hello
hello

📌 S Retain class distribution for seed 7:
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 7:
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: 2.3284	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3361	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.3343	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3104	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3292	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.3042	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2752	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2544	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2540	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2585	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.1965	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1890	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1808	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.2021	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.1666	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 2.1109	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 2.1538	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.1023	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.1084	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 2.0800	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 2.0615	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 2.0765	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 2.0177	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 2.0205	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.9953	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.9588	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.9561	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.9404	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 1.9508	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 1.9215	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.8952	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8674	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8935	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.8594	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8386	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.7712	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.7986	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.8385	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.8341	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7660	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8386	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.8128	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7676	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.7633	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.8024	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8138	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6820	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.8048	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.6883	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.7573	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.6709	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.6985	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6790	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.6939	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.6179	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.7567	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.7396	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.8842	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7511	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.6718	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6480	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7415	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7480	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.8300	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6498	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.6677	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.5966	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.7865	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.6655	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7586	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.6623	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.6860	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.7036	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6582	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.8172	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.7497	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.7024	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.5453	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.6872	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.6590	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.5696	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.6810	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.5686	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.5875	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.6608	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6224	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.5299	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6405	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.6122	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.5346	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.6133	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.5823	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.5177	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.5403	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.5519	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.5945	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6209	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5206	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.5581	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6049	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.5793	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.4864	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.4955	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.5824	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.4537	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5667	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.6368	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.6605	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.4942	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.5446	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.4928	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.4536	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.6112	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.4769	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.5989	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.5079	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5296	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.4117	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.6130	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.4408	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.4116	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.4991	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.4324	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.4323	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.5056	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.4426	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.3705	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.3892	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.4599	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.4085	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.3603	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.4394	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4489	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.4274	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.4594	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.5331	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.3238	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.4228	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.4372	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.4086	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.4768	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5173	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.5194	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.4955	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.4278	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.3135	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4950	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.3830	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.3127	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.4218	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.3553	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.4606	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.3170	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.2706	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.2890	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.5024	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.3609	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.4750	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4539	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.4328	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.3602	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.3904	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.5236	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.3668	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.3938	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.2611	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.4176	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.4647	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.3733	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.3526	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.4183	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.2904	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.3767	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.4172	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.4406	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.3292	LR: 0.099432
Epoch 1 - Average Train Loss: 1.6653, Train Accuracy: 0.3837
Epoch 1 training time consumed: 25.81s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0096, Accuracy: 0.3596, Time consumed:1.12s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.4297	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4962	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.4009	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.3321	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.4645	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.2221	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.3125	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3076	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3598	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3397	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.3286	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3200	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.2650	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3886	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.1726	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.2421	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.3300	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.2762	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.2519	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.2511	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.2160	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.1492	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.2209	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.3207	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.2800	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3806	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.2350	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2620	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.2459	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.2557	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.1886	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.3731	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3545	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.3701	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3617	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.2379	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3729	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.1906	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.3100	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.3330	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2102	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.1530	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.1682	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.2651	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.5070	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3198	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.2463	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.2661	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.2064	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2374	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.2969	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.1677	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.2351	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.2922	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.2229	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.1776	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.2326	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.5352	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.2405	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2631	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.2460	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.2649	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2017	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.2514	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.3099	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.2554	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.2428	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.1889	LR: 0.100000
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Training Epoch: 2 [17920/45000]	Loss: 1.2450	LR: 0.100000
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Training Epoch: 2 [19712/45000]	Loss: 1.3235	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.3114	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.1735	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.1435	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.0682	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2574	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.0943	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.2023	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.2456	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.0938	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.1353	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.1896	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.2376	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.0846	LR: 0.100000
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Training Epoch: 2 [23808/45000]	Loss: 1.2129	LR: 0.100000
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Training Epoch: 2 [24320/45000]	Loss: 1.1260	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.1987	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.1451	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.1590	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1760	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.0930	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.1850	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1883	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 0.9573	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.1327	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.1771	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.0764	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.1013	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.2259	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.1525	LR: 0.100000
Training Epoch: 2 [28672/45000]	Loss: 1.1330	LR: 0.100000
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Training Epoch: 2 [36352/45000]	Loss: 1.1031	LR: 0.100000
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Training Epoch: 2 [37376/45000]	Loss: 1.1542	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 0.9823	LR: 0.100000
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Training Epoch: 2 [38656/45000]	Loss: 1.1142	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 0.9815	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.0366	LR: 0.100000
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Training Epoch: 2 [39936/45000]	Loss: 1.0916	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.1255	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.0656	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.1554	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 0.9967	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0139	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.0105	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 0.9998	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 0.9874	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1173	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1161	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 0.9342	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.1660	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.0033	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.0892	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.0502	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1751	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.0645	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0379	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.0480	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.0761	LR: 0.100000
Epoch 2 - Average Train Loss: 1.1849, Train Accuracy: 0.5718
Epoch 2 training time consumed: 25.10s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0061, Accuracy: 0.5075, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.0702	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 0.9574	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.0611	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.0685	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 0.9906	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1943	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.1680	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0357	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 0.9921	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 1.1099	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.0507	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0907	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 1.1187	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.1406	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 0.9993	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 1.1084	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.1495	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 1.0107	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 1.0487	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 1.0600	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.9321	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0245	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 0.9962	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0649	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0493	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.1428	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 0.9454	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 0.9935	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 1.1302	LR: 0.100000
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Training Epoch: 3 [26880/45000]	Loss: 0.9332	LR: 0.100000
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Training Epoch: 3 [27648/45000]	Loss: 1.0609	LR: 0.100000
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Training Epoch: 3 [29440/45000]	Loss: 0.8874	LR: 0.100000
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Training Epoch: 3 [36608/45000]	Loss: 0.9545	LR: 0.100000
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Training Epoch: 3 [38144/45000]	Loss: 0.9465	LR: 0.100000
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Training Epoch: 3 [38656/45000]	Loss: 0.9225	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9720	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 1.0583	LR: 0.100000
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Training Epoch: 3 [40192/45000]	Loss: 0.9738	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 0.9575	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.8701	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9619	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9696	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9332	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.8689	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.8731	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 0.9114	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.8829	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 1.0219	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 0.8110	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 1.0155	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9379	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9180	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.8882	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 1.0041	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9464	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.8999	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 1.0240	LR: 0.100000
Epoch 3 - Average Train Loss: 0.9878, Train Accuracy: 0.6451
Epoch 3 training time consumed: 25.01s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0042, Accuracy: 0.6341, Time consumed:0.98s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.9315	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8686	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 1.0170	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8845	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.8655	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.8170	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9804	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.8428	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 0.8882	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8360	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.9402	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8198	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 0.8748	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9548	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.8688	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.8852	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8623	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.8771	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.9342	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.8525	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.7896	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.7794	LR: 0.100000
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Training Epoch: 4 [10240/45000]	Loss: 0.9468	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 0.9029	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.9842	LR: 0.100000
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Training Epoch: 4 [43776/45000]	Loss: 0.8296	LR: 0.100000
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Training Epoch: 4 [44800/45000]	Loss: 0.7932	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.8224	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8593, Train Accuracy: 0.6983
Epoch 4 training time consumed: 25.02s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0034, Accuracy: 0.7067, Time consumed:0.91s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.6743	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.7262	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.6644	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.7200	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7717	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.7297	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7281	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.6440	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7109	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.7139	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.7193	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.7344	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.6867	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7581, Train Accuracy: 0.7354
Epoch 5 training time consumed: 25.17s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0040, Accuracy: 0.6790, Time consumed:0.92s
Training Epoch: 6 [256/45000]	Loss: 0.7300	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6841	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.7145	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.7292	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6634	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6836	LR: 0.100000
Training Epoch: 6 [1792/45000]	Loss: 0.6682	LR: 0.100000
Training Epoch: 6 [2048/45000]	Loss: 0.6311	LR: 0.100000
Training Epoch: 6 [2304/45000]	Loss: 0.7347	LR: 0.100000
Training Epoch: 6 [2560/45000]	Loss: 0.6249	LR: 0.100000
Training Epoch: 6 [2816/45000]	Loss: 0.7091	LR: 0.100000
Training Epoch: 6 [3072/45000]	Loss: 0.6732	LR: 0.100000
Training Epoch: 6 [3328/45000]	Loss: 0.7519	LR: 0.100000
Training Epoch: 6 [3584/45000]	Loss: 0.7016	LR: 0.100000
Training Epoch: 6 [3840/45000]	Loss: 0.6580	LR: 0.100000
Training Epoch: 6 [4096/45000]	Loss: 0.6115	LR: 0.100000
Training Epoch: 6 [4352/45000]	Loss: 0.7065	LR: 0.100000
Training Epoch: 6 [4608/45000]	Loss: 0.7306	LR: 0.100000
Training Epoch: 6 [4864/45000]	Loss: 0.7825	LR: 0.100000
Training Epoch: 6 [5120/45000]	Loss: 0.7429	LR: 0.100000
Training Epoch: 6 [5376/45000]	Loss: 0.6121	LR: 0.100000
Training Epoch: 6 [5632/45000]	Loss: 0.7629	LR: 0.100000
Training Epoch: 6 [5888/45000]	Loss: 0.6811	LR: 0.100000
Training Epoch: 6 [6144/45000]	Loss: 0.6471	LR: 0.100000
Training Epoch: 6 [6400/45000]	Loss: 0.7557	LR: 0.100000
Training Epoch: 6 [6656/45000]	Loss: 0.7748	LR: 0.100000
Training Epoch: 6 [6912/45000]	Loss: 0.7986	LR: 0.100000
Training Epoch: 6 [7168/45000]	Loss: 0.7334	LR: 0.100000
Training Epoch: 6 [7424/45000]	Loss: 0.6920	LR: 0.100000
Training Epoch: 6 [7680/45000]	Loss: 0.7441	LR: 0.100000
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Training Epoch: 6 [9472/45000]	Loss: 0.6632	LR: 0.100000
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Training Epoch: 6 [11008/45000]	Loss: 0.6332	LR: 0.100000
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Training Epoch: 6 [11520/45000]	Loss: 0.7319	LR: 0.100000
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Training Epoch: 6 [12032/45000]	Loss: 0.6385	LR: 0.100000
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Training Epoch: 6 [12800/45000]	Loss: 0.7531	LR: 0.100000
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Training Epoch: 6 [13312/45000]	Loss: 0.8044	LR: 0.100000
Training Epoch: 6 [13568/45000]	Loss: 0.7301	LR: 0.100000
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Training Epoch: 6 [16128/45000]	Loss: 0.8422	LR: 0.100000
Training Epoch: 6 [16384/45000]	Loss: 0.7188	LR: 0.100000
Training Epoch: 6 [16640/45000]	Loss: 0.6335	LR: 0.100000
Training Epoch: 6 [16896/45000]	Loss: 0.7177	LR: 0.100000
Training Epoch: 6 [17152/45000]	Loss: 0.7269	LR: 0.100000
Training Epoch: 6 [17408/45000]	Loss: 0.6176	LR: 0.100000
Training Epoch: 6 [17664/45000]	Loss: 0.7338	LR: 0.100000
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Training Epoch: 6 [18432/45000]	Loss: 0.8155	LR: 0.100000
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Training Epoch: 6 [18944/45000]	Loss: 0.6729	LR: 0.100000
Training Epoch: 6 [19200/45000]	Loss: 0.7731	LR: 0.100000
Training Epoch: 6 [19456/45000]	Loss: 0.8204	LR: 0.100000
Training Epoch: 6 [19712/45000]	Loss: 0.6368	LR: 0.100000
Training Epoch: 6 [19968/45000]	Loss: 0.7366	LR: 0.100000
Training Epoch: 6 [20224/45000]	Loss: 0.6210	LR: 0.100000
Training Epoch: 6 [20480/45000]	Loss: 0.6686	LR: 0.100000
Training Epoch: 6 [20736/45000]	Loss: 0.6667	LR: 0.100000
Training Epoch: 6 [20992/45000]	Loss: 0.7040	LR: 0.100000
Training Epoch: 6 [21248/45000]	Loss: 0.7306	LR: 0.100000
Training Epoch: 6 [21504/45000]	Loss: 0.6668	LR: 0.100000
Training Epoch: 6 [21760/45000]	Loss: 0.6873	LR: 0.100000
Training Epoch: 6 [22016/45000]	Loss: 0.5566	LR: 0.100000
Training Epoch: 6 [22272/45000]	Loss: 0.6906	LR: 0.100000
Training Epoch: 6 [22528/45000]	Loss: 0.6668	LR: 0.100000
Training Epoch: 6 [22784/45000]	Loss: 0.7938	LR: 0.100000
Training Epoch: 6 [23040/45000]	Loss: 0.7313	LR: 0.100000
Training Epoch: 6 [23296/45000]	Loss: 0.7307	LR: 0.100000
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Training Epoch: 6 [23808/45000]	Loss: 0.7811	LR: 0.100000
Training Epoch: 6 [24064/45000]	Loss: 0.6722	LR: 0.100000
Training Epoch: 6 [24320/45000]	Loss: 0.8343	LR: 0.100000
Training Epoch: 6 [24576/45000]	Loss: 0.6227	LR: 0.100000
Training Epoch: 6 [24832/45000]	Loss: 0.6044	LR: 0.100000
Training Epoch: 6 [25088/45000]	Loss: 0.6773	LR: 0.100000
Training Epoch: 6 [25344/45000]	Loss: 0.6529	LR: 0.100000
Training Epoch: 6 [25600/45000]	Loss: 0.6850	LR: 0.100000
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Training Epoch: 6 [26368/45000]	Loss: 0.6804	LR: 0.100000
Training Epoch: 6 [26624/45000]	Loss: 0.7449	LR: 0.100000
Training Epoch: 6 [26880/45000]	Loss: 0.6981	LR: 0.100000
Training Epoch: 6 [27136/45000]	Loss: 0.6209	LR: 0.100000
Training Epoch: 6 [27392/45000]	Loss: 0.7190	LR: 0.100000
Training Epoch: 6 [27648/45000]	Loss: 0.7341	LR: 0.100000
Training Epoch: 6 [27904/45000]	Loss: 0.7569	LR: 0.100000
Training Epoch: 6 [28160/45000]	Loss: 0.7256	LR: 0.100000
Training Epoch: 6 [28416/45000]	Loss: 0.6638	LR: 0.100000
Training Epoch: 6 [28672/45000]	Loss: 0.6569	LR: 0.100000
Training Epoch: 6 [28928/45000]	Loss: 0.6473	LR: 0.100000
Training Epoch: 6 [29184/45000]	Loss: 0.7462	LR: 0.100000
Training Epoch: 6 [29440/45000]	Loss: 0.6592	LR: 0.100000
Training Epoch: 6 [29696/45000]	Loss: 0.6795	LR: 0.100000
Training Epoch: 6 [29952/45000]	Loss: 0.5727	LR: 0.100000
Training Epoch: 6 [30208/45000]	Loss: 0.7075	LR: 0.100000
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Training Epoch: 6 [36352/45000]	Loss: 0.7748	LR: 0.100000
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Training Epoch: 6 [37376/45000]	Loss: 0.6618	LR: 0.100000
Training Epoch: 6 [37632/45000]	Loss: 0.7136	LR: 0.100000
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Training Epoch: 6 [38144/45000]	Loss: 0.7715	LR: 0.100000
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Training Epoch: 6 [38656/45000]	Loss: 0.7583	LR: 0.100000
Training Epoch: 6 [38912/45000]	Loss: 0.7556	LR: 0.100000
Training Epoch: 6 [39168/45000]	Loss: 0.7138	LR: 0.100000
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Training Epoch: 6 [39936/45000]	Loss: 0.5310	LR: 0.100000
Training Epoch: 6 [40192/45000]	Loss: 0.7210	LR: 0.100000
Training Epoch: 6 [40448/45000]	Loss: 0.6637	LR: 0.100000
Training Epoch: 6 [40704/45000]	Loss: 0.6183	LR: 0.100000
Training Epoch: 6 [40960/45000]	Loss: 0.6490	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.7158	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6389	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.6599	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.6593	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6521	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.7175	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6841	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6703	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6329	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.7469	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.6129	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7512	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.6316	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6803	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6283	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.5156	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6960, Train Accuracy: 0.7578
Epoch 6 training time consumed: 24.97s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0035, Accuracy: 0.7200, Time consumed:1.01s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.6611	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6058	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.7648	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.5893	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6696	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.5804	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6854	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.6029	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.6688	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.5626	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.5217	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.6671	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6673	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.5805	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6257	LR: 0.100000
Training Epoch: 7 [4096/45000]	Loss: 0.6749	LR: 0.100000
Training Epoch: 7 [4352/45000]	Loss: 0.7061	LR: 0.100000
Training Epoch: 7 [4608/45000]	Loss: 0.5698	LR: 0.100000
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Training Epoch: 7 [5120/45000]	Loss: 0.7056	LR: 0.100000
Training Epoch: 7 [5376/45000]	Loss: 0.7319	LR: 0.100000
Training Epoch: 7 [5632/45000]	Loss: 0.5978	LR: 0.100000
Training Epoch: 7 [5888/45000]	Loss: 0.6112	LR: 0.100000
Training Epoch: 7 [6144/45000]	Loss: 0.6794	LR: 0.100000
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Training Epoch: 7 [24576/45000]	Loss: 0.6711	LR: 0.100000
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Training Epoch: 7 [27392/45000]	Loss: 0.5795	LR: 0.100000
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Training Epoch: 7 [43008/45000]	Loss: 0.6168	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.5560	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.6731	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6363	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6239	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.7307	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.7023	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.6067	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6471	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6379, Train Accuracy: 0.7767
Epoch 7 training time consumed: 25.03s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0028, Accuracy: 0.7587, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-7-best.pth
Training Epoch: 8 [256/45000]	Loss: 0.7163	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5133	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.5382	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.7110	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5587	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.6436	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.5282	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5871	LR: 0.020000
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Training Epoch: 8 [29440/45000]	Loss: 0.5039	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4711	LR: 0.020000
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Training Epoch: 8 [35584/45000]	Loss: 0.4458	LR: 0.020000
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Training Epoch: 8 [36096/45000]	Loss: 0.5021	LR: 0.020000
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Training Epoch: 8 [37632/45000]	Loss: 0.5068	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.5350	LR: 0.020000
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Training Epoch: 8 [38656/45000]	Loss: 0.4748	LR: 0.020000
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Training Epoch: 8 [39168/45000]	Loss: 0.4498	LR: 0.020000
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Training Epoch: 8 [40192/45000]	Loss: 0.5124	LR: 0.020000
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Training Epoch: 8 [40704/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.4468	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.5647	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.5286	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4385	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4704	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.4249	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.4037	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4618	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.4445	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.4088	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.4521	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.4368	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4680	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.4397	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.4675	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4886, Train Accuracy: 0.8310
Epoch 8 training time consumed: 25.13s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0019, Accuracy: 0.8390, Time consumed:0.99s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3687	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4046	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4785	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.4717	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4380	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4174	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.5234	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.4505	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.3938	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4546	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.4280	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4159	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.4011	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4425	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.3868	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4317	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.3602	LR: 0.020000
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Training Epoch: 9 [9984/45000]	Loss: 0.4670	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.4340	LR: 0.020000
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Training Epoch: 9 [44800/45000]	Loss: 0.4518	LR: 0.020000
Training Epoch: 9 [45000/45000]	Loss: 0.4042	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4437, Train Accuracy: 0.8467
Epoch 9 training time consumed: 25.06s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8521, Time consumed:0.94s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3509	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.5408	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.5037	LR: 0.020000
Training Epoch: 10 [1280/45000]	Loss: 0.4414	LR: 0.020000
Training Epoch: 10 [1536/45000]	Loss: 0.4584	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3772	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.4465	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.4569	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4078	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4884	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.5239	LR: 0.020000
Training Epoch: 10 [39680/45000]	Loss: 0.4229	LR: 0.020000
Training Epoch: 10 [39936/45000]	Loss: 0.3536	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.3305	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3632	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4193	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.4563	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.3616	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.4096	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.4052	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.3639	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.3714	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3454	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.5377	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.5482	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.4083	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3811	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.4016	LR: 0.020000
Epoch 10 - Average Train Loss: 0.4272, Train Accuracy: 0.8509
Epoch 10 training time consumed: 25.05s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0018, Accuracy: 0.8443, Time consumed:1.01s
Training Epoch: 11 [256/45000]	Loss: 0.4794	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.4788	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.4314	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.3747	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3792	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3965	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.4204	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3549	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4647	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.3392	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.4236	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.4026	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.3679	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.3626	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.4554	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.3156	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.3843	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.3613	LR: 0.020000
Training Epoch: 11 [5888/45000]	Loss: 0.3221	LR: 0.020000
Training Epoch: 11 [6144/45000]	Loss: 0.3358	LR: 0.020000
Training Epoch: 11 [6400/45000]	Loss: 0.3423	LR: 0.020000
Training Epoch: 11 [6656/45000]	Loss: 0.3901	LR: 0.020000
Training Epoch: 11 [6912/45000]	Loss: 0.3813	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.4028	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3786	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.4266	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.3456	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.4303	LR: 0.020000
Training Epoch: 11 [8704/45000]	Loss: 0.4774	LR: 0.020000
Training Epoch: 11 [8960/45000]	Loss: 0.3270	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3702	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.4413	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3862	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.3941	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.3973	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3403	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.3201	LR: 0.020000
Training Epoch: 11 [11776/45000]	Loss: 0.4013	LR: 0.020000
Training Epoch: 11 [12032/45000]	Loss: 0.4025	LR: 0.020000
Training Epoch: 11 [12288/45000]	Loss: 0.4499	LR: 0.020000
Training Epoch: 11 [12544/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 11 [12800/45000]	Loss: 0.3559	LR: 0.020000
Training Epoch: 11 [13056/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 11 [13568/45000]	Loss: 0.4158	LR: 0.020000
Training Epoch: 11 [13824/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 11 [14080/45000]	Loss: 0.4443	LR: 0.020000
Training Epoch: 11 [14336/45000]	Loss: 0.4496	LR: 0.020000
Training Epoch: 11 [14592/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 11 [14848/45000]	Loss: 0.3390	LR: 0.020000
Training Epoch: 11 [15104/45000]	Loss: 0.3481	LR: 0.020000
Training Epoch: 11 [15360/45000]	Loss: 0.4430	LR: 0.020000
Training Epoch: 11 [15616/45000]	Loss: 0.4178	LR: 0.020000
Training Epoch: 11 [15872/45000]	Loss: 0.3819	LR: 0.020000
Training Epoch: 11 [16128/45000]	Loss: 0.4157	LR: 0.020000
Training Epoch: 11 [16384/45000]	Loss: 0.3718	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.4006	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.3400	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.3484	LR: 0.020000
Training Epoch: 11 [17664/45000]	Loss: 0.4811	LR: 0.020000
Training Epoch: 11 [17920/45000]	Loss: 0.4931	LR: 0.020000
Training Epoch: 11 [18176/45000]	Loss: 0.4539	LR: 0.020000
Training Epoch: 11 [18432/45000]	Loss: 0.4362	LR: 0.020000
Training Epoch: 11 [18688/45000]	Loss: 0.4121	LR: 0.020000
Training Epoch: 11 [18944/45000]	Loss: 0.4265	LR: 0.020000
Training Epoch: 11 [19200/45000]	Loss: 0.4115	LR: 0.020000
Training Epoch: 11 [19456/45000]	Loss: 0.3222	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3730	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.4386	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.4503	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 11 [20992/45000]	Loss: 0.3841	LR: 0.020000
Training Epoch: 11 [21248/45000]	Loss: 0.4221	LR: 0.020000
Training Epoch: 11 [21504/45000]	Loss: 0.4271	LR: 0.020000
Training Epoch: 11 [21760/45000]	Loss: 0.4645	LR: 0.020000
Training Epoch: 11 [22016/45000]	Loss: 0.3842	LR: 0.020000
Training Epoch: 11 [22272/45000]	Loss: 0.4270	LR: 0.020000
Training Epoch: 11 [22528/45000]	Loss: 0.3809	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.3895	LR: 0.020000
Training Epoch: 11 [23040/45000]	Loss: 0.4110	LR: 0.020000
Training Epoch: 11 [23296/45000]	Loss: 0.4970	LR: 0.020000
Training Epoch: 11 [23552/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 11 [23808/45000]	Loss: 0.3623	LR: 0.020000
Training Epoch: 11 [24064/45000]	Loss: 0.3486	LR: 0.020000
Training Epoch: 11 [24320/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 11 [24576/45000]	Loss: 0.4281	LR: 0.020000
Training Epoch: 11 [24832/45000]	Loss: 0.3987	LR: 0.020000
Training Epoch: 11 [25088/45000]	Loss: 0.4762	LR: 0.020000
Training Epoch: 11 [25344/45000]	Loss: 0.4375	LR: 0.020000
Training Epoch: 11 [25600/45000]	Loss: 0.4567	LR: 0.020000
Training Epoch: 11 [25856/45000]	Loss: 0.4163	LR: 0.020000
Training Epoch: 11 [26112/45000]	Loss: 0.4316	LR: 0.020000
Training Epoch: 11 [26368/45000]	Loss: 0.4340	LR: 0.020000
Training Epoch: 11 [26624/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 11 [26880/45000]	Loss: 0.4082	LR: 0.020000
Training Epoch: 11 [27136/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 11 [27392/45000]	Loss: 0.4482	LR: 0.020000
Training Epoch: 11 [27648/45000]	Loss: 0.3888	LR: 0.020000
Training Epoch: 11 [27904/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.4673	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.4155	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.4894	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.3353	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.4404	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3927	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.4650	LR: 0.020000
Training Epoch: 11 [30208/45000]	Loss: 0.3580	LR: 0.020000
Training Epoch: 11 [30464/45000]	Loss: 0.4217	LR: 0.020000
Training Epoch: 11 [30720/45000]	Loss: 0.4247	LR: 0.020000
Training Epoch: 11 [30976/45000]	Loss: 0.4683	LR: 0.020000
Training Epoch: 11 [31232/45000]	Loss: 0.4016	LR: 0.020000
Training Epoch: 11 [31488/45000]	Loss: 0.4197	LR: 0.020000
Training Epoch: 11 [31744/45000]	Loss: 0.4251	LR: 0.020000
Training Epoch: 11 [32000/45000]	Loss: 0.3504	LR: 0.020000
Training Epoch: 11 [32256/45000]	Loss: 0.3760	LR: 0.020000
Training Epoch: 11 [32512/45000]	Loss: 0.4176	LR: 0.020000
Training Epoch: 11 [32768/45000]	Loss: 0.4259	LR: 0.020000
Training Epoch: 11 [33024/45000]	Loss: 0.3343	LR: 0.020000
Training Epoch: 11 [33280/45000]	Loss: 0.3884	LR: 0.020000
Training Epoch: 11 [33536/45000]	Loss: 0.3387	LR: 0.020000
Training Epoch: 11 [33792/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 11 [34048/45000]	Loss: 0.3940	LR: 0.020000
Training Epoch: 11 [34304/45000]	Loss: 0.3051	LR: 0.020000
Training Epoch: 11 [34560/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 11 [34816/45000]	Loss: 0.2968	LR: 0.020000
Training Epoch: 11 [35072/45000]	Loss: 0.4103	LR: 0.020000
Training Epoch: 11 [35328/45000]	Loss: 0.4257	LR: 0.020000
Training Epoch: 11 [35584/45000]	Loss: 0.4332	LR: 0.020000
Training Epoch: 11 [35840/45000]	Loss: 0.4023	LR: 0.020000
Training Epoch: 11 [36096/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 11 [36352/45000]	Loss: 0.4151	LR: 0.020000
Training Epoch: 11 [36608/45000]	Loss: 0.4469	LR: 0.020000
Training Epoch: 11 [36864/45000]	Loss: 0.4049	LR: 0.020000
Training Epoch: 11 [37120/45000]	Loss: 0.3319	LR: 0.020000
Training Epoch: 11 [37376/45000]	Loss: 0.3722	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.4535	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.3971	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.4487	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.4005	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.3255	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3490	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.4152	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3860	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.3546	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.4150	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.3669	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.5135	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.3540	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.3883	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3885	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3445	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.3825	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4530	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.3744	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.3891	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.4202	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3855	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3617	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.5316	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3085	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4668	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.4419	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3824	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4243	LR: 0.020000
Epoch 11 - Average Train Loss: 0.4036, Train Accuracy: 0.8600
Epoch 11 training time consumed: 25.23s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0018, Accuracy: 0.8513, Time consumed:0.99s
Training Epoch: 12 [256/45000]	Loss: 0.3860	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.4146	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.4157	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.3694	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.3230	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3545	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3429	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3063	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.3114	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.4350	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.4822	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.3422	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3352	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.4249	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3867	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3207	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3858	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3992	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3533	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3956	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.3884	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3490	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3904	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.4239	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3385	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.3576	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3501	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.4118	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.4648	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.4517	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.2938	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3591	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.2835	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3602	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.4397	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3583	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.3683	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3520	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3793	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.3904	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3124	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3596	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.3957	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.3799	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3429	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.4048	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.4285	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.3715	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.4534	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 12 [14336/45000]	Loss: 0.4246	LR: 0.004000
Training Epoch: 12 [14592/45000]	Loss: 0.3229	LR: 0.004000
Training Epoch: 12 [14848/45000]	Loss: 0.3177	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.4002	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3795	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3929	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.4265	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.4016	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.4689	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.3133	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3331	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3983	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3457	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.4789	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3370	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.3603	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.3771	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3252	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3606	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.3804	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.4244	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3236	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3929	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 12 [20992/45000]	Loss: 0.3293	LR: 0.004000
Training Epoch: 12 [21248/45000]	Loss: 0.3507	LR: 0.004000
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Training Epoch: 12 [22016/45000]	Loss: 0.3026	LR: 0.004000
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Training Epoch: 12 [22784/45000]	Loss: 0.2816	LR: 0.004000
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Training Epoch: 12 [25600/45000]	Loss: 0.3871	LR: 0.004000
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Training Epoch: 12 [27904/45000]	Loss: 0.3080	LR: 0.004000
Training Epoch: 12 [28160/45000]	Loss: 0.4063	LR: 0.004000
Training Epoch: 12 [28416/45000]	Loss: 0.3353	LR: 0.004000
Training Epoch: 12 [28672/45000]	Loss: 0.3880	LR: 0.004000
Training Epoch: 12 [28928/45000]	Loss: 0.3653	LR: 0.004000
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Training Epoch: 12 [29440/45000]	Loss: 0.4574	LR: 0.004000
Training Epoch: 12 [29696/45000]	Loss: 0.3603	LR: 0.004000
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Training Epoch: 12 [37632/45000]	Loss: 0.3871	LR: 0.004000
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Training Epoch: 12 [38400/45000]	Loss: 0.3617	LR: 0.004000
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Training Epoch: 12 [38912/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 12 [39168/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 12 [39424/45000]	Loss: 0.3184	LR: 0.004000
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Training Epoch: 12 [40192/45000]	Loss: 0.3680	LR: 0.004000
Training Epoch: 12 [40448/45000]	Loss: 0.3076	LR: 0.004000
Training Epoch: 12 [40704/45000]	Loss: 0.3454	LR: 0.004000
Training Epoch: 12 [40960/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 12 [41216/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3808	LR: 0.004000
Training Epoch: 12 [41728/45000]	Loss: 0.3754	LR: 0.004000
Training Epoch: 12 [41984/45000]	Loss: 0.3971	LR: 0.004000
Training Epoch: 12 [42240/45000]	Loss: 0.3527	LR: 0.004000
Training Epoch: 12 [42496/45000]	Loss: 0.2845	LR: 0.004000
Training Epoch: 12 [42752/45000]	Loss: 0.2844	LR: 0.004000
Training Epoch: 12 [43008/45000]	Loss: 0.3055	LR: 0.004000
Training Epoch: 12 [43264/45000]	Loss: 0.4066	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.3660	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2876	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3317	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.4768	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.3456	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3828	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3640, Train Accuracy: 0.8745
Epoch 12 training time consumed: 25.16s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0015, Accuracy: 0.8732, Time consumed:0.96s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.4768	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3418	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.3887	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3740	LR: 0.004000
Training Epoch: 13 [1792/45000]	Loss: 0.3444	LR: 0.004000
Training Epoch: 13 [2048/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 13 [2304/45000]	Loss: 0.3231	LR: 0.004000
Training Epoch: 13 [2560/45000]	Loss: 0.3674	LR: 0.004000
Training Epoch: 13 [2816/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 13 [3072/45000]	Loss: 0.3560	LR: 0.004000
Training Epoch: 13 [3328/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 13 [3584/45000]	Loss: 0.3336	LR: 0.004000
Training Epoch: 13 [3840/45000]	Loss: 0.3830	LR: 0.004000
Training Epoch: 13 [4096/45000]	Loss: 0.3459	LR: 0.004000
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Training Epoch: 13 [4608/45000]	Loss: 0.3566	LR: 0.004000
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Training Epoch: 13 [5632/45000]	Loss: 0.3571	LR: 0.004000
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Training Epoch: 13 [8448/45000]	Loss: 0.3271	LR: 0.004000
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Training Epoch: 13 [22016/45000]	Loss: 0.3539	LR: 0.004000
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Training Epoch: 13 [26112/45000]	Loss: 0.3257	LR: 0.004000
Training Epoch: 13 [26368/45000]	Loss: 0.3684	LR: 0.004000
Training Epoch: 13 [26624/45000]	Loss: 0.3509	LR: 0.004000
Training Epoch: 13 [26880/45000]	Loss: 0.3355	LR: 0.004000
Training Epoch: 13 [27136/45000]	Loss: 0.3254	LR: 0.004000
Training Epoch: 13 [27392/45000]	Loss: 0.3101	LR: 0.004000
Training Epoch: 13 [27648/45000]	Loss: 0.3265	LR: 0.004000
Training Epoch: 13 [27904/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 13 [28160/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 13 [28416/45000]	Loss: 0.2795	LR: 0.004000
Training Epoch: 13 [28672/45000]	Loss: 0.3406	LR: 0.004000
Training Epoch: 13 [28928/45000]	Loss: 0.3620	LR: 0.004000
Training Epoch: 13 [29184/45000]	Loss: 0.3554	LR: 0.004000
Training Epoch: 13 [29440/45000]	Loss: 0.3883	LR: 0.004000
Training Epoch: 13 [29696/45000]	Loss: 0.3613	LR: 0.004000
Training Epoch: 13 [29952/45000]	Loss: 0.3954	LR: 0.004000
Training Epoch: 13 [30208/45000]	Loss: 0.2831	LR: 0.004000
Training Epoch: 13 [30464/45000]	Loss: 0.4332	LR: 0.004000
Training Epoch: 13 [30720/45000]	Loss: 0.3756	LR: 0.004000
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Training Epoch: 13 [35584/45000]	Loss: 0.3385	LR: 0.004000
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Training Epoch: 13 [37632/45000]	Loss: 0.3548	LR: 0.004000
Training Epoch: 13 [37888/45000]	Loss: 0.3443	LR: 0.004000
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Training Epoch: 13 [38656/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 13 [38912/45000]	Loss: 0.4056	LR: 0.004000
Training Epoch: 13 [39168/45000]	Loss: 0.3919	LR: 0.004000
Training Epoch: 13 [39424/45000]	Loss: 0.2532	LR: 0.004000
Training Epoch: 13 [39680/45000]	Loss: 0.3860	LR: 0.004000
Training Epoch: 13 [39936/45000]	Loss: 0.3722	LR: 0.004000
Training Epoch: 13 [40192/45000]	Loss: 0.3320	LR: 0.004000
Training Epoch: 13 [40448/45000]	Loss: 0.3649	LR: 0.004000
Training Epoch: 13 [40704/45000]	Loss: 0.4506	LR: 0.004000
Training Epoch: 13 [40960/45000]	Loss: 0.3284	LR: 0.004000
Training Epoch: 13 [41216/45000]	Loss: 0.3313	LR: 0.004000
Training Epoch: 13 [41472/45000]	Loss: 0.3467	LR: 0.004000
Training Epoch: 13 [41728/45000]	Loss: 0.3391	LR: 0.004000
Training Epoch: 13 [41984/45000]	Loss: 0.3828	LR: 0.004000
Training Epoch: 13 [42240/45000]	Loss: 0.3661	LR: 0.004000
Training Epoch: 13 [42496/45000]	Loss: 0.3896	LR: 0.004000
Training Epoch: 13 [42752/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 13 [43008/45000]	Loss: 0.3730	LR: 0.004000
Training Epoch: 13 [43264/45000]	Loss: 0.3165	LR: 0.004000
Training Epoch: 13 [43520/45000]	Loss: 0.3037	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.3734	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.3060	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3576	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3067	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.3677	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3443, Train Accuracy: 0.8820
Epoch 13 training time consumed: 25.04s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0015, Accuracy: 0.8714, Time consumed:0.95s
Training Epoch: 14 [256/45000]	Loss: 0.3700	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3473	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.3215	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2834	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3909	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.2990	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.2636	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.3047	LR: 0.004000
Training Epoch: 14 [2816/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 14 [3072/45000]	Loss: 0.3283	LR: 0.004000
Training Epoch: 14 [3328/45000]	Loss: 0.3702	LR: 0.004000
Training Epoch: 14 [3584/45000]	Loss: 0.2818	LR: 0.004000
Training Epoch: 14 [3840/45000]	Loss: 0.2891	LR: 0.004000
Training Epoch: 14 [4096/45000]	Loss: 0.3825	LR: 0.004000
Training Epoch: 14 [4352/45000]	Loss: 0.3642	LR: 0.004000
Training Epoch: 14 [4608/45000]	Loss: 0.3843	LR: 0.004000
Training Epoch: 14 [4864/45000]	Loss: 0.3418	LR: 0.004000
Training Epoch: 14 [5120/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 14 [5376/45000]	Loss: 0.2913	LR: 0.004000
Training Epoch: 14 [5632/45000]	Loss: 0.3737	LR: 0.004000
Training Epoch: 14 [5888/45000]	Loss: 0.3592	LR: 0.004000
Training Epoch: 14 [6144/45000]	Loss: 0.3612	LR: 0.004000
Training Epoch: 14 [6400/45000]	Loss: 0.3488	LR: 0.004000
Training Epoch: 14 [6656/45000]	Loss: 0.3798	LR: 0.004000
Training Epoch: 14 [6912/45000]	Loss: 0.3751	LR: 0.004000
Training Epoch: 14 [7168/45000]	Loss: 0.3782	LR: 0.004000
Training Epoch: 14 [7424/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 14 [7680/45000]	Loss: 0.4261	LR: 0.004000
Training Epoch: 14 [7936/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 14 [8192/45000]	Loss: 0.3484	LR: 0.004000
Training Epoch: 14 [8448/45000]	Loss: 0.4432	LR: 0.004000
Training Epoch: 14 [8704/45000]	Loss: 0.3913	LR: 0.004000
Training Epoch: 14 [8960/45000]	Loss: 0.3954	LR: 0.004000
Training Epoch: 14 [9216/45000]	Loss: 0.3746	LR: 0.004000
Training Epoch: 14 [9472/45000]	Loss: 0.3140	LR: 0.004000
Training Epoch: 14 [9728/45000]	Loss: 0.3273	LR: 0.004000
Training Epoch: 14 [9984/45000]	Loss: 0.3328	LR: 0.004000
Training Epoch: 14 [10240/45000]	Loss: 0.2847	LR: 0.004000
Training Epoch: 14 [10496/45000]	Loss: 0.2665	LR: 0.004000
Training Epoch: 14 [10752/45000]	Loss: 0.3250	LR: 0.004000
Training Epoch: 14 [11008/45000]	Loss: 0.3434	LR: 0.004000
Training Epoch: 14 [11264/45000]	Loss: 0.4049	LR: 0.004000
Training Epoch: 14 [11520/45000]	Loss: 0.3464	LR: 0.004000
Training Epoch: 14 [11776/45000]	Loss: 0.2599	LR: 0.004000
Training Epoch: 14 [12032/45000]	Loss: 0.3041	LR: 0.004000
Training Epoch: 14 [12288/45000]	Loss: 0.3066	LR: 0.004000
Training Epoch: 14 [12544/45000]	Loss: 0.3135	LR: 0.004000
Training Epoch: 14 [12800/45000]	Loss: 0.3393	LR: 0.004000
Training Epoch: 14 [13056/45000]	Loss: 0.3846	LR: 0.004000
Training Epoch: 14 [13312/45000]	Loss: 0.4050	LR: 0.004000
Training Epoch: 14 [13568/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 14 [13824/45000]	Loss: 0.3062	LR: 0.004000
Training Epoch: 14 [14080/45000]	Loss: 0.4055	LR: 0.004000
Training Epoch: 14 [14336/45000]	Loss: 0.3439	LR: 0.004000
Training Epoch: 14 [14592/45000]	Loss: 0.2826	LR: 0.004000
Training Epoch: 14 [14848/45000]	Loss: 0.2998	LR: 0.004000
Training Epoch: 14 [15104/45000]	Loss: 0.3102	LR: 0.004000
Training Epoch: 14 [15360/45000]	Loss: 0.3809	LR: 0.004000
Training Epoch: 14 [15616/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 14 [15872/45000]	Loss: 0.3339	LR: 0.004000
Training Epoch: 14 [16128/45000]	Loss: 0.3227	LR: 0.004000
Training Epoch: 14 [16384/45000]	Loss: 0.3198	LR: 0.004000
Training Epoch: 14 [16640/45000]	Loss: 0.2712	LR: 0.004000
Training Epoch: 14 [16896/45000]	Loss: 0.3739	LR: 0.004000
Training Epoch: 14 [17152/45000]	Loss: 0.3644	LR: 0.004000
Training Epoch: 14 [17408/45000]	Loss: 0.4534	LR: 0.004000
Training Epoch: 14 [17664/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 14 [17920/45000]	Loss: 0.4119	LR: 0.004000
Training Epoch: 14 [18176/45000]	Loss: 0.4179	LR: 0.004000
Training Epoch: 14 [18432/45000]	Loss: 0.3801	LR: 0.004000
Training Epoch: 14 [18688/45000]	Loss: 0.3815	LR: 0.004000
Training Epoch: 14 [18944/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 14 [19200/45000]	Loss: 0.3082	LR: 0.004000
Training Epoch: 14 [19456/45000]	Loss: 0.3018	LR: 0.004000
Training Epoch: 14 [19712/45000]	Loss: 0.2985	LR: 0.004000
Training Epoch: 14 [19968/45000]	Loss: 0.3395	LR: 0.004000
Training Epoch: 14 [20224/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 14 [20480/45000]	Loss: 0.3836	LR: 0.004000
Training Epoch: 14 [20736/45000]	Loss: 0.3166	LR: 0.004000
Training Epoch: 14 [20992/45000]	Loss: 0.3379	LR: 0.004000
Training Epoch: 14 [21248/45000]	Loss: 0.4147	LR: 0.004000
Training Epoch: 14 [21504/45000]	Loss: 0.4496	LR: 0.004000
Training Epoch: 14 [21760/45000]	Loss: 0.2731	LR: 0.004000
Training Epoch: 14 [22016/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 14 [22272/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 14 [22528/45000]	Loss: 0.3743	LR: 0.004000
Training Epoch: 14 [22784/45000]	Loss: 0.2935	LR: 0.004000
Training Epoch: 14 [23040/45000]	Loss: 0.2947	LR: 0.004000
Training Epoch: 14 [23296/45000]	Loss: 0.3845	LR: 0.004000
Training Epoch: 14 [23552/45000]	Loss: 0.2966	LR: 0.004000
Training Epoch: 14 [23808/45000]	Loss: 0.2571	LR: 0.004000
Training Epoch: 14 [24064/45000]	Loss: 0.3172	LR: 0.004000
Training Epoch: 14 [24320/45000]	Loss: 0.3329	LR: 0.004000
Training Epoch: 14 [24576/45000]	Loss: 0.4152	LR: 0.004000
Training Epoch: 14 [24832/45000]	Loss: 0.3921	LR: 0.004000
Training Epoch: 14 [25088/45000]	Loss: 0.3343	LR: 0.004000
Training Epoch: 14 [25344/45000]	Loss: 0.3046	LR: 0.004000
Training Epoch: 14 [25600/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 14 [25856/45000]	Loss: 0.3299	LR: 0.004000
Training Epoch: 14 [26112/45000]	Loss: 0.3761	LR: 0.004000
Training Epoch: 14 [26368/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 14 [26624/45000]	Loss: 0.3597	LR: 0.004000
Training Epoch: 14 [26880/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 14 [27136/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 14 [27392/45000]	Loss: 0.3128	LR: 0.004000
Training Epoch: 14 [27648/45000]	Loss: 0.3450	LR: 0.004000
Training Epoch: 14 [27904/45000]	Loss: 0.2871	LR: 0.004000
Training Epoch: 14 [28160/45000]	Loss: 0.3412	LR: 0.004000
Training Epoch: 14 [28416/45000]	Loss: 0.4064	LR: 0.004000
Training Epoch: 14 [28672/45000]	Loss: 0.3833	LR: 0.004000
Training Epoch: 14 [28928/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 14 [29184/45000]	Loss: 0.2430	LR: 0.004000
Training Epoch: 14 [29440/45000]	Loss: 0.3150	LR: 0.004000
Training Epoch: 14 [29696/45000]	Loss: 0.4525	LR: 0.004000
Training Epoch: 14 [29952/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 14 [30208/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 14 [30464/45000]	Loss: 0.2757	LR: 0.004000
Training Epoch: 14 [30720/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 14 [30976/45000]	Loss: 0.3676	LR: 0.004000
Training Epoch: 14 [31232/45000]	Loss: 0.2588	LR: 0.004000
Training Epoch: 14 [31488/45000]	Loss: 0.3982	LR: 0.004000
Training Epoch: 14 [31744/45000]	Loss: 0.2467	LR: 0.004000
Training Epoch: 14 [32000/45000]	Loss: 0.3528	LR: 0.004000
Training Epoch: 14 [32256/45000]	Loss: 0.3264	LR: 0.004000
Training Epoch: 14 [32512/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 14 [32768/45000]	Loss: 0.3816	LR: 0.004000
Training Epoch: 14 [33024/45000]	Loss: 0.3471	LR: 0.004000
Training Epoch: 14 [33280/45000]	Loss: 0.3803	LR: 0.004000
Training Epoch: 14 [33536/45000]	Loss: 0.3065	LR: 0.004000
Training Epoch: 14 [33792/45000]	Loss: 0.3428	LR: 0.004000
Training Epoch: 14 [34048/45000]	Loss: 0.3053	LR: 0.004000
Training Epoch: 14 [34304/45000]	Loss: 0.3334	LR: 0.004000
Training Epoch: 14 [34560/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 14 [34816/45000]	Loss: 0.2709	LR: 0.004000
Training Epoch: 14 [35072/45000]	Loss: 0.3719	LR: 0.004000
Training Epoch: 14 [35328/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 14 [35584/45000]	Loss: 0.4030	LR: 0.004000
Training Epoch: 14 [35840/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 14 [36096/45000]	Loss: 0.2962	LR: 0.004000
Training Epoch: 14 [36352/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 14 [36608/45000]	Loss: 0.3603	LR: 0.004000
Training Epoch: 14 [36864/45000]	Loss: 0.3587	LR: 0.004000
Training Epoch: 14 [37120/45000]	Loss: 0.3122	LR: 0.004000
Training Epoch: 14 [37376/45000]	Loss: 0.3448	LR: 0.004000
Training Epoch: 14 [37632/45000]	Loss: 0.3093	LR: 0.004000
Training Epoch: 14 [37888/45000]	Loss: 0.3378	LR: 0.004000
Training Epoch: 14 [38144/45000]	Loss: 0.3809	LR: 0.004000
Training Epoch: 14 [38400/45000]	Loss: 0.3426	LR: 0.004000
Training Epoch: 14 [38656/45000]	Loss: 0.3982	LR: 0.004000
Training Epoch: 14 [38912/45000]	Loss: 0.3221	LR: 0.004000
Training Epoch: 14 [39168/45000]	Loss: 0.3271	LR: 0.004000
Training Epoch: 14 [39424/45000]	Loss: 0.4370	LR: 0.004000
Training Epoch: 14 [39680/45000]	Loss: 0.3864	LR: 0.004000
Training Epoch: 14 [39936/45000]	Loss: 0.3532	LR: 0.004000
Training Epoch: 14 [40192/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 14 [40448/45000]	Loss: 0.4354	LR: 0.004000
Training Epoch: 14 [40704/45000]	Loss: 0.4171	LR: 0.004000
Training Epoch: 14 [40960/45000]	Loss: 0.3686	LR: 0.004000
Training Epoch: 14 [41216/45000]	Loss: 0.2999	LR: 0.004000
Training Epoch: 14 [41472/45000]	Loss: 0.2518	LR: 0.004000
Training Epoch: 14 [41728/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 14 [41984/45000]	Loss: 0.2904	LR: 0.004000
Training Epoch: 14 [42240/45000]	Loss: 0.3382	LR: 0.004000
Training Epoch: 14 [42496/45000]	Loss: 0.3557	LR: 0.004000
Training Epoch: 14 [42752/45000]	Loss: 0.3627	LR: 0.004000
Training Epoch: 14 [43008/45000]	Loss: 0.3614	LR: 0.004000
Training Epoch: 14 [43264/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 14 [43520/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 14 [43776/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 14 [44032/45000]	Loss: 0.3671	LR: 0.004000
Training Epoch: 14 [44288/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 14 [44544/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 14 [44800/45000]	Loss: 0.3206	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3077	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3424, Train Accuracy: 0.8815
Epoch 14 training time consumed: 25.13s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0015, Accuracy: 0.8718, Time consumed:0.93s
Training Epoch: 15 [256/45000]	Loss: 0.4226	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3784	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.4281	LR: 0.004000
Training Epoch: 15 [1024/45000]	Loss: 0.3668	LR: 0.004000
Training Epoch: 15 [1280/45000]	Loss: 0.2510	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3004	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.3360	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3178	LR: 0.004000
Training Epoch: 15 [2304/45000]	Loss: 0.2766	LR: 0.004000
Training Epoch: 15 [2560/45000]	Loss: 0.3760	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3263	LR: 0.004000
Training Epoch: 15 [3072/45000]	Loss: 0.3409	LR: 0.004000
Training Epoch: 15 [3328/45000]	Loss: 0.3014	LR: 0.004000
Training Epoch: 15 [3584/45000]	Loss: 0.4033	LR: 0.004000
Training Epoch: 15 [3840/45000]	Loss: 0.3059	LR: 0.004000
Training Epoch: 15 [4096/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 15 [4352/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 15 [4608/45000]	Loss: 0.2736	LR: 0.004000
Training Epoch: 15 [4864/45000]	Loss: 0.3604	LR: 0.004000
Training Epoch: 15 [5120/45000]	Loss: 0.3777	LR: 0.004000
Training Epoch: 15 [5376/45000]	Loss: 0.3619	LR: 0.004000
Training Epoch: 15 [5632/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 15 [5888/45000]	Loss: 0.2841	LR: 0.004000
Training Epoch: 15 [6144/45000]	Loss: 0.3735	LR: 0.004000
Training Epoch: 15 [6400/45000]	Loss: 0.3402	LR: 0.004000
Training Epoch: 15 [6656/45000]	Loss: 0.3320	LR: 0.004000
Training Epoch: 15 [6912/45000]	Loss: 0.3458	LR: 0.004000
Training Epoch: 15 [7168/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 15 [7424/45000]	Loss: 0.3776	LR: 0.004000
Training Epoch: 15 [7680/45000]	Loss: 0.2817	LR: 0.004000
Training Epoch: 15 [7936/45000]	Loss: 0.3003	LR: 0.004000
Training Epoch: 15 [8192/45000]	Loss: 0.2782	LR: 0.004000
Training Epoch: 15 [8448/45000]	Loss: 0.2854	LR: 0.004000
Training Epoch: 15 [8704/45000]	Loss: 0.2726	LR: 0.004000
Training Epoch: 15 [8960/45000]	Loss: 0.3242	LR: 0.004000
Training Epoch: 15 [9216/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 15 [9472/45000]	Loss: 0.3483	LR: 0.004000
Training Epoch: 15 [9728/45000]	Loss: 0.3525	LR: 0.004000
Training Epoch: 15 [9984/45000]	Loss: 0.3209	LR: 0.004000
Training Epoch: 15 [10240/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 15 [10496/45000]	Loss: 0.2951	LR: 0.004000
Training Epoch: 15 [10752/45000]	Loss: 0.3501	LR: 0.004000
Training Epoch: 15 [11008/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 15 [11264/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 15 [11520/45000]	Loss: 0.3319	LR: 0.004000
Training Epoch: 15 [11776/45000]	Loss: 0.3475	LR: 0.004000
Training Epoch: 15 [12032/45000]	Loss: 0.3610	LR: 0.004000
Training Epoch: 15 [12288/45000]	Loss: 0.2765	LR: 0.004000
Training Epoch: 15 [12544/45000]	Loss: 0.3381	LR: 0.004000
Training Epoch: 15 [12800/45000]	Loss: 0.3854	LR: 0.004000
Training Epoch: 15 [13056/45000]	Loss: 0.3388	LR: 0.004000
Training Epoch: 15 [13312/45000]	Loss: 0.2660	LR: 0.004000
Training Epoch: 15 [13568/45000]	Loss: 0.3006	LR: 0.004000
Training Epoch: 15 [13824/45000]	Loss: 0.2981	LR: 0.004000
Training Epoch: 15 [14080/45000]	Loss: 0.3735	LR: 0.004000
Training Epoch: 15 [14336/45000]	Loss: 0.3615	LR: 0.004000
Training Epoch: 15 [14592/45000]	Loss: 0.3039	LR: 0.004000
Training Epoch: 15 [14848/45000]	Loss: 0.3279	LR: 0.004000
Training Epoch: 15 [15104/45000]	Loss: 0.3174	LR: 0.004000
Training Epoch: 15 [15360/45000]	Loss: 0.3197	LR: 0.004000
Training Epoch: 15 [15616/45000]	Loss: 0.3818	LR: 0.004000
Training Epoch: 15 [15872/45000]	Loss: 0.3476	LR: 0.004000
Training Epoch: 15 [16128/45000]	Loss: 0.3451	LR: 0.004000
Training Epoch: 15 [16384/45000]	Loss: 0.3330	LR: 0.004000
Training Epoch: 15 [16640/45000]	Loss: 0.3481	LR: 0.004000
Training Epoch: 15 [16896/45000]	Loss: 0.2869	LR: 0.004000
Training Epoch: 15 [17152/45000]	Loss: 0.3294	LR: 0.004000
Training Epoch: 15 [17408/45000]	Loss: 0.3852	LR: 0.004000
Training Epoch: 15 [17664/45000]	Loss: 0.3507	LR: 0.004000
Training Epoch: 15 [17920/45000]	Loss: 0.3307	LR: 0.004000
Training Epoch: 15 [18176/45000]	Loss: 0.3802	LR: 0.004000
Training Epoch: 15 [18432/45000]	Loss: 0.3419	LR: 0.004000
Training Epoch: 15 [18688/45000]	Loss: 0.3670	LR: 0.004000
Training Epoch: 15 [18944/45000]	Loss: 0.3840	LR: 0.004000
Training Epoch: 15 [19200/45000]	Loss: 0.4195	LR: 0.004000
Training Epoch: 15 [19456/45000]	Loss: 0.3415	LR: 0.004000
Training Epoch: 15 [19712/45000]	Loss: 0.2848	LR: 0.004000
Training Epoch: 15 [19968/45000]	Loss: 0.3880	LR: 0.004000
Training Epoch: 15 [20224/45000]	Loss: 0.3460	LR: 0.004000
Training Epoch: 15 [20480/45000]	Loss: 0.2957	LR: 0.004000
Training Epoch: 15 [20736/45000]	Loss: 0.2265	LR: 0.004000
Training Epoch: 15 [20992/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [21248/45000]	Loss: 0.3561	LR: 0.004000
Training Epoch: 15 [21504/45000]	Loss: 0.2816	LR: 0.004000
Training Epoch: 15 [21760/45000]	Loss: 0.3843	LR: 0.004000
Training Epoch: 15 [22016/45000]	Loss: 0.3290	LR: 0.004000
Training Epoch: 15 [22272/45000]	Loss: 0.4674	LR: 0.004000
Training Epoch: 15 [22528/45000]	Loss: 0.3112	LR: 0.004000
Training Epoch: 15 [22784/45000]	Loss: 0.2961	LR: 0.004000
Training Epoch: 15 [23040/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 15 [23296/45000]	Loss: 0.3933	LR: 0.004000
Training Epoch: 15 [23552/45000]	Loss: 0.3202	LR: 0.004000
Training Epoch: 15 [23808/45000]	Loss: 0.4047	LR: 0.004000
Training Epoch: 15 [24064/45000]	Loss: 0.4746	LR: 0.004000
Training Epoch: 15 [24320/45000]	Loss: 0.3224	LR: 0.004000
Training Epoch: 15 [24576/45000]	Loss: 0.3452	LR: 0.004000
Training Epoch: 15 [24832/45000]	Loss: 0.3139	LR: 0.004000
Training Epoch: 15 [25088/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 15 [25344/45000]	Loss: 0.3577	LR: 0.004000
Training Epoch: 15 [25600/45000]	Loss: 0.3389	LR: 0.004000
Training Epoch: 15 [25856/45000]	Loss: 0.2799	LR: 0.004000
Training Epoch: 15 [26112/45000]	Loss: 0.2296	LR: 0.004000
Training Epoch: 15 [26368/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 15 [26624/45000]	Loss: 0.3624	LR: 0.004000
Training Epoch: 15 [26880/45000]	Loss: 0.2948	LR: 0.004000
Training Epoch: 15 [27136/45000]	Loss: 0.3468	LR: 0.004000
Training Epoch: 15 [27392/45000]	Loss: 0.3035	LR: 0.004000
Training Epoch: 15 [27648/45000]	Loss: 0.3244	LR: 0.004000
Training Epoch: 15 [27904/45000]	Loss: 0.3190	LR: 0.004000
Training Epoch: 15 [28160/45000]	Loss: 0.3429	LR: 0.004000
Training Epoch: 15 [28416/45000]	Loss: 0.3768	LR: 0.004000
Training Epoch: 15 [28672/45000]	Loss: 0.3061	LR: 0.004000
Training Epoch: 15 [28928/45000]	Loss: 0.3505	LR: 0.004000
Training Epoch: 15 [29184/45000]	Loss: 0.3228	LR: 0.004000
Training Epoch: 15 [29440/45000]	Loss: 0.3392	LR: 0.004000
Training Epoch: 15 [29696/45000]	Loss: 0.3144	LR: 0.004000
Training Epoch: 15 [29952/45000]	Loss: 0.3220	LR: 0.004000
Training Epoch: 15 [30208/45000]	Loss: 0.2698	LR: 0.004000
Training Epoch: 15 [30464/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.3295	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3342	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3793	LR: 0.004000
Training Epoch: 15 [31488/45000]	Loss: 0.3175	LR: 0.004000
Training Epoch: 15 [31744/45000]	Loss: 0.4552	LR: 0.004000
Training Epoch: 15 [32000/45000]	Loss: 0.3832	LR: 0.004000
Training Epoch: 15 [32256/45000]	Loss: 0.3622	LR: 0.004000
Training Epoch: 15 [32512/45000]	Loss: 0.3316	LR: 0.004000
Training Epoch: 15 [32768/45000]	Loss: 0.3179	LR: 0.004000
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Training Epoch: 15 [35328/45000]	Loss: 0.2905	LR: 0.004000
Training Epoch: 15 [35584/45000]	Loss: 0.4292	LR: 0.004000
Training Epoch: 15 [35840/45000]	Loss: 0.2819	LR: 0.004000
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Training Epoch: 15 [37120/45000]	Loss: 0.3169	LR: 0.004000
Training Epoch: 15 [37376/45000]	Loss: 0.2940	LR: 0.004000
Training Epoch: 15 [37632/45000]	Loss: 0.3642	LR: 0.004000
Training Epoch: 15 [37888/45000]	Loss: 0.3465	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3552	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.3201	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3219	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.2931	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.3833	LR: 0.004000
Training Epoch: 15 [39424/45000]	Loss: 0.3514	LR: 0.004000
Training Epoch: 15 [39680/45000]	Loss: 0.2939	LR: 0.004000
Training Epoch: 15 [39936/45000]	Loss: 0.2759	LR: 0.004000
Training Epoch: 15 [40192/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.4043	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3774	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3358	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3153	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3073	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3092	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3789	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.4212	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.3016	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2892	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3456	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.3347	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.3020	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.3912	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2949	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3394	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.3291	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.3527	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3029	LR: 0.004000
Epoch 15 - Average Train Loss: 0.3369, Train Accuracy: 0.8852
Epoch 15 training time consumed: 24.88s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0015, Accuracy: 0.8750, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.4328	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.3657	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.2465	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.4355	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.3589	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.2702	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3454	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3595	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3691	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.3588	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.3749	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.3818	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.3929	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3276	LR: 0.000800
Training Epoch: 16 [7424/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 16 [7680/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.4132	LR: 0.000800
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Training Epoch: 16 [8448/45000]	Loss: 0.3248	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.3027	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2757	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 16 [10240/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 16 [10496/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 16 [10752/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 16 [11008/45000]	Loss: 0.3296	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.3853	LR: 0.000800
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Training Epoch: 16 [12032/45000]	Loss: 0.3396	LR: 0.000800
Training Epoch: 16 [12288/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 16 [12544/45000]	Loss: 0.3619	LR: 0.000800
Training Epoch: 16 [12800/45000]	Loss: 0.3221	LR: 0.000800
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Training Epoch: 16 [13312/45000]	Loss: 0.2957	LR: 0.000800
Training Epoch: 16 [13568/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 16 [13824/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 16 [14080/45000]	Loss: 0.3744	LR: 0.000800
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Training Epoch: 16 [15616/45000]	Loss: 0.3478	LR: 0.000800
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Training Epoch: 16 [16896/45000]	Loss: 0.2921	LR: 0.000800
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Training Epoch: 16 [22016/45000]	Loss: 0.2710	LR: 0.000800
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Training Epoch: 16 [23040/45000]	Loss: 0.3292	LR: 0.000800
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Training Epoch: 16 [25600/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 16 [25856/45000]	Loss: 0.3048	LR: 0.000800
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Training Epoch: 16 [26880/45000]	Loss: 0.3117	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.4058	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2704	LR: 0.000800
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Training Epoch: 16 [34816/45000]	Loss: 0.2888	LR: 0.000800
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Training Epoch: 16 [35328/45000]	Loss: 0.3038	LR: 0.000800
Training Epoch: 16 [35584/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 16 [35840/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 16 [36096/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3281	LR: 0.000800
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Training Epoch: 16 [36864/45000]	Loss: 0.3129	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.3560	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.3651	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.3581	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3530	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3777	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.3470	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.3538	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.3424	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2760	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.3324	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.2929	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.3569	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3034	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2960	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3672	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.3264	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.3646	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.3001	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.3177	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.3704	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.3605	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3516	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3863	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.3729	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.4053	LR: 0.000800
Epoch 16 - Average Train Loss: 0.3275, Train Accuracy: 0.8873
Epoch 16 training time consumed: 25.07s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0015, Accuracy: 0.8763, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.2918	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3078	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2611	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.3597	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3610	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.3575	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2843	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.3360	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.3383	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.3561	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.3795	LR: 0.000800
Training Epoch: 17 [5888/45000]	Loss: 0.3340	LR: 0.000800
Training Epoch: 17 [6144/45000]	Loss: 0.3211	LR: 0.000800
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Training Epoch: 17 [7168/45000]	Loss: 0.3157	LR: 0.000800
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Training Epoch: 17 [8192/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 17 [8448/45000]	Loss: 0.3121	LR: 0.000800
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Training Epoch: 17 [9216/45000]	Loss: 0.3341	LR: 0.000800
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Training Epoch: 17 [9728/45000]	Loss: 0.3735	LR: 0.000800
Training Epoch: 17 [9984/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 17 [10240/45000]	Loss: 0.3291	LR: 0.000800
Training Epoch: 17 [10496/45000]	Loss: 0.4043	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.3484	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3727	LR: 0.000800
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Training Epoch: 17 [12032/45000]	Loss: 0.3527	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3027	LR: 0.000800
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Training Epoch: 17 [13056/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.3065	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.3853	LR: 0.000800
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Training Epoch: 17 [21760/45000]	Loss: 0.2639	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.3669	LR: 0.000800
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Training Epoch: 17 [22784/45000]	Loss: 0.3330	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3465	LR: 0.000800
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Training Epoch: 17 [25088/45000]	Loss: 0.3245	LR: 0.000800
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Training Epoch: 17 [26368/45000]	Loss: 0.3045	LR: 0.000800
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Training Epoch: 17 [28160/45000]	Loss: 0.2944	LR: 0.000800
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Training Epoch: 17 [29440/45000]	Loss: 0.3269	LR: 0.000800
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Training Epoch: 17 [30720/45000]	Loss: 0.3653	LR: 0.000800
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Training Epoch: 17 [38144/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.3341	LR: 0.000800
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Training Epoch: 17 [39168/45000]	Loss: 0.3669	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2876	LR: 0.000800
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Training Epoch: 17 [40192/45000]	Loss: 0.3657	LR: 0.000800
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Training Epoch: 17 [40704/45000]	Loss: 0.3691	LR: 0.000800
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Training Epoch: 17 [41216/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.3948	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.3346	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.4098	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.3157	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.4116	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2934	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2995	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.3671	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.2620	LR: 0.000800
Epoch 17 - Average Train Loss: 0.3183, Train Accuracy: 0.8914
Epoch 17 training time consumed: 25.07s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0015, Accuracy: 0.8765, Time consumed:0.93s
Saving weights file to checkpoint/retrain/AllCNN/Saturday_12_July_2025_18h_08m_34s/AllCNN-Cifar10-seed7-ret100-17-best.pth
Training Epoch: 18 [256/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.3534	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3196	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.2831	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.2797	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3404	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2630	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3406	LR: 0.000800
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Training Epoch: 18 [3840/45000]	Loss: 0.2715	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.3066	LR: 0.000800
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Training Epoch: 18 [4608/45000]	Loss: 0.2520	LR: 0.000800
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Training Epoch: 18 [5376/45000]	Loss: 0.3032	LR: 0.000800
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Training Epoch: 18 [12288/45000]	Loss: 0.2995	LR: 0.000800
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Training Epoch: 18 [13312/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.3468	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.3296	LR: 0.000800
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Training Epoch: 18 [14848/45000]	Loss: 0.3562	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.3267	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2991	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.3371	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.3021	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2943	LR: 0.000800
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Training Epoch: 18 [19456/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.3868	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.3521	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.3767	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2676	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3980	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2679	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3247	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3520	LR: 0.000800
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Training Epoch: 18 [22016/45000]	Loss: 0.3032	LR: 0.000800
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Training Epoch: 18 [23040/45000]	Loss: 0.3306	LR: 0.000800
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Training Epoch: 18 [24832/45000]	Loss: 0.3341	LR: 0.000800
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Training Epoch: 18 [27648/45000]	Loss: 0.3468	LR: 0.000800
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Training Epoch: 18 [28160/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2974	LR: 0.000800
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Training Epoch: 18 [35328/45000]	Loss: 0.3447	LR: 0.000800
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Training Epoch: 18 [35840/45000]	Loss: 0.3471	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.3364	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2967	LR: 0.000800
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Training Epoch: 18 [41984/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.4536	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.3284	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.4135	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2939	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2689	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3136	LR: 0.000800
Epoch 18 - Average Train Loss: 0.3185, Train Accuracy: 0.8914
Epoch 18 training time consumed: 24.98s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0015, Accuracy: 0.8755, Time consumed:0.97s
Training Epoch: 19 [256/45000]	Loss: 0.2567	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3467	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.3917	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.3298	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.3826	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.3011	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.3410	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.4612	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3332	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2552	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.2798	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.3859	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.3449	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.3398	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.3229	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.3042	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.3243	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.3871	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2713	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.3630	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3643	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3178	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.3632	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.2314	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3136	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.4296	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2932	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2916	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.3850	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.3440	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.3308	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.3262	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.3343	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.3507	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.3873	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.3278	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3879	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.2892	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.2884	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.3130	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.3139	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.3391	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3142	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.3081	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.3106	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.3816	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.3908	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.2230	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.3132	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.3486	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2880	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.3159	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.3363	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.3931	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2781	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.2203	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.3563	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.3266	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3879	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.3045	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2582	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3693	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3510	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.3600	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.3367	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.3154	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3180	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.3313	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2705	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.3580	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.3709	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.3030	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.3637	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.3322	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.2807	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.3732	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2878	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.3847	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.3402	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.3735	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3054	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.3498	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.3122	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.2752	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.2455	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.2688	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3327	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3415	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.3255	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.3316	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.3146	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.4380	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.3183	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.3839	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3091	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.3005	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.2756	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.3618	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.3609	LR: 0.000800
Epoch 19 - Average Train Loss: 0.3182, Train Accuracy: 0.8914
Epoch 19 training time consumed: 25.14s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0015, Accuracy: 0.8753, Time consumed:0.94s
Training Epoch: 20 [256/45000]	Loss: 0.3257	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.4284	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.3409	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2852	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2835	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.3511	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2993	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.3079	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2888	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.3173	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2999	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.3483	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.3612	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.3083	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2975	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.3075	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.4468	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.2584	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.3069	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.3294	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.2712	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.3326	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.3901	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.3700	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2575	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.3033	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.3675	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.3368	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3724	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.3810	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.3448	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.3509	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3186	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.3395	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.2728	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2997	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2668	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2136	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.3108	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.3076	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.3450	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3352	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2906	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.3062	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.4034	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.3501	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3301	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.3333	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.3148	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.3059	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.3158	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2568	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2701	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2404	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3152	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.3389	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.3094	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.4180	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.3717	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.4260	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.4283	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.3434	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.4072	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3003	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2614	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.3426	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.2948	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.4282	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.3453	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3019	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.3769	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3046	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.3609	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.3328	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.3539	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3189	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.2926	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.2525	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2869	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.3499	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.3015	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.3238	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3383	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.3801	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.3028	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3386	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2784	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.3841	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.3237	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.3063	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.3359	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.3707	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.2854	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.3380	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2530	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.4874	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2739	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.3518	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.2654	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.3846	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2790	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3859	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.2919	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3740	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.3260	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.3020	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.3163	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.3125	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3272	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3446	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.3016	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3602	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2826	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.3179	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.3229	LR: 0.000800
Epoch 20 - Average Train Loss: 0.3156, Train Accuracy: 0.8914
Epoch 20 training time consumed: 25.43s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0015, Accuracy: 0.8749, Time consumed:0.95s
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: 87.490234375
Retain Accuracy: 89.60440063476562
Zero-Retain Forget (ZRF): 0.8548768758773804
Membership Inference Attack (MIA): 0.4276
Forget vs Retain Membership Inference Attack (MIA): 0.515
Forget vs Test Membership Inference Attack (MIA): 0.5395
Test vs Retain Membership Inference Attack (MIA): 0.503
Train vs Test Membership Inference Attack (MIA): 0.509
Forget Set Accuracy (Df): 86.61994934082031
Method Execution Time: 1025.57 seconds
