hello
hello

📌 S Retain class distribution for seed 4:
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 4:
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: 2.3151	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3022	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3304	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3189	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3238	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3053	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.3004	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2769	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2501	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2572	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2174	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.2003	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1992	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1490	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1317	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1166	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.1294	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.1021	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0876	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0834	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0881	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.0962	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0479	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.0061	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 2.0060	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9831	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9153	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9605	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.8854	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9373	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8869	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8877	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8475	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8737	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8538	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8762	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.8617	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8122	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7685	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.8367	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.7607	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8471	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7361	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8190	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7390	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.7838	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.8157	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.8343	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7783	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7931	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.6652	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6859	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.7209	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7221	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6900	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7799	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7351	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.7200	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7189	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6029	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6806	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.6797	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.5991	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6092	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6844	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.7907	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.5357	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6219	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.5967	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.6184	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6433	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.5853	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.7083	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6203	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.6130	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.5659	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.6688	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.6024	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.5384	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6925	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.6406	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.4886	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5020	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6831	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.5376	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.5254	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.6510	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6354	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.5053	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6096	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6235	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5208	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.4552	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.4523	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5589	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5368	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.4298	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5477	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5283	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.4948	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5432	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4406	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.5523	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5981	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4853	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.6262	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.5384	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.5705	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.5487	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.6786	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.5180	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.5906	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.4757	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.5189	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5077	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.4675	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.4923	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4776	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.6432	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4635	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4930	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4200	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4349	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.5586	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.5345	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.4390	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3245	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.4249	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4668	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.3952	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.4968	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.5289	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4444	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.5138	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.4572	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.6598	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.5003	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4458	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4853	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4876	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4621	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.4019	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.3723	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.3864	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4746	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3430	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4019	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.4263	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.5874	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4777	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.5930	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4051	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3308	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.2904	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.3822	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4115	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4962	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.3637	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4108	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.3165	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.4475	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.4343	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.3689	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4128	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4071	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3489	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.5005	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4973	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4402	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4319	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4231	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.4479	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5079	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.3872	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4950	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5669	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6652, Train Accuracy: 0.3804
Epoch 1 training time consumed: 25.44s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0078, Accuracy: 0.4098, Time consumed:1.09s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4566	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.3299	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.3427	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3102	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.3886	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.4102	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.4052	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3998	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.4306	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3942	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.2265	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.4634	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.4038	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.2057	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3332	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.2427	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3619	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.3905	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.2114	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2445	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2986	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3853	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.2918	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.1841	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.3142	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.2027	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3086	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2180	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3277	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2176	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3023	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3104	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3591	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2918	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.4489	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.3500	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.2928	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.4437	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2654	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.4313	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2148	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.2616	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2319	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3904	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.1933	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.2091	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2512	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2283	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2892	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.1814	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2561	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2270	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2602	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.1486	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2885	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1527	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.1739	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2114	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2121	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.1519	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.3026	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2056	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.1334	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2528	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2966	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.1388	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.3046	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2531	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.1914	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.3141	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.3490	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2491	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.1516	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2371	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2425	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.2494	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2378	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.3081	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2937	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1872	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.3754	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2488	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.2413	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.3406	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2461	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.1192	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.1786	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1799	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.3064	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.1830	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.2899	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.1313	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.1267	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.1649	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.2406	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.2051	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.2420	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.2118	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.2518	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2239	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.0866	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.2809	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.1234	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1351	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1226	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.1588	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1359	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.2163	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.0508	LR: 0.100000
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Training Epoch: 2 [36608/45000]	Loss: 1.2019	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 1.0801	LR: 0.100000
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Training Epoch: 2 [38144/45000]	Loss: 1.0869	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 1.1455	LR: 0.100000
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Training Epoch: 2 [39168/45000]	Loss: 1.2125	LR: 0.100000
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Training Epoch: 2 [40192/45000]	Loss: 1.0280	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1204	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1641	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1156	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0817	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0922	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0130	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.0110	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1061	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.0717	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.0603	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0928	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1235	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0808	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 0.9778	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.0740	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.1583	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.1766	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0629	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.1771	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2097, Train Accuracy: 0.5620
Epoch 2 training time consumed: 24.68s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0050, Accuracy: 0.5802, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0782	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0934	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0424	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 0.9834	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.9798	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.0110	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.1721	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0885	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0811	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.0534	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 0.9643	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.1348	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.0942	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1719	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0548	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.1427	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1100	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.1069	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0925	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9905	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 1.0842	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 0.9895	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0227	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 0.9995	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0520	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.0968	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0419	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0041	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 1.0569	LR: 0.100000
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Training Epoch: 3 [27648/45000]	Loss: 0.9536	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 1.0871	LR: 0.100000
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Training Epoch: 3 [38400/45000]	Loss: 0.9656	LR: 0.100000
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Training Epoch: 3 [38912/45000]	Loss: 0.9859	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.0274	LR: 0.100000
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Training Epoch: 3 [40192/45000]	Loss: 0.9663	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.0715	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.7896	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9315	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.8245	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 1.0250	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 1.0018	LR: 0.100000
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Training Epoch: 3 [42240/45000]	Loss: 0.9952	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9131	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.8022	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.9471	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.9572	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9567	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.8225	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9223	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9942	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9509	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8401	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.0567	LR: 0.100000
Epoch 3 - Average Train Loss: 1.0061, Train Accuracy: 0.6424
Epoch 3 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0039, Accuracy: 0.6722, Time consumed:0.88s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.9131	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.9453	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9045	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.9353	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8099	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8701	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9608	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9514	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8309	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.9122	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8897	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.8108	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8917	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 1.0107	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.8415	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 1.0008	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8971	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8774	LR: 0.100000
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Training Epoch: 4 [5120/45000]	Loss: 0.8539	LR: 0.100000
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Training Epoch: 4 [10240/45000]	Loss: 0.8378	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.9269	LR: 0.100000
Training Epoch: 4 [11776/45000]	Loss: 0.9069	LR: 0.100000
Training Epoch: 4 [12032/45000]	Loss: 0.9427	LR: 0.100000
Training Epoch: 4 [12288/45000]	Loss: 0.8995	LR: 0.100000
Training Epoch: 4 [12544/45000]	Loss: 0.9091	LR: 0.100000
Training Epoch: 4 [12800/45000]	Loss: 0.9327	LR: 0.100000
Training Epoch: 4 [13056/45000]	Loss: 0.8998	LR: 0.100000
Training Epoch: 4 [13312/45000]	Loss: 0.7595	LR: 0.100000
Training Epoch: 4 [13568/45000]	Loss: 1.0463	LR: 0.100000
Training Epoch: 4 [13824/45000]	Loss: 0.8575	LR: 0.100000
Training Epoch: 4 [14080/45000]	Loss: 0.8805	LR: 0.100000
Training Epoch: 4 [14336/45000]	Loss: 0.8442	LR: 0.100000
Training Epoch: 4 [14592/45000]	Loss: 0.7842	LR: 0.100000
Training Epoch: 4 [14848/45000]	Loss: 0.8559	LR: 0.100000
Training Epoch: 4 [15104/45000]	Loss: 0.8734	LR: 0.100000
Training Epoch: 4 [15360/45000]	Loss: 0.9042	LR: 0.100000
Training Epoch: 4 [15616/45000]	Loss: 0.9236	LR: 0.100000
Training Epoch: 4 [15872/45000]	Loss: 0.7959	LR: 0.100000
Training Epoch: 4 [16128/45000]	Loss: 0.8792	LR: 0.100000
Training Epoch: 4 [16384/45000]	Loss: 0.8344	LR: 0.100000
Training Epoch: 4 [16640/45000]	Loss: 0.8844	LR: 0.100000
Training Epoch: 4 [16896/45000]	Loss: 0.9316	LR: 0.100000
Training Epoch: 4 [17152/45000]	Loss: 0.8548	LR: 0.100000
Training Epoch: 4 [17408/45000]	Loss: 0.9342	LR: 0.100000
Training Epoch: 4 [17664/45000]	Loss: 0.8185	LR: 0.100000
Training Epoch: 4 [17920/45000]	Loss: 0.9480	LR: 0.100000
Training Epoch: 4 [18176/45000]	Loss: 0.9356	LR: 0.100000
Training Epoch: 4 [18432/45000]	Loss: 1.0239	LR: 0.100000
Training Epoch: 4 [18688/45000]	Loss: 1.0215	LR: 0.100000
Training Epoch: 4 [18944/45000]	Loss: 1.1527	LR: 0.100000
Training Epoch: 4 [19200/45000]	Loss: 0.8962	LR: 0.100000
Training Epoch: 4 [19456/45000]	Loss: 0.9796	LR: 0.100000
Training Epoch: 4 [19712/45000]	Loss: 0.9025	LR: 0.100000
Training Epoch: 4 [19968/45000]	Loss: 0.9452	LR: 0.100000
Training Epoch: 4 [20224/45000]	Loss: 0.8942	LR: 0.100000
Training Epoch: 4 [20480/45000]	Loss: 0.9869	LR: 0.100000
Training Epoch: 4 [20736/45000]	Loss: 0.9963	LR: 0.100000
Training Epoch: 4 [20992/45000]	Loss: 0.9218	LR: 0.100000
Training Epoch: 4 [21248/45000]	Loss: 0.8763	LR: 0.100000
Training Epoch: 4 [21504/45000]	Loss: 0.9551	LR: 0.100000
Training Epoch: 4 [21760/45000]	Loss: 0.8523	LR: 0.100000
Training Epoch: 4 [22016/45000]	Loss: 0.8513	LR: 0.100000
Training Epoch: 4 [22272/45000]	Loss: 0.9009	LR: 0.100000
Training Epoch: 4 [22528/45000]	Loss: 0.7658	LR: 0.100000
Training Epoch: 4 [22784/45000]	Loss: 0.7906	LR: 0.100000
Training Epoch: 4 [23040/45000]	Loss: 0.9017	LR: 0.100000
Training Epoch: 4 [23296/45000]	Loss: 0.9062	LR: 0.100000
Training Epoch: 4 [23552/45000]	Loss: 1.0266	LR: 0.100000
Training Epoch: 4 [23808/45000]	Loss: 0.9560	LR: 0.100000
Training Epoch: 4 [24064/45000]	Loss: 0.9065	LR: 0.100000
Training Epoch: 4 [24320/45000]	Loss: 0.9236	LR: 0.100000
Training Epoch: 4 [24576/45000]	Loss: 0.8133	LR: 0.100000
Training Epoch: 4 [24832/45000]	Loss: 0.8548	LR: 0.100000
Training Epoch: 4 [25088/45000]	Loss: 0.8489	LR: 0.100000
Training Epoch: 4 [25344/45000]	Loss: 0.8662	LR: 0.100000
Training Epoch: 4 [25600/45000]	Loss: 0.9653	LR: 0.100000
Training Epoch: 4 [25856/45000]	Loss: 0.8299	LR: 0.100000
Training Epoch: 4 [26112/45000]	Loss: 0.8725	LR: 0.100000
Training Epoch: 4 [26368/45000]	Loss: 0.9210	LR: 0.100000
Training Epoch: 4 [26624/45000]	Loss: 0.8382	LR: 0.100000
Training Epoch: 4 [26880/45000]	Loss: 0.8310	LR: 0.100000
Training Epoch: 4 [27136/45000]	Loss: 0.8026	LR: 0.100000
Training Epoch: 4 [27392/45000]	Loss: 0.9791	LR: 0.100000
Training Epoch: 4 [27648/45000]	Loss: 0.8533	LR: 0.100000
Training Epoch: 4 [27904/45000]	Loss: 0.8996	LR: 0.100000
Training Epoch: 4 [28160/45000]	Loss: 0.8547	LR: 0.100000
Training Epoch: 4 [28416/45000]	Loss: 0.7610	LR: 0.100000
Training Epoch: 4 [28672/45000]	Loss: 0.6755	LR: 0.100000
Training Epoch: 4 [28928/45000]	Loss: 0.7260	LR: 0.100000
Training Epoch: 4 [29184/45000]	Loss: 0.8067	LR: 0.100000
Training Epoch: 4 [29440/45000]	Loss: 0.9530	LR: 0.100000
Training Epoch: 4 [29696/45000]	Loss: 0.8138	LR: 0.100000
Training Epoch: 4 [29952/45000]	Loss: 0.9488	LR: 0.100000
Training Epoch: 4 [30208/45000]	Loss: 0.8939	LR: 0.100000
Training Epoch: 4 [30464/45000]	Loss: 0.7745	LR: 0.100000
Training Epoch: 4 [30720/45000]	Loss: 0.9059	LR: 0.100000
Training Epoch: 4 [30976/45000]	Loss: 0.9154	LR: 0.100000
Training Epoch: 4 [31232/45000]	Loss: 0.8643	LR: 0.100000
Training Epoch: 4 [31488/45000]	Loss: 0.9143	LR: 0.100000
Training Epoch: 4 [31744/45000]	Loss: 0.8829	LR: 0.100000
Training Epoch: 4 [32000/45000]	Loss: 0.8288	LR: 0.100000
Training Epoch: 4 [32256/45000]	Loss: 0.8496	LR: 0.100000
Training Epoch: 4 [32512/45000]	Loss: 0.8608	LR: 0.100000
Training Epoch: 4 [32768/45000]	Loss: 0.7287	LR: 0.100000
Training Epoch: 4 [33024/45000]	Loss: 0.8395	LR: 0.100000
Training Epoch: 4 [33280/45000]	Loss: 1.0535	LR: 0.100000
Training Epoch: 4 [33536/45000]	Loss: 0.8676	LR: 0.100000
Training Epoch: 4 [33792/45000]	Loss: 0.8236	LR: 0.100000
Training Epoch: 4 [34048/45000]	Loss: 0.9092	LR: 0.100000
Training Epoch: 4 [34304/45000]	Loss: 0.8042	LR: 0.100000
Training Epoch: 4 [34560/45000]	Loss: 0.8298	LR: 0.100000
Training Epoch: 4 [34816/45000]	Loss: 0.8893	LR: 0.100000
Training Epoch: 4 [35072/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 4 [35328/45000]	Loss: 0.8702	LR: 0.100000
Training Epoch: 4 [35584/45000]	Loss: 0.9389	LR: 0.100000
Training Epoch: 4 [35840/45000]	Loss: 0.8112	LR: 0.100000
Training Epoch: 4 [36096/45000]	Loss: 0.7756	LR: 0.100000
Training Epoch: 4 [36352/45000]	Loss: 0.8763	LR: 0.100000
Training Epoch: 4 [36608/45000]	Loss: 0.8977	LR: 0.100000
Training Epoch: 4 [36864/45000]	Loss: 0.8406	LR: 0.100000
Training Epoch: 4 [37120/45000]	Loss: 0.9387	LR: 0.100000
Training Epoch: 4 [37376/45000]	Loss: 0.8371	LR: 0.100000
Training Epoch: 4 [37632/45000]	Loss: 0.8195	LR: 0.100000
Training Epoch: 4 [37888/45000]	Loss: 0.8480	LR: 0.100000
Training Epoch: 4 [38144/45000]	Loss: 0.8025	LR: 0.100000
Training Epoch: 4 [38400/45000]	Loss: 0.7807	LR: 0.100000
Training Epoch: 4 [38656/45000]	Loss: 0.8546	LR: 0.100000
Training Epoch: 4 [38912/45000]	Loss: 0.8140	LR: 0.100000
Training Epoch: 4 [39168/45000]	Loss: 0.9168	LR: 0.100000
Training Epoch: 4 [39424/45000]	Loss: 0.8687	LR: 0.100000
Training Epoch: 4 [39680/45000]	Loss: 0.7652	LR: 0.100000
Training Epoch: 4 [39936/45000]	Loss: 0.7948	LR: 0.100000
Training Epoch: 4 [40192/45000]	Loss: 0.7623	LR: 0.100000
Training Epoch: 4 [40448/45000]	Loss: 0.7933	LR: 0.100000
Training Epoch: 4 [40704/45000]	Loss: 0.8952	LR: 0.100000
Training Epoch: 4 [40960/45000]	Loss: 0.9156	LR: 0.100000
Training Epoch: 4 [41216/45000]	Loss: 0.9673	LR: 0.100000
Training Epoch: 4 [41472/45000]	Loss: 0.8727	LR: 0.100000
Training Epoch: 4 [41728/45000]	Loss: 0.7713	LR: 0.100000
Training Epoch: 4 [41984/45000]	Loss: 0.7971	LR: 0.100000
Training Epoch: 4 [42240/45000]	Loss: 0.9594	LR: 0.100000
Training Epoch: 4 [42496/45000]	Loss: 0.8449	LR: 0.100000
Training Epoch: 4 [42752/45000]	Loss: 0.7874	LR: 0.100000
Training Epoch: 4 [43008/45000]	Loss: 0.8729	LR: 0.100000
Training Epoch: 4 [43264/45000]	Loss: 0.7914	LR: 0.100000
Training Epoch: 4 [43520/45000]	Loss: 0.7808	LR: 0.100000
Training Epoch: 4 [43776/45000]	Loss: 0.8839	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.8078	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.7823	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.8277	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.8651	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8451	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8776, Train Accuracy: 0.6878
Epoch 4 training time consumed: 24.66s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0041, Accuracy: 0.6448, Time consumed:0.90s
Training Epoch: 5 [256/45000]	Loss: 0.8676	LR: 0.100000
Training Epoch: 5 [512/45000]	Loss: 0.7690	LR: 0.100000
Training Epoch: 5 [768/45000]	Loss: 0.8049	LR: 0.100000
Training Epoch: 5 [1024/45000]	Loss: 0.8122	LR: 0.100000
Training Epoch: 5 [1280/45000]	Loss: 0.8160	LR: 0.100000
Training Epoch: 5 [1536/45000]	Loss: 0.7148	LR: 0.100000
Training Epoch: 5 [1792/45000]	Loss: 0.8646	LR: 0.100000
Training Epoch: 5 [2048/45000]	Loss: 0.7991	LR: 0.100000
Training Epoch: 5 [2304/45000]	Loss: 0.7250	LR: 0.100000
Training Epoch: 5 [2560/45000]	Loss: 0.8722	LR: 0.100000
Training Epoch: 5 [2816/45000]	Loss: 0.7830	LR: 0.100000
Training Epoch: 5 [3072/45000]	Loss: 0.8639	LR: 0.100000
Training Epoch: 5 [3328/45000]	Loss: 0.8821	LR: 0.100000
Training Epoch: 5 [3584/45000]	Loss: 0.7795	LR: 0.100000
Training Epoch: 5 [3840/45000]	Loss: 0.7814	LR: 0.100000
Training Epoch: 5 [4096/45000]	Loss: 0.7553	LR: 0.100000
Training Epoch: 5 [4352/45000]	Loss: 0.8441	LR: 0.100000
Training Epoch: 5 [4608/45000]	Loss: 0.7073	LR: 0.100000
Training Epoch: 5 [4864/45000]	Loss: 0.7385	LR: 0.100000
Training Epoch: 5 [5120/45000]	Loss: 0.6338	LR: 0.100000
Training Epoch: 5 [5376/45000]	Loss: 0.7341	LR: 0.100000
Training Epoch: 5 [5632/45000]	Loss: 0.8127	LR: 0.100000
Training Epoch: 5 [5888/45000]	Loss: 0.8036	LR: 0.100000
Training Epoch: 5 [6144/45000]	Loss: 0.5932	LR: 0.100000
Training Epoch: 5 [6400/45000]	Loss: 0.8526	LR: 0.100000
Training Epoch: 5 [6656/45000]	Loss: 0.7079	LR: 0.100000
Training Epoch: 5 [6912/45000]	Loss: 0.6834	LR: 0.100000
Training Epoch: 5 [7168/45000]	Loss: 0.7267	LR: 0.100000
Training Epoch: 5 [7424/45000]	Loss: 0.7766	LR: 0.100000
Training Epoch: 5 [7680/45000]	Loss: 0.7520	LR: 0.100000
Training Epoch: 5 [7936/45000]	Loss: 0.8283	LR: 0.100000
Training Epoch: 5 [8192/45000]	Loss: 0.8341	LR: 0.100000
Training Epoch: 5 [8448/45000]	Loss: 0.9149	LR: 0.100000
Training Epoch: 5 [8704/45000]	Loss: 0.9153	LR: 0.100000
Training Epoch: 5 [8960/45000]	Loss: 0.7647	LR: 0.100000
Training Epoch: 5 [9216/45000]	Loss: 0.8263	LR: 0.100000
Training Epoch: 5 [9472/45000]	Loss: 0.7890	LR: 0.100000
Training Epoch: 5 [9728/45000]	Loss: 0.9675	LR: 0.100000
Training Epoch: 5 [9984/45000]	Loss: 0.8173	LR: 0.100000
Training Epoch: 5 [10240/45000]	Loss: 0.7721	LR: 0.100000
Training Epoch: 5 [10496/45000]	Loss: 0.8771	LR: 0.100000
Training Epoch: 5 [10752/45000]	Loss: 0.8102	LR: 0.100000
Training Epoch: 5 [11008/45000]	Loss: 0.8101	LR: 0.100000
Training Epoch: 5 [11264/45000]	Loss: 0.9084	LR: 0.100000
Training Epoch: 5 [11520/45000]	Loss: 0.7134	LR: 0.100000
Training Epoch: 5 [11776/45000]	Loss: 0.6805	LR: 0.100000
Training Epoch: 5 [12032/45000]	Loss: 0.7425	LR: 0.100000
Training Epoch: 5 [12288/45000]	Loss: 0.7065	LR: 0.100000
Training Epoch: 5 [12544/45000]	Loss: 0.7860	LR: 0.100000
Training Epoch: 5 [12800/45000]	Loss: 0.7534	LR: 0.100000
Training Epoch: 5 [13056/45000]	Loss: 0.8231	LR: 0.100000
Training Epoch: 5 [13312/45000]	Loss: 0.8396	LR: 0.100000
Training Epoch: 5 [13568/45000]	Loss: 0.7856	LR: 0.100000
Training Epoch: 5 [13824/45000]	Loss: 0.7366	LR: 0.100000
Training Epoch: 5 [14080/45000]	Loss: 0.8127	LR: 0.100000
Training Epoch: 5 [14336/45000]	Loss: 0.7745	LR: 0.100000
Training Epoch: 5 [14592/45000]	Loss: 0.8025	LR: 0.100000
Training Epoch: 5 [14848/45000]	Loss: 0.7690	LR: 0.100000
Training Epoch: 5 [15104/45000]	Loss: 0.8515	LR: 0.100000
Training Epoch: 5 [15360/45000]	Loss: 0.9078	LR: 0.100000
Training Epoch: 5 [15616/45000]	Loss: 0.7918	LR: 0.100000
Training Epoch: 5 [15872/45000]	Loss: 0.6883	LR: 0.100000
Training Epoch: 5 [16128/45000]	Loss: 0.7879	LR: 0.100000
Training Epoch: 5 [16384/45000]	Loss: 0.9141	LR: 0.100000
Training Epoch: 5 [16640/45000]	Loss: 0.7772	LR: 0.100000
Training Epoch: 5 [16896/45000]	Loss: 0.5992	LR: 0.100000
Training Epoch: 5 [17152/45000]	Loss: 0.8314	LR: 0.100000
Training Epoch: 5 [17408/45000]	Loss: 0.7858	LR: 0.100000
Training Epoch: 5 [17664/45000]	Loss: 0.8117	LR: 0.100000
Training Epoch: 5 [17920/45000]	Loss: 0.7855	LR: 0.100000
Training Epoch: 5 [18176/45000]	Loss: 0.7870	LR: 0.100000
Training Epoch: 5 [18432/45000]	Loss: 0.8744	LR: 0.100000
Training Epoch: 5 [18688/45000]	Loss: 0.8203	LR: 0.100000
Training Epoch: 5 [18944/45000]	Loss: 0.8175	LR: 0.100000
Training Epoch: 5 [19200/45000]	Loss: 0.6971	LR: 0.100000
Training Epoch: 5 [19456/45000]	Loss: 0.7674	LR: 0.100000
Training Epoch: 5 [19712/45000]	Loss: 0.8323	LR: 0.100000
Training Epoch: 5 [19968/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 5 [20224/45000]	Loss: 0.7125	LR: 0.100000
Training Epoch: 5 [20480/45000]	Loss: 0.7315	LR: 0.100000
Training Epoch: 5 [20736/45000]	Loss: 0.7550	LR: 0.100000
Training Epoch: 5 [20992/45000]	Loss: 0.7860	LR: 0.100000
Training Epoch: 5 [21248/45000]	Loss: 0.7929	LR: 0.100000
Training Epoch: 5 [21504/45000]	Loss: 0.8905	LR: 0.100000
Training Epoch: 5 [21760/45000]	Loss: 0.8136	LR: 0.100000
Training Epoch: 5 [22016/45000]	Loss: 0.8384	LR: 0.100000
Training Epoch: 5 [22272/45000]	Loss: 0.7843	LR: 0.100000
Training Epoch: 5 [22528/45000]	Loss: 0.7199	LR: 0.100000
Training Epoch: 5 [22784/45000]	Loss: 0.7636	LR: 0.100000
Training Epoch: 5 [23040/45000]	Loss: 0.8527	LR: 0.100000
Training Epoch: 5 [23296/45000]	Loss: 0.8343	LR: 0.100000
Training Epoch: 5 [23552/45000]	Loss: 0.6887	LR: 0.100000
Training Epoch: 5 [23808/45000]	Loss: 0.7021	LR: 0.100000
Training Epoch: 5 [24064/45000]	Loss: 0.8769	LR: 0.100000
Training Epoch: 5 [24320/45000]	Loss: 0.8521	LR: 0.100000
Training Epoch: 5 [24576/45000]	Loss: 0.8363	LR: 0.100000
Training Epoch: 5 [24832/45000]	Loss: 0.7938	LR: 0.100000
Training Epoch: 5 [25088/45000]	Loss: 0.7976	LR: 0.100000
Training Epoch: 5 [25344/45000]	Loss: 0.6872	LR: 0.100000
Training Epoch: 5 [25600/45000]	Loss: 0.7871	LR: 0.100000
Training Epoch: 5 [25856/45000]	Loss: 0.7094	LR: 0.100000
Training Epoch: 5 [26112/45000]	Loss: 0.7287	LR: 0.100000
Training Epoch: 5 [26368/45000]	Loss: 0.7170	LR: 0.100000
Training Epoch: 5 [26624/45000]	Loss: 0.7809	LR: 0.100000
Training Epoch: 5 [26880/45000]	Loss: 0.8061	LR: 0.100000
Training Epoch: 5 [27136/45000]	Loss: 0.6807	LR: 0.100000
Training Epoch: 5 [27392/45000]	Loss: 0.6849	LR: 0.100000
Training Epoch: 5 [27648/45000]	Loss: 0.6430	LR: 0.100000
Training Epoch: 5 [27904/45000]	Loss: 0.6513	LR: 0.100000
Training Epoch: 5 [28160/45000]	Loss: 0.8015	LR: 0.100000
Training Epoch: 5 [28416/45000]	Loss: 0.6778	LR: 0.100000
Training Epoch: 5 [28672/45000]	Loss: 0.7657	LR: 0.100000
Training Epoch: 5 [28928/45000]	Loss: 0.7348	LR: 0.100000
Training Epoch: 5 [29184/45000]	Loss: 0.7358	LR: 0.100000
Training Epoch: 5 [29440/45000]	Loss: 0.8073	LR: 0.100000
Training Epoch: 5 [29696/45000]	Loss: 0.8646	LR: 0.100000
Training Epoch: 5 [29952/45000]	Loss: 0.7453	LR: 0.100000
Training Epoch: 5 [30208/45000]	Loss: 0.6390	LR: 0.100000
Training Epoch: 5 [30464/45000]	Loss: 0.6885	LR: 0.100000
Training Epoch: 5 [30720/45000]	Loss: 0.7680	LR: 0.100000
Training Epoch: 5 [30976/45000]	Loss: 0.8139	LR: 0.100000
Training Epoch: 5 [31232/45000]	Loss: 0.6944	LR: 0.100000
Training Epoch: 5 [31488/45000]	Loss: 0.7952	LR: 0.100000
Training Epoch: 5 [31744/45000]	Loss: 0.7741	LR: 0.100000
Training Epoch: 5 [32000/45000]	Loss: 0.7957	LR: 0.100000
Training Epoch: 5 [32256/45000]	Loss: 0.7869	LR: 0.100000
Training Epoch: 5 [32512/45000]	Loss: 0.6808	LR: 0.100000
Training Epoch: 5 [32768/45000]	Loss: 0.8498	LR: 0.100000
Training Epoch: 5 [33024/45000]	Loss: 0.8123	LR: 0.100000
Training Epoch: 5 [33280/45000]	Loss: 0.7219	LR: 0.100000
Training Epoch: 5 [33536/45000]	Loss: 0.7148	LR: 0.100000
Training Epoch: 5 [33792/45000]	Loss: 0.7421	LR: 0.100000
Training Epoch: 5 [34048/45000]	Loss: 0.7465	LR: 0.100000
Training Epoch: 5 [34304/45000]	Loss: 0.8217	LR: 0.100000
Training Epoch: 5 [34560/45000]	Loss: 0.8108	LR: 0.100000
Training Epoch: 5 [34816/45000]	Loss: 0.7580	LR: 0.100000
Training Epoch: 5 [35072/45000]	Loss: 0.8171	LR: 0.100000
Training Epoch: 5 [35328/45000]	Loss: 0.7101	LR: 0.100000
Training Epoch: 5 [35584/45000]	Loss: 0.8332	LR: 0.100000
Training Epoch: 5 [35840/45000]	Loss: 0.7250	LR: 0.100000
Training Epoch: 5 [36096/45000]	Loss: 0.8718	LR: 0.100000
Training Epoch: 5 [36352/45000]	Loss: 0.7736	LR: 0.100000
Training Epoch: 5 [36608/45000]	Loss: 0.8275	LR: 0.100000
Training Epoch: 5 [36864/45000]	Loss: 0.7391	LR: 0.100000
Training Epoch: 5 [37120/45000]	Loss: 0.8591	LR: 0.100000
Training Epoch: 5 [37376/45000]	Loss: 0.8382	LR: 0.100000
Training Epoch: 5 [37632/45000]	Loss: 0.8282	LR: 0.100000
Training Epoch: 5 [37888/45000]	Loss: 0.6450	LR: 0.100000
Training Epoch: 5 [38144/45000]	Loss: 0.7104	LR: 0.100000
Training Epoch: 5 [38400/45000]	Loss: 0.6902	LR: 0.100000
Training Epoch: 5 [38656/45000]	Loss: 0.7298	LR: 0.100000
Training Epoch: 5 [38912/45000]	Loss: 0.7638	LR: 0.100000
Training Epoch: 5 [39168/45000]	Loss: 0.7363	LR: 0.100000
Training Epoch: 5 [39424/45000]	Loss: 0.6421	LR: 0.100000
Training Epoch: 5 [39680/45000]	Loss: 0.7284	LR: 0.100000
Training Epoch: 5 [39936/45000]	Loss: 0.7008	LR: 0.100000
Training Epoch: 5 [40192/45000]	Loss: 0.7515	LR: 0.100000
Training Epoch: 5 [40448/45000]	Loss: 0.7630	LR: 0.100000
Training Epoch: 5 [40704/45000]	Loss: 0.7787	LR: 0.100000
Training Epoch: 5 [40960/45000]	Loss: 0.7654	LR: 0.100000
Training Epoch: 5 [41216/45000]	Loss: 0.8147	LR: 0.100000
Training Epoch: 5 [41472/45000]	Loss: 0.7034	LR: 0.100000
Training Epoch: 5 [41728/45000]	Loss: 0.7619	LR: 0.100000
Training Epoch: 5 [41984/45000]	Loss: 0.6598	LR: 0.100000
Training Epoch: 5 [42240/45000]	Loss: 0.8373	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.7530	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.8064	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.6793	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6975	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7913	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.6368	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7916	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.6681	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7070	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6753	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7295	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7722, Train Accuracy: 0.7295
Epoch 5 training time consumed: 24.63s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0038, Accuracy: 0.6860, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.7750	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.7586	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.8051	LR: 0.100000
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Training Epoch: 6 [1536/45000]	Loss: 0.8020	LR: 0.100000
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Training Epoch: 6 [38912/45000]	Loss: 0.7456	LR: 0.100000
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Training Epoch: 6 [40448/45000]	Loss: 0.7288	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.7220	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6862	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.6936	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6634	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6998	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.7555	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6428	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6569	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.7094	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6746	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6418	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.7062	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.7633	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.6895	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6692	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6308	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.7049	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.7145	LR: 0.100000
Epoch 6 - Average Train Loss: 0.7071, Train Accuracy: 0.7534
Epoch 6 training time consumed: 24.67s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0028, Accuracy: 0.7613, Time consumed:0.87s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.7275	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6027	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.7737	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.8310	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6435	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.6497	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.5858	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6824	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6237	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6840	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.7614	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.7057	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.5924	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.6905	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.7059	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 0.6425	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.7415	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.6522	LR: 0.100000
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Training Epoch: 7 [27392/45000]	Loss: 0.7160	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6409	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.6404	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.7676	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.7454	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.5793	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.6755	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.6387	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.6111	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.7122	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.7554	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.6869	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6703	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.7660	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.7481	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6318	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.7256	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.6704	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5473	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.7701	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.5762	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6522	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.5716	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.5685	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.7244	LR: 0.100000
Training Epoch: 7 [33792/45000]	Loss: 0.5841	LR: 0.100000
Training Epoch: 7 [34048/45000]	Loss: 0.7396	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.6304	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.4390	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.6940	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.7016	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.7312	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.6386	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.6006	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6453	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6586	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.6690	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.7030	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.5378	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.6078	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.5730	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.6634	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.7268	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.6359	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6510	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.6272	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6841	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6299	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.6520	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.7008	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.6551	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.7085	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.7481	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.6289	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.5846	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.6381	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.6226	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.5764	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.6443	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6800	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.7297	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.5918	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.5087	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5019	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6526	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6727	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6483	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.5817	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6512	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.7688	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6522, Train Accuracy: 0.7719
Epoch 7 training time consumed: 24.71s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0031, Accuracy: 0.7353, Time consumed:0.90s
Training Epoch: 8 [256/45000]	Loss: 0.6330	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5942	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.5772	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5754	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6132	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5500	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.4938	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5325	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5612	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.5969	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.5668	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.4605	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5767	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.4926	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.5838	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5006	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.5611	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.4543	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5286	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.5442	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.4693	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4509	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5498	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.5146	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.5808	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5056	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.5396	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4726	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4927	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.5290	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.5124	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.5759	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4807	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.5021	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4708	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.5413	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.4511	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4805	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.5162	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.5314	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.5572	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.5242	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.5219	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.4912	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4699	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4863	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.4741	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.3736	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.5426	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4975	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.5332	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.5270	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.4254	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4272	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4806	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.5528	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.4672	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.5530	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4950	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.5103	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.5509	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.4321	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.4600	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.5121	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.5024	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.5359	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.4424	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.4663	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.5684	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4676	LR: 0.020000
Training Epoch: 8 [23552/45000]	Loss: 0.5259	LR: 0.020000
Training Epoch: 8 [23808/45000]	Loss: 0.4545	LR: 0.020000
Training Epoch: 8 [24064/45000]	Loss: 0.5539	LR: 0.020000
Training Epoch: 8 [24320/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 8 [24576/45000]	Loss: 0.5059	LR: 0.020000
Training Epoch: 8 [24832/45000]	Loss: 0.5180	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.4975	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.3517	LR: 0.020000
Training Epoch: 8 [25856/45000]	Loss: 0.5543	LR: 0.020000
Training Epoch: 8 [26112/45000]	Loss: 0.5758	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.4848	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.5878	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.5016	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4145	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.5249	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.5952	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.5205	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.5430	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.5186	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4796	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.5569	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4191	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.3500	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4630	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.5038	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4245	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.5753	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4331	LR: 0.020000
Training Epoch: 8 [31488/45000]	Loss: 0.5640	LR: 0.020000
Training Epoch: 8 [31744/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 8 [32000/45000]	Loss: 0.5303	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.4906	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4573	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.5404	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4544	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4809	LR: 0.020000
Training Epoch: 8 [33792/45000]	Loss: 0.4476	LR: 0.020000
Training Epoch: 8 [34048/45000]	Loss: 0.4578	LR: 0.020000
Training Epoch: 8 [34304/45000]	Loss: 0.4754	LR: 0.020000
Training Epoch: 8 [34560/45000]	Loss: 0.4608	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4956	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.4719	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4587	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4820	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.5504	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4551	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.5242	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.4466	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4323	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4212	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.5146	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.5311	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.4390	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.6377	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4661	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.5341	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.5191	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.3398	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4258	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4030	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4394	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4361	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4427	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4780	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.3961	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.6371	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.5511	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4599	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4226	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.5131	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4965, Train Accuracy: 0.8277
Epoch 8 training time consumed: 24.73s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0019, Accuracy: 0.8359, Time consumed:0.95s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4760	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3347	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.5188	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.5459	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4723	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.4737	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.5070	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4658	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.3916	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.5267	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4098	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4992	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.5000	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.3939	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4282	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.5036	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.5247	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.5163	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.5354	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.4920	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.4143	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.3918	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4537	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.4629	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.5371	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.4441	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.4792	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4747	LR: 0.020000
Training Epoch: 9 [10496/45000]	Loss: 0.5304	LR: 0.020000
Training Epoch: 9 [10752/45000]	Loss: 0.4910	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.3594	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4863	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4554, Train Accuracy: 0.8425
Epoch 9 training time consumed: 24.85s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0018, Accuracy: 0.8443, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.4126	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.3986	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.4117	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4450	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.4428	LR: 0.020000
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Training Epoch: 10 [2560/45000]	Loss: 0.4144	LR: 0.020000
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Training Epoch: 10 [38656/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.4343	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.3742	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.4775	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.3415	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4183	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.3919	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4220	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4513	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.5958	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4541	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4042	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.3856	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4311	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.4701	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.3889	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.5190	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.5112	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.3457	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.5076	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4362, Train Accuracy: 0.8489
Epoch 10 training time consumed: 24.59s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0019, Accuracy: 0.8389, Time consumed:0.88s
Training Epoch: 11 [256/45000]	Loss: 0.3465	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.4168	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3489	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.4459	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.5981	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3934	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3478	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4300	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3827	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.4601	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4324	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3867	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.4463	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.4085	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.4140	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.4273	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.3151	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3985	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3437	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.3222	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3803	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4655	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3268	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.5278	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4636	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.4706	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3497	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3778	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.4501	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3881	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.4583	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.4860	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.4660	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3634	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.4366	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.3805	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4400	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.3960	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4149	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.4988	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.3837	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.3417	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.3794	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.3578	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.4865	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4959	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.4812	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.4104	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.3704	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.3581	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.4612	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4279	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.4015	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4136	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3872	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3025	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.4478	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.4218	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.5317	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.4036	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.3505	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3409	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.4047	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.3763	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.3864	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.4596	LR: 0.020000
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Training Epoch: 11 [25088/45000]	Loss: 0.4575	LR: 0.020000
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Training Epoch: 11 [25600/45000]	Loss: 0.3916	LR: 0.020000
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Training Epoch: 11 [26112/45000]	Loss: 0.3574	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.3278	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.4068	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.3858	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.4113	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3731	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.4062	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3543	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4872	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.4344	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.4644	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.4483	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.5457	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.3881	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.3641	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.5222	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3709	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.4365	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4793	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.3377	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.4843	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.4355	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4335	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.4106	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4497	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.4338	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3930	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3653	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3781	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.4923	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.4225	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3558	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4555	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4538	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3277	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.4209	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4830	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.4632	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.4718	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4369	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3644	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.3699	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4451	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.4779	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4046	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4157, Train Accuracy: 0.8583
Epoch 11 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0018, Accuracy: 0.8503, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-11-best.pth
Training Epoch: 12 [256/45000]	Loss: 0.5394	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.4129	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.4791	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3817	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3994	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3706	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3582	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3461	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.4125	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4520	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3494	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.4080	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.5131	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.2679	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.4036	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.4899	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.4294	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3345	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.4187	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.4004	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3104	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.4123	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3276	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.4165	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3544	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3403	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3246	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.4144	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3814	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3897	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3225	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3920	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3449	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3364	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3919	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.4475	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.4116	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3430	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3867	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.4272	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.4623	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3593	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3555	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.3537	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.4798	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3790	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.4099	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.4033	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3656	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3466	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.4543	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3983	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.4061	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3075	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3441	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.4157	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.4253	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3502	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3986	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.4046	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.4142	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3765	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.2967	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3459	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3948	LR: 0.004000
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Training Epoch: 12 [28672/45000]	Loss: 0.2968	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.3573	LR: 0.004000
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Training Epoch: 12 [40960/45000]	Loss: 0.3363	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3273	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3576	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3758	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3665	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.4005	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.4503	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.3573	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.4222	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3788	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.3366	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3411	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3855	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3064	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3717, Train Accuracy: 0.8737
Epoch 12 training time consumed: 24.81s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0016, Accuracy: 0.8656, Time consumed:0.92s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.3517	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.4019	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3597	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.2859	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.4295	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3435	LR: 0.004000
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Training Epoch: 13 [2816/45000]	Loss: 0.3262	LR: 0.004000
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Training Epoch: 13 [26368/45000]	Loss: 0.3108	LR: 0.004000
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Training Epoch: 13 [27904/45000]	Loss: 0.3999	LR: 0.004000
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Training Epoch: 13 [41728/45000]	Loss: 0.3625	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3373	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3622	LR: 0.004000
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Training Epoch: 13 [43264/45000]	Loss: 0.3023	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.4349	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2627	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3735	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3553	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3869	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.4038	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3548, Train Accuracy: 0.8786
Epoch 13 training time consumed: 24.64s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0015, Accuracy: 0.8686, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.4022	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3563	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.4038	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3727	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.3187	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3288	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.3356	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3513	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3748	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.4090	LR: 0.004000
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Training Epoch: 14 [43264/45000]	Loss: 0.3516	LR: 0.004000
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Training Epoch: 14 [44032/45000]	Loss: 0.3334	LR: 0.004000
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Training Epoch: 14 [44544/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3935	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3488, Train Accuracy: 0.8818
Epoch 14 training time consumed: 24.77s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0015, Accuracy: 0.8704, Time consumed:0.89s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.3820	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.4081	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3173	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.3329	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3836	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3044	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3231	LR: 0.004000
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Training Epoch: 15 [2816/45000]	Loss: 0.3076	LR: 0.004000
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Training Epoch: 15 [30976/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.4037	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.3838	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.4012	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.4124	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.3568	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3758	LR: 0.004000
Training Epoch: 15 [33024/45000]	Loss: 0.3281	LR: 0.004000
Training Epoch: 15 [33280/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 15 [33536/45000]	Loss: 0.3418	LR: 0.004000
Training Epoch: 15 [33792/45000]	Loss: 0.3775	LR: 0.004000
Training Epoch: 15 [34048/45000]	Loss: 0.3410	LR: 0.004000
Training Epoch: 15 [34304/45000]	Loss: 0.3103	LR: 0.004000
Training Epoch: 15 [34560/45000]	Loss: 0.3667	LR: 0.004000
Training Epoch: 15 [34816/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 15 [35072/45000]	Loss: 0.3518	LR: 0.004000
Training Epoch: 15 [35328/45000]	Loss: 0.3005	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.4239	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 15 [36096/45000]	Loss: 0.4098	LR: 0.004000
Training Epoch: 15 [36352/45000]	Loss: 0.3435	LR: 0.004000
Training Epoch: 15 [36608/45000]	Loss: 0.2532	LR: 0.004000
Training Epoch: 15 [36864/45000]	Loss: 0.3044	LR: 0.004000
Training Epoch: 15 [37120/45000]	Loss: 0.3136	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.3399	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.4554	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.2667	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3733	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.2914	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3335	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3516	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3927	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.4293	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.2587	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.3473	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3230	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3022	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.2603	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.4121	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3512	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.4300	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.2882	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2921	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.3833	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.4014	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2989	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.4085	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.3026	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.4375	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3658	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3455, Train Accuracy: 0.8817
Epoch 15 training time consumed: 24.60s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0015, Accuracy: 0.8697, Time consumed:0.90s
Training Epoch: 16 [256/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.3785	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3798	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3532	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3092	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.3452	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.4221	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3517	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3583	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3536	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.3099	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.3840	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3777	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3653	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2851	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.3751	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.3756	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.2817	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.4611	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 16 [11520/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 16 [11776/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 16 [12032/45000]	Loss: 0.3903	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.3996	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 16 [13056/45000]	Loss: 0.3784	LR: 0.000800
Training Epoch: 16 [13312/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.2314	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.3879	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.2894	LR: 0.000800
Training Epoch: 16 [14336/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 16 [14592/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 16 [14848/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 16 [15104/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 16 [15360/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 16 [15616/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 16 [15872/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 16 [16128/45000]	Loss: 0.4274	LR: 0.000800
Training Epoch: 16 [16384/45000]	Loss: 0.3591	LR: 0.000800
Training Epoch: 16 [16640/45000]	Loss: 0.3664	LR: 0.000800
Training Epoch: 16 [16896/45000]	Loss: 0.3701	LR: 0.000800
Training Epoch: 16 [17152/45000]	Loss: 0.3725	LR: 0.000800
Training Epoch: 16 [17408/45000]	Loss: 0.3165	LR: 0.000800
Training Epoch: 16 [17664/45000]	Loss: 0.3295	LR: 0.000800
Training Epoch: 16 [17920/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 16 [18176/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 16 [18432/45000]	Loss: 0.3903	LR: 0.000800
Training Epoch: 16 [18688/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 16 [18944/45000]	Loss: 0.3375	LR: 0.000800
Training Epoch: 16 [19200/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 16 [19456/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 16 [19712/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 16 [19968/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 16 [20224/45000]	Loss: 0.3599	LR: 0.000800
Training Epoch: 16 [20480/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 16 [20736/45000]	Loss: 0.3685	LR: 0.000800
Training Epoch: 16 [20992/45000]	Loss: 0.4226	LR: 0.000800
Training Epoch: 16 [21248/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 16 [21504/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 16 [21760/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 16 [22016/45000]	Loss: 0.2741	LR: 0.000800
Training Epoch: 16 [22272/45000]	Loss: 0.4182	LR: 0.000800
Training Epoch: 16 [22528/45000]	Loss: 0.3712	LR: 0.000800
Training Epoch: 16 [22784/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 16 [23040/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 16 [23296/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 16 [23552/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 16 [23808/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 16 [24064/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 16 [24320/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 16 [24576/45000]	Loss: 0.3636	LR: 0.000800
Training Epoch: 16 [24832/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 16 [25088/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 16 [25344/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 16 [25600/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.2968	LR: 0.000800
Training Epoch: 16 [26112/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 16 [26368/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 16 [26624/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 16 [26880/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 16 [27136/45000]	Loss: 0.2925	LR: 0.000800
Training Epoch: 16 [27392/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 16 [27648/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 16 [27904/45000]	Loss: 0.3848	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.2520	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2576	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.3716	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.4105	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.3939	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.4052	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 16 [30464/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 16 [30720/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 16 [30976/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 16 [31232/45000]	Loss: 0.3865	LR: 0.000800
Training Epoch: 16 [31488/45000]	Loss: 0.2896	LR: 0.000800
Training Epoch: 16 [31744/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 16 [32000/45000]	Loss: 0.2966	LR: 0.000800
Training Epoch: 16 [32256/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 16 [32512/45000]	Loss: 0.2847	LR: 0.000800
Training Epoch: 16 [32768/45000]	Loss: 0.3281	LR: 0.000800
Training Epoch: 16 [33024/45000]	Loss: 0.4371	LR: 0.000800
Training Epoch: 16 [33280/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 16 [33536/45000]	Loss: 0.4190	LR: 0.000800
Training Epoch: 16 [33792/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 16 [34048/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 16 [34304/45000]	Loss: 0.3029	LR: 0.000800
Training Epoch: 16 [34560/45000]	Loss: 0.4220	LR: 0.000800
Training Epoch: 16 [34816/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 16 [35072/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 16 [35328/45000]	Loss: 0.3991	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.2933	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3766	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.3014	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.3162	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3425	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3942	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3680	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3067	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.4182	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3206	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3795	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.3858	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2615	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.3503	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3641	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3399	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.3285	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3258	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3679	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.3109	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3302, Train Accuracy: 0.8872
Epoch 16 training time consumed: 24.65s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0015, Accuracy: 0.8734, Time consumed:0.90s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3785	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3713	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.3483	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2280	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.2440	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3579	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3336	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.2808	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3884	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.2662	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3684	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 17 [6400/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 17 [6656/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 17 [6912/45000]	Loss: 0.3557	LR: 0.000800
Training Epoch: 17 [7168/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 17 [7424/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 17 [7680/45000]	Loss: 0.3692	LR: 0.000800
Training Epoch: 17 [7936/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 17 [8192/45000]	Loss: 0.3827	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 17 [8704/45000]	Loss: 0.2954	LR: 0.000800
Training Epoch: 17 [8960/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 17 [9216/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 17 [9472/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 17 [9728/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.4107	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.3544	LR: 0.000800
Training Epoch: 17 [10752/45000]	Loss: 0.4206	LR: 0.000800
Training Epoch: 17 [11008/45000]	Loss: 0.3968	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.2725	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3104	LR: 0.000800
Training Epoch: 17 [11776/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 17 [12032/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3738	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.3113	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3219	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.3431	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.3127	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.3796	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.3428	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.3696	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3419	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.4000	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.3441	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.3552	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2623	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.4325	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.3909	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.3280	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3619	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.3747	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.2498	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.4308	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3531	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.2863	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.3778	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.2393	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2651	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2796	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.4015	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.4237	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.3584	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.4575	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.3873	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.3823	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.3268	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.2986	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3321	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.3925	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3758	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.3647	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3244	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.3706	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.3781	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3546	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3639	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3660	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3234	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.4512	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.2821	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3967	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.3549	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3874	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.3661	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.3462	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.3433	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3747	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.3465	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.4177	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3370	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2965	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3267, Train Accuracy: 0.8879
Epoch 17 training time consumed: 24.61s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8732, Time consumed:0.95s
Training Epoch: 18 [256/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.3759	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.2252	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3373	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3601	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.2457	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.3799	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2700	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.3480	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.4066	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.3309	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.3214	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.3433	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.3654	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.4219	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2773	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.3983	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.3056	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2868	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.3489	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.3739	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.3571	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3606	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3037	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.4413	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3345	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3382	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.4270	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.3618	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.2698	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3622	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2284	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.4090	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.3697	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.3553	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.2617	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3640	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.4013	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3748	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3912	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.4307	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.3925	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2759	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.3932	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3412	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2560	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.4061	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.3941	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3463	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.3532	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.3980	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3098	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.4273	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.4460	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.3950	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3716	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.4405	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.4274	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.3246	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.3843	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.3650	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.3784	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2485	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.3432	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.3770	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.3070	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2247	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3215	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3947	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.3435	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.3581	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2540	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2648	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.3969	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3502	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2323	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2509	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.4513	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2814	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3103	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.3926	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3915	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3264, Train Accuracy: 0.8893
Epoch 18 training time consumed: 24.71s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8741, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_17h_16m_49s/AllCNN-Cifar10-seed4-ret100-18-best.pth
Training Epoch: 19 [256/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3469	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2985	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3679	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3753	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.3508	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.4129	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.3903	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.4161	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2227	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3101	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3634	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3646	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.3299	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3950	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.4634	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.4027	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3444	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.3678	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2261	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3537	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.4026	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.2996	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3429	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.3654	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.3400	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2524	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3654	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.3624	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3515	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3401	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.3969	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3577	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3461	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.4094	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3927	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3172	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3698	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3578	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3052	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.4079	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3716	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2774	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3929	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3562	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.3903	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.3620	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2683	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3437	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3358	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2803	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.3621	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3156	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2830	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2721	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.3630	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2819	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3473	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2965	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.4109	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3554	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.4258	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.4381	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2750	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3858	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3279	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3733	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.4214	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3775	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3639	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3471	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3204	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2570	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2990	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2731	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3712	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3714	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3638	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.4147	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2637	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2384	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.4068	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3443	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2810	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3338	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3556	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3263	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3261, Train Accuracy: 0.8880
Epoch 19 training time consumed: 24.67s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8731, Time consumed:0.95s
Training Epoch: 20 [256/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2923	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3407	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.3930	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2735	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.3117	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.3929	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2838	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.4103	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2772	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2409	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.3442	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2441	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3071	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3762	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2644	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3197	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.3134	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2558	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3022	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2649	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3456	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3216	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2622	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.3451	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.3794	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2767	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.3187	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3651	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3302	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3644	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3817	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.3611	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3233	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.3725	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.3376	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.3598	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.4351	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3049	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2840	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.3655	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.3245	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3918	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3720	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.4479	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2832	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.3754	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3417	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.2703	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.3533	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3736	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3757	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3472	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3821	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3455	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2618	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.3983	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.4002	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3700	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.3787	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.3319	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.3644	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3188	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3413	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3436	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.3762	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.3662	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2940	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.3585	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.3481	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2539	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3496	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.4039	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.3609	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.3185	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3545	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2473	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.2976	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.3023	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3627	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3833	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3207, Train Accuracy: 0.8918
Epoch 20 training time consumed: 25.05s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8733, 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: 87.48046875
Retain Accuracy: 89.45756530761719
Zero-Retain Forget (ZRF): 0.8604358434677124
Membership Inference Attack (MIA): 0.434
Forget vs Retain Membership Inference Attack (MIA): 0.5345
Forget vs Test Membership Inference Attack (MIA): 0.546
Test vs Retain Membership Inference Attack (MIA): 0.49875
Train vs Test Membership Inference Attack (MIA): 0.5175
Forget Set Accuracy (Df): 85.53079223632812
Method Execution Time: 1016.19 seconds
