hello
hello

📌 S Retain class distribution for seed 6:
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 6:
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: 2.3210	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3012	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3147	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.2705	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3088	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3127	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.3056	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2899	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2664	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2478	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2246	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.2234	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.2062	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1641	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1425	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1678	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.1394	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0934	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0839	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0961	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0920	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.0535	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0029	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.9758	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.0798	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9874	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9863	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9420	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8882	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9772	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.9058	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8565	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.9215	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8666	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8756	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7949	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8771	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8460	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7905	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8032	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8124	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.7288	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.8052	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7652	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7463	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7152	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.7347	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.8166	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7830	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.6480	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.5876	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.7540	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7096	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7955	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6541	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6922	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.8284	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6576	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7133	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.7315	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.7138	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6909	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.6169	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6612	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6572	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.5798	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.6413	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7955	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.4991	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.5626	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6348	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6493	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.6894	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.5972	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6883	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.6926	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6721	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6722	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6433	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6203	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.7454	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6330	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5736	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6192	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5945	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5750	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6628	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.5653	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6350	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5872	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6620	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5268	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5624	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5347	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5036	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5877	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.5696	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5247	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5084	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6454	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5526	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4355	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6014	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.4178	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4592	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5703	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.4771	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.4941	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4965	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6423	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5639	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.5534	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.5348	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4681	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.4971	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5236	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4997	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4248	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.4541	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.5438	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4296	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.5148	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4707	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4304	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.5016	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.5853	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.4840	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.4217	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.5609	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4539	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6273	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5321	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.5154	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5080	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.4139	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5399	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5641	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.5063	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.5096	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.3768	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4296	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5067	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.4825	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.5509	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4599	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3911	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4382	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.6934	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.3592	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4005	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.4575	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4993	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.4349	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4068	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4671	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4105	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.3614	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3394	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.5651	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3964	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3957	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3855	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.4530	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4564	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3881	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3850	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4258	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.3641	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3864	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3604	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4743	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4132	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5441	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3877	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4202	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.6426	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6737, Train Accuracy: 0.3809
Epoch 1 training time consumed: 25.77s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0070, Accuracy: 0.4150, Time consumed:1.10s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3968	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3332	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3325	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3024	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.4655	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.4276	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3100	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.4549	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3907	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3559	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3319	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.2430	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3394	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.4737	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3738	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.4428	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.4022	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.2628	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.4527	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2701	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.4418	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.2987	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3234	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.4765	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.4745	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3513	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.4087	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2405	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.4016	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.4652	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.4882	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.2021	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.2433	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3559	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.4267	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.3538	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2159	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2070	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.4298	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3659	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.5549	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2267	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.3965	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2589	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.3214	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.2163	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.3603	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2592	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.3043	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2950	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2481	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2753	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.3248	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2945	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.3032	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1575	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.3822	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.3842	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2231	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2751	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2199	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2729	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.1922	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2519	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2813	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.1937	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2641	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.1220	LR: 0.100000
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Training Epoch: 2 [19968/45000]	Loss: 1.1828	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1832	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.2100	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.1313	LR: 0.100000
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Training Epoch: 2 [21248/45000]	Loss: 1.0763	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2322	LR: 0.100000
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Training Epoch: 2 [22016/45000]	Loss: 1.1953	LR: 0.100000
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Training Epoch: 2 [23040/45000]	Loss: 1.2450	LR: 0.100000
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Training Epoch: 2 [24576/45000]	Loss: 1.1928	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.3309	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.0921	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1627	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.1069	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1737	LR: 0.100000
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Training Epoch: 2 [26368/45000]	Loss: 1.1012	LR: 0.100000
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Training Epoch: 2 [26880/45000]	Loss: 1.1574	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.2676	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1188	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.1477	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.2057	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.2464	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 1.1518	LR: 0.100000
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Training Epoch: 2 [30208/45000]	Loss: 1.2139	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 1.0354	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 1.1272	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.9716	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0062	LR: 0.100000
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Training Epoch: 2 [39936/45000]	Loss: 1.0578	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.1931	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0569	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.0951	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.0067	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.1039	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0027	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0760	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 0.9793	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.0575	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.2333	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0043	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1018	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1036	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.1092	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.1339	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0086	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0919	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0941	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 0.9866	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1272	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2136, Train Accuracy: 0.5591
Epoch 2 training time consumed: 25.12s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0050, Accuracy: 0.5671, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 0.9322	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.1011	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 0.9640	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0045	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.0994	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1222	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0830	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0776	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0069	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9828	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.1539	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0044	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.9744	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.0185	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0619	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.9944	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1164	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0230	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.1632	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0972	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0887	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.1262	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0040	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0302	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.1382	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 0.9367	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0335	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0249	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 1.0906	LR: 0.100000
Training Epoch: 3 [10240/45000]	Loss: 1.0534	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 1.1688	LR: 0.100000
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Training Epoch: 3 [27648/45000]	Loss: 1.0207	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 0.9309	LR: 0.100000
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Training Epoch: 3 [37888/45000]	Loss: 0.9342	LR: 0.100000
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Training Epoch: 3 [38656/45000]	Loss: 0.9015	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9781	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.0003	LR: 0.100000
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Training Epoch: 3 [40192/45000]	Loss: 0.9103	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.0761	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9846	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 1.0860	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9097	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.0113	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9696	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.9157	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.8858	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9913	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9147	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.0243	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9630	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.8342	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9420	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.8718	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9133	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.8650	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8673	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.8554	LR: 0.100000
Epoch 3 - Average Train Loss: 1.0046, Train Accuracy: 0.6452
Epoch 3 training time consumed: 25.05s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0052, Accuracy: 0.5803, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.8653	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9170	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9556	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8626	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9609	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8121	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9048	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8731	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.9364	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9386	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9297	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8545	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.9154	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 1.0099	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9391	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8806	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.9748	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.9951	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 1.0305	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.8927	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9794	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.9320	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8799	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.8945	LR: 0.100000
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Training Epoch: 4 [10496/45000]	Loss: 0.9352	LR: 0.100000
Training Epoch: 4 [10752/45000]	Loss: 0.8931	LR: 0.100000
Training Epoch: 4 [11008/45000]	Loss: 0.8671	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.9945	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.8541	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8584	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8860, Train Accuracy: 0.6871
Epoch 4 training time consumed: 24.88s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0042, Accuracy: 0.6456, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.9420	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.8323	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7279	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.6838	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7985	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.9432	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7850	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.7607	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7429	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6943	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7075	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.7211	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.8856	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7963, Train Accuracy: 0.7201
Epoch 5 training time consumed: 25.08s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0042, Accuracy: 0.6651, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.7109	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.8111	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.6747	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.6617	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.7143	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.7096	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.7054	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.7775	LR: 0.100000
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Training Epoch: 6 [3072/45000]	Loss: 0.6719	LR: 0.100000
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Training Epoch: 6 [40192/45000]	Loss: 0.6929	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6392	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6217	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6435	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.7264	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.7596	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.7272	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.7507	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6187	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6846	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.7997	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6952	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6753	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.6361	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6647	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7098	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.7000	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6832	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.7894	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.7551	LR: 0.100000
Epoch 6 - Average Train Loss: 0.7187, Train Accuracy: 0.7487
Epoch 6 training time consumed: 25.14s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0029, Accuracy: 0.7525, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6420	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.5686	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.7481	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.7357	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6036	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.5679	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6870	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.5933	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6816	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.7618	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.7158	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.7073	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6938	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.5716	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6510	LR: 0.100000
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Training Epoch: 7 [26880/45000]	Loss: 0.6614	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.6377	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6313	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.7419	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.5474	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.6288	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.5760	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.5751	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.6208	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6720	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.6756	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.5988	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.6193	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.6057	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6308	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.6063	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.7928	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6631	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.7577	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.6531	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.7001	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.6643	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.7540	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6246	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.6928	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.5459	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.5335	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.6392	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.6780	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.7609	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.5974	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.4998	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.6366	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.6463	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.5778	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6240	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6052	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.7150	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.7381	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.6718	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6331	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.6289	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6824	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.5792	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.6409	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.6313	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6862	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.5317	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.7106	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6232	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.7086	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.7045	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.7285	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.6588	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.6055	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.5863	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6479	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.7030	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.6318	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.6302	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6262	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6709	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.7090	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.6871	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.6384	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.7298	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.7414	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6332	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6204	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.6687	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.5784	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.5467	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6549, Train Accuracy: 0.7736
Epoch 7 training time consumed: 24.99s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0035, Accuracy: 0.7150, Time consumed:0.93s
Training Epoch: 8 [256/45000]	Loss: 0.6165	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.7184	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.7276	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.6978	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.6749	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.6575	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5533	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.6179	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5418	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.6098	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.6246	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.5146	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5715	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.6137	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.5641	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.6790	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.5924	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5619	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.4946	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.5101	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4800	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.4882	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.5949	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.5031	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.5349	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5004	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.5090	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5540	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.5573	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.6173	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.5292	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.5264	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.5445	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.5107	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5677	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4379	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.5173	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4842	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.6410	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4029	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.5890	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.5250	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.5296	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.3877	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.6050	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.5765	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.4407	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.4097	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4502	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.5293	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.4899	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4789	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4784	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4846	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.7164	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.5507	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4954	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.5176	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.5084	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.4458	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.5211	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.5128	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.5464	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.3906	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4598	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.4122	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.5623	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.5263	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.5212	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.4417	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4338	LR: 0.020000
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Training Epoch: 8 [23808/45000]	Loss: 0.5512	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.4879	LR: 0.020000
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Training Epoch: 8 [24832/45000]	Loss: 0.5058	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.5165	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.3968	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.3852	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.5761	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4852	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.5340	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.5064	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.5450	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.3614	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.4691	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4867	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.5330	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.4847	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.5095	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.4552	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4949	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4275	LR: 0.020000
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Training Epoch: 8 [32000/45000]	Loss: 0.6039	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4534	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4657	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4724	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.5359	LR: 0.020000
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Training Epoch: 8 [34304/45000]	Loss: 0.4851	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.5470	LR: 0.020000
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Training Epoch: 8 [35072/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.4940	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4222	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4481	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.5826	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.5850	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4418	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.5856	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4980	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4857	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4624	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.5281	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4756	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.5193	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.5079	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4489	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.5116	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.5621	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4070	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4531	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.5072	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4802	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.5717	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.5697	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.5909	LR: 0.020000
Epoch 8 - Average Train Loss: 0.5085, Train Accuracy: 0.8253
Epoch 8 training time consumed: 25.14s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0019, Accuracy: 0.8430, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.4493	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4585	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.5553	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.5204	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.5637	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3913	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4353	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.5463	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.5387	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4166	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.5612	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.3341	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.5014	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4230	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4904	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.5892	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.5009	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.5341	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.4850	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4648	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4527	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.3830	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.5352	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4883	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.6052	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4987	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4086	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4625, Train Accuracy: 0.8411
Epoch 9 training time consumed: 25.01s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0018, Accuracy: 0.8478, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3762	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.4364	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4127	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.4617	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.4265	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4105	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.3945	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.5230	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4000	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4473	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.3692	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4975	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.5930	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4610	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3727	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.4292	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3988	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4393, Train Accuracy: 0.8486
Epoch 10 training time consumed: 24.99s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0018, Accuracy: 0.8421, Time consumed:0.93s
Training Epoch: 11 [256/45000]	Loss: 0.3612	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.5124	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.5018	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3808	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3980	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3757	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4227	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4905	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3134	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3915	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3911	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.4924	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.2994	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.4947	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3784	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3402	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.3754	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3708	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.4161	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3666	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.4033	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3880	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3909	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.4449	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4214	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.4007	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.5032	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3582	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.5226	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4827	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.4688	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3256	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4370	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.4411	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.4351	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.4120	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.4341	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.4153	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.4592	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3318	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.4514	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.4357	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.5508	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3829	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.4128	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.3703	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4733	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.3721	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.3954	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.3724	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.4299	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.4488	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4558	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3566	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4561	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.4944	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.4868	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3998	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.4448	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.3630	LR: 0.020000
Training Epoch: 11 [23552/45000]	Loss: 0.4799	LR: 0.020000
Training Epoch: 11 [23808/45000]	Loss: 0.4011	LR: 0.020000
Training Epoch: 11 [24064/45000]	Loss: 0.3863	LR: 0.020000
Training Epoch: 11 [24320/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 11 [24576/45000]	Loss: 0.4177	LR: 0.020000
Training Epoch: 11 [24832/45000]	Loss: 0.4356	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.5000	LR: 0.020000
Training Epoch: 11 [25344/45000]	Loss: 0.4387	LR: 0.020000
Training Epoch: 11 [25600/45000]	Loss: 0.5045	LR: 0.020000
Training Epoch: 11 [25856/45000]	Loss: 0.3748	LR: 0.020000
Training Epoch: 11 [26112/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.3847	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.4298	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.4285	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.4180	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.3966	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.5087	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3676	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.4456	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4405	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.4689	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.4460	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.3951	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.3564	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 11 [31488/45000]	Loss: 0.4492	LR: 0.020000
Training Epoch: 11 [31744/45000]	Loss: 0.3675	LR: 0.020000
Training Epoch: 11 [32000/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 11 [32256/45000]	Loss: 0.3242	LR: 0.020000
Training Epoch: 11 [32512/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 11 [32768/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 11 [33024/45000]	Loss: 0.4467	LR: 0.020000
Training Epoch: 11 [33280/45000]	Loss: 0.3636	LR: 0.020000
Training Epoch: 11 [33536/45000]	Loss: 0.4477	LR: 0.020000
Training Epoch: 11 [33792/45000]	Loss: 0.3597	LR: 0.020000
Training Epoch: 11 [34048/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 11 [34304/45000]	Loss: 0.4078	LR: 0.020000
Training Epoch: 11 [34560/45000]	Loss: 0.5389	LR: 0.020000
Training Epoch: 11 [34816/45000]	Loss: 0.4575	LR: 0.020000
Training Epoch: 11 [35072/45000]	Loss: 0.4373	LR: 0.020000
Training Epoch: 11 [35328/45000]	Loss: 0.3303	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.4730	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.4293	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.3313	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.4575	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.4542	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.4240	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.3943	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4044	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3782	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4074	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.5166	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3563	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3218	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3472	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3577	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3522	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3761	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.4199	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3056	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4840	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3974	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.5498	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4783	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4204, Train Accuracy: 0.8557
Epoch 11 training time consumed: 24.99s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0019, Accuracy: 0.8383, Time consumed:1.04s
Training Epoch: 12 [256/45000]	Loss: 0.4586	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.3087	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.3827	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.4023	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3985	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3936	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3839	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.4361	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.4631	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4469	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3750	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.4224	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.2920	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.4159	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3933	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.4136	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.4100	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3919	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3595	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3811	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3653	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3886	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3123	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3199	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3731	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3712	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.4055	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3595	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.4963	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.4144	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3846	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3794	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3809	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3310	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.4305	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.4338	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3764	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3712	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.3434	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.2916	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3684	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3530	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3681	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.3763	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3360	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.4322	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.5085	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3714	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3096	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.4451	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3367	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3970	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.4169	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.4409	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3851	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3146	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3265	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3491	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.4119	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3570	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3685	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3912	LR: 0.004000
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Training Epoch: 12 [28416/45000]	Loss: 0.4092	LR: 0.004000
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Training Epoch: 12 [40704/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.3629	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.4050	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3429	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.4126	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3447	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.4994	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3526	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3981	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3887	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3029	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3710	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3725, Train Accuracy: 0.8724
Epoch 12 training time consumed: 25.03s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0016, Accuracy: 0.8644, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3753	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.4609	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.2975	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.4294	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3162	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3832	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.3746	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.3931	LR: 0.004000
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Training Epoch: 13 [29440/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3541	LR: 0.004000
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Training Epoch: 13 [39424/45000]	Loss: 0.2998	LR: 0.004000
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Training Epoch: 13 [40192/45000]	Loss: 0.3754	LR: 0.004000
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Training Epoch: 13 [41472/45000]	Loss: 0.4495	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.2750	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.2588	LR: 0.004000
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Training Epoch: 13 [43264/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3880	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3367	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3226	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3570	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3968	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3254	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3625, Train Accuracy: 0.8765
Epoch 13 training time consumed: 25.04s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0016, Accuracy: 0.8668, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3492	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.4614	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3239	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.2783	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3844	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.4087	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3443	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3968	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3213	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.4307	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.2506	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3868	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.4172	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.2988	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3328	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.3785	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3365	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.4282	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.2842	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.4026	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3696	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3286	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.4332	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3043	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.2798	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.4017	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3799	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3813	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.3798	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3718	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.3798	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3601	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.2932	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3523	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.2103	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3914	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3477	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.3742	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3758	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.4377	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3105	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.2649	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.4552	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3625	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.3724	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3550	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.2893	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3979	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.4604	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3326	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3852	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3754	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.3455	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3887	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.3351	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2900	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.4010	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3876	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.3934	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.4144	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3749	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.3191	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.4103	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3579	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3445	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3870	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.4362	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.2976	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.4208	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3529	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3600	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.3590	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.4059	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.3480	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.4311	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3254	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.3934	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3961	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.3946	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.3645	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.2624	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.2483	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3608	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.4656	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3778	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.4400	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3473	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.3094	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3208	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3376	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.4264	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.2871	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.3877	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3703	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3901	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.4302	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3852	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3397	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3399	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3500	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3910	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.4260	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3541	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.2973	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.3387	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.4176	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.4324	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2579	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3277	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.4419	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.4074	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.4101	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.4119	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3233	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3536, Train Accuracy: 0.8784
Epoch 14 training time consumed: 24.92s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0016, Accuracy: 0.8655, Time consumed:0.97s
Training Epoch: 15 [256/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3674	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3097	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.4261	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3052	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.3433	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3346	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3786	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3866	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.3235	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.3697	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3972	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.3719	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.2930	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.4316	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.3814	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.2884	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.3304	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2829	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.3851	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.2690	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3840	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3123	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3113	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3050	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3030	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.2758	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.3438	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.3389	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.2423	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.4405	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.3562	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.4097	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.3305	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3784	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.2915	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3770	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3860	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3138	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.3028	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.2783	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3359	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3288	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3631	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.3975	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.2896	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.4435	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.3708	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.3497	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.3001	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.3151	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.3243	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3106	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.2781	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3332	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.4303	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3841	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.3325	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.3838	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.4086	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.3709	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3086	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3278	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3161	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.3477	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3633	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3346	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3297	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3890	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3241	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3565	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3913	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.4947	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3759	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.4164	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.3350	LR: 0.004000
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Training Epoch: 15 [35584/45000]	Loss: 0.3368	LR: 0.004000
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Training Epoch: 15 [37120/45000]	Loss: 0.3312	LR: 0.004000
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Training Epoch: 15 [38656/45000]	Loss: 0.3299	LR: 0.004000
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Training Epoch: 15 [39168/45000]	Loss: 0.3881	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.4222	LR: 0.004000
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Training Epoch: 15 [40192/45000]	Loss: 0.3866	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3502	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2929	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3921	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3159	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3414	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3232	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2986	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3745	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2813	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3010	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3262	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3931	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3070	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.4041	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3422, Train Accuracy: 0.8814
Epoch 15 training time consumed: 24.93s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0015, Accuracy: 0.8704, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.4077	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3541	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3334	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3182	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3058	LR: 0.000800
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Training Epoch: 16 [4608/45000]	Loss: 0.4178	LR: 0.000800
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Training Epoch: 16 [5376/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2963	LR: 0.000800
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Training Epoch: 16 [8448/45000]	Loss: 0.3427	LR: 0.000800
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Training Epoch: 16 [9984/45000]	Loss: 0.2803	LR: 0.000800
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Training Epoch: 16 [11520/45000]	Loss: 0.3024	LR: 0.000800
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Training Epoch: 16 [12288/45000]	Loss: 0.3396	LR: 0.000800
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Training Epoch: 16 [28416/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.4531	LR: 0.000800
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Training Epoch: 16 [29440/45000]	Loss: 0.2511	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2832	LR: 0.000800
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Training Epoch: 16 [36096/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3578	LR: 0.000800
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Training Epoch: 16 [37632/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3850	LR: 0.000800
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Training Epoch: 16 [38656/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.2844	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3731	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.3085	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3790	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3572	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.3584	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.3652	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3994	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.4128	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3310, Train Accuracy: 0.8878
Epoch 16 training time consumed: 25.01s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0015, Accuracy: 0.8738, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_51m_11s/AllCNN-Cifar10-seed6-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.3471	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.4235	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3161	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.3881	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3843	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3762	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3102	LR: 0.000800
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Training Epoch: 17 [4608/45000]	Loss: 0.4129	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2811	LR: 0.000800
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Training Epoch: 17 [5632/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.3281	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.3053	LR: 0.000800
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Training Epoch: 17 [12032/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3531	LR: 0.000800
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Training Epoch: 17 [13312/45000]	Loss: 0.2717	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.3286	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.4407	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.3275	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3254	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3663	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.2789	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3799	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3383	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3914	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.2720	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3205	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.3727	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.3904	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.3803	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3430	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3682	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.3918	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3855	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3718	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.4037	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.3573	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.3653	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.3653	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2846	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.2989	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3193	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.3912	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.3771	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.3414	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.3699	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3741	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3671	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.3419	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.4011	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.4277	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.3548	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3578	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.2776	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.3635	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.3809	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3795	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3861	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2538	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.3365	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3500	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.4504	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2666	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3316, Train Accuracy: 0.8880
Epoch 17 training time consumed: 25.02s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8723, Time consumed:0.92s
Training Epoch: 18 [256/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.4038	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.3351	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3232	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3988	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.4399	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.4025	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.3195	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.4025	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2406	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.4026	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.3210	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.3567	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.3718	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.4088	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3393	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.4006	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3732	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2395	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.4166	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3626	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3914	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3908	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2842	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3523	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3562	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.3018	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3989	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.3390	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.4089	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3628	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3991	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3312	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3927	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.3637	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.3566	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.4265	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3902	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.3756	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3682	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.3943	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.3740	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.4116	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3331	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3882	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3873	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3884	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3578	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.3815	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.2969	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3857	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.4004	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.3314	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.3583	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.4004	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.4047	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2635	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3500	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.4126	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3665	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2938	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.4717	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3288, Train Accuracy: 0.8874
Epoch 18 training time consumed: 24.94s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8712, Time consumed:0.95s
Training Epoch: 19 [256/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2795	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2681	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.4396	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3957	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.2383	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3080	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3937	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.3800	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3750	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3568	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.3542	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.2165	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.4463	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3583	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3478	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.4086	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.2682	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.3800	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3271	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3416	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3024	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3240	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3551	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2277	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3889	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3457	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3765	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3419	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.2945	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3200	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3350	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3862	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3933	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.4003	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3323	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2487	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3577	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3749	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3866	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.4441	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3430	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3522	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3354	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.3686	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3802	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3623	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.3832	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3102	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.4082	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.4197	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.2529	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.3924	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3811	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3035	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.4165	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.3170	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3667	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3381	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.2571	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3913	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3903	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3732	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3791	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2943	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.4228	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.3801	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3815	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2306	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3291	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3259, Train Accuracy: 0.8896
Epoch 19 training time consumed: 24.91s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8722, Time consumed:0.92s
Training Epoch: 20 [256/45000]	Loss: 0.4416	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.3362	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2606	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3411	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3222	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2461	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.3384	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.4670	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3803	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3812	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.4030	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2605	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.3423	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3418	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.4209	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.3887	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3909	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3576	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3711	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3504	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2877	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3919	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.2483	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3490	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2526	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3717	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3641	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3570	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3769	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3550	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2138	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3594	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2964	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.4479	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.4089	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3570	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.4282	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2691	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3175	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.4065	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3221	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.2708	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3817	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2564	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3614	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3830	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3445	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3924	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.3746	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.3648	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.3909	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3604	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.3800	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.3728	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3799	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.3160	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3124	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3505	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3438	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3349	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.3388	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3765	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3838	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.3838	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.2240	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3119	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3118	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3382	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3485	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3720	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3260, Train Accuracy: 0.8888
Epoch 20 training time consumed: 25.27s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8729, Time consumed:0.89s
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: 87.44140625
Retain Accuracy: 89.50701141357422
Zero-Retain Forget (ZRF): 0.8605828881263733
Membership Inference Attack (MIA): 0.431
Forget vs Retain Membership Inference Attack (MIA): 0.5285
Forget vs Test Membership Inference Attack (MIA): 0.551
Test vs Retain Membership Inference Attack (MIA): 0.49625
Train vs Test Membership Inference Attack (MIA): 0.51075
Forget Set Accuracy (Df): 86.14775085449219
Method Execution Time: 1025.02 seconds
