Time consumed:0.94s
Training Epoch: 6 [256/45000]	Loss: 0.7232	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7307	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7429	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.7284	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6688	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7057	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7374	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6829	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7151	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.7420	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.6348	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.6962	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.6967	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.6254	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.7396	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.8079	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.6486	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.6331	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.6726	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.6519	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.7250	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.7232	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.7574	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.6252	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.7280	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.6666	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.7019	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.6812	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.6830	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.6694	LR: 0.100000
Training Epoch: 6 [7936/45000]	Loss: 0.7160	LR: 0.100000
Training Epoch: 6 [8192/45000]	Loss: 0.6342	LR: 0.100000
Training Epoch: 6 [8448/45000]	Loss: 0.6578	LR: 0.100000
Training Epoch: 6 [8704/45000]	Loss: 0.6765	LR: 0.100000
Training Epoch: 6 [8960/45000]	Loss: 0.7120	LR: 0.100000
Training Epoch: 6 [9216/45000]	Loss: 0.6851	LR: 0.100000
Training Epoch: 6 [9472/45000]	Loss: 0.7436	LR: 0.100000
Training Epoch: 6 [9728/45000]	Loss: 0.6063	LR: 0.100000
Training Epoch: 6 [9984/45000]	Loss: 0.6270	LR: 0.100000
Training Epoch: 6 [10240/45000]	Loss: 0.7684	LR: 0.100000
Training Epoch: 6 [10496/45000]	Loss: 0.6341	LR: 0.100000
Training Epoch: 6 [10752/45000]	Loss: 0.8121	LR: 0.100000
Training Epoch: 6 [11008/45000]	Loss: 0.7311	LR: 0.100000
Training Epoch: 6 [11264/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 6 [11520/45000]	Loss: 0.6700	LR: 0.100000
Training Epoch: 6 [11776/45000]	Loss: 0.6671	LR: 0.100000
Training Epoch: 6 [12032/45000]	Loss: 0.7491	LR: 0.100000
Training Epoch: 6 [12288/45000]	Loss: 0.7355	LR: 0.100000
Training Epoch: 6 [12544/45000]	Loss: 0.6962	LR: 0.100000
Training Epoch: 6 [12800/45000]	Loss: 0.7083	LR: 0.100000
Training Epoch: 6 [13056/45000]	Loss: 0.6774	LR: 0.100000
Training Epoch: 6 [13312/45000]	Loss: 0.6754	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.6257	LR: 0.100000
Training Epoch: 6 [13824/45000]	Loss: 0.7337	LR: 0.100000
Training Epoch: 6 [14080/45000]	Loss: 0.7272	LR: 0.100000
Training Epoch: 6 [14336/45000]	Loss: 0.6391	LR: 0.100000
Training Epoch: 6 [14592/45000]	Loss: 0.6915	LR: 0.100000
Training Epoch: 6 [14848/45000]	Loss: 0.8175	LR: 0.100000
Training Epoch: 6 [15104/45000]	Loss: 0.7670	LR: 0.100000
Training Epoch: 6 [15360/45000]	Loss: 0.6712	LR: 0.100000
Training Epoch: 6 [15616/45000]	Loss: 0.7042	LR: 0.100000
Training Epoch: 6 [15872/45000]	Loss: 0.7368	LR: 0.100000
Training Epoch: 6 [16128/45000]	Loss: 0.7702	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.6866	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.6940	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.7062	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.7443	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.5891	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.7698	LR: 0.100000
Training Epoch: 6 [17920/45000]	Loss: 0.7771	LR: 0.100000
Training Epoch: 6 [18176/45000]	Loss: 0.8048	LR: 0.100000
Training Epoch: 6 [18432/45000]	Loss: 0.7417	LR: 0.100000
Training Epoch: 6 [18688/45000]	Loss: 0.6390	LR: 0.100000
Training Epoch: 6 [18944/45000]	Loss: 0.6749	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.6785	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.7095	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.7723	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.6503	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.7141	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6862	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6571	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.6678	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.9025	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.6871	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.6825	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.6374	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.6832	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.6568	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.7156	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.5739	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.7877	LR: 0.100000
Training Epoch: 6 [23552/45000]	Loss: 0.6767	LR: 0.100000
Training Epoch: 6 [23808/45000]	Loss: 0.6153	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.6584	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.6782	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.5969	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.7049	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.6954	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.7037	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.7508	LR: 0.100000
Training Epoch: 6 [25856/45000]	Loss: 0.7925	LR: 0.100000
Training Epoch: 6 [26112/45000]	Loss: 0.6545	LR: 0.100000
Training Epoch: 6 [26368/45000]	Loss: 0.7459	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.7063	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.6538	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6689	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.6624	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.7485	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.6495	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.7075	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.6336	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6487	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.7153	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.8223	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6893	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.5707	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.7569	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.7195	LR: 0.100000
Training Epoch: 6 [30464/45000]	Loss: 0.6503	LR: 0.100000
Training Epoch: 6 [30720/45000]	Loss: 0.7041	LR: 0.100000
Training Epoch: 6 [30976/45000]	Loss: 0.8341	LR: 0.100000
Training Epoch: 6 [31232/45000]	Loss: 0.7163	LR: 0.100000
Training Epoch: 6 [31488/45000]	Loss: 0.5842	LR: 0.100000
Training Epoch: 6 [31744/45000]	Loss: 0.7242	LR: 0.100000
Training Epoch: 6 [32000/45000]	Loss: 0.6477	LR: 0.100000
Training Epoch: 6 [32256/45000]	Loss: 0.6434	LR: 0.100000
Training Epoch: 6 [32512/45000]	Loss: 0.6703	LR: 0.100000
Training Epoch: 6 [32768/45000]	Loss: 0.7598	LR: 0.100000
Training Epoch: 6 [33024/45000]	Loss: 0.6651	LR: 0.100000
Training Epoch: 6 [33280/45000]	Loss: 0.7347	LR: 0.100000
Training Epoch: 6 [33536/45000]	Loss: 0.6773	LR: 0.100000
Training Epoch: 6 [33792/45000]	Loss: 0.7030	LR: 0.100000
Training Epoch: 6 [34048/45000]	Loss: 0.6804	LR: 0.100000
Training Epoch: 6 [34304/45000]	Loss: 0.6430	LR: 0.100000
Training Epoch: 6 [34560/45000]	Loss: 0.6660	LR: 0.100000
Training Epoch: 6 [34816/45000]	Loss: 0.6693	LR: 0.100000
Training Epoch: 6 [35072/45000]	Loss: 0.5992	LR: 0.100000
Training Epoch: 6 [35328/45000]	Loss: 0.6399	LR: 0.100000
Training Epoch: 6 [35584/45000]	Loss: 0.7082	LR: 0.100000
Training Epoch: 6 [35840/45000]	Loss: 0.7301	LR: 0.100000
Training Epoch: 6 [36096/45000]	Loss: 0.7135	LR: 0.100000
Training Epoch: 6 [36352/45000]	Loss: 0.6867	LR: 0.100000
Training Epoch: 6 [36608/45000]	Loss: 0.7243	LR: 0.100000
Training Epoch: 6 [36864/45000]	Loss: 0.7184	LR: 0.100000
Training Epoch: 6 [37120/45000]	Loss: 0.7424	LR: 0.100000
Training Epoch: 6 [37376/45000]	Loss: 0.7566	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.6833	LR: 0.100000
Training Epoch: 6 [37888/45000]	Loss: 0.8500	LR: 0.100000
Training Epoch: 6 [38144/45000]	Loss: 0.7049	LR: 0.100000
Training Epoch: 6 [38400/45000]	Loss: 0.7248	LR: 0.100000
Training Epoch: 6 [38656/45000]	Loss: 0.7625	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.7375	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.7155	LR: 0.100000
Training Epoch: 6 [39424/45000]	Loss: 0.7390	LR: 0.100000
Training Epoch: 6 [39680/45000]	Loss: 0.7195	LR: 0.100000
Training Epoch: 6 [39936/45000]	Loss: 0.6307	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.6352	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6897	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.7566	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6673	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.7471	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.5721	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.7252	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.7966	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.7441	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.8150	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6703	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6589	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.7330	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6960	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.5828	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7322	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6990	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6681	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6849	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6411	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6984, Train Accuracy: 0.7559
Epoch 6 training time consumed: 25.28s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0030, Accuracy: 0.7430, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.7017	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.7135	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.5886	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6026	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6199	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6011	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6302	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6222	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6347	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6116	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.8179	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6480	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6960	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6252	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.7033	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.7541	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.6267	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.6617	LR: 0.100000
Training Epoch: 7 [4864/45000]	Loss: 0.6301	LR: 0.100000
Training Epoch: 7 [5120/45000]	Loss: 0.6676	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.7501	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.6013	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.6399	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.6657	LR: 0.100000
Training Epoch: 7 [6400/45000]	Loss: 0.7268	LR: 0.100000
Training Epoch: 7 [6656/45000]	Loss: 0.6572	LR: 0.100000
Training Epoch: 7 [6912/45000]	Loss: 0.6232	LR: 0.100000
Training Epoch: 7 [7168/45000]	Loss: 0.5630	LR: 0.100000
Training Epoch: 7 [7424/45000]	Loss: 0.6866	LR: 0.100000
Training Epoch: 7 [7680/45000]	Loss: 0.6044	LR: 0.100000
Training Epoch: 7 [7936/45000]	Loss: 0.6301	LR: 0.100000
Training Epoch: 7 [8192/45000]	Loss: 0.6482	LR: 0.100000
Training Epoch: 7 [8448/45000]	Loss: 0.6837	LR: 0.100000
Training Epoch: 7 [8704/45000]	Loss: 0.6942	LR: 0.100000
Training Epoch: 7 [8960/45000]	Loss: 0.6718	LR: 0.100000
Training Epoch: 7 [9216/45000]	Loss: 0.6096	LR: 0.100000
Training Epoch: 7 [9472/45000]	Loss: 0.6269	LR: 0.100000
Training Epoch: 7 [9728/45000]	Loss: 0.7029	LR: 0.100000
Training Epoch: 7 [9984/45000]	Loss: 0.6247	LR: 0.100000
Training Epoch: 7 [10240/45000]	Loss: 0.6905	LR: 0.100000
Training Epoch: 7 [10496/45000]	Loss: 0.6456	LR: 0.100000
Training Epoch: 7 [10752/45000]	Loss: 0.6106	LR: 0.100000
Training Epoch: 7 [11008/45000]	Loss: 0.6604	LR: 0.100000
Training Epoch: 7 [11264/45000]	Loss: 0.7513	LR: 0.100000
Training Epoch: 7 [11520/45000]	Loss: 0.6775	LR: 0.100000
Training Epoch: 7 [11776/45000]	Loss: 0.6794	LR: 0.100000
Training Epoch: 7 [12032/45000]	Loss: 0.6323	LR: 0.100000
Training Epoch: 7 [12288/45000]	Loss: 0.7128	LR: 0.100000
Training Epoch: 7 [12544/45000]	Loss: 0.6613	LR: 0.100000
Training Epoch: 7 [12800/45000]	Loss: 0.5936	LR: 0.100000
Training Epoch: 7 [13056/45000]	Loss: 0.6493	LR: 0.100000
Training Epoch: 7 [13312/45000]	Loss: 0.5733	LR: 0.100000
Training Epoch: 7 [13568/45000]	Loss: 0.5910	LR: 0.100000
Training Epoch: 7 [13824/45000]	Loss: 0.6958	LR: 0.100000
Training Epoch: 7 [14080/45000]	Loss: 0.6327	LR: 0.100000
Training Epoch: 7 [14336/45000]	Loss: 0.5421	LR: 0.100000
Training Epoch: 7 [14592/45000]	Loss: 0.6663	LR: 0.100000
Training Epoch: 7 [14848/45000]	Loss: 0.6468	LR: 0.100000
Training Epoch: 7 [15104/45000]	Loss: 0.6901	LR: 0.100000
Training Epoch: 7 [15360/45000]	Loss: 0.6309	LR: 0.100000
Training Epoch: 7 [15616/45000]	Loss: 0.6663	LR: 0.100000
Training Epoch: 7 [15872/45000]	Loss: 0.6273	LR: 0.100000
Training Epoch: 7 [16128/45000]	Loss: 0.7341	LR: 0.100000
Training Epoch: 7 [16384/45000]	Loss: 0.6896	LR: 0.100000
Training Epoch: 7 [16640/45000]	Loss: 0.6595	LR: 0.100000
Training Epoch: 7 [16896/45000]	Loss: 0.6932	LR: 0.100000
Training Epoch: 7 [17152/45000]	Loss: 0.5910	LR: 0.100000
Training Epoch: 7 [17408/45000]	Loss: 0.6261	LR: 0.100000
Training Epoch: 7 [17664/45000]	Loss: 0.6087	LR: 0.100000
Training Epoch: 7 [17920/45000]	Loss: 0.6944	LR: 0.100000
Training Epoch: 7 [18176/45000]	Loss: 0.6210	LR: 0.100000
Training Epoch: 7 [18432/45000]	Loss: 0.6540	LR: 0.100000
Training Epoch: 7 [18688/45000]	Loss: 0.7949	LR: 0.100000
Training Epoch: 7 [18944/45000]	Loss: 0.5959	LR: 0.100000
Training Epoch: 7 [19200/45000]	Loss: 0.7198	LR: 0.100000
Training Epoch: 7 [19456/45000]	Loss: 0.6171	LR: 0.100000
Training Epoch: 7 [19712/45000]	Loss: 0.5521	LR: 0.100000
Training Epoch: 7 [19968/45000]	Loss: 0.6455	LR: 0.100000
Training Epoch: 7 [20224/45000]	Loss: 0.6011	LR: 0.100000
Training Epoch: 7 [20480/45000]	Loss: 0.6027	LR: 0.100000
Training Epoch: 7 [20736/45000]	Loss: 0.6320	LR: 0.100000
Training Epoch: 7 [20992/45000]	Loss: 0.5939	LR: 0.100000
Training Epoch: 7 [21248/45000]	Loss: 0.4734	LR: 0.100000
Training Epoch: 7 [21504/45000]	Loss: 0.6082	LR: 0.100000
Training Epoch: 7 [21760/45000]	Loss: 0.6790	LR: 0.100000
Training Epoch: 7 [22016/45000]	Loss: 0.6310	LR: 0.100000
Training Epoch: 7 [22272/45000]	Loss: 0.6227	LR: 0.100000
Training Epoch: 7 [22528/45000]	Loss: 0.5961	LR: 0.100000
Training Epoch: 7 [22784/45000]	Loss: 0.5417	LR: 0.100000
Training Epoch: 7 [23040/45000]	Loss: 0.6599	LR: 0.100000
Training Epoch: 7 [23296/45000]	Loss: 0.5609	LR: 0.100000
Training Epoch: 7 [23552/45000]	Loss: 0.5419	LR: 0.100000
Training Epoch: 7 [23808/45000]	Loss: 0.7297	LR: 0.100000
Training Epoch: 7 [24064/45000]	Loss: 0.6024	LR: 0.100000
Training Epoch: 7 [24320/45000]	Loss: 0.6779	LR: 0.100000
Training Epoch: 7 [24576/45000]	Loss: 0.7434	LR: 0.100000
Training Epoch: 7 [24832/45000]	Loss: 0.7070	LR: 0.100000
Training Epoch: 7 [25088/45000]	Loss: 0.5628	LR: 0.100000
Training Epoch: 7 [25344/45000]	Loss: 0.6242	LR: 0.100000
Training Epoch: 7 [25600/45000]	Loss: 0.7182	LR: 0.100000
Training Epoch: 7 [25856/45000]	Loss: 0.6630	LR: 0.100000
Training Epoch: 7 [26112/45000]	Loss: 0.6527	LR: 0.100000
Training Epoch: 7 [26368/45000]	Loss: 0.8487	LR: 0.100000
Training Epoch: 7 [26624/45000]	Loss: 0.7014	LR: 0.100000
Training Epoch: 7 [26880/45000]	Loss: 0.5665	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.5391	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6906	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6730	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.7652	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.7202	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.6552	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.5528	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.6291	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6220	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.6224	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.6113	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.7592	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.5528	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6334	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6499	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.5771	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.5271	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.5462	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.7086	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.6770	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6374	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.6371	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6795	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.5830	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6962	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.7059	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.7087	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.6426	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.5863	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.5652	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.6666	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.7025	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.6194	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.6005	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6057	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6273	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6249	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.5327	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6990	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.5876	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.6944	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.7065	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.6204	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.6072	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.5936	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6715	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.6577	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.7105	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.5789	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.7618	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.6041	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.7179	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6443	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.6762	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.6053	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6452	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.6138	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.7199	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.6063	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6870	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6862	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.5703	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.5771	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6475	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5861	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6836	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6660	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6594	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6176	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5885	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5726	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6451, Train Accuracy: 0.7762
Epoch 7 training time consumed: 25.10s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0033, Accuracy: 0.7173, Time consumed:0.94s
Training Epoch: 8 [256/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5556	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6187	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5739	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5562	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5926	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6411	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.4817	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.6143	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.5727	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.4898	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5975	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.4339	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5476	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5164	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.5105	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.5588	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5907	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5542	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4936	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.4836	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.5344	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4787	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4801	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.5379	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4981	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.4616	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.5322	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.5250	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.6196	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.5563	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4922	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.5333	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4880	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4568	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.5033	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.5421	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.4596	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.6166	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.5126	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.5411	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4871	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.5686	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.5309	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.6508	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4283	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.5206	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.4971	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.4216	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.6161	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.3844	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.5065	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4982	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.4047	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4826	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4698	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.5573	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.4479	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.5288	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.5113	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.5537	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4962	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.6205	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.5284	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4328	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4671	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.5471	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.5265	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.5138	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.4566	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.5364	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.5086	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.5310	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.4837	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4790	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.5646	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.3728	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4455	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.5691	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4925	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4514	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4777	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4662	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4890	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.6011	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.6001	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.5026	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4634	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.5771	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4900	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3524	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4089	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4507	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4986	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4621	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4946, Train Accuracy: 0.8306
Epoch 8 training time consumed: 25.16s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0019, Accuracy: 0.8359, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4377	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4711	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.5211	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.5073	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4646	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4118	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4577	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.3779	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.5005	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4666	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.5326	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.5806	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 9 [11008/45000]	Loss: 0.5414	LR: 0.020000
Training Epoch: 9 [11264/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 9 [11520/45000]	Loss: 0.5241	LR: 0.020000
Training Epoch: 9 [11776/45000]	Loss: 0.4653	LR: 0.020000
Training Epoch: 9 [12032/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 9 [12288/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 9 [12544/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 9 [12800/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 9 [13056/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 9 [13312/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 9 [13568/45000]	Loss: 0.4943	LR: 0.020000
Training Epoch: 9 [13824/45000]	Loss: 0.4234	LR: 0.020000
Training Epoch: 9 [14080/45000]	Loss: 0.4146	LR: 0.020000
Training Epoch: 9 [14336/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 9 [14592/45000]	Loss: 0.3995	LR: 0.020000
Training Epoch: 9 [14848/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 9 [15104/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 9 [15360/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 9 [15616/45000]	Loss: 0.4107	LR: 0.020000
Training Epoch: 9 [15872/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 9 [16128/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 9 [16384/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 9 [16640/45000]	Loss: 0.3889	LR: 0.020000
Training Epoch: 9 [16896/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 9 [17152/45000]	Loss: 0.5514	LR: 0.020000
Training Epoch: 9 [17408/45000]	Loss: 0.4783	LR: 0.020000
Training Epoch: 9 [17664/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 9 [17920/45000]	Loss: 0.4019	LR: 0.020000
Training Epoch: 9 [18176/45000]	Loss: 0.4960	LR: 0.020000
Training Epoch: 9 [18432/45000]	Loss: 0.4244	LR: 0.020000
Training Epoch: 9 [18688/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 9 [18944/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 9 [19200/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 9 [19456/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 9 [19712/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 9 [19968/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 9 [20224/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 9 [20480/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 9 [20736/45000]	Loss: 0.4932	LR: 0.020000
Training Epoch: 9 [20992/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 9 [21248/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 9 [21504/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 9 [21760/45000]	Loss: 0.4995	LR: 0.020000
Training Epoch: 9 [22016/45000]	Loss: 0.4726	LR: 0.020000
Training Epoch: 9 [22272/45000]	Loss: 0.4909	LR: 0.020000
Training Epoch: 9 [22528/45000]	Loss: 0.4423	LR: 0.020000
Training Epoch: 9 [22784/45000]	Loss: 0.5574	LR: 0.020000
Training Epoch: 9 [23040/45000]	Loss: 0.4638	LR: 0.020000
Training Epoch: 9 [23296/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 9 [23552/45000]	Loss: 0.5020	LR: 0.020000
Training Epoch: 9 [23808/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 9 [24064/45000]	Loss: 0.5174	LR: 0.020000
Training Epoch: 9 [24320/45000]	Loss: 0.4422	LR: 0.020000
Training Epoch: 9 [24576/45000]	Loss: 0.4591	LR: 0.020000
Training Epoch: 9 [24832/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 9 [25088/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 9 [25344/45000]	Loss: 0.3629	LR: 0.020000
Training Epoch: 9 [25600/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 9 [25856/45000]	Loss: 0.4415	LR: 0.020000
Training Epoch: 9 [26112/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 9 [26368/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 9 [26624/45000]	Loss: 0.4772	LR: 0.020000
Training Epoch: 9 [26880/45000]	Loss: 0.4205	LR: 0.020000
Training Epoch: 9 [27136/45000]	Loss: 0.4452	LR: 0.020000
Training Epoch: 9 [27392/45000]	Loss: 0.3983	LR: 0.020000
Training Epoch: 9 [27648/45000]	Loss: 0.4327	LR: 0.020000
Training Epoch: 9 [27904/45000]	Loss: 0.3848	LR: 0.020000
Training Epoch: 9 [28160/45000]	Loss: 0.4274	LR: 0.020000
Training Epoch: 9 [28416/45000]	Loss: 0.4169	LR: 0.020000
Training Epoch: 9 [28672/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 9 [28928/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 9 [29184/45000]	Loss: 0.6080	LR: 0.020000
Training Epoch: 9 [29440/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 9 [29696/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 9 [29952/45000]	Loss: 0.5987	LR: 0.020000
Training Epoch: 9 [30208/45000]	Loss: 0.5398	LR: 0.020000
Training Epoch: 9 [30464/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 9 [30720/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 9 [30976/45000]	Loss: 0.4464	LR: 0.020000
Training Epoch: 9 [31232/45000]	Loss: 0.4261	LR: 0.020000
Training Epoch: 9 [31488/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 9 [31744/45000]	Loss: 0.4095	LR: 0.020000
Training Epoch: 9 [32000/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 9 [32256/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 9 [32512/45000]	Loss: 0.5747	LR: 0.020000
Training Epoch: 9 [32768/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 9 [33024/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 9 [33280/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 9 [33536/45000]	Loss: 0.5192	LR: 0.020000
Training Epoch: 9 [33792/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 9 [34048/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 9 [34304/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 9 [34560/45000]	Loss: 0.4856	LR: 0.020000
Training Epoch: 9 [34816/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 9 [35072/45000]	Loss: 0.4619	LR: 0.020000
Training Epoch: 9 [35328/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 9 [35584/45000]	Loss: 0.4516	LR: 0.020000
Training Epoch: 9 [35840/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 9 [36096/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 9 [36352/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 9 [36608/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 9 [36864/45000]	Loss: 0.4231	LR: 0.020000
Training Epoch: 9 [37120/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 9 [37376/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 9 [37632/45000]	Loss: 0.5055	LR: 0.020000
Training Epoch: 9 [37888/45000]	Loss: 0.3591	LR: 0.020000
Training Epoch: 9 [38144/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 9 [38400/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 9 [38656/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 9 [38912/45000]	Loss: 0.4721	LR: 0.020000
Training Epoch: 9 [39168/45000]	Loss: 0.5700	LR: 0.020000
Training Epoch: 9 [39424/45000]	Loss: 0.4716	LR: 0.020000
Training Epoch: 9 [39680/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 9 [39936/45000]	Loss: 0.4654	LR: 0.020000
Training Epoch: 9 [40192/45000]	Loss: 0.3496	LR: 0.020000
Training Epoch: 9 [40448/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 9 [40704/45000]	Loss: 0.3698	LR: 0.020000
Training Epoch: 9 [40960/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 9 [41216/45000]	Loss: 0.5049	LR: 0.020000
Training Epoch: 9 [41472/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 9 [41728/45000]	Loss: 0.3496	LR: 0.020000
Training Epoch: 9 [41984/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 9 [42240/45000]	Loss: 0.3924	LR: 0.020000
Training Epoch: 9 [42496/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 9 [42752/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 9 [43008/45000]	Loss: 0.5030	LR: 0.020000
Training Epoch: 9 [43264/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 9 [43520/45000]	Loss: 0.5209	LR: 0.020000
Training Epoch: 9 [43776/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 9 [44032/45000]	Loss: 0.5262	LR: 0.020000
Training Epoch: 9 [44288/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 9 [44544/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 9 [44800/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4703	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4540, Train Accuracy: 0.8432
Epoch 9 training time consumed: 25.07s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0018, Accuracy: 0.8427, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4114	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3790	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.4560	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4058	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 10 [2304/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 10 [2560/45000]	Loss: 0.4045	LR: 0.020000
Training Epoch: 10 [2816/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 10 [3072/45000]	Loss: 0.4751	LR: 0.020000
Training Epoch: 10 [3328/45000]	Loss: 0.4508	LR: 0.020000
Training Epoch: 10 [3584/45000]	Loss: 0.3705	LR: 0.020000
Training Epoch: 10 [3840/45000]	Loss: 0.3755	LR: 0.020000
Training Epoch: 10 [4096/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 10 [4352/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 10 [4608/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 10 [4864/45000]	Loss: 0.3984	LR: 0.020000
Training Epoch: 10 [5120/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 10 [5376/45000]	Loss: 0.3361	LR: 0.020000
Training Epoch: 10 [5632/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 10 [5888/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 10 [6144/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 10 [6400/45000]	Loss: 0.5582	LR: 0.020000
Training Epoch: 10 [6656/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 10 [6912/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 10 [7168/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 10 [7424/45000]	Loss: 0.5100	LR: 0.020000
Training Epoch: 10 [7680/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 10 [7936/45000]	Loss: 0.4094	LR: 0.020000
Training Epoch: 10 [8192/45000]	Loss: 0.3406	LR: 0.020000
Training Epoch: 10 [8448/45000]	Loss: 0.5331	LR: 0.020000
Training Epoch: 10 [8704/45000]	Loss: 0.3798	LR: 0.020000
Training Epoch: 10 [8960/45000]	Loss: 0.4778	LR: 0.020000
Training Epoch: 10 [9216/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 10 [9472/45000]	Loss: 0.5403	LR: 0.020000
Training Epoch: 10 [9728/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 10 [9984/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 10 [10240/45000]	Loss: 0.4804	LR: 0.020000
Training Epoch: 10 [10496/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 10 [10752/45000]	Loss: 0.3071	LR: 0.020000
Training Epoch: 10 [11008/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 10 [11264/45000]	Loss: 0.4474	LR: 0.020000
Training Epoch: 10 [11520/45000]	Loss: 0.4201	LR: 0.020000
Training Epoch: 10 [11776/45000]	Loss: 0.4109	LR: 0.020000
Training Epoch: 10 [12032/45000]	Loss: 0.3394	LR: 0.020000
Training Epoch: 10 [12288/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 10 [12544/45000]	Loss: 0.4475	LR: 0.020000
Training Epoch: 10 [12800/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 10 [13056/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 10 [13312/45000]	Loss: 0.3498	LR: 0.020000
Training Epoch: 10 [13568/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 10 [13824/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 10 [14080/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 10 [14336/45000]	Loss: 0.4961	LR: 0.020000
Training Epoch: 10 [14592/45000]	Loss: 0.3345	LR: 0.020000
Training Epoch: 10 [14848/45000]	Loss: 0.4764	LR: 0.020000
Training Epoch: 10 [15104/45000]	Loss: 0.3695	LR: 0.020000
Training Epoch: 10 [15360/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 10 [15616/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 10 [15872/45000]	Loss: 0.4039	LR: 0.020000
Training Epoch: 10 [16128/45000]	Loss: 0.4130	LR: 0.020000
Training Epoch: 10 [16384/45000]	Loss: 0.5140	LR: 0.020000
Training Epoch: 10 [16640/45000]	Loss: 0.4593	LR: 0.020000
Training Epoch: 10 [16896/45000]	Loss: 0.4794	LR: 0.020000
Training Epoch: 10 [17152/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 10 [17408/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 10 [17664/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 10 [17920/45000]	Loss: 0.4253	LR: 0.020000
Training Epoch: 10 [18176/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 10 [18432/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 10 [18688/45000]	Loss: 0.4639	LR: 0.020000
Training Epoch: 10 [18944/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 10 [19200/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 10 [19456/45000]	Loss: 0.3711	LR: 0.020000
Training Epoch: 10 [19712/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 10 [19968/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 10 [20224/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 10 [20480/45000]	Loss: 0.4855	LR: 0.020000
Training Epoch: 10 [20736/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 10 [20992/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 10 [21248/45000]	Loss: 0.3929	LR: 0.020000
Training Epoch: 10 [21504/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 10 [21760/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 10 [22016/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 10 [22272/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 10 [22528/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 10 [22784/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 10 [23040/45000]	Loss: 0.4528	LR: 0.020000
Training Epoch: 10 [23296/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 10 [23552/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 10 [23808/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 10 [24064/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 10 [24320/45000]	Loss: 0.4615	LR: 0.020000
Training Epoch: 10 [24576/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 10 [24832/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 10 [25088/45000]	Loss: 0.3783	LR: 0.020000
Training Epoch: 10 [25344/45000]	Loss: 0.3590	LR: 0.020000
Training Epoch: 10 [25600/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 10 [25856/45000]	Loss: 0.3981	LR: 0.020000
Training Epoch: 10 [26112/45000]	Loss: 0.4205	LR: 0.020000
Training Epoch: 10 [26368/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 10 [26624/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 10 [26880/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 10 [27136/45000]	Loss: 0.5782	LR: 0.020000
Training Epoch: 10 [27392/45000]	Loss: 0.5468	LR: 0.020000
Training Epoch: 10 [27648/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 10 [27904/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 10 [28160/45000]	Loss: 0.3403	LR: 0.020000
Training Epoch: 10 [28416/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 10 [28672/45000]	Loss: 0.4814	LR: 0.020000
Training Epoch: 10 [28928/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 10 [29184/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 10 [29440/45000]	Loss: 0.4060	LR: 0.020000
Training Epoch: 10 [29696/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 10 [29952/45000]	Loss: 0.3910	LR: 0.020000
Training Epoch: 10 [30208/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 10 [30464/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 10 [30720/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 10 [30976/45000]	Loss: 0.4031	LR: 0.020000
Training Epoch: 10 [31232/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 10 [31488/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 10 [31744/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 10 [32000/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 10 [32256/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 10 [32512/45000]	Loss: 0.4287	LR: 0.020000
Training Epoch: 10 [32768/45000]	Loss: 0.5410	LR: 0.020000
Training Epoch: 10 [33024/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 10 [33280/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 10 [33536/45000]	Loss: 0.4570	LR: 0.020000
Training Epoch: 10 [33792/45000]	Loss: 0.3922	LR: 0.020000
Training Epoch: 10 [34048/45000]	Loss: 0.4745	LR: 0.020000
Training Epoch: 10 [34304/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 10 [34560/45000]	Loss: 0.3947	LR: 0.020000
Training Epoch: 10 [34816/45000]	Loss: 0.4034	LR: 0.020000
Training Epoch: 10 [35072/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 10 [35328/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 10 [35584/45000]	Loss: 0.4958	LR: 0.020000
Training Epoch: 10 [35840/45000]	Loss: 0.4004	LR: 0.020000
Training Epoch: 10 [36096/45000]	Loss: 0.3814	LR: 0.020000
Training Epoch: 10 [36352/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 10 [36608/45000]	Loss: 0.4304	LR: 0.020000
Training Epoch: 10 [36864/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 10 [37120/45000]	Loss: 0.3887	LR: 0.020000
Training Epoch: 10 [37376/45000]	Loss: 0.3647	LR: 0.020000
Training Epoch: 10 [37632/45000]	Loss: 0.3512	LR: 0.020000
Training Epoch: 10 [37888/45000]	Loss: 0.4913	LR: 0.020000
Training Epoch: 10 [38144/45000]	Loss: 0.5483	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3476	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4975	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4312	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.5177	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.5789	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.3735	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4506	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4613	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3935	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3670	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.5614	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3556	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4376	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3960	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4321, Train Accuracy: 0.8507
Epoch 10 training time consumed: 25.18s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0019, Accuracy: 0.8359, Time consumed:0.97s
Training Epoch: 11 [256/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3950	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3663	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3788	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.4614	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.4079	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4401	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4056	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.4243	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.4428	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4616	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3987	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.3615	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.4008	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.4628	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3681	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.4069	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3402	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4017	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3723	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.5313	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.4352	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3171	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.4933	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.3865	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.3693	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.4579	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4148	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.5412	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.4208	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.3333	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.4309	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3550	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.4057	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4844	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.4692	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3408	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.4738	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.4100	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4294	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.3917	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4771	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.4027	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3741	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.3685	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4993	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.4682	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.3848	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.3740	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 11 [23552/45000]	Loss: 0.3799	LR: 0.020000
Training Epoch: 11 [23808/45000]	Loss: 0.3822	LR: 0.020000
Training Epoch: 11 [24064/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 11 [24320/45000]	Loss: 0.5096	LR: 0.020000
Training Epoch: 11 [24576/45000]	Loss: 0.4556	LR: 0.020000
Training Epoch: 11 [24832/45000]	Loss: 0.3715	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 11 [25344/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 11 [25600/45000]	Loss: 0.4522	LR: 0.020000
Training Epoch: 11 [25856/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 11 [26112/45000]	Loss: 0.4786	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.3931	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.3896	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.4875	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.3412	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.4557	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.5025	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4490	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3749	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.5104	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.4014	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3393	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.4839	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.4333	LR: 0.020000
Training Epoch: 11 [31488/45000]	Loss: 0.4137	LR: 0.020000
Training Epoch: 11 [31744/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 11 [32000/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 11 [32256/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 11 [32512/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 11 [32768/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 11 [33024/45000]	Loss: 0.4472	LR: 0.020000
Training Epoch: 11 [33280/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 11 [33536/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 11 [33792/45000]	Loss: 0.5074	LR: 0.020000
Training Epoch: 11 [34048/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 11 [34304/45000]	Loss: 0.3807	LR: 0.020000
Training Epoch: 11 [34560/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 11 [34816/45000]	Loss: 0.3751	LR: 0.020000
Training Epoch: 11 [35072/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 11 [35328/45000]	Loss: 0.4410	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.3944	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.3619	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.4297	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.4690	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3479	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.4207	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3223	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4224	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4607	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.4525	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.3870	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3654	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4144	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3316	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3318	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.5217	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4444	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.4590	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4744	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4172, Train Accuracy: 0.8566
Epoch 11 training time consumed: 25.13s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0020, Accuracy: 0.8286, Time consumed:0.89s
Training Epoch: 12 [256/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.4498	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.5212	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.2959	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.4630	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.4003	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3762	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.4360	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.4177	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4189	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.4231	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3682	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3829	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3326	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3669	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.4112	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.2910	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3896	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3559	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3980	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.3859	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.4182	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.4868	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3096	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3982	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3666	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3017	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.4608	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3780	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.4146	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.4771	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3620	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.5019	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.4396	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3540	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3818	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3965	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3850	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.4245	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.2704	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.3681	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3765	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3712	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3349	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.4052	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3617	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.4210	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3628	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3734	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3811	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.4126	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3621	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3935	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.4115	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3999	LR: 0.004000
Training Epoch: 12 [21504/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 12 [21760/45000]	Loss: 0.3894	LR: 0.004000
Training Epoch: 12 [22016/45000]	Loss: 0.2991	LR: 0.004000
Training Epoch: 12 [22272/45000]	Loss: 0.3810	LR: 0.004000
Training Epoch: 12 [22528/45000]	Loss: 0.3485	LR: 0.004000
Training Epoch: 12 [22784/45000]	Loss: 0.3870	LR: 0.004000
Training Epoch: 12 [23040/45000]	Loss: 0.3143	LR: 0.004000
Training Epoch: 12 [23296/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 12 [23552/45000]	Loss: 0.4316	LR: 0.004000
Training Epoch: 12 [23808/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 12 [24064/45000]	Loss: 0.4397	LR: 0.004000
Training Epoch: 12 [24320/45000]	Loss: 0.4392	LR: 0.004000
Training Epoch: 12 [24576/45000]	Loss: 0.3784	LR: 0.004000
Training Epoch: 12 [24832/45000]	Loss: 0.4030	LR: 0.004000
Training Epoch: 12 [25088/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 12 [25344/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 12 [25600/45000]	Loss: 0.3752	LR: 0.004000
Training Epoch: 12 [25856/45000]	Loss: 0.3522	LR: 0.004000
Training Epoch: 12 [26112/45000]	Loss: 0.3786	LR: 0.004000
Training Epoch: 12 [26368/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 12 [26624/45000]	Loss: 0.3802	LR: 0.004000
Training Epoch: 12 [26880/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 12 [27136/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 12 [27392/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 12 [27648/45000]	Loss: 0.3997	LR: 0.004000
Training Epoch: 12 [27904/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 12 [28160/45000]	Loss: 0.3575	LR: 0.004000
Training Epoch: 12 [28416/45000]	Loss: 0.4003	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.2894	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.4187	LR: 0.004000
Training Epoch: 12 [29184/45000]	Loss: 0.3469	LR: 0.004000
Training Epoch: 12 [29440/45000]	Loss: 0.3514	LR: 0.004000
Training Epoch: 12 [29696/45000]	Loss: 0.3478	LR: 0.004000
Training Epoch: 12 [29952/45000]	Loss: 0.3762	LR: 0.004000
Training Epoch: 12 [30208/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 12 [30464/45000]	Loss: 0.3749	LR: 0.004000
Training Epoch: 12 [30720/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 12 [30976/45000]	Loss: 0.3564	LR: 0.004000
Training Epoch: 12 [31232/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 12 [31488/45000]	Loss: 0.2619	LR: 0.004000
Training Epoch: 12 [31744/45000]	Loss: 0.3715	LR: 0.004000
Training Epoch: 12 [32000/45000]	Loss: 0.3259	LR: 0.004000
Training Epoch: 12 [32256/45000]	Loss: 0.3052	LR: 0.004000
Training Epoch: 12 [32512/45000]	Loss: 0.3021	LR: 0.004000
Training Epoch: 12 [32768/45000]	Loss: 0.4159	LR: 0.004000
Training Epoch: 12 [33024/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 12 [33280/45000]	Loss: 0.4274	LR: 0.004000
Training Epoch: 12 [33536/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 12 [33792/45000]	Loss: 0.4022	LR: 0.004000
Training Epoch: 12 [34048/45000]	Loss: 0.3373	LR: 0.004000
Training Epoch: 12 [34304/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 12 [34560/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 12 [34816/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 12 [35072/45000]	Loss: 0.3710	LR: 0.004000
Training Epoch: 12 [35328/45000]	Loss: 0.3689	LR: 0.004000
Training Epoch: 12 [35584/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 12 [35840/45000]	Loss: 0.3634	LR: 0.004000
Training Epoch: 12 [36096/45000]	Loss: 0.4182	LR: 0.004000
Training Epoch: 12 [36352/45000]	Loss: 0.3749	LR: 0.004000
Training Epoch: 12 [36608/45000]	Loss: 0.4102	LR: 0.004000
Training Epoch: 12 [36864/45000]	Loss: 0.3043	LR: 0.004000
Training Epoch: 12 [37120/45000]	Loss: 0.4163	LR: 0.004000
Training Epoch: 12 [37376/45000]	Loss: 0.3211	LR: 0.004000
Training Epoch: 12 [37632/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 12 [37888/45000]	Loss: 0.3647	LR: 0.004000
Training Epoch: 12 [38144/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 12 [38400/45000]	Loss: 0.3130	LR: 0.004000
Training Epoch: 12 [38656/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 12 [38912/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 12 [39168/45000]	Loss: 0.3621	LR: 0.004000
Training Epoch: 12 [39424/45000]	Loss: 0.3071	LR: 0.004000
Training Epoch: 12 [39680/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 12 [39936/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 12 [40192/45000]	Loss: 0.3556	LR: 0.004000
Training Epoch: 12 [40448/45000]	Loss: 0.2846	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.3282	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3812	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.2550	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.2970	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3878	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.2775	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.4572	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3743	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3909	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.4406	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.4190	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.4412	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.4173	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.4078	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3659, Train Accuracy: 0.8739
Epoch 12 training time consumed: 25.08s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0016, Accuracy: 0.8656, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.4147	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.3740	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3952	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3269	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3654	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 13 [2560/45000]	Loss: 0.3412	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3322	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.3272	LR: 0.004000
Training Epoch: 13 [3328/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 13 [3584/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 13 [3840/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 13 [4096/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 13 [4352/45000]	Loss: 0.3603	LR: 0.004000
Training Epoch: 13 [4608/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 13 [4864/45000]	Loss: 0.3190	LR: 0.004000
Training Epoch: 13 [5120/45000]	Loss: 0.3863	LR: 0.004000
Training Epoch: 13 [5376/45000]	Loss: 0.3976	LR: 0.004000
Training Epoch: 13 [5632/45000]	Loss: 0.2783	LR: 0.004000
Training Epoch: 13 [5888/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 13 [6144/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 13 [6400/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 13 [6656/45000]	Loss: 0.3311	LR: 0.004000
Training Epoch: 13 [6912/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 13 [7168/45000]	Loss: 0.3707	LR: 0.004000
Training Epoch: 13 [7424/45000]	Loss: 0.3137	LR: 0.004000
Training Epoch: 13 [7680/45000]	Loss: 0.3754	LR: 0.004000
Training Epoch: 13 [7936/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 13 [8192/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 13 [8448/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 13 [8704/45000]	Loss: 0.3222	LR: 0.004000
Training Epoch: 13 [8960/45000]	Loss: 0.3567	LR: 0.004000
Training Epoch: 13 [9216/45000]	Loss: 0.3764	LR: 0.004000
Training Epoch: 13 [9472/45000]	Loss: 0.3626	LR: 0.004000
Training Epoch: 13 [9728/45000]	Loss: 0.4338	LR: 0.004000
Training Epoch: 13 [9984/45000]	Loss: 0.3111	LR: 0.004000
Training Epoch: 13 [10240/45000]	Loss: 0.3634	LR: 0.004000
Training Epoch: 13 [10496/45000]	Loss: 0.4245	LR: 0.004000
Training Epoch: 13 [10752/45000]	Loss: 0.2996	LR: 0.004000
Training Epoch: 13 [11008/45000]	Loss: 0.3643	LR: 0.004000
Training Epoch: 13 [11264/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 13 [11520/45000]	Loss: 0.4253	LR: 0.004000
Training Epoch: 13 [11776/45000]	Loss: 0.2581	LR: 0.004000
Training Epoch: 13 [12032/45000]	Loss: 0.3125	LR: 0.004000
Training Epoch: 13 [12288/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 13 [12544/45000]	Loss: 0.3999	LR: 0.004000
Training Epoch: 13 [12800/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 13 [13056/45000]	Loss: 0.3292	LR: 0.004000
Training Epoch: 13 [13312/45000]	Loss: 0.3495	LR: 0.004000
Training Epoch: 13 [13568/45000]	Loss: 0.3533	LR: 0.004000
Training Epoch: 13 [13824/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 13 [14080/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 13 [14336/45000]	Loss: 0.3580	LR: 0.004000
Training Epoch: 13 [14592/45000]	Loss: 0.4032	LR: 0.004000
Training Epoch: 13 [14848/45000]	Loss: 0.3898	LR: 0.004000
Training Epoch: 13 [15104/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 13 [15360/45000]	Loss: 0.2719	LR: 0.004000
Training Epoch: 13 [15616/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 13 [15872/45000]	Loss: 0.3449	LR: 0.004000
Training Epoch: 13 [16128/45000]	Loss: 0.3046	LR: 0.004000
Training Epoch: 13 [16384/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 13 [16640/45000]	Loss: 0.3773	LR: 0.004000
Training Epoch: 13 [16896/45000]	Loss: 0.3995	LR: 0.004000
Training Epoch: 13 [17152/45000]	Loss: 0.4277	LR: 0.004000
Training Epoch: 13 [17408/45000]	Loss: 0.2934	LR: 0.004000
Training Epoch: 13 [17664/45000]	Loss: 0.4386	LR: 0.004000
Training Epoch: 13 [17920/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 13 [18176/45000]	Loss: 0.2697	LR: 0.004000
Training Epoch: 13 [18432/45000]	Loss: 0.3080	LR: 0.004000
Training Epoch: 13 [18688/45000]	Loss: 0.4169	LR: 0.004000
Training Epoch: 13 [18944/45000]	Loss: 0.3921	LR: 0.004000
Training Epoch: 13 [19200/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 13 [19456/45000]	Loss: 0.3574	LR: 0.004000
Training Epoch: 13 [19712/45000]	Loss: 0.2753	LR: 0.004000
Training Epoch: 13 [19968/45000]	Loss: 0.3961	LR: 0.004000
Training Epoch: 13 [20224/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 13 [20480/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 13 [20736/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 13 [20992/45000]	Loss: 0.4230	LR: 0.004000
Training Epoch: 13 [21248/45000]	Loss: 0.3200	LR: 0.004000
Training Epoch: 13 [21504/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 13 [21760/45000]	Loss: 0.3913	LR: 0.004000
Training Epoch: 13 [22016/45000]	Loss: 0.3301	LR: 0.004000
Training Epoch: 13 [22272/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 13 [22528/45000]	Loss: 0.2893	LR: 0.004000
Training Epoch: 13 [22784/45000]	Loss: 0.3805	LR: 0.004000
Training Epoch: 13 [23040/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 13 [23296/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 13 [23552/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 13 [23808/45000]	Loss: 0.3607	LR: 0.004000
Training Epoch: 13 [24064/45000]	Loss: 0.4171	LR: 0.004000
Training Epoch: 13 [24320/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 13 [24576/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 13 [24832/45000]	Loss: 0.3408	LR: 0.004000
Training Epoch: 13 [25088/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 13 [25344/45000]	Loss: 0.3885	LR: 0.004000
Training Epoch: 13 [25600/45000]	Loss: 0.2781	LR: 0.004000
Training Epoch: 13 [25856/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 13 [26112/45000]	Loss: 0.4359	LR: 0.004000
Training Epoch: 13 [26368/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 13 [26624/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 13 [26880/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 13 [27136/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 13 [27392/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.3249	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3636	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.3982	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.2622	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.3712	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.4163	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 13 [29952/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 13 [30208/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 13 [30464/45000]	Loss: 0.3188	LR: 0.004000
Training Epoch: 13 [30720/45000]	Loss: 0.4739	LR: 0.004000
Training Epoch: 13 [30976/45000]	Loss: 0.3681	LR: 0.004000
Training Epoch: 13 [31232/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 13 [31488/45000]	Loss: 0.3853	LR: 0.004000
Training Epoch: 13 [31744/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 13 [32000/45000]	Loss: 0.4037	LR: 0.004000
Training Epoch: 13 [32256/45000]	Loss: 0.3683	LR: 0.004000
Training Epoch: 13 [32512/45000]	Loss: 0.3989	LR: 0.004000
Training Epoch: 13 [32768/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 13 [33024/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 13 [33280/45000]	Loss: 0.3187	LR: 0.004000
Training Epoch: 13 [33536/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 13 [33792/45000]	Loss: 0.3616	LR: 0.004000
Training Epoch: 13 [34048/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 13 [34304/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 13 [34560/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 13 [34816/45000]	Loss: 0.4246	LR: 0.004000
Training Epoch: 13 [35072/45000]	Loss: 0.3511	LR: 0.004000
Training Epoch: 13 [35328/45000]	Loss: 0.3147	LR: 0.004000
Training Epoch: 13 [35584/45000]	Loss: 0.4053	LR: 0.004000
Training Epoch: 13 [35840/45000]	Loss: 0.3824	LR: 0.004000
Training Epoch: 13 [36096/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 13 [36352/45000]	Loss: 0.3268	LR: 0.004000
Training Epoch: 13 [36608/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 13 [36864/45000]	Loss: 0.3663	LR: 0.004000
Training Epoch: 13 [37120/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 13 [37376/45000]	Loss: 0.4008	LR: 0.004000
Training Epoch: 13 [37632/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 13 [37888/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 13 [38144/45000]	Loss: 0.3552	LR: 0.004000
Training Epoch: 13 [38400/45000]	Loss: 0.3194	LR: 0.004000
Training Epoch: 13 [38656/45000]	Loss: 0.3519	LR: 0.004000
Training Epoch: 13 [38912/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 13 [39168/45000]	Loss: 0.3834	LR: 0.004000
Training Epoch: 13 [39424/45000]	Loss: 0.2784	LR: 0.004000
Training Epoch: 13 [39680/45000]	Loss: 0.3960	LR: 0.004000
Training Epoch: 13 [39936/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 13 [40192/45000]	Loss: 0.4134	LR: 0.004000
Training Epoch: 13 [40448/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 13 [40704/45000]	Loss: 0.2838	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.3699	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3019	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.4006	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.4091	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3171	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.2965	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3493	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2955	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3572	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3183	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3476, Train Accuracy: 0.8815
Epoch 13 training time consumed: 25.08s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0015, Accuracy: 0.8670, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2584	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.4168	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2680	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3496	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.2712	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.4201	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.2795	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3635	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3697	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.4199	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3533	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3298	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3055	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.2764	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3865	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3741	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.2587	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3292	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.2675	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3160	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3902	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3248	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3855	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.4195	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.2874	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3607	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3736	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3121	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3792	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.3732	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3821	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3609	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.4059	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3090	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.3834	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3734	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.4291	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3100	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3792	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.2963	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3526	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.4137	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3937	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.4033	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.4178	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.2653	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.4404	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3727	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3962	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3311	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.4141	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.3449	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3369	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3590	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3618	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.3764	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.4710	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.3424	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.4011	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.4009	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.2216	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.3752	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3556	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.4221	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.2819	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3181	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.4029	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.2651	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3795	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3069	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.4114	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.2714	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.2819	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3098	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.3245	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.3357	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.3326	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.2800	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3784	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3674	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.4205	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.2889	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3856	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3905	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3630	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3341	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.4057	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.4105	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.2943	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3904	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3340	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3889	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.4019	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.4131	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3916	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.2920	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.2504	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3729	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3020	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3158	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.3423	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3723	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3938	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3632	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.2303	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3326	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.3848	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3732	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3272	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3439, Train Accuracy: 0.8833
Epoch 14 training time consumed: 25.24s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0015, Accuracy: 0.8691, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3266	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.2918	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3077	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3110	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3479	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3679	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3812	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.2668	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3193	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.4207	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.4314	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.2977	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.2944	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.4754	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3924	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2987	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.3089	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3233	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.2694	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.4077	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3396	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.2912	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2980	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.3036	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3720	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3254	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3107	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3791	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3504	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2925	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3421	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3966	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.3617	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.4015	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.3533	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3546	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3908	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3508	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3463	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3867	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3946	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3375	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3753	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.3223	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3152	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.2802	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3692	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3869	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.4306	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.4004	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3427	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3335	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.3694	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.3684	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.3542	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3126	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2735	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3251	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.4295	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.4180	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.3081	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3386	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2978	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.2945	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.2871	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.4675	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3129	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.3918	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.2879	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.3226	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3941	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3396	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.2562	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3371	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3700	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3900	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3139	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.4208	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3422	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3639	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3131	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3405	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3898	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.2857	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3320	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.2354	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.3324	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.2505	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.3788	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.4489	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3329	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3546	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.3445	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3634	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.3068	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.3641	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.2794	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.3404	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.4783	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.3608	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.4625	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3856	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.4217	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.2942	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.2428	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.3368	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.3749	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.3800	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.2749	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.2498	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3769	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3831	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3413	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3211	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2817	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3381	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2924	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2788	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.2518	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3521	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2780	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.4113	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3387, Train Accuracy: 0.8846
Epoch 15 training time consumed: 25.08s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0015, Accuracy: 0.8734, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3714	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3977	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3695	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3531	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3769	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3718	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3694	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2771	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.4012	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.4216	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3702	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.4029	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.3012	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.2595	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.3782	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.4189	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.3662	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.3638	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.3519	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.3603	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.3697	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.3457	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.2936	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.4033	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.3832	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.3680	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.3854	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.2577	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.3696	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.4375	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.3541	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.3109	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.3638	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.3421	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.3680	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.3779	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 16 [33280/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 16 [33536/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 16 [33792/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 16 [34560/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.2492	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.4447	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3996	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.3673	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3263	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3671	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3914	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3825	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3667	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3374	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.4259	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3313	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3254, Train Accuracy: 0.8888
Epoch 16 training time consumed: 25.11s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0015, Accuracy: 0.8732, Time consumed:0.90s
Training Epoch: 17 [256/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3694	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.4390	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3261	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.3713	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.4032	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.2396	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.2669	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.3960	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.2464	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.3824	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.4196	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2931	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.3629	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.4031	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.2820	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.4386	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.4013	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3649	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3586	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3900	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.3532	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3585	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3951	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.4164	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.4099	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2609	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.4465	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.2604	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3716	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3777	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.3679	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3716	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3486	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.2973	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3310	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3770	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3768	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3728	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.4121	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.4101	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.3742	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3472	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3234, Train Accuracy: 0.8890
Epoch 17 training time consumed: 25.04s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8719, Time consumed:0.90s
Training Epoch: 18 [256/45000]	Loss: 0.3277	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3778	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.3727	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.3596	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3460	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3687	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3882	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.3588	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.3935	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.3514	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3887	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.3761	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.3995	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3703	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3645	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3438	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.3265	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2260	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3400	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3598	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.4551	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.3908	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.2583	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.4034	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3398	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.4041	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3830	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2302	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3418	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3873	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3342	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.4195	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2411	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2912	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3618	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.2722	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3806	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.3542	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2273	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.4019	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3893	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3854	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2220	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.3930	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.3781	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.4125	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2099	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2743	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3088	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3901	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3008	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3218, Train Accuracy: 0.8906
Epoch 18 training time consumed: 25.20s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8737, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3390	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3617	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.2397	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3447	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2956	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3638	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3694	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3519	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3871	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.4290	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2624	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2543	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3875	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3844	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3241	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2765	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2431	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3734	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2755	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3368	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3357	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2685	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3604	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3575	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3798	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.4314	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.4333	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2634	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.3853	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3529	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3705	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.3526	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3728	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3256	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.4046	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3682	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3736	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.3749	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2556	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3776	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.3674	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3218	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3740	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2908	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3679	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3151	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2029	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3398	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3259	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3564	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2670	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3192, Train Accuracy: 0.8900
Epoch 19 training time consumed: 25.15s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8728, Time consumed:0.90s
Training Epoch: 20 [256/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3235	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3486	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.4001	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.3715	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.3292	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3288	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.3472	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.3928	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2488	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.4186	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3878	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3842	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2562	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.4230	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.4475	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3250	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.3793	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3383	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.4001	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2657	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3471	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3702	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.3793	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.3171	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3660	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.3543	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3681	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3869	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3603	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3592	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2233	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2079	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3283	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2825	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.3403	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3862	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2515	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.3867	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.3493	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3393	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2791	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3566	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3228	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.3525	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3849	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3652	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.4182	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2878	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3182, Train Accuracy: 0.8908
Epoch 20 training time consumed: 25.50s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8751, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_16h_24m_42s/AllCNN-Cifar10-seed1-ret100-20-best.pth
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: 87.65625
Retain Accuracy: 89.53169250488281
Zero-Retain Forget (ZRF): 0.8618484735488892
Membership Inference Attack (MIA): 0.4314
Forget vs Retain Membership Inference Attack (MIA): 0.5235
Forget vs Test Membership Inference Attack (MIA): 0.5355
Test vs Retain Membership Inference Attack (MIA): 0.497
Train vs Test Membership Inference Attack (MIA): 0.51475
Forget Set Accuracy (Df): 85.34696960449219
Method Execution Time: 1021.54 seconds
