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

📌 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: 2.4240	LR: 0.000000
Training Epoch: 1 [512/45000]	Loss: 2.3904	LR: 0.000568
Training Epoch: 1 [768/45000]	Loss: 2.4252	LR: 0.001136
Training Epoch: 1 [1024/45000]	Loss: 2.3784	LR: 0.001705
Training Epoch: 1 [1280/45000]	Loss: 2.3333	LR: 0.002273
Training Epoch: 1 [1536/45000]	Loss: 2.2710	LR: 0.002841
Training Epoch: 1 [1792/45000]	Loss: 2.2542	LR: 0.003409
Training Epoch: 1 [2048/45000]	Loss: 2.2154	LR: 0.003977
Training Epoch: 1 [2304/45000]	Loss: 2.2998	LR: 0.004545
Training Epoch: 1 [2560/45000]	Loss: 2.2856	LR: 0.005114
Training Epoch: 1 [2816/45000]	Loss: 2.2837	LR: 0.005682
Training Epoch: 1 [3072/45000]	Loss: 2.1378	LR: 0.006250
Training Epoch: 1 [3328/45000]	Loss: 2.1391	LR: 0.006818
Training Epoch: 1 [3584/45000]	Loss: 2.1489	LR: 0.007386
Training Epoch: 1 [3840/45000]	Loss: 2.0041	LR: 0.007955
Training Epoch: 1 [4096/45000]	Loss: 1.9683	LR: 0.008523
Training Epoch: 1 [4352/45000]	Loss: 1.9696	LR: 0.009091
Training Epoch: 1 [4608/45000]	Loss: 2.0131	LR: 0.009659
Training Epoch: 1 [4864/45000]	Loss: 2.0158	LR: 0.010227
Training Epoch: 1 [5120/45000]	Loss: 1.8666	LR: 0.010795
Training Epoch: 1 [5376/45000]	Loss: 1.9738	LR: 0.011364
Training Epoch: 1 [5632/45000]	Loss: 1.9413	LR: 0.011932
Training Epoch: 1 [5888/45000]	Loss: 1.8963	LR: 0.012500
Training Epoch: 1 [6144/45000]	Loss: 1.8299	LR: 0.013068
Training Epoch: 1 [6400/45000]	Loss: 1.9448	LR: 0.013636
Training Epoch: 1 [6656/45000]	Loss: 1.8919	LR: 0.014205
Training Epoch: 1 [6912/45000]	Loss: 1.8351	LR: 0.014773
Training Epoch: 1 [7168/45000]	Loss: 1.8959	LR: 0.015341
Training Epoch: 1 [7424/45000]	Loss: 2.0246	LR: 0.015909
Training Epoch: 1 [7680/45000]	Loss: 2.0121	LR: 0.016477
Training Epoch: 1 [7936/45000]	Loss: 1.9141	LR: 0.017045
Training Epoch: 1 [8192/45000]	Loss: 1.8468	LR: 0.017614
Training Epoch: 1 [8448/45000]	Loss: 1.8680	LR: 0.018182
Training Epoch: 1 [8704/45000]	Loss: 1.7966	LR: 0.018750
Training Epoch: 1 [8960/45000]	Loss: 1.8346	LR: 0.019318
Training Epoch: 1 [9216/45000]	Loss: 1.8363	LR: 0.019886
Training Epoch: 1 [9472/45000]	Loss: 1.6547	LR: 0.020455
Training Epoch: 1 [9728/45000]	Loss: 1.7036	LR: 0.021023
Training Epoch: 1 [9984/45000]	Loss: 1.7466	LR: 0.021591
Training Epoch: 1 [10240/45000]	Loss: 1.7064	LR: 0.022159
Training Epoch: 1 [10496/45000]	Loss: 1.8398	LR: 0.022727
Training Epoch: 1 [10752/45000]	Loss: 1.9496	LR: 0.023295
Training Epoch: 1 [11008/45000]	Loss: 1.7471	LR: 0.023864
Training Epoch: 1 [11264/45000]	Loss: 1.8386	LR: 0.024432
Training Epoch: 1 [11520/45000]	Loss: 1.7087	LR: 0.025000
Training Epoch: 1 [11776/45000]	Loss: 1.8148	LR: 0.025568
Training Epoch: 1 [12032/45000]	Loss: 1.6752	LR: 0.026136
Training Epoch: 1 [12288/45000]	Loss: 1.8652	LR: 0.026705
Training Epoch: 1 [12544/45000]	Loss: 1.7506	LR: 0.027273
Training Epoch: 1 [12800/45000]	Loss: 1.8410	LR: 0.027841
Training Epoch: 1 [13056/45000]	Loss: 1.8064	LR: 0.028409
Training Epoch: 1 [13312/45000]	Loss: 1.8423	LR: 0.028977
Training Epoch: 1 [13568/45000]	Loss: 1.6775	LR: 0.029545
Training Epoch: 1 [13824/45000]	Loss: 1.7451	LR: 0.030114
Training Epoch: 1 [14080/45000]	Loss: 1.7248	LR: 0.030682
Training Epoch: 1 [14336/45000]	Loss: 1.6816	LR: 0.031250
Training Epoch: 1 [14592/45000]	Loss: 1.9955	LR: 0.031818
Training Epoch: 1 [14848/45000]	Loss: 1.6057	LR: 0.032386
Training Epoch: 1 [15104/45000]	Loss: 1.7911	LR: 0.032955
Training Epoch: 1 [15360/45000]	Loss: 1.5952	LR: 0.033523
Training Epoch: 1 [15616/45000]	Loss: 1.6941	LR: 0.034091
Training Epoch: 1 [15872/45000]	Loss: 1.7407	LR: 0.034659
Training Epoch: 1 [16128/45000]	Loss: 1.7077	LR: 0.035227
Training Epoch: 1 [16384/45000]	Loss: 1.6977	LR: 0.035795
Training Epoch: 1 [16640/45000]	Loss: 1.6928	LR: 0.036364
Training Epoch: 1 [16896/45000]	Loss: 1.8924	LR: 0.036932
Training Epoch: 1 [17152/45000]	Loss: 1.7704	LR: 0.037500
Training Epoch: 1 [17408/45000]	Loss: 1.6110	LR: 0.038068
Training Epoch: 1 [17664/45000]	Loss: 1.8869	LR: 0.038636
Training Epoch: 1 [17920/45000]	Loss: 1.7203	LR: 0.039205
Training Epoch: 1 [18176/45000]	Loss: 1.7888	LR: 0.039773
Training Epoch: 1 [18432/45000]	Loss: 1.8800	LR: 0.040341
Training Epoch: 1 [18688/45000]	Loss: 1.7547	LR: 0.040909
Training Epoch: 1 [18944/45000]	Loss: 1.6576	LR: 0.041477
Training Epoch: 1 [19200/45000]	Loss: 1.7353	LR: 0.042045
Training Epoch: 1 [19456/45000]	Loss: 1.9102	LR: 0.042614
Training Epoch: 1 [19712/45000]	Loss: 1.7221	LR: 0.043182
Training Epoch: 1 [19968/45000]	Loss: 1.8305	LR: 0.043750
Training Epoch: 1 [20224/45000]	Loss: 1.7212	LR: 0.044318
Training Epoch: 1 [20480/45000]	Loss: 1.8179	LR: 0.044886
Training Epoch: 1 [20736/45000]	Loss: 1.7254	LR: 0.045455
Training Epoch: 1 [20992/45000]	Loss: 1.5870	LR: 0.046023
Training Epoch: 1 [21248/45000]	Loss: 1.8857	LR: 0.046591
Training Epoch: 1 [21504/45000]	Loss: 1.6259	LR: 0.047159
Training Epoch: 1 [21760/45000]	Loss: 1.8169	LR: 0.047727
Training Epoch: 1 [22016/45000]	Loss: 1.6236	LR: 0.048295
Training Epoch: 1 [22272/45000]	Loss: 1.8133	LR: 0.048864
Training Epoch: 1 [22528/45000]	Loss: 1.6188	LR: 0.049432
Training Epoch: 1 [22784/45000]	Loss: 1.7277	LR: 0.050000
Training Epoch: 1 [23040/45000]	Loss: 1.6425	LR: 0.050568
Training Epoch: 1 [23296/45000]	Loss: 1.8417	LR: 0.051136
Training Epoch: 1 [23552/45000]	Loss: 1.7412	LR: 0.051705
Training Epoch: 1 [23808/45000]	Loss: 1.8418	LR: 0.052273
Training Epoch: 1 [24064/45000]	Loss: 1.6990	LR: 0.052841
Training Epoch: 1 [24320/45000]	Loss: 1.6619	LR: 0.053409
Training Epoch: 1 [24576/45000]	Loss: 1.6513	LR: 0.053977
Training Epoch: 1 [24832/45000]	Loss: 1.6185	LR: 0.054545
Training Epoch: 1 [25088/45000]	Loss: 1.5901	LR: 0.055114
Training Epoch: 1 [25344/45000]	Loss: 1.8473	LR: 0.055682
Training Epoch: 1 [25600/45000]	Loss: 1.6176	LR: 0.056250
Training Epoch: 1 [25856/45000]	Loss: 1.6560	LR: 0.056818
Training Epoch: 1 [26112/45000]	Loss: 1.7409	LR: 0.057386
Training Epoch: 1 [26368/45000]	Loss: 1.6933	LR: 0.057955
Training Epoch: 1 [26624/45000]	Loss: 1.9464	LR: 0.058523
Training Epoch: 1 [26880/45000]	Loss: 1.5641	LR: 0.059091
Training Epoch: 1 [27136/45000]	Loss: 1.5118	LR: 0.059659
Training Epoch: 1 [27392/45000]	Loss: 1.7208	LR: 0.060227
Training Epoch: 1 [27648/45000]	Loss: 1.7956	LR: 0.060795
Training Epoch: 1 [27904/45000]	Loss: 1.8186	LR: 0.061364
Training Epoch: 1 [28160/45000]	Loss: 1.8074	LR: 0.061932
Training Epoch: 1 [28416/45000]	Loss: 1.8417	LR: 0.062500
Training Epoch: 1 [28672/45000]	Loss: 1.6798	LR: 0.063068
Training Epoch: 1 [28928/45000]	Loss: 1.7284	LR: 0.063636
Training Epoch: 1 [29184/45000]	Loss: 1.7044	LR: 0.064205
Training Epoch: 1 [29440/45000]	Loss: 1.6800	LR: 0.064773
Training Epoch: 1 [29696/45000]	Loss: 1.6692	LR: 0.065341
Training Epoch: 1 [29952/45000]	Loss: 1.5606	LR: 0.065909
Training Epoch: 1 [30208/45000]	Loss: 1.7189	LR: 0.066477
Training Epoch: 1 [30464/45000]	Loss: 1.6199	LR: 0.067045
Training Epoch: 1 [30720/45000]	Loss: 1.7713	LR: 0.067614
Training Epoch: 1 [30976/45000]	Loss: 1.8725	LR: 0.068182
Training Epoch: 1 [31232/45000]	Loss: 1.6764	LR: 0.068750
Training Epoch: 1 [31488/45000]	Loss: 1.6304	LR: 0.069318
Training Epoch: 1 [31744/45000]	Loss: 1.8984	LR: 0.069886
Training Epoch: 1 [32000/45000]	Loss: 1.6107	LR: 0.070455
Training Epoch: 1 [32256/45000]	Loss: 1.6003	LR: 0.071023
Training Epoch: 1 [32512/45000]	Loss: 1.7808	LR: 0.071591
Training Epoch: 1 [32768/45000]	Loss: 1.6446	LR: 0.072159
Training Epoch: 1 [33024/45000]	Loss: 1.6730	LR: 0.072727
Training Epoch: 1 [33280/45000]	Loss: 1.7451	LR: 0.073295
Training Epoch: 1 [33536/45000]	Loss: 1.6511	LR: 0.073864
Training Epoch: 1 [33792/45000]	Loss: 1.6620	LR: 0.074432
Training Epoch: 1 [34048/45000]	Loss: 1.4901	LR: 0.075000
Training Epoch: 1 [34304/45000]	Loss: 1.7300	LR: 0.075568
Training Epoch: 1 [34560/45000]	Loss: 1.5976	LR: 0.076136
Training Epoch: 1 [34816/45000]	Loss: 1.4990	LR: 0.076705
Training Epoch: 1 [35072/45000]	Loss: 1.6181	LR: 0.077273
Training Epoch: 1 [35328/45000]	Loss: 1.6047	LR: 0.077841
Training Epoch: 1 [35584/45000]	Loss: 1.5443	LR: 0.078409
Training Epoch: 1 [35840/45000]	Loss: 1.5285	LR: 0.078977
Training Epoch: 1 [36096/45000]	Loss: 1.6264	LR: 0.079545
Training Epoch: 1 [36352/45000]	Loss: 1.5808	LR: 0.080114
Training Epoch: 1 [36608/45000]	Loss: 1.6224	LR: 0.080682
Training Epoch: 1 [36864/45000]	Loss: 1.6186	LR: 0.081250
Training Epoch: 1 [37120/45000]	Loss: 1.5048	LR: 0.081818
Training Epoch: 1 [37376/45000]	Loss: 1.6741	LR: 0.082386
Training Epoch: 1 [37632/45000]	Loss: 1.4846	LR: 0.082955
Training Epoch: 1 [37888/45000]	Loss: 1.5455	LR: 0.083523
Training Epoch: 1 [38144/45000]	Loss: 1.4894	LR: 0.084091
Training Epoch: 1 [38400/45000]	Loss: 1.5860	LR: 0.084659
Training Epoch: 1 [38656/45000]	Loss: 1.6859	LR: 0.085227
Training Epoch: 1 [38912/45000]	Loss: 1.6479	LR: 0.085795
Training Epoch: 1 [39168/45000]	Loss: 1.5047	LR: 0.086364
Training Epoch: 1 [39424/45000]	Loss: 1.4922	LR: 0.086932
Training Epoch: 1 [39680/45000]	Loss: 1.4803	LR: 0.087500
Training Epoch: 1 [39936/45000]	Loss: 1.4519	LR: 0.088068
Training Epoch: 1 [40192/45000]	Loss: 1.4804	LR: 0.088636
Training Epoch: 1 [40448/45000]	Loss: 1.4404	LR: 0.089205
Training Epoch: 1 [40704/45000]	Loss: 1.4246	LR: 0.089773
Training Epoch: 1 [40960/45000]	Loss: 1.4515	LR: 0.090341
Training Epoch: 1 [41216/45000]	Loss: 1.5165	LR: 0.090909
Training Epoch: 1 [41472/45000]	Loss: 1.5154	LR: 0.091477
Training Epoch: 1 [41728/45000]	Loss: 1.6352	LR: 0.092045
Training Epoch: 1 [41984/45000]	Loss: 1.4151	LR: 0.092614
Training Epoch: 1 [42240/45000]	Loss: 1.4253	LR: 0.093182
Training Epoch: 1 [42496/45000]	Loss: 1.3268	LR: 0.093750
Training Epoch: 1 [42752/45000]	Loss: 1.3861	LR: 0.094318
Training Epoch: 1 [43008/45000]	Loss: 1.5057	LR: 0.094886
Training Epoch: 1 [43264/45000]	Loss: 1.4728	LR: 0.095455
Training Epoch: 1 [43520/45000]	Loss: 1.4606	LR: 0.096023
Training Epoch: 1 [43776/45000]	Loss: 1.2590	LR: 0.096591
Training Epoch: 1 [44032/45000]	Loss: 1.3822	LR: 0.097159
Training Epoch: 1 [44288/45000]	Loss: 1.5954	LR: 0.097727
Training Epoch: 1 [44544/45000]	Loss: 1.2892	LR: 0.098295
Training Epoch: 1 [44800/45000]	Loss: 1.3960	LR: 0.098864
Training Epoch: 1 [45000/45000]	Loss: 1.5381	LR: 0.099432
Epoch 1 - Average Train Loss: 1.7450, Train Accuracy: 0.3624
Epoch 1 training time consumed: 39.79s
Evaluating Network.....
Test set: Epoch: 1, Average loss: 0.0104, Accuracy: 0.3354, Time consumed:1.56s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-1-best.pth
Training Epoch: 2 [256/45000]	Loss: 1.3995	LR: 0.100000
Training Epoch: 2 [512/45000]	Loss: 1.4459	LR: 0.100000
Training Epoch: 2 [768/45000]	Loss: 1.5374	LR: 0.100000
Training Epoch: 2 [1024/45000]	Loss: 1.5650	LR: 0.100000
Training Epoch: 2 [1280/45000]	Loss: 1.5080	LR: 0.100000
Training Epoch: 2 [1536/45000]	Loss: 1.6100	LR: 0.100000
Training Epoch: 2 [1792/45000]	Loss: 1.4609	LR: 0.100000
Training Epoch: 2 [2048/45000]	Loss: 1.3679	LR: 0.100000
Training Epoch: 2 [2304/45000]	Loss: 1.3975	LR: 0.100000
Training Epoch: 2 [2560/45000]	Loss: 1.3579	LR: 0.100000
Training Epoch: 2 [2816/45000]	Loss: 1.5965	LR: 0.100000
Training Epoch: 2 [3072/45000]	Loss: 1.3961	LR: 0.100000
Training Epoch: 2 [3328/45000]	Loss: 1.3836	LR: 0.100000
Training Epoch: 2 [3584/45000]	Loss: 1.3830	LR: 0.100000
Training Epoch: 2 [3840/45000]	Loss: 1.3752	LR: 0.100000
Training Epoch: 2 [4096/45000]	Loss: 1.2523	LR: 0.100000
Training Epoch: 2 [4352/45000]	Loss: 1.4492	LR: 0.100000
Training Epoch: 2 [4608/45000]	Loss: 1.4593	LR: 0.100000
Training Epoch: 2 [4864/45000]	Loss: 1.3425	LR: 0.100000
Training Epoch: 2 [5120/45000]	Loss: 1.3891	LR: 0.100000
Training Epoch: 2 [5376/45000]	Loss: 1.3860	LR: 0.100000
Training Epoch: 2 [5632/45000]	Loss: 1.3927	LR: 0.100000
Training Epoch: 2 [5888/45000]	Loss: 1.3252	LR: 0.100000
Training Epoch: 2 [6144/45000]	Loss: 1.4207	LR: 0.100000
Training Epoch: 2 [6400/45000]	Loss: 1.5418	LR: 0.100000
Training Epoch: 2 [6656/45000]	Loss: 1.3921	LR: 0.100000
Training Epoch: 2 [6912/45000]	Loss: 1.3018	LR: 0.100000
Training Epoch: 2 [7168/45000]	Loss: 1.2122	LR: 0.100000
Training Epoch: 2 [7424/45000]	Loss: 1.3768	LR: 0.100000
Training Epoch: 2 [7680/45000]	Loss: 1.3069	LR: 0.100000
Training Epoch: 2 [7936/45000]	Loss: 1.3666	LR: 0.100000
Training Epoch: 2 [8192/45000]	Loss: 1.4979	LR: 0.100000
Training Epoch: 2 [8448/45000]	Loss: 1.3315	LR: 0.100000
Training Epoch: 2 [8704/45000]	Loss: 1.2662	LR: 0.100000
Training Epoch: 2 [8960/45000]	Loss: 1.3540	LR: 0.100000
Training Epoch: 2 [9216/45000]	Loss: 1.3497	LR: 0.100000
Training Epoch: 2 [9472/45000]	Loss: 1.3621	LR: 0.100000
Training Epoch: 2 [9728/45000]	Loss: 1.2961	LR: 0.100000
Training Epoch: 2 [9984/45000]	Loss: 1.2439	LR: 0.100000
Training Epoch: 2 [10240/45000]	Loss: 1.4245	LR: 0.100000
Training Epoch: 2 [10496/45000]	Loss: 1.2463	LR: 0.100000
Training Epoch: 2 [10752/45000]	Loss: 1.3629	LR: 0.100000
Training Epoch: 2 [11008/45000]	Loss: 1.2602	LR: 0.100000
Training Epoch: 2 [11264/45000]	Loss: 1.3710	LR: 0.100000
Training Epoch: 2 [11520/45000]	Loss: 1.2579	LR: 0.100000
Training Epoch: 2 [11776/45000]	Loss: 1.3746	LR: 0.100000
Training Epoch: 2 [12032/45000]	Loss: 1.3745	LR: 0.100000
Training Epoch: 2 [12288/45000]	Loss: 1.3454	LR: 0.100000
Training Epoch: 2 [12544/45000]	Loss: 1.3956	LR: 0.100000
Training Epoch: 2 [12800/45000]	Loss: 1.2536	LR: 0.100000
Training Epoch: 2 [13056/45000]	Loss: 1.3666	LR: 0.100000
Training Epoch: 2 [13312/45000]	Loss: 1.2414	LR: 0.100000
Training Epoch: 2 [13568/45000]	Loss: 1.4216	LR: 0.100000
Training Epoch: 2 [13824/45000]	Loss: 1.5767	LR: 0.100000
Training Epoch: 2 [14080/45000]	Loss: 1.3463	LR: 0.100000
Training Epoch: 2 [14336/45000]	Loss: 1.5071	LR: 0.100000
Training Epoch: 2 [14592/45000]	Loss: 1.5153	LR: 0.100000
Training Epoch: 2 [14848/45000]	Loss: 1.2650	LR: 0.100000
Training Epoch: 2 [15104/45000]	Loss: 1.1992	LR: 0.100000
Training Epoch: 2 [15360/45000]	Loss: 1.2649	LR: 0.100000
Training Epoch: 2 [15616/45000]	Loss: 1.4303	LR: 0.100000
Training Epoch: 2 [15872/45000]	Loss: 1.4029	LR: 0.100000
Training Epoch: 2 [16128/45000]	Loss: 1.2141	LR: 0.100000
Training Epoch: 2 [16384/45000]	Loss: 1.3146	LR: 0.100000
Training Epoch: 2 [16640/45000]	Loss: 1.2243	LR: 0.100000
Training Epoch: 2 [16896/45000]	Loss: 1.1535	LR: 0.100000
Training Epoch: 2 [17152/45000]	Loss: 1.1366	LR: 0.100000
Training Epoch: 2 [17408/45000]	Loss: 1.2244	LR: 0.100000
Training Epoch: 2 [17664/45000]	Loss: 1.3030	LR: 0.100000
Training Epoch: 2 [17920/45000]	Loss: 1.1528	LR: 0.100000
Training Epoch: 2 [18176/45000]	Loss: 1.0930	LR: 0.100000
Training Epoch: 2 [18432/45000]	Loss: 1.2591	LR: 0.100000
Training Epoch: 2 [18688/45000]	Loss: 1.2680	LR: 0.100000
Training Epoch: 2 [18944/45000]	Loss: 1.2407	LR: 0.100000
Training Epoch: 2 [19200/45000]	Loss: 1.2639	LR: 0.100000
Training Epoch: 2 [19456/45000]	Loss: 1.1527	LR: 0.100000
Training Epoch: 2 [19712/45000]	Loss: 1.2412	LR: 0.100000
Training Epoch: 2 [19968/45000]	Loss: 1.1940	LR: 0.100000
Training Epoch: 2 [20224/45000]	Loss: 1.2799	LR: 0.100000
Training Epoch: 2 [20480/45000]	Loss: 1.2768	LR: 0.100000
Training Epoch: 2 [20736/45000]	Loss: 1.2313	LR: 0.100000
Training Epoch: 2 [20992/45000]	Loss: 1.2388	LR: 0.100000
Training Epoch: 2 [21248/45000]	Loss: 1.3707	LR: 0.100000
Training Epoch: 2 [21504/45000]	Loss: 1.3726	LR: 0.100000
Training Epoch: 2 [21760/45000]	Loss: 1.3113	LR: 0.100000
Training Epoch: 2 [22016/45000]	Loss: 1.3907	LR: 0.100000
Training Epoch: 2 [22272/45000]	Loss: 1.2590	LR: 0.100000
Training Epoch: 2 [22528/45000]	Loss: 1.2956	LR: 0.100000
Training Epoch: 2 [22784/45000]	Loss: 1.4984	LR: 0.100000
Training Epoch: 2 [23040/45000]	Loss: 1.2723	LR: 0.100000
Training Epoch: 2 [23296/45000]	Loss: 1.3298	LR: 0.100000
Training Epoch: 2 [23552/45000]	Loss: 1.3907	LR: 0.100000
Training Epoch: 2 [23808/45000]	Loss: 1.2795	LR: 0.100000
Training Epoch: 2 [24064/45000]	Loss: 1.1644	LR: 0.100000
Training Epoch: 2 [24320/45000]	Loss: 1.2656	LR: 0.100000
Training Epoch: 2 [24576/45000]	Loss: 1.3706	LR: 0.100000
Training Epoch: 2 [24832/45000]	Loss: 1.3694	LR: 0.100000
Training Epoch: 2 [25088/45000]	Loss: 1.0732	LR: 0.100000
Training Epoch: 2 [25344/45000]	Loss: 1.1963	LR: 0.100000
Training Epoch: 2 [25600/45000]	Loss: 1.2278	LR: 0.100000
Training Epoch: 2 [25856/45000]	Loss: 1.2489	LR: 0.100000
Training Epoch: 2 [26112/45000]	Loss: 1.1700	LR: 0.100000
Training Epoch: 2 [26368/45000]	Loss: 1.2836	LR: 0.100000
Training Epoch: 2 [26624/45000]	Loss: 1.3058	LR: 0.100000
Training Epoch: 2 [26880/45000]	Loss: 1.2558	LR: 0.100000
Training Epoch: 2 [27136/45000]	Loss: 1.3730	LR: 0.100000
Training Epoch: 2 [27392/45000]	Loss: 1.1273	LR: 0.100000
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Training Epoch: 2 [27904/45000]	Loss: 1.1770	LR: 0.100000
Training Epoch: 2 [28160/45000]	Loss: 1.2653	LR: 0.100000
Training Epoch: 2 [28416/45000]	Loss: 1.2024	LR: 0.100000
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Training Epoch: 2 [29440/45000]	Loss: 1.3062	LR: 0.100000
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Training Epoch: 2 [35840/45000]	Loss: 1.2691	LR: 0.100000
Training Epoch: 2 [36096/45000]	Loss: 1.2820	LR: 0.100000
Training Epoch: 2 [36352/45000]	Loss: 1.1305	LR: 0.100000
Training Epoch: 2 [36608/45000]	Loss: 1.0962	LR: 0.100000
Training Epoch: 2 [36864/45000]	Loss: 1.0715	LR: 0.100000
Training Epoch: 2 [37120/45000]	Loss: 1.2022	LR: 0.100000
Training Epoch: 2 [37376/45000]	Loss: 1.0811	LR: 0.100000
Training Epoch: 2 [37632/45000]	Loss: 1.1593	LR: 0.100000
Training Epoch: 2 [37888/45000]	Loss: 1.1166	LR: 0.100000
Training Epoch: 2 [38144/45000]	Loss: 1.1109	LR: 0.100000
Training Epoch: 2 [38400/45000]	Loss: 1.1511	LR: 0.100000
Training Epoch: 2 [38656/45000]	Loss: 1.2710	LR: 0.100000
Training Epoch: 2 [38912/45000]	Loss: 1.1900	LR: 0.100000
Training Epoch: 2 [39168/45000]	Loss: 1.2015	LR: 0.100000
Training Epoch: 2 [39424/45000]	Loss: 1.1512	LR: 0.100000
Training Epoch: 2 [39680/45000]	Loss: 1.1519	LR: 0.100000
Training Epoch: 2 [39936/45000]	Loss: 1.1734	LR: 0.100000
Training Epoch: 2 [40192/45000]	Loss: 1.2663	LR: 0.100000
Training Epoch: 2 [40448/45000]	Loss: 1.1817	LR: 0.100000
Training Epoch: 2 [40704/45000]	Loss: 1.0381	LR: 0.100000
Training Epoch: 2 [40960/45000]	Loss: 1.1688	LR: 0.100000
Training Epoch: 2 [41216/45000]	Loss: 1.0934	LR: 0.100000
Training Epoch: 2 [41472/45000]	Loss: 1.2234	LR: 0.100000
Training Epoch: 2 [41728/45000]	Loss: 1.0300	LR: 0.100000
Training Epoch: 2 [41984/45000]	Loss: 1.1073	LR: 0.100000
Training Epoch: 2 [42240/45000]	Loss: 1.1434	LR: 0.100000
Training Epoch: 2 [42496/45000]	Loss: 1.1154	LR: 0.100000
Training Epoch: 2 [42752/45000]	Loss: 1.2921	LR: 0.100000
Training Epoch: 2 [43008/45000]	Loss: 1.0186	LR: 0.100000
Training Epoch: 2 [43264/45000]	Loss: 1.1448	LR: 0.100000
Training Epoch: 2 [43520/45000]	Loss: 1.2586	LR: 0.100000
Training Epoch: 2 [43776/45000]	Loss: 1.1776	LR: 0.100000
Training Epoch: 2 [44032/45000]	Loss: 1.1435	LR: 0.100000
Training Epoch: 2 [44288/45000]	Loss: 1.1278	LR: 0.100000
Training Epoch: 2 [44544/45000]	Loss: 1.0520	LR: 0.100000
Training Epoch: 2 [44800/45000]	Loss: 1.1509	LR: 0.100000
Training Epoch: 2 [45000/45000]	Loss: 1.2449	LR: 0.100000
Epoch 2 - Average Train Loss: 1.2647, Train Accuracy: 0.5422
Epoch 2 training time consumed: 38.74s
Evaluating Network.....
Test set: Epoch: 2, Average loss: 0.0043, Accuracy: 0.6108, Time consumed:1.38s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-2-best.pth
Training Epoch: 3 [256/45000]	Loss: 1.1521	LR: 0.100000
Training Epoch: 3 [512/45000]	Loss: 1.0056	LR: 0.100000
Training Epoch: 3 [768/45000]	Loss: 1.1643	LR: 0.100000
Training Epoch: 3 [1024/45000]	Loss: 1.1578	LR: 0.100000
Training Epoch: 3 [1280/45000]	Loss: 1.1571	LR: 0.100000
Training Epoch: 3 [1536/45000]	Loss: 1.1240	LR: 0.100000
Training Epoch: 3 [1792/45000]	Loss: 1.0786	LR: 0.100000
Training Epoch: 3 [2048/45000]	Loss: 1.0344	LR: 0.100000
Training Epoch: 3 [2304/45000]	Loss: 1.0023	LR: 0.100000
Training Epoch: 3 [2560/45000]	Loss: 0.9969	LR: 0.100000
Training Epoch: 3 [2816/45000]	Loss: 1.1578	LR: 0.100000
Training Epoch: 3 [3072/45000]	Loss: 1.0793	LR: 0.100000
Training Epoch: 3 [3328/45000]	Loss: 0.9589	LR: 0.100000
Training Epoch: 3 [3584/45000]	Loss: 1.0831	LR: 0.100000
Training Epoch: 3 [3840/45000]	Loss: 1.0603	LR: 0.100000
Training Epoch: 3 [4096/45000]	Loss: 0.8867	LR: 0.100000
Training Epoch: 3 [4352/45000]	Loss: 1.0525	LR: 0.100000
Training Epoch: 3 [4608/45000]	Loss: 0.9223	LR: 0.100000
Training Epoch: 3 [4864/45000]	Loss: 0.9968	LR: 0.100000
Training Epoch: 3 [5120/45000]	Loss: 0.9837	LR: 0.100000
Training Epoch: 3 [5376/45000]	Loss: 0.9934	LR: 0.100000
Training Epoch: 3 [5632/45000]	Loss: 1.0600	LR: 0.100000
Training Epoch: 3 [5888/45000]	Loss: 1.0167	LR: 0.100000
Training Epoch: 3 [6144/45000]	Loss: 1.0529	LR: 0.100000
Training Epoch: 3 [6400/45000]	Loss: 1.0062	LR: 0.100000
Training Epoch: 3 [6656/45000]	Loss: 1.1388	LR: 0.100000
Training Epoch: 3 [6912/45000]	Loss: 1.0345	LR: 0.100000
Training Epoch: 3 [7168/45000]	Loss: 1.0190	LR: 0.100000
Training Epoch: 3 [7424/45000]	Loss: 0.9237	LR: 0.100000
Training Epoch: 3 [7680/45000]	Loss: 1.0810	LR: 0.100000
Training Epoch: 3 [7936/45000]	Loss: 1.0906	LR: 0.100000
Training Epoch: 3 [8192/45000]	Loss: 1.0633	LR: 0.100000
Training Epoch: 3 [8448/45000]	Loss: 1.0449	LR: 0.100000
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Training Epoch: 3 [9984/45000]	Loss: 0.9832	LR: 0.100000
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Training Epoch: 3 [10496/45000]	Loss: 1.0784	LR: 0.100000
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Training Epoch: 3 [11264/45000]	Loss: 0.9450	LR: 0.100000
Training Epoch: 3 [11520/45000]	Loss: 0.9906	LR: 0.100000
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Training Epoch: 3 [12032/45000]	Loss: 1.0108	LR: 0.100000
Training Epoch: 3 [12288/45000]	Loss: 1.0392	LR: 0.100000
Training Epoch: 3 [12544/45000]	Loss: 0.9192	LR: 0.100000
Training Epoch: 3 [12800/45000]	Loss: 1.0337	LR: 0.100000
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Training Epoch: 3 [16896/45000]	Loss: 1.0161	LR: 0.100000
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Training Epoch: 3 [27136/45000]	Loss: 1.0301	LR: 0.100000
Training Epoch: 3 [27392/45000]	Loss: 1.1284	LR: 0.100000
Training Epoch: 3 [27648/45000]	Loss: 1.0417	LR: 0.100000
Training Epoch: 3 [27904/45000]	Loss: 0.9236	LR: 0.100000
Training Epoch: 3 [28160/45000]	Loss: 0.8695	LR: 0.100000
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Training Epoch: 3 [29184/45000]	Loss: 1.1362	LR: 0.100000
Training Epoch: 3 [29440/45000]	Loss: 1.0617	LR: 0.100000
Training Epoch: 3 [29696/45000]	Loss: 0.9479	LR: 0.100000
Training Epoch: 3 [29952/45000]	Loss: 1.0943	LR: 0.100000
Training Epoch: 3 [30208/45000]	Loss: 1.0301	LR: 0.100000
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Training Epoch: 3 [32000/45000]	Loss: 1.0314	LR: 0.100000
Training Epoch: 3 [32256/45000]	Loss: 1.0328	LR: 0.100000
Training Epoch: 3 [32512/45000]	Loss: 0.9212	LR: 0.100000
Training Epoch: 3 [32768/45000]	Loss: 0.9328	LR: 0.100000
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Training Epoch: 3 [35840/45000]	Loss: 1.0054	LR: 0.100000
Training Epoch: 3 [36096/45000]	Loss: 1.1205	LR: 0.100000
Training Epoch: 3 [36352/45000]	Loss: 1.0627	LR: 0.100000
Training Epoch: 3 [36608/45000]	Loss: 1.1242	LR: 0.100000
Training Epoch: 3 [36864/45000]	Loss: 0.9296	LR: 0.100000
Training Epoch: 3 [37120/45000]	Loss: 0.8523	LR: 0.100000
Training Epoch: 3 [37376/45000]	Loss: 1.1012	LR: 0.100000
Training Epoch: 3 [37632/45000]	Loss: 0.9653	LR: 0.100000
Training Epoch: 3 [37888/45000]	Loss: 0.8860	LR: 0.100000
Training Epoch: 3 [38144/45000]	Loss: 0.9984	LR: 0.100000
Training Epoch: 3 [38400/45000]	Loss: 1.0050	LR: 0.100000
Training Epoch: 3 [38656/45000]	Loss: 1.0912	LR: 0.100000
Training Epoch: 3 [38912/45000]	Loss: 0.9423	LR: 0.100000
Training Epoch: 3 [39168/45000]	Loss: 0.9887	LR: 0.100000
Training Epoch: 3 [39424/45000]	Loss: 0.8958	LR: 0.100000
Training Epoch: 3 [39680/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 3 [39936/45000]	Loss: 0.9180	LR: 0.100000
Training Epoch: 3 [40192/45000]	Loss: 1.0878	LR: 0.100000
Training Epoch: 3 [40448/45000]	Loss: 1.0114	LR: 0.100000
Training Epoch: 3 [40704/45000]	Loss: 0.9743	LR: 0.100000
Training Epoch: 3 [40960/45000]	Loss: 0.9017	LR: 0.100000
Training Epoch: 3 [41216/45000]	Loss: 0.9041	LR: 0.100000
Training Epoch: 3 [41472/45000]	Loss: 0.9391	LR: 0.100000
Training Epoch: 3 [41728/45000]	Loss: 0.9576	LR: 0.100000
Training Epoch: 3 [41984/45000]	Loss: 0.9798	LR: 0.100000
Training Epoch: 3 [42240/45000]	Loss: 1.0666	LR: 0.100000
Training Epoch: 3 [42496/45000]	Loss: 0.9021	LR: 0.100000
Training Epoch: 3 [42752/45000]	Loss: 0.9508	LR: 0.100000
Training Epoch: 3 [43008/45000]	Loss: 1.1214	LR: 0.100000
Training Epoch: 3 [43264/45000]	Loss: 0.8745	LR: 0.100000
Training Epoch: 3 [43520/45000]	Loss: 0.9243	LR: 0.100000
Training Epoch: 3 [43776/45000]	Loss: 0.9173	LR: 0.100000
Training Epoch: 3 [44032/45000]	Loss: 0.9597	LR: 0.100000
Training Epoch: 3 [44288/45000]	Loss: 0.9261	LR: 0.100000
Training Epoch: 3 [44544/45000]	Loss: 0.9155	LR: 0.100000
Training Epoch: 3 [44800/45000]	Loss: 0.9201	LR: 0.100000
Training Epoch: 3 [45000/45000]	Loss: 0.9715	LR: 0.100000
Epoch 3 - Average Train Loss: 1.0092, Train Accuracy: 0.6420
Epoch 3 training time consumed: 38.84s
Evaluating Network.....
Test set: Epoch: 3, Average loss: 0.0040, Accuracy: 0.6486, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-3-best.pth
Training Epoch: 4 [256/45000]	Loss: 0.9652	LR: 0.100000
Training Epoch: 4 [512/45000]	Loss: 0.8106	LR: 0.100000
Training Epoch: 4 [768/45000]	Loss: 0.9446	LR: 0.100000
Training Epoch: 4 [1024/45000]	Loss: 0.8982	LR: 0.100000
Training Epoch: 4 [1280/45000]	Loss: 0.9874	LR: 0.100000
Training Epoch: 4 [1536/45000]	Loss: 0.9589	LR: 0.100000
Training Epoch: 4 [1792/45000]	Loss: 0.9200	LR: 0.100000
Training Epoch: 4 [2048/45000]	Loss: 0.9075	LR: 0.100000
Training Epoch: 4 [2304/45000]	Loss: 1.0501	LR: 0.100000
Training Epoch: 4 [2560/45000]	Loss: 0.8915	LR: 0.100000
Training Epoch: 4 [2816/45000]	Loss: 0.8457	LR: 0.100000
Training Epoch: 4 [3072/45000]	Loss: 1.0224	LR: 0.100000
Training Epoch: 4 [3328/45000]	Loss: 0.8955	LR: 0.100000
Training Epoch: 4 [3584/45000]	Loss: 1.0267	LR: 0.100000
Training Epoch: 4 [3840/45000]	Loss: 0.9676	LR: 0.100000
Training Epoch: 4 [4096/45000]	Loss: 0.9220	LR: 0.100000
Training Epoch: 4 [4352/45000]	Loss: 0.9665	LR: 0.100000
Training Epoch: 4 [4608/45000]	Loss: 0.8880	LR: 0.100000
Training Epoch: 4 [4864/45000]	Loss: 0.9965	LR: 0.100000
Training Epoch: 4 [5120/45000]	Loss: 0.9612	LR: 0.100000
Training Epoch: 4 [5376/45000]	Loss: 0.9092	LR: 0.100000
Training Epoch: 4 [5632/45000]	Loss: 0.9146	LR: 0.100000
Training Epoch: 4 [5888/45000]	Loss: 0.8495	LR: 0.100000
Training Epoch: 4 [6144/45000]	Loss: 0.9705	LR: 0.100000
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Training Epoch: 4 [8192/45000]	Loss: 0.8522	LR: 0.100000
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Training Epoch: 4 [10240/45000]	Loss: 0.9380	LR: 0.100000
Training Epoch: 4 [10496/45000]	Loss: 1.0180	LR: 0.100000
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Training Epoch: 4 [11520/45000]	Loss: 0.8811	LR: 0.100000
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Training Epoch: 4 [39168/45000]	Loss: 0.8184	LR: 0.100000
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Training Epoch: 4 [42496/45000]	Loss: 0.7772	LR: 0.100000
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Training Epoch: 4 [43008/45000]	Loss: 0.9151	LR: 0.100000
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Training Epoch: 4 [43776/45000]	Loss: 0.7719	LR: 0.100000
Training Epoch: 4 [44032/45000]	Loss: 0.8295	LR: 0.100000
Training Epoch: 4 [44288/45000]	Loss: 0.7680	LR: 0.100000
Training Epoch: 4 [44544/45000]	Loss: 0.7411	LR: 0.100000
Training Epoch: 4 [44800/45000]	Loss: 0.7863	LR: 0.100000
Training Epoch: 4 [45000/45000]	Loss: 0.7513	LR: 0.100000
Epoch 4 - Average Train Loss: 0.8686, Train Accuracy: 0.6923
Epoch 4 training time consumed: 38.86s
Evaluating Network.....
Test set: Epoch: 4, Average loss: 0.0042, Accuracy: 0.6576, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-4-best.pth
Training Epoch: 5 [256/45000]	Loss: 0.8108	LR: 0.100000
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Training Epoch: 5 [42240/45000]	Loss: 0.6910	LR: 0.100000
Training Epoch: 5 [42496/45000]	Loss: 0.8462	LR: 0.100000
Training Epoch: 5 [42752/45000]	Loss: 0.5280	LR: 0.100000
Training Epoch: 5 [43008/45000]	Loss: 0.7390	LR: 0.100000
Training Epoch: 5 [43264/45000]	Loss: 0.6228	LR: 0.100000
Training Epoch: 5 [43520/45000]	Loss: 0.7679	LR: 0.100000
Training Epoch: 5 [43776/45000]	Loss: 0.8092	LR: 0.100000
Training Epoch: 5 [44032/45000]	Loss: 0.7353	LR: 0.100000
Training Epoch: 5 [44288/45000]	Loss: 0.8138	LR: 0.100000
Training Epoch: 5 [44544/45000]	Loss: 0.6258	LR: 0.100000
Training Epoch: 5 [44800/45000]	Loss: 0.6350	LR: 0.100000
Training Epoch: 5 [45000/45000]	Loss: 0.7763	LR: 0.100000
Epoch 5 - Average Train Loss: 0.7657, Train Accuracy: 0.7330
Epoch 5 training time consumed: 38.90s
Evaluating Network.....
Test set: Epoch: 5, Average loss: 0.0035, Accuracy: 0.7040, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-5-best.pth
Training Epoch: 6 [256/45000]	Loss: 0.6736	LR: 0.100000
Training Epoch: 6 [512/45000]	Loss: 0.6142	LR: 0.100000
Training Epoch: 6 [768/45000]	Loss: 0.5863	LR: 0.100000
Training Epoch: 6 [1024/45000]	Loss: 0.5620	LR: 0.100000
Training Epoch: 6 [1280/45000]	Loss: 0.6659	LR: 0.100000
Training Epoch: 6 [1536/45000]	Loss: 0.6748	LR: 0.100000
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Training Epoch: 6 [39168/45000]	Loss: 0.6696	LR: 0.100000
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Training Epoch: 6 [40960/45000]	Loss: 0.7279	LR: 0.100000
Training Epoch: 6 [41216/45000]	Loss: 0.7117	LR: 0.100000
Training Epoch: 6 [41472/45000]	Loss: 0.6521	LR: 0.100000
Training Epoch: 6 [41728/45000]	Loss: 0.7908	LR: 0.100000
Training Epoch: 6 [41984/45000]	Loss: 0.7799	LR: 0.100000
Training Epoch: 6 [42240/45000]	Loss: 0.6705	LR: 0.100000
Training Epoch: 6 [42496/45000]	Loss: 0.6688	LR: 0.100000
Training Epoch: 6 [42752/45000]	Loss: 0.6361	LR: 0.100000
Training Epoch: 6 [43008/45000]	Loss: 0.6373	LR: 0.100000
Training Epoch: 6 [43264/45000]	Loss: 0.6324	LR: 0.100000
Training Epoch: 6 [43520/45000]	Loss: 0.5450	LR: 0.100000
Training Epoch: 6 [43776/45000]	Loss: 0.5978	LR: 0.100000
Training Epoch: 6 [44032/45000]	Loss: 0.7069	LR: 0.100000
Training Epoch: 6 [44288/45000]	Loss: 0.5372	LR: 0.100000
Training Epoch: 6 [44544/45000]	Loss: 0.6768	LR: 0.100000
Training Epoch: 6 [44800/45000]	Loss: 0.6843	LR: 0.100000
Training Epoch: 6 [45000/45000]	Loss: 0.6230	LR: 0.100000
Epoch 6 - Average Train Loss: 0.6800, Train Accuracy: 0.7628
Epoch 6 training time consumed: 38.84s
Evaluating Network.....
Test set: Epoch: 6, Average loss: 0.0026, Accuracy: 0.7837, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-6-best.pth
Training Epoch: 7 [256/45000]	Loss: 0.5838	LR: 0.100000
Training Epoch: 7 [512/45000]	Loss: 0.6046	LR: 0.100000
Training Epoch: 7 [768/45000]	Loss: 0.6511	LR: 0.100000
Training Epoch: 7 [1024/45000]	Loss: 0.6672	LR: 0.100000
Training Epoch: 7 [1280/45000]	Loss: 0.6173	LR: 0.100000
Training Epoch: 7 [1536/45000]	Loss: 0.5033	LR: 0.100000
Training Epoch: 7 [1792/45000]	Loss: 0.6431	LR: 0.100000
Training Epoch: 7 [2048/45000]	Loss: 0.7117	LR: 0.100000
Training Epoch: 7 [2304/45000]	Loss: 0.5789	LR: 0.100000
Training Epoch: 7 [2560/45000]	Loss: 0.6024	LR: 0.100000
Training Epoch: 7 [2816/45000]	Loss: 0.5637	LR: 0.100000
Training Epoch: 7 [3072/45000]	Loss: 0.7696	LR: 0.100000
Training Epoch: 7 [3328/45000]	Loss: 0.6948	LR: 0.100000
Training Epoch: 7 [3584/45000]	Loss: 0.7071	LR: 0.100000
Training Epoch: 7 [3840/45000]	Loss: 0.6042	LR: 0.100000
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Training Epoch: 7 [4352/45000]	Loss: 0.6541	LR: 0.100000
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Training Epoch: 7 [26880/45000]	Loss: 0.5560	LR: 0.100000
Training Epoch: 7 [27136/45000]	Loss: 0.5393	LR: 0.100000
Training Epoch: 7 [27392/45000]	Loss: 0.6248	LR: 0.100000
Training Epoch: 7 [27648/45000]	Loss: 0.6820	LR: 0.100000
Training Epoch: 7 [27904/45000]	Loss: 0.6971	LR: 0.100000
Training Epoch: 7 [28160/45000]	Loss: 0.5047	LR: 0.100000
Training Epoch: 7 [28416/45000]	Loss: 0.7033	LR: 0.100000
Training Epoch: 7 [28672/45000]	Loss: 0.5924	LR: 0.100000
Training Epoch: 7 [28928/45000]	Loss: 0.5502	LR: 0.100000
Training Epoch: 7 [29184/45000]	Loss: 0.5728	LR: 0.100000
Training Epoch: 7 [29440/45000]	Loss: 0.6190	LR: 0.100000
Training Epoch: 7 [29696/45000]	Loss: 0.7292	LR: 0.100000
Training Epoch: 7 [29952/45000]	Loss: 0.5584	LR: 0.100000
Training Epoch: 7 [30208/45000]	Loss: 0.7169	LR: 0.100000
Training Epoch: 7 [30464/45000]	Loss: 0.6209	LR: 0.100000
Training Epoch: 7 [30720/45000]	Loss: 0.5498	LR: 0.100000
Training Epoch: 7 [30976/45000]	Loss: 0.6705	LR: 0.100000
Training Epoch: 7 [31232/45000]	Loss: 0.6294	LR: 0.100000
Training Epoch: 7 [31488/45000]	Loss: 0.5351	LR: 0.100000
Training Epoch: 7 [31744/45000]	Loss: 0.4831	LR: 0.100000
Training Epoch: 7 [32000/45000]	Loss: 0.5528	LR: 0.100000
Training Epoch: 7 [32256/45000]	Loss: 0.5975	LR: 0.100000
Training Epoch: 7 [32512/45000]	Loss: 0.6213	LR: 0.100000
Training Epoch: 7 [32768/45000]	Loss: 0.6645	LR: 0.100000
Training Epoch: 7 [33024/45000]	Loss: 0.6733	LR: 0.100000
Training Epoch: 7 [33280/45000]	Loss: 0.6119	LR: 0.100000
Training Epoch: 7 [33536/45000]	Loss: 0.8203	LR: 0.100000
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Training Epoch: 7 [34048/45000]	Loss: 0.5039	LR: 0.100000
Training Epoch: 7 [34304/45000]	Loss: 0.5310	LR: 0.100000
Training Epoch: 7 [34560/45000]	Loss: 0.5266	LR: 0.100000
Training Epoch: 7 [34816/45000]	Loss: 0.6019	LR: 0.100000
Training Epoch: 7 [35072/45000]	Loss: 0.4813	LR: 0.100000
Training Epoch: 7 [35328/45000]	Loss: 0.5990	LR: 0.100000
Training Epoch: 7 [35584/45000]	Loss: 0.5650	LR: 0.100000
Training Epoch: 7 [35840/45000]	Loss: 0.5250	LR: 0.100000
Training Epoch: 7 [36096/45000]	Loss: 0.6050	LR: 0.100000
Training Epoch: 7 [36352/45000]	Loss: 0.6351	LR: 0.100000
Training Epoch: 7 [36608/45000]	Loss: 0.5696	LR: 0.100000
Training Epoch: 7 [36864/45000]	Loss: 0.5309	LR: 0.100000
Training Epoch: 7 [37120/45000]	Loss: 0.6032	LR: 0.100000
Training Epoch: 7 [37376/45000]	Loss: 0.4479	LR: 0.100000
Training Epoch: 7 [37632/45000]	Loss: 0.6350	LR: 0.100000
Training Epoch: 7 [37888/45000]	Loss: 0.6610	LR: 0.100000
Training Epoch: 7 [38144/45000]	Loss: 0.6413	LR: 0.100000
Training Epoch: 7 [38400/45000]	Loss: 0.5421	LR: 0.100000
Training Epoch: 7 [38656/45000]	Loss: 0.6012	LR: 0.100000
Training Epoch: 7 [38912/45000]	Loss: 0.6264	LR: 0.100000
Training Epoch: 7 [39168/45000]	Loss: 0.6341	LR: 0.100000
Training Epoch: 7 [39424/45000]	Loss: 0.6182	LR: 0.100000
Training Epoch: 7 [39680/45000]	Loss: 0.5968	LR: 0.100000
Training Epoch: 7 [39936/45000]	Loss: 0.6546	LR: 0.100000
Training Epoch: 7 [40192/45000]	Loss: 0.5124	LR: 0.100000
Training Epoch: 7 [40448/45000]	Loss: 0.7664	LR: 0.100000
Training Epoch: 7 [40704/45000]	Loss: 0.4542	LR: 0.100000
Training Epoch: 7 [40960/45000]	Loss: 0.5013	LR: 0.100000
Training Epoch: 7 [41216/45000]	Loss: 0.6897	LR: 0.100000
Training Epoch: 7 [41472/45000]	Loss: 0.5275	LR: 0.100000
Training Epoch: 7 [41728/45000]	Loss: 0.5415	LR: 0.100000
Training Epoch: 7 [41984/45000]	Loss: 0.7432	LR: 0.100000
Training Epoch: 7 [42240/45000]	Loss: 0.5358	LR: 0.100000
Training Epoch: 7 [42496/45000]	Loss: 0.6031	LR: 0.100000
Training Epoch: 7 [42752/45000]	Loss: 0.7253	LR: 0.100000
Training Epoch: 7 [43008/45000]	Loss: 0.5576	LR: 0.100000
Training Epoch: 7 [43264/45000]	Loss: 0.5730	LR: 0.100000
Training Epoch: 7 [43520/45000]	Loss: 0.5231	LR: 0.100000
Training Epoch: 7 [43776/45000]	Loss: 0.6383	LR: 0.100000
Training Epoch: 7 [44032/45000]	Loss: 0.6220	LR: 0.100000
Training Epoch: 7 [44288/45000]	Loss: 0.6792	LR: 0.100000
Training Epoch: 7 [44544/45000]	Loss: 0.7277	LR: 0.100000
Training Epoch: 7 [44800/45000]	Loss: 0.4676	LR: 0.100000
Training Epoch: 7 [45000/45000]	Loss: 0.6425	LR: 0.100000
Epoch 7 - Average Train Loss: 0.6265, Train Accuracy: 0.7794
Epoch 7 training time consumed: 38.94s
Evaluating Network.....
Test set: Epoch: 7, Average loss: 0.0031, Accuracy: 0.7471, Time consumed:1.37s
Training Epoch: 8 [256/45000]	Loss: 0.7011	LR: 0.020000
Training Epoch: 8 [512/45000]	Loss: 0.5923	LR: 0.020000
Training Epoch: 8 [768/45000]	Loss: 0.6424	LR: 0.020000
Training Epoch: 8 [1024/45000]	Loss: 0.6037	LR: 0.020000
Training Epoch: 8 [1280/45000]	Loss: 0.5524	LR: 0.020000
Training Epoch: 8 [1536/45000]	Loss: 0.5492	LR: 0.020000
Training Epoch: 8 [1792/45000]	Loss: 0.6148	LR: 0.020000
Training Epoch: 8 [2048/45000]	Loss: 0.5337	LR: 0.020000
Training Epoch: 8 [2304/45000]	Loss: 0.5544	LR: 0.020000
Training Epoch: 8 [2560/45000]	Loss: 0.5503	LR: 0.020000
Training Epoch: 8 [2816/45000]	Loss: 0.5108	LR: 0.020000
Training Epoch: 8 [3072/45000]	Loss: 0.5516	LR: 0.020000
Training Epoch: 8 [3328/45000]	Loss: 0.5875	LR: 0.020000
Training Epoch: 8 [3584/45000]	Loss: 0.5277	LR: 0.020000
Training Epoch: 8 [3840/45000]	Loss: 0.5713	LR: 0.020000
Training Epoch: 8 [4096/45000]	Loss: 0.5350	LR: 0.020000
Training Epoch: 8 [4352/45000]	Loss: 0.5660	LR: 0.020000
Training Epoch: 8 [4608/45000]	Loss: 0.4396	LR: 0.020000
Training Epoch: 8 [4864/45000]	Loss: 0.5040	LR: 0.020000
Training Epoch: 8 [5120/45000]	Loss: 0.5378	LR: 0.020000
Training Epoch: 8 [5376/45000]	Loss: 0.4896	LR: 0.020000
Training Epoch: 8 [5632/45000]	Loss: 0.5950	LR: 0.020000
Training Epoch: 8 [5888/45000]	Loss: 0.4823	LR: 0.020000
Training Epoch: 8 [6144/45000]	Loss: 0.5153	LR: 0.020000
Training Epoch: 8 [6400/45000]	Loss: 0.5066	LR: 0.020000
Training Epoch: 8 [6656/45000]	Loss: 0.5063	LR: 0.020000
Training Epoch: 8 [6912/45000]	Loss: 0.4156	LR: 0.020000
Training Epoch: 8 [7168/45000]	Loss: 0.4442	LR: 0.020000
Training Epoch: 8 [7424/45000]	Loss: 0.4124	LR: 0.020000
Training Epoch: 8 [7680/45000]	Loss: 0.5023	LR: 0.020000
Training Epoch: 8 [7936/45000]	Loss: 0.5008	LR: 0.020000
Training Epoch: 8 [8192/45000]	Loss: 0.4710	LR: 0.020000
Training Epoch: 8 [8448/45000]	Loss: 0.5945	LR: 0.020000
Training Epoch: 8 [8704/45000]	Loss: 0.5208	LR: 0.020000
Training Epoch: 8 [8960/45000]	Loss: 0.4510	LR: 0.020000
Training Epoch: 8 [9216/45000]	Loss: 0.4500	LR: 0.020000
Training Epoch: 8 [9472/45000]	Loss: 0.5348	LR: 0.020000
Training Epoch: 8 [9728/45000]	Loss: 0.4903	LR: 0.020000
Training Epoch: 8 [9984/45000]	Loss: 0.5001	LR: 0.020000
Training Epoch: 8 [10240/45000]	Loss: 0.4957	LR: 0.020000
Training Epoch: 8 [10496/45000]	Loss: 0.5291	LR: 0.020000
Training Epoch: 8 [10752/45000]	Loss: 0.5248	LR: 0.020000
Training Epoch: 8 [11008/45000]	Loss: 0.4849	LR: 0.020000
Training Epoch: 8 [11264/45000]	Loss: 0.4623	LR: 0.020000
Training Epoch: 8 [11520/45000]	Loss: 0.4041	LR: 0.020000
Training Epoch: 8 [11776/45000]	Loss: 0.4745	LR: 0.020000
Training Epoch: 8 [12032/45000]	Loss: 0.5501	LR: 0.020000
Training Epoch: 8 [12288/45000]	Loss: 0.4378	LR: 0.020000
Training Epoch: 8 [12544/45000]	Loss: 0.5370	LR: 0.020000
Training Epoch: 8 [12800/45000]	Loss: 0.4675	LR: 0.020000
Training Epoch: 8 [13056/45000]	Loss: 0.5244	LR: 0.020000
Training Epoch: 8 [13312/45000]	Loss: 0.5478	LR: 0.020000
Training Epoch: 8 [13568/45000]	Loss: 0.4963	LR: 0.020000
Training Epoch: 8 [13824/45000]	Loss: 0.4384	LR: 0.020000
Training Epoch: 8 [14080/45000]	Loss: 0.3622	LR: 0.020000
Training Epoch: 8 [14336/45000]	Loss: 0.4548	LR: 0.020000
Training Epoch: 8 [14592/45000]	Loss: 0.4895	LR: 0.020000
Training Epoch: 8 [14848/45000]	Loss: 0.4901	LR: 0.020000
Training Epoch: 8 [15104/45000]	Loss: 0.5308	LR: 0.020000
Training Epoch: 8 [15360/45000]	Loss: 0.3993	LR: 0.020000
Training Epoch: 8 [15616/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 8 [15872/45000]	Loss: 0.4873	LR: 0.020000
Training Epoch: 8 [16128/45000]	Loss: 0.4715	LR: 0.020000
Training Epoch: 8 [16384/45000]	Loss: 0.5642	LR: 0.020000
Training Epoch: 8 [16640/45000]	Loss: 0.4402	LR: 0.020000
Training Epoch: 8 [16896/45000]	Loss: 0.4075	LR: 0.020000
Training Epoch: 8 [17152/45000]	Loss: 0.4219	LR: 0.020000
Training Epoch: 8 [17408/45000]	Loss: 0.4633	LR: 0.020000
Training Epoch: 8 [17664/45000]	Loss: 0.5207	LR: 0.020000
Training Epoch: 8 [17920/45000]	Loss: 0.4172	LR: 0.020000
Training Epoch: 8 [18176/45000]	Loss: 0.3849	LR: 0.020000
Training Epoch: 8 [18432/45000]	Loss: 0.4393	LR: 0.020000
Training Epoch: 8 [18688/45000]	Loss: 0.4758	LR: 0.020000
Training Epoch: 8 [18944/45000]	Loss: 0.4360	LR: 0.020000
Training Epoch: 8 [19200/45000]	Loss: 0.3650	LR: 0.020000
Training Epoch: 8 [19456/45000]	Loss: 0.5719	LR: 0.020000
Training Epoch: 8 [19712/45000]	Loss: 0.3933	LR: 0.020000
Training Epoch: 8 [19968/45000]	Loss: 0.4383	LR: 0.020000
Training Epoch: 8 [20224/45000]	Loss: 0.3605	LR: 0.020000
Training Epoch: 8 [20480/45000]	Loss: 0.4133	LR: 0.020000
Training Epoch: 8 [20736/45000]	Loss: 0.4237	LR: 0.020000
Training Epoch: 8 [20992/45000]	Loss: 0.3756	LR: 0.020000
Training Epoch: 8 [21248/45000]	Loss: 0.3691	LR: 0.020000
Training Epoch: 8 [21504/45000]	Loss: 0.5570	LR: 0.020000
Training Epoch: 8 [21760/45000]	Loss: 0.5130	LR: 0.020000
Training Epoch: 8 [22016/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 8 [22272/45000]	Loss: 0.4813	LR: 0.020000
Training Epoch: 8 [22528/45000]	Loss: 0.4290	LR: 0.020000
Training Epoch: 8 [22784/45000]	Loss: 0.3674	LR: 0.020000
Training Epoch: 8 [23040/45000]	Loss: 0.5427	LR: 0.020000
Training Epoch: 8 [23296/45000]	Loss: 0.4634	LR: 0.020000
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Training Epoch: 8 [24832/45000]	Loss: 0.3458	LR: 0.020000
Training Epoch: 8 [25088/45000]	Loss: 0.5728	LR: 0.020000
Training Epoch: 8 [25344/45000]	Loss: 0.4757	LR: 0.020000
Training Epoch: 8 [25600/45000]	Loss: 0.5474	LR: 0.020000
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Training Epoch: 8 [26112/45000]	Loss: 0.4171	LR: 0.020000
Training Epoch: 8 [26368/45000]	Loss: 0.5053	LR: 0.020000
Training Epoch: 8 [26624/45000]	Loss: 0.4637	LR: 0.020000
Training Epoch: 8 [26880/45000]	Loss: 0.5453	LR: 0.020000
Training Epoch: 8 [27136/45000]	Loss: 0.4641	LR: 0.020000
Training Epoch: 8 [27392/45000]	Loss: 0.4076	LR: 0.020000
Training Epoch: 8 [27648/45000]	Loss: 0.5487	LR: 0.020000
Training Epoch: 8 [27904/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 8 [28160/45000]	Loss: 0.4363	LR: 0.020000
Training Epoch: 8 [28416/45000]	Loss: 0.5080	LR: 0.020000
Training Epoch: 8 [28672/45000]	Loss: 0.4606	LR: 0.020000
Training Epoch: 8 [28928/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 8 [29184/45000]	Loss: 0.5376	LR: 0.020000
Training Epoch: 8 [29440/45000]	Loss: 0.4260	LR: 0.020000
Training Epoch: 8 [29696/45000]	Loss: 0.4621	LR: 0.020000
Training Epoch: 8 [29952/45000]	Loss: 0.2928	LR: 0.020000
Training Epoch: 8 [30208/45000]	Loss: 0.4808	LR: 0.020000
Training Epoch: 8 [30464/45000]	Loss: 0.3758	LR: 0.020000
Training Epoch: 8 [30720/45000]	Loss: 0.4462	LR: 0.020000
Training Epoch: 8 [30976/45000]	Loss: 0.5044	LR: 0.020000
Training Epoch: 8 [31232/45000]	Loss: 0.4251	LR: 0.020000
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Training Epoch: 8 [32000/45000]	Loss: 0.5002	LR: 0.020000
Training Epoch: 8 [32256/45000]	Loss: 0.5558	LR: 0.020000
Training Epoch: 8 [32512/45000]	Loss: 0.4929	LR: 0.020000
Training Epoch: 8 [32768/45000]	Loss: 0.4714	LR: 0.020000
Training Epoch: 8 [33024/45000]	Loss: 0.4022	LR: 0.020000
Training Epoch: 8 [33280/45000]	Loss: 0.4609	LR: 0.020000
Training Epoch: 8 [33536/45000]	Loss: 0.4468	LR: 0.020000
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Training Epoch: 8 [34048/45000]	Loss: 0.5353	LR: 0.020000
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Training Epoch: 8 [34560/45000]	Loss: 0.4154	LR: 0.020000
Training Epoch: 8 [34816/45000]	Loss: 0.4313	LR: 0.020000
Training Epoch: 8 [35072/45000]	Loss: 0.5279	LR: 0.020000
Training Epoch: 8 [35328/45000]	Loss: 0.5237	LR: 0.020000
Training Epoch: 8 [35584/45000]	Loss: 0.4200	LR: 0.020000
Training Epoch: 8 [35840/45000]	Loss: 0.4797	LR: 0.020000
Training Epoch: 8 [36096/45000]	Loss: 0.4564	LR: 0.020000
Training Epoch: 8 [36352/45000]	Loss: 0.4090	LR: 0.020000
Training Epoch: 8 [36608/45000]	Loss: 0.4164	LR: 0.020000
Training Epoch: 8 [36864/45000]	Loss: 0.5355	LR: 0.020000
Training Epoch: 8 [37120/45000]	Loss: 0.3963	LR: 0.020000
Training Epoch: 8 [37376/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 8 [37632/45000]	Loss: 0.4742	LR: 0.020000
Training Epoch: 8 [37888/45000]	Loss: 0.3946	LR: 0.020000
Training Epoch: 8 [38144/45000]	Loss: 0.4132	LR: 0.020000
Training Epoch: 8 [38400/45000]	Loss: 0.4700	LR: 0.020000
Training Epoch: 8 [38656/45000]	Loss: 0.4664	LR: 0.020000
Training Epoch: 8 [38912/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 8 [39168/45000]	Loss: 0.5046	LR: 0.020000
Training Epoch: 8 [39424/45000]	Loss: 0.4968	LR: 0.020000
Training Epoch: 8 [39680/45000]	Loss: 0.4054	LR: 0.020000
Training Epoch: 8 [39936/45000]	Loss: 0.3682	LR: 0.020000
Training Epoch: 8 [40192/45000]	Loss: 0.4066	LR: 0.020000
Training Epoch: 8 [40448/45000]	Loss: 0.4914	LR: 0.020000
Training Epoch: 8 [40704/45000]	Loss: 0.4702	LR: 0.020000
Training Epoch: 8 [40960/45000]	Loss: 0.5335	LR: 0.020000
Training Epoch: 8 [41216/45000]	Loss: 0.5276	LR: 0.020000
Training Epoch: 8 [41472/45000]	Loss: 0.4181	LR: 0.020000
Training Epoch: 8 [41728/45000]	Loss: 0.4440	LR: 0.020000
Training Epoch: 8 [41984/45000]	Loss: 0.4071	LR: 0.020000
Training Epoch: 8 [42240/45000]	Loss: 0.4951	LR: 0.020000
Training Epoch: 8 [42496/45000]	Loss: 0.4457	LR: 0.020000
Training Epoch: 8 [42752/45000]	Loss: 0.3117	LR: 0.020000
Training Epoch: 8 [43008/45000]	Loss: 0.5440	LR: 0.020000
Training Epoch: 8 [43264/45000]	Loss: 0.4086	LR: 0.020000
Training Epoch: 8 [43520/45000]	Loss: 0.3726	LR: 0.020000
Training Epoch: 8 [43776/45000]	Loss: 0.3942	LR: 0.020000
Training Epoch: 8 [44032/45000]	Loss: 0.5616	LR: 0.020000
Training Epoch: 8 [44288/45000]	Loss: 0.3992	LR: 0.020000
Training Epoch: 8 [44544/45000]	Loss: 0.4435	LR: 0.020000
Training Epoch: 8 [44800/45000]	Loss: 0.3886	LR: 0.020000
Training Epoch: 8 [45000/45000]	Loss: 0.5553	LR: 0.020000
Epoch 8 - Average Train Loss: 0.4733, Train Accuracy: 0.8348
Epoch 8 training time consumed: 38.92s
Evaluating Network.....
Test set: Epoch: 8, Average loss: 0.0017, Accuracy: 0.8460, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-8-best.pth
Training Epoch: 9 [256/45000]	Loss: 0.4705	LR: 0.020000
Training Epoch: 9 [512/45000]	Loss: 0.3700	LR: 0.020000
Training Epoch: 9 [768/45000]	Loss: 0.4188	LR: 0.020000
Training Epoch: 9 [1024/45000]	Loss: 0.4824	LR: 0.020000
Training Epoch: 9 [1280/45000]	Loss: 0.5019	LR: 0.020000
Training Epoch: 9 [1536/45000]	Loss: 0.4739	LR: 0.020000
Training Epoch: 9 [1792/45000]	Loss: 0.4703	LR: 0.020000
Training Epoch: 9 [2048/45000]	Loss: 0.3188	LR: 0.020000
Training Epoch: 9 [2304/45000]	Loss: 0.3513	LR: 0.020000
Training Epoch: 9 [2560/45000]	Loss: 0.4480	LR: 0.020000
Training Epoch: 9 [2816/45000]	Loss: 0.4129	LR: 0.020000
Training Epoch: 9 [3072/45000]	Loss: 0.3668	LR: 0.020000
Training Epoch: 9 [3328/45000]	Loss: 0.4252	LR: 0.020000
Training Epoch: 9 [3584/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 9 [3840/45000]	Loss: 0.3904	LR: 0.020000
Training Epoch: 9 [4096/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 9 [4352/45000]	Loss: 0.4533	LR: 0.020000
Training Epoch: 9 [4608/45000]	Loss: 0.5154	LR: 0.020000
Training Epoch: 9 [4864/45000]	Loss: 0.4617	LR: 0.020000
Training Epoch: 9 [5120/45000]	Loss: 0.4536	LR: 0.020000
Training Epoch: 9 [5376/45000]	Loss: 0.4190	LR: 0.020000
Training Epoch: 9 [5632/45000]	Loss: 0.4437	LR: 0.020000
Training Epoch: 9 [5888/45000]	Loss: 0.4755	LR: 0.020000
Training Epoch: 9 [6144/45000]	Loss: 0.4051	LR: 0.020000
Training Epoch: 9 [6400/45000]	Loss: 0.3774	LR: 0.020000
Training Epoch: 9 [6656/45000]	Loss: 0.4562	LR: 0.020000
Training Epoch: 9 [6912/45000]	Loss: 0.4674	LR: 0.020000
Training Epoch: 9 [7168/45000]	Loss: 0.3958	LR: 0.020000
Training Epoch: 9 [7424/45000]	Loss: 0.3777	LR: 0.020000
Training Epoch: 9 [7680/45000]	Loss: 0.3766	LR: 0.020000
Training Epoch: 9 [7936/45000]	Loss: 0.3936	LR: 0.020000
Training Epoch: 9 [8192/45000]	Loss: 0.3585	LR: 0.020000
Training Epoch: 9 [8448/45000]	Loss: 0.4179	LR: 0.020000
Training Epoch: 9 [8704/45000]	Loss: 0.3604	LR: 0.020000
Training Epoch: 9 [8960/45000]	Loss: 0.3307	LR: 0.020000
Training Epoch: 9 [9216/45000]	Loss: 0.4421	LR: 0.020000
Training Epoch: 9 [9472/45000]	Loss: 0.4709	LR: 0.020000
Training Epoch: 9 [9728/45000]	Loss: 0.4752	LR: 0.020000
Training Epoch: 9 [9984/45000]	Loss: 0.3932	LR: 0.020000
Training Epoch: 9 [10240/45000]	Loss: 0.3657	LR: 0.020000
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Training Epoch: 9 [45000/45000]	Loss: 0.4685	LR: 0.020000
Epoch 9 - Average Train Loss: 0.4178, Train Accuracy: 0.8534
Epoch 9 training time consumed: 38.96s
Evaluating Network.....
Test set: Epoch: 9, Average loss: 0.0017, Accuracy: 0.8558, Time consumed:1.40s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-9-best.pth
Training Epoch: 10 [256/45000]	Loss: 0.3381	LR: 0.020000
Training Epoch: 10 [512/45000]	Loss: 0.4256	LR: 0.020000
Training Epoch: 10 [768/45000]	Loss: 0.4123	LR: 0.020000
Training Epoch: 10 [1024/45000]	Loss: 0.3708	LR: 0.020000
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Training Epoch: 10 [1536/45000]	Loss: 0.4092	LR: 0.020000
Training Epoch: 10 [1792/45000]	Loss: 0.3425	LR: 0.020000
Training Epoch: 10 [2048/45000]	Loss: 0.3241	LR: 0.020000
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Training Epoch: 10 [2560/45000]	Loss: 0.3671	LR: 0.020000
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Training Epoch: 10 [38144/45000]	Loss: 0.4084	LR: 0.020000
Training Epoch: 10 [38400/45000]	Loss: 0.3701	LR: 0.020000
Training Epoch: 10 [38656/45000]	Loss: 0.4665	LR: 0.020000
Training Epoch: 10 [38912/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 10 [39168/45000]	Loss: 0.3547	LR: 0.020000
Training Epoch: 10 [39424/45000]	Loss: 0.4219	LR: 0.020000
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Training Epoch: 10 [39936/45000]	Loss: 0.4184	LR: 0.020000
Training Epoch: 10 [40192/45000]	Loss: 0.4602	LR: 0.020000
Training Epoch: 10 [40448/45000]	Loss: 0.4182	LR: 0.020000
Training Epoch: 10 [40704/45000]	Loss: 0.3329	LR: 0.020000
Training Epoch: 10 [40960/45000]	Loss: 0.4196	LR: 0.020000
Training Epoch: 10 [41216/45000]	Loss: 0.5543	LR: 0.020000
Training Epoch: 10 [41472/45000]	Loss: 0.4119	LR: 0.020000
Training Epoch: 10 [41728/45000]	Loss: 0.3053	LR: 0.020000
Training Epoch: 10 [41984/45000]	Loss: 0.3381	LR: 0.020000
Training Epoch: 10 [42240/45000]	Loss: 0.3241	LR: 0.020000
Training Epoch: 10 [42496/45000]	Loss: 0.4125	LR: 0.020000
Training Epoch: 10 [42752/45000]	Loss: 0.4354	LR: 0.020000
Training Epoch: 10 [43008/45000]	Loss: 0.4833	LR: 0.020000
Training Epoch: 10 [43264/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 10 [43520/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 10 [43776/45000]	Loss: 0.5518	LR: 0.020000
Training Epoch: 10 [44032/45000]	Loss: 0.3172	LR: 0.020000
Training Epoch: 10 [44288/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 10 [44544/45000]	Loss: 0.3859	LR: 0.020000
Training Epoch: 10 [44800/45000]	Loss: 0.3471	LR: 0.020000
Training Epoch: 10 [45000/45000]	Loss: 0.3910	LR: 0.020000
Epoch 10 - Average Train Loss: 0.3958, Train Accuracy: 0.8610
Epoch 10 training time consumed: 38.94s
Evaluating Network.....
Test set: Epoch: 10, Average loss: 0.0017, Accuracy: 0.8621, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-10-best.pth
Training Epoch: 11 [256/45000]	Loss: 0.3261	LR: 0.020000
Training Epoch: 11 [512/45000]	Loss: 0.3986	LR: 0.020000
Training Epoch: 11 [768/45000]	Loss: 0.2794	LR: 0.020000
Training Epoch: 11 [1024/45000]	Loss: 0.4334	LR: 0.020000
Training Epoch: 11 [1280/45000]	Loss: 0.4854	LR: 0.020000
Training Epoch: 11 [1536/45000]	Loss: 0.3499	LR: 0.020000
Training Epoch: 11 [1792/45000]	Loss: 0.3897	LR: 0.020000
Training Epoch: 11 [2048/45000]	Loss: 0.3787	LR: 0.020000
Training Epoch: 11 [2304/45000]	Loss: 0.3835	LR: 0.020000
Training Epoch: 11 [2560/45000]	Loss: 0.3840	LR: 0.020000
Training Epoch: 11 [2816/45000]	Loss: 0.4134	LR: 0.020000
Training Epoch: 11 [3072/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 11 [3328/45000]	Loss: 0.3791	LR: 0.020000
Training Epoch: 11 [3584/45000]	Loss: 0.3601	LR: 0.020000
Training Epoch: 11 [3840/45000]	Loss: 0.2626	LR: 0.020000
Training Epoch: 11 [4096/45000]	Loss: 0.4048	LR: 0.020000
Training Epoch: 11 [4352/45000]	Loss: 0.4322	LR: 0.020000
Training Epoch: 11 [4608/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 11 [4864/45000]	Loss: 0.3725	LR: 0.020000
Training Epoch: 11 [5120/45000]	Loss: 0.3186	LR: 0.020000
Training Epoch: 11 [5376/45000]	Loss: 0.4498	LR: 0.020000
Training Epoch: 11 [5632/45000]	Loss: 0.4833	LR: 0.020000
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Training Epoch: 11 [6912/45000]	Loss: 0.3301	LR: 0.020000
Training Epoch: 11 [7168/45000]	Loss: 0.3600	LR: 0.020000
Training Epoch: 11 [7424/45000]	Loss: 0.3507	LR: 0.020000
Training Epoch: 11 [7680/45000]	Loss: 0.3903	LR: 0.020000
Training Epoch: 11 [7936/45000]	Loss: 0.3131	LR: 0.020000
Training Epoch: 11 [8192/45000]	Loss: 0.2784	LR: 0.020000
Training Epoch: 11 [8448/45000]	Loss: 0.3139	LR: 0.020000
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Training Epoch: 11 [8960/45000]	Loss: 0.3690	LR: 0.020000
Training Epoch: 11 [9216/45000]	Loss: 0.3803	LR: 0.020000
Training Epoch: 11 [9472/45000]	Loss: 0.3720	LR: 0.020000
Training Epoch: 11 [9728/45000]	Loss: 0.3276	LR: 0.020000
Training Epoch: 11 [9984/45000]	Loss: 0.5131	LR: 0.020000
Training Epoch: 11 [10240/45000]	Loss: 0.3596	LR: 0.020000
Training Epoch: 11 [10496/45000]	Loss: 0.2950	LR: 0.020000
Training Epoch: 11 [10752/45000]	Loss: 0.4020	LR: 0.020000
Training Epoch: 11 [11008/45000]	Loss: 0.3191	LR: 0.020000
Training Epoch: 11 [11264/45000]	Loss: 0.3364	LR: 0.020000
Training Epoch: 11 [11520/45000]	Loss: 0.2648	LR: 0.020000
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Training Epoch: 11 [12032/45000]	Loss: 0.3818	LR: 0.020000
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Training Epoch: 11 [13056/45000]	Loss: 0.4173	LR: 0.020000
Training Epoch: 11 [13312/45000]	Loss: 0.3429	LR: 0.020000
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Training Epoch: 11 [13824/45000]	Loss: 0.3483	LR: 0.020000
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Training Epoch: 11 [15616/45000]	Loss: 0.3385	LR: 0.020000
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Training Epoch: 11 [16384/45000]	Loss: 0.4228	LR: 0.020000
Training Epoch: 11 [16640/45000]	Loss: 0.2651	LR: 0.020000
Training Epoch: 11 [16896/45000]	Loss: 0.4330	LR: 0.020000
Training Epoch: 11 [17152/45000]	Loss: 0.3367	LR: 0.020000
Training Epoch: 11 [17408/45000]	Loss: 0.4131	LR: 0.020000
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Training Epoch: 11 [19456/45000]	Loss: 0.3589	LR: 0.020000
Training Epoch: 11 [19712/45000]	Loss: 0.3190	LR: 0.020000
Training Epoch: 11 [19968/45000]	Loss: 0.5094	LR: 0.020000
Training Epoch: 11 [20224/45000]	Loss: 0.3602	LR: 0.020000
Training Epoch: 11 [20480/45000]	Loss: 0.3893	LR: 0.020000
Training Epoch: 11 [20736/45000]	Loss: 0.2946	LR: 0.020000
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Training Epoch: 11 [22016/45000]	Loss: 0.3233	LR: 0.020000
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Training Epoch: 11 [22528/45000]	Loss: 0.4061	LR: 0.020000
Training Epoch: 11 [22784/45000]	Loss: 0.3719	LR: 0.020000
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Training Epoch: 11 [27904/45000]	Loss: 0.4215	LR: 0.020000
Training Epoch: 11 [28160/45000]	Loss: 0.3667	LR: 0.020000
Training Epoch: 11 [28416/45000]	Loss: 0.3804	LR: 0.020000
Training Epoch: 11 [28672/45000]	Loss: 0.4135	LR: 0.020000
Training Epoch: 11 [28928/45000]	Loss: 0.3035	LR: 0.020000
Training Epoch: 11 [29184/45000]	Loss: 0.4315	LR: 0.020000
Training Epoch: 11 [29440/45000]	Loss: 0.3838	LR: 0.020000
Training Epoch: 11 [29696/45000]	Loss: 0.3379	LR: 0.020000
Training Epoch: 11 [29952/45000]	Loss: 0.3791	LR: 0.020000
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Training Epoch: 11 [30464/45000]	Loss: 0.3895	LR: 0.020000
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Training Epoch: 11 [36096/45000]	Loss: 0.3591	LR: 0.020000
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Training Epoch: 11 [37376/45000]	Loss: 0.3535	LR: 0.020000
Training Epoch: 11 [37632/45000]	Loss: 0.5315	LR: 0.020000
Training Epoch: 11 [37888/45000]	Loss: 0.2649	LR: 0.020000
Training Epoch: 11 [38144/45000]	Loss: 0.2957	LR: 0.020000
Training Epoch: 11 [38400/45000]	Loss: 0.3997	LR: 0.020000
Training Epoch: 11 [38656/45000]	Loss: 0.4043	LR: 0.020000
Training Epoch: 11 [38912/45000]	Loss: 0.5118	LR: 0.020000
Training Epoch: 11 [39168/45000]	Loss: 0.3178	LR: 0.020000
Training Epoch: 11 [39424/45000]	Loss: 0.3086	LR: 0.020000
Training Epoch: 11 [39680/45000]	Loss: 0.3648	LR: 0.020000
Training Epoch: 11 [39936/45000]	Loss: 0.4286	LR: 0.020000
Training Epoch: 11 [40192/45000]	Loss: 0.3462	LR: 0.020000
Training Epoch: 11 [40448/45000]	Loss: 0.4507	LR: 0.020000
Training Epoch: 11 [40704/45000]	Loss: 0.3416	LR: 0.020000
Training Epoch: 11 [40960/45000]	Loss: 0.4112	LR: 0.020000
Training Epoch: 11 [41216/45000]	Loss: 0.2809	LR: 0.020000
Training Epoch: 11 [41472/45000]	Loss: 0.3537	LR: 0.020000
Training Epoch: 11 [41728/45000]	Loss: 0.3258	LR: 0.020000
Training Epoch: 11 [41984/45000]	Loss: 0.4302	LR: 0.020000
Training Epoch: 11 [42240/45000]	Loss: 0.4262	LR: 0.020000
Training Epoch: 11 [42496/45000]	Loss: 0.4337	LR: 0.020000
Training Epoch: 11 [42752/45000]	Loss: 0.4412	LR: 0.020000
Training Epoch: 11 [43008/45000]	Loss: 0.3707	LR: 0.020000
Training Epoch: 11 [43264/45000]	Loss: 0.3565	LR: 0.020000
Training Epoch: 11 [43520/45000]	Loss: 0.3964	LR: 0.020000
Training Epoch: 11 [43776/45000]	Loss: 0.4845	LR: 0.020000
Training Epoch: 11 [44032/45000]	Loss: 0.3384	LR: 0.020000
Training Epoch: 11 [44288/45000]	Loss: 0.4073	LR: 0.020000
Training Epoch: 11 [44544/45000]	Loss: 0.3455	LR: 0.020000
Training Epoch: 11 [44800/45000]	Loss: 0.3216	LR: 0.020000
Training Epoch: 11 [45000/45000]	Loss: 0.4729	LR: 0.020000
Epoch 11 - Average Train Loss: 0.3805, Train Accuracy: 0.8666
Epoch 11 training time consumed: 39.01s
Evaluating Network.....
Test set: Epoch: 11, Average loss: 0.0017, Accuracy: 0.8580, Time consumed:1.36s
Training Epoch: 12 [256/45000]	Loss: 0.3155	LR: 0.004000
Training Epoch: 12 [512/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 12 [768/45000]	Loss: 0.4071	LR: 0.004000
Training Epoch: 12 [1024/45000]	Loss: 0.4640	LR: 0.004000
Training Epoch: 12 [1280/45000]	Loss: 0.2964	LR: 0.004000
Training Epoch: 12 [1536/45000]	Loss: 0.3436	LR: 0.004000
Training Epoch: 12 [1792/45000]	Loss: 0.3341	LR: 0.004000
Training Epoch: 12 [2048/45000]	Loss: 0.3517	LR: 0.004000
Training Epoch: 12 [2304/45000]	Loss: 0.4296	LR: 0.004000
Training Epoch: 12 [2560/45000]	Loss: 0.3980	LR: 0.004000
Training Epoch: 12 [2816/45000]	Loss: 0.3644	LR: 0.004000
Training Epoch: 12 [3072/45000]	Loss: 0.5191	LR: 0.004000
Training Epoch: 12 [3328/45000]	Loss: 0.3662	LR: 0.004000
Training Epoch: 12 [3584/45000]	Loss: 0.3840	LR: 0.004000
Training Epoch: 12 [3840/45000]	Loss: 0.3993	LR: 0.004000
Training Epoch: 12 [4096/45000]	Loss: 0.3398	LR: 0.004000
Training Epoch: 12 [4352/45000]	Loss: 0.3920	LR: 0.004000
Training Epoch: 12 [4608/45000]	Loss: 0.3372	LR: 0.004000
Training Epoch: 12 [4864/45000]	Loss: 0.3965	LR: 0.004000
Training Epoch: 12 [5120/45000]	Loss: 0.3148	LR: 0.004000
Training Epoch: 12 [5376/45000]	Loss: 0.2760	LR: 0.004000
Training Epoch: 12 [5632/45000]	Loss: 0.3510	LR: 0.004000
Training Epoch: 12 [5888/45000]	Loss: 0.3440	LR: 0.004000
Training Epoch: 12 [6144/45000]	Loss: 0.3383	LR: 0.004000
Training Epoch: 12 [6400/45000]	Loss: 0.3963	LR: 0.004000
Training Epoch: 12 [6656/45000]	Loss: 0.4021	LR: 0.004000
Training Epoch: 12 [6912/45000]	Loss: 0.3437	LR: 0.004000
Training Epoch: 12 [7168/45000]	Loss: 0.2636	LR: 0.004000
Training Epoch: 12 [7424/45000]	Loss: 0.3470	LR: 0.004000
Training Epoch: 12 [7680/45000]	Loss: 0.3787	LR: 0.004000
Training Epoch: 12 [7936/45000]	Loss: 0.3163	LR: 0.004000
Training Epoch: 12 [8192/45000]	Loss: 0.3095	LR: 0.004000
Training Epoch: 12 [8448/45000]	Loss: 0.2744	LR: 0.004000
Training Epoch: 12 [8704/45000]	Loss: 0.3784	LR: 0.004000
Training Epoch: 12 [8960/45000]	Loss: 0.2365	LR: 0.004000
Training Epoch: 12 [9216/45000]	Loss: 0.3853	LR: 0.004000
Training Epoch: 12 [9472/45000]	Loss: 0.3536	LR: 0.004000
Training Epoch: 12 [9728/45000]	Loss: 0.3216	LR: 0.004000
Training Epoch: 12 [9984/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 12 [10240/45000]	Loss: 0.3303	LR: 0.004000
Training Epoch: 12 [10496/45000]	Loss: 0.4092	LR: 0.004000
Training Epoch: 12 [10752/45000]	Loss: 0.3845	LR: 0.004000
Training Epoch: 12 [11008/45000]	Loss: 0.3261	LR: 0.004000
Training Epoch: 12 [11264/45000]	Loss: 0.2623	LR: 0.004000
Training Epoch: 12 [11520/45000]	Loss: 0.3794	LR: 0.004000
Training Epoch: 12 [11776/45000]	Loss: 0.3380	LR: 0.004000
Training Epoch: 12 [12032/45000]	Loss: 0.4665	LR: 0.004000
Training Epoch: 12 [12288/45000]	Loss: 0.2903	LR: 0.004000
Training Epoch: 12 [12544/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 12 [12800/45000]	Loss: 0.3908	LR: 0.004000
Training Epoch: 12 [13056/45000]	Loss: 0.3247	LR: 0.004000
Training Epoch: 12 [13312/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 12 [13568/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 12 [13824/45000]	Loss: 0.3487	LR: 0.004000
Training Epoch: 12 [14080/45000]	Loss: 0.3008	LR: 0.004000
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Training Epoch: 12 [14848/45000]	Loss: 0.2672	LR: 0.004000
Training Epoch: 12 [15104/45000]	Loss: 0.3280	LR: 0.004000
Training Epoch: 12 [15360/45000]	Loss: 0.2509	LR: 0.004000
Training Epoch: 12 [15616/45000]	Loss: 0.3354	LR: 0.004000
Training Epoch: 12 [15872/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 12 [16128/45000]	Loss: 0.3351	LR: 0.004000
Training Epoch: 12 [16384/45000]	Loss: 0.3446	LR: 0.004000
Training Epoch: 12 [16640/45000]	Loss: 0.3139	LR: 0.004000
Training Epoch: 12 [16896/45000]	Loss: 0.2656	LR: 0.004000
Training Epoch: 12 [17152/45000]	Loss: 0.3764	LR: 0.004000
Training Epoch: 12 [17408/45000]	Loss: 0.3785	LR: 0.004000
Training Epoch: 12 [17664/45000]	Loss: 0.3862	LR: 0.004000
Training Epoch: 12 [17920/45000]	Loss: 0.4117	LR: 0.004000
Training Epoch: 12 [18176/45000]	Loss: 0.3048	LR: 0.004000
Training Epoch: 12 [18432/45000]	Loss: 0.3993	LR: 0.004000
Training Epoch: 12 [18688/45000]	Loss: 0.2953	LR: 0.004000
Training Epoch: 12 [18944/45000]	Loss: 0.2615	LR: 0.004000
Training Epoch: 12 [19200/45000]	Loss: 0.3361	LR: 0.004000
Training Epoch: 12 [19456/45000]	Loss: 0.3179	LR: 0.004000
Training Epoch: 12 [19712/45000]	Loss: 0.2745	LR: 0.004000
Training Epoch: 12 [19968/45000]	Loss: 0.3590	LR: 0.004000
Training Epoch: 12 [20224/45000]	Loss: 0.3204	LR: 0.004000
Training Epoch: 12 [20480/45000]	Loss: 0.3186	LR: 0.004000
Training Epoch: 12 [20736/45000]	Loss: 0.3171	LR: 0.004000
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Training Epoch: 12 [41216/45000]	Loss: 0.3586	LR: 0.004000
Training Epoch: 12 [41472/45000]	Loss: 0.3382	LR: 0.004000
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Training Epoch: 12 [42496/45000]	Loss: 0.2464	LR: 0.004000
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Training Epoch: 12 [43264/45000]	Loss: 0.3328	LR: 0.004000
Training Epoch: 12 [43520/45000]	Loss: 0.3289	LR: 0.004000
Training Epoch: 12 [43776/45000]	Loss: 0.2697	LR: 0.004000
Training Epoch: 12 [44032/45000]	Loss: 0.2778	LR: 0.004000
Training Epoch: 12 [44288/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 12 [44544/45000]	Loss: 0.2966	LR: 0.004000
Training Epoch: 12 [44800/45000]	Loss: 0.2763	LR: 0.004000
Training Epoch: 12 [45000/45000]	Loss: 0.3546	LR: 0.004000
Epoch 12 - Average Train Loss: 0.3308, Train Accuracy: 0.8841
Epoch 12 training time consumed: 38.96s
Evaluating Network.....
Test set: Epoch: 12, Average loss: 0.0014, Accuracy: 0.8785, Time consumed:1.38s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-12-best.pth
Training Epoch: 13 [256/45000]	Loss: 0.2852	LR: 0.004000
Training Epoch: 13 [512/45000]	Loss: 0.3425	LR: 0.004000
Training Epoch: 13 [768/45000]	Loss: 0.3651	LR: 0.004000
Training Epoch: 13 [1024/45000]	Loss: 0.3976	LR: 0.004000
Training Epoch: 13 [1280/45000]	Loss: 0.2909	LR: 0.004000
Training Epoch: 13 [1536/45000]	Loss: 0.3093	LR: 0.004000
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Training Epoch: 13 [42496/45000]	Loss: 0.3387	LR: 0.004000
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Training Epoch: 13 [43520/45000]	Loss: 0.2717	LR: 0.004000
Training Epoch: 13 [43776/45000]	Loss: 0.2695	LR: 0.004000
Training Epoch: 13 [44032/45000]	Loss: 0.2478	LR: 0.004000
Training Epoch: 13 [44288/45000]	Loss: 0.3531	LR: 0.004000
Training Epoch: 13 [44544/45000]	Loss: 0.3168	LR: 0.004000
Training Epoch: 13 [44800/45000]	Loss: 0.3042	LR: 0.004000
Training Epoch: 13 [45000/45000]	Loss: 0.2733	LR: 0.004000
Epoch 13 - Average Train Loss: 0.3156, Train Accuracy: 0.8889
Epoch 13 training time consumed: 38.93s
Evaluating Network.....
Test set: Epoch: 13, Average loss: 0.0014, Accuracy: 0.8791, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-13-best.pth
Training Epoch: 14 [256/45000]	Loss: 0.3074	LR: 0.004000
Training Epoch: 14 [512/45000]	Loss: 0.3498	LR: 0.004000
Training Epoch: 14 [768/45000]	Loss: 0.2901	LR: 0.004000
Training Epoch: 14 [1024/45000]	Loss: 0.2381	LR: 0.004000
Training Epoch: 14 [1280/45000]	Loss: 0.2872	LR: 0.004000
Training Epoch: 14 [1536/45000]	Loss: 0.3337	LR: 0.004000
Training Epoch: 14 [1792/45000]	Loss: 0.2792	LR: 0.004000
Training Epoch: 14 [2048/45000]	Loss: 0.2444	LR: 0.004000
Training Epoch: 14 [2304/45000]	Loss: 0.2716	LR: 0.004000
Training Epoch: 14 [2560/45000]	Loss: 0.2928	LR: 0.004000
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Training Epoch: 14 [44800/45000]	Loss: 0.2823	LR: 0.004000
Training Epoch: 14 [45000/45000]	Loss: 0.3520	LR: 0.004000
Epoch 14 - Average Train Loss: 0.3074, Train Accuracy: 0.8926
Epoch 14 training time consumed: 39.11s
Evaluating Network.....
Test set: Epoch: 14, Average loss: 0.0014, Accuracy: 0.8794, Time consumed:1.37s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-14-best.pth
Training Epoch: 15 [256/45000]	Loss: 0.2899	LR: 0.004000
Training Epoch: 15 [512/45000]	Loss: 0.3499	LR: 0.004000
Training Epoch: 15 [768/45000]	Loss: 0.3697	LR: 0.004000
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Training Epoch: 15 [1280/45000]	Loss: 0.2712	LR: 0.004000
Training Epoch: 15 [1536/45000]	Loss: 0.3164	LR: 0.004000
Training Epoch: 15 [1792/45000]	Loss: 0.2718	LR: 0.004000
Training Epoch: 15 [2048/45000]	Loss: 0.3056	LR: 0.004000
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Training Epoch: 15 [2560/45000]	Loss: 0.3482	LR: 0.004000
Training Epoch: 15 [2816/45000]	Loss: 0.3146	LR: 0.004000
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Training Epoch: 15 [30464/45000]	Loss: 0.3588	LR: 0.004000
Training Epoch: 15 [30720/45000]	Loss: 0.2562	LR: 0.004000
Training Epoch: 15 [30976/45000]	Loss: 0.3167	LR: 0.004000
Training Epoch: 15 [31232/45000]	Loss: 0.3607	LR: 0.004000
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Training Epoch: 15 [37376/45000]	Loss: 0.3047	LR: 0.004000
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Training Epoch: 15 [37888/45000]	Loss: 0.2937	LR: 0.004000
Training Epoch: 15 [38144/45000]	Loss: 0.3108	LR: 0.004000
Training Epoch: 15 [38400/45000]	Loss: 0.2866	LR: 0.004000
Training Epoch: 15 [38656/45000]	Loss: 0.3390	LR: 0.004000
Training Epoch: 15 [38912/45000]	Loss: 0.3056	LR: 0.004000
Training Epoch: 15 [39168/45000]	Loss: 0.2395	LR: 0.004000
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Training Epoch: 15 [40192/45000]	Loss: 0.2833	LR: 0.004000
Training Epoch: 15 [40448/45000]	Loss: 0.3362	LR: 0.004000
Training Epoch: 15 [40704/45000]	Loss: 0.3234	LR: 0.004000
Training Epoch: 15 [40960/45000]	Loss: 0.3034	LR: 0.004000
Training Epoch: 15 [41216/45000]	Loss: 0.3045	LR: 0.004000
Training Epoch: 15 [41472/45000]	Loss: 0.3088	LR: 0.004000
Training Epoch: 15 [41728/45000]	Loss: 0.3605	LR: 0.004000
Training Epoch: 15 [41984/45000]	Loss: 0.3000	LR: 0.004000
Training Epoch: 15 [42240/45000]	Loss: 0.2770	LR: 0.004000
Training Epoch: 15 [42496/45000]	Loss: 0.2407	LR: 0.004000
Training Epoch: 15 [42752/45000]	Loss: 0.2415	LR: 0.004000
Training Epoch: 15 [43008/45000]	Loss: 0.3058	LR: 0.004000
Training Epoch: 15 [43264/45000]	Loss: 0.2815	LR: 0.004000
Training Epoch: 15 [43520/45000]	Loss: 0.2922	LR: 0.004000
Training Epoch: 15 [43776/45000]	Loss: 0.2642	LR: 0.004000
Training Epoch: 15 [44032/45000]	Loss: 0.2982	LR: 0.004000
Training Epoch: 15 [44288/45000]	Loss: 0.3417	LR: 0.004000
Training Epoch: 15 [44544/45000]	Loss: 0.2801	LR: 0.004000
Training Epoch: 15 [44800/45000]	Loss: 0.2868	LR: 0.004000
Training Epoch: 15 [45000/45000]	Loss: 0.3324	LR: 0.004000
Epoch 15 - Average Train Loss: 0.2979, Train Accuracy: 0.8970
Epoch 15 training time consumed: 39.05s
Evaluating Network.....
Test set: Epoch: 15, Average loss: 0.0014, Accuracy: 0.8820, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-15-best.pth
Training Epoch: 16 [256/45000]	Loss: 0.2711	LR: 0.000800
Training Epoch: 16 [512/45000]	Loss: 0.2718	LR: 0.000800
Training Epoch: 16 [768/45000]	Loss: 0.2723	LR: 0.000800
Training Epoch: 16 [1024/45000]	Loss: 0.2902	LR: 0.000800
Training Epoch: 16 [1280/45000]	Loss: 0.3475	LR: 0.000800
Training Epoch: 16 [1536/45000]	Loss: 0.2961	LR: 0.000800
Training Epoch: 16 [1792/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 16 [2048/45000]	Loss: 0.3167	LR: 0.000800
Training Epoch: 16 [2304/45000]	Loss: 0.4421	LR: 0.000800
Training Epoch: 16 [2560/45000]	Loss: 0.2673	LR: 0.000800
Training Epoch: 16 [2816/45000]	Loss: 0.2238	LR: 0.000800
Training Epoch: 16 [3072/45000]	Loss: 0.2336	LR: 0.000800
Training Epoch: 16 [3328/45000]	Loss: 0.2812	LR: 0.000800
Training Epoch: 16 [3584/45000]	Loss: 0.3176	LR: 0.000800
Training Epoch: 16 [3840/45000]	Loss: 0.3832	LR: 0.000800
Training Epoch: 16 [4096/45000]	Loss: 0.2696	LR: 0.000800
Training Epoch: 16 [4352/45000]	Loss: 0.3348	LR: 0.000800
Training Epoch: 16 [4608/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 16 [4864/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 16 [5120/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 16 [5376/45000]	Loss: 0.3164	LR: 0.000800
Training Epoch: 16 [5632/45000]	Loss: 0.3121	LR: 0.000800
Training Epoch: 16 [5888/45000]	Loss: 0.2436	LR: 0.000800
Training Epoch: 16 [6144/45000]	Loss: 0.2341	LR: 0.000800
Training Epoch: 16 [6400/45000]	Loss: 0.3174	LR: 0.000800
Training Epoch: 16 [6656/45000]	Loss: 0.2542	LR: 0.000800
Training Epoch: 16 [6912/45000]	Loss: 0.2988	LR: 0.000800
Training Epoch: 16 [7168/45000]	Loss: 0.3677	LR: 0.000800
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Training Epoch: 16 [7680/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 16 [7936/45000]	Loss: 0.2197	LR: 0.000800
Training Epoch: 16 [8192/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 16 [8448/45000]	Loss: 0.3066	LR: 0.000800
Training Epoch: 16 [8704/45000]	Loss: 0.2885	LR: 0.000800
Training Epoch: 16 [8960/45000]	Loss: 0.3394	LR: 0.000800
Training Epoch: 16 [9216/45000]	Loss: 0.2191	LR: 0.000800
Training Epoch: 16 [9472/45000]	Loss: 0.2516	LR: 0.000800
Training Epoch: 16 [9728/45000]	Loss: 0.2612	LR: 0.000800
Training Epoch: 16 [9984/45000]	Loss: 0.2623	LR: 0.000800
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Training Epoch: 16 [11008/45000]	Loss: 0.3520	LR: 0.000800
Training Epoch: 16 [11264/45000]	Loss: 0.2837	LR: 0.000800
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Training Epoch: 16 [26368/45000]	Loss: 0.2985	LR: 0.000800
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Training Epoch: 16 [26880/45000]	Loss: 0.2658	LR: 0.000800
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Training Epoch: 16 [27904/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 16 [28160/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 16 [28416/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 16 [28672/45000]	Loss: 0.3211	LR: 0.000800
Training Epoch: 16 [28928/45000]	Loss: 0.2458	LR: 0.000800
Training Epoch: 16 [29184/45000]	Loss: 0.3147	LR: 0.000800
Training Epoch: 16 [29440/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 16 [29696/45000]	Loss: 0.2019	LR: 0.000800
Training Epoch: 16 [29952/45000]	Loss: 0.2434	LR: 0.000800
Training Epoch: 16 [30208/45000]	Loss: 0.2716	LR: 0.000800
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Training Epoch: 16 [36096/45000]	Loss: 0.3144	LR: 0.000800
Training Epoch: 16 [36352/45000]	Loss: 0.3687	LR: 0.000800
Training Epoch: 16 [36608/45000]	Loss: 0.2200	LR: 0.000800
Training Epoch: 16 [36864/45000]	Loss: 0.2453	LR: 0.000800
Training Epoch: 16 [37120/45000]	Loss: 0.2046	LR: 0.000800
Training Epoch: 16 [37376/45000]	Loss: 0.2972	LR: 0.000800
Training Epoch: 16 [37632/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 16 [37888/45000]	Loss: 0.3458	LR: 0.000800
Training Epoch: 16 [38144/45000]	Loss: 0.3166	LR: 0.000800
Training Epoch: 16 [38400/45000]	Loss: 0.3184	LR: 0.000800
Training Epoch: 16 [38656/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 16 [38912/45000]	Loss: 0.3290	LR: 0.000800
Training Epoch: 16 [39168/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 16 [39424/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 16 [39680/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 16 [39936/45000]	Loss: 0.2114	LR: 0.000800
Training Epoch: 16 [40192/45000]	Loss: 0.3477	LR: 0.000800
Training Epoch: 16 [40448/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 16 [40704/45000]	Loss: 0.3304	LR: 0.000800
Training Epoch: 16 [40960/45000]	Loss: 0.2802	LR: 0.000800
Training Epoch: 16 [41216/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 16 [41472/45000]	Loss: 0.2249	LR: 0.000800
Training Epoch: 16 [41728/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 16 [41984/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 16 [42240/45000]	Loss: 0.2096	LR: 0.000800
Training Epoch: 16 [42496/45000]	Loss: 0.3191	LR: 0.000800
Training Epoch: 16 [42752/45000]	Loss: 0.3041	LR: 0.000800
Training Epoch: 16 [43008/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 16 [43264/45000]	Loss: 0.2632	LR: 0.000800
Training Epoch: 16 [43520/45000]	Loss: 0.2785	LR: 0.000800
Training Epoch: 16 [43776/45000]	Loss: 0.2513	LR: 0.000800
Training Epoch: 16 [44032/45000]	Loss: 0.3847	LR: 0.000800
Training Epoch: 16 [44288/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 16 [44544/45000]	Loss: 0.3464	LR: 0.000800
Training Epoch: 16 [44800/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 16 [45000/45000]	Loss: 0.2925	LR: 0.000800
Epoch 16 - Average Train Loss: 0.2862, Train Accuracy: 0.9000
Epoch 16 training time consumed: 38.97s
Evaluating Network.....
Test set: Epoch: 16, Average loss: 0.0013, Accuracy: 0.8848, Time consumed:1.36s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-16-best.pth
Training Epoch: 17 [256/45000]	Loss: 0.3387	LR: 0.000800
Training Epoch: 17 [512/45000]	Loss: 0.3149	LR: 0.000800
Training Epoch: 17 [768/45000]	Loss: 0.2732	LR: 0.000800
Training Epoch: 17 [1024/45000]	Loss: 0.2697	LR: 0.000800
Training Epoch: 17 [1280/45000]	Loss: 0.4220	LR: 0.000800
Training Epoch: 17 [1536/45000]	Loss: 0.3320	LR: 0.000800
Training Epoch: 17 [1792/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 17 [2048/45000]	Loss: 0.2517	LR: 0.000800
Training Epoch: 17 [2304/45000]	Loss: 0.2362	LR: 0.000800
Training Epoch: 17 [2560/45000]	Loss: 0.2898	LR: 0.000800
Training Epoch: 17 [2816/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 17 [3072/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 17 [3328/45000]	Loss: 0.3107	LR: 0.000800
Training Epoch: 17 [3584/45000]	Loss: 0.2484	LR: 0.000800
Training Epoch: 17 [3840/45000]	Loss: 0.2727	LR: 0.000800
Training Epoch: 17 [4096/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 17 [4352/45000]	Loss: 0.3252	LR: 0.000800
Training Epoch: 17 [4608/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 17 [4864/45000]	Loss: 0.2875	LR: 0.000800
Training Epoch: 17 [5120/45000]	Loss: 0.3270	LR: 0.000800
Training Epoch: 17 [5376/45000]	Loss: 0.2970	LR: 0.000800
Training Epoch: 17 [5632/45000]	Loss: 0.3327	LR: 0.000800
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Training Epoch: 17 [10496/45000]	Loss: 0.2493	LR: 0.000800
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Training Epoch: 17 [11008/45000]	Loss: 0.2428	LR: 0.000800
Training Epoch: 17 [11264/45000]	Loss: 0.3513	LR: 0.000800
Training Epoch: 17 [11520/45000]	Loss: 0.3254	LR: 0.000800
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Training Epoch: 17 [12032/45000]	Loss: 0.2149	LR: 0.000800
Training Epoch: 17 [12288/45000]	Loss: 0.3143	LR: 0.000800
Training Epoch: 17 [12544/45000]	Loss: 0.2901	LR: 0.000800
Training Epoch: 17 [12800/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 17 [13056/45000]	Loss: 0.1926	LR: 0.000800
Training Epoch: 17 [13312/45000]	Loss: 0.1940	LR: 0.000800
Training Epoch: 17 [13568/45000]	Loss: 0.2766	LR: 0.000800
Training Epoch: 17 [13824/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 17 [14080/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 17 [14336/45000]	Loss: 0.2903	LR: 0.000800
Training Epoch: 17 [14592/45000]	Loss: 0.2730	LR: 0.000800
Training Epoch: 17 [14848/45000]	Loss: 0.2317	LR: 0.000800
Training Epoch: 17 [15104/45000]	Loss: 0.3531	LR: 0.000800
Training Epoch: 17 [15360/45000]	Loss: 0.3443	LR: 0.000800
Training Epoch: 17 [15616/45000]	Loss: 0.2734	LR: 0.000800
Training Epoch: 17 [15872/45000]	Loss: 0.2282	LR: 0.000800
Training Epoch: 17 [16128/45000]	Loss: 0.2346	LR: 0.000800
Training Epoch: 17 [16384/45000]	Loss: 0.3072	LR: 0.000800
Training Epoch: 17 [16640/45000]	Loss: 0.2601	LR: 0.000800
Training Epoch: 17 [16896/45000]	Loss: 0.2577	LR: 0.000800
Training Epoch: 17 [17152/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 17 [17408/45000]	Loss: 0.3947	LR: 0.000800
Training Epoch: 17 [17664/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 17 [17920/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 17 [18176/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 17 [18432/45000]	Loss: 0.2664	LR: 0.000800
Training Epoch: 17 [18688/45000]	Loss: 0.3722	LR: 0.000800
Training Epoch: 17 [18944/45000]	Loss: 0.2435	LR: 0.000800
Training Epoch: 17 [19200/45000]	Loss: 0.2707	LR: 0.000800
Training Epoch: 17 [19456/45000]	Loss: 0.2733	LR: 0.000800
Training Epoch: 17 [19712/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 17 [19968/45000]	Loss: 0.2497	LR: 0.000800
Training Epoch: 17 [20224/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 17 [20480/45000]	Loss: 0.2108	LR: 0.000800
Training Epoch: 17 [20736/45000]	Loss: 0.3505	LR: 0.000800
Training Epoch: 17 [20992/45000]	Loss: 0.1928	LR: 0.000800
Training Epoch: 17 [21248/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 17 [21504/45000]	Loss: 0.2327	LR: 0.000800
Training Epoch: 17 [21760/45000]	Loss: 0.3140	LR: 0.000800
Training Epoch: 17 [22016/45000]	Loss: 0.2947	LR: 0.000800
Training Epoch: 17 [22272/45000]	Loss: 0.1931	LR: 0.000800
Training Epoch: 17 [22528/45000]	Loss: 0.3566	LR: 0.000800
Training Epoch: 17 [22784/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 17 [23040/45000]	Loss: 0.3303	LR: 0.000800
Training Epoch: 17 [23296/45000]	Loss: 0.3133	LR: 0.000800
Training Epoch: 17 [23552/45000]	Loss: 0.3495	LR: 0.000800
Training Epoch: 17 [23808/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 17 [24064/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 17 [24320/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 17 [24576/45000]	Loss: 0.2589	LR: 0.000800
Training Epoch: 17 [24832/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 17 [25088/45000]	Loss: 0.2373	LR: 0.000800
Training Epoch: 17 [25344/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 17 [25600/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 17 [25856/45000]	Loss: 0.2983	LR: 0.000800
Training Epoch: 17 [26112/45000]	Loss: 0.2523	LR: 0.000800
Training Epoch: 17 [26368/45000]	Loss: 0.3269	LR: 0.000800
Training Epoch: 17 [26624/45000]	Loss: 0.2226	LR: 0.000800
Training Epoch: 17 [26880/45000]	Loss: 0.3408	LR: 0.000800
Training Epoch: 17 [27136/45000]	Loss: 0.2186	LR: 0.000800
Training Epoch: 17 [27392/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 17 [27648/45000]	Loss: 0.2460	LR: 0.000800
Training Epoch: 17 [27904/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 17 [28160/45000]	Loss: 0.2778	LR: 0.000800
Training Epoch: 17 [28416/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 17 [28672/45000]	Loss: 0.2928	LR: 0.000800
Training Epoch: 17 [28928/45000]	Loss: 0.2477	LR: 0.000800
Training Epoch: 17 [29184/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 17 [29440/45000]	Loss: 0.1941	LR: 0.000800
Training Epoch: 17 [29696/45000]	Loss: 0.3761	LR: 0.000800
Training Epoch: 17 [29952/45000]	Loss: 0.2811	LR: 0.000800
Training Epoch: 17 [30208/45000]	Loss: 0.2799	LR: 0.000800
Training Epoch: 17 [30464/45000]	Loss: 0.2092	LR: 0.000800
Training Epoch: 17 [30720/45000]	Loss: 0.3239	LR: 0.000800
Training Epoch: 17 [30976/45000]	Loss: 0.3916	LR: 0.000800
Training Epoch: 17 [31232/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 17 [31488/45000]	Loss: 0.2380	LR: 0.000800
Training Epoch: 17 [31744/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 17 [32000/45000]	Loss: 0.1700	LR: 0.000800
Training Epoch: 17 [32256/45000]	Loss: 0.2143	LR: 0.000800
Training Epoch: 17 [32512/45000]	Loss: 0.3004	LR: 0.000800
Training Epoch: 17 [32768/45000]	Loss: 0.3249	LR: 0.000800
Training Epoch: 17 [33024/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 17 [33280/45000]	Loss: 0.2859	LR: 0.000800
Training Epoch: 17 [33536/45000]	Loss: 0.3036	LR: 0.000800
Training Epoch: 17 [33792/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 17 [34048/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 17 [34304/45000]	Loss: 0.2815	LR: 0.000800
Training Epoch: 17 [34560/45000]	Loss: 0.3397	LR: 0.000800
Training Epoch: 17 [34816/45000]	Loss: 0.3943	LR: 0.000800
Training Epoch: 17 [35072/45000]	Loss: 0.2876	LR: 0.000800
Training Epoch: 17 [35328/45000]	Loss: 0.2370	LR: 0.000800
Training Epoch: 17 [35584/45000]	Loss: 0.2633	LR: 0.000800
Training Epoch: 17 [35840/45000]	Loss: 0.3095	LR: 0.000800
Training Epoch: 17 [36096/45000]	Loss: 0.2998	LR: 0.000800
Training Epoch: 17 [36352/45000]	Loss: 0.2904	LR: 0.000800
Training Epoch: 17 [36608/45000]	Loss: 0.3582	LR: 0.000800
Training Epoch: 17 [36864/45000]	Loss: 0.3006	LR: 0.000800
Training Epoch: 17 [37120/45000]	Loss: 0.2233	LR: 0.000800
Training Epoch: 17 [37376/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 17 [37632/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 17 [37888/45000]	Loss: 0.3009	LR: 0.000800
Training Epoch: 17 [38144/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 17 [38400/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 17 [38656/45000]	Loss: 0.2437	LR: 0.000800
Training Epoch: 17 [38912/45000]	Loss: 0.2021	LR: 0.000800
Training Epoch: 17 [39168/45000]	Loss: 0.3474	LR: 0.000800
Training Epoch: 17 [39424/45000]	Loss: 0.2792	LR: 0.000800
Training Epoch: 17 [39680/45000]	Loss: 0.2444	LR: 0.000800
Training Epoch: 17 [39936/45000]	Loss: 0.2895	LR: 0.000800
Training Epoch: 17 [40192/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 17 [40448/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 17 [40704/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 17 [40960/45000]	Loss: 0.2740	LR: 0.000800
Training Epoch: 17 [41216/45000]	Loss: 0.2065	LR: 0.000800
Training Epoch: 17 [41472/45000]	Loss: 0.2857	LR: 0.000800
Training Epoch: 17 [41728/45000]	Loss: 0.3459	LR: 0.000800
Training Epoch: 17 [41984/45000]	Loss: 0.2754	LR: 0.000800
Training Epoch: 17 [42240/45000]	Loss: 0.4055	LR: 0.000800
Training Epoch: 17 [42496/45000]	Loss: 0.2413	LR: 0.000800
Training Epoch: 17 [42752/45000]	Loss: 0.3341	LR: 0.000800
Training Epoch: 17 [43008/45000]	Loss: 0.2479	LR: 0.000800
Training Epoch: 17 [43264/45000]	Loss: 0.3137	LR: 0.000800
Training Epoch: 17 [43520/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 17 [43776/45000]	Loss: 0.2143	LR: 0.000800
Training Epoch: 17 [44032/45000]	Loss: 0.2510	LR: 0.000800
Training Epoch: 17 [44288/45000]	Loss: 0.2871	LR: 0.000800
Training Epoch: 17 [44544/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 17 [44800/45000]	Loss: 0.2793	LR: 0.000800
Training Epoch: 17 [45000/45000]	Loss: 0.3306	LR: 0.000800
Epoch 17 - Average Train Loss: 0.2849, Train Accuracy: 0.8992
Epoch 17 training time consumed: 39.11s
Evaluating Network.....
Test set: Epoch: 17, Average loss: 0.0014, Accuracy: 0.8847, Time consumed:1.37s
Training Epoch: 18 [256/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 18 [512/45000]	Loss: 0.2495	LR: 0.000800
Training Epoch: 18 [768/45000]	Loss: 0.3212	LR: 0.000800
Training Epoch: 18 [1024/45000]	Loss: 0.2433	LR: 0.000800
Training Epoch: 18 [1280/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 18 [1536/45000]	Loss: 0.3231	LR: 0.000800
Training Epoch: 18 [1792/45000]	Loss: 0.3253	LR: 0.000800
Training Epoch: 18 [2048/45000]	Loss: 0.3203	LR: 0.000800
Training Epoch: 18 [2304/45000]	Loss: 0.3220	LR: 0.000800
Training Epoch: 18 [2560/45000]	Loss: 0.3097	LR: 0.000800
Training Epoch: 18 [2816/45000]	Loss: 0.2761	LR: 0.000800
Training Epoch: 18 [3072/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 18 [3328/45000]	Loss: 0.2514	LR: 0.000800
Training Epoch: 18 [3584/45000]	Loss: 0.3989	LR: 0.000800
Training Epoch: 18 [3840/45000]	Loss: 0.2883	LR: 0.000800
Training Epoch: 18 [4096/45000]	Loss: 0.2641	LR: 0.000800
Training Epoch: 18 [4352/45000]	Loss: 0.2602	LR: 0.000800
Training Epoch: 18 [4608/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 18 [4864/45000]	Loss: 0.2665	LR: 0.000800
Training Epoch: 18 [5120/45000]	Loss: 0.2978	LR: 0.000800
Training Epoch: 18 [5376/45000]	Loss: 0.2642	LR: 0.000800
Training Epoch: 18 [5632/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 18 [5888/45000]	Loss: 0.2354	LR: 0.000800
Training Epoch: 18 [6144/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 18 [6400/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 18 [6656/45000]	Loss: 0.3131	LR: 0.000800
Training Epoch: 18 [6912/45000]	Loss: 0.3096	LR: 0.000800
Training Epoch: 18 [7168/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 18 [7424/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 18 [7680/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 18 [7936/45000]	Loss: 0.2419	LR: 0.000800
Training Epoch: 18 [8192/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 18 [8448/45000]	Loss: 0.2293	LR: 0.000800
Training Epoch: 18 [8704/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 18 [8960/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 18 [9216/45000]	Loss: 0.2671	LR: 0.000800
Training Epoch: 18 [9472/45000]	Loss: 0.2481	LR: 0.000800
Training Epoch: 18 [9728/45000]	Loss: 0.3047	LR: 0.000800
Training Epoch: 18 [9984/45000]	Loss: 0.3547	LR: 0.000800
Training Epoch: 18 [10240/45000]	Loss: 0.2992	LR: 0.000800
Training Epoch: 18 [10496/45000]	Loss: 0.2475	LR: 0.000800
Training Epoch: 18 [10752/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 18 [11008/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 18 [11264/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 18 [11520/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 18 [11776/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 18 [12032/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 18 [12288/45000]	Loss: 0.2841	LR: 0.000800
Training Epoch: 18 [12544/45000]	Loss: 0.3273	LR: 0.000800
Training Epoch: 18 [12800/45000]	Loss: 0.2133	LR: 0.000800
Training Epoch: 18 [13056/45000]	Loss: 0.2549	LR: 0.000800
Training Epoch: 18 [13312/45000]	Loss: 0.1922	LR: 0.000800
Training Epoch: 18 [13568/45000]	Loss: 0.2845	LR: 0.000800
Training Epoch: 18 [13824/45000]	Loss: 0.3051	LR: 0.000800
Training Epoch: 18 [14080/45000]	Loss: 0.3230	LR: 0.000800
Training Epoch: 18 [14336/45000]	Loss: 0.2528	LR: 0.000800
Training Epoch: 18 [14592/45000]	Loss: 0.3488	LR: 0.000800
Training Epoch: 18 [14848/45000]	Loss: 0.3692	LR: 0.000800
Training Epoch: 18 [15104/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 18 [15360/45000]	Loss: 0.3115	LR: 0.000800
Training Epoch: 18 [15616/45000]	Loss: 0.2660	LR: 0.000800
Training Epoch: 18 [15872/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 18 [16128/45000]	Loss: 0.2987	LR: 0.000800
Training Epoch: 18 [16384/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 18 [16640/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 18 [16896/45000]	Loss: 0.1855	LR: 0.000800
Training Epoch: 18 [17152/45000]	Loss: 0.2627	LR: 0.000800
Training Epoch: 18 [17408/45000]	Loss: 0.2503	LR: 0.000800
Training Epoch: 18 [17664/45000]	Loss: 0.2039	LR: 0.000800
Training Epoch: 18 [17920/45000]	Loss: 0.3126	LR: 0.000800
Training Epoch: 18 [18176/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 18 [18432/45000]	Loss: 0.2548	LR: 0.000800
Training Epoch: 18 [18688/45000]	Loss: 0.2067	LR: 0.000800
Training Epoch: 18 [18944/45000]	Loss: 0.2946	LR: 0.000800
Training Epoch: 18 [19200/45000]	Loss: 0.4245	LR: 0.000800
Training Epoch: 18 [19456/45000]	Loss: 0.2638	LR: 0.000800
Training Epoch: 18 [19712/45000]	Loss: 0.2535	LR: 0.000800
Training Epoch: 18 [19968/45000]	Loss: 0.2816	LR: 0.000800
Training Epoch: 18 [20224/45000]	Loss: 0.2585	LR: 0.000800
Training Epoch: 18 [20480/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 18 [20736/45000]	Loss: 0.3555	LR: 0.000800
Training Epoch: 18 [20992/45000]	Loss: 0.2544	LR: 0.000800
Training Epoch: 18 [21248/45000]	Loss: 0.3060	LR: 0.000800
Training Epoch: 18 [21504/45000]	Loss: 0.3025	LR: 0.000800
Training Epoch: 18 [21760/45000]	Loss: 0.2114	LR: 0.000800
Training Epoch: 18 [22016/45000]	Loss: 0.2167	LR: 0.000800
Training Epoch: 18 [22272/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 18 [22528/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 18 [22784/45000]	Loss: 0.3100	LR: 0.000800
Training Epoch: 18 [23040/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 18 [23296/45000]	Loss: 0.3732	LR: 0.000800
Training Epoch: 18 [23552/45000]	Loss: 0.2403	LR: 0.000800
Training Epoch: 18 [23808/45000]	Loss: 0.2354	LR: 0.000800
Training Epoch: 18 [24064/45000]	Loss: 0.3755	LR: 0.000800
Training Epoch: 18 [24320/45000]	Loss: 0.2823	LR: 0.000800
Training Epoch: 18 [24576/45000]	Loss: 0.3114	LR: 0.000800
Training Epoch: 18 [24832/45000]	Loss: 0.2551	LR: 0.000800
Training Epoch: 18 [25088/45000]	Loss: 0.2512	LR: 0.000800
Training Epoch: 18 [25344/45000]	Loss: 0.2828	LR: 0.000800
Training Epoch: 18 [25600/45000]	Loss: 0.2507	LR: 0.000800
Training Epoch: 18 [25856/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 18 [26112/45000]	Loss: 0.2704	LR: 0.000800
Training Epoch: 18 [26368/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 18 [26624/45000]	Loss: 0.3601	LR: 0.000800
Training Epoch: 18 [26880/45000]	Loss: 0.2914	LR: 0.000800
Training Epoch: 18 [27136/45000]	Loss: 0.2963	LR: 0.000800
Training Epoch: 18 [27392/45000]	Loss: 0.3043	LR: 0.000800
Training Epoch: 18 [27648/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 18 [27904/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 18 [28160/45000]	Loss: 0.2145	LR: 0.000800
Training Epoch: 18 [28416/45000]	Loss: 0.2856	LR: 0.000800
Training Epoch: 18 [28672/45000]	Loss: 0.3613	LR: 0.000800
Training Epoch: 18 [28928/45000]	Loss: 0.2770	LR: 0.000800
Training Epoch: 18 [29184/45000]	Loss: 0.2144	LR: 0.000800
Training Epoch: 18 [29440/45000]	Loss: 0.2587	LR: 0.000800
Training Epoch: 18 [29696/45000]	Loss: 0.3077	LR: 0.000800
Training Epoch: 18 [29952/45000]	Loss: 0.3379	LR: 0.000800
Training Epoch: 18 [30208/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 18 [30464/45000]	Loss: 0.2890	LR: 0.000800
Training Epoch: 18 [30720/45000]	Loss: 0.3528	LR: 0.000800
Training Epoch: 18 [30976/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 18 [31232/45000]	Loss: 0.3155	LR: 0.000800
Training Epoch: 18 [31488/45000]	Loss: 0.2782	LR: 0.000800
Training Epoch: 18 [31744/45000]	Loss: 0.2597	LR: 0.000800
Training Epoch: 18 [32000/45000]	Loss: 0.2853	LR: 0.000800
Training Epoch: 18 [32256/45000]	Loss: 0.2927	LR: 0.000800
Training Epoch: 18 [32512/45000]	Loss: 0.2744	LR: 0.000800
Training Epoch: 18 [32768/45000]	Loss: 0.2855	LR: 0.000800
Training Epoch: 18 [33024/45000]	Loss: 0.3574	LR: 0.000800
Training Epoch: 18 [33280/45000]	Loss: 0.2162	LR: 0.000800
Training Epoch: 18 [33536/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 18 [33792/45000]	Loss: 0.3224	LR: 0.000800
Training Epoch: 18 [34048/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 18 [34304/45000]	Loss: 0.2917	LR: 0.000800
Training Epoch: 18 [34560/45000]	Loss: 0.2686	LR: 0.000800
Training Epoch: 18 [34816/45000]	Loss: 0.3289	LR: 0.000800
Training Epoch: 18 [35072/45000]	Loss: 0.2670	LR: 0.000800
Training Epoch: 18 [35328/45000]	Loss: 0.3482	LR: 0.000800
Training Epoch: 18 [35584/45000]	Loss: 0.2910	LR: 0.000800
Training Epoch: 18 [35840/45000]	Loss: 0.2813	LR: 0.000800
Training Epoch: 18 [36096/45000]	Loss: 0.2603	LR: 0.000800
Training Epoch: 18 [36352/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 18 [36608/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 18 [36864/45000]	Loss: 0.3353	LR: 0.000800
Training Epoch: 18 [37120/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 18 [37376/45000]	Loss: 0.3055	LR: 0.000800
Training Epoch: 18 [37632/45000]	Loss: 0.2283	LR: 0.000800
Training Epoch: 18 [37888/45000]	Loss: 0.3337	LR: 0.000800
Training Epoch: 18 [38144/45000]	Loss: 0.3223	LR: 0.000800
Training Epoch: 18 [38400/45000]	Loss: 0.2319	LR: 0.000800
Training Epoch: 18 [38656/45000]	Loss: 0.2779	LR: 0.000800
Training Epoch: 18 [38912/45000]	Loss: 0.3457	LR: 0.000800
Training Epoch: 18 [39168/45000]	Loss: 0.2860	LR: 0.000800
Training Epoch: 18 [39424/45000]	Loss: 0.2045	LR: 0.000800
Training Epoch: 18 [39680/45000]	Loss: 0.3031	LR: 0.000800
Training Epoch: 18 [39936/45000]	Loss: 0.2958	LR: 0.000800
Training Epoch: 18 [40192/45000]	Loss: 0.2699	LR: 0.000800
Training Epoch: 18 [40448/45000]	Loss: 0.3317	LR: 0.000800
Training Epoch: 18 [40704/45000]	Loss: 0.2129	LR: 0.000800
Training Epoch: 18 [40960/45000]	Loss: 0.2824	LR: 0.000800
Training Epoch: 18 [41216/45000]	Loss: 0.2467	LR: 0.000800
Training Epoch: 18 [41472/45000]	Loss: 0.3032	LR: 0.000800
Training Epoch: 18 [41728/45000]	Loss: 0.3658	LR: 0.000800
Training Epoch: 18 [41984/45000]	Loss: 0.2693	LR: 0.000800
Training Epoch: 18 [42240/45000]	Loss: 0.2749	LR: 0.000800
Training Epoch: 18 [42496/45000]	Loss: 0.2442	LR: 0.000800
Training Epoch: 18 [42752/45000]	Loss: 0.3112	LR: 0.000800
Training Epoch: 18 [43008/45000]	Loss: 0.1734	LR: 0.000800
Training Epoch: 18 [43264/45000]	Loss: 0.3690	LR: 0.000800
Training Epoch: 18 [43520/45000]	Loss: 0.2982	LR: 0.000800
Training Epoch: 18 [43776/45000]	Loss: 0.2132	LR: 0.000800
Training Epoch: 18 [44032/45000]	Loss: 0.3068	LR: 0.000800
Training Epoch: 18 [44288/45000]	Loss: 0.3190	LR: 0.000800
Training Epoch: 18 [44544/45000]	Loss: 0.2915	LR: 0.000800
Training Epoch: 18 [44800/45000]	Loss: 0.2353	LR: 0.000800
Training Epoch: 18 [45000/45000]	Loss: 0.3482	LR: 0.000800
Epoch 18 - Average Train Loss: 0.2838, Train Accuracy: 0.9008
Epoch 18 training time consumed: 38.93s
Evaluating Network.....
Test set: Epoch: 18, Average loss: 0.0013, Accuracy: 0.8845, Time consumed:1.36s
Training Epoch: 19 [256/45000]	Loss: 0.2865	LR: 0.000800
Training Epoch: 19 [512/45000]	Loss: 0.3226	LR: 0.000800
Training Epoch: 19 [768/45000]	Loss: 0.2443	LR: 0.000800
Training Epoch: 19 [1024/45000]	Loss: 0.2561	LR: 0.000800
Training Epoch: 19 [1280/45000]	Loss: 0.2922	LR: 0.000800
Training Epoch: 19 [1536/45000]	Loss: 0.2298	LR: 0.000800
Training Epoch: 19 [1792/45000]	Loss: 0.2619	LR: 0.000800
Training Epoch: 19 [2048/45000]	Loss: 0.3074	LR: 0.000800
Training Epoch: 19 [2304/45000]	Loss: 0.2768	LR: 0.000800
Training Epoch: 19 [2560/45000]	Loss: 0.2010	LR: 0.000800
Training Epoch: 19 [2816/45000]	Loss: 0.1998	LR: 0.000800
Training Epoch: 19 [3072/45000]	Loss: 0.3315	LR: 0.000800
Training Epoch: 19 [3328/45000]	Loss: 0.3311	LR: 0.000800
Training Epoch: 19 [3584/45000]	Loss: 0.3593	LR: 0.000800
Training Epoch: 19 [3840/45000]	Loss: 0.2650	LR: 0.000800
Training Epoch: 19 [4096/45000]	Loss: 0.2780	LR: 0.000800
Training Epoch: 19 [4352/45000]	Loss: 0.2706	LR: 0.000800
Training Epoch: 19 [4608/45000]	Loss: 0.2533	LR: 0.000800
Training Epoch: 19 [4864/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [5120/45000]	Loss: 0.2489	LR: 0.000800
Training Epoch: 19 [5376/45000]	Loss: 0.2709	LR: 0.000800
Training Epoch: 19 [5632/45000]	Loss: 0.3123	LR: 0.000800
Training Epoch: 19 [5888/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 19 [6144/45000]	Loss: 0.2456	LR: 0.000800
Training Epoch: 19 [6400/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 19 [6656/45000]	Loss: 0.2656	LR: 0.000800
Training Epoch: 19 [6912/45000]	Loss: 0.2557	LR: 0.000800
Training Epoch: 19 [7168/45000]	Loss: 0.3329	LR: 0.000800
Training Epoch: 19 [7424/45000]	Loss: 0.2661	LR: 0.000800
Training Epoch: 19 [7680/45000]	Loss: 0.2447	LR: 0.000800
Training Epoch: 19 [7936/45000]	Loss: 0.4144	LR: 0.000800
Training Epoch: 19 [8192/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 19 [8448/45000]	Loss: 0.3217	LR: 0.000800
Training Epoch: 19 [8704/45000]	Loss: 0.2205	LR: 0.000800
Training Epoch: 19 [8960/45000]	Loss: 0.2742	LR: 0.000800
Training Epoch: 19 [9216/45000]	Loss: 0.2967	LR: 0.000800
Training Epoch: 19 [9472/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 19 [9728/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 19 [9984/45000]	Loss: 0.3683	LR: 0.000800
Training Epoch: 19 [10240/45000]	Loss: 0.2500	LR: 0.000800
Training Epoch: 19 [10496/45000]	Loss: 0.3153	LR: 0.000800
Training Epoch: 19 [10752/45000]	Loss: 0.3007	LR: 0.000800
Training Epoch: 19 [11008/45000]	Loss: 0.2505	LR: 0.000800
Training Epoch: 19 [11264/45000]	Loss: 0.2941	LR: 0.000800
Training Epoch: 19 [11520/45000]	Loss: 0.3800	LR: 0.000800
Training Epoch: 19 [11776/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 19 [12032/45000]	Loss: 0.3090	LR: 0.000800
Training Epoch: 19 [12288/45000]	Loss: 0.2149	LR: 0.000800
Training Epoch: 19 [12544/45000]	Loss: 0.3282	LR: 0.000800
Training Epoch: 19 [12800/45000]	Loss: 0.2655	LR: 0.000800
Training Epoch: 19 [13056/45000]	Loss: 0.2334	LR: 0.000800
Training Epoch: 19 [13312/45000]	Loss: 0.2694	LR: 0.000800
Training Epoch: 19 [13568/45000]	Loss: 0.2949	LR: 0.000800
Training Epoch: 19 [13824/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 19 [14080/45000]	Loss: 0.2866	LR: 0.000800
Training Epoch: 19 [14336/45000]	Loss: 0.2920	LR: 0.000800
Training Epoch: 19 [14592/45000]	Loss: 0.3293	LR: 0.000800
Training Epoch: 19 [14848/45000]	Loss: 0.2678	LR: 0.000800
Training Epoch: 19 [15104/45000]	Loss: 0.2446	LR: 0.000800
Training Epoch: 19 [15360/45000]	Loss: 0.2921	LR: 0.000800
Training Epoch: 19 [15616/45000]	Loss: 0.2414	LR: 0.000800
Training Epoch: 19 [15872/45000]	Loss: 0.2344	LR: 0.000800
Training Epoch: 19 [16128/45000]	Loss: 0.2420	LR: 0.000800
Training Epoch: 19 [16384/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 19 [16640/45000]	Loss: 0.3084	LR: 0.000800
Training Epoch: 19 [16896/45000]	Loss: 0.2449	LR: 0.000800
Training Epoch: 19 [17152/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 19 [17408/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 19 [17664/45000]	Loss: 0.2736	LR: 0.000800
Training Epoch: 19 [17920/45000]	Loss: 0.2426	LR: 0.000800
Training Epoch: 19 [18176/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 19 [18432/45000]	Loss: 0.2162	LR: 0.000800
Training Epoch: 19 [18688/45000]	Loss: 0.1832	LR: 0.000800
Training Epoch: 19 [18944/45000]	Loss: 0.3361	LR: 0.000800
Training Epoch: 19 [19200/45000]	Loss: 0.3306	LR: 0.000800
Training Epoch: 19 [19456/45000]	Loss: 0.3625	LR: 0.000800
Training Epoch: 19 [19712/45000]	Loss: 0.2101	LR: 0.000800
Training Epoch: 19 [19968/45000]	Loss: 0.2953	LR: 0.000800
Training Epoch: 19 [20224/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 19 [20480/45000]	Loss: 0.3128	LR: 0.000800
Training Epoch: 19 [20736/45000]	Loss: 0.1949	LR: 0.000800
Training Epoch: 19 [20992/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 19 [21248/45000]	Loss: 0.2581	LR: 0.000800
Training Epoch: 19 [21504/45000]	Loss: 0.3010	LR: 0.000800
Training Epoch: 19 [21760/45000]	Loss: 0.2588	LR: 0.000800
Training Epoch: 19 [22016/45000]	Loss: 0.2105	LR: 0.000800
Training Epoch: 19 [22272/45000]	Loss: 0.3017	LR: 0.000800
Training Epoch: 19 [22528/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 19 [22784/45000]	Loss: 0.2474	LR: 0.000800
Training Epoch: 19 [23040/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 19 [23296/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 19 [23552/45000]	Loss: 0.2550	LR: 0.000800
Training Epoch: 19 [23808/45000]	Loss: 0.3061	LR: 0.000800
Training Epoch: 19 [24064/45000]	Loss: 0.3008	LR: 0.000800
Training Epoch: 19 [24320/45000]	Loss: 0.3002	LR: 0.000800
Training Epoch: 19 [24576/45000]	Loss: 0.2873	LR: 0.000800
Training Epoch: 19 [24832/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 19 [25088/45000]	Loss: 0.1926	LR: 0.000800
Training Epoch: 19 [25344/45000]	Loss: 0.3274	LR: 0.000800
Training Epoch: 19 [25600/45000]	Loss: 0.2937	LR: 0.000800
Training Epoch: 19 [25856/45000]	Loss: 0.1888	LR: 0.000800
Training Epoch: 19 [26112/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 19 [26368/45000]	Loss: 0.2952	LR: 0.000800
Training Epoch: 19 [26624/45000]	Loss: 0.2580	LR: 0.000800
Training Epoch: 19 [26880/45000]	Loss: 0.2459	LR: 0.000800
Training Epoch: 19 [27136/45000]	Loss: 0.2196	LR: 0.000800
Training Epoch: 19 [27392/45000]	Loss: 0.2579	LR: 0.000800
Training Epoch: 19 [27648/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 19 [27904/45000]	Loss: 0.2849	LR: 0.000800
Training Epoch: 19 [28160/45000]	Loss: 0.3044	LR: 0.000800
Training Epoch: 19 [28416/45000]	Loss: 0.3120	LR: 0.000800
Training Epoch: 19 [28672/45000]	Loss: 0.2408	LR: 0.000800
Training Epoch: 19 [28928/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 19 [29184/45000]	Loss: 0.2291	LR: 0.000800
Training Epoch: 19 [29440/45000]	Loss: 0.3738	LR: 0.000800
Training Epoch: 19 [29696/45000]	Loss: 0.2658	LR: 0.000800
Training Epoch: 19 [29952/45000]	Loss: 0.2621	LR: 0.000800
Training Epoch: 19 [30208/45000]	Loss: 0.3439	LR: 0.000800
Training Epoch: 19 [30464/45000]	Loss: 0.3201	LR: 0.000800
Training Epoch: 19 [30720/45000]	Loss: 0.2422	LR: 0.000800
Training Epoch: 19 [30976/45000]	Loss: 0.2425	LR: 0.000800
Training Epoch: 19 [31232/45000]	Loss: 0.2491	LR: 0.000800
Training Epoch: 19 [31488/45000]	Loss: 0.2421	LR: 0.000800
Training Epoch: 19 [31744/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 19 [32000/45000]	Loss: 0.3150	LR: 0.000800
Training Epoch: 19 [32256/45000]	Loss: 0.2870	LR: 0.000800
Training Epoch: 19 [32512/45000]	Loss: 0.2427	LR: 0.000800
Training Epoch: 19 [32768/45000]	Loss: 0.3497	LR: 0.000800
Training Epoch: 19 [33024/45000]	Loss: 0.3953	LR: 0.000800
Training Epoch: 19 [33280/45000]	Loss: 0.2202	LR: 0.000800
Training Epoch: 19 [33536/45000]	Loss: 0.2818	LR: 0.000800
Training Epoch: 19 [33792/45000]	Loss: 0.3392	LR: 0.000800
Training Epoch: 19 [34048/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 19 [34304/45000]	Loss: 0.2944	LR: 0.000800
Training Epoch: 19 [34560/45000]	Loss: 0.3405	LR: 0.000800
Training Epoch: 19 [34816/45000]	Loss: 0.2758	LR: 0.000800
Training Epoch: 19 [35072/45000]	Loss: 0.2451	LR: 0.000800
Training Epoch: 19 [35328/45000]	Loss: 0.2566	LR: 0.000800
Training Epoch: 19 [35584/45000]	Loss: 0.2187	LR: 0.000800
Training Epoch: 19 [35840/45000]	Loss: 0.2897	LR: 0.000800
Training Epoch: 19 [36096/45000]	Loss: 0.3207	LR: 0.000800
Training Epoch: 19 [36352/45000]	Loss: 0.1997	LR: 0.000800
Training Epoch: 19 [36608/45000]	Loss: 0.2466	LR: 0.000800
Training Epoch: 19 [36864/45000]	Loss: 0.2471	LR: 0.000800
Training Epoch: 19 [37120/45000]	Loss: 0.3048	LR: 0.000800
Training Epoch: 19 [37376/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 19 [37632/45000]	Loss: 0.2974	LR: 0.000800
Training Epoch: 19 [37888/45000]	Loss: 0.2753	LR: 0.000800
Training Epoch: 19 [38144/45000]	Loss: 0.2613	LR: 0.000800
Training Epoch: 19 [38400/45000]	Loss: 0.2646	LR: 0.000800
Training Epoch: 19 [38656/45000]	Loss: 0.2264	LR: 0.000800
Training Epoch: 19 [38912/45000]	Loss: 0.3057	LR: 0.000800
Training Epoch: 19 [39168/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 19 [39424/45000]	Loss: 0.2532	LR: 0.000800
Training Epoch: 19 [39680/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 19 [39936/45000]	Loss: 0.2783	LR: 0.000800
Training Epoch: 19 [40192/45000]	Loss: 0.3192	LR: 0.000800
Training Epoch: 19 [40448/45000]	Loss: 0.2625	LR: 0.000800
Training Epoch: 19 [40704/45000]	Loss: 0.3287	LR: 0.000800
Training Epoch: 19 [40960/45000]	Loss: 0.2716	LR: 0.000800
Training Epoch: 19 [41216/45000]	Loss: 0.3325	LR: 0.000800
Training Epoch: 19 [41472/45000]	Loss: 0.3105	LR: 0.000800
Training Epoch: 19 [41728/45000]	Loss: 0.3369	LR: 0.000800
Training Epoch: 19 [41984/45000]	Loss: 0.2684	LR: 0.000800
Training Epoch: 19 [42240/45000]	Loss: 0.2600	LR: 0.000800
Training Epoch: 19 [42496/45000]	Loss: 0.2887	LR: 0.000800
Training Epoch: 19 [42752/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 19 [43008/45000]	Loss: 0.1960	LR: 0.000800
Training Epoch: 19 [43264/45000]	Loss: 0.2719	LR: 0.000800
Training Epoch: 19 [43520/45000]	Loss: 0.2015	LR: 0.000800
Training Epoch: 19 [43776/45000]	Loss: 0.3242	LR: 0.000800
Training Epoch: 19 [44032/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 19 [44288/45000]	Loss: 0.3013	LR: 0.000800
Training Epoch: 19 [44544/45000]	Loss: 0.3138	LR: 0.000800
Training Epoch: 19 [44800/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 19 [45000/45000]	Loss: 0.2598	LR: 0.000800
Epoch 19 - Average Train Loss: 0.2780, Train Accuracy: 0.9042
Epoch 19 training time consumed: 38.88s
Evaluating Network.....
Test set: Epoch: 19, Average loss: 0.0013, Accuracy: 0.8861, Time consumed:1.83s
Saving weights file to checkpoint/retrain/ResNet18/Friday_11_July_2025_09h_27m_26s/ResNet18-Cifar10-seed7-ret100-19-best.pth
Training Epoch: 20 [256/45000]	Loss: 0.2536	LR: 0.000800
Training Epoch: 20 [512/45000]	Loss: 0.2762	LR: 0.000800
Training Epoch: 20 [768/45000]	Loss: 0.2984	LR: 0.000800
Training Epoch: 20 [1024/45000]	Loss: 0.2592	LR: 0.000800
Training Epoch: 20 [1280/45000]	Loss: 0.2229	LR: 0.000800
Training Epoch: 20 [1536/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 20 [1792/45000]	Loss: 0.3356	LR: 0.000800
Training Epoch: 20 [2048/45000]	Loss: 0.2827	LR: 0.000800
Training Epoch: 20 [2304/45000]	Loss: 0.1847	LR: 0.000800
Training Epoch: 20 [2560/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 20 [2816/45000]	Loss: 0.2672	LR: 0.000800
Training Epoch: 20 [3072/45000]	Loss: 0.2748	LR: 0.000800
Training Epoch: 20 [3328/45000]	Loss: 0.2231	LR: 0.000800
Training Epoch: 20 [3584/45000]	Loss: 0.2911	LR: 0.000800
Training Epoch: 20 [3840/45000]	Loss: 0.2738	LR: 0.000800
Training Epoch: 20 [4096/45000]	Loss: 0.2643	LR: 0.000800
Training Epoch: 20 [4352/45000]	Loss: 0.2418	LR: 0.000800
Training Epoch: 20 [4608/45000]	Loss: 0.2332	LR: 0.000800
Training Epoch: 20 [4864/45000]	Loss: 0.2155	LR: 0.000800
Training Epoch: 20 [5120/45000]	Loss: 0.2423	LR: 0.000800
Training Epoch: 20 [5376/45000]	Loss: 0.2480	LR: 0.000800
Training Epoch: 20 [5632/45000]	Loss: 0.2626	LR: 0.000800
Training Epoch: 20 [5888/45000]	Loss: 0.2222	LR: 0.000800
Training Epoch: 20 [6144/45000]	Loss: 0.2935	LR: 0.000800
Training Epoch: 20 [6400/45000]	Loss: 0.2355	LR: 0.000800
Training Epoch: 20 [6656/45000]	Loss: 0.2872	LR: 0.000800
Training Epoch: 20 [6912/45000]	Loss: 0.2468	LR: 0.000800
Training Epoch: 20 [7168/45000]	Loss: 0.3251	LR: 0.000800
Training Epoch: 20 [7424/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [7680/45000]	Loss: 0.2930	LR: 0.000800
Training Epoch: 20 [7936/45000]	Loss: 0.2178	LR: 0.000800
Training Epoch: 20 [8192/45000]	Loss: 0.3355	LR: 0.000800
Training Epoch: 20 [8448/45000]	Loss: 0.2962	LR: 0.000800
Training Epoch: 20 [8704/45000]	Loss: 0.3208	LR: 0.000800
Training Epoch: 20 [8960/45000]	Loss: 0.2521	LR: 0.000800
Training Epoch: 20 [9216/45000]	Loss: 0.3198	LR: 0.000800
Training Epoch: 20 [9472/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 20 [9728/45000]	Loss: 0.2616	LR: 0.000800
Training Epoch: 20 [9984/45000]	Loss: 0.3050	LR: 0.000800
Training Epoch: 20 [10240/45000]	Loss: 0.2971	LR: 0.000800
Training Epoch: 20 [10496/45000]	Loss: 0.2097	LR: 0.000800
Training Epoch: 20 [10752/45000]	Loss: 0.2055	LR: 0.000800
Training Epoch: 20 [11008/45000]	Loss: 0.2775	LR: 0.000800
Training Epoch: 20 [11264/45000]	Loss: 0.2959	LR: 0.000800
Training Epoch: 20 [11520/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 20 [11776/45000]	Loss: 0.3086	LR: 0.000800
Training Epoch: 20 [12032/45000]	Loss: 0.2924	LR: 0.000800
Training Epoch: 20 [12288/45000]	Loss: 0.3040	LR: 0.000800
Training Epoch: 20 [12544/45000]	Loss: 0.2788	LR: 0.000800
Training Epoch: 20 [12800/45000]	Loss: 0.2893	LR: 0.000800
Training Epoch: 20 [13056/45000]	Loss: 0.3026	LR: 0.000800
Training Epoch: 20 [13312/45000]	Loss: 0.2559	LR: 0.000800
Training Epoch: 20 [13568/45000]	Loss: 0.3039	LR: 0.000800
Training Epoch: 20 [13824/45000]	Loss: 0.2493	LR: 0.000800
Training Epoch: 20 [14080/45000]	Loss: 0.2640	LR: 0.000800
Training Epoch: 20 [14336/45000]	Loss: 0.2590	LR: 0.000800
Training Epoch: 20 [14592/45000]	Loss: 0.2522	LR: 0.000800
Training Epoch: 20 [14848/45000]	Loss: 0.3907	LR: 0.000800
Training Epoch: 20 [15104/45000]	Loss: 0.2501	LR: 0.000800
Training Epoch: 20 [15360/45000]	Loss: 0.2867	LR: 0.000800
Training Epoch: 20 [15616/45000]	Loss: 0.3236	LR: 0.000800
Training Epoch: 20 [15872/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 20 [16128/45000]	Loss: 0.2391	LR: 0.000800
Training Epoch: 20 [16384/45000]	Loss: 0.3602	LR: 0.000800
Training Epoch: 20 [16640/45000]	Loss: 0.2307	LR: 0.000800
Training Epoch: 20 [16896/45000]	Loss: 0.1799	LR: 0.000800
Training Epoch: 20 [17152/45000]	Loss: 0.3116	LR: 0.000800
Training Epoch: 20 [17408/45000]	Loss: 0.2596	LR: 0.000800
Training Epoch: 20 [17664/45000]	Loss: 0.2369	LR: 0.000800
Training Epoch: 20 [17920/45000]	Loss: 0.2545	LR: 0.000800
Training Epoch: 20 [18176/45000]	Loss: 0.2787	LR: 0.000800
Training Epoch: 20 [18432/45000]	Loss: 0.3631	LR: 0.000800
Training Epoch: 20 [18688/45000]	Loss: 0.2534	LR: 0.000800
Training Epoch: 20 [18944/45000]	Loss: 0.2886	LR: 0.000800
Training Epoch: 20 [19200/45000]	Loss: 0.3225	LR: 0.000800
Training Epoch: 20 [19456/45000]	Loss: 0.2652	LR: 0.000800
Training Epoch: 20 [19712/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 20 [19968/45000]	Loss: 0.2631	LR: 0.000800
Training Epoch: 20 [20224/45000]	Loss: 0.3141	LR: 0.000800
Training Epoch: 20 [20480/45000]	Loss: 0.2769	LR: 0.000800
Training Epoch: 20 [20736/45000]	Loss: 0.2836	LR: 0.000800
Training Epoch: 20 [20992/45000]	Loss: 0.2677	LR: 0.000800
Training Epoch: 20 [21248/45000]	Loss: 0.3058	LR: 0.000800
Training Epoch: 20 [21504/45000]	Loss: 0.2942	LR: 0.000800
Training Epoch: 20 [21760/45000]	Loss: 0.2599	LR: 0.000800
Training Epoch: 20 [22016/45000]	Loss: 0.2724	LR: 0.000800
Training Epoch: 20 [22272/45000]	Loss: 0.2241	LR: 0.000800
Training Epoch: 20 [22528/45000]	Loss: 0.2502	LR: 0.000800
Training Epoch: 20 [22784/45000]	Loss: 0.2980	LR: 0.000800
Training Epoch: 20 [23040/45000]	Loss: 0.2764	LR: 0.000800
Training Epoch: 20 [23296/45000]	Loss: 0.2591	LR: 0.000800
Training Epoch: 20 [23552/45000]	Loss: 0.3089	LR: 0.000800
Training Epoch: 20 [23808/45000]	Loss: 0.3420	LR: 0.000800
Training Epoch: 20 [24064/45000]	Loss: 0.1989	LR: 0.000800
Training Epoch: 20 [24320/45000]	Loss: 0.2794	LR: 0.000800
Training Epoch: 20 [24576/45000]	Loss: 0.2452	LR: 0.000800
Training Epoch: 20 [24832/45000]	Loss: 0.2666	LR: 0.000800
Training Epoch: 20 [25088/45000]	Loss: 0.2554	LR: 0.000800
Training Epoch: 20 [25344/45000]	Loss: 0.2667	LR: 0.000800
Training Epoch: 20 [25600/45000]	Loss: 0.3775	LR: 0.000800
Training Epoch: 20 [25856/45000]	Loss: 0.1993	LR: 0.000800
Training Epoch: 20 [26112/45000]	Loss: 0.2142	LR: 0.000800
Training Epoch: 20 [26368/45000]	Loss: 0.2729	LR: 0.000800
Training Epoch: 20 [26624/45000]	Loss: 0.3000	LR: 0.000800
Training Epoch: 20 [26880/45000]	Loss: 0.3073	LR: 0.000800
Training Epoch: 20 [27136/45000]	Loss: 0.2470	LR: 0.000800
Training Epoch: 20 [27392/45000]	Loss: 0.2482	LR: 0.000800
Training Epoch: 20 [27648/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 20 [27904/45000]	Loss: 0.2486	LR: 0.000800
Training Epoch: 20 [28160/45000]	Loss: 0.3300	LR: 0.000800
Training Epoch: 20 [28416/45000]	Loss: 0.2237	LR: 0.000800
Training Epoch: 20 [28672/45000]	Loss: 0.2864	LR: 0.000800
Training Epoch: 20 [28928/45000]	Loss: 0.2490	LR: 0.000800
Training Epoch: 20 [29184/45000]	Loss: 0.3168	LR: 0.000800
Training Epoch: 20 [29440/45000]	Loss: 0.3487	LR: 0.000800
Training Epoch: 20 [29696/45000]	Loss: 0.3572	LR: 0.000800
Training Epoch: 20 [29952/45000]	Loss: 0.3335	LR: 0.000800
Training Epoch: 20 [30208/45000]	Loss: 0.2345	LR: 0.000800
Training Epoch: 20 [30464/45000]	Loss: 0.2822	LR: 0.000800
Training Epoch: 20 [30720/45000]	Loss: 0.2450	LR: 0.000800
Training Epoch: 20 [30976/45000]	Loss: 0.3540	LR: 0.000800
Training Epoch: 20 [31232/45000]	Loss: 0.2258	LR: 0.000800
Training Epoch: 20 [31488/45000]	Loss: 0.3194	LR: 0.000800
Training Epoch: 20 [31744/45000]	Loss: 0.2593	LR: 0.000800
Training Epoch: 20 [32000/45000]	Loss: 0.2318	LR: 0.000800
Training Epoch: 20 [32256/45000]	Loss: 0.2979	LR: 0.000800
Training Epoch: 20 [32512/45000]	Loss: 0.2861	LR: 0.000800
Training Epoch: 20 [32768/45000]	Loss: 0.2091	LR: 0.000800
Training Epoch: 20 [33024/45000]	Loss: 0.3642	LR: 0.000800
Training Epoch: 20 [33280/45000]	Loss: 0.2610	LR: 0.000800
Training Epoch: 20 [33536/45000]	Loss: 0.2541	LR: 0.000800
Training Epoch: 20 [33792/45000]	Loss: 0.2955	LR: 0.000800
Training Epoch: 20 [34048/45000]	Loss: 0.3053	LR: 0.000800
Training Epoch: 20 [34304/45000]	Loss: 0.3135	LR: 0.000800
Training Epoch: 20 [34560/45000]	Loss: 0.2746	LR: 0.000800
Training Epoch: 20 [34816/45000]	Loss: 0.2629	LR: 0.000800
Training Epoch: 20 [35072/45000]	Loss: 0.2889	LR: 0.000800
Training Epoch: 20 [35328/45000]	Loss: 0.2858	LR: 0.000800
Training Epoch: 20 [35584/45000]	Loss: 0.2950	LR: 0.000800
Training Epoch: 20 [35840/45000]	Loss: 0.1730	LR: 0.000800
Training Epoch: 20 [36096/45000]	Loss: 0.2448	LR: 0.000800
Training Epoch: 20 [36352/45000]	Loss: 0.3377	LR: 0.000800
Training Epoch: 20 [36608/45000]	Loss: 0.2269	LR: 0.000800
Training Epoch: 20 [36864/45000]	Loss: 0.2171	LR: 0.000800
Training Epoch: 20 [37120/45000]	Loss: 0.2190	LR: 0.000800
Training Epoch: 20 [37376/45000]	Loss: 0.2680	LR: 0.000800
Training Epoch: 20 [37632/45000]	Loss: 0.2304	LR: 0.000800
Training Epoch: 20 [37888/45000]	Loss: 0.2907	LR: 0.000800
Training Epoch: 20 [38144/45000]	Loss: 0.2806	LR: 0.000800
Training Epoch: 20 [38400/45000]	Loss: 0.2363	LR: 0.000800
Training Epoch: 20 [38656/45000]	Loss: 0.2829	LR: 0.000800
Training Epoch: 20 [38912/45000]	Loss: 0.3347	LR: 0.000800
Training Epoch: 20 [39168/45000]	Loss: 0.2800	LR: 0.000800
Training Epoch: 20 [39424/45000]	Loss: 0.2763	LR: 0.000800
Training Epoch: 20 [39680/45000]	Loss: 0.3209	LR: 0.000800
Training Epoch: 20 [39936/45000]	Loss: 0.3861	LR: 0.000800
Training Epoch: 20 [40192/45000]	Loss: 0.3181	LR: 0.000800
Training Epoch: 20 [40448/45000]	Loss: 0.2412	LR: 0.000800
Training Epoch: 20 [40704/45000]	Loss: 0.2578	LR: 0.000800
Training Epoch: 20 [40960/45000]	Loss: 0.2977	LR: 0.000800
Training Epoch: 20 [41216/45000]	Loss: 0.2804	LR: 0.000800
Training Epoch: 20 [41472/45000]	Loss: 0.3082	LR: 0.000800
Training Epoch: 20 [41728/45000]	Loss: 0.3093	LR: 0.000800
Training Epoch: 20 [41984/45000]	Loss: 0.1619	LR: 0.000800
Training Epoch: 20 [42240/45000]	Loss: 0.2198	LR: 0.000800
Training Epoch: 20 [42496/45000]	Loss: 0.2316	LR: 0.000800
Training Epoch: 20 [42752/45000]	Loss: 0.3202	LR: 0.000800
Training Epoch: 20 [43008/45000]	Loss: 0.2981	LR: 0.000800
Training Epoch: 20 [43264/45000]	Loss: 0.3385	LR: 0.000800
Training Epoch: 20 [43520/45000]	Loss: 0.2659	LR: 0.000800
Training Epoch: 20 [43776/45000]	Loss: 0.2809	LR: 0.000800
Training Epoch: 20 [44032/45000]	Loss: 0.2212	LR: 0.000800
Training Epoch: 20 [44288/45000]	Loss: 0.3199	LR: 0.000800
Training Epoch: 20 [44544/45000]	Loss: 0.2745	LR: 0.000800
Training Epoch: 20 [44800/45000]	Loss: 0.2037	LR: 0.000800
Training Epoch: 20 [45000/45000]	Loss: 0.2809	LR: 0.000800
Epoch 20 - Average Train Loss: 0.2749, Train Accuracy: 0.9062
Epoch 20 training time consumed: 39.43s
Evaluating Network.....
Test set: Epoch: 20, Average loss: 0.0013, Accuracy: 0.8859, Time consumed:1.37s
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: 88.7109375
Retain Accuracy: 90.61194610595703
Zero-Retain Forget (ZRF): 0.8308069705963135
Membership Inference Attack (MIA): 0.6206
Forget vs Retain Membership Inference Attack (MIA): 0.5175
Forget vs Test Membership Inference Attack (MIA): 0.541
Test vs Retain Membership Inference Attack (MIA): 0.5065
Train vs Test Membership Inference Attack (MIA): 0.52025
Forget Set Accuracy (Df): 87.91934967041016
Method Execution Time: 1755.93 seconds
